6608 lines
		
	
	
		
			493 KiB
		
	
	
	
		
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			6608 lines
		
	
	
		
			493 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
2023-05-17 17:39:36,879 - ice0003_2 - [INFO] - {'dataset': 'icews14', 'name': 'ice0003_2', 'gpu': '3', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 3e-05, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': False, 'grid_search': False}
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2023-05-17 17:39:45,321 - ice0003_2 - [INFO] - [E:0| 0]: Train Loss:0.70005,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:41:27,620 - ice0003_2 - [INFO] - [E:0| 100]: Train Loss:0.56753,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:43:09,753 - ice0003_2 - [INFO] - [E:0| 200]: Train Loss:0.46933,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:44:52,079 - ice0003_2 - [INFO] - [E:0| 300]: Train Loss:0.39689,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:46:30,219 - ice0003_2 - [INFO] - [E:0| 400]: Train Loss:0.3424,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:48:06,408 - ice0003_2 - [INFO] - [E:0| 500]: Train Loss:0.30042,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:49:48,412 - ice0003_2 - [INFO] - [E:0| 600]: Train Loss:0.26729,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:51:30,100 - ice0003_2 - [INFO] - [E:0| 700]: Train Loss:0.24058,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:53:13,588 - ice0003_2 - [INFO] - [E:0| 800]: Train Loss:0.21863,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:54:55,439 - ice0003_2 - [INFO] - [E:0| 900]: Train Loss:0.2003,  Val MRR:0.0, 	ice0003_2
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2023-05-17 17:55:58,584 - ice0003_2 - [INFO] - [Epoch:0]:  Training Loss:0.189
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2023-05-17 17:55:59,099 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 17:56:22,020 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 17:56:44,978 - ice0003_2 - [INFO] - [Evaluating Epoch 0 valid]: 
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	MRR: Tail : 0.01678, Head : 0.01259, Avg : 0.01468
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2023-05-17 17:56:46,209 - ice0003_2 - [INFO] - [Epoch 0]:  Training Loss: 0.18903,  Valid MRR: 0.01468, 
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2023-05-17 17:56:47,588 - ice0003_2 - [INFO] - [E:1| 0]: Train Loss:0.043383,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 17:58:29,923 - ice0003_2 - [INFO] - [E:1| 100]: Train Loss:0.039985,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:00:12,106 - ice0003_2 - [INFO] - [E:1| 200]: Train Loss:0.037179,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:01:54,538 - ice0003_2 - [INFO] - [E:1| 300]: Train Loss:0.034742,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:03:35,663 - ice0003_2 - [INFO] - [E:1| 400]: Train Loss:0.032605,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:05:08,485 - ice0003_2 - [INFO] - [E:1| 500]: Train Loss:0.03072,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:06:50,275 - ice0003_2 - [INFO] - [E:1| 600]: Train Loss:0.029041,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:08:33,267 - ice0003_2 - [INFO] - [E:1| 700]: Train Loss:0.027539,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:10:15,442 - ice0003_2 - [INFO] - [E:1| 800]: Train Loss:0.026184,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:11:57,927 - ice0003_2 - [INFO] - [E:1| 900]: Train Loss:0.02496,  Val MRR:0.01468, 	ice0003_2
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2023-05-17 18:12:59,953 - ice0003_2 - [INFO] - [Epoch:1]:  Training Loss:0.02416
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2023-05-17 18:13:00,248 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 18:13:23,263 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 18:13:46,268 - ice0003_2 - [INFO] - [Evaluating Epoch 1 valid]: 
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	MRR: Tail : 0.08505, Head : 0.06043, Avg : 0.07274
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2023-05-17 18:13:47,713 - ice0003_2 - [INFO] - [Epoch 1]:  Training Loss: 0.024161,  Valid MRR: 0.07274, 
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2023-05-17 18:13:48,911 - ice0003_2 - [INFO] - [E:2| 0]: Train Loss:0.013577,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:15:31,260 - ice0003_2 - [INFO] - [E:2| 100]: Train Loss:0.012983,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:17:13,584 - ice0003_2 - [INFO] - [E:2| 200]: Train Loss:0.012456,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:18:58,207 - ice0003_2 - [INFO] - [E:2| 300]: Train Loss:0.011971,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:20:39,373 - ice0003_2 - [INFO] - [E:2| 400]: Train Loss:0.011523,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:22:11,534 - ice0003_2 - [INFO] - [E:2| 500]: Train Loss:0.011112,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:23:53,873 - ice0003_2 - [INFO] - [E:2| 600]: Train Loss:0.010733,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:25:35,823 - ice0003_2 - [INFO] - [E:2| 700]: Train Loss:0.010379,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:27:18,781 - ice0003_2 - [INFO] - [E:2| 800]: Train Loss:0.01005,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:29:01,690 - ice0003_2 - [INFO] - [E:2| 900]: Train Loss:0.0097433,  Val MRR:0.07274, 	ice0003_2
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2023-05-17 18:30:03,924 - ice0003_2 - [INFO] - [Epoch:2]:  Training Loss:0.009538
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2023-05-17 18:30:04,301 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 18:30:27,764 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 18:30:50,179 - ice0003_2 - [INFO] - [Evaluating Epoch 2 valid]: 
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	MRR: Tail : 0.09548, Head : 0.06642, Avg : 0.08095
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2023-05-17 18:30:51,467 - ice0003_2 - [INFO] - [Epoch 2]:  Training Loss: 0.0095384,  Valid MRR: 0.08095, 
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2023-05-17 18:30:52,636 - ice0003_2 - [INFO] - [E:3| 0]: Train Loss:0.0067991,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:32:34,182 - ice0003_2 - [INFO] - [E:3| 100]: Train Loss:0.0065974,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:34:14,568 - ice0003_2 - [INFO] - [E:3| 200]: Train Loss:0.0064249,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:35:56,368 - ice0003_2 - [INFO] - [E:3| 300]: Train Loss:0.0062617,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:37:38,618 - ice0003_2 - [INFO] - [E:3| 400]: Train Loss:0.0061088,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:39:11,353 - ice0003_2 - [INFO] - [E:3| 500]: Train Loss:0.0059661,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:40:53,804 - ice0003_2 - [INFO] - [E:3| 600]: Train Loss:0.0058302,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:42:36,677 - ice0003_2 - [INFO] - [E:3| 700]: Train Loss:0.0057027,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:44:19,074 - ice0003_2 - [INFO] - [E:3| 800]: Train Loss:0.0055826,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:46:01,914 - ice0003_2 - [INFO] - [E:3| 900]: Train Loss:0.0054674,  Val MRR:0.08095, 	ice0003_2
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2023-05-17 18:47:03,647 - ice0003_2 - [INFO] - [Epoch:3]:  Training Loss:0.005391
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2023-05-17 18:47:03,963 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 18:47:26,765 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 18:47:48,866 - ice0003_2 - [INFO] - [Evaluating Epoch 3 valid]: 
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	MRR: Tail : 0.09407, Head : 0.06919, Avg : 0.08163
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2023-05-17 18:47:50,120 - ice0003_2 - [INFO] - [Epoch 3]:  Training Loss: 0.0053905,  Valid MRR: 0.08163, 
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2023-05-17 18:47:50,946 - ice0003_2 - [INFO] - [E:4| 0]: Train Loss:0.0043362,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:49:32,994 - ice0003_2 - [INFO] - [E:4| 100]: Train Loss:0.0042673,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:51:15,395 - ice0003_2 - [INFO] - [E:4| 200]: Train Loss:0.0041979,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:52:57,740 - ice0003_2 - [INFO] - [E:4| 300]: Train Loss:0.0041307,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:54:40,968 - ice0003_2 - [INFO] - [E:4| 400]: Train Loss:0.0040666,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:56:13,668 - ice0003_2 - [INFO] - [E:4| 500]: Train Loss:0.0040058,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:57:57,232 - ice0003_2 - [INFO] - [E:4| 600]: Train Loss:0.0039469,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 18:59:40,175 - ice0003_2 - [INFO] - [E:4| 700]: Train Loss:0.0038913,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 19:01:23,152 - ice0003_2 - [INFO] - [E:4| 800]: Train Loss:0.0038379,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 19:03:04,864 - ice0003_2 - [INFO] - [E:4| 900]: Train Loss:0.0037879,  Val MRR:0.08163, 	ice0003_2
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2023-05-17 19:04:06,213 - ice0003_2 - [INFO] - [Epoch:4]:  Training Loss:0.003754
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2023-05-17 19:04:06,467 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 19:04:29,896 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 19:04:52,807 - ice0003_2 - [INFO] - [Evaluating Epoch 4 valid]: 
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	MRR: Tail : 0.10046, Head : 0.06955, Avg : 0.085
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2023-05-17 19:04:54,057 - ice0003_2 - [INFO] - [Epoch 4]:  Training Loss: 0.0037543,  Valid MRR: 0.085, 
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2023-05-17 19:04:55,272 - ice0003_2 - [INFO] - [E:5| 0]: Train Loss:0.0032919,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:06:40,644 - ice0003_2 - [INFO] - [E:5| 100]: Train Loss:0.0032596,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:08:22,946 - ice0003_2 - [INFO] - [E:5| 200]: Train Loss:0.0032259,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:10:04,979 - ice0003_2 - [INFO] - [E:5| 300]: Train Loss:0.0031939,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:11:47,574 - ice0003_2 - [INFO] - [E:5| 400]: Train Loss:0.0031629,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:13:19,799 - ice0003_2 - [INFO] - [E:5| 500]: Train Loss:0.003134,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:15:03,045 - ice0003_2 - [INFO] - [E:5| 600]: Train Loss:0.0031068,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:16:45,220 - ice0003_2 - [INFO] - [E:5| 700]: Train Loss:0.0030811,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:18:26,334 - ice0003_2 - [INFO] - [E:5| 800]: Train Loss:0.003056,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:20:09,377 - ice0003_2 - [INFO] - [E:5| 900]: Train Loss:0.0030331,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:21:16,855 - ice0003_2 - [INFO] - [Epoch:5]:  Training Loss:0.003017
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2023-05-17 19:21:17,072 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 19:21:34,423 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 19:21:57,422 - ice0003_2 - [INFO] - [Evaluating Epoch 5 valid]: 
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	MRR: Tail : 0.09656, Head : 0.07051, Avg : 0.08353
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2023-05-17 19:21:57,423 - ice0003_2 - [INFO] - [Epoch 5]:  Training Loss: 0.0030171,  Valid MRR: 0.085, 
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2023-05-17 19:21:58,531 - ice0003_2 - [INFO] - [E:6| 0]: Train Loss:0.0028395,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:23:41,047 - ice0003_2 - [INFO] - [E:6| 100]: Train Loss:0.0027833,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:25:23,669 - ice0003_2 - [INFO] - [E:6| 200]: Train Loss:0.0027689,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:27:06,091 - ice0003_2 - [INFO] - [E:6| 300]: Train Loss:0.0027526,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:28:48,489 - ice0003_2 - [INFO] - [E:6| 400]: Train Loss:0.0027398,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:30:21,153 - ice0003_2 - [INFO] - [E:6| 500]: Train Loss:0.0027255,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:32:02,474 - ice0003_2 - [INFO] - [E:6| 600]: Train Loss:0.0027124,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:33:45,196 - ice0003_2 - [INFO] - [E:6| 700]: Train Loss:0.0027003,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:35:27,690 - ice0003_2 - [INFO] - [E:6| 800]: Train Loss:0.0026885,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:37:10,529 - ice0003_2 - [INFO] - [E:6| 900]: Train Loss:0.0026775,  Val MRR:0.085, 	ice0003_2
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2023-05-17 19:38:21,656 - ice0003_2 - [INFO] - [Epoch:6]:  Training Loss:0.00267
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2023-05-17 19:38:21,874 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 19:38:35,754 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-17 19:38:58,122 - ice0003_2 - [INFO] - [Evaluating Epoch 6 valid]: 
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						|
	MRR: Tail : 0.09857, Head : 0.07226, Avg : 0.08542
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2023-05-17 19:39:00,535 - ice0003_2 - [INFO] - [Epoch 6]:  Training Loss: 0.0026698,  Valid MRR: 0.08542, 
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2023-05-17 19:39:01,382 - ice0003_2 - [INFO] - [E:7| 0]: Train Loss:0.0026393,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:40:44,531 - ice0003_2 - [INFO] - [E:7| 100]: Train Loss:0.0025574,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:42:27,548 - ice0003_2 - [INFO] - [E:7| 200]: Train Loss:0.0025521,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:44:10,630 - ice0003_2 - [INFO] - [E:7| 300]: Train Loss:0.0025449,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:45:52,979 - ice0003_2 - [INFO] - [E:7| 400]: Train Loss:0.0025383,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:47:24,350 - ice0003_2 - [INFO] - [E:7| 500]: Train Loss:0.0025323,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:49:06,803 - ice0003_2 - [INFO] - [E:7| 600]: Train Loss:0.0025268,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:50:48,480 - ice0003_2 - [INFO] - [E:7| 700]: Train Loss:0.0025222,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:52:29,998 - ice0003_2 - [INFO] - [E:7| 800]: Train Loss:0.002517,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:54:15,356 - ice0003_2 - [INFO] - [E:7| 900]: Train Loss:0.0025123,  Val MRR:0.08542, 	ice0003_2
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2023-05-17 19:55:27,508 - ice0003_2 - [INFO] - [Epoch:7]:  Training Loss:0.002509
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2023-05-17 19:55:28,011 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-17 19:55:46,962 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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						|
2023-05-17 19:56:02,461 - ice0003_2 - [INFO] - [Evaluating Epoch 7 valid]: 
 | 
						|
	MRR: Tail : 0.10149, Head : 0.07705, Avg : 0.08927
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2023-05-17 19:56:03,909 - ice0003_2 - [INFO] - [Epoch 7]:  Training Loss: 0.0025085,  Valid MRR: 0.08927, 
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2023-05-17 19:56:05,113 - ice0003_2 - [INFO] - [E:8| 0]: Train Loss:0.0024267,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 19:57:47,489 - ice0003_2 - [INFO] - [E:8| 100]: Train Loss:0.002458,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 19:59:29,661 - ice0003_2 - [INFO] - [E:8| 200]: Train Loss:0.0024571,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:01:10,693 - ice0003_2 - [INFO] - [E:8| 300]: Train Loss:0.0024543,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:02:53,277 - ice0003_2 - [INFO] - [E:8| 400]: Train Loss:0.0024519,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:04:27,421 - ice0003_2 - [INFO] - [E:8| 500]: Train Loss:0.0024493,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:06:07,457 - ice0003_2 - [INFO] - [E:8| 600]: Train Loss:0.0024471,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:07:49,565 - ice0003_2 - [INFO] - [E:8| 700]: Train Loss:0.0024441,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:09:31,819 - ice0003_2 - [INFO] - [E:8| 800]: Train Loss:0.0024415,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:11:13,785 - ice0003_2 - [INFO] - [E:8| 900]: Train Loss:0.002439,  Val MRR:0.08927, 	ice0003_2
 | 
						|
2023-05-17 20:12:26,030 - ice0003_2 - [INFO] - [Epoch:8]:  Training Loss:0.002438
 | 
						|
 | 
						|
2023-05-17 20:12:26,545 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 20:12:49,572 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 20:13:06,572 - ice0003_2 - [INFO] - [Evaluating Epoch 8 valid]: 
 | 
						|
	MRR: Tail : 0.14319, Head : 0.11021, Avg : 0.1267
 | 
						|
 | 
						|
2023-05-17 20:13:07,990 - ice0003_2 - [INFO] - [Epoch 8]:  Training Loss: 0.0024376,  Valid MRR: 0.1267, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:13:08,638 - ice0003_2 - [INFO] - [E:9| 0]: Train Loss:0.0023689,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:14:46,403 - ice0003_2 - [INFO] - [E:9| 100]: Train Loss:0.0024145,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:16:28,325 - ice0003_2 - [INFO] - [E:9| 200]: Train Loss:0.0024151,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:18:10,915 - ice0003_2 - [INFO] - [E:9| 300]: Train Loss:0.0024147,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:19:53,480 - ice0003_2 - [INFO] - [E:9| 400]: Train Loss:0.0024144,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:21:34,987 - ice0003_2 - [INFO] - [E:9| 500]: Train Loss:0.0024118,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:23:08,443 - ice0003_2 - [INFO] - [E:9| 600]: Train Loss:0.0024105,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:24:50,629 - ice0003_2 - [INFO] - [E:9| 700]: Train Loss:0.0024085,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:26:32,298 - ice0003_2 - [INFO] - [E:9| 800]: Train Loss:0.0024074,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:28:14,183 - ice0003_2 - [INFO] - [E:9| 900]: Train Loss:0.002405,  Val MRR:0.1267, 	ice0003_2
 | 
						|
2023-05-17 20:29:25,316 - ice0003_2 - [INFO] - [Epoch:9]:  Training Loss:0.002404
 | 
						|
 | 
						|
2023-05-17 20:29:25,746 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 20:29:48,155 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 20:30:06,611 - ice0003_2 - [INFO] - [Evaluating Epoch 9 valid]: 
 | 
						|
	MRR: Tail : 0.16359, Head : 0.12815, Avg : 0.14587
 | 
						|
	MR: Tail : 622.29, Head : 746.96, Avg : 684.63
 | 
						|
	Hit-1: Tail : 0.09819, Head : 0.0795, Avg : 0.08885
 | 
						|
	Hit-3: Tail : 0.17806, Head : 0.12781, Avg : 0.15293
 | 
						|
	Hit-10: Tail : 0.28644, Head : 0.22576, Avg : 0.2561
 | 
						|
2023-05-17 20:30:08,030 - ice0003_2 - [INFO] - [Epoch 9]:  Training Loss: 0.0024038,  Valid MRR: 0.14587, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:30:08,679 - ice0003_2 - [INFO] - [E:10| 0]: Train Loss:0.0024132,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:31:45,938 - ice0003_2 - [INFO] - [E:10| 100]: Train Loss:0.00238,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:33:28,816 - ice0003_2 - [INFO] - [E:10| 200]: Train Loss:0.0023851,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:35:11,909 - ice0003_2 - [INFO] - [E:10| 300]: Train Loss:0.0023839,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:36:55,399 - ice0003_2 - [INFO] - [E:10| 400]: Train Loss:0.0023799,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:38:38,656 - ice0003_2 - [INFO] - [E:10| 500]: Train Loss:0.0023797,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:40:10,962 - ice0003_2 - [INFO] - [E:10| 600]: Train Loss:0.002379,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:41:55,773 - ice0003_2 - [INFO] - [E:10| 700]: Train Loss:0.0023778,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:43:37,630 - ice0003_2 - [INFO] - [E:10| 800]: Train Loss:0.0023762,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:45:19,861 - ice0003_2 - [INFO] - [E:10| 900]: Train Loss:0.0023748,  Val MRR:0.14587, 	ice0003_2
 | 
						|
2023-05-17 20:46:32,695 - ice0003_2 - [INFO] - [Epoch:10]:  Training Loss:0.002374
 | 
						|
 | 
						|
2023-05-17 20:46:33,035 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 20:46:56,964 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 20:47:19,613 - ice0003_2 - [INFO] - [Evaluating Epoch 10 valid]: 
 | 
						|
	MRR: Tail : 0.20759, Head : 0.16085, Avg : 0.18422
 | 
						|
 | 
						|
2023-05-17 20:47:20,875 - ice0003_2 - [INFO] - [Epoch 10]:  Training Loss: 0.0023742,  Valid MRR: 0.18422, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:47:21,975 - ice0003_2 - [INFO] - [E:11| 0]: Train Loss:0.0024344,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:48:54,915 - ice0003_2 - [INFO] - [E:11| 100]: Train Loss:0.0023508,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:50:38,128 - ice0003_2 - [INFO] - [E:11| 200]: Train Loss:0.0023516,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:52:20,952 - ice0003_2 - [INFO] - [E:11| 300]: Train Loss:0.0023533,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:54:03,538 - ice0003_2 - [INFO] - [E:11| 400]: Train Loss:0.0023525,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:55:45,951 - ice0003_2 - [INFO] - [E:11| 500]: Train Loss:0.0023505,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:57:17,810 - ice0003_2 - [INFO] - [E:11| 600]: Train Loss:0.0023486,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 20:58:58,468 - ice0003_2 - [INFO] - [E:11| 700]: Train Loss:0.0023465,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 21:00:40,193 - ice0003_2 - [INFO] - [E:11| 800]: Train Loss:0.0023458,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 21:02:22,630 - ice0003_2 - [INFO] - [E:11| 900]: Train Loss:0.0023445,  Val MRR:0.18422, 	ice0003_2
 | 
						|
2023-05-17 21:03:34,494 - ice0003_2 - [INFO] - [Epoch:11]:  Training Loss:0.002344
 | 
						|
 | 
						|
2023-05-17 21:03:35,012 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:03:58,102 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:04:21,225 - ice0003_2 - [INFO] - [Evaluating Epoch 11 valid]: 
 | 
						|
	MRR: Tail : 0.24335, Head : 0.19225, Avg : 0.2178
 | 
						|
 | 
						|
2023-05-17 21:04:22,455 - ice0003_2 - [INFO] - [Epoch 11]:  Training Loss: 0.0023441,  Valid MRR: 0.2178, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:04:23,805 - ice0003_2 - [INFO] - [E:12| 0]: Train Loss:0.0023359,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:05:55,831 - ice0003_2 - [INFO] - [E:12| 100]: Train Loss:0.0023289,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:07:38,556 - ice0003_2 - [INFO] - [E:12| 200]: Train Loss:0.0023271,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:09:21,277 - ice0003_2 - [INFO] - [E:12| 300]: Train Loss:0.0023235,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:11:03,867 - ice0003_2 - [INFO] - [E:12| 400]: Train Loss:0.0023229,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:12:44,590 - ice0003_2 - [INFO] - [E:12| 500]: Train Loss:0.0023223,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:14:16,720 - ice0003_2 - [INFO] - [E:12| 600]: Train Loss:0.0023213,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:16:00,341 - ice0003_2 - [INFO] - [E:12| 700]: Train Loss:0.002321,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:17:43,452 - ice0003_2 - [INFO] - [E:12| 800]: Train Loss:0.0023195,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:19:26,059 - ice0003_2 - [INFO] - [E:12| 900]: Train Loss:0.002318,  Val MRR:0.2178, 	ice0003_2
 | 
						|
2023-05-17 21:20:38,628 - ice0003_2 - [INFO] - [Epoch:12]:  Training Loss:0.002317
 | 
						|
 | 
						|
2023-05-17 21:20:38,950 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:21:02,178 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:21:25,342 - ice0003_2 - [INFO] - [Evaluating Epoch 12 valid]: 
 | 
						|
	MRR: Tail : 0.26304, Head : 0.20897, Avg : 0.236
 | 
						|
 | 
						|
2023-05-17 21:21:26,602 - ice0003_2 - [INFO] - [Epoch 12]:  Training Loss: 0.0023175,  Valid MRR: 0.236, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:21:27,961 - ice0003_2 - [INFO] - [E:13| 0]: Train Loss:0.0022455,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:23:00,510 - ice0003_2 - [INFO] - [E:13| 100]: Train Loss:0.0022967,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:24:42,922 - ice0003_2 - [INFO] - [E:13| 200]: Train Loss:0.0023007,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:26:25,011 - ice0003_2 - [INFO] - [E:13| 300]: Train Loss:0.0022995,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:28:09,406 - ice0003_2 - [INFO] - [E:13| 400]: Train Loss:0.0022994,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:29:51,820 - ice0003_2 - [INFO] - [E:13| 500]: Train Loss:0.0022977,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:31:24,042 - ice0003_2 - [INFO] - [E:13| 600]: Train Loss:0.002296,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:33:06,359 - ice0003_2 - [INFO] - [E:13| 700]: Train Loss:0.002295,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:34:48,915 - ice0003_2 - [INFO] - [E:13| 800]: Train Loss:0.0022946,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:36:31,668 - ice0003_2 - [INFO] - [E:13| 900]: Train Loss:0.0022945,  Val MRR:0.236, 	ice0003_2
 | 
						|
2023-05-17 21:37:45,011 - ice0003_2 - [INFO] - [Epoch:13]:  Training Loss:0.002294
 | 
						|
 | 
						|
2023-05-17 21:37:45,361 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:38:09,361 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:38:32,471 - ice0003_2 - [INFO] - [Evaluating Epoch 13 valid]: 
 | 
						|
	MRR: Tail : 0.27858, Head : 0.22157, Avg : 0.25008
 | 
						|
 | 
						|
2023-05-17 21:38:33,842 - ice0003_2 - [INFO] - [Epoch 13]:  Training Loss: 0.0022942,  Valid MRR: 0.25008, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:38:35,030 - ice0003_2 - [INFO] - [E:14| 0]: Train Loss:0.0023038,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:40:06,971 - ice0003_2 - [INFO] - [E:14| 100]: Train Loss:0.0022769,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:41:47,805 - ice0003_2 - [INFO] - [E:14| 200]: Train Loss:0.0022797,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:43:30,006 - ice0003_2 - [INFO] - [E:14| 300]: Train Loss:0.0022809,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:45:13,502 - ice0003_2 - [INFO] - [E:14| 400]: Train Loss:0.0022795,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:46:57,295 - ice0003_2 - [INFO] - [E:14| 500]: Train Loss:0.0022791,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:48:29,747 - ice0003_2 - [INFO] - [E:14| 600]: Train Loss:0.0022773,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:50:12,200 - ice0003_2 - [INFO] - [E:14| 700]: Train Loss:0.0022754,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:51:54,810 - ice0003_2 - [INFO] - [E:14| 800]: Train Loss:0.0022743,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:53:36,443 - ice0003_2 - [INFO] - [E:14| 900]: Train Loss:0.0022732,  Val MRR:0.25008, 	ice0003_2
 | 
						|
2023-05-17 21:54:47,914 - ice0003_2 - [INFO] - [Epoch:14]:  Training Loss:0.002273
 | 
						|
 | 
						|
2023-05-17 21:54:48,385 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:55:10,876 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 21:55:33,049 - ice0003_2 - [INFO] - [Evaluating Epoch 14 valid]: 
 | 
						|
	MRR: Tail : 0.29347, Head : 0.23357, Avg : 0.26352
 | 
						|
 | 
						|
2023-05-17 21:55:34,299 - ice0003_2 - [INFO] - [Epoch 14]:  Training Loss: 0.0022731,  Valid MRR: 0.26352, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:55:35,126 - ice0003_2 - [INFO] - [E:15| 0]: Train Loss:0.0022611,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 21:57:06,720 - ice0003_2 - [INFO] - [E:15| 100]: Train Loss:0.0022612,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 21:58:49,199 - ice0003_2 - [INFO] - [E:15| 200]: Train Loss:0.0022616,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:00:32,328 - ice0003_2 - [INFO] - [E:15| 300]: Train Loss:0.0022619,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:02:15,768 - ice0003_2 - [INFO] - [E:15| 400]: Train Loss:0.0022589,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:03:59,779 - ice0003_2 - [INFO] - [E:15| 500]: Train Loss:0.0022571,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:05:32,572 - ice0003_2 - [INFO] - [E:15| 600]: Train Loss:0.0022571,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:07:15,416 - ice0003_2 - [INFO] - [E:15| 700]: Train Loss:0.0022561,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:08:57,269 - ice0003_2 - [INFO] - [E:15| 800]: Train Loss:0.0022546,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:10:38,847 - ice0003_2 - [INFO] - [E:15| 900]: Train Loss:0.0022546,  Val MRR:0.26352, 	ice0003_2
 | 
						|
2023-05-17 22:11:50,664 - ice0003_2 - [INFO] - [Epoch:15]:  Training Loss:0.002255
 | 
						|
 | 
						|
2023-05-17 22:11:51,060 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 22:12:14,470 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 22:12:37,712 - ice0003_2 - [INFO] - [Evaluating Epoch 15 valid]: 
 | 
						|
	MRR: Tail : 0.30389, Head : 0.24122, Avg : 0.27256
 | 
						|
 | 
						|
2023-05-17 22:12:39,123 - ice0003_2 - [INFO] - [Epoch 15]:  Training Loss: 0.0022546,  Valid MRR: 0.27256, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:12:40,321 - ice0003_2 - [INFO] - [E:16| 0]: Train Loss:0.0022331,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:14:11,707 - ice0003_2 - [INFO] - [E:16| 100]: Train Loss:0.002237,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:15:57,261 - ice0003_2 - [INFO] - [E:16| 200]: Train Loss:0.0022413,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:17:39,607 - ice0003_2 - [INFO] - [E:16| 300]: Train Loss:0.0022411,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:19:22,132 - ice0003_2 - [INFO] - [E:16| 400]: Train Loss:0.0022399,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:21:04,490 - ice0003_2 - [INFO] - [E:16| 500]: Train Loss:0.0022391,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:22:36,171 - ice0003_2 - [INFO] - [E:16| 600]: Train Loss:0.0022382,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:24:17,692 - ice0003_2 - [INFO] - [E:16| 700]: Train Loss:0.0022383,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:25:59,739 - ice0003_2 - [INFO] - [E:16| 800]: Train Loss:0.0022382,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:27:42,150 - ice0003_2 - [INFO] - [E:16| 900]: Train Loss:0.0022372,  Val MRR:0.27256, 	ice0003_2
 | 
						|
2023-05-17 22:28:54,155 - ice0003_2 - [INFO] - [Epoch:16]:  Training Loss:0.002237
 | 
						|
 | 
						|
2023-05-17 22:28:54,641 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 22:29:17,586 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 22:29:40,553 - ice0003_2 - [INFO] - [Evaluating Epoch 16 valid]: 
 | 
						|
	MRR: Tail : 0.31553, Head : 0.25023, Avg : 0.28288
 | 
						|
 | 
						|
2023-05-17 22:29:42,049 - ice0003_2 - [INFO] - [Epoch 16]:  Training Loss: 0.0022368,  Valid MRR: 0.28288, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:29:43,480 - ice0003_2 - [INFO] - [E:17| 0]: Train Loss:0.0022845,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:31:16,043 - ice0003_2 - [INFO] - [E:17| 100]: Train Loss:0.0022228,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:32:58,452 - ice0003_2 - [INFO] - [E:17| 200]: Train Loss:0.002224,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:34:41,520 - ice0003_2 - [INFO] - [E:17| 300]: Train Loss:0.0022246,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:36:24,081 - ice0003_2 - [INFO] - [E:17| 400]: Train Loss:0.0022238,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:38:06,042 - ice0003_2 - [INFO] - [E:17| 500]: Train Loss:0.0022235,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:39:37,236 - ice0003_2 - [INFO] - [E:17| 600]: Train Loss:0.002223,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:41:20,125 - ice0003_2 - [INFO] - [E:17| 700]: Train Loss:0.0022223,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:43:03,443 - ice0003_2 - [INFO] - [E:17| 800]: Train Loss:0.002221,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:44:46,878 - ice0003_2 - [INFO] - [E:17| 900]: Train Loss:0.0022215,  Val MRR:0.28288, 	ice0003_2
 | 
						|
2023-05-17 22:45:59,254 - ice0003_2 - [INFO] - [Epoch:17]:  Training Loss:0.002221
 | 
						|
 | 
						|
2023-05-17 22:45:59,650 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 22:46:23,037 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 22:46:45,937 - ice0003_2 - [INFO] - [Evaluating Epoch 17 valid]: 
 | 
						|
	MRR: Tail : 0.32494, Head : 0.25766, Avg : 0.2913
 | 
						|
 | 
						|
2023-05-17 22:46:47,207 - ice0003_2 - [INFO] - [Epoch 17]:  Training Loss: 0.002221,  Valid MRR: 0.2913, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:46:48,625 - ice0003_2 - [INFO] - [E:18| 0]: Train Loss:0.0021793,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:48:21,506 - ice0003_2 - [INFO] - [E:18| 100]: Train Loss:0.0022093,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:50:03,874 - ice0003_2 - [INFO] - [E:18| 200]: Train Loss:0.0022077,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:51:46,121 - ice0003_2 - [INFO] - [E:18| 300]: Train Loss:0.0022068,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:53:27,261 - ice0003_2 - [INFO] - [E:18| 400]: Train Loss:0.0022067,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:55:09,401 - ice0003_2 - [INFO] - [E:18| 500]: Train Loss:0.0022054,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:56:42,748 - ice0003_2 - [INFO] - [E:18| 600]: Train Loss:0.0022055,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 22:58:25,744 - ice0003_2 - [INFO] - [E:18| 700]: Train Loss:0.002206,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 23:00:09,418 - ice0003_2 - [INFO] - [E:18| 800]: Train Loss:0.0022072,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 23:01:53,402 - ice0003_2 - [INFO] - [E:18| 900]: Train Loss:0.0022072,  Val MRR:0.2913, 	ice0003_2
 | 
						|
2023-05-17 23:03:08,423 - ice0003_2 - [INFO] - [Epoch:18]:  Training Loss:0.002207
 | 
						|
 | 
						|
2023-05-17 23:03:08,925 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:03:32,163 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:03:55,315 - ice0003_2 - [INFO] - [Evaluating Epoch 18 valid]: 
 | 
						|
	MRR: Tail : 0.32984, Head : 0.26115, Avg : 0.2955
 | 
						|
 | 
						|
2023-05-17 23:03:56,997 - ice0003_2 - [INFO] - [Epoch 18]:  Training Loss: 0.0022067,  Valid MRR: 0.2955, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:03:58,183 - ice0003_2 - [INFO] - [E:19| 0]: Train Loss:0.0022198,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:05:31,362 - ice0003_2 - [INFO] - [E:19| 100]: Train Loss:0.0021959,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:07:13,446 - ice0003_2 - [INFO] - [E:19| 200]: Train Loss:0.0021939,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:08:55,071 - ice0003_2 - [INFO] - [E:19| 300]: Train Loss:0.0021938,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:10:38,075 - ice0003_2 - [INFO] - [E:19| 400]: Train Loss:0.0021943,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:12:20,583 - ice0003_2 - [INFO] - [E:19| 500]: Train Loss:0.0021936,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:13:56,467 - ice0003_2 - [INFO] - [E:19| 600]: Train Loss:0.0021946,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:15:35,259 - ice0003_2 - [INFO] - [E:19| 700]: Train Loss:0.0021946,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:17:17,074 - ice0003_2 - [INFO] - [E:19| 800]: Train Loss:0.0021943,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:18:58,974 - ice0003_2 - [INFO] - [E:19| 900]: Train Loss:0.0021931,  Val MRR:0.2955, 	ice0003_2
 | 
						|
2023-05-17 23:20:10,483 - ice0003_2 - [INFO] - [Epoch:19]:  Training Loss:0.002193
 | 
						|
 | 
						|
2023-05-17 23:20:10,860 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:20:34,250 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:20:56,602 - ice0003_2 - [INFO] - [Evaluating Epoch 19 valid]: 
 | 
						|
	MRR: Tail : 0.33918, Head : 0.26953, Avg : 0.30435
 | 
						|
	MR: Tail : 306.33, Head : 339.68, Avg : 323.01
 | 
						|
	Hit-1: Tail : 0.24882, Head : 0.18303, Avg : 0.21592
 | 
						|
	Hit-3: Tail : 0.38257, Head : 0.29555, Avg : 0.33906
 | 
						|
	Hit-10: Tail : 0.50407, Head : 0.44629, Avg : 0.47518
 | 
						|
2023-05-17 23:20:57,952 - ice0003_2 - [INFO] - [Epoch 19]:  Training Loss: 0.0021928,  Valid MRR: 0.30435, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:20:59,161 - ice0003_2 - [INFO] - [E:20| 0]: Train Loss:0.0021655,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:22:32,296 - ice0003_2 - [INFO] - [E:20| 100]: Train Loss:0.0021775,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:24:13,398 - ice0003_2 - [INFO] - [E:20| 200]: Train Loss:0.0021811,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:25:55,910 - ice0003_2 - [INFO] - [E:20| 300]: Train Loss:0.0021809,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:27:38,508 - ice0003_2 - [INFO] - [E:20| 400]: Train Loss:0.0021801,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:29:21,064 - ice0003_2 - [INFO] - [E:20| 500]: Train Loss:0.0021803,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:31:02,224 - ice0003_2 - [INFO] - [E:20| 600]: Train Loss:0.0021793,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:32:36,829 - ice0003_2 - [INFO] - [E:20| 700]: Train Loss:0.0021794,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:34:19,751 - ice0003_2 - [INFO] - [E:20| 800]: Train Loss:0.0021793,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:36:01,752 - ice0003_2 - [INFO] - [E:20| 900]: Train Loss:0.0021794,  Val MRR:0.30435, 	ice0003_2
 | 
						|
2023-05-17 23:37:13,292 - ice0003_2 - [INFO] - [Epoch:20]:  Training Loss:0.002179
 | 
						|
 | 
						|
2023-05-17 23:37:13,691 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:37:36,711 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:37:59,773 - ice0003_2 - [INFO] - [Evaluating Epoch 20 valid]: 
 | 
						|
	MRR: Tail : 0.34186, Head : 0.27424, Avg : 0.30805
 | 
						|
 | 
						|
2023-05-17 23:38:01,266 - ice0003_2 - [INFO] - [Epoch 20]:  Training Loss: 0.0021791,  Valid MRR: 0.30805, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:38:02,572 - ice0003_2 - [INFO] - [E:21| 0]: Train Loss:0.0021837,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:39:38,774 - ice0003_2 - [INFO] - [E:21| 100]: Train Loss:0.0021578,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:41:18,191 - ice0003_2 - [INFO] - [E:21| 200]: Train Loss:0.0021599,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:43:00,841 - ice0003_2 - [INFO] - [E:21| 300]: Train Loss:0.0021605,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:44:43,275 - ice0003_2 - [INFO] - [E:21| 400]: Train Loss:0.0021649,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:46:25,834 - ice0003_2 - [INFO] - [E:21| 500]: Train Loss:0.0021653,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:48:08,096 - ice0003_2 - [INFO] - [E:21| 600]: Train Loss:0.0021659,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:49:40,115 - ice0003_2 - [INFO] - [E:21| 700]: Train Loss:0.0021663,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:51:24,294 - ice0003_2 - [INFO] - [E:21| 800]: Train Loss:0.0021664,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:53:08,149 - ice0003_2 - [INFO] - [E:21| 900]: Train Loss:0.002167,  Val MRR:0.30805, 	ice0003_2
 | 
						|
2023-05-17 23:54:21,185 - ice0003_2 - [INFO] - [Epoch:21]:  Training Loss:0.002167
 | 
						|
 | 
						|
2023-05-17 23:54:21,450 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:54:44,960 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-17 23:55:08,189 - ice0003_2 - [INFO] - [Evaluating Epoch 21 valid]: 
 | 
						|
	MRR: Tail : 0.34684, Head : 0.27886, Avg : 0.31285
 | 
						|
 | 
						|
2023-05-17 23:55:09,626 - ice0003_2 - [INFO] - [Epoch 21]:  Training Loss: 0.002167,  Valid MRR: 0.31285, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:55:10,791 - ice0003_2 - [INFO] - [E:22| 0]: Train Loss:0.002107,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-17 23:56:52,891 - ice0003_2 - [INFO] - [E:22| 100]: Train Loss:0.002158,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-17 23:58:26,000 - ice0003_2 - [INFO] - [E:22| 200]: Train Loss:0.0021543,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:00:08,922 - ice0003_2 - [INFO] - [E:22| 300]: Train Loss:0.0021527,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:01:51,859 - ice0003_2 - [INFO] - [E:22| 400]: Train Loss:0.0021534,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:03:34,731 - ice0003_2 - [INFO] - [E:22| 500]: Train Loss:0.002154,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:05:16,350 - ice0003_2 - [INFO] - [E:22| 600]: Train Loss:0.0021535,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:06:47,981 - ice0003_2 - [INFO] - [E:22| 700]: Train Loss:0.0021545,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:08:30,427 - ice0003_2 - [INFO] - [E:22| 800]: Train Loss:0.0021542,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:10:12,988 - ice0003_2 - [INFO] - [E:22| 900]: Train Loss:0.0021543,  Val MRR:0.31285, 	ice0003_2
 | 
						|
2023-05-18 00:11:24,642 - ice0003_2 - [INFO] - [Epoch:22]:  Training Loss:0.002155
 | 
						|
 | 
						|
2023-05-18 00:11:25,047 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 00:11:48,001 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 00:12:10,814 - ice0003_2 - [INFO] - [Evaluating Epoch 22 valid]: 
 | 
						|
	MRR: Tail : 0.35111, Head : 0.28246, Avg : 0.31679
 | 
						|
 | 
						|
2023-05-18 00:12:12,039 - ice0003_2 - [INFO] - [Epoch 22]:  Training Loss: 0.0021548,  Valid MRR: 0.31679, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:12:13,249 - ice0003_2 - [INFO] - [E:23| 0]: Train Loss:0.0021384,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:13:54,977 - ice0003_2 - [INFO] - [E:23| 100]: Train Loss:0.0021467,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:15:27,580 - ice0003_2 - [INFO] - [E:23| 200]: Train Loss:0.0021465,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:17:10,486 - ice0003_2 - [INFO] - [E:23| 300]: Train Loss:0.0021456,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:18:52,464 - ice0003_2 - [INFO] - [E:23| 400]: Train Loss:0.002145,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:20:33,814 - ice0003_2 - [INFO] - [E:23| 500]: Train Loss:0.0021431,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:22:16,833 - ice0003_2 - [INFO] - [E:23| 600]: Train Loss:0.0021424,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:23:49,202 - ice0003_2 - [INFO] - [E:23| 700]: Train Loss:0.0021431,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:25:32,372 - ice0003_2 - [INFO] - [E:23| 800]: Train Loss:0.0021429,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:27:14,812 - ice0003_2 - [INFO] - [E:23| 900]: Train Loss:0.0021426,  Val MRR:0.31679, 	ice0003_2
 | 
						|
2023-05-18 00:28:26,430 - ice0003_2 - [INFO] - [Epoch:23]:  Training Loss:0.002143
 | 
						|
 | 
						|
2023-05-18 00:28:26,833 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 00:28:50,294 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 00:29:12,815 - ice0003_2 - [INFO] - [Evaluating Epoch 23 valid]: 
 | 
						|
	MRR: Tail : 0.35412, Head : 0.28807, Avg : 0.32109
 | 
						|
 | 
						|
2023-05-18 00:29:14,126 - ice0003_2 - [INFO] - [Epoch 23]:  Training Loss: 0.0021429,  Valid MRR: 0.32109, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:29:15,348 - ice0003_2 - [INFO] - [E:24| 0]: Train Loss:0.0022143,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:30:56,856 - ice0003_2 - [INFO] - [E:24| 100]: Train Loss:0.0021295,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:32:28,916 - ice0003_2 - [INFO] - [E:24| 200]: Train Loss:0.0021289,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:34:09,253 - ice0003_2 - [INFO] - [E:24| 300]: Train Loss:0.0021288,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:35:50,275 - ice0003_2 - [INFO] - [E:24| 400]: Train Loss:0.00213,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:37:32,568 - ice0003_2 - [INFO] - [E:24| 500]: Train Loss:0.0021302,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:39:16,580 - ice0003_2 - [INFO] - [E:24| 600]: Train Loss:0.0021303,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:40:48,527 - ice0003_2 - [INFO] - [E:24| 700]: Train Loss:0.0021307,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:42:31,624 - ice0003_2 - [INFO] - [E:24| 800]: Train Loss:0.0021303,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:44:14,566 - ice0003_2 - [INFO] - [E:24| 900]: Train Loss:0.0021297,  Val MRR:0.32109, 	ice0003_2
 | 
						|
2023-05-18 00:45:26,790 - ice0003_2 - [INFO] - [Epoch:24]:  Training Loss:0.00213
 | 
						|
 | 
						|
2023-05-18 00:45:27,054 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 00:45:50,500 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 00:46:12,796 - ice0003_2 - [INFO] - [Evaluating Epoch 24 valid]: 
 | 
						|
	MRR: Tail : 0.35983, Head : 0.29279, Avg : 0.32631
 | 
						|
 | 
						|
2023-05-18 00:46:14,311 - ice0003_2 - [INFO] - [Epoch 24]:  Training Loss: 0.0021301,  Valid MRR: 0.32631, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:46:15,146 - ice0003_2 - [INFO] - [E:25| 0]: Train Loss:0.0020706,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:47:57,231 - ice0003_2 - [INFO] - [E:25| 100]: Train Loss:0.0021193,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:49:29,171 - ice0003_2 - [INFO] - [E:25| 200]: Train Loss:0.0021187,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:51:11,708 - ice0003_2 - [INFO] - [E:25| 300]: Train Loss:0.002118,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:52:54,185 - ice0003_2 - [INFO] - [E:25| 400]: Train Loss:0.0021171,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:54:36,658 - ice0003_2 - [INFO] - [E:25| 500]: Train Loss:0.0021175,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:56:19,258 - ice0003_2 - [INFO] - [E:25| 600]: Train Loss:0.0021185,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:57:51,647 - ice0003_2 - [INFO] - [E:25| 700]: Train Loss:0.0021186,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 00:59:33,831 - ice0003_2 - [INFO] - [E:25| 800]: Train Loss:0.0021184,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 01:01:15,951 - ice0003_2 - [INFO] - [E:25| 900]: Train Loss:0.0021184,  Val MRR:0.32631, 	ice0003_2
 | 
						|
2023-05-18 01:02:26,746 - ice0003_2 - [INFO] - [Epoch:25]:  Training Loss:0.002119
 | 
						|
 | 
						|
2023-05-18 01:02:27,010 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:02:49,565 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:03:11,805 - ice0003_2 - [INFO] - [Evaluating Epoch 25 valid]: 
 | 
						|
	MRR: Tail : 0.36193, Head : 0.29867, Avg : 0.3303
 | 
						|
 | 
						|
2023-05-18 01:03:13,121 - ice0003_2 - [INFO] - [Epoch 25]:  Training Loss: 0.0021186,  Valid MRR: 0.3303, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:03:14,322 - ice0003_2 - [INFO] - [E:26| 0]: Train Loss:0.0020674,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:04:55,778 - ice0003_2 - [INFO] - [E:26| 100]: Train Loss:0.0020988,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:06:27,835 - ice0003_2 - [INFO] - [E:26| 200]: Train Loss:0.0021029,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:08:11,354 - ice0003_2 - [INFO] - [E:26| 300]: Train Loss:0.0021042,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:09:53,877 - ice0003_2 - [INFO] - [E:26| 400]: Train Loss:0.002104,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:11:36,419 - ice0003_2 - [INFO] - [E:26| 500]: Train Loss:0.0021054,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:13:18,906 - ice0003_2 - [INFO] - [E:26| 600]: Train Loss:0.0021057,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:14:51,037 - ice0003_2 - [INFO] - [E:26| 700]: Train Loss:0.0021065,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:16:32,657 - ice0003_2 - [INFO] - [E:26| 800]: Train Loss:0.0021066,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:18:14,328 - ice0003_2 - [INFO] - [E:26| 900]: Train Loss:0.0021065,  Val MRR:0.3303, 	ice0003_2
 | 
						|
2023-05-18 01:19:26,811 - ice0003_2 - [INFO] - [Epoch:26]:  Training Loss:0.002106
 | 
						|
 | 
						|
2023-05-18 01:19:27,103 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:19:50,182 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:20:12,739 - ice0003_2 - [INFO] - [Evaluating Epoch 26 valid]: 
 | 
						|
	MRR: Tail : 0.36433, Head : 0.29997, Avg : 0.33215
 | 
						|
 | 
						|
2023-05-18 01:20:14,009 - ice0003_2 - [INFO] - [Epoch 26]:  Training Loss: 0.0021063,  Valid MRR: 0.33215, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:20:15,429 - ice0003_2 - [INFO] - [E:27| 0]: Train Loss:0.0021362,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:21:57,165 - ice0003_2 - [INFO] - [E:27| 100]: Train Loss:0.0020927,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:23:29,861 - ice0003_2 - [INFO] - [E:27| 200]: Train Loss:0.0020941,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:25:13,149 - ice0003_2 - [INFO] - [E:27| 300]: Train Loss:0.0020942,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:26:58,512 - ice0003_2 - [INFO] - [E:27| 400]: Train Loss:0.0020952,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:28:40,334 - ice0003_2 - [INFO] - [E:27| 500]: Train Loss:0.0020954,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:30:22,289 - ice0003_2 - [INFO] - [E:27| 600]: Train Loss:0.0020945,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:31:54,132 - ice0003_2 - [INFO] - [E:27| 700]: Train Loss:0.0020946,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:33:36,719 - ice0003_2 - [INFO] - [E:27| 800]: Train Loss:0.0020944,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:35:20,344 - ice0003_2 - [INFO] - [E:27| 900]: Train Loss:0.0020953,  Val MRR:0.33215, 	ice0003_2
 | 
						|
2023-05-18 01:36:32,801 - ice0003_2 - [INFO] - [Epoch:27]:  Training Loss:0.002095
 | 
						|
 | 
						|
2023-05-18 01:36:33,063 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:36:56,646 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:37:19,764 - ice0003_2 - [INFO] - [Evaluating Epoch 27 valid]: 
 | 
						|
	MRR: Tail : 0.36782, Head : 0.30237, Avg : 0.33509
 | 
						|
 | 
						|
2023-05-18 01:37:21,013 - ice0003_2 - [INFO] - [Epoch 27]:  Training Loss: 0.0020954,  Valid MRR: 0.33509, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:37:22,212 - ice0003_2 - [INFO] - [E:28| 0]: Train Loss:0.0020631,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:39:05,208 - ice0003_2 - [INFO] - [E:28| 100]: Train Loss:0.0020812,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:40:37,875 - ice0003_2 - [INFO] - [E:28| 200]: Train Loss:0.0020792,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:42:19,342 - ice0003_2 - [INFO] - [E:28| 300]: Train Loss:0.0020783,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:44:00,927 - ice0003_2 - [INFO] - [E:28| 400]: Train Loss:0.0020806,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:45:42,660 - ice0003_2 - [INFO] - [E:28| 500]: Train Loss:0.0020816,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:47:24,211 - ice0003_2 - [INFO] - [E:28| 600]: Train Loss:0.0020834,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:48:55,704 - ice0003_2 - [INFO] - [E:28| 700]: Train Loss:0.0020845,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:50:38,304 - ice0003_2 - [INFO] - [E:28| 800]: Train Loss:0.0020849,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:52:20,973 - ice0003_2 - [INFO] - [E:28| 900]: Train Loss:0.0020847,  Val MRR:0.33509, 	ice0003_2
 | 
						|
2023-05-18 01:53:32,644 - ice0003_2 - [INFO] - [Epoch:28]:  Training Loss:0.002085
 | 
						|
 | 
						|
2023-05-18 01:53:33,164 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:53:56,432 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 01:54:19,788 - ice0003_2 - [INFO] - [Evaluating Epoch 28 valid]: 
 | 
						|
	MRR: Tail : 0.36935, Head : 0.30962, Avg : 0.33949
 | 
						|
 | 
						|
2023-05-18 01:54:21,155 - ice0003_2 - [INFO] - [Epoch 28]:  Training Loss: 0.0020849,  Valid MRR: 0.33949, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:54:22,439 - ice0003_2 - [INFO] - [E:29| 0]: Train Loss:0.0021078,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 01:56:04,920 - ice0003_2 - [INFO] - [E:29| 100]: Train Loss:0.0020737,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 01:57:37,503 - ice0003_2 - [INFO] - [E:29| 200]: Train Loss:0.0020749,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 01:59:19,516 - ice0003_2 - [INFO] - [E:29| 300]: Train Loss:0.0020756,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:01:00,499 - ice0003_2 - [INFO] - [E:29| 400]: Train Loss:0.0020772,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:02:42,158 - ice0003_2 - [INFO] - [E:29| 500]: Train Loss:0.0020769,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:04:24,547 - ice0003_2 - [INFO] - [E:29| 600]: Train Loss:0.002076,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:05:59,198 - ice0003_2 - [INFO] - [E:29| 700]: Train Loss:0.0020761,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:07:39,471 - ice0003_2 - [INFO] - [E:29| 800]: Train Loss:0.0020755,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:09:21,670 - ice0003_2 - [INFO] - [E:29| 900]: Train Loss:0.0020761,  Val MRR:0.33949, 	ice0003_2
 | 
						|
2023-05-18 02:10:33,677 - ice0003_2 - [INFO] - [Epoch:29]:  Training Loss:0.002076
 | 
						|
 | 
						|
2023-05-18 02:10:33,943 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 02:10:57,235 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 02:11:20,156 - ice0003_2 - [INFO] - [Evaluating Epoch 29 valid]: 
 | 
						|
	MRR: Tail : 0.37312, Head : 0.31321, Avg : 0.34316
 | 
						|
	MR: Tail : 224.35, Head : 259.84, Avg : 242.09
 | 
						|
	Hit-1: Tail : 0.27625, Head : 0.21835, Avg : 0.2473
 | 
						|
	Hit-3: Tail : 0.41874, Head : 0.34895, Avg : 0.38385
 | 
						|
	Hit-10: Tail : 0.55565, Head : 0.50079, Avg : 0.52822
 | 
						|
2023-05-18 02:11:21,399 - ice0003_2 - [INFO] - [Epoch 29]:  Training Loss: 0.0020757,  Valid MRR: 0.34316, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:11:22,557 - ice0003_2 - [INFO] - [E:30| 0]: Train Loss:0.0021077,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:13:05,347 - ice0003_2 - [INFO] - [E:30| 100]: Train Loss:0.0020619,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:14:42,708 - ice0003_2 - [INFO] - [E:30| 200]: Train Loss:0.0020647,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:16:21,441 - ice0003_2 - [INFO] - [E:30| 300]: Train Loss:0.0020657,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:18:03,794 - ice0003_2 - [INFO] - [E:30| 400]: Train Loss:0.0020645,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:19:46,151 - ice0003_2 - [INFO] - [E:30| 500]: Train Loss:0.0020649,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:21:28,678 - ice0003_2 - [INFO] - [E:30| 600]: Train Loss:0.0020654,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:23:10,108 - ice0003_2 - [INFO] - [E:30| 700]: Train Loss:0.0020666,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:24:44,495 - ice0003_2 - [INFO] - [E:30| 800]: Train Loss:0.0020671,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:26:27,967 - ice0003_2 - [INFO] - [E:30| 900]: Train Loss:0.002067,  Val MRR:0.34316, 	ice0003_2
 | 
						|
2023-05-18 02:27:40,041 - ice0003_2 - [INFO] - [Epoch:30]:  Training Loss:0.002067
 | 
						|
 | 
						|
2023-05-18 02:27:40,518 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 02:28:03,360 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 02:28:25,542 - ice0003_2 - [INFO] - [Evaluating Epoch 30 valid]: 
 | 
						|
	MRR: Tail : 0.37613, Head : 0.31799, Avg : 0.34706
 | 
						|
 | 
						|
2023-05-18 02:28:26,824 - ice0003_2 - [INFO] - [Epoch 30]:  Training Loss: 0.0020671,  Valid MRR: 0.34706, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:28:27,895 - ice0003_2 - [INFO] - [E:31| 0]: Train Loss:0.0020642,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:30:09,540 - ice0003_2 - [INFO] - [E:31| 100]: Train Loss:0.0020536,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:31:46,383 - ice0003_2 - [INFO] - [E:31| 200]: Train Loss:0.0020558,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:33:25,300 - ice0003_2 - [INFO] - [E:31| 300]: Train Loss:0.0020555,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:35:08,343 - ice0003_2 - [INFO] - [E:31| 400]: Train Loss:0.0020561,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:36:50,853 - ice0003_2 - [INFO] - [E:31| 500]: Train Loss:0.0020552,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:38:33,047 - ice0003_2 - [INFO] - [E:31| 600]: Train Loss:0.0020562,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:40:14,867 - ice0003_2 - [INFO] - [E:31| 700]: Train Loss:0.0020566,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:41:47,098 - ice0003_2 - [INFO] - [E:31| 800]: Train Loss:0.0020571,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:43:28,506 - ice0003_2 - [INFO] - [E:31| 900]: Train Loss:0.0020581,  Val MRR:0.34706, 	ice0003_2
 | 
						|
2023-05-18 02:44:40,120 - ice0003_2 - [INFO] - [Epoch:31]:  Training Loss:0.002059
 | 
						|
 | 
						|
2023-05-18 02:44:40,385 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 02:45:03,939 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 02:45:26,638 - ice0003_2 - [INFO] - [Evaluating Epoch 31 valid]: 
 | 
						|
	MRR: Tail : 0.37696, Head : 0.32047, Avg : 0.34871
 | 
						|
 | 
						|
2023-05-18 02:45:27,952 - ice0003_2 - [INFO] - [Epoch 31]:  Training Loss: 0.0020587,  Valid MRR: 0.34871, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:45:28,983 - ice0003_2 - [INFO] - [E:32| 0]: Train Loss:0.002048,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:47:11,347 - ice0003_2 - [INFO] - [E:32| 100]: Train Loss:0.00205,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:48:50,749 - ice0003_2 - [INFO] - [E:32| 200]: Train Loss:0.0020484,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:50:25,652 - ice0003_2 - [INFO] - [E:32| 300]: Train Loss:0.0020477,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:52:08,070 - ice0003_2 - [INFO] - [E:32| 400]: Train Loss:0.002048,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:53:50,327 - ice0003_2 - [INFO] - [E:32| 500]: Train Loss:0.0020488,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:55:32,453 - ice0003_2 - [INFO] - [E:32| 600]: Train Loss:0.0020496,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:57:14,909 - ice0003_2 - [INFO] - [E:32| 700]: Train Loss:0.0020508,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 02:58:46,270 - ice0003_2 - [INFO] - [E:32| 800]: Train Loss:0.0020507,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 03:00:28,481 - ice0003_2 - [INFO] - [E:32| 900]: Train Loss:0.0020506,  Val MRR:0.34871, 	ice0003_2
 | 
						|
2023-05-18 03:01:42,551 - ice0003_2 - [INFO] - [Epoch:32]:  Training Loss:0.002051
 | 
						|
 | 
						|
2023-05-18 03:01:42,891 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:02:06,412 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:02:29,509 - ice0003_2 - [INFO] - [Evaluating Epoch 32 valid]: 
 | 
						|
	MRR: Tail : 0.37872, Head : 0.32134, Avg : 0.35003
 | 
						|
 | 
						|
2023-05-18 03:02:31,104 - ice0003_2 - [INFO] - [Epoch 32]:  Training Loss: 0.0020506,  Valid MRR: 0.35003, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:02:32,376 - ice0003_2 - [INFO] - [E:33| 0]: Train Loss:0.0020341,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:04:15,379 - ice0003_2 - [INFO] - [E:33| 100]: Train Loss:0.0020454,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:05:58,469 - ice0003_2 - [INFO] - [E:33| 200]: Train Loss:0.002043,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:07:30,712 - ice0003_2 - [INFO] - [E:33| 300]: Train Loss:0.0020429,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:09:12,997 - ice0003_2 - [INFO] - [E:33| 400]: Train Loss:0.0020426,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:10:56,208 - ice0003_2 - [INFO] - [E:33| 500]: Train Loss:0.0020441,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:12:37,984 - ice0003_2 - [INFO] - [E:33| 600]: Train Loss:0.0020433,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:14:19,163 - ice0003_2 - [INFO] - [E:33| 700]: Train Loss:0.0020437,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:15:51,794 - ice0003_2 - [INFO] - [E:33| 800]: Train Loss:0.0020435,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:17:34,676 - ice0003_2 - [INFO] - [E:33| 900]: Train Loss:0.0020438,  Val MRR:0.35003, 	ice0003_2
 | 
						|
2023-05-18 03:18:47,295 - ice0003_2 - [INFO] - [Epoch:33]:  Training Loss:0.002044
 | 
						|
 | 
						|
2023-05-18 03:18:47,814 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:19:11,109 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:19:34,132 - ice0003_2 - [INFO] - [Evaluating Epoch 33 valid]: 
 | 
						|
	MRR: Tail : 0.38269, Head : 0.3261, Avg : 0.3544
 | 
						|
 | 
						|
2023-05-18 03:19:35,659 - ice0003_2 - [INFO] - [Epoch 33]:  Training Loss: 0.0020439,  Valid MRR: 0.3544, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:19:36,851 - ice0003_2 - [INFO] - [E:34| 0]: Train Loss:0.0020714,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:21:19,179 - ice0003_2 - [INFO] - [E:34| 100]: Train Loss:0.0020248,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:23:01,355 - ice0003_2 - [INFO] - [E:34| 200]: Train Loss:0.0020305,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:24:34,047 - ice0003_2 - [INFO] - [E:34| 300]: Train Loss:0.0020322,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:26:16,745 - ice0003_2 - [INFO] - [E:34| 400]: Train Loss:0.0020326,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:27:58,593 - ice0003_2 - [INFO] - [E:34| 500]: Train Loss:0.0020347,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:29:42,378 - ice0003_2 - [INFO] - [E:34| 600]: Train Loss:0.002034,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:31:25,110 - ice0003_2 - [INFO] - [E:34| 700]: Train Loss:0.0020357,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:32:57,608 - ice0003_2 - [INFO] - [E:34| 800]: Train Loss:0.0020357,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:34:40,285 - ice0003_2 - [INFO] - [E:34| 900]: Train Loss:0.0020362,  Val MRR:0.3544, 	ice0003_2
 | 
						|
2023-05-18 03:35:52,467 - ice0003_2 - [INFO] - [Epoch:34]:  Training Loss:0.002037
 | 
						|
 | 
						|
2023-05-18 03:35:52,868 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:36:15,774 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:36:38,590 - ice0003_2 - [INFO] - [Evaluating Epoch 34 valid]: 
 | 
						|
	MRR: Tail : 0.38299, Head : 0.32893, Avg : 0.35596
 | 
						|
 | 
						|
2023-05-18 03:36:40,060 - ice0003_2 - [INFO] - [Epoch 34]:  Training Loss: 0.002037,  Valid MRR: 0.35596, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:36:41,252 - ice0003_2 - [INFO] - [E:35| 0]: Train Loss:0.0019623,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:38:23,620 - ice0003_2 - [INFO] - [E:35| 100]: Train Loss:0.0020211,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:40:06,302 - ice0003_2 - [INFO] - [E:35| 200]: Train Loss:0.0020245,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:41:37,623 - ice0003_2 - [INFO] - [E:35| 300]: Train Loss:0.0020244,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:43:20,558 - ice0003_2 - [INFO] - [E:35| 400]: Train Loss:0.0020253,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:45:03,802 - ice0003_2 - [INFO] - [E:35| 500]: Train Loss:0.0020266,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:46:46,865 - ice0003_2 - [INFO] - [E:35| 600]: Train Loss:0.0020282,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:48:31,879 - ice0003_2 - [INFO] - [E:35| 700]: Train Loss:0.0020283,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:50:03,978 - ice0003_2 - [INFO] - [E:35| 800]: Train Loss:0.0020291,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:51:45,736 - ice0003_2 - [INFO] - [E:35| 900]: Train Loss:0.0020295,  Val MRR:0.35596, 	ice0003_2
 | 
						|
2023-05-18 03:52:57,499 - ice0003_2 - [INFO] - [Epoch:35]:  Training Loss:0.00203
 | 
						|
 | 
						|
2023-05-18 03:52:57,842 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:53:21,439 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 03:53:43,851 - ice0003_2 - [INFO] - [Evaluating Epoch 35 valid]: 
 | 
						|
	MRR: Tail : 0.38564, Head : 0.33166, Avg : 0.35865
 | 
						|
 | 
						|
2023-05-18 03:53:45,315 - ice0003_2 - [INFO] - [Epoch 35]:  Training Loss: 0.0020298,  Valid MRR: 0.35865, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:53:46,274 - ice0003_2 - [INFO] - [E:36| 0]: Train Loss:0.0021101,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 03:55:28,374 - ice0003_2 - [INFO] - [E:36| 100]: Train Loss:0.0020233,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 03:57:10,628 - ice0003_2 - [INFO] - [E:36| 200]: Train Loss:0.0020247,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 03:58:43,132 - ice0003_2 - [INFO] - [E:36| 300]: Train Loss:0.0020232,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:00:26,247 - ice0003_2 - [INFO] - [E:36| 400]: Train Loss:0.0020217,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:02:09,208 - ice0003_2 - [INFO] - [E:36| 500]: Train Loss:0.002021,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:03:51,661 - ice0003_2 - [INFO] - [E:36| 600]: Train Loss:0.002022,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:05:34,542 - ice0003_2 - [INFO] - [E:36| 700]: Train Loss:0.0020222,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:07:06,828 - ice0003_2 - [INFO] - [E:36| 800]: Train Loss:0.0020222,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:08:49,218 - ice0003_2 - [INFO] - [E:36| 900]: Train Loss:0.0020233,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:10:00,663 - ice0003_2 - [INFO] - [Epoch:36]:  Training Loss:0.002024
 | 
						|
 | 
						|
2023-05-18 04:10:01,058 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 04:10:23,862 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 04:10:46,130 - ice0003_2 - [INFO] - [Evaluating Epoch 36 valid]: 
 | 
						|
	MRR: Tail : 0.3854, Head : 0.33121, Avg : 0.3583
 | 
						|
 | 
						|
2023-05-18 04:10:46,130 - ice0003_2 - [INFO] - [Epoch 36]:  Training Loss: 0.0020241,  Valid MRR: 0.35865, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:10:46,922 - ice0003_2 - [INFO] - [E:37| 0]: Train Loss:0.0019948,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:12:29,952 - ice0003_2 - [INFO] - [E:37| 100]: Train Loss:0.0020138,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:14:12,540 - ice0003_2 - [INFO] - [E:37| 200]: Train Loss:0.0020154,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:15:44,935 - ice0003_2 - [INFO] - [E:37| 300]: Train Loss:0.0020166,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:17:27,548 - ice0003_2 - [INFO] - [E:37| 400]: Train Loss:0.0020161,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:19:10,558 - ice0003_2 - [INFO] - [E:37| 500]: Train Loss:0.0020166,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:20:53,571 - ice0003_2 - [INFO] - [E:37| 600]: Train Loss:0.0020176,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:22:36,800 - ice0003_2 - [INFO] - [E:37| 700]: Train Loss:0.002018,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:24:09,109 - ice0003_2 - [INFO] - [E:37| 800]: Train Loss:0.0020178,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:25:51,035 - ice0003_2 - [INFO] - [E:37| 900]: Train Loss:0.0020179,  Val MRR:0.35865, 	ice0003_2
 | 
						|
2023-05-18 04:27:03,238 - ice0003_2 - [INFO] - [Epoch:37]:  Training Loss:0.002018
 | 
						|
 | 
						|
2023-05-18 04:27:03,747 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 04:27:27,196 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 04:27:50,181 - ice0003_2 - [INFO] - [Evaluating Epoch 37 valid]: 
 | 
						|
	MRR: Tail : 0.38832, Head : 0.33476, Avg : 0.36154
 | 
						|
 | 
						|
2023-05-18 04:27:51,666 - ice0003_2 - [INFO] - [Epoch 37]:  Training Loss: 0.0020183,  Valid MRR: 0.36154, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:27:53,092 - ice0003_2 - [INFO] - [E:38| 0]: Train Loss:0.0020637,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:29:35,671 - ice0003_2 - [INFO] - [E:38| 100]: Train Loss:0.0020148,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:31:17,712 - ice0003_2 - [INFO] - [E:38| 200]: Train Loss:0.0020118,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:32:50,058 - ice0003_2 - [INFO] - [E:38| 300]: Train Loss:0.0020121,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:34:32,399 - ice0003_2 - [INFO] - [E:38| 400]: Train Loss:0.002011,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:36:16,744 - ice0003_2 - [INFO] - [E:38| 500]: Train Loss:0.002011,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:37:58,800 - ice0003_2 - [INFO] - [E:38| 600]: Train Loss:0.0020102,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:39:40,451 - ice0003_2 - [INFO] - [E:38| 700]: Train Loss:0.0020114,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:41:12,622 - ice0003_2 - [INFO] - [E:38| 800]: Train Loss:0.002012,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:42:54,485 - ice0003_2 - [INFO] - [E:38| 900]: Train Loss:0.0020125,  Val MRR:0.36154, 	ice0003_2
 | 
						|
2023-05-18 04:44:06,402 - ice0003_2 - [INFO] - [Epoch:38]:  Training Loss:0.002013
 | 
						|
 | 
						|
2023-05-18 04:44:06,733 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 04:44:30,175 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 04:44:52,828 - ice0003_2 - [INFO] - [Evaluating Epoch 38 valid]: 
 | 
						|
	MRR: Tail : 0.38778, Head : 0.33617, Avg : 0.36197
 | 
						|
 | 
						|
2023-05-18 04:44:54,158 - ice0003_2 - [INFO] - [Epoch 38]:  Training Loss: 0.0020126,  Valid MRR: 0.36197, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:44:55,317 - ice0003_2 - [INFO] - [E:39| 0]: Train Loss:0.0020398,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:46:37,670 - ice0003_2 - [INFO] - [E:39| 100]: Train Loss:0.0019977,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:48:21,065 - ice0003_2 - [INFO] - [E:39| 200]: Train Loss:0.0020004,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:49:54,490 - ice0003_2 - [INFO] - [E:39| 300]: Train Loss:0.002005,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:51:37,627 - ice0003_2 - [INFO] - [E:39| 400]: Train Loss:0.0020037,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:53:19,442 - ice0003_2 - [INFO] - [E:39| 500]: Train Loss:0.0020046,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:55:02,198 - ice0003_2 - [INFO] - [E:39| 600]: Train Loss:0.0020057,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:56:44,748 - ice0003_2 - [INFO] - [E:39| 700]: Train Loss:0.0020051,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 04:58:17,369 - ice0003_2 - [INFO] - [E:39| 800]: Train Loss:0.002006,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 05:00:00,231 - ice0003_2 - [INFO] - [E:39| 900]: Train Loss:0.0020068,  Val MRR:0.36197, 	ice0003_2
 | 
						|
2023-05-18 05:01:12,352 - ice0003_2 - [INFO] - [Epoch:39]:  Training Loss:0.002007
 | 
						|
 | 
						|
2023-05-18 05:01:12,706 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:01:36,431 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:01:59,127 - ice0003_2 - [INFO] - [Evaluating Epoch 39 valid]: 
 | 
						|
	MRR: Tail : 0.39053, Head : 0.33728, Avg : 0.3639
 | 
						|
	MR: Tail : 221.63, Head : 250.22, Avg : 235.93
 | 
						|
	Hit-1: Tail : 0.29008, Head : 0.2385, Avg : 0.26429
 | 
						|
	Hit-3: Tail : 0.43464, Head : 0.37759, Avg : 0.40612
 | 
						|
	Hit-10: Tail : 0.58745, Head : 0.53113, Avg : 0.55929
 | 
						|
2023-05-18 05:02:00,454 - ice0003_2 - [INFO] - [Epoch 39]:  Training Loss: 0.0020069,  Valid MRR: 0.3639, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:02:01,647 - ice0003_2 - [INFO] - [E:40| 0]: Train Loss:0.001942,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:03:45,075 - ice0003_2 - [INFO] - [E:40| 100]: Train Loss:0.0019993,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:05:27,645 - ice0003_2 - [INFO] - [E:40| 200]: Train Loss:0.0020003,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:06:59,379 - ice0003_2 - [INFO] - [E:40| 300]: Train Loss:0.0020003,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:08:41,294 - ice0003_2 - [INFO] - [E:40| 400]: Train Loss:0.0020003,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:10:23,302 - ice0003_2 - [INFO] - [E:40| 500]: Train Loss:0.0020007,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:12:05,930 - ice0003_2 - [INFO] - [E:40| 600]: Train Loss:0.0020006,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:13:48,937 - ice0003_2 - [INFO] - [E:40| 700]: Train Loss:0.0020005,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:15:21,480 - ice0003_2 - [INFO] - [E:40| 800]: Train Loss:0.002001,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:17:04,233 - ice0003_2 - [INFO] - [E:40| 900]: Train Loss:0.0020008,  Val MRR:0.3639, 	ice0003_2
 | 
						|
2023-05-18 05:18:16,498 - ice0003_2 - [INFO] - [Epoch:40]:  Training Loss:0.002001
 | 
						|
 | 
						|
2023-05-18 05:18:16,827 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:18:40,492 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:19:03,255 - ice0003_2 - [INFO] - [Evaluating Epoch 40 valid]: 
 | 
						|
	MRR: Tail : 0.39264, Head : 0.34125, Avg : 0.36694
 | 
						|
 | 
						|
2023-05-18 05:19:04,545 - ice0003_2 - [INFO] - [Epoch 40]:  Training Loss: 0.0020013,  Valid MRR: 0.36694, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:19:05,333 - ice0003_2 - [INFO] - [E:41| 0]: Train Loss:0.0020291,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:20:48,427 - ice0003_2 - [INFO] - [E:41| 100]: Train Loss:0.0019907,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:22:30,082 - ice0003_2 - [INFO] - [E:41| 200]: Train Loss:0.0019915,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:24:03,649 - ice0003_2 - [INFO] - [E:41| 300]: Train Loss:0.0019921,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:25:46,310 - ice0003_2 - [INFO] - [E:41| 400]: Train Loss:0.0019925,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:27:29,360 - ice0003_2 - [INFO] - [E:41| 500]: Train Loss:0.0019929,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:29:12,644 - ice0003_2 - [INFO] - [E:41| 600]: Train Loss:0.0019934,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:30:55,262 - ice0003_2 - [INFO] - [E:41| 700]: Train Loss:0.0019946,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:32:30,670 - ice0003_2 - [INFO] - [E:41| 800]: Train Loss:0.0019957,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:34:10,745 - ice0003_2 - [INFO] - [E:41| 900]: Train Loss:0.0019966,  Val MRR:0.36694, 	ice0003_2
 | 
						|
2023-05-18 05:35:22,656 - ice0003_2 - [INFO] - [Epoch:41]:  Training Loss:0.001997
 | 
						|
 | 
						|
2023-05-18 05:35:22,922 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:35:45,433 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:36:07,818 - ice0003_2 - [INFO] - [Evaluating Epoch 41 valid]: 
 | 
						|
	MRR: Tail : 0.39494, Head : 0.3423, Avg : 0.36862
 | 
						|
 | 
						|
2023-05-18 05:36:09,232 - ice0003_2 - [INFO] - [Epoch 41]:  Training Loss: 0.0019965,  Valid MRR: 0.36862, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:36:10,436 - ice0003_2 - [INFO] - [E:42| 0]: Train Loss:0.0019514,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:37:52,216 - ice0003_2 - [INFO] - [E:42| 100]: Train Loss:0.0019851,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:39:34,881 - ice0003_2 - [INFO] - [E:42| 200]: Train Loss:0.0019856,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:41:07,488 - ice0003_2 - [INFO] - [E:42| 300]: Train Loss:0.0019878,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:42:50,823 - ice0003_2 - [INFO] - [E:42| 400]: Train Loss:0.0019887,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:44:33,576 - ice0003_2 - [INFO] - [E:42| 500]: Train Loss:0.0019886,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:46:16,210 - ice0003_2 - [INFO] - [E:42| 600]: Train Loss:0.0019892,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:47:59,277 - ice0003_2 - [INFO] - [E:42| 700]: Train Loss:0.0019893,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:49:37,508 - ice0003_2 - [INFO] - [E:42| 800]: Train Loss:0.0019903,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:51:12,580 - ice0003_2 - [INFO] - [E:42| 900]: Train Loss:0.0019914,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:52:24,137 - ice0003_2 - [INFO] - [Epoch:42]:  Training Loss:0.001992
 | 
						|
 | 
						|
2023-05-18 05:52:24,481 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:52:48,027 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 05:53:10,674 - ice0003_2 - [INFO] - [Evaluating Epoch 42 valid]: 
 | 
						|
	MRR: Tail : 0.39397, Head : 0.34269, Avg : 0.36833
 | 
						|
 | 
						|
2023-05-18 05:53:10,674 - ice0003_2 - [INFO] - [Epoch 42]:  Training Loss: 0.0019918,  Valid MRR: 0.36862, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:53:11,871 - ice0003_2 - [INFO] - [E:43| 0]: Train Loss:0.0020083,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:54:53,756 - ice0003_2 - [INFO] - [E:43| 100]: Train Loss:0.0019789,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:56:35,580 - ice0003_2 - [INFO] - [E:43| 200]: Train Loss:0.0019821,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:58:12,409 - ice0003_2 - [INFO] - [E:43| 300]: Train Loss:0.0019833,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 05:59:50,435 - ice0003_2 - [INFO] - [E:43| 400]: Train Loss:0.0019832,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 06:01:34,193 - ice0003_2 - [INFO] - [E:43| 500]: Train Loss:0.0019852,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 06:03:17,671 - ice0003_2 - [INFO] - [E:43| 600]: Train Loss:0.0019853,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 06:05:00,210 - ice0003_2 - [INFO] - [E:43| 700]: Train Loss:0.0019861,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 06:06:39,465 - ice0003_2 - [INFO] - [E:43| 800]: Train Loss:0.0019856,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 06:08:15,822 - ice0003_2 - [INFO] - [E:43| 900]: Train Loss:0.0019863,  Val MRR:0.36862, 	ice0003_2
 | 
						|
2023-05-18 06:09:27,977 - ice0003_2 - [INFO] - [Epoch:43]:  Training Loss:0.001986
 | 
						|
 | 
						|
2023-05-18 06:09:28,493 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 06:09:51,511 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 06:10:14,725 - ice0003_2 - [INFO] - [Evaluating Epoch 43 valid]: 
 | 
						|
	MRR: Tail : 0.39704, Head : 0.34366, Avg : 0.37035
 | 
						|
 | 
						|
2023-05-18 06:10:16,014 - ice0003_2 - [INFO] - [Epoch 43]:  Training Loss: 0.0019865,  Valid MRR: 0.37035, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:10:17,222 - ice0003_2 - [INFO] - [E:44| 0]: Train Loss:0.0019867,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:12:02,415 - ice0003_2 - [INFO] - [E:44| 100]: Train Loss:0.0019737,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:13:45,464 - ice0003_2 - [INFO] - [E:44| 200]: Train Loss:0.0019751,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:15:26,285 - ice0003_2 - [INFO] - [E:44| 300]: Train Loss:0.0019774,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:17:00,682 - ice0003_2 - [INFO] - [E:44| 400]: Train Loss:0.0019794,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:18:42,660 - ice0003_2 - [INFO] - [E:44| 500]: Train Loss:0.001979,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:20:23,952 - ice0003_2 - [INFO] - [E:44| 600]: Train Loss:0.0019798,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:22:06,097 - ice0003_2 - [INFO] - [E:44| 700]: Train Loss:0.0019808,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:23:49,565 - ice0003_2 - [INFO] - [E:44| 800]: Train Loss:0.0019809,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:25:21,680 - ice0003_2 - [INFO] - [E:44| 900]: Train Loss:0.0019813,  Val MRR:0.37035, 	ice0003_2
 | 
						|
2023-05-18 06:26:33,998 - ice0003_2 - [INFO] - [Epoch:44]:  Training Loss:0.001982
 | 
						|
 | 
						|
2023-05-18 06:26:34,512 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 06:26:57,599 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 06:27:20,712 - ice0003_2 - [INFO] - [Evaluating Epoch 44 valid]: 
 | 
						|
	MRR: Tail : 0.39698, Head : 0.34646, Avg : 0.37172
 | 
						|
 | 
						|
2023-05-18 06:27:22,093 - ice0003_2 - [INFO] - [Epoch 44]:  Training Loss: 0.0019821,  Valid MRR: 0.37172, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:27:23,381 - ice0003_2 - [INFO] - [E:45| 0]: Train Loss:0.0019747,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:29:06,416 - ice0003_2 - [INFO] - [E:45| 100]: Train Loss:0.0019736,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:30:49,445 - ice0003_2 - [INFO] - [E:45| 200]: Train Loss:0.0019755,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:32:32,663 - ice0003_2 - [INFO] - [E:45| 300]: Train Loss:0.0019727,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:34:03,856 - ice0003_2 - [INFO] - [E:45| 400]: Train Loss:0.0019738,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:35:45,902 - ice0003_2 - [INFO] - [E:45| 500]: Train Loss:0.0019742,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:37:27,882 - ice0003_2 - [INFO] - [E:45| 600]: Train Loss:0.0019741,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:39:10,289 - ice0003_2 - [INFO] - [E:45| 700]: Train Loss:0.0019757,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:40:53,011 - ice0003_2 - [INFO] - [E:45| 800]: Train Loss:0.001977,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:42:25,649 - ice0003_2 - [INFO] - [E:45| 900]: Train Loss:0.0019776,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:43:38,200 - ice0003_2 - [INFO] - [Epoch:45]:  Training Loss:0.001978
 | 
						|
 | 
						|
2023-05-18 06:43:38,544 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 06:44:02,363 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 06:44:25,223 - ice0003_2 - [INFO] - [Evaluating Epoch 45 valid]: 
 | 
						|
	MRR: Tail : 0.39732, Head : 0.34578, Avg : 0.37155
 | 
						|
 | 
						|
2023-05-18 06:44:25,224 - ice0003_2 - [INFO] - [Epoch 45]:  Training Loss: 0.0019781,  Valid MRR: 0.37172, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:44:26,428 - ice0003_2 - [INFO] - [E:46| 0]: Train Loss:0.0019404,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:46:09,354 - ice0003_2 - [INFO] - [E:46| 100]: Train Loss:0.0019666,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:47:51,808 - ice0003_2 - [INFO] - [E:46| 200]: Train Loss:0.001969,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:49:33,467 - ice0003_2 - [INFO] - [E:46| 300]: Train Loss:0.0019688,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:51:06,545 - ice0003_2 - [INFO] - [E:46| 400]: Train Loss:0.0019702,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:52:49,828 - ice0003_2 - [INFO] - [E:46| 500]: Train Loss:0.0019705,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:54:32,995 - ice0003_2 - [INFO] - [E:46| 600]: Train Loss:0.0019713,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:56:16,429 - ice0003_2 - [INFO] - [E:46| 700]: Train Loss:0.0019717,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:58:00,306 - ice0003_2 - [INFO] - [E:46| 800]: Train Loss:0.0019723,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 06:59:34,835 - ice0003_2 - [INFO] - [E:46| 900]: Train Loss:0.0019732,  Val MRR:0.37172, 	ice0003_2
 | 
						|
2023-05-18 07:00:46,719 - ice0003_2 - [INFO] - [Epoch:46]:  Training Loss:0.001973
 | 
						|
 | 
						|
2023-05-18 07:00:47,114 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:01:10,559 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:01:33,446 - ice0003_2 - [INFO] - [Evaluating Epoch 46 valid]: 
 | 
						|
	MRR: Tail : 0.39729, Head : 0.34674, Avg : 0.37202
 | 
						|
 | 
						|
2023-05-18 07:01:34,792 - ice0003_2 - [INFO] - [Epoch 46]:  Training Loss: 0.0019735,  Valid MRR: 0.37202, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:01:36,001 - ice0003_2 - [INFO] - [E:47| 0]: Train Loss:0.0019363,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:03:17,460 - ice0003_2 - [INFO] - [E:47| 100]: Train Loss:0.0019591,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:04:59,944 - ice0003_2 - [INFO] - [E:47| 200]: Train Loss:0.0019611,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:06:43,048 - ice0003_2 - [INFO] - [E:47| 300]: Train Loss:0.0019621,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:08:15,849 - ice0003_2 - [INFO] - [E:47| 400]: Train Loss:0.0019636,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:09:59,037 - ice0003_2 - [INFO] - [E:47| 500]: Train Loss:0.0019645,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:11:42,329 - ice0003_2 - [INFO] - [E:47| 600]: Train Loss:0.0019656,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:13:25,703 - ice0003_2 - [INFO] - [E:47| 700]: Train Loss:0.0019672,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:15:08,618 - ice0003_2 - [INFO] - [E:47| 800]: Train Loss:0.0019687,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:16:39,960 - ice0003_2 - [INFO] - [E:47| 900]: Train Loss:0.001969,  Val MRR:0.37202, 	ice0003_2
 | 
						|
2023-05-18 07:17:50,541 - ice0003_2 - [INFO] - [Epoch:47]:  Training Loss:0.001969
 | 
						|
 | 
						|
2023-05-18 07:17:50,955 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:18:13,756 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:18:36,428 - ice0003_2 - [INFO] - [Evaluating Epoch 47 valid]: 
 | 
						|
	MRR: Tail : 0.39887, Head : 0.34773, Avg : 0.3733
 | 
						|
 | 
						|
2023-05-18 07:18:37,786 - ice0003_2 - [INFO] - [Epoch 47]:  Training Loss: 0.0019691,  Valid MRR: 0.3733, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:18:38,642 - ice0003_2 - [INFO] - [E:48| 0]: Train Loss:0.0019957,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:20:20,784 - ice0003_2 - [INFO] - [E:48| 100]: Train Loss:0.0019658,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:22:02,972 - ice0003_2 - [INFO] - [E:48| 200]: Train Loss:0.0019631,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:23:45,176 - ice0003_2 - [INFO] - [E:48| 300]: Train Loss:0.0019648,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:25:17,685 - ice0003_2 - [INFO] - [E:48| 400]: Train Loss:0.0019644,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:27:00,701 - ice0003_2 - [INFO] - [E:48| 500]: Train Loss:0.0019644,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:28:43,245 - ice0003_2 - [INFO] - [E:48| 600]: Train Loss:0.0019658,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:30:25,930 - ice0003_2 - [INFO] - [E:48| 700]: Train Loss:0.0019643,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:32:07,910 - ice0003_2 - [INFO] - [E:48| 800]: Train Loss:0.0019653,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:33:39,642 - ice0003_2 - [INFO] - [E:48| 900]: Train Loss:0.0019656,  Val MRR:0.3733, 	ice0003_2
 | 
						|
2023-05-18 07:34:51,622 - ice0003_2 - [INFO] - [Epoch:48]:  Training Loss:0.001965
 | 
						|
 | 
						|
2023-05-18 07:34:51,907 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:35:15,250 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:35:38,213 - ice0003_2 - [INFO] - [Evaluating Epoch 48 valid]: 
 | 
						|
	MRR: Tail : 0.39968, Head : 0.34986, Avg : 0.37477
 | 
						|
 | 
						|
2023-05-18 07:35:39,469 - ice0003_2 - [INFO] - [Epoch 48]:  Training Loss: 0.0019654,  Valid MRR: 0.37477, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:35:40,678 - ice0003_2 - [INFO] - [E:49| 0]: Train Loss:0.0019789,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:37:22,649 - ice0003_2 - [INFO] - [E:49| 100]: Train Loss:0.0019509,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:39:06,111 - ice0003_2 - [INFO] - [E:49| 200]: Train Loss:0.0019532,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:40:49,612 - ice0003_2 - [INFO] - [E:49| 300]: Train Loss:0.001955,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:42:22,033 - ice0003_2 - [INFO] - [E:49| 400]: Train Loss:0.0019561,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:44:04,900 - ice0003_2 - [INFO] - [E:49| 500]: Train Loss:0.0019566,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:45:48,980 - ice0003_2 - [INFO] - [E:49| 600]: Train Loss:0.0019588,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:47:33,316 - ice0003_2 - [INFO] - [E:49| 700]: Train Loss:0.0019592,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:49:16,130 - ice0003_2 - [INFO] - [E:49| 800]: Train Loss:0.0019597,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:50:47,901 - ice0003_2 - [INFO] - [E:49| 900]: Train Loss:0.0019604,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:51:59,786 - ice0003_2 - [INFO] - [Epoch:49]:  Training Loss:0.001961
 | 
						|
 | 
						|
2023-05-18 07:52:00,048 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:52:23,403 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 07:52:46,502 - ice0003_2 - [INFO] - [Evaluating Epoch 49 valid]: 
 | 
						|
	MRR: Tail : 0.39874, Head : 0.35022, Avg : 0.37448
 | 
						|
	MR: Tail : 241.75, Head : 270.41, Avg : 256.08
 | 
						|
	Hit-1: Tail : 0.29676, Head : 0.25064, Avg : 0.2737
 | 
						|
	Hit-3: Tail : 0.44775, Head : 0.39325, Avg : 0.4205
 | 
						|
	Hit-10: Tail : 0.59558, Head : 0.54473, Avg : 0.57015
 | 
						|
2023-05-18 07:52:46,502 - ice0003_2 - [INFO] - [Epoch 49]:  Training Loss: 0.001961,  Valid MRR: 0.37477, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:52:47,517 - ice0003_2 - [INFO] - [E:50| 0]: Train Loss:0.0018784,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:54:30,504 - ice0003_2 - [INFO] - [E:50| 100]: Train Loss:0.0019516,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:56:13,537 - ice0003_2 - [INFO] - [E:50| 200]: Train Loss:0.0019497,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:57:55,973 - ice0003_2 - [INFO] - [E:50| 300]: Train Loss:0.0019512,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 07:59:28,364 - ice0003_2 - [INFO] - [E:50| 400]: Train Loss:0.0019529,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:01:09,058 - ice0003_2 - [INFO] - [E:50| 500]: Train Loss:0.0019535,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:02:50,874 - ice0003_2 - [INFO] - [E:50| 600]: Train Loss:0.0019539,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:04:32,481 - ice0003_2 - [INFO] - [E:50| 700]: Train Loss:0.0019553,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:06:14,629 - ice0003_2 - [INFO] - [E:50| 800]: Train Loss:0.0019555,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:07:46,892 - ice0003_2 - [INFO] - [E:50| 900]: Train Loss:0.001956,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:08:59,195 - ice0003_2 - [INFO] - [Epoch:50]:  Training Loss:0.001957
 | 
						|
 | 
						|
2023-05-18 08:08:59,564 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 08:09:22,641 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 08:09:45,761 - ice0003_2 - [INFO] - [Evaluating Epoch 50 valid]: 
 | 
						|
	MRR: Tail : 0.39969, Head : 0.3494, Avg : 0.37455
 | 
						|
 | 
						|
2023-05-18 08:09:45,761 - ice0003_2 - [INFO] - [Epoch 50]:  Training Loss: 0.0019571,  Valid MRR: 0.37477, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:09:46,797 - ice0003_2 - [INFO] - [E:51| 0]: Train Loss:0.0019914,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:11:29,440 - ice0003_2 - [INFO] - [E:51| 100]: Train Loss:0.0019528,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:13:12,027 - ice0003_2 - [INFO] - [E:51| 200]: Train Loss:0.0019496,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:14:54,116 - ice0003_2 - [INFO] - [E:51| 300]: Train Loss:0.0019491,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:16:26,430 - ice0003_2 - [INFO] - [E:51| 400]: Train Loss:0.0019509,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:18:09,881 - ice0003_2 - [INFO] - [E:51| 500]: Train Loss:0.0019517,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:19:53,375 - ice0003_2 - [INFO] - [E:51| 600]: Train Loss:0.0019523,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:21:36,930 - ice0003_2 - [INFO] - [E:51| 700]: Train Loss:0.0019521,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:23:20,278 - ice0003_2 - [INFO] - [E:51| 800]: Train Loss:0.0019525,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:24:53,056 - ice0003_2 - [INFO] - [E:51| 900]: Train Loss:0.0019528,  Val MRR:0.37477, 	ice0003_2
 | 
						|
2023-05-18 08:26:05,177 - ice0003_2 - [INFO] - [Epoch:51]:  Training Loss:0.001953
 | 
						|
 | 
						|
2023-05-18 08:26:05,506 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 08:26:29,134 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 08:26:52,025 - ice0003_2 - [INFO] - [Evaluating Epoch 51 valid]: 
 | 
						|
	MRR: Tail : 0.39925, Head : 0.35156, Avg : 0.3754
 | 
						|
 | 
						|
2023-05-18 08:26:53,596 - ice0003_2 - [INFO] - [Epoch 51]:  Training Loss: 0.0019534,  Valid MRR: 0.3754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:26:55,028 - ice0003_2 - [INFO] - [E:52| 0]: Train Loss:0.0019316,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:28:37,134 - ice0003_2 - [INFO] - [E:52| 100]: Train Loss:0.0019421,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:30:19,006 - ice0003_2 - [INFO] - [E:52| 200]: Train Loss:0.0019424,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:32:01,186 - ice0003_2 - [INFO] - [E:52| 300]: Train Loss:0.0019431,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:33:35,857 - ice0003_2 - [INFO] - [E:52| 400]: Train Loss:0.0019438,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:35:18,205 - ice0003_2 - [INFO] - [E:52| 500]: Train Loss:0.001945,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:37:00,728 - ice0003_2 - [INFO] - [E:52| 600]: Train Loss:0.0019461,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:38:43,924 - ice0003_2 - [INFO] - [E:52| 700]: Train Loss:0.0019479,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:40:27,038 - ice0003_2 - [INFO] - [E:52| 800]: Train Loss:0.0019498,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:41:59,748 - ice0003_2 - [INFO] - [E:52| 900]: Train Loss:0.0019498,  Val MRR:0.3754, 	ice0003_2
 | 
						|
2023-05-18 08:43:11,860 - ice0003_2 - [INFO] - [Epoch:52]:  Training Loss:0.00195
 | 
						|
 | 
						|
2023-05-18 08:43:12,205 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 08:43:35,377 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 08:43:58,279 - ice0003_2 - [INFO] - [Evaluating Epoch 52 valid]: 
 | 
						|
	MRR: Tail : 0.40217, Head : 0.35322, Avg : 0.37769
 | 
						|
 | 
						|
2023-05-18 08:43:59,747 - ice0003_2 - [INFO] - [Epoch 52]:  Training Loss: 0.0019498,  Valid MRR: 0.37769, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:44:00,636 - ice0003_2 - [INFO] - [E:53| 0]: Train Loss:0.0019069,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:45:43,015 - ice0003_2 - [INFO] - [E:53| 100]: Train Loss:0.0019379,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:47:25,783 - ice0003_2 - [INFO] - [E:53| 200]: Train Loss:0.0019423,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:49:08,807 - ice0003_2 - [INFO] - [E:53| 300]: Train Loss:0.0019429,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:50:41,510 - ice0003_2 - [INFO] - [E:53| 400]: Train Loss:0.0019433,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:52:24,127 - ice0003_2 - [INFO] - [E:53| 500]: Train Loss:0.0019445,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:54:07,116 - ice0003_2 - [INFO] - [E:53| 600]: Train Loss:0.0019453,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:55:49,636 - ice0003_2 - [INFO] - [E:53| 700]: Train Loss:0.001946,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:57:31,610 - ice0003_2 - [INFO] - [E:53| 800]: Train Loss:0.0019458,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 08:59:03,195 - ice0003_2 - [INFO] - [E:53| 900]: Train Loss:0.0019465,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:00:14,439 - ice0003_2 - [INFO] - [Epoch:53]:  Training Loss:0.001946
 | 
						|
 | 
						|
2023-05-18 09:00:14,813 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:00:38,427 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:01:00,923 - ice0003_2 - [INFO] - [Evaluating Epoch 53 valid]: 
 | 
						|
	MRR: Tail : 0.40016, Head : 0.35197, Avg : 0.37607
 | 
						|
 | 
						|
2023-05-18 09:01:00,923 - ice0003_2 - [INFO] - [Epoch 53]:  Training Loss: 0.0019463,  Valid MRR: 0.37769, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:01:02,060 - ice0003_2 - [INFO] - [E:54| 0]: Train Loss:0.0019362,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:02:44,024 - ice0003_2 - [INFO] - [E:54| 100]: Train Loss:0.0019407,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:04:25,595 - ice0003_2 - [INFO] - [E:54| 200]: Train Loss:0.0019403,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:06:07,372 - ice0003_2 - [INFO] - [E:54| 300]: Train Loss:0.0019402,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:07:39,302 - ice0003_2 - [INFO] - [E:54| 400]: Train Loss:0.0019397,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:09:21,554 - ice0003_2 - [INFO] - [E:54| 500]: Train Loss:0.0019404,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:11:03,519 - ice0003_2 - [INFO] - [E:54| 600]: Train Loss:0.0019415,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:12:45,256 - ice0003_2 - [INFO] - [E:54| 700]: Train Loss:0.001942,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:14:27,491 - ice0003_2 - [INFO] - [E:54| 800]: Train Loss:0.0019425,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:16:02,088 - ice0003_2 - [INFO] - [E:54| 900]: Train Loss:0.0019426,  Val MRR:0.37769, 	ice0003_2
 | 
						|
2023-05-18 09:17:12,155 - ice0003_2 - [INFO] - [Epoch:54]:  Training Loss:0.001943
 | 
						|
 | 
						|
2023-05-18 09:17:12,496 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:17:36,089 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:17:58,853 - ice0003_2 - [INFO] - [Evaluating Epoch 54 valid]: 
 | 
						|
	MRR: Tail : 0.40429, Head : 0.35322, Avg : 0.37876
 | 
						|
 | 
						|
2023-05-18 09:18:00,221 - ice0003_2 - [INFO] - [Epoch 54]:  Training Loss: 0.0019432,  Valid MRR: 0.37876, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:18:01,165 - ice0003_2 - [INFO] - [E:55| 0]: Train Loss:0.0019209,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:19:43,410 - ice0003_2 - [INFO] - [E:55| 100]: Train Loss:0.0019317,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:21:29,403 - ice0003_2 - [INFO] - [E:55| 200]: Train Loss:0.0019322,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:23:12,718 - ice0003_2 - [INFO] - [E:55| 300]: Train Loss:0.0019356,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:24:48,580 - ice0003_2 - [INFO] - [E:55| 400]: Train Loss:0.0019356,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:26:28,156 - ice0003_2 - [INFO] - [E:55| 500]: Train Loss:0.001936,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:28:10,325 - ice0003_2 - [INFO] - [E:55| 600]: Train Loss:0.0019354,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:29:54,057 - ice0003_2 - [INFO] - [E:55| 700]: Train Loss:0.001936,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:31:37,624 - ice0003_2 - [INFO] - [E:55| 800]: Train Loss:0.0019369,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:33:15,005 - ice0003_2 - [INFO] - [E:55| 900]: Train Loss:0.001938,  Val MRR:0.37876, 	ice0003_2
 | 
						|
2023-05-18 09:34:21,899 - ice0003_2 - [INFO] - [Epoch:55]:  Training Loss:0.001939
 | 
						|
 | 
						|
2023-05-18 09:34:22,161 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:34:45,307 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:35:08,387 - ice0003_2 - [INFO] - [Evaluating Epoch 55 valid]: 
 | 
						|
	MRR: Tail : 0.40359, Head : 0.35482, Avg : 0.37921
 | 
						|
 | 
						|
2023-05-18 09:35:09,933 - ice0003_2 - [INFO] - [Epoch 55]:  Training Loss: 0.0019392,  Valid MRR: 0.37921, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:35:11,128 - ice0003_2 - [INFO] - [E:56| 0]: Train Loss:0.0019617,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:36:53,300 - ice0003_2 - [INFO] - [E:56| 100]: Train Loss:0.0019305,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:38:36,374 - ice0003_2 - [INFO] - [E:56| 200]: Train Loss:0.0019323,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:40:19,001 - ice0003_2 - [INFO] - [E:56| 300]: Train Loss:0.0019319,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:41:53,410 - ice0003_2 - [INFO] - [E:56| 400]: Train Loss:0.0019321,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:43:33,944 - ice0003_2 - [INFO] - [E:56| 500]: Train Loss:0.0019327,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:45:17,529 - ice0003_2 - [INFO] - [E:56| 600]: Train Loss:0.0019332,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:47:01,169 - ice0003_2 - [INFO] - [E:56| 700]: Train Loss:0.0019343,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:48:44,536 - ice0003_2 - [INFO] - [E:56| 800]: Train Loss:0.0019349,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:50:25,203 - ice0003_2 - [INFO] - [E:56| 900]: Train Loss:0.0019357,  Val MRR:0.37921, 	ice0003_2
 | 
						|
2023-05-18 09:51:29,718 - ice0003_2 - [INFO] - [Epoch:56]:  Training Loss:0.001936
 | 
						|
 | 
						|
2023-05-18 09:51:29,982 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:51:53,273 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 09:52:15,994 - ice0003_2 - [INFO] - [Evaluating Epoch 56 valid]: 
 | 
						|
	MRR: Tail : 0.40381, Head : 0.35525, Avg : 0.37953
 | 
						|
 | 
						|
2023-05-18 09:52:17,291 - ice0003_2 - [INFO] - [Epoch 56]:  Training Loss: 0.001936,  Valid MRR: 0.37953, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:52:18,396 - ice0003_2 - [INFO] - [E:57| 0]: Train Loss:0.0019338,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 09:54:01,017 - ice0003_2 - [INFO] - [E:57| 100]: Train Loss:0.0019268,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 09:55:43,109 - ice0003_2 - [INFO] - [E:57| 200]: Train Loss:0.0019275,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 09:57:25,400 - ice0003_2 - [INFO] - [E:57| 300]: Train Loss:0.0019267,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 09:59:00,181 - ice0003_2 - [INFO] - [E:57| 400]: Train Loss:0.0019289,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 10:00:40,946 - ice0003_2 - [INFO] - [E:57| 500]: Train Loss:0.0019296,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 10:02:23,784 - ice0003_2 - [INFO] - [E:57| 600]: Train Loss:0.0019299,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 10:04:05,874 - ice0003_2 - [INFO] - [E:57| 700]: Train Loss:0.0019306,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 10:05:48,260 - ice0003_2 - [INFO] - [E:57| 800]: Train Loss:0.001932,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 10:07:30,086 - ice0003_2 - [INFO] - [E:57| 900]: Train Loss:0.0019326,  Val MRR:0.37953, 	ice0003_2
 | 
						|
2023-05-18 10:08:33,753 - ice0003_2 - [INFO] - [Epoch:57]:  Training Loss:0.001933
 | 
						|
 | 
						|
2023-05-18 10:08:34,267 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 10:08:58,834 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 10:09:20,944 - ice0003_2 - [INFO] - [Evaluating Epoch 57 valid]: 
 | 
						|
	MRR: Tail : 0.40407, Head : 0.35594, Avg : 0.38
 | 
						|
 | 
						|
2023-05-18 10:09:23,635 - ice0003_2 - [INFO] - [Epoch 57]:  Training Loss: 0.0019332,  Valid MRR: 0.38, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:09:24,786 - ice0003_2 - [INFO] - [E:58| 0]: Train Loss:0.0018685,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:11:05,168 - ice0003_2 - [INFO] - [E:58| 100]: Train Loss:0.0019226,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:12:47,275 - ice0003_2 - [INFO] - [E:58| 200]: Train Loss:0.0019247,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:14:29,557 - ice0003_2 - [INFO] - [E:58| 300]: Train Loss:0.0019243,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:16:08,334 - ice0003_2 - [INFO] - [E:58| 400]: Train Loss:0.0019254,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:17:44,610 - ice0003_2 - [INFO] - [E:58| 500]: Train Loss:0.0019268,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:19:28,085 - ice0003_2 - [INFO] - [E:58| 600]: Train Loss:0.0019277,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:21:11,689 - ice0003_2 - [INFO] - [E:58| 700]: Train Loss:0.0019281,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:22:54,576 - ice0003_2 - [INFO] - [E:58| 800]: Train Loss:0.0019287,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:24:36,020 - ice0003_2 - [INFO] - [E:58| 900]: Train Loss:0.0019295,  Val MRR:0.38, 	ice0003_2
 | 
						|
2023-05-18 10:25:37,099 - ice0003_2 - [INFO] - [Epoch:58]:  Training Loss:0.00193
 | 
						|
 | 
						|
2023-05-18 10:25:37,475 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 10:26:00,162 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 10:26:22,852 - ice0003_2 - [INFO] - [Evaluating Epoch 58 valid]: 
 | 
						|
	MRR: Tail : 0.40505, Head : 0.35942, Avg : 0.38224
 | 
						|
 | 
						|
2023-05-18 10:26:24,560 - ice0003_2 - [INFO] - [Epoch 58]:  Training Loss: 0.0019298,  Valid MRR: 0.38224, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:26:25,891 - ice0003_2 - [INFO] - [E:59| 0]: Train Loss:0.0019879,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:28:09,644 - ice0003_2 - [INFO] - [E:59| 100]: Train Loss:0.0019198,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:29:53,088 - ice0003_2 - [INFO] - [E:59| 200]: Train Loss:0.0019223,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:31:36,908 - ice0003_2 - [INFO] - [E:59| 300]: Train Loss:0.0019222,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:33:18,946 - ice0003_2 - [INFO] - [E:59| 400]: Train Loss:0.0019216,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:34:50,679 - ice0003_2 - [INFO] - [E:59| 500]: Train Loss:0.0019226,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:36:32,820 - ice0003_2 - [INFO] - [E:59| 600]: Train Loss:0.0019239,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:38:14,518 - ice0003_2 - [INFO] - [E:59| 700]: Train Loss:0.0019245,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:39:55,927 - ice0003_2 - [INFO] - [E:59| 800]: Train Loss:0.0019255,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:41:38,865 - ice0003_2 - [INFO] - [E:59| 900]: Train Loss:0.0019266,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:42:41,013 - ice0003_2 - [INFO] - [Epoch:59]:  Training Loss:0.001927
 | 
						|
 | 
						|
2023-05-18 10:42:41,277 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 10:43:04,409 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 10:43:27,384 - ice0003_2 - [INFO] - [Evaluating Epoch 59 valid]: 
 | 
						|
	MRR: Tail : 0.40468, Head : 0.35826, Avg : 0.38147
 | 
						|
	MR: Tail : 256.85, Head : 281.57, Avg : 269.21
 | 
						|
	Hit-1: Tail : 0.29967, Head : 0.25828, Avg : 0.27898
 | 
						|
	Hit-3: Tail : 0.45964, Head : 0.40333, Avg : 0.43148
 | 
						|
	Hit-10: Tail : 0.60456, Head : 0.55456, Avg : 0.57956
 | 
						|
2023-05-18 10:43:27,385 - ice0003_2 - [INFO] - [Epoch 59]:  Training Loss: 0.0019266,  Valid MRR: 0.38224, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:43:28,570 - ice0003_2 - [INFO] - [E:60| 0]: Train Loss:0.0019762,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:45:11,581 - ice0003_2 - [INFO] - [E:60| 100]: Train Loss:0.0019156,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:46:54,754 - ice0003_2 - [INFO] - [E:60| 200]: Train Loss:0.0019152,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:48:37,660 - ice0003_2 - [INFO] - [E:60| 300]: Train Loss:0.0019173,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:50:20,918 - ice0003_2 - [INFO] - [E:60| 400]: Train Loss:0.001918,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:51:53,386 - ice0003_2 - [INFO] - [E:60| 500]: Train Loss:0.0019193,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:53:35,064 - ice0003_2 - [INFO] - [E:60| 600]: Train Loss:0.0019199,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:55:17,131 - ice0003_2 - [INFO] - [E:60| 700]: Train Loss:0.0019212,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:57:02,458 - ice0003_2 - [INFO] - [E:60| 800]: Train Loss:0.0019218,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:58:44,534 - ice0003_2 - [INFO] - [E:60| 900]: Train Loss:0.0019228,  Val MRR:0.38224, 	ice0003_2
 | 
						|
2023-05-18 10:59:46,445 - ice0003_2 - [INFO] - [Epoch:60]:  Training Loss:0.001923
 | 
						|
 | 
						|
2023-05-18 10:59:46,709 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:00:10,392 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:00:33,262 - ice0003_2 - [INFO] - [Evaluating Epoch 60 valid]: 
 | 
						|
	MRR: Tail : 0.40782, Head : 0.35859, Avg : 0.38321
 | 
						|
 | 
						|
2023-05-18 11:00:35,400 - ice0003_2 - [INFO] - [Epoch 60]:  Training Loss: 0.0019235,  Valid MRR: 0.38321, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:00:36,197 - ice0003_2 - [INFO] - [E:61| 0]: Train Loss:0.0019388,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:02:19,893 - ice0003_2 - [INFO] - [E:61| 100]: Train Loss:0.0019165,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:04:04,087 - ice0003_2 - [INFO] - [E:61| 200]: Train Loss:0.0019148,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:05:47,399 - ice0003_2 - [INFO] - [E:61| 300]: Train Loss:0.0019173,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:07:30,012 - ice0003_2 - [INFO] - [E:61| 400]: Train Loss:0.0019175,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:09:02,311 - ice0003_2 - [INFO] - [E:61| 500]: Train Loss:0.0019172,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:10:45,355 - ice0003_2 - [INFO] - [E:61| 600]: Train Loss:0.0019185,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:12:28,132 - ice0003_2 - [INFO] - [E:61| 700]: Train Loss:0.0019184,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:14:10,786 - ice0003_2 - [INFO] - [E:61| 800]: Train Loss:0.0019192,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:15:53,757 - ice0003_2 - [INFO] - [E:61| 900]: Train Loss:0.0019196,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:16:55,824 - ice0003_2 - [INFO] - [Epoch:61]:  Training Loss:0.001921
 | 
						|
 | 
						|
2023-05-18 11:16:56,112 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:17:19,048 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:17:42,006 - ice0003_2 - [INFO] - [Evaluating Epoch 61 valid]: 
 | 
						|
	MRR: Tail : 0.40689, Head : 0.35862, Avg : 0.38276
 | 
						|
 | 
						|
2023-05-18 11:17:42,006 - ice0003_2 - [INFO] - [Epoch 61]:  Training Loss: 0.0019205,  Valid MRR: 0.38321, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:17:42,994 - ice0003_2 - [INFO] - [E:62| 0]: Train Loss:0.0018686,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:19:25,286 - ice0003_2 - [INFO] - [E:62| 100]: Train Loss:0.0019125,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:21:07,597 - ice0003_2 - [INFO] - [E:62| 200]: Train Loss:0.0019122,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:22:49,631 - ice0003_2 - [INFO] - [E:62| 300]: Train Loss:0.0019124,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:24:32,786 - ice0003_2 - [INFO] - [E:62| 400]: Train Loss:0.0019137,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:26:05,703 - ice0003_2 - [INFO] - [E:62| 500]: Train Loss:0.001914,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:27:49,825 - ice0003_2 - [INFO] - [E:62| 600]: Train Loss:0.0019147,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:29:33,064 - ice0003_2 - [INFO] - [E:62| 700]: Train Loss:0.0019158,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:31:16,486 - ice0003_2 - [INFO] - [E:62| 800]: Train Loss:0.0019165,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:32:59,966 - ice0003_2 - [INFO] - [E:62| 900]: Train Loss:0.0019169,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:34:01,887 - ice0003_2 - [INFO] - [Epoch:62]:  Training Loss:0.001917
 | 
						|
 | 
						|
2023-05-18 11:34:02,232 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:34:25,643 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:34:48,558 - ice0003_2 - [INFO] - [Evaluating Epoch 62 valid]: 
 | 
						|
	MRR: Tail : 0.40582, Head : 0.35936, Avg : 0.38259
 | 
						|
 | 
						|
2023-05-18 11:34:48,558 - ice0003_2 - [INFO] - [Epoch 62]:  Training Loss: 0.0019171,  Valid MRR: 0.38321, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:34:49,597 - ice0003_2 - [INFO] - [E:63| 0]: Train Loss:0.001981,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:36:30,362 - ice0003_2 - [INFO] - [E:63| 100]: Train Loss:0.0019078,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:38:11,168 - ice0003_2 - [INFO] - [E:63| 200]: Train Loss:0.0019106,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:39:55,028 - ice0003_2 - [INFO] - [E:63| 300]: Train Loss:0.0019094,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:41:38,522 - ice0003_2 - [INFO] - [E:63| 400]: Train Loss:0.0019111,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:43:11,573 - ice0003_2 - [INFO] - [E:63| 500]: Train Loss:0.0019117,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:44:56,886 - ice0003_2 - [INFO] - [E:63| 600]: Train Loss:0.0019122,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:46:39,593 - ice0003_2 - [INFO] - [E:63| 700]: Train Loss:0.0019125,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:48:22,563 - ice0003_2 - [INFO] - [E:63| 800]: Train Loss:0.0019137,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:50:04,722 - ice0003_2 - [INFO] - [E:63| 900]: Train Loss:0.0019141,  Val MRR:0.38321, 	ice0003_2
 | 
						|
2023-05-18 11:51:07,491 - ice0003_2 - [INFO] - [Epoch:63]:  Training Loss:0.001915
 | 
						|
 | 
						|
2023-05-18 11:51:07,709 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:51:28,589 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 11:51:50,871 - ice0003_2 - [INFO] - [Evaluating Epoch 63 valid]: 
 | 
						|
	MRR: Tail : 0.40935, Head : 0.35725, Avg : 0.3833
 | 
						|
 | 
						|
2023-05-18 11:51:52,291 - ice0003_2 - [INFO] - [Epoch 63]:  Training Loss: 0.0019147,  Valid MRR: 0.3833, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:51:53,485 - ice0003_2 - [INFO] - [E:64| 0]: Train Loss:0.0019243,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 11:53:36,121 - ice0003_2 - [INFO] - [E:64| 100]: Train Loss:0.0019055,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 11:55:19,063 - ice0003_2 - [INFO] - [E:64| 200]: Train Loss:0.0019063,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 11:57:02,137 - ice0003_2 - [INFO] - [E:64| 300]: Train Loss:0.0019066,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 11:58:45,001 - ice0003_2 - [INFO] - [E:64| 400]: Train Loss:0.0019091,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 12:00:17,724 - ice0003_2 - [INFO] - [E:64| 500]: Train Loss:0.0019101,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 12:01:59,818 - ice0003_2 - [INFO] - [E:64| 600]: Train Loss:0.0019104,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 12:03:42,300 - ice0003_2 - [INFO] - [E:64| 700]: Train Loss:0.0019105,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 12:05:23,561 - ice0003_2 - [INFO] - [E:64| 800]: Train Loss:0.0019111,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 12:07:05,085 - ice0003_2 - [INFO] - [E:64| 900]: Train Loss:0.0019114,  Val MRR:0.3833, 	ice0003_2
 | 
						|
2023-05-18 12:08:10,672 - ice0003_2 - [INFO] - [Epoch:64]:  Training Loss:0.001912
 | 
						|
 | 
						|
2023-05-18 12:08:10,889 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:08:30,415 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:08:53,472 - ice0003_2 - [INFO] - [Evaluating Epoch 64 valid]: 
 | 
						|
	MRR: Tail : 0.40781, Head : 0.36041, Avg : 0.38411
 | 
						|
 | 
						|
2023-05-18 12:08:54,826 - ice0003_2 - [INFO] - [Epoch 64]:  Training Loss: 0.0019117,  Valid MRR: 0.38411, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:08:56,034 - ice0003_2 - [INFO] - [E:65| 0]: Train Loss:0.0018683,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:10:39,085 - ice0003_2 - [INFO] - [E:65| 100]: Train Loss:0.0019018,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:12:22,765 - ice0003_2 - [INFO] - [E:65| 200]: Train Loss:0.0019025,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:14:06,294 - ice0003_2 - [INFO] - [E:65| 300]: Train Loss:0.0019026,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:15:49,416 - ice0003_2 - [INFO] - [E:65| 400]: Train Loss:0.0019048,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:17:22,337 - ice0003_2 - [INFO] - [E:65| 500]: Train Loss:0.0019059,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:19:04,695 - ice0003_2 - [INFO] - [E:65| 600]: Train Loss:0.0019066,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:20:45,069 - ice0003_2 - [INFO] - [E:65| 700]: Train Loss:0.0019067,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:22:27,203 - ice0003_2 - [INFO] - [E:65| 800]: Train Loss:0.0019082,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:24:09,759 - ice0003_2 - [INFO] - [E:65| 900]: Train Loss:0.0019083,  Val MRR:0.38411, 	ice0003_2
 | 
						|
2023-05-18 12:25:18,941 - ice0003_2 - [INFO] - [Epoch:65]:  Training Loss:0.001909
 | 
						|
 | 
						|
2023-05-18 12:25:19,166 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:25:34,465 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:25:57,380 - ice0003_2 - [INFO] - [Evaluating Epoch 65 valid]: 
 | 
						|
	MRR: Tail : 0.40834, Head : 0.36051, Avg : 0.38442
 | 
						|
 | 
						|
2023-05-18 12:25:58,821 - ice0003_2 - [INFO] - [Epoch 65]:  Training Loss: 0.0019088,  Valid MRR: 0.38442, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:26:00,033 - ice0003_2 - [INFO] - [E:66| 0]: Train Loss:0.0019517,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:27:41,425 - ice0003_2 - [INFO] - [E:66| 100]: Train Loss:0.0019047,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:29:23,491 - ice0003_2 - [INFO] - [E:66| 200]: Train Loss:0.0019011,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:31:05,308 - ice0003_2 - [INFO] - [E:66| 300]: Train Loss:0.0019023,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:32:50,049 - ice0003_2 - [INFO] - [E:66| 400]: Train Loss:0.0019038,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:34:20,884 - ice0003_2 - [INFO] - [E:66| 500]: Train Loss:0.0019043,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:36:03,253 - ice0003_2 - [INFO] - [E:66| 600]: Train Loss:0.001905,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:37:45,681 - ice0003_2 - [INFO] - [E:66| 700]: Train Loss:0.0019055,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:39:28,246 - ice0003_2 - [INFO] - [E:66| 800]: Train Loss:0.0019057,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:41:10,940 - ice0003_2 - [INFO] - [E:66| 900]: Train Loss:0.0019061,  Val MRR:0.38442, 	ice0003_2
 | 
						|
2023-05-18 12:42:23,129 - ice0003_2 - [INFO] - [Epoch:66]:  Training Loss:0.001906
 | 
						|
 | 
						|
2023-05-18 12:42:23,642 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:42:42,101 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:42:58,212 - ice0003_2 - [INFO] - [Evaluating Epoch 66 valid]: 
 | 
						|
	MRR: Tail : 0.41054, Head : 0.36045, Avg : 0.38549
 | 
						|
 | 
						|
2023-05-18 12:43:00,630 - ice0003_2 - [INFO] - [Epoch 66]:  Training Loss: 0.0019064,  Valid MRR: 0.38549, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:43:01,952 - ice0003_2 - [INFO] - [E:67| 0]: Train Loss:0.0018828,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:44:45,321 - ice0003_2 - [INFO] - [E:67| 100]: Train Loss:0.0019036,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:46:27,942 - ice0003_2 - [INFO] - [E:67| 200]: Train Loss:0.0019,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:48:09,751 - ice0003_2 - [INFO] - [E:67| 300]: Train Loss:0.0019,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:49:51,898 - ice0003_2 - [INFO] - [E:67| 400]: Train Loss:0.0019,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:51:24,607 - ice0003_2 - [INFO] - [E:67| 500]: Train Loss:0.0019008,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:53:07,011 - ice0003_2 - [INFO] - [E:67| 600]: Train Loss:0.0019003,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:54:49,386 - ice0003_2 - [INFO] - [E:67| 700]: Train Loss:0.0019011,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:56:32,727 - ice0003_2 - [INFO] - [E:67| 800]: Train Loss:0.0019024,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:58:16,201 - ice0003_2 - [INFO] - [E:67| 900]: Train Loss:0.0019032,  Val MRR:0.38549, 	ice0003_2
 | 
						|
2023-05-18 12:59:29,018 - ice0003_2 - [INFO] - [Epoch:67]:  Training Loss:0.001904
 | 
						|
 | 
						|
2023-05-18 12:59:29,413 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 12:59:50,085 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:00:04,076 - ice0003_2 - [INFO] - [Evaluating Epoch 67 valid]: 
 | 
						|
	MRR: Tail : 0.4091, Head : 0.36209, Avg : 0.38559
 | 
						|
 | 
						|
2023-05-18 13:00:05,962 - ice0003_2 - [INFO] - [Epoch 67]:  Training Loss: 0.0019035,  Valid MRR: 0.38559, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:00:07,237 - ice0003_2 - [INFO] - [E:68| 0]: Train Loss:0.0018169,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:01:50,402 - ice0003_2 - [INFO] - [E:68| 100]: Train Loss:0.0018986,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:03:31,462 - ice0003_2 - [INFO] - [E:68| 200]: Train Loss:0.001896,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:05:13,594 - ice0003_2 - [INFO] - [E:68| 300]: Train Loss:0.0018955,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:06:56,371 - ice0003_2 - [INFO] - [E:68| 400]: Train Loss:0.0018961,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:08:31,947 - ice0003_2 - [INFO] - [E:68| 500]: Train Loss:0.0018976,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:10:11,496 - ice0003_2 - [INFO] - [E:68| 600]: Train Loss:0.0018978,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:11:53,616 - ice0003_2 - [INFO] - [E:68| 700]: Train Loss:0.001899,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:13:35,755 - ice0003_2 - [INFO] - [E:68| 800]: Train Loss:0.0019001,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:15:18,362 - ice0003_2 - [INFO] - [E:68| 900]: Train Loss:0.0019008,  Val MRR:0.38559, 	ice0003_2
 | 
						|
2023-05-18 13:16:29,929 - ice0003_2 - [INFO] - [Epoch:68]:  Training Loss:0.001901
 | 
						|
 | 
						|
2023-05-18 13:16:30,334 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:16:52,732 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:17:09,310 - ice0003_2 - [INFO] - [Evaluating Epoch 68 valid]: 
 | 
						|
	MRR: Tail : 0.41114, Head : 0.36142, Avg : 0.38628
 | 
						|
 | 
						|
2023-05-18 13:17:10,697 - ice0003_2 - [INFO] - [Epoch 68]:  Training Loss: 0.0019013,  Valid MRR: 0.38628, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:17:11,344 - ice0003_2 - [INFO] - [E:69| 0]: Train Loss:0.001891,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:18:48,562 - ice0003_2 - [INFO] - [E:69| 100]: Train Loss:0.0018877,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:20:33,708 - ice0003_2 - [INFO] - [E:69| 200]: Train Loss:0.0018921,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:22:16,764 - ice0003_2 - [INFO] - [E:69| 300]: Train Loss:0.001894,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:23:59,322 - ice0003_2 - [INFO] - [E:69| 400]: Train Loss:0.0018951,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:25:41,656 - ice0003_2 - [INFO] - [E:69| 500]: Train Loss:0.0018965,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:27:14,223 - ice0003_2 - [INFO] - [E:69| 600]: Train Loss:0.0018967,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:28:57,058 - ice0003_2 - [INFO] - [E:69| 700]: Train Loss:0.0018975,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:30:39,741 - ice0003_2 - [INFO] - [E:69| 800]: Train Loss:0.0018976,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:32:21,429 - ice0003_2 - [INFO] - [E:69| 900]: Train Loss:0.0018981,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:33:33,290 - ice0003_2 - [INFO] - [Epoch:69]:  Training Loss:0.001898
 | 
						|
 | 
						|
2023-05-18 13:33:33,651 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:33:56,885 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:34:19,377 - ice0003_2 - [INFO] - [Evaluating Epoch 69 valid]: 
 | 
						|
	MRR: Tail : 0.41003, Head : 0.36198, Avg : 0.38601
 | 
						|
	MR: Tail : 264.85, Head : 292.8, Avg : 278.83
 | 
						|
	Hit-1: Tail : 0.30392, Head : 0.25998, Avg : 0.28195
 | 
						|
	Hit-3: Tail : 0.46377, Head : 0.40745, Avg : 0.43561
 | 
						|
	Hit-10: Tail : 0.61391, Head : 0.56342, Avg : 0.58866
 | 
						|
2023-05-18 13:34:19,378 - ice0003_2 - [INFO] - [Epoch 69]:  Training Loss: 0.0018984,  Valid MRR: 0.38628, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:34:20,033 - ice0003_2 - [INFO] - [E:70| 0]: Train Loss:0.0018791,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:35:52,866 - ice0003_2 - [INFO] - [E:70| 100]: Train Loss:0.0018866,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:37:35,470 - ice0003_2 - [INFO] - [E:70| 200]: Train Loss:0.0018868,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:39:17,983 - ice0003_2 - [INFO] - [E:70| 300]: Train Loss:0.0018868,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:41:00,490 - ice0003_2 - [INFO] - [E:70| 400]: Train Loss:0.001891,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:42:42,907 - ice0003_2 - [INFO] - [E:70| 500]: Train Loss:0.0018916,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:44:15,063 - ice0003_2 - [INFO] - [E:70| 600]: Train Loss:0.0018923,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:45:56,218 - ice0003_2 - [INFO] - [E:70| 700]: Train Loss:0.0018928,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:47:38,280 - ice0003_2 - [INFO] - [E:70| 800]: Train Loss:0.0018938,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:49:20,589 - ice0003_2 - [INFO] - [E:70| 900]: Train Loss:0.0018951,  Val MRR:0.38628, 	ice0003_2
 | 
						|
2023-05-18 13:50:32,709 - ice0003_2 - [INFO] - [Epoch:70]:  Training Loss:0.001895
 | 
						|
 | 
						|
2023-05-18 13:50:33,037 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:50:56,244 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 13:51:19,180 - ice0003_2 - [INFO] - [Evaluating Epoch 70 valid]: 
 | 
						|
	MRR: Tail : 0.41049, Head : 0.36246, Avg : 0.38647
 | 
						|
 | 
						|
2023-05-18 13:51:21,584 - ice0003_2 - [INFO] - [Epoch 70]:  Training Loss: 0.0018954,  Valid MRR: 0.38647, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:51:22,775 - ice0003_2 - [INFO] - [E:71| 0]: Train Loss:0.0018832,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 13:52:54,724 - ice0003_2 - [INFO] - [E:71| 100]: Train Loss:0.0018851,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 13:54:36,771 - ice0003_2 - [INFO] - [E:71| 200]: Train Loss:0.0018889,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 13:56:19,170 - ice0003_2 - [INFO] - [E:71| 300]: Train Loss:0.0018876,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 13:58:01,616 - ice0003_2 - [INFO] - [E:71| 400]: Train Loss:0.0018872,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 13:59:43,992 - ice0003_2 - [INFO] - [E:71| 500]: Train Loss:0.0018876,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 14:01:14,917 - ice0003_2 - [INFO] - [E:71| 600]: Train Loss:0.0018895,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 14:02:56,916 - ice0003_2 - [INFO] - [E:71| 700]: Train Loss:0.0018905,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 14:04:39,169 - ice0003_2 - [INFO] - [E:71| 800]: Train Loss:0.0018914,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 14:06:23,901 - ice0003_2 - [INFO] - [E:71| 900]: Train Loss:0.0018923,  Val MRR:0.38647, 	ice0003_2
 | 
						|
2023-05-18 14:07:35,933 - ice0003_2 - [INFO] - [Epoch:71]:  Training Loss:0.001893
 | 
						|
 | 
						|
2023-05-18 14:07:36,272 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:07:59,613 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:08:22,653 - ice0003_2 - [INFO] - [Evaluating Epoch 71 valid]: 
 | 
						|
	MRR: Tail : 0.41143, Head : 0.36355, Avg : 0.38749
 | 
						|
 | 
						|
2023-05-18 14:08:25,442 - ice0003_2 - [INFO] - [Epoch 71]:  Training Loss: 0.0018931,  Valid MRR: 0.38749, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:08:26,498 - ice0003_2 - [INFO] - [E:72| 0]: Train Loss:0.0018976,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:09:58,798 - ice0003_2 - [INFO] - [E:72| 100]: Train Loss:0.0018884,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:11:42,237 - ice0003_2 - [INFO] - [E:72| 200]: Train Loss:0.0018846,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:13:26,216 - ice0003_2 - [INFO] - [E:72| 300]: Train Loss:0.0018863,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:15:08,387 - ice0003_2 - [INFO] - [E:72| 400]: Train Loss:0.0018878,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:16:51,007 - ice0003_2 - [INFO] - [E:72| 500]: Train Loss:0.0018879,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:18:23,092 - ice0003_2 - [INFO] - [E:72| 600]: Train Loss:0.0018885,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:20:05,166 - ice0003_2 - [INFO] - [E:72| 700]: Train Loss:0.0018897,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:21:47,434 - ice0003_2 - [INFO] - [E:72| 800]: Train Loss:0.0018904,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:23:29,299 - ice0003_2 - [INFO] - [E:72| 900]: Train Loss:0.0018907,  Val MRR:0.38749, 	ice0003_2
 | 
						|
2023-05-18 14:24:41,492 - ice0003_2 - [INFO] - [Epoch:72]:  Training Loss:0.001891
 | 
						|
 | 
						|
2023-05-18 14:24:41,951 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:25:05,059 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:25:27,868 - ice0003_2 - [INFO] - [Evaluating Epoch 72 valid]: 
 | 
						|
	MRR: Tail : 0.41219, Head : 0.36323, Avg : 0.38771
 | 
						|
 | 
						|
2023-05-18 14:25:30,154 - ice0003_2 - [INFO] - [Epoch 72]:  Training Loss: 0.001891,  Valid MRR: 0.38771, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:25:31,423 - ice0003_2 - [INFO] - [E:73| 0]: Train Loss:0.0018578,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:27:03,750 - ice0003_2 - [INFO] - [E:73| 100]: Train Loss:0.0018867,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:28:45,820 - ice0003_2 - [INFO] - [E:73| 200]: Train Loss:0.0018859,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:30:26,914 - ice0003_2 - [INFO] - [E:73| 300]: Train Loss:0.0018849,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:32:09,196 - ice0003_2 - [INFO] - [E:73| 400]: Train Loss:0.0018857,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:33:51,948 - ice0003_2 - [INFO] - [E:73| 500]: Train Loss:0.0018861,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:35:24,352 - ice0003_2 - [INFO] - [E:73| 600]: Train Loss:0.0018863,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:37:06,759 - ice0003_2 - [INFO] - [E:73| 700]: Train Loss:0.001886,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:38:49,019 - ice0003_2 - [INFO] - [E:73| 800]: Train Loss:0.0018867,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:40:31,119 - ice0003_2 - [INFO] - [E:73| 900]: Train Loss:0.0018881,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:41:43,092 - ice0003_2 - [INFO] - [Epoch:73]:  Training Loss:0.001889
 | 
						|
 | 
						|
2023-05-18 14:41:43,490 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:42:06,805 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:42:29,604 - ice0003_2 - [INFO] - [Evaluating Epoch 73 valid]: 
 | 
						|
	MRR: Tail : 0.41006, Head : 0.36486, Avg : 0.38746
 | 
						|
 | 
						|
2023-05-18 14:42:29,604 - ice0003_2 - [INFO] - [Epoch 73]:  Training Loss: 0.0018886,  Valid MRR: 0.38771, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:42:30,789 - ice0003_2 - [INFO] - [E:74| 0]: Train Loss:0.0018407,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:44:02,474 - ice0003_2 - [INFO] - [E:74| 100]: Train Loss:0.0018778,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:45:43,704 - ice0003_2 - [INFO] - [E:74| 200]: Train Loss:0.0018795,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:47:25,629 - ice0003_2 - [INFO] - [E:74| 300]: Train Loss:0.0018796,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:49:07,521 - ice0003_2 - [INFO] - [E:74| 400]: Train Loss:0.0018814,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:50:49,464 - ice0003_2 - [INFO] - [E:74| 500]: Train Loss:0.0018825,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:52:22,018 - ice0003_2 - [INFO] - [E:74| 600]: Train Loss:0.0018831,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:54:08,993 - ice0003_2 - [INFO] - [E:74| 700]: Train Loss:0.0018843,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:55:51,095 - ice0003_2 - [INFO] - [E:74| 800]: Train Loss:0.0018852,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:57:32,583 - ice0003_2 - [INFO] - [E:74| 900]: Train Loss:0.0018862,  Val MRR:0.38771, 	ice0003_2
 | 
						|
2023-05-18 14:58:43,937 - ice0003_2 - [INFO] - [Epoch:74]:  Training Loss:0.001887
 | 
						|
 | 
						|
2023-05-18 14:58:44,291 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:59:07,025 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 14:59:30,056 - ice0003_2 - [INFO] - [Evaluating Epoch 74 valid]: 
 | 
						|
	MRR: Tail : 0.41234, Head : 0.36347, Avg : 0.3879
 | 
						|
 | 
						|
2023-05-18 14:59:32,752 - ice0003_2 - [INFO] - [Epoch 74]:  Training Loss: 0.0018866,  Valid MRR: 0.3879, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:59:33,645 - ice0003_2 - [INFO] - [E:75| 0]: Train Loss:0.0018885,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:01:06,425 - ice0003_2 - [INFO] - [E:75| 100]: Train Loss:0.0018761,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:02:49,572 - ice0003_2 - [INFO] - [E:75| 200]: Train Loss:0.0018783,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:04:32,737 - ice0003_2 - [INFO] - [E:75| 300]: Train Loss:0.0018795,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:06:15,690 - ice0003_2 - [INFO] - [E:75| 400]: Train Loss:0.0018807,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:07:59,031 - ice0003_2 - [INFO] - [E:75| 500]: Train Loss:0.0018811,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:09:31,965 - ice0003_2 - [INFO] - [E:75| 600]: Train Loss:0.001882,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:11:14,049 - ice0003_2 - [INFO] - [E:75| 700]: Train Loss:0.0018825,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:12:56,086 - ice0003_2 - [INFO] - [E:75| 800]: Train Loss:0.0018822,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:14:38,595 - ice0003_2 - [INFO] - [E:75| 900]: Train Loss:0.0018831,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:15:50,709 - ice0003_2 - [INFO] - [Epoch:75]:  Training Loss:0.001884
 | 
						|
 | 
						|
2023-05-18 15:15:50,971 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 15:16:14,430 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 15:16:37,417 - ice0003_2 - [INFO] - [Evaluating Epoch 75 valid]: 
 | 
						|
	MRR: Tail : 0.41147, Head : 0.36427, Avg : 0.38787
 | 
						|
 | 
						|
2023-05-18 15:16:37,417 - ice0003_2 - [INFO] - [Epoch 75]:  Training Loss: 0.0018837,  Valid MRR: 0.3879, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:16:38,558 - ice0003_2 - [INFO] - [E:76| 0]: Train Loss:0.0018532,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:18:10,327 - ice0003_2 - [INFO] - [E:76| 100]: Train Loss:0.0018683,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:19:52,213 - ice0003_2 - [INFO] - [E:76| 200]: Train Loss:0.0018691,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:21:33,888 - ice0003_2 - [INFO] - [E:76| 300]: Train Loss:0.0018723,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:23:16,226 - ice0003_2 - [INFO] - [E:76| 400]: Train Loss:0.0018751,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:24:58,264 - ice0003_2 - [INFO] - [E:76| 500]: Train Loss:0.0018767,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:26:30,228 - ice0003_2 - [INFO] - [E:76| 600]: Train Loss:0.0018783,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:28:11,418 - ice0003_2 - [INFO] - [E:76| 700]: Train Loss:0.0018792,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:29:53,775 - ice0003_2 - [INFO] - [E:76| 800]: Train Loss:0.00188,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:31:36,388 - ice0003_2 - [INFO] - [E:76| 900]: Train Loss:0.0018807,  Val MRR:0.3879, 	ice0003_2
 | 
						|
2023-05-18 15:32:48,972 - ice0003_2 - [INFO] - [Epoch:76]:  Training Loss:0.001882
 | 
						|
 | 
						|
2023-05-18 15:32:49,283 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 15:33:12,553 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 15:33:36,109 - ice0003_2 - [INFO] - [Evaluating Epoch 76 valid]: 
 | 
						|
	MRR: Tail : 0.41391, Head : 0.36483, Avg : 0.38937
 | 
						|
 | 
						|
2023-05-18 15:33:38,141 - ice0003_2 - [INFO] - [Epoch 76]:  Training Loss: 0.0018818,  Valid MRR: 0.38937, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:33:39,327 - ice0003_2 - [INFO] - [E:77| 0]: Train Loss:0.0018265,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:35:12,097 - ice0003_2 - [INFO] - [E:77| 100]: Train Loss:0.0018678,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:36:55,475 - ice0003_2 - [INFO] - [E:77| 200]: Train Loss:0.0018695,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:38:38,471 - ice0003_2 - [INFO] - [E:77| 300]: Train Loss:0.0018729,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:40:20,848 - ice0003_2 - [INFO] - [E:77| 400]: Train Loss:0.0018733,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:42:05,920 - ice0003_2 - [INFO] - [E:77| 500]: Train Loss:0.0018742,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:43:38,433 - ice0003_2 - [INFO] - [E:77| 600]: Train Loss:0.0018759,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:45:21,084 - ice0003_2 - [INFO] - [E:77| 700]: Train Loss:0.0018775,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:47:03,572 - ice0003_2 - [INFO] - [E:77| 800]: Train Loss:0.001878,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:48:45,971 - ice0003_2 - [INFO] - [E:77| 900]: Train Loss:0.0018785,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:49:57,951 - ice0003_2 - [INFO] - [Epoch:77]:  Training Loss:0.001879
 | 
						|
 | 
						|
2023-05-18 15:49:58,444 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 15:50:21,388 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 15:50:44,590 - ice0003_2 - [INFO] - [Evaluating Epoch 77 valid]: 
 | 
						|
	MRR: Tail : 0.41334, Head : 0.36436, Avg : 0.38885
 | 
						|
 | 
						|
2023-05-18 15:50:44,590 - ice0003_2 - [INFO] - [Epoch 77]:  Training Loss: 0.0018793,  Valid MRR: 0.38937, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:50:45,367 - ice0003_2 - [INFO] - [E:78| 0]: Train Loss:0.0019039,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:52:18,036 - ice0003_2 - [INFO] - [E:78| 100]: Train Loss:0.0018683,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:54:00,624 - ice0003_2 - [INFO] - [E:78| 200]: Train Loss:0.0018686,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:55:41,262 - ice0003_2 - [INFO] - [E:78| 300]: Train Loss:0.001872,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:57:22,575 - ice0003_2 - [INFO] - [E:78| 400]: Train Loss:0.0018733,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 15:59:04,454 - ice0003_2 - [INFO] - [E:78| 500]: Train Loss:0.001875,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:00:42,210 - ice0003_2 - [INFO] - [E:78| 600]: Train Loss:0.0018743,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:02:19,186 - ice0003_2 - [INFO] - [E:78| 700]: Train Loss:0.0018745,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:04:02,012 - ice0003_2 - [INFO] - [E:78| 800]: Train Loss:0.0018761,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:05:44,859 - ice0003_2 - [INFO] - [E:78| 900]: Train Loss:0.0018768,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:06:57,388 - ice0003_2 - [INFO] - [Epoch:78]:  Training Loss:0.001877
 | 
						|
 | 
						|
2023-05-18 16:06:57,891 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:07:21,182 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:07:44,061 - ice0003_2 - [INFO] - [Evaluating Epoch 78 valid]: 
 | 
						|
	MRR: Tail : 0.41401, Head : 0.36388, Avg : 0.38894
 | 
						|
 | 
						|
2023-05-18 16:07:44,061 - ice0003_2 - [INFO] - [Epoch 78]:  Training Loss: 0.0018771,  Valid MRR: 0.38937, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:07:45,278 - ice0003_2 - [INFO] - [E:79| 0]: Train Loss:0.0018478,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:09:22,398 - ice0003_2 - [INFO] - [E:79| 100]: Train Loss:0.0018674,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:10:59,123 - ice0003_2 - [INFO] - [E:79| 200]: Train Loss:0.0018681,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:12:41,601 - ice0003_2 - [INFO] - [E:79| 300]: Train Loss:0.0018707,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:14:23,584 - ice0003_2 - [INFO] - [E:79| 400]: Train Loss:0.0018723,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:16:05,386 - ice0003_2 - [INFO] - [E:79| 500]: Train Loss:0.0018729,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:17:47,752 - ice0003_2 - [INFO] - [E:79| 600]: Train Loss:0.0018733,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:19:19,621 - ice0003_2 - [INFO] - [E:79| 700]: Train Loss:0.0018733,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:21:02,561 - ice0003_2 - [INFO] - [E:79| 800]: Train Loss:0.0018733,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:22:46,037 - ice0003_2 - [INFO] - [E:79| 900]: Train Loss:0.0018742,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:23:57,624 - ice0003_2 - [INFO] - [Epoch:79]:  Training Loss:0.001875
 | 
						|
 | 
						|
2023-05-18 16:23:58,143 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:24:20,711 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:24:42,897 - ice0003_2 - [INFO] - [Evaluating Epoch 79 valid]: 
 | 
						|
	MRR: Tail : 0.41182, Head : 0.36324, Avg : 0.38753
 | 
						|
	MR: Tail : 275.07, Head : 303.67, Avg : 289.37
 | 
						|
	Hit-1: Tail : 0.30538, Head : 0.26023, Avg : 0.2828
 | 
						|
	Hit-3: Tail : 0.46486, Head : 0.40757, Avg : 0.43622
 | 
						|
	Hit-10: Tail : 0.61391, Head : 0.56815, Avg : 0.59103
 | 
						|
2023-05-18 16:24:42,897 - ice0003_2 - [INFO] - [Epoch 79]:  Training Loss: 0.0018747,  Valid MRR: 0.38937, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:24:43,963 - ice0003_2 - [INFO] - [E:80| 0]: Train Loss:0.0018535,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:26:22,765 - ice0003_2 - [INFO] - [E:80| 100]: Train Loss:0.0018635,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:27:58,679 - ice0003_2 - [INFO] - [E:80| 200]: Train Loss:0.0018668,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:29:43,896 - ice0003_2 - [INFO] - [E:80| 300]: Train Loss:0.0018673,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:31:27,178 - ice0003_2 - [INFO] - [E:80| 400]: Train Loss:0.0018671,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:33:10,166 - ice0003_2 - [INFO] - [E:80| 500]: Train Loss:0.0018678,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:34:53,025 - ice0003_2 - [INFO] - [E:80| 600]: Train Loss:0.0018694,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:36:25,299 - ice0003_2 - [INFO] - [E:80| 700]: Train Loss:0.0018699,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:38:06,719 - ice0003_2 - [INFO] - [E:80| 800]: Train Loss:0.0018707,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:39:48,278 - ice0003_2 - [INFO] - [E:80| 900]: Train Loss:0.0018717,  Val MRR:0.38937, 	ice0003_2
 | 
						|
2023-05-18 16:41:00,343 - ice0003_2 - [INFO] - [Epoch:80]:  Training Loss:0.001873
 | 
						|
 | 
						|
2023-05-18 16:41:00,684 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:41:24,264 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:41:46,876 - ice0003_2 - [INFO] - [Evaluating Epoch 80 valid]: 
 | 
						|
	MRR: Tail : 0.41332, Head : 0.36566, Avg : 0.38949
 | 
						|
 | 
						|
2023-05-18 16:41:48,104 - ice0003_2 - [INFO] - [Epoch 80]:  Training Loss: 0.0018727,  Valid MRR: 0.38949, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:41:49,173 - ice0003_2 - [INFO] - [E:81| 0]: Train Loss:0.0018327,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:43:31,850 - ice0003_2 - [INFO] - [E:81| 100]: Train Loss:0.0018633,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:45:03,993 - ice0003_2 - [INFO] - [E:81| 200]: Train Loss:0.0018641,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:46:46,278 - ice0003_2 - [INFO] - [E:81| 300]: Train Loss:0.0018655,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:48:28,813 - ice0003_2 - [INFO] - [E:81| 400]: Train Loss:0.0018671,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:50:11,051 - ice0003_2 - [INFO] - [E:81| 500]: Train Loss:0.0018677,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:51:54,175 - ice0003_2 - [INFO] - [E:81| 600]: Train Loss:0.0018688,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:53:25,115 - ice0003_2 - [INFO] - [E:81| 700]: Train Loss:0.0018687,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:55:07,169 - ice0003_2 - [INFO] - [E:81| 800]: Train Loss:0.0018695,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:56:49,470 - ice0003_2 - [INFO] - [E:81| 900]: Train Loss:0.0018699,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 16:58:01,953 - ice0003_2 - [INFO] - [Epoch:81]:  Training Loss:0.00187
 | 
						|
 | 
						|
2023-05-18 16:58:02,445 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:58:25,624 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 16:58:48,761 - ice0003_2 - [INFO] - [Evaluating Epoch 81 valid]: 
 | 
						|
	MRR: Tail : 0.4134, Head : 0.36507, Avg : 0.38923
 | 
						|
 | 
						|
2023-05-18 16:58:48,761 - ice0003_2 - [INFO] - [Epoch 81]:  Training Loss: 0.0018705,  Valid MRR: 0.38949, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:58:49,544 - ice0003_2 - [INFO] - [E:82| 0]: Train Loss:0.001781,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:00:32,077 - ice0003_2 - [INFO] - [E:82| 100]: Train Loss:0.0018599,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:02:04,327 - ice0003_2 - [INFO] - [E:82| 200]: Train Loss:0.0018588,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:03:45,994 - ice0003_2 - [INFO] - [E:82| 300]: Train Loss:0.0018609,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:05:28,062 - ice0003_2 - [INFO] - [E:82| 400]: Train Loss:0.0018629,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:07:10,111 - ice0003_2 - [INFO] - [E:82| 500]: Train Loss:0.0018634,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:08:51,586 - ice0003_2 - [INFO] - [E:82| 600]: Train Loss:0.001865,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:10:24,030 - ice0003_2 - [INFO] - [E:82| 700]: Train Loss:0.0018666,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:12:06,193 - ice0003_2 - [INFO] - [E:82| 800]: Train Loss:0.0018673,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:13:48,509 - ice0003_2 - [INFO] - [E:82| 900]: Train Loss:0.0018677,  Val MRR:0.38949, 	ice0003_2
 | 
						|
2023-05-18 17:15:00,852 - ice0003_2 - [INFO] - [Epoch:82]:  Training Loss:0.001869
 | 
						|
 | 
						|
2023-05-18 17:15:01,374 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 17:15:24,594 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 17:15:47,734 - ice0003_2 - [INFO] - [Evaluating Epoch 82 valid]: 
 | 
						|
	MRR: Tail : 0.41442, Head : 0.36503, Avg : 0.38973
 | 
						|
 | 
						|
2023-05-18 17:15:48,965 - ice0003_2 - [INFO] - [Epoch 82]:  Training Loss: 0.0018686,  Valid MRR: 0.38973, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:15:50,174 - ice0003_2 - [INFO] - [E:83| 0]: Train Loss:0.0018388,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:17:35,362 - ice0003_2 - [INFO] - [E:83| 100]: Train Loss:0.001866,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:19:08,722 - ice0003_2 - [INFO] - [E:83| 200]: Train Loss:0.00186,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:20:51,298 - ice0003_2 - [INFO] - [E:83| 300]: Train Loss:0.0018624,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:22:33,252 - ice0003_2 - [INFO] - [E:83| 400]: Train Loss:0.0018623,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:24:15,143 - ice0003_2 - [INFO] - [E:83| 500]: Train Loss:0.0018625,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:25:57,084 - ice0003_2 - [INFO] - [E:83| 600]: Train Loss:0.001864,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:27:29,402 - ice0003_2 - [INFO] - [E:83| 700]: Train Loss:0.0018649,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:29:11,856 - ice0003_2 - [INFO] - [E:83| 800]: Train Loss:0.0018654,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:30:54,530 - ice0003_2 - [INFO] - [E:83| 900]: Train Loss:0.0018662,  Val MRR:0.38973, 	ice0003_2
 | 
						|
2023-05-18 17:32:06,899 - ice0003_2 - [INFO] - [Epoch:83]:  Training Loss:0.001866
 | 
						|
 | 
						|
2023-05-18 17:32:07,253 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 17:32:30,848 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 17:32:53,707 - ice0003_2 - [INFO] - [Evaluating Epoch 83 valid]: 
 | 
						|
	MRR: Tail : 0.41338, Head : 0.36619, Avg : 0.38979
 | 
						|
 | 
						|
2023-05-18 17:32:55,176 - ice0003_2 - [INFO] - [Epoch 83]:  Training Loss: 0.0018663,  Valid MRR: 0.38979, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:32:56,431 - ice0003_2 - [INFO] - [E:84| 0]: Train Loss:0.0018276,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:34:39,264 - ice0003_2 - [INFO] - [E:84| 100]: Train Loss:0.0018604,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:36:10,516 - ice0003_2 - [INFO] - [E:84| 200]: Train Loss:0.0018612,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:37:51,970 - ice0003_2 - [INFO] - [E:84| 300]: Train Loss:0.0018601,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:39:35,092 - ice0003_2 - [INFO] - [E:84| 400]: Train Loss:0.0018602,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:41:17,284 - ice0003_2 - [INFO] - [E:84| 500]: Train Loss:0.0018614,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:43:00,704 - ice0003_2 - [INFO] - [E:84| 600]: Train Loss:0.0018624,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:44:33,485 - ice0003_2 - [INFO] - [E:84| 700]: Train Loss:0.0018632,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:46:16,752 - ice0003_2 - [INFO] - [E:84| 800]: Train Loss:0.0018625,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:47:59,887 - ice0003_2 - [INFO] - [E:84| 900]: Train Loss:0.0018635,  Val MRR:0.38979, 	ice0003_2
 | 
						|
2023-05-18 17:49:12,762 - ice0003_2 - [INFO] - [Epoch:84]:  Training Loss:0.001864
 | 
						|
 | 
						|
2023-05-18 17:49:13,055 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 17:49:36,246 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 17:49:58,471 - ice0003_2 - [INFO] - [Evaluating Epoch 84 valid]: 
 | 
						|
	MRR: Tail : 0.4156, Head : 0.36706, Avg : 0.39133
 | 
						|
 | 
						|
2023-05-18 17:49:59,902 - ice0003_2 - [INFO] - [Epoch 84]:  Training Loss: 0.0018642,  Valid MRR: 0.39133, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:50:01,106 - ice0003_2 - [INFO] - [E:85| 0]: Train Loss:0.0018734,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 17:51:42,500 - ice0003_2 - [INFO] - [E:85| 100]: Train Loss:0.0018604,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 17:53:15,037 - ice0003_2 - [INFO] - [E:85| 200]: Train Loss:0.0018585,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 17:54:57,456 - ice0003_2 - [INFO] - [E:85| 300]: Train Loss:0.0018583,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 17:56:39,686 - ice0003_2 - [INFO] - [E:85| 400]: Train Loss:0.0018574,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 17:58:22,242 - ice0003_2 - [INFO] - [E:85| 500]: Train Loss:0.0018584,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 18:00:05,828 - ice0003_2 - [INFO] - [E:85| 600]: Train Loss:0.0018592,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 18:01:37,971 - ice0003_2 - [INFO] - [E:85| 700]: Train Loss:0.0018603,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 18:03:19,921 - ice0003_2 - [INFO] - [E:85| 800]: Train Loss:0.001861,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 18:05:04,734 - ice0003_2 - [INFO] - [E:85| 900]: Train Loss:0.0018616,  Val MRR:0.39133, 	ice0003_2
 | 
						|
2023-05-18 18:06:16,223 - ice0003_2 - [INFO] - [Epoch:85]:  Training Loss:0.001862
 | 
						|
 | 
						|
2023-05-18 18:06:16,485 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:06:40,032 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:07:02,668 - ice0003_2 - [INFO] - [Evaluating Epoch 85 valid]: 
 | 
						|
	MRR: Tail : 0.41702, Head : 0.36793, Avg : 0.39248
 | 
						|
 | 
						|
2023-05-18 18:07:04,044 - ice0003_2 - [INFO] - [Epoch 85]:  Training Loss: 0.0018623,  Valid MRR: 0.39248, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:07:05,239 - ice0003_2 - [INFO] - [E:86| 0]: Train Loss:0.0018847,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:08:48,032 - ice0003_2 - [INFO] - [E:86| 100]: Train Loss:0.001855,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:10:20,613 - ice0003_2 - [INFO] - [E:86| 200]: Train Loss:0.0018543,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:12:02,840 - ice0003_2 - [INFO] - [E:86| 300]: Train Loss:0.0018565,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:13:45,253 - ice0003_2 - [INFO] - [E:86| 400]: Train Loss:0.0018574,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:15:27,718 - ice0003_2 - [INFO] - [E:86| 500]: Train Loss:0.001858,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:17:10,314 - ice0003_2 - [INFO] - [E:86| 600]: Train Loss:0.0018584,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:18:42,339 - ice0003_2 - [INFO] - [E:86| 700]: Train Loss:0.0018589,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:20:22,866 - ice0003_2 - [INFO] - [E:86| 800]: Train Loss:0.0018589,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:22:05,134 - ice0003_2 - [INFO] - [E:86| 900]: Train Loss:0.0018597,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:23:17,408 - ice0003_2 - [INFO] - [Epoch:86]:  Training Loss:0.00186
 | 
						|
 | 
						|
2023-05-18 18:23:17,754 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:23:41,237 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:24:03,775 - ice0003_2 - [INFO] - [Evaluating Epoch 86 valid]: 
 | 
						|
	MRR: Tail : 0.41463, Head : 0.36835, Avg : 0.39149
 | 
						|
 | 
						|
2023-05-18 18:24:03,775 - ice0003_2 - [INFO] - [Epoch 86]:  Training Loss: 0.0018602,  Valid MRR: 0.39248, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:24:04,904 - ice0003_2 - [INFO] - [E:87| 0]: Train Loss:0.0018572,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:25:46,556 - ice0003_2 - [INFO] - [E:87| 100]: Train Loss:0.0018513,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:27:18,209 - ice0003_2 - [INFO] - [E:87| 200]: Train Loss:0.0018527,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:29:01,173 - ice0003_2 - [INFO] - [E:87| 300]: Train Loss:0.0018531,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:30:43,792 - ice0003_2 - [INFO] - [E:87| 400]: Train Loss:0.0018523,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:32:26,219 - ice0003_2 - [INFO] - [E:87| 500]: Train Loss:0.0018537,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:34:08,199 - ice0003_2 - [INFO] - [E:87| 600]: Train Loss:0.0018546,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:35:40,158 - ice0003_2 - [INFO] - [E:87| 700]: Train Loss:0.0018545,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:37:22,244 - ice0003_2 - [INFO] - [E:87| 800]: Train Loss:0.0018561,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:39:04,252 - ice0003_2 - [INFO] - [E:87| 900]: Train Loss:0.0018572,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:40:16,109 - ice0003_2 - [INFO] - [Epoch:87]:  Training Loss:0.001858
 | 
						|
 | 
						|
2023-05-18 18:40:16,484 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:40:40,185 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:41:02,883 - ice0003_2 - [INFO] - [Evaluating Epoch 87 valid]: 
 | 
						|
	MRR: Tail : 0.41621, Head : 0.36868, Avg : 0.39245
 | 
						|
 | 
						|
2023-05-18 18:41:02,883 - ice0003_2 - [INFO] - [Epoch 87]:  Training Loss: 0.001858,  Valid MRR: 0.39248, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:41:04,072 - ice0003_2 - [INFO] - [E:88| 0]: Train Loss:0.0018536,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:42:46,528 - ice0003_2 - [INFO] - [E:88| 100]: Train Loss:0.0018474,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:44:18,719 - ice0003_2 - [INFO] - [E:88| 200]: Train Loss:0.0018499,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:46:01,066 - ice0003_2 - [INFO] - [E:88| 300]: Train Loss:0.0018509,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:47:42,889 - ice0003_2 - [INFO] - [E:88| 400]: Train Loss:0.0018511,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:49:24,286 - ice0003_2 - [INFO] - [E:88| 500]: Train Loss:0.0018522,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:51:08,507 - ice0003_2 - [INFO] - [E:88| 600]: Train Loss:0.0018532,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:52:43,278 - ice0003_2 - [INFO] - [E:88| 700]: Train Loss:0.0018539,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:54:25,265 - ice0003_2 - [INFO] - [E:88| 800]: Train Loss:0.0018541,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:56:07,812 - ice0003_2 - [INFO] - [E:88| 900]: Train Loss:0.0018551,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:57:19,462 - ice0003_2 - [INFO] - [Epoch:88]:  Training Loss:0.001856
 | 
						|
 | 
						|
2023-05-18 18:57:19,979 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:57:42,863 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 18:58:05,599 - ice0003_2 - [INFO] - [Evaluating Epoch 88 valid]: 
 | 
						|
	MRR: Tail : 0.41606, Head : 0.36634, Avg : 0.3912
 | 
						|
 | 
						|
2023-05-18 18:58:05,599 - ice0003_2 - [INFO] - [Epoch 88]:  Training Loss: 0.0018558,  Valid MRR: 0.39248, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:58:06,815 - ice0003_2 - [INFO] - [E:89| 0]: Train Loss:0.001853,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 18:59:48,753 - ice0003_2 - [INFO] - [E:89| 100]: Train Loss:0.0018468,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:01:22,288 - ice0003_2 - [INFO] - [E:89| 200]: Train Loss:0.0018503,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:03:03,520 - ice0003_2 - [INFO] - [E:89| 300]: Train Loss:0.0018505,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:04:45,972 - ice0003_2 - [INFO] - [E:89| 400]: Train Loss:0.0018506,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:06:29,259 - ice0003_2 - [INFO] - [E:89| 500]: Train Loss:0.0018517,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:08:12,623 - ice0003_2 - [INFO] - [E:89| 600]: Train Loss:0.0018523,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:09:48,115 - ice0003_2 - [INFO] - [E:89| 700]: Train Loss:0.0018531,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:11:28,446 - ice0003_2 - [INFO] - [E:89| 800]: Train Loss:0.0018534,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:13:10,502 - ice0003_2 - [INFO] - [E:89| 900]: Train Loss:0.0018538,  Val MRR:0.39248, 	ice0003_2
 | 
						|
2023-05-18 19:14:22,561 - ice0003_2 - [INFO] - [Epoch:89]:  Training Loss:0.001855
 | 
						|
 | 
						|
2023-05-18 19:14:23,074 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 19:14:46,182 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 19:15:09,253 - ice0003_2 - [INFO] - [Evaluating Epoch 89 valid]: 
 | 
						|
	MRR: Tail : 0.4176, Head : 0.36983, Avg : 0.39372
 | 
						|
	MR: Tail : 284.79, Head : 314.3, Avg : 299.54
 | 
						|
	Hit-1: Tail : 0.31145, Head : 0.26605, Avg : 0.28875
 | 
						|
	Hit-3: Tail : 0.47239, Head : 0.41789, Avg : 0.44514
 | 
						|
	Hit-10: Tail : 0.61949, Head : 0.57774, Avg : 0.59862
 | 
						|
2023-05-18 19:15:10,732 - ice0003_2 - [INFO] - [Epoch 89]:  Training Loss: 0.0018546,  Valid MRR: 0.39372, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:15:11,924 - ice0003_2 - [INFO] - [E:90| 0]: Train Loss:0.0018585,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:16:54,246 - ice0003_2 - [INFO] - [E:90| 100]: Train Loss:0.0018487,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:18:25,665 - ice0003_2 - [INFO] - [E:90| 200]: Train Loss:0.0018478,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:20:08,839 - ice0003_2 - [INFO] - [E:90| 300]: Train Loss:0.00185,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:21:52,132 - ice0003_2 - [INFO] - [E:90| 400]: Train Loss:0.0018503,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:23:36,140 - ice0003_2 - [INFO] - [E:90| 500]: Train Loss:0.0018513,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:25:19,889 - ice0003_2 - [INFO] - [E:90| 600]: Train Loss:0.0018518,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:26:55,766 - ice0003_2 - [INFO] - [E:90| 700]: Train Loss:0.0018517,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:28:35,518 - ice0003_2 - [INFO] - [E:90| 800]: Train Loss:0.0018513,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:30:18,485 - ice0003_2 - [INFO] - [E:90| 900]: Train Loss:0.0018517,  Val MRR:0.39372, 	ice0003_2
 | 
						|
2023-05-18 19:31:30,075 - ice0003_2 - [INFO] - [Epoch:90]:  Training Loss:0.001852
 | 
						|
 | 
						|
2023-05-18 19:31:30,598 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 19:31:53,067 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 19:32:15,203 - ice0003_2 - [INFO] - [Evaluating Epoch 90 valid]: 
 | 
						|
	MRR: Tail : 0.41795, Head : 0.36977, Avg : 0.39386
 | 
						|
 | 
						|
2023-05-18 19:32:16,496 - ice0003_2 - [INFO] - [Epoch 90]:  Training Loss: 0.0018523,  Valid MRR: 0.39386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:32:17,441 - ice0003_2 - [INFO] - [E:91| 0]: Train Loss:0.0018035,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:34:00,526 - ice0003_2 - [INFO] - [E:91| 100]: Train Loss:0.00184,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:35:33,321 - ice0003_2 - [INFO] - [E:91| 200]: Train Loss:0.0018403,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:37:16,442 - ice0003_2 - [INFO] - [E:91| 300]: Train Loss:0.0018421,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:39:01,914 - ice0003_2 - [INFO] - [E:91| 400]: Train Loss:0.0018438,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:40:44,145 - ice0003_2 - [INFO] - [E:91| 500]: Train Loss:0.0018459,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:42:26,578 - ice0003_2 - [INFO] - [E:91| 600]: Train Loss:0.001847,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:44:05,284 - ice0003_2 - [INFO] - [E:91| 700]: Train Loss:0.0018483,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:45:40,453 - ice0003_2 - [INFO] - [E:91| 800]: Train Loss:0.001849,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:47:21,984 - ice0003_2 - [INFO] - [E:91| 900]: Train Loss:0.0018498,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:48:34,347 - ice0003_2 - [INFO] - [Epoch:91]:  Training Loss:0.001851
 | 
						|
 | 
						|
2023-05-18 19:48:34,682 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 19:48:58,270 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 19:49:21,059 - ice0003_2 - [INFO] - [Evaluating Epoch 91 valid]: 
 | 
						|
	MRR: Tail : 0.41764, Head : 0.36705, Avg : 0.39234
 | 
						|
 | 
						|
2023-05-18 19:49:21,059 - ice0003_2 - [INFO] - [Epoch 91]:  Training Loss: 0.0018506,  Valid MRR: 0.39386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:49:22,254 - ice0003_2 - [INFO] - [E:92| 0]: Train Loss:0.0018138,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:51:04,892 - ice0003_2 - [INFO] - [E:92| 100]: Train Loss:0.0018348,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:52:40,142 - ice0003_2 - [INFO] - [E:92| 200]: Train Loss:0.001843,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:54:21,491 - ice0003_2 - [INFO] - [E:92| 300]: Train Loss:0.0018448,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:56:04,881 - ice0003_2 - [INFO] - [E:92| 400]: Train Loss:0.0018447,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:57:49,318 - ice0003_2 - [INFO] - [E:92| 500]: Train Loss:0.0018452,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 19:59:31,759 - ice0003_2 - [INFO] - [E:92| 600]: Train Loss:0.0018455,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:01:07,965 - ice0003_2 - [INFO] - [E:92| 700]: Train Loss:0.0018465,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:02:45,001 - ice0003_2 - [INFO] - [E:92| 800]: Train Loss:0.0018467,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:04:26,844 - ice0003_2 - [INFO] - [E:92| 900]: Train Loss:0.0018474,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:05:38,565 - ice0003_2 - [INFO] - [Epoch:92]:  Training Loss:0.001848
 | 
						|
 | 
						|
2023-05-18 20:05:38,904 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:06:02,556 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:06:25,348 - ice0003_2 - [INFO] - [Evaluating Epoch 92 valid]: 
 | 
						|
	MRR: Tail : 0.41575, Head : 0.37003, Avg : 0.39289
 | 
						|
 | 
						|
2023-05-18 20:06:25,349 - ice0003_2 - [INFO] - [Epoch 92]:  Training Loss: 0.0018485,  Valid MRR: 0.39386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:06:26,449 - ice0003_2 - [INFO] - [E:93| 0]: Train Loss:0.0018458,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:08:08,680 - ice0003_2 - [INFO] - [E:93| 100]: Train Loss:0.0018408,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:09:45,976 - ice0003_2 - [INFO] - [E:93| 200]: Train Loss:0.0018401,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:11:23,358 - ice0003_2 - [INFO] - [E:93| 300]: Train Loss:0.0018406,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:13:06,601 - ice0003_2 - [INFO] - [E:93| 400]: Train Loss:0.0018414,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:14:48,051 - ice0003_2 - [INFO] - [E:93| 500]: Train Loss:0.0018425,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:16:29,954 - ice0003_2 - [INFO] - [E:93| 600]: Train Loss:0.0018439,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:18:10,665 - ice0003_2 - [INFO] - [E:93| 700]: Train Loss:0.0018446,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:19:45,103 - ice0003_2 - [INFO] - [E:93| 800]: Train Loss:0.0018456,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:21:27,595 - ice0003_2 - [INFO] - [E:93| 900]: Train Loss:0.0018466,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:22:39,286 - ice0003_2 - [INFO] - [Epoch:93]:  Training Loss:0.001847
 | 
						|
 | 
						|
2023-05-18 20:22:39,800 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:23:02,820 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:23:25,919 - ice0003_2 - [INFO] - [Evaluating Epoch 93 valid]: 
 | 
						|
	MRR: Tail : 0.41729, Head : 0.3689, Avg : 0.39309
 | 
						|
 | 
						|
2023-05-18 20:23:25,920 - ice0003_2 - [INFO] - [Epoch 93]:  Training Loss: 0.0018469,  Valid MRR: 0.39386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:23:27,044 - ice0003_2 - [INFO] - [E:94| 0]: Train Loss:0.0018803,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:25:09,548 - ice0003_2 - [INFO] - [E:94| 100]: Train Loss:0.0018413,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:26:54,303 - ice0003_2 - [INFO] - [E:94| 200]: Train Loss:0.0018397,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:28:26,009 - ice0003_2 - [INFO] - [E:94| 300]: Train Loss:0.0018407,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:30:07,859 - ice0003_2 - [INFO] - [E:94| 400]: Train Loss:0.0018409,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:31:50,344 - ice0003_2 - [INFO] - [E:94| 500]: Train Loss:0.0018403,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:33:32,489 - ice0003_2 - [INFO] - [E:94| 600]: Train Loss:0.0018413,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:35:14,549 - ice0003_2 - [INFO] - [E:94| 700]: Train Loss:0.0018422,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:36:46,775 - ice0003_2 - [INFO] - [E:94| 800]: Train Loss:0.0018435,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:38:28,115 - ice0003_2 - [INFO] - [E:94| 900]: Train Loss:0.0018446,  Val MRR:0.39386, 	ice0003_2
 | 
						|
2023-05-18 20:39:39,638 - ice0003_2 - [INFO] - [Epoch:94]:  Training Loss:0.001845
 | 
						|
 | 
						|
2023-05-18 20:39:40,013 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:40:03,519 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:40:26,130 - ice0003_2 - [INFO] - [Evaluating Epoch 94 valid]: 
 | 
						|
	MRR: Tail : 0.41749, Head : 0.37123, Avg : 0.39436
 | 
						|
 | 
						|
2023-05-18 20:40:27,700 - ice0003_2 - [INFO] - [Epoch 94]:  Training Loss: 0.0018454,  Valid MRR: 0.39436, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:40:28,760 - ice0003_2 - [INFO] - [E:95| 0]: Train Loss:0.0018683,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:42:10,927 - ice0003_2 - [INFO] - [E:95| 100]: Train Loss:0.0018387,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:43:52,466 - ice0003_2 - [INFO] - [E:95| 200]: Train Loss:0.0018386,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:45:24,339 - ice0003_2 - [INFO] - [E:95| 300]: Train Loss:0.0018388,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:47:07,575 - ice0003_2 - [INFO] - [E:95| 400]: Train Loss:0.001839,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:48:50,868 - ice0003_2 - [INFO] - [E:95| 500]: Train Loss:0.0018397,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:50:34,494 - ice0003_2 - [INFO] - [E:95| 600]: Train Loss:0.0018408,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:52:17,587 - ice0003_2 - [INFO] - [E:95| 700]: Train Loss:0.0018411,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:53:49,706 - ice0003_2 - [INFO] - [E:95| 800]: Train Loss:0.0018421,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:55:32,273 - ice0003_2 - [INFO] - [E:95| 900]: Train Loss:0.001843,  Val MRR:0.39436, 	ice0003_2
 | 
						|
2023-05-18 20:56:43,819 - ice0003_2 - [INFO] - [Epoch:95]:  Training Loss:0.001844
 | 
						|
 | 
						|
2023-05-18 20:56:44,167 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:57:06,871 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 20:57:29,100 - ice0003_2 - [INFO] - [Evaluating Epoch 95 valid]: 
 | 
						|
	MRR: Tail : 0.41836, Head : 0.37123, Avg : 0.3948
 | 
						|
 | 
						|
2023-05-18 20:57:30,466 - ice0003_2 - [INFO] - [Epoch 95]:  Training Loss: 0.0018435,  Valid MRR: 0.3948, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:57:31,675 - ice0003_2 - [INFO] - [E:96| 0]: Train Loss:0.0018656,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 20:59:13,120 - ice0003_2 - [INFO] - [E:96| 100]: Train Loss:0.0018351,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:00:54,542 - ice0003_2 - [INFO] - [E:96| 200]: Train Loss:0.0018363,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:02:26,343 - ice0003_2 - [INFO] - [E:96| 300]: Train Loss:0.0018373,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:04:08,440 - ice0003_2 - [INFO] - [E:96| 400]: Train Loss:0.0018377,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:05:50,300 - ice0003_2 - [INFO] - [E:96| 500]: Train Loss:0.0018389,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:07:32,255 - ice0003_2 - [INFO] - [E:96| 600]: Train Loss:0.0018389,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:09:13,907 - ice0003_2 - [INFO] - [E:96| 700]: Train Loss:0.0018397,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:10:46,120 - ice0003_2 - [INFO] - [E:96| 800]: Train Loss:0.0018403,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:12:27,671 - ice0003_2 - [INFO] - [E:96| 900]: Train Loss:0.001841,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:13:38,898 - ice0003_2 - [INFO] - [Epoch:96]:  Training Loss:0.001842
 | 
						|
 | 
						|
2023-05-18 21:13:39,250 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 21:14:05,494 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 21:14:28,730 - ice0003_2 - [INFO] - [Evaluating Epoch 96 valid]: 
 | 
						|
	MRR: Tail : 0.41766, Head : 0.3699, Avg : 0.39378
 | 
						|
 | 
						|
2023-05-18 21:14:28,730 - ice0003_2 - [INFO] - [Epoch 96]:  Training Loss: 0.0018417,  Valid MRR: 0.3948, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:14:29,505 - ice0003_2 - [INFO] - [E:97| 0]: Train Loss:0.0018301,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:16:12,418 - ice0003_2 - [INFO] - [E:97| 100]: Train Loss:0.0018307,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:17:55,438 - ice0003_2 - [INFO] - [E:97| 200]: Train Loss:0.0018314,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:19:27,688 - ice0003_2 - [INFO] - [E:97| 300]: Train Loss:0.0018345,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:21:10,618 - ice0003_2 - [INFO] - [E:97| 400]: Train Loss:0.0018346,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:22:53,861 - ice0003_2 - [INFO] - [E:97| 500]: Train Loss:0.0018363,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:24:37,398 - ice0003_2 - [INFO] - [E:97| 600]: Train Loss:0.001837,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:26:19,374 - ice0003_2 - [INFO] - [E:97| 700]: Train Loss:0.0018378,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:27:50,833 - ice0003_2 - [INFO] - [E:97| 800]: Train Loss:0.0018385,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:29:33,260 - ice0003_2 - [INFO] - [E:97| 900]: Train Loss:0.0018397,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:30:45,373 - ice0003_2 - [INFO] - [Epoch:97]:  Training Loss:0.00184
 | 
						|
 | 
						|
2023-05-18 21:30:45,639 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 21:31:08,689 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 21:31:31,419 - ice0003_2 - [INFO] - [Evaluating Epoch 97 valid]: 
 | 
						|
	MRR: Tail : 0.41962, Head : 0.36948, Avg : 0.39455
 | 
						|
 | 
						|
2023-05-18 21:31:31,419 - ice0003_2 - [INFO] - [Epoch 97]:  Training Loss: 0.0018399,  Valid MRR: 0.3948, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:31:32,566 - ice0003_2 - [INFO] - [E:98| 0]: Train Loss:0.0018543,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:33:14,928 - ice0003_2 - [INFO] - [E:98| 100]: Train Loss:0.0018312,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:34:57,180 - ice0003_2 - [INFO] - [E:98| 200]: Train Loss:0.0018352,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:36:29,592 - ice0003_2 - [INFO] - [E:98| 300]: Train Loss:0.0018352,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:38:13,113 - ice0003_2 - [INFO] - [E:98| 400]: Train Loss:0.0018356,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:39:56,329 - ice0003_2 - [INFO] - [E:98| 500]: Train Loss:0.0018354,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:41:38,295 - ice0003_2 - [INFO] - [E:98| 600]: Train Loss:0.001836,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:43:20,660 - ice0003_2 - [INFO] - [E:98| 700]: Train Loss:0.0018359,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:44:52,808 - ice0003_2 - [INFO] - [E:98| 800]: Train Loss:0.0018366,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:46:35,243 - ice0003_2 - [INFO] - [E:98| 900]: Train Loss:0.0018383,  Val MRR:0.3948, 	ice0003_2
 | 
						|
2023-05-18 21:47:47,166 - ice0003_2 - [INFO] - [Epoch:98]:  Training Loss:0.001839
 | 
						|
 | 
						|
2023-05-18 21:47:47,563 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 21:48:10,870 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 21:48:33,613 - ice0003_2 - [INFO] - [Evaluating Epoch 98 valid]: 
 | 
						|
	MRR: Tail : 0.4194, Head : 0.3716, Avg : 0.3955
 | 
						|
 | 
						|
2023-05-18 21:48:34,860 - ice0003_2 - [INFO] - [Epoch 98]:  Training Loss: 0.0018386,  Valid MRR: 0.3955, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:48:36,092 - ice0003_2 - [INFO] - [E:99| 0]: Train Loss:0.0018251,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 21:50:18,102 - ice0003_2 - [INFO] - [E:99| 100]: Train Loss:0.001826,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 21:52:00,255 - ice0003_2 - [INFO] - [E:99| 200]: Train Loss:0.00183,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 21:53:32,422 - ice0003_2 - [INFO] - [E:99| 300]: Train Loss:0.0018297,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 21:55:14,218 - ice0003_2 - [INFO] - [E:99| 400]: Train Loss:0.0018316,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 21:56:55,547 - ice0003_2 - [INFO] - [E:99| 500]: Train Loss:0.0018334,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 21:58:37,510 - ice0003_2 - [INFO] - [E:99| 600]: Train Loss:0.0018339,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:00:19,048 - ice0003_2 - [INFO] - [E:99| 700]: Train Loss:0.0018342,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:01:55,073 - ice0003_2 - [INFO] - [E:99| 800]: Train Loss:0.001835,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:03:35,454 - ice0003_2 - [INFO] - [E:99| 900]: Train Loss:0.0018362,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:04:47,505 - ice0003_2 - [INFO] - [Epoch:99]:  Training Loss:0.001836
 | 
						|
 | 
						|
2023-05-18 22:04:47,856 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:05:11,441 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:05:34,497 - ice0003_2 - [INFO] - [Evaluating Epoch 99 valid]: 
 | 
						|
	MRR: Tail : 0.4178, Head : 0.37275, Avg : 0.39527
 | 
						|
	MR: Tail : 298.02, Head : 318.92, Avg : 308.47
 | 
						|
	Hit-1: Tail : 0.31072, Head : 0.27042, Avg : 0.29057
 | 
						|
	Hit-3: Tail : 0.47032, Head : 0.41473, Avg : 0.44253
 | 
						|
	Hit-10: Tail : 0.62204, Head : 0.57968, Avg : 0.60086
 | 
						|
2023-05-18 22:05:34,497 - ice0003_2 - [INFO] - [Epoch 99]:  Training Loss: 0.0018364,  Valid MRR: 0.3955, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:05:35,365 - ice0003_2 - [INFO] - [E:100| 0]: Train Loss:0.0018075,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:07:18,214 - ice0003_2 - [INFO] - [E:100| 100]: Train Loss:0.0018312,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:09:00,274 - ice0003_2 - [INFO] - [E:100| 200]: Train Loss:0.0018312,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:10:32,647 - ice0003_2 - [INFO] - [E:100| 300]: Train Loss:0.001831,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:12:13,898 - ice0003_2 - [INFO] - [E:100| 400]: Train Loss:0.001831,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:13:56,180 - ice0003_2 - [INFO] - [E:100| 500]: Train Loss:0.0018321,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:15:38,543 - ice0003_2 - [INFO] - [E:100| 600]: Train Loss:0.0018317,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:17:20,452 - ice0003_2 - [INFO] - [E:100| 700]: Train Loss:0.0018323,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:19:01,248 - ice0003_2 - [INFO] - [E:100| 800]: Train Loss:0.0018334,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:20:35,771 - ice0003_2 - [INFO] - [E:100| 900]: Train Loss:0.0018339,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:21:48,636 - ice0003_2 - [INFO] - [Epoch:100]:  Training Loss:0.001835
 | 
						|
 | 
						|
2023-05-18 22:21:48,899 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:22:12,399 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:22:35,456 - ice0003_2 - [INFO] - [Evaluating Epoch 100 valid]: 
 | 
						|
	MRR: Tail : 0.41927, Head : 0.3706, Avg : 0.39493
 | 
						|
 | 
						|
2023-05-18 22:22:35,456 - ice0003_2 - [INFO] - [Epoch 100]:  Training Loss: 0.0018347,  Valid MRR: 0.3955, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:22:36,642 - ice0003_2 - [INFO] - [E:101| 0]: Train Loss:0.0019068,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:24:18,748 - ice0003_2 - [INFO] - [E:101| 100]: Train Loss:0.0018261,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:26:00,697 - ice0003_2 - [INFO] - [E:101| 200]: Train Loss:0.0018274,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:27:37,499 - ice0003_2 - [INFO] - [E:101| 300]: Train Loss:0.0018293,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:29:16,599 - ice0003_2 - [INFO] - [E:101| 400]: Train Loss:0.0018291,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:30:59,556 - ice0003_2 - [INFO] - [E:101| 500]: Train Loss:0.0018298,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:32:42,889 - ice0003_2 - [INFO] - [E:101| 600]: Train Loss:0.0018298,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:34:26,570 - ice0003_2 - [INFO] - [E:101| 700]: Train Loss:0.0018299,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:36:09,028 - ice0003_2 - [INFO] - [E:101| 800]: Train Loss:0.0018312,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:37:42,253 - ice0003_2 - [INFO] - [E:101| 900]: Train Loss:0.0018322,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:38:52,970 - ice0003_2 - [INFO] - [Epoch:101]:  Training Loss:0.001833
 | 
						|
 | 
						|
2023-05-18 22:38:53,366 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:39:15,826 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:39:38,116 - ice0003_2 - [INFO] - [Evaluating Epoch 101 valid]: 
 | 
						|
	MRR: Tail : 0.41848, Head : 0.37248, Avg : 0.39548
 | 
						|
 | 
						|
2023-05-18 22:39:38,116 - ice0003_2 - [INFO] - [Epoch 101]:  Training Loss: 0.0018329,  Valid MRR: 0.3955, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:39:39,275 - ice0003_2 - [INFO] - [E:102| 0]: Train Loss:0.0018443,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:41:21,157 - ice0003_2 - [INFO] - [E:102| 100]: Train Loss:0.0018211,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:43:02,912 - ice0003_2 - [INFO] - [E:102| 200]: Train Loss:0.0018228,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:44:41,926 - ice0003_2 - [INFO] - [E:102| 300]: Train Loss:0.0018239,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:46:17,254 - ice0003_2 - [INFO] - [E:102| 400]: Train Loss:0.0018252,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:48:00,018 - ice0003_2 - [INFO] - [E:102| 500]: Train Loss:0.001828,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:49:45,408 - ice0003_2 - [INFO] - [E:102| 600]: Train Loss:0.0018284,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:51:29,217 - ice0003_2 - [INFO] - [E:102| 700]: Train Loss:0.0018297,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:53:11,268 - ice0003_2 - [INFO] - [E:102| 800]: Train Loss:0.0018303,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:54:43,029 - ice0003_2 - [INFO] - [E:102| 900]: Train Loss:0.0018308,  Val MRR:0.3955, 	ice0003_2
 | 
						|
2023-05-18 22:55:55,188 - ice0003_2 - [INFO] - [Epoch:102]:  Training Loss:0.001832
 | 
						|
 | 
						|
2023-05-18 22:55:55,562 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:56:19,129 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 22:56:41,863 - ice0003_2 - [INFO] - [Evaluating Epoch 102 valid]: 
 | 
						|
	MRR: Tail : 0.41993, Head : 0.37273, Avg : 0.39633
 | 
						|
 | 
						|
2023-05-18 22:56:43,148 - ice0003_2 - [INFO] - [Epoch 102]:  Training Loss: 0.0018317,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:56:44,223 - ice0003_2 - [INFO] - [E:103| 0]: Train Loss:0.0018551,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 22:58:27,040 - ice0003_2 - [INFO] - [E:103| 100]: Train Loss:0.0018201,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:00:09,572 - ice0003_2 - [INFO] - [E:103| 200]: Train Loss:0.0018217,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:01:51,674 - ice0003_2 - [INFO] - [E:103| 300]: Train Loss:0.0018232,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:03:24,642 - ice0003_2 - [INFO] - [E:103| 400]: Train Loss:0.001825,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:05:08,215 - ice0003_2 - [INFO] - [E:103| 500]: Train Loss:0.0018262,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:06:50,905 - ice0003_2 - [INFO] - [E:103| 600]: Train Loss:0.0018269,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:08:32,978 - ice0003_2 - [INFO] - [E:103| 700]: Train Loss:0.0018276,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:10:16,683 - ice0003_2 - [INFO] - [E:103| 800]: Train Loss:0.0018287,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:11:49,323 - ice0003_2 - [INFO] - [E:103| 900]: Train Loss:0.001829,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:13:01,121 - ice0003_2 - [INFO] - [Epoch:103]:  Training Loss:0.00183
 | 
						|
 | 
						|
2023-05-18 23:13:01,624 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 23:13:25,238 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 23:13:47,839 - ice0003_2 - [INFO] - [Evaluating Epoch 103 valid]: 
 | 
						|
	MRR: Tail : 0.41741, Head : 0.37297, Avg : 0.39519
 | 
						|
 | 
						|
2023-05-18 23:13:47,839 - ice0003_2 - [INFO] - [Epoch 103]:  Training Loss: 0.0018296,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:13:48,984 - ice0003_2 - [INFO] - [E:104| 0]: Train Loss:0.0018036,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:15:31,497 - ice0003_2 - [INFO] - [E:104| 100]: Train Loss:0.0018194,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:17:14,168 - ice0003_2 - [INFO] - [E:104| 200]: Train Loss:0.0018205,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:18:56,780 - ice0003_2 - [INFO] - [E:104| 300]: Train Loss:0.001823,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:20:29,012 - ice0003_2 - [INFO] - [E:104| 400]: Train Loss:0.0018238,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:22:10,455 - ice0003_2 - [INFO] - [E:104| 500]: Train Loss:0.0018244,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:23:53,339 - ice0003_2 - [INFO] - [E:104| 600]: Train Loss:0.0018266,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:25:36,523 - ice0003_2 - [INFO] - [E:104| 700]: Train Loss:0.0018278,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:27:19,730 - ice0003_2 - [INFO] - [E:104| 800]: Train Loss:0.0018286,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:28:52,549 - ice0003_2 - [INFO] - [E:104| 900]: Train Loss:0.001829,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:30:04,608 - ice0003_2 - [INFO] - [Epoch:104]:  Training Loss:0.001829
 | 
						|
 | 
						|
2023-05-18 23:30:04,940 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 23:30:28,478 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 23:30:50,967 - ice0003_2 - [INFO] - [Evaluating Epoch 104 valid]: 
 | 
						|
	MRR: Tail : 0.41807, Head : 0.3726, Avg : 0.39533
 | 
						|
 | 
						|
2023-05-18 23:30:50,967 - ice0003_2 - [INFO] - [Epoch 104]:  Training Loss: 0.0018287,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:30:52,167 - ice0003_2 - [INFO] - [E:105| 0]: Train Loss:0.0017893,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:32:34,909 - ice0003_2 - [INFO] - [E:105| 100]: Train Loss:0.0018209,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:34:17,255 - ice0003_2 - [INFO] - [E:105| 200]: Train Loss:0.0018223,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:35:58,645 - ice0003_2 - [INFO] - [E:105| 300]: Train Loss:0.0018237,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:37:32,732 - ice0003_2 - [INFO] - [E:105| 400]: Train Loss:0.0018231,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:39:15,106 - ice0003_2 - [INFO] - [E:105| 500]: Train Loss:0.0018242,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:40:57,432 - ice0003_2 - [INFO] - [E:105| 600]: Train Loss:0.0018246,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:42:39,640 - ice0003_2 - [INFO] - [E:105| 700]: Train Loss:0.0018248,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:44:22,275 - ice0003_2 - [INFO] - [E:105| 800]: Train Loss:0.0018252,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:45:54,126 - ice0003_2 - [INFO] - [E:105| 900]: Train Loss:0.0018261,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:47:06,514 - ice0003_2 - [INFO] - [Epoch:105]:  Training Loss:0.001827
 | 
						|
 | 
						|
2023-05-18 23:47:06,776 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 23:47:30,212 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-18 23:47:53,141 - ice0003_2 - [INFO] - [Evaluating Epoch 105 valid]: 
 | 
						|
	MRR: Tail : 0.41878, Head : 0.37184, Avg : 0.39531
 | 
						|
 | 
						|
2023-05-18 23:47:53,141 - ice0003_2 - [INFO] - [Epoch 105]:  Training Loss: 0.0018265,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:47:54,293 - ice0003_2 - [INFO] - [E:106| 0]: Train Loss:0.0018314,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:49:36,239 - ice0003_2 - [INFO] - [E:106| 100]: Train Loss:0.0018169,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:51:17,913 - ice0003_2 - [INFO] - [E:106| 200]: Train Loss:0.0018218,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:53:00,292 - ice0003_2 - [INFO] - [E:106| 300]: Train Loss:0.0018213,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:54:32,837 - ice0003_2 - [INFO] - [E:106| 400]: Train Loss:0.0018221,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:56:16,557 - ice0003_2 - [INFO] - [E:106| 500]: Train Loss:0.0018228,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:57:58,984 - ice0003_2 - [INFO] - [E:106| 600]: Train Loss:0.0018238,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-18 23:59:41,745 - ice0003_2 - [INFO] - [E:106| 700]: Train Loss:0.0018234,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:01:24,426 - ice0003_2 - [INFO] - [E:106| 800]: Train Loss:0.0018238,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:02:56,714 - ice0003_2 - [INFO] - [E:106| 900]: Train Loss:0.0018243,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:04:08,889 - ice0003_2 - [INFO] - [Epoch:106]:  Training Loss:0.001825
 | 
						|
 | 
						|
2023-05-19 00:04:09,411 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:04:32,287 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:04:54,906 - ice0003_2 - [INFO] - [Evaluating Epoch 106 valid]: 
 | 
						|
	MRR: Tail : 0.41937, Head : 0.37181, Avg : 0.39559
 | 
						|
 | 
						|
2023-05-19 00:04:54,907 - ice0003_2 - [INFO] - [Epoch 106]:  Training Loss: 0.0018251,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:04:56,011 - ice0003_2 - [INFO] - [E:107| 0]: Train Loss:0.0018761,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:06:37,820 - ice0003_2 - [INFO] - [E:107| 100]: Train Loss:0.0018124,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:08:20,753 - ice0003_2 - [INFO] - [E:107| 200]: Train Loss:0.0018154,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:10:03,184 - ice0003_2 - [INFO] - [E:107| 300]: Train Loss:0.0018167,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:11:35,487 - ice0003_2 - [INFO] - [E:107| 400]: Train Loss:0.0018175,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:13:18,116 - ice0003_2 - [INFO] - [E:107| 500]: Train Loss:0.0018196,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:15:00,897 - ice0003_2 - [INFO] - [E:107| 600]: Train Loss:0.0018204,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:16:43,497 - ice0003_2 - [INFO] - [E:107| 700]: Train Loss:0.001821,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:18:25,797 - ice0003_2 - [INFO] - [E:107| 800]: Train Loss:0.0018221,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:19:57,081 - ice0003_2 - [INFO] - [E:107| 900]: Train Loss:0.001823,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:21:09,106 - ice0003_2 - [INFO] - [Epoch:107]:  Training Loss:0.001824
 | 
						|
 | 
						|
2023-05-19 00:21:09,387 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:21:32,435 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:21:55,411 - ice0003_2 - [INFO] - [Evaluating Epoch 107 valid]: 
 | 
						|
	MRR: Tail : 0.41909, Head : 0.3728, Avg : 0.39595
 | 
						|
 | 
						|
2023-05-19 00:21:55,411 - ice0003_2 - [INFO] - [Epoch 107]:  Training Loss: 0.0018236,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:21:56,215 - ice0003_2 - [INFO] - [E:108| 0]: Train Loss:0.0018403,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:23:38,247 - ice0003_2 - [INFO] - [E:108| 100]: Train Loss:0.0018163,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:25:23,143 - ice0003_2 - [INFO] - [E:108| 200]: Train Loss:0.0018154,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:27:05,180 - ice0003_2 - [INFO] - [E:108| 300]: Train Loss:0.001817,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:28:37,347 - ice0003_2 - [INFO] - [E:108| 400]: Train Loss:0.0018187,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:30:19,444 - ice0003_2 - [INFO] - [E:108| 500]: Train Loss:0.0018195,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:32:01,238 - ice0003_2 - [INFO] - [E:108| 600]: Train Loss:0.0018205,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:33:42,045 - ice0003_2 - [INFO] - [E:108| 700]: Train Loss:0.0018218,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:35:24,333 - ice0003_2 - [INFO] - [E:108| 800]: Train Loss:0.0018216,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:36:56,828 - ice0003_2 - [INFO] - [E:108| 900]: Train Loss:0.001822,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:38:08,458 - ice0003_2 - [INFO] - [Epoch:108]:  Training Loss:0.001822
 | 
						|
 | 
						|
2023-05-19 00:38:08,720 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:38:32,488 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:38:55,428 - ice0003_2 - [INFO] - [Evaluating Epoch 108 valid]: 
 | 
						|
	MRR: Tail : 0.42037, Head : 0.37093, Avg : 0.39565
 | 
						|
 | 
						|
2023-05-19 00:38:55,428 - ice0003_2 - [INFO] - [Epoch 108]:  Training Loss: 0.0018224,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:38:56,640 - ice0003_2 - [INFO] - [E:109| 0]: Train Loss:0.0018085,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:40:38,531 - ice0003_2 - [INFO] - [E:109| 100]: Train Loss:0.00181,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:42:20,856 - ice0003_2 - [INFO] - [E:109| 200]: Train Loss:0.0018114,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:44:02,988 - ice0003_2 - [INFO] - [E:109| 300]: Train Loss:0.0018144,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:45:35,180 - ice0003_2 - [INFO] - [E:109| 400]: Train Loss:0.001815,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:47:17,454 - ice0003_2 - [INFO] - [E:109| 500]: Train Loss:0.0018172,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:48:58,753 - ice0003_2 - [INFO] - [E:109| 600]: Train Loss:0.0018175,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:50:41,040 - ice0003_2 - [INFO] - [E:109| 700]: Train Loss:0.001818,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:52:23,449 - ice0003_2 - [INFO] - [E:109| 800]: Train Loss:0.0018191,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:53:55,384 - ice0003_2 - [INFO] - [E:109| 900]: Train Loss:0.0018199,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:55:07,659 - ice0003_2 - [INFO] - [Epoch:109]:  Training Loss:0.001821
 | 
						|
 | 
						|
2023-05-19 00:55:07,983 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:55:30,909 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 00:55:54,078 - ice0003_2 - [INFO] - [Evaluating Epoch 109 valid]: 
 | 
						|
	MRR: Tail : 0.42099, Head : 0.37067, Avg : 0.39583
 | 
						|
	MR: Tail : 309.03, Head : 332.04, Avg : 320.54
 | 
						|
	Hit-1: Tail : 0.31569, Head : 0.26617, Avg : 0.29093
 | 
						|
	Hit-3: Tail : 0.47178, Head : 0.4185, Avg : 0.44514
 | 
						|
	Hit-10: Tail : 0.62398, Head : 0.57871, Avg : 0.60135
 | 
						|
2023-05-19 00:55:54,079 - ice0003_2 - [INFO] - [Epoch 109]:  Training Loss: 0.0018206,  Valid MRR: 0.39633, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:55:54,891 - ice0003_2 - [INFO] - [E:110| 0]: Train Loss:0.0018133,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:57:37,652 - ice0003_2 - [INFO] - [E:110| 100]: Train Loss:0.00181,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 00:59:20,610 - ice0003_2 - [INFO] - [E:110| 200]: Train Loss:0.0018114,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:01:04,402 - ice0003_2 - [INFO] - [E:110| 300]: Train Loss:0.0018125,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:02:35,939 - ice0003_2 - [INFO] - [E:110| 400]: Train Loss:0.0018144,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:04:18,905 - ice0003_2 - [INFO] - [E:110| 500]: Train Loss:0.0018156,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:06:02,478 - ice0003_2 - [INFO] - [E:110| 600]: Train Loss:0.0018163,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:07:46,347 - ice0003_2 - [INFO] - [E:110| 700]: Train Loss:0.0018168,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:09:29,872 - ice0003_2 - [INFO] - [E:110| 800]: Train Loss:0.0018177,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:11:02,927 - ice0003_2 - [INFO] - [E:110| 900]: Train Loss:0.0018186,  Val MRR:0.39633, 	ice0003_2
 | 
						|
2023-05-19 01:12:17,552 - ice0003_2 - [INFO] - [Epoch:110]:  Training Loss:0.001819
 | 
						|
 | 
						|
2023-05-19 01:12:17,840 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 01:12:40,689 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 01:13:03,685 - ice0003_2 - [INFO] - [Evaluating Epoch 110 valid]: 
 | 
						|
	MRR: Tail : 0.42042, Head : 0.37266, Avg : 0.39654
 | 
						|
 | 
						|
2023-05-19 01:13:05,042 - ice0003_2 - [INFO] - [Epoch 110]:  Training Loss: 0.0018187,  Valid MRR: 0.39654, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:13:06,241 - ice0003_2 - [INFO] - [E:111| 0]: Train Loss:0.0018196,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:14:49,340 - ice0003_2 - [INFO] - [E:111| 100]: Train Loss:0.0018115,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:16:31,458 - ice0003_2 - [INFO] - [E:111| 200]: Train Loss:0.0018127,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:18:13,923 - ice0003_2 - [INFO] - [E:111| 300]: Train Loss:0.0018147,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:19:46,535 - ice0003_2 - [INFO] - [E:111| 400]: Train Loss:0.0018142,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:21:30,112 - ice0003_2 - [INFO] - [E:111| 500]: Train Loss:0.0018155,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:23:12,976 - ice0003_2 - [INFO] - [E:111| 600]: Train Loss:0.0018157,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:24:55,759 - ice0003_2 - [INFO] - [E:111| 700]: Train Loss:0.0018156,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:26:38,759 - ice0003_2 - [INFO] - [E:111| 800]: Train Loss:0.0018162,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:28:13,980 - ice0003_2 - [INFO] - [E:111| 900]: Train Loss:0.0018168,  Val MRR:0.39654, 	ice0003_2
 | 
						|
2023-05-19 01:29:24,473 - ice0003_2 - [INFO] - [Epoch:111]:  Training Loss:0.001817
 | 
						|
 | 
						|
2023-05-19 01:29:24,989 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 01:29:47,846 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 01:30:10,158 - ice0003_2 - [INFO] - [Evaluating Epoch 111 valid]: 
 | 
						|
	MRR: Tail : 0.42049, Head : 0.37288, Avg : 0.39669
 | 
						|
 | 
						|
2023-05-19 01:30:11,491 - ice0003_2 - [INFO] - [Epoch 111]:  Training Loss: 0.0018173,  Valid MRR: 0.39669, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:30:12,694 - ice0003_2 - [INFO] - [E:112| 0]: Train Loss:0.0017806,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:31:53,344 - ice0003_2 - [INFO] - [E:112| 100]: Train Loss:0.0018069,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:33:35,115 - ice0003_2 - [INFO] - [E:112| 200]: Train Loss:0.0018097,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:35:17,850 - ice0003_2 - [INFO] - [E:112| 300]: Train Loss:0.0018128,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:36:50,254 - ice0003_2 - [INFO] - [E:112| 400]: Train Loss:0.0018143,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:38:33,254 - ice0003_2 - [INFO] - [E:112| 500]: Train Loss:0.0018141,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:40:16,523 - ice0003_2 - [INFO] - [E:112| 600]: Train Loss:0.0018143,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:41:59,323 - ice0003_2 - [INFO] - [E:112| 700]: Train Loss:0.0018144,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:43:42,559 - ice0003_2 - [INFO] - [E:112| 800]: Train Loss:0.0018143,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:45:18,784 - ice0003_2 - [INFO] - [E:112| 900]: Train Loss:0.001815,  Val MRR:0.39669, 	ice0003_2
 | 
						|
2023-05-19 01:46:26,032 - ice0003_2 - [INFO] - [Epoch:112]:  Training Loss:0.001816
 | 
						|
 | 
						|
2023-05-19 01:46:26,483 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 01:46:49,753 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 01:47:12,793 - ice0003_2 - [INFO] - [Evaluating Epoch 112 valid]: 
 | 
						|
	MRR: Tail : 0.42139, Head : 0.37443, Avg : 0.39791
 | 
						|
 | 
						|
2023-05-19 01:47:14,185 - ice0003_2 - [INFO] - [Epoch 112]:  Training Loss: 0.0018155,  Valid MRR: 0.39791, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:47:15,606 - ice0003_2 - [INFO] - [E:113| 0]: Train Loss:0.0017651,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:48:58,250 - ice0003_2 - [INFO] - [E:113| 100]: Train Loss:0.0018076,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:50:41,631 - ice0003_2 - [INFO] - [E:113| 200]: Train Loss:0.0018074,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:52:24,623 - ice0003_2 - [INFO] - [E:113| 300]: Train Loss:0.0018088,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:54:00,485 - ice0003_2 - [INFO] - [E:113| 400]: Train Loss:0.0018108,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:55:40,204 - ice0003_2 - [INFO] - [E:113| 500]: Train Loss:0.0018112,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:57:23,129 - ice0003_2 - [INFO] - [E:113| 600]: Train Loss:0.0018117,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 01:59:07,863 - ice0003_2 - [INFO] - [E:113| 700]: Train Loss:0.0018132,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 02:00:48,867 - ice0003_2 - [INFO] - [E:113| 800]: Train Loss:0.0018137,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 02:02:30,290 - ice0003_2 - [INFO] - [E:113| 900]: Train Loss:0.0018145,  Val MRR:0.39791, 	ice0003_2
 | 
						|
2023-05-19 02:03:33,932 - ice0003_2 - [INFO] - [Epoch:113]:  Training Loss:0.001815
 | 
						|
 | 
						|
2023-05-19 02:03:34,371 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:03:57,292 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:04:20,026 - ice0003_2 - [INFO] - [Evaluating Epoch 113 valid]: 
 | 
						|
	MRR: Tail : 0.4214, Head : 0.37456, Avg : 0.39798
 | 
						|
 | 
						|
2023-05-19 02:04:21,798 - ice0003_2 - [INFO] - [Epoch 113]:  Training Loss: 0.0018147,  Valid MRR: 0.39798, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:04:23,159 - ice0003_2 - [INFO] - [E:114| 0]: Train Loss:0.001815,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:06:05,104 - ice0003_2 - [INFO] - [E:114| 100]: Train Loss:0.0018097,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:07:47,440 - ice0003_2 - [INFO] - [E:114| 200]: Train Loss:0.0018086,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:09:30,102 - ice0003_2 - [INFO] - [E:114| 300]: Train Loss:0.0018097,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:11:11,119 - ice0003_2 - [INFO] - [E:114| 400]: Train Loss:0.0018097,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:12:44,538 - ice0003_2 - [INFO] - [E:114| 500]: Train Loss:0.0018104,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:14:26,167 - ice0003_2 - [INFO] - [E:114| 600]: Train Loss:0.0018109,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:16:07,966 - ice0003_2 - [INFO] - [E:114| 700]: Train Loss:0.0018117,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:17:50,550 - ice0003_2 - [INFO] - [E:114| 800]: Train Loss:0.0018123,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:19:33,184 - ice0003_2 - [INFO] - [E:114| 900]: Train Loss:0.0018124,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:20:35,319 - ice0003_2 - [INFO] - [Epoch:114]:  Training Loss:0.001813
 | 
						|
 | 
						|
2023-05-19 02:20:35,582 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:20:59,122 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:21:22,262 - ice0003_2 - [INFO] - [Evaluating Epoch 114 valid]: 
 | 
						|
	MRR: Tail : 0.41892, Head : 0.37388, Avg : 0.3964
 | 
						|
 | 
						|
2023-05-19 02:21:22,262 - ice0003_2 - [INFO] - [Epoch 114]:  Training Loss: 0.001813,  Valid MRR: 0.39798, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:21:23,223 - ice0003_2 - [INFO] - [E:115| 0]: Train Loss:0.0017743,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:23:07,164 - ice0003_2 - [INFO] - [E:115| 100]: Train Loss:0.0018039,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:24:50,968 - ice0003_2 - [INFO] - [E:115| 200]: Train Loss:0.0018065,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:26:34,568 - ice0003_2 - [INFO] - [E:115| 300]: Train Loss:0.0018065,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:28:15,975 - ice0003_2 - [INFO] - [E:115| 400]: Train Loss:0.0018059,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:29:48,280 - ice0003_2 - [INFO] - [E:115| 500]: Train Loss:0.0018077,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:31:31,119 - ice0003_2 - [INFO] - [E:115| 600]: Train Loss:0.0018088,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:33:13,958 - ice0003_2 - [INFO] - [E:115| 700]: Train Loss:0.0018097,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:34:56,812 - ice0003_2 - [INFO] - [E:115| 800]: Train Loss:0.0018104,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:36:39,823 - ice0003_2 - [INFO] - [E:115| 900]: Train Loss:0.0018113,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:37:41,791 - ice0003_2 - [INFO] - [Epoch:115]:  Training Loss:0.001812
 | 
						|
 | 
						|
2023-05-19 02:37:42,310 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:38:05,115 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:38:27,981 - ice0003_2 - [INFO] - [Evaluating Epoch 115 valid]: 
 | 
						|
	MRR: Tail : 0.4208, Head : 0.37313, Avg : 0.39697
 | 
						|
 | 
						|
2023-05-19 02:38:27,981 - ice0003_2 - [INFO] - [Epoch 115]:  Training Loss: 0.0018116,  Valid MRR: 0.39798, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:38:29,100 - ice0003_2 - [INFO] - [E:116| 0]: Train Loss:0.001801,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:40:11,107 - ice0003_2 - [INFO] - [E:116| 100]: Train Loss:0.0018023,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:41:52,978 - ice0003_2 - [INFO] - [E:116| 200]: Train Loss:0.0018038,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:43:34,133 - ice0003_2 - [INFO] - [E:116| 300]: Train Loss:0.0018035,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:45:16,825 - ice0003_2 - [INFO] - [E:116| 400]: Train Loss:0.0018051,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:46:51,791 - ice0003_2 - [INFO] - [E:116| 500]: Train Loss:0.0018071,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:48:34,271 - ice0003_2 - [INFO] - [E:116| 600]: Train Loss:0.0018072,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:50:16,787 - ice0003_2 - [INFO] - [E:116| 700]: Train Loss:0.0018077,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:51:59,754 - ice0003_2 - [INFO] - [E:116| 800]: Train Loss:0.0018086,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:53:42,309 - ice0003_2 - [INFO] - [E:116| 900]: Train Loss:0.0018096,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:54:44,634 - ice0003_2 - [INFO] - [Epoch:116]:  Training Loss:0.00181
 | 
						|
 | 
						|
2023-05-19 02:54:44,969 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:55:08,286 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 02:55:31,165 - ice0003_2 - [INFO] - [Evaluating Epoch 116 valid]: 
 | 
						|
	MRR: Tail : 0.42065, Head : 0.37233, Avg : 0.39649
 | 
						|
 | 
						|
2023-05-19 02:55:31,165 - ice0003_2 - [INFO] - [Epoch 116]:  Training Loss: 0.0018101,  Valid MRR: 0.39798, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:55:32,370 - ice0003_2 - [INFO] - [E:117| 0]: Train Loss:0.0017746,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:57:13,316 - ice0003_2 - [INFO] - [E:117| 100]: Train Loss:0.0018081,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 02:58:54,634 - ice0003_2 - [INFO] - [E:117| 200]: Train Loss:0.0018075,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:00:37,170 - ice0003_2 - [INFO] - [E:117| 300]: Train Loss:0.0018066,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:02:19,122 - ice0003_2 - [INFO] - [E:117| 400]: Train Loss:0.0018053,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:03:51,095 - ice0003_2 - [INFO] - [E:117| 500]: Train Loss:0.0018055,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:05:32,925 - ice0003_2 - [INFO] - [E:117| 600]: Train Loss:0.0018069,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:07:15,923 - ice0003_2 - [INFO] - [E:117| 700]: Train Loss:0.0018077,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:08:58,318 - ice0003_2 - [INFO] - [E:117| 800]: Train Loss:0.0018083,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:10:40,572 - ice0003_2 - [INFO] - [E:117| 900]: Train Loss:0.0018088,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:11:41,747 - ice0003_2 - [INFO] - [Epoch:117]:  Training Loss:0.001809
 | 
						|
 | 
						|
2023-05-19 03:11:42,057 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 03:12:04,498 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 03:12:26,617 - ice0003_2 - [INFO] - [Evaluating Epoch 117 valid]: 
 | 
						|
	MRR: Tail : 0.42061, Head : 0.3745, Avg : 0.39756
 | 
						|
 | 
						|
2023-05-19 03:12:26,617 - ice0003_2 - [INFO] - [Epoch 117]:  Training Loss: 0.0018091,  Valid MRR: 0.39798, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:12:27,688 - ice0003_2 - [INFO] - [E:118| 0]: Train Loss:0.0017905,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:14:10,485 - ice0003_2 - [INFO] - [E:118| 100]: Train Loss:0.0018013,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:15:53,055 - ice0003_2 - [INFO] - [E:118| 200]: Train Loss:0.0018017,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:17:35,533 - ice0003_2 - [INFO] - [E:118| 300]: Train Loss:0.001802,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:19:18,197 - ice0003_2 - [INFO] - [E:118| 400]: Train Loss:0.0018036,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:20:50,571 - ice0003_2 - [INFO] - [E:118| 500]: Train Loss:0.0018039,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:22:32,987 - ice0003_2 - [INFO] - [E:118| 600]: Train Loss:0.0018046,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:24:15,889 - ice0003_2 - [INFO] - [E:118| 700]: Train Loss:0.0018061,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:25:58,319 - ice0003_2 - [INFO] - [E:118| 800]: Train Loss:0.0018064,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:27:40,022 - ice0003_2 - [INFO] - [E:118| 900]: Train Loss:0.001807,  Val MRR:0.39798, 	ice0003_2
 | 
						|
2023-05-19 03:28:41,591 - ice0003_2 - [INFO] - [Epoch:118]:  Training Loss:0.001808
 | 
						|
 | 
						|
2023-05-19 03:28:41,981 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 03:29:05,092 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 03:29:28,130 - ice0003_2 - [INFO] - [Evaluating Epoch 118 valid]: 
 | 
						|
	MRR: Tail : 0.42215, Head : 0.37624, Avg : 0.39919
 | 
						|
 | 
						|
2023-05-19 03:29:29,547 - ice0003_2 - [INFO] - [Epoch 118]:  Training Loss: 0.0018075,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:29:30,546 - ice0003_2 - [INFO] - [E:119| 0]: Train Loss:0.0017974,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:31:12,590 - ice0003_2 - [INFO] - [E:119| 100]: Train Loss:0.0017966,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:32:54,578 - ice0003_2 - [INFO] - [E:119| 200]: Train Loss:0.0018,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:34:39,142 - ice0003_2 - [INFO] - [E:119| 300]: Train Loss:0.0018006,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:36:21,538 - ice0003_2 - [INFO] - [E:119| 400]: Train Loss:0.0018016,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:37:54,597 - ice0003_2 - [INFO] - [E:119| 500]: Train Loss:0.0018025,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:39:35,832 - ice0003_2 - [INFO] - [E:119| 600]: Train Loss:0.0018036,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:41:17,833 - ice0003_2 - [INFO] - [E:119| 700]: Train Loss:0.0018041,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:43:00,903 - ice0003_2 - [INFO] - [E:119| 800]: Train Loss:0.0018051,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:44:44,161 - ice0003_2 - [INFO] - [E:119| 900]: Train Loss:0.0018055,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:45:48,337 - ice0003_2 - [INFO] - [Epoch:119]:  Training Loss:0.001806
 | 
						|
 | 
						|
2023-05-19 03:45:48,554 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 03:46:10,040 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 03:46:32,670 - ice0003_2 - [INFO] - [Evaluating Epoch 119 valid]: 
 | 
						|
	MRR: Tail : 0.41961, Head : 0.37272, Avg : 0.39616
 | 
						|
	MR: Tail : 323.18, Head : 341.71, Avg : 332.44
 | 
						|
	Hit-1: Tail : 0.3112, Head : 0.26787, Avg : 0.28954
 | 
						|
	Hit-3: Tail : 0.47166, Head : 0.4168, Avg : 0.44423
 | 
						|
	Hit-10: Tail : 0.6269, Head : 0.58235, Avg : 0.60462
 | 
						|
2023-05-19 03:46:32,670 - ice0003_2 - [INFO] - [Epoch 119]:  Training Loss: 0.0018059,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:46:33,876 - ice0003_2 - [INFO] - [E:120| 0]: Train Loss:0.0018373,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:48:16,578 - ice0003_2 - [INFO] - [E:120| 100]: Train Loss:0.0017974,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:49:59,386 - ice0003_2 - [INFO] - [E:120| 200]: Train Loss:0.0017996,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:51:41,976 - ice0003_2 - [INFO] - [E:120| 300]: Train Loss:0.0017998,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:53:24,572 - ice0003_2 - [INFO] - [E:120| 400]: Train Loss:0.0018016,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:54:56,422 - ice0003_2 - [INFO] - [E:120| 500]: Train Loss:0.001802,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:56:37,940 - ice0003_2 - [INFO] - [E:120| 600]: Train Loss:0.0018019,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 03:58:20,152 - ice0003_2 - [INFO] - [E:120| 700]: Train Loss:0.0018018,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:00:02,214 - ice0003_2 - [INFO] - [E:120| 800]: Train Loss:0.0018028,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:01:44,003 - ice0003_2 - [INFO] - [E:120| 900]: Train Loss:0.001804,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:02:52,693 - ice0003_2 - [INFO] - [Epoch:120]:  Training Loss:0.001805
 | 
						|
 | 
						|
2023-05-19 04:02:52,910 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:03:08,194 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:03:31,392 - ice0003_2 - [INFO] - [Evaluating Epoch 120 valid]: 
 | 
						|
	MRR: Tail : 0.4214, Head : 0.37445, Avg : 0.39792
 | 
						|
 | 
						|
2023-05-19 04:03:31,392 - ice0003_2 - [INFO] - [Epoch 120]:  Training Loss: 0.0018046,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:03:32,255 - ice0003_2 - [INFO] - [E:121| 0]: Train Loss:0.0018093,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:05:15,100 - ice0003_2 - [INFO] - [E:121| 100]: Train Loss:0.0018049,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:06:59,194 - ice0003_2 - [INFO] - [E:121| 200]: Train Loss:0.0018023,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:08:42,129 - ice0003_2 - [INFO] - [E:121| 300]: Train Loss:0.001801,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:10:23,300 - ice0003_2 - [INFO] - [E:121| 400]: Train Loss:0.0018003,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:11:55,455 - ice0003_2 - [INFO] - [E:121| 500]: Train Loss:0.0018007,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:13:37,926 - ice0003_2 - [INFO] - [E:121| 600]: Train Loss:0.0018003,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:15:20,448 - ice0003_2 - [INFO] - [E:121| 700]: Train Loss:0.0018007,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:17:02,908 - ice0003_2 - [INFO] - [E:121| 800]: Train Loss:0.0018022,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:18:45,440 - ice0003_2 - [INFO] - [E:121| 900]: Train Loss:0.0018027,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:19:57,521 - ice0003_2 - [INFO] - [Epoch:121]:  Training Loss:0.001803
 | 
						|
 | 
						|
2023-05-19 04:19:57,865 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:20:12,804 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:20:32,550 - ice0003_2 - [INFO] - [Evaluating Epoch 121 valid]: 
 | 
						|
	MRR: Tail : 0.4197, Head : 0.37378, Avg : 0.39674
 | 
						|
 | 
						|
2023-05-19 04:20:32,550 - ice0003_2 - [INFO] - [Epoch 121]:  Training Loss: 0.0018033,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:20:33,608 - ice0003_2 - [INFO] - [E:122| 0]: Train Loss:0.0018114,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:22:18,341 - ice0003_2 - [INFO] - [E:122| 100]: Train Loss:0.0017951,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:23:59,977 - ice0003_2 - [INFO] - [E:122| 200]: Train Loss:0.0017959,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:25:41,816 - ice0003_2 - [INFO] - [E:122| 300]: Train Loss:0.0017969,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:27:24,308 - ice0003_2 - [INFO] - [E:122| 400]: Train Loss:0.0017966,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:28:56,690 - ice0003_2 - [INFO] - [E:122| 500]: Train Loss:0.0017979,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:30:38,895 - ice0003_2 - [INFO] - [E:122| 600]: Train Loss:0.0017992,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:32:21,642 - ice0003_2 - [INFO] - [E:122| 700]: Train Loss:0.0018,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:34:03,785 - ice0003_2 - [INFO] - [E:122| 800]: Train Loss:0.0018008,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:35:46,080 - ice0003_2 - [INFO] - [E:122| 900]: Train Loss:0.0018013,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:36:57,478 - ice0003_2 - [INFO] - [Epoch:122]:  Training Loss:0.001802
 | 
						|
 | 
						|
2023-05-19 04:36:57,820 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:37:18,498 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:37:32,165 - ice0003_2 - [INFO] - [Evaluating Epoch 122 valid]: 
 | 
						|
	MRR: Tail : 0.42005, Head : 0.37418, Avg : 0.39711
 | 
						|
 | 
						|
2023-05-19 04:37:32,165 - ice0003_2 - [INFO] - [Epoch 122]:  Training Loss: 0.0018022,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:37:32,815 - ice0003_2 - [INFO] - [E:123| 0]: Train Loss:0.0017493,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:39:15,177 - ice0003_2 - [INFO] - [E:123| 100]: Train Loss:0.0017925,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:40:58,479 - ice0003_2 - [INFO] - [E:123| 200]: Train Loss:0.0017952,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:42:41,626 - ice0003_2 - [INFO] - [E:123| 300]: Train Loss:0.0017958,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:44:24,708 - ice0003_2 - [INFO] - [E:123| 400]: Train Loss:0.0017974,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:46:01,713 - ice0003_2 - [INFO] - [E:123| 500]: Train Loss:0.0017982,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:47:40,446 - ice0003_2 - [INFO] - [E:123| 600]: Train Loss:0.0017986,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:49:24,050 - ice0003_2 - [INFO] - [E:123| 700]: Train Loss:0.0017997,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:51:07,317 - ice0003_2 - [INFO] - [E:123| 800]: Train Loss:0.0018002,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:52:49,505 - ice0003_2 - [INFO] - [E:123| 900]: Train Loss:0.0018005,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:54:01,196 - ice0003_2 - [INFO] - [Epoch:123]:  Training Loss:0.001801
 | 
						|
 | 
						|
2023-05-19 04:54:01,598 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:54:23,068 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 04:54:36,744 - ice0003_2 - [INFO] - [Evaluating Epoch 123 valid]: 
 | 
						|
	MRR: Tail : 0.42172, Head : 0.37461, Avg : 0.39817
 | 
						|
 | 
						|
2023-05-19 04:54:36,744 - ice0003_2 - [INFO] - [Epoch 123]:  Training Loss: 0.0018008,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:54:37,435 - ice0003_2 - [INFO] - [E:124| 0]: Train Loss:0.0017521,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:56:20,174 - ice0003_2 - [INFO] - [E:124| 100]: Train Loss:0.0017853,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:58:02,813 - ice0003_2 - [INFO] - [E:124| 200]: Train Loss:0.0017886,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 04:59:44,531 - ice0003_2 - [INFO] - [E:124| 300]: Train Loss:0.0017923,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:01:26,272 - ice0003_2 - [INFO] - [E:124| 400]: Train Loss:0.0017947,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:03:05,376 - ice0003_2 - [INFO] - [E:124| 500]: Train Loss:0.0017959,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:04:40,990 - ice0003_2 - [INFO] - [E:124| 600]: Train Loss:0.001797,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:06:24,015 - ice0003_2 - [INFO] - [E:124| 700]: Train Loss:0.0017979,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:08:05,869 - ice0003_2 - [INFO] - [E:124| 800]: Train Loss:0.0017979,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:09:50,983 - ice0003_2 - [INFO] - [E:124| 900]: Train Loss:0.0017988,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:11:02,663 - ice0003_2 - [INFO] - [Epoch:124]:  Training Loss:0.001799
 | 
						|
 | 
						|
2023-05-19 05:11:02,929 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 05:11:26,236 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 05:11:43,794 - ice0003_2 - [INFO] - [Evaluating Epoch 124 valid]: 
 | 
						|
	MRR: Tail : 0.42249, Head : 0.3747, Avg : 0.3986
 | 
						|
 | 
						|
2023-05-19 05:11:43,794 - ice0003_2 - [INFO] - [Epoch 124]:  Training Loss: 0.0017995,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:11:44,443 - ice0003_2 - [INFO] - [E:125| 0]: Train Loss:0.0017589,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:13:21,743 - ice0003_2 - [INFO] - [E:125| 100]: Train Loss:0.0017922,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:15:04,061 - ice0003_2 - [INFO] - [E:125| 200]: Train Loss:0.0017925,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:16:46,303 - ice0003_2 - [INFO] - [E:125| 300]: Train Loss:0.0017939,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:18:28,423 - ice0003_2 - [INFO] - [E:125| 400]: Train Loss:0.0017952,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:20:10,774 - ice0003_2 - [INFO] - [E:125| 500]: Train Loss:0.0017957,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:21:42,324 - ice0003_2 - [INFO] - [E:125| 600]: Train Loss:0.0017958,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:23:24,554 - ice0003_2 - [INFO] - [E:125| 700]: Train Loss:0.0017968,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:25:06,983 - ice0003_2 - [INFO] - [E:125| 800]: Train Loss:0.0017974,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:26:49,224 - ice0003_2 - [INFO] - [E:125| 900]: Train Loss:0.0017978,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:28:01,427 - ice0003_2 - [INFO] - [Epoch:125]:  Training Loss:0.001798
 | 
						|
 | 
						|
2023-05-19 05:28:01,771 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 05:28:25,326 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 05:28:48,153 - ice0003_2 - [INFO] - [Evaluating Epoch 125 valid]: 
 | 
						|
	MRR: Tail : 0.42061, Head : 0.37422, Avg : 0.39741
 | 
						|
 | 
						|
2023-05-19 05:28:48,153 - ice0003_2 - [INFO] - [Epoch 125]:  Training Loss: 0.0017982,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:28:49,339 - ice0003_2 - [INFO] - [E:126| 0]: Train Loss:0.0017901,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:30:21,716 - ice0003_2 - [INFO] - [E:126| 100]: Train Loss:0.001789,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:32:04,338 - ice0003_2 - [INFO] - [E:126| 200]: Train Loss:0.0017868,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:33:46,601 - ice0003_2 - [INFO] - [E:126| 300]: Train Loss:0.0017897,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:35:28,455 - ice0003_2 - [INFO] - [E:126| 400]: Train Loss:0.0017906,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:37:10,070 - ice0003_2 - [INFO] - [E:126| 500]: Train Loss:0.0017914,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:38:42,937 - ice0003_2 - [INFO] - [E:126| 600]: Train Loss:0.0017927,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:40:25,234 - ice0003_2 - [INFO] - [E:126| 700]: Train Loss:0.001794,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:42:08,002 - ice0003_2 - [INFO] - [E:126| 800]: Train Loss:0.0017952,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:43:50,660 - ice0003_2 - [INFO] - [E:126| 900]: Train Loss:0.0017963,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:45:02,861 - ice0003_2 - [INFO] - [Epoch:126]:  Training Loss:0.001797
 | 
						|
 | 
						|
2023-05-19 05:45:03,258 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 05:45:26,781 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 05:45:49,421 - ice0003_2 - [INFO] - [Evaluating Epoch 126 valid]: 
 | 
						|
	MRR: Tail : 0.42122, Head : 0.37429, Avg : 0.39775
 | 
						|
 | 
						|
2023-05-19 05:45:49,421 - ice0003_2 - [INFO] - [Epoch 126]:  Training Loss: 0.0017971,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:45:50,622 - ice0003_2 - [INFO] - [E:127| 0]: Train Loss:0.0017886,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:47:23,184 - ice0003_2 - [INFO] - [E:127| 100]: Train Loss:0.0017871,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:49:06,331 - ice0003_2 - [INFO] - [E:127| 200]: Train Loss:0.0017902,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:50:47,876 - ice0003_2 - [INFO] - [E:127| 300]: Train Loss:0.0017899,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:52:31,130 - ice0003_2 - [INFO] - [E:127| 400]: Train Loss:0.0017909,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:54:14,247 - ice0003_2 - [INFO] - [E:127| 500]: Train Loss:0.0017923,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:55:46,486 - ice0003_2 - [INFO] - [E:127| 600]: Train Loss:0.0017929,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:57:31,097 - ice0003_2 - [INFO] - [E:127| 700]: Train Loss:0.0017933,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 05:59:12,664 - ice0003_2 - [INFO] - [E:127| 800]: Train Loss:0.0017946,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:00:54,103 - ice0003_2 - [INFO] - [E:127| 900]: Train Loss:0.0017951,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:02:05,821 - ice0003_2 - [INFO] - [Epoch:127]:  Training Loss:0.001795
 | 
						|
 | 
						|
2023-05-19 06:02:06,188 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:02:29,323 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:02:52,250 - ice0003_2 - [INFO] - [Evaluating Epoch 127 valid]: 
 | 
						|
	MRR: Tail : 0.4224, Head : 0.37348, Avg : 0.39794
 | 
						|
 | 
						|
2023-05-19 06:02:52,250 - ice0003_2 - [INFO] - [Epoch 127]:  Training Loss: 0.0017955,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:02:53,375 - ice0003_2 - [INFO] - [E:128| 0]: Train Loss:0.0017977,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:04:24,988 - ice0003_2 - [INFO] - [E:128| 100]: Train Loss:0.0017908,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:06:07,348 - ice0003_2 - [INFO] - [E:128| 200]: Train Loss:0.0017922,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:07:49,813 - ice0003_2 - [INFO] - [E:128| 300]: Train Loss:0.0017919,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:09:31,749 - ice0003_2 - [INFO] - [E:128| 400]: Train Loss:0.0017917,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:11:13,927 - ice0003_2 - [INFO] - [E:128| 500]: Train Loss:0.0017915,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:12:45,578 - ice0003_2 - [INFO] - [E:128| 600]: Train Loss:0.0017922,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:14:27,335 - ice0003_2 - [INFO] - [E:128| 700]: Train Loss:0.0017928,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:16:09,373 - ice0003_2 - [INFO] - [E:128| 800]: Train Loss:0.0017934,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:17:51,551 - ice0003_2 - [INFO] - [E:128| 900]: Train Loss:0.0017934,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:19:03,172 - ice0003_2 - [INFO] - [Epoch:128]:  Training Loss:0.001794
 | 
						|
 | 
						|
2023-05-19 06:19:03,437 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:19:25,832 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:19:48,165 - ice0003_2 - [INFO] - [Evaluating Epoch 128 valid]: 
 | 
						|
	MRR: Tail : 0.42138, Head : 0.37548, Avg : 0.39843
 | 
						|
 | 
						|
2023-05-19 06:19:48,165 - ice0003_2 - [INFO] - [Epoch 128]:  Training Loss: 0.0017941,  Valid MRR: 0.39919, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:19:49,331 - ice0003_2 - [INFO] - [E:129| 0]: Train Loss:0.0017622,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:21:22,009 - ice0003_2 - [INFO] - [E:129| 100]: Train Loss:0.0017868,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:23:04,771 - ice0003_2 - [INFO] - [E:129| 200]: Train Loss:0.0017869,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:24:48,283 - ice0003_2 - [INFO] - [E:129| 300]: Train Loss:0.0017881,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:26:32,248 - ice0003_2 - [INFO] - [E:129| 400]: Train Loss:0.0017895,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:28:15,517 - ice0003_2 - [INFO] - [E:129| 500]: Train Loss:0.0017899,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:29:48,680 - ice0003_2 - [INFO] - [E:129| 600]: Train Loss:0.001791,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:31:31,458 - ice0003_2 - [INFO] - [E:129| 700]: Train Loss:0.0017911,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:33:14,197 - ice0003_2 - [INFO] - [E:129| 800]: Train Loss:0.0017918,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:34:56,517 - ice0003_2 - [INFO] - [E:129| 900]: Train Loss:0.0017926,  Val MRR:0.39919, 	ice0003_2
 | 
						|
2023-05-19 06:36:08,459 - ice0003_2 - [INFO] - [Epoch:129]:  Training Loss:0.001793
 | 
						|
 | 
						|
2023-05-19 06:36:08,731 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:36:31,594 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:36:54,671 - ice0003_2 - [INFO] - [Evaluating Epoch 129 valid]: 
 | 
						|
	MRR: Tail : 0.42306, Head : 0.37544, Avg : 0.39925
 | 
						|
	MR: Tail : 327.54, Head : 355.47, Avg : 341.5
 | 
						|
	Hit-1: Tail : 0.31594, Head : 0.27127, Avg : 0.2936
 | 
						|
	Hit-3: Tail : 0.47506, Head : 0.41983, Avg : 0.44745
 | 
						|
	Hit-10: Tail : 0.62702, Head : 0.58272, Avg : 0.60487
 | 
						|
2023-05-19 06:36:55,953 - ice0003_2 - [INFO] - [Epoch 129]:  Training Loss: 0.0017931,  Valid MRR: 0.39925, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:36:57,165 - ice0003_2 - [INFO] - [E:130| 0]: Train Loss:0.0018001,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:38:29,473 - ice0003_2 - [INFO] - [E:130| 100]: Train Loss:0.0017867,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:40:11,689 - ice0003_2 - [INFO] - [E:130| 200]: Train Loss:0.0017868,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:41:53,821 - ice0003_2 - [INFO] - [E:130| 300]: Train Loss:0.0017862,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:43:36,005 - ice0003_2 - [INFO] - [E:130| 400]: Train Loss:0.0017869,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:45:20,578 - ice0003_2 - [INFO] - [E:130| 500]: Train Loss:0.0017876,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:46:52,659 - ice0003_2 - [INFO] - [E:130| 600]: Train Loss:0.001789,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:48:34,674 - ice0003_2 - [INFO] - [E:130| 700]: Train Loss:0.0017897,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:50:17,343 - ice0003_2 - [INFO] - [E:130| 800]: Train Loss:0.0017908,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:51:59,846 - ice0003_2 - [INFO] - [E:130| 900]: Train Loss:0.0017914,  Val MRR:0.39925, 	ice0003_2
 | 
						|
2023-05-19 06:53:13,149 - ice0003_2 - [INFO] - [Epoch:130]:  Training Loss:0.001792
 | 
						|
 | 
						|
2023-05-19 06:53:13,646 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:53:36,841 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 06:54:00,146 - ice0003_2 - [INFO] - [Evaluating Epoch 130 valid]: 
 | 
						|
	MRR: Tail : 0.42286, Head : 0.37579, Avg : 0.39933
 | 
						|
 | 
						|
2023-05-19 06:54:01,679 - ice0003_2 - [INFO] - [Epoch 130]:  Training Loss: 0.0017917,  Valid MRR: 0.39933, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:54:02,845 - ice0003_2 - [INFO] - [E:131| 0]: Train Loss:0.0017545,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 06:55:35,568 - ice0003_2 - [INFO] - [E:131| 100]: Train Loss:0.001786,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 06:57:17,973 - ice0003_2 - [INFO] - [E:131| 200]: Train Loss:0.0017844,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 06:59:00,443 - ice0003_2 - [INFO] - [E:131| 300]: Train Loss:0.0017873,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:00:42,548 - ice0003_2 - [INFO] - [E:131| 400]: Train Loss:0.0017877,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:02:24,205 - ice0003_2 - [INFO] - [E:131| 500]: Train Loss:0.0017876,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:03:56,894 - ice0003_2 - [INFO] - [E:131| 600]: Train Loss:0.0017882,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:05:38,629 - ice0003_2 - [INFO] - [E:131| 700]: Train Loss:0.0017886,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:07:20,413 - ice0003_2 - [INFO] - [E:131| 800]: Train Loss:0.0017894,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:09:02,750 - ice0003_2 - [INFO] - [E:131| 900]: Train Loss:0.0017902,  Val MRR:0.39933, 	ice0003_2
 | 
						|
2023-05-19 07:10:15,084 - ice0003_2 - [INFO] - [Epoch:131]:  Training Loss:0.00179
 | 
						|
 | 
						|
2023-05-19 07:10:15,350 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 07:10:38,777 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 07:11:01,581 - ice0003_2 - [INFO] - [Evaluating Epoch 131 valid]: 
 | 
						|
	MRR: Tail : 0.42299, Head : 0.37777, Avg : 0.40038
 | 
						|
 | 
						|
2023-05-19 07:11:03,210 - ice0003_2 - [INFO] - [Epoch 131]:  Training Loss: 0.0017904,  Valid MRR: 0.40038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:11:04,095 - ice0003_2 - [INFO] - [E:132| 0]: Train Loss:0.0017461,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:12:36,241 - ice0003_2 - [INFO] - [E:132| 100]: Train Loss:0.0017776,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:14:18,897 - ice0003_2 - [INFO] - [E:132| 200]: Train Loss:0.0017808,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:16:01,832 - ice0003_2 - [INFO] - [E:132| 300]: Train Loss:0.0017824,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:17:43,403 - ice0003_2 - [INFO] - [E:132| 400]: Train Loss:0.0017833,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:19:26,308 - ice0003_2 - [INFO] - [E:132| 500]: Train Loss:0.0017845,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:20:58,822 - ice0003_2 - [INFO] - [E:132| 600]: Train Loss:0.0017853,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:22:41,291 - ice0003_2 - [INFO] - [E:132| 700]: Train Loss:0.0017862,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:24:23,701 - ice0003_2 - [INFO] - [E:132| 800]: Train Loss:0.0017872,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:26:06,120 - ice0003_2 - [INFO] - [E:132| 900]: Train Loss:0.0017884,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:27:18,018 - ice0003_2 - [INFO] - [Epoch:132]:  Training Loss:0.001789
 | 
						|
 | 
						|
2023-05-19 07:27:18,415 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 07:27:41,731 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 07:28:04,576 - ice0003_2 - [INFO] - [Evaluating Epoch 132 valid]: 
 | 
						|
	MRR: Tail : 0.42298, Head : 0.37677, Avg : 0.39987
 | 
						|
 | 
						|
2023-05-19 07:28:04,576 - ice0003_2 - [INFO] - [Epoch 132]:  Training Loss: 0.0017889,  Valid MRR: 0.40038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:28:05,725 - ice0003_2 - [INFO] - [E:133| 0]: Train Loss:0.0017569,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:29:37,478 - ice0003_2 - [INFO] - [E:133| 100]: Train Loss:0.0017798,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:31:20,068 - ice0003_2 - [INFO] - [E:133| 200]: Train Loss:0.0017806,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:33:05,138 - ice0003_2 - [INFO] - [E:133| 300]: Train Loss:0.0017835,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:34:48,020 - ice0003_2 - [INFO] - [E:133| 400]: Train Loss:0.0017836,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:36:30,080 - ice0003_2 - [INFO] - [E:133| 500]: Train Loss:0.0017848,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:38:14,636 - ice0003_2 - [INFO] - [E:133| 600]: Train Loss:0.0017856,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:39:47,841 - ice0003_2 - [INFO] - [E:133| 700]: Train Loss:0.0017862,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:41:32,643 - ice0003_2 - [INFO] - [E:133| 800]: Train Loss:0.0017868,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:43:17,624 - ice0003_2 - [INFO] - [E:133| 900]: Train Loss:0.0017877,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:44:31,126 - ice0003_2 - [INFO] - [Epoch:133]:  Training Loss:0.001788
 | 
						|
 | 
						|
2023-05-19 07:44:31,627 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 07:44:55,594 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 07:45:19,567 - ice0003_2 - [INFO] - [Evaluating Epoch 133 valid]: 
 | 
						|
	MRR: Tail : 0.42352, Head : 0.37534, Avg : 0.39943
 | 
						|
 | 
						|
2023-05-19 07:45:19,568 - ice0003_2 - [INFO] - [Epoch 133]:  Training Loss: 0.0017881,  Valid MRR: 0.40038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:45:20,550 - ice0003_2 - [INFO] - [E:134| 0]: Train Loss:0.0017839,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:47:05,143 - ice0003_2 - [INFO] - [E:134| 100]: Train Loss:0.0017833,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:48:38,446 - ice0003_2 - [INFO] - [E:134| 200]: Train Loss:0.0017816,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:50:22,999 - ice0003_2 - [INFO] - [E:134| 300]: Train Loss:0.0017817,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:52:07,802 - ice0003_2 - [INFO] - [E:134| 400]: Train Loss:0.0017823,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:53:53,105 - ice0003_2 - [INFO] - [E:134| 500]: Train Loss:0.0017829,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:55:37,968 - ice0003_2 - [INFO] - [E:134| 600]: Train Loss:0.0017845,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:57:22,589 - ice0003_2 - [INFO] - [E:134| 700]: Train Loss:0.0017855,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 07:58:56,829 - ice0003_2 - [INFO] - [E:134| 800]: Train Loss:0.0017864,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:00:41,537 - ice0003_2 - [INFO] - [E:134| 900]: Train Loss:0.0017867,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:01:55,057 - ice0003_2 - [INFO] - [Epoch:134]:  Training Loss:0.001787
 | 
						|
 | 
						|
2023-05-19 08:01:55,565 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:02:19,360 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:02:42,704 - ice0003_2 - [INFO] - [Evaluating Epoch 134 valid]: 
 | 
						|
	MRR: Tail : 0.42384, Head : 0.37513, Avg : 0.39948
 | 
						|
 | 
						|
2023-05-19 08:02:42,704 - ice0003_2 - [INFO] - [Epoch 134]:  Training Loss: 0.0017871,  Valid MRR: 0.40038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:02:43,682 - ice0003_2 - [INFO] - [E:135| 0]: Train Loss:0.0017918,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:04:27,007 - ice0003_2 - [INFO] - [E:135| 100]: Train Loss:0.0017795,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:06:10,125 - ice0003_2 - [INFO] - [E:135| 200]: Train Loss:0.0017784,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:07:44,032 - ice0003_2 - [INFO] - [E:135| 300]: Train Loss:0.0017787,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:09:28,512 - ice0003_2 - [INFO] - [E:135| 400]: Train Loss:0.0017815,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:11:13,434 - ice0003_2 - [INFO] - [E:135| 500]: Train Loss:0.0017821,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:12:58,148 - ice0003_2 - [INFO] - [E:135| 600]: Train Loss:0.0017833,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:14:43,149 - ice0003_2 - [INFO] - [E:135| 700]: Train Loss:0.0017844,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:16:26,928 - ice0003_2 - [INFO] - [E:135| 800]: Train Loss:0.0017855,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:17:58,943 - ice0003_2 - [INFO] - [E:135| 900]: Train Loss:0.0017856,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:19:11,702 - ice0003_2 - [INFO] - [Epoch:135]:  Training Loss:0.001786
 | 
						|
 | 
						|
2023-05-19 08:19:12,216 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:19:36,263 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:20:00,112 - ice0003_2 - [INFO] - [Evaluating Epoch 135 valid]: 
 | 
						|
	MRR: Tail : 0.42348, Head : 0.37706, Avg : 0.40027
 | 
						|
 | 
						|
2023-05-19 08:20:00,112 - ice0003_2 - [INFO] - [Epoch 135]:  Training Loss: 0.0017859,  Valid MRR: 0.40038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:20:01,293 - ice0003_2 - [INFO] - [E:136| 0]: Train Loss:0.0017886,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:21:45,759 - ice0003_2 - [INFO] - [E:136| 100]: Train Loss:0.0017749,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:23:30,561 - ice0003_2 - [INFO] - [E:136| 200]: Train Loss:0.0017787,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:25:18,638 - ice0003_2 - [INFO] - [E:136| 300]: Train Loss:0.00178,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:26:53,417 - ice0003_2 - [INFO] - [E:136| 400]: Train Loss:0.0017818,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:28:36,708 - ice0003_2 - [INFO] - [E:136| 500]: Train Loss:0.0017816,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:30:19,654 - ice0003_2 - [INFO] - [E:136| 600]: Train Loss:0.0017816,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:32:02,203 - ice0003_2 - [INFO] - [E:136| 700]: Train Loss:0.001783,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:33:44,942 - ice0003_2 - [INFO] - [E:136| 800]: Train Loss:0.0017833,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:35:27,824 - ice0003_2 - [INFO] - [E:136| 900]: Train Loss:0.0017843,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:36:29,676 - ice0003_2 - [INFO] - [Epoch:136]:  Training Loss:0.001785
 | 
						|
 | 
						|
2023-05-19 08:36:30,052 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:36:53,780 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:37:16,536 - ice0003_2 - [INFO] - [Evaluating Epoch 136 valid]: 
 | 
						|
	MRR: Tail : 0.42378, Head : 0.37576, Avg : 0.39977
 | 
						|
 | 
						|
2023-05-19 08:37:16,536 - ice0003_2 - [INFO] - [Epoch 136]:  Training Loss: 0.0017847,  Valid MRR: 0.40038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:37:17,727 - ice0003_2 - [INFO] - [E:137| 0]: Train Loss:0.0017781,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:39:00,975 - ice0003_2 - [INFO] - [E:137| 100]: Train Loss:0.0017791,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:40:43,930 - ice0003_2 - [INFO] - [E:137| 200]: Train Loss:0.0017757,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:42:26,620 - ice0003_2 - [INFO] - [E:137| 300]: Train Loss:0.0017783,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:44:07,197 - ice0003_2 - [INFO] - [E:137| 400]: Train Loss:0.0017794,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:45:40,500 - ice0003_2 - [INFO] - [E:137| 500]: Train Loss:0.0017801,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:47:23,546 - ice0003_2 - [INFO] - [E:137| 600]: Train Loss:0.0017809,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:49:06,858 - ice0003_2 - [INFO] - [E:137| 700]: Train Loss:0.0017817,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:50:49,873 - ice0003_2 - [INFO] - [E:137| 800]: Train Loss:0.0017823,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:52:33,321 - ice0003_2 - [INFO] - [E:137| 900]: Train Loss:0.001783,  Val MRR:0.40038, 	ice0003_2
 | 
						|
2023-05-19 08:53:35,531 - ice0003_2 - [INFO] - [Epoch:137]:  Training Loss:0.001783
 | 
						|
 | 
						|
2023-05-19 08:53:35,802 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:53:59,225 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 08:54:21,970 - ice0003_2 - [INFO] - [Evaluating Epoch 137 valid]: 
 | 
						|
	MRR: Tail : 0.42319, Head : 0.37769, Avg : 0.40044
 | 
						|
 | 
						|
2023-05-19 08:54:24,178 - ice0003_2 - [INFO] - [Epoch 137]:  Training Loss: 0.0017831,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:54:25,432 - ice0003_2 - [INFO] - [E:138| 0]: Train Loss:0.001777,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 08:56:07,548 - ice0003_2 - [INFO] - [E:138| 100]: Train Loss:0.0017746,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 08:57:49,575 - ice0003_2 - [INFO] - [E:138| 200]: Train Loss:0.0017776,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 08:59:30,894 - ice0003_2 - [INFO] - [E:138| 300]: Train Loss:0.0017788,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:01:11,543 - ice0003_2 - [INFO] - [E:138| 400]: Train Loss:0.001779,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:02:44,885 - ice0003_2 - [INFO] - [E:138| 500]: Train Loss:0.0017792,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:04:27,879 - ice0003_2 - [INFO] - [E:138| 600]: Train Loss:0.0017789,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:06:10,164 - ice0003_2 - [INFO] - [E:138| 700]: Train Loss:0.0017803,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:07:52,617 - ice0003_2 - [INFO] - [E:138| 800]: Train Loss:0.0017815,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:09:34,889 - ice0003_2 - [INFO] - [E:138| 900]: Train Loss:0.0017819,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:10:37,511 - ice0003_2 - [INFO] - [Epoch:138]:  Training Loss:0.001782
 | 
						|
 | 
						|
2023-05-19 09:10:37,847 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 09:11:01,445 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 09:11:24,186 - ice0003_2 - [INFO] - [Evaluating Epoch 138 valid]: 
 | 
						|
	MRR: Tail : 0.42326, Head : 0.37594, Avg : 0.3996
 | 
						|
 | 
						|
2023-05-19 09:11:24,186 - ice0003_2 - [INFO] - [Epoch 138]:  Training Loss: 0.0017822,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:11:25,319 - ice0003_2 - [INFO] - [E:139| 0]: Train Loss:0.0017402,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:13:10,997 - ice0003_2 - [INFO] - [E:139| 100]: Train Loss:0.0017736,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:14:53,304 - ice0003_2 - [INFO] - [E:139| 200]: Train Loss:0.0017741,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:16:36,791 - ice0003_2 - [INFO] - [E:139| 300]: Train Loss:0.0017765,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:18:19,278 - ice0003_2 - [INFO] - [E:139| 400]: Train Loss:0.0017774,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:19:51,953 - ice0003_2 - [INFO] - [E:139| 500]: Train Loss:0.0017776,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:21:34,648 - ice0003_2 - [INFO] - [E:139| 600]: Train Loss:0.0017784,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:23:17,202 - ice0003_2 - [INFO] - [E:139| 700]: Train Loss:0.0017789,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:25:00,127 - ice0003_2 - [INFO] - [E:139| 800]: Train Loss:0.0017794,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:26:44,112 - ice0003_2 - [INFO] - [E:139| 900]: Train Loss:0.0017804,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:27:45,553 - ice0003_2 - [INFO] - [Epoch:139]:  Training Loss:0.001781
 | 
						|
 | 
						|
2023-05-19 09:27:45,899 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 09:28:08,624 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 09:28:30,882 - ice0003_2 - [INFO] - [Evaluating Epoch 139 valid]: 
 | 
						|
	MRR: Tail : 0.4211, Head : 0.37532, Avg : 0.39821
 | 
						|
	MR: Tail : 346.79, Head : 367.3, Avg : 357.05
 | 
						|
	Hit-1: Tail : 0.31399, Head : 0.27066, Avg : 0.29233
 | 
						|
	Hit-3: Tail : 0.4753, Head : 0.42238, Avg : 0.44884
 | 
						|
	Hit-10: Tail : 0.62738, Head : 0.58466, Avg : 0.60602
 | 
						|
2023-05-19 09:28:30,882 - ice0003_2 - [INFO] - [Epoch 139]:  Training Loss: 0.0017814,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:28:31,925 - ice0003_2 - [INFO] - [E:140| 0]: Train Loss:0.0017448,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:30:13,788 - ice0003_2 - [INFO] - [E:140| 100]: Train Loss:0.0017752,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:31:56,463 - ice0003_2 - [INFO] - [E:140| 200]: Train Loss:0.0017759,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:33:38,342 - ice0003_2 - [INFO] - [E:140| 300]: Train Loss:0.0017767,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:35:20,412 - ice0003_2 - [INFO] - [E:140| 400]: Train Loss:0.0017772,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:36:52,168 - ice0003_2 - [INFO] - [E:140| 500]: Train Loss:0.0017778,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:38:34,341 - ice0003_2 - [INFO] - [E:140| 600]: Train Loss:0.0017781,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:40:16,392 - ice0003_2 - [INFO] - [E:140| 700]: Train Loss:0.0017782,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:41:57,700 - ice0003_2 - [INFO] - [E:140| 800]: Train Loss:0.0017785,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:43:38,747 - ice0003_2 - [INFO] - [E:140| 900]: Train Loss:0.0017792,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:44:41,898 - ice0003_2 - [INFO] - [Epoch:140]:  Training Loss:0.00178
 | 
						|
 | 
						|
2023-05-19 09:44:42,122 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 09:45:03,851 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 09:45:26,896 - ice0003_2 - [INFO] - [Evaluating Epoch 140 valid]: 
 | 
						|
	MRR: Tail : 0.42411, Head : 0.37528, Avg : 0.39969
 | 
						|
 | 
						|
2023-05-19 09:45:26,896 - ice0003_2 - [INFO] - [Epoch 140]:  Training Loss: 0.0017799,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:45:28,101 - ice0003_2 - [INFO] - [E:141| 0]: Train Loss:0.0017749,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:47:10,033 - ice0003_2 - [INFO] - [E:141| 100]: Train Loss:0.001774,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:48:52,245 - ice0003_2 - [INFO] - [E:141| 200]: Train Loss:0.0017745,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:50:35,047 - ice0003_2 - [INFO] - [E:141| 300]: Train Loss:0.0017744,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:52:18,411 - ice0003_2 - [INFO] - [E:141| 400]: Train Loss:0.0017745,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:53:51,565 - ice0003_2 - [INFO] - [E:141| 500]: Train Loss:0.0017752,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:55:34,150 - ice0003_2 - [INFO] - [E:141| 600]: Train Loss:0.0017764,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:57:15,959 - ice0003_2 - [INFO] - [E:141| 700]: Train Loss:0.0017767,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 09:58:58,450 - ice0003_2 - [INFO] - [E:141| 800]: Train Loss:0.0017778,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:00:44,801 - ice0003_2 - [INFO] - [E:141| 900]: Train Loss:0.0017786,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:01:54,145 - ice0003_2 - [INFO] - [Epoch:141]:  Training Loss:0.001779
 | 
						|
 | 
						|
2023-05-19 10:01:54,363 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:02:09,629 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:02:32,624 - ice0003_2 - [INFO] - [Evaluating Epoch 141 valid]: 
 | 
						|
	MRR: Tail : 0.42341, Head : 0.37708, Avg : 0.40025
 | 
						|
 | 
						|
2023-05-19 10:02:32,625 - ice0003_2 - [INFO] - [Epoch 141]:  Training Loss: 0.0017788,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:02:33,613 - ice0003_2 - [INFO] - [E:142| 0]: Train Loss:0.0017799,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:04:15,421 - ice0003_2 - [INFO] - [E:142| 100]: Train Loss:0.001775,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:05:56,927 - ice0003_2 - [INFO] - [E:142| 200]: Train Loss:0.0017763,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:07:38,964 - ice0003_2 - [INFO] - [E:142| 300]: Train Loss:0.0017747,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:09:20,714 - ice0003_2 - [INFO] - [E:142| 400]: Train Loss:0.0017754,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:10:51,953 - ice0003_2 - [INFO] - [E:142| 500]: Train Loss:0.0017757,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:12:34,616 - ice0003_2 - [INFO] - [E:142| 600]: Train Loss:0.0017751,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:14:18,115 - ice0003_2 - [INFO] - [E:142| 700]: Train Loss:0.0017759,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:16:01,618 - ice0003_2 - [INFO] - [E:142| 800]: Train Loss:0.0017766,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:17:45,063 - ice0003_2 - [INFO] - [E:142| 900]: Train Loss:0.0017774,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:18:58,034 - ice0003_2 - [INFO] - [Epoch:142]:  Training Loss:0.001777
 | 
						|
 | 
						|
2023-05-19 10:18:58,555 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:19:13,860 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:19:32,907 - ice0003_2 - [INFO] - [Evaluating Epoch 142 valid]: 
 | 
						|
	MRR: Tail : 0.42139, Head : 0.37701, Avg : 0.3992
 | 
						|
 | 
						|
2023-05-19 10:19:32,907 - ice0003_2 - [INFO] - [Epoch 142]:  Training Loss: 0.0017774,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:19:34,092 - ice0003_2 - [INFO] - [E:143| 0]: Train Loss:0.0017224,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:21:16,772 - ice0003_2 - [INFO] - [E:143| 100]: Train Loss:0.0017686,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:23:00,209 - ice0003_2 - [INFO] - [E:143| 200]: Train Loss:0.001771,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:24:42,425 - ice0003_2 - [INFO] - [E:143| 300]: Train Loss:0.0017704,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:26:24,015 - ice0003_2 - [INFO] - [E:143| 400]: Train Loss:0.0017712,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:27:56,337 - ice0003_2 - [INFO] - [E:143| 500]: Train Loss:0.0017727,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:29:39,008 - ice0003_2 - [INFO] - [E:143| 600]: Train Loss:0.0017736,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:31:21,327 - ice0003_2 - [INFO] - [E:143| 700]: Train Loss:0.0017746,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:33:03,948 - ice0003_2 - [INFO] - [E:143| 800]: Train Loss:0.0017758,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:34:46,922 - ice0003_2 - [INFO] - [E:143| 900]: Train Loss:0.0017766,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:35:59,203 - ice0003_2 - [INFO] - [Epoch:143]:  Training Loss:0.001777
 | 
						|
 | 
						|
2023-05-19 10:35:59,546 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:36:19,992 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:36:34,159 - ice0003_2 - [INFO] - [Evaluating Epoch 143 valid]: 
 | 
						|
	MRR: Tail : 0.42314, Head : 0.3773, Avg : 0.40022
 | 
						|
 | 
						|
2023-05-19 10:36:34,160 - ice0003_2 - [INFO] - [Epoch 143]:  Training Loss: 0.0017766,  Valid MRR: 0.40044, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:36:35,331 - ice0003_2 - [INFO] - [E:144| 0]: Train Loss:0.0017701,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:38:18,517 - ice0003_2 - [INFO] - [E:144| 100]: Train Loss:0.0017667,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:39:59,958 - ice0003_2 - [INFO] - [E:144| 200]: Train Loss:0.0017686,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:41:41,573 - ice0003_2 - [INFO] - [E:144| 300]: Train Loss:0.0017707,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:43:24,138 - ice0003_2 - [INFO] - [E:144| 400]: Train Loss:0.0017707,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:44:59,050 - ice0003_2 - [INFO] - [E:144| 500]: Train Loss:0.0017718,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:46:39,497 - ice0003_2 - [INFO] - [E:144| 600]: Train Loss:0.0017733,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:48:26,204 - ice0003_2 - [INFO] - [E:144| 700]: Train Loss:0.0017738,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:50:09,806 - ice0003_2 - [INFO] - [E:144| 800]: Train Loss:0.0017745,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:51:52,867 - ice0003_2 - [INFO] - [E:144| 900]: Train Loss:0.001775,  Val MRR:0.40044, 	ice0003_2
 | 
						|
2023-05-19 10:53:05,157 - ice0003_2 - [INFO] - [Epoch:144]:  Training Loss:0.001776
 | 
						|
 | 
						|
2023-05-19 10:53:05,422 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:53:27,928 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 10:53:44,272 - ice0003_2 - [INFO] - [Evaluating Epoch 144 valid]: 
 | 
						|
	MRR: Tail : 0.42369, Head : 0.37816, Avg : 0.40092
 | 
						|
 | 
						|
2023-05-19 10:53:47,138 - ice0003_2 - [INFO] - [Epoch 144]:  Training Loss: 0.0017756,  Valid MRR: 0.40092, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:53:47,796 - ice0003_2 - [INFO] - [E:145| 0]: Train Loss:0.0017263,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 10:55:27,271 - ice0003_2 - [INFO] - [E:145| 100]: Train Loss:0.0017677,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 10:57:10,118 - ice0003_2 - [INFO] - [E:145| 200]: Train Loss:0.0017682,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 10:58:53,183 - ice0003_2 - [INFO] - [E:145| 300]: Train Loss:0.001768,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:00:36,357 - ice0003_2 - [INFO] - [E:145| 400]: Train Loss:0.0017695,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:02:16,278 - ice0003_2 - [INFO] - [E:145| 500]: Train Loss:0.0017707,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:03:51,641 - ice0003_2 - [INFO] - [E:145| 600]: Train Loss:0.0017707,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:05:33,567 - ice0003_2 - [INFO] - [E:145| 700]: Train Loss:0.0017715,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:07:15,825 - ice0003_2 - [INFO] - [E:145| 800]: Train Loss:0.0017729,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:08:56,067 - ice0003_2 - [INFO] - [E:145| 900]: Train Loss:0.0017736,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:10:07,558 - ice0003_2 - [INFO] - [Epoch:145]:  Training Loss:0.001774
 | 
						|
 | 
						|
2023-05-19 11:10:07,822 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 11:10:31,059 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 11:10:48,541 - ice0003_2 - [INFO] - [Evaluating Epoch 145 valid]: 
 | 
						|
	MRR: Tail : 0.42433, Head : 0.37749, Avg : 0.40091
 | 
						|
 | 
						|
2023-05-19 11:10:48,542 - ice0003_2 - [INFO] - [Epoch 145]:  Training Loss: 0.0017745,  Valid MRR: 0.40092, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:10:49,190 - ice0003_2 - [INFO] - [E:146| 0]: Train Loss:0.0018013,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:12:26,584 - ice0003_2 - [INFO] - [E:146| 100]: Train Loss:0.0017603,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:14:08,305 - ice0003_2 - [INFO] - [E:146| 200]: Train Loss:0.0017625,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:15:50,371 - ice0003_2 - [INFO] - [E:146| 300]: Train Loss:0.0017657,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:17:32,506 - ice0003_2 - [INFO] - [E:146| 400]: Train Loss:0.001766,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:19:14,934 - ice0003_2 - [INFO] - [E:146| 500]: Train Loss:0.0017676,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:20:47,182 - ice0003_2 - [INFO] - [E:146| 600]: Train Loss:0.0017686,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:22:29,128 - ice0003_2 - [INFO] - [E:146| 700]: Train Loss:0.0017697,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:24:11,061 - ice0003_2 - [INFO] - [E:146| 800]: Train Loss:0.0017701,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:25:53,259 - ice0003_2 - [INFO] - [E:146| 900]: Train Loss:0.0017716,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:27:05,261 - ice0003_2 - [INFO] - [Epoch:146]:  Training Loss:0.001772
 | 
						|
 | 
						|
2023-05-19 11:27:05,739 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 11:27:28,441 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 11:27:51,324 - ice0003_2 - [INFO] - [Evaluating Epoch 146 valid]: 
 | 
						|
	MRR: Tail : 0.4242, Head : 0.37691, Avg : 0.40056
 | 
						|
 | 
						|
2023-05-19 11:27:51,324 - ice0003_2 - [INFO] - [Epoch 146]:  Training Loss: 0.0017724,  Valid MRR: 0.40092, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:27:52,060 - ice0003_2 - [INFO] - [E:147| 0]: Train Loss:0.0017888,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:29:24,568 - ice0003_2 - [INFO] - [E:147| 100]: Train Loss:0.0017683,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:31:07,080 - ice0003_2 - [INFO] - [E:147| 200]: Train Loss:0.0017685,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:32:49,394 - ice0003_2 - [INFO] - [E:147| 300]: Train Loss:0.0017672,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:34:31,827 - ice0003_2 - [INFO] - [E:147| 400]: Train Loss:0.0017673,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:36:17,677 - ice0003_2 - [INFO] - [E:147| 500]: Train Loss:0.0017673,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:37:49,184 - ice0003_2 - [INFO] - [E:147| 600]: Train Loss:0.0017687,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:39:32,217 - ice0003_2 - [INFO] - [E:147| 700]: Train Loss:0.0017695,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:41:15,702 - ice0003_2 - [INFO] - [E:147| 800]: Train Loss:0.0017703,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:42:59,556 - ice0003_2 - [INFO] - [E:147| 900]: Train Loss:0.0017708,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:44:12,210 - ice0003_2 - [INFO] - [Epoch:147]:  Training Loss:0.001772
 | 
						|
 | 
						|
2023-05-19 11:44:12,583 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 11:44:35,916 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 11:44:58,884 - ice0003_2 - [INFO] - [Evaluating Epoch 147 valid]: 
 | 
						|
	MRR: Tail : 0.42317, Head : 0.37627, Avg : 0.39972
 | 
						|
 | 
						|
2023-05-19 11:44:58,884 - ice0003_2 - [INFO] - [Epoch 147]:  Training Loss: 0.0017719,  Valid MRR: 0.40092, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:45:00,071 - ice0003_2 - [INFO] - [E:148| 0]: Train Loss:0.0017487,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:46:32,619 - ice0003_2 - [INFO] - [E:148| 100]: Train Loss:0.0017629,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:48:14,811 - ice0003_2 - [INFO] - [E:148| 200]: Train Loss:0.0017667,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:49:57,580 - ice0003_2 - [INFO] - [E:148| 300]: Train Loss:0.001766,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:51:39,480 - ice0003_2 - [INFO] - [E:148| 400]: Train Loss:0.0017669,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:53:21,462 - ice0003_2 - [INFO] - [E:148| 500]: Train Loss:0.0017674,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:54:54,331 - ice0003_2 - [INFO] - [E:148| 600]: Train Loss:0.0017687,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:56:37,560 - ice0003_2 - [INFO] - [E:148| 700]: Train Loss:0.0017696,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 11:58:20,688 - ice0003_2 - [INFO] - [E:148| 800]: Train Loss:0.0017695,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:00:03,862 - ice0003_2 - [INFO] - [E:148| 900]: Train Loss:0.0017702,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:01:16,251 - ice0003_2 - [INFO] - [Epoch:148]:  Training Loss:0.001771
 | 
						|
 | 
						|
2023-05-19 12:01:16,514 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:01:40,249 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:02:03,209 - ice0003_2 - [INFO] - [Evaluating Epoch 148 valid]: 
 | 
						|
	MRR: Tail : 0.42281, Head : 0.37821, Avg : 0.40051
 | 
						|
 | 
						|
2023-05-19 12:02:03,210 - ice0003_2 - [INFO] - [Epoch 148]:  Training Loss: 0.001771,  Valid MRR: 0.40092, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:02:04,343 - ice0003_2 - [INFO] - [E:149| 0]: Train Loss:0.0017829,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:03:36,911 - ice0003_2 - [INFO] - [E:149| 100]: Train Loss:0.001766,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:05:19,632 - ice0003_2 - [INFO] - [E:149| 200]: Train Loss:0.0017638,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:07:01,390 - ice0003_2 - [INFO] - [E:149| 300]: Train Loss:0.0017654,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:08:45,058 - ice0003_2 - [INFO] - [E:149| 400]: Train Loss:0.0017662,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:10:28,335 - ice0003_2 - [INFO] - [E:149| 500]: Train Loss:0.0017667,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:12:00,796 - ice0003_2 - [INFO] - [E:149| 600]: Train Loss:0.0017675,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:13:43,162 - ice0003_2 - [INFO] - [E:149| 700]: Train Loss:0.0017682,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:15:25,934 - ice0003_2 - [INFO] - [E:149| 800]: Train Loss:0.0017685,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:17:07,930 - ice0003_2 - [INFO] - [E:149| 900]: Train Loss:0.0017693,  Val MRR:0.40092, 	ice0003_2
 | 
						|
2023-05-19 12:18:19,593 - ice0003_2 - [INFO] - [Epoch:149]:  Training Loss:0.001769
 | 
						|
 | 
						|
2023-05-19 12:18:19,940 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:18:43,541 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:19:06,222 - ice0003_2 - [INFO] - [Evaluating Epoch 149 valid]: 
 | 
						|
	MRR: Tail : 0.42233, Head : 0.37983, Avg : 0.40108
 | 
						|
	MR: Tail : 352.28, Head : 379.72, Avg : 366.0
 | 
						|
	Hit-1: Tail : 0.31448, Head : 0.27661, Avg : 0.29555
 | 
						|
	Hit-3: Tail : 0.477, Head : 0.42396, Avg : 0.45048
 | 
						|
	Hit-10: Tail : 0.63029, Head : 0.58721, Avg : 0.60875
 | 
						|
2023-05-19 12:19:08,130 - ice0003_2 - [INFO] - [Epoch 149]:  Training Loss: 0.0017694,  Valid MRR: 0.40108, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:19:09,014 - ice0003_2 - [INFO] - [E:150| 0]: Train Loss:0.0017595,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:20:40,502 - ice0003_2 - [INFO] - [E:150| 100]: Train Loss:0.0017592,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:22:22,703 - ice0003_2 - [INFO] - [E:150| 200]: Train Loss:0.0017598,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:24:08,358 - ice0003_2 - [INFO] - [E:150| 300]: Train Loss:0.001762,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:25:51,210 - ice0003_2 - [INFO] - [E:150| 400]: Train Loss:0.0017641,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:27:34,314 - ice0003_2 - [INFO] - [E:150| 500]: Train Loss:0.001765,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:29:07,074 - ice0003_2 - [INFO] - [E:150| 600]: Train Loss:0.0017659,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:30:49,744 - ice0003_2 - [INFO] - [E:150| 700]: Train Loss:0.0017665,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:32:32,254 - ice0003_2 - [INFO] - [E:150| 800]: Train Loss:0.0017673,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:34:14,579 - ice0003_2 - [INFO] - [E:150| 900]: Train Loss:0.0017683,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:35:26,225 - ice0003_2 - [INFO] - [Epoch:150]:  Training Loss:0.001769
 | 
						|
 | 
						|
2023-05-19 12:35:26,643 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:35:49,055 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:36:11,871 - ice0003_2 - [INFO] - [Evaluating Epoch 150 valid]: 
 | 
						|
	MRR: Tail : 0.42313, Head : 0.37672, Avg : 0.39993
 | 
						|
 | 
						|
2023-05-19 12:36:11,871 - ice0003_2 - [INFO] - [Epoch 150]:  Training Loss: 0.0017688,  Valid MRR: 0.40108, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:36:13,089 - ice0003_2 - [INFO] - [E:151| 0]: Train Loss:0.0017694,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:37:45,816 - ice0003_2 - [INFO] - [E:151| 100]: Train Loss:0.0017595,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:39:28,447 - ice0003_2 - [INFO] - [E:151| 200]: Train Loss:0.0017596,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:41:11,827 - ice0003_2 - [INFO] - [E:151| 300]: Train Loss:0.0017619,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:42:54,871 - ice0003_2 - [INFO] - [E:151| 400]: Train Loss:0.0017631,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:44:37,283 - ice0003_2 - [INFO] - [E:151| 500]: Train Loss:0.0017639,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:46:09,875 - ice0003_2 - [INFO] - [E:151| 600]: Train Loss:0.0017643,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:47:52,566 - ice0003_2 - [INFO] - [E:151| 700]: Train Loss:0.0017655,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:49:33,923 - ice0003_2 - [INFO] - [E:151| 800]: Train Loss:0.0017665,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:51:15,639 - ice0003_2 - [INFO] - [E:151| 900]: Train Loss:0.0017667,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:52:26,944 - ice0003_2 - [INFO] - [Epoch:151]:  Training Loss:0.001768
 | 
						|
 | 
						|
2023-05-19 12:52:27,251 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:52:50,258 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 12:53:13,241 - ice0003_2 - [INFO] - [Evaluating Epoch 151 valid]: 
 | 
						|
	MRR: Tail : 0.42287, Head : 0.37782, Avg : 0.40034
 | 
						|
 | 
						|
2023-05-19 12:53:13,241 - ice0003_2 - [INFO] - [Epoch 151]:  Training Loss: 0.0017676,  Valid MRR: 0.40108, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:53:14,315 - ice0003_2 - [INFO] - [E:152| 0]: Train Loss:0.0017657,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:54:46,260 - ice0003_2 - [INFO] - [E:152| 100]: Train Loss:0.0017629,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:56:29,566 - ice0003_2 - [INFO] - [E:152| 200]: Train Loss:0.001759,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:58:13,121 - ice0003_2 - [INFO] - [E:152| 300]: Train Loss:0.0017615,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 12:59:56,919 - ice0003_2 - [INFO] - [E:152| 400]: Train Loss:0.0017621,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:01:40,310 - ice0003_2 - [INFO] - [E:152| 500]: Train Loss:0.0017628,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:03:12,512 - ice0003_2 - [INFO] - [E:152| 600]: Train Loss:0.0017638,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:04:53,492 - ice0003_2 - [INFO] - [E:152| 700]: Train Loss:0.0017644,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:06:37,055 - ice0003_2 - [INFO] - [E:152| 800]: Train Loss:0.0017653,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:08:20,407 - ice0003_2 - [INFO] - [E:152| 900]: Train Loss:0.0017661,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:09:33,142 - ice0003_2 - [INFO] - [Epoch:152]:  Training Loss:0.001767
 | 
						|
 | 
						|
2023-05-19 13:09:33,515 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 13:09:56,743 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 13:10:20,024 - ice0003_2 - [INFO] - [Evaluating Epoch 152 valid]: 
 | 
						|
	MRR: Tail : 0.42505, Head : 0.37698, Avg : 0.40101
 | 
						|
 | 
						|
2023-05-19 13:10:20,024 - ice0003_2 - [INFO] - [Epoch 152]:  Training Loss: 0.0017666,  Valid MRR: 0.40108, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:10:21,070 - ice0003_2 - [INFO] - [E:153| 0]: Train Loss:0.0017885,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:11:57,014 - ice0003_2 - [INFO] - [E:153| 100]: Train Loss:0.0017551,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:13:39,160 - ice0003_2 - [INFO] - [E:153| 200]: Train Loss:0.0017571,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:15:21,076 - ice0003_2 - [INFO] - [E:153| 300]: Train Loss:0.0017585,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:17:02,722 - ice0003_2 - [INFO] - [E:153| 400]: Train Loss:0.0017597,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:18:44,284 - ice0003_2 - [INFO] - [E:153| 500]: Train Loss:0.0017617,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:20:16,482 - ice0003_2 - [INFO] - [E:153| 600]: Train Loss:0.0017625,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:21:58,917 - ice0003_2 - [INFO] - [E:153| 700]: Train Loss:0.0017639,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:23:41,042 - ice0003_2 - [INFO] - [E:153| 800]: Train Loss:0.0017649,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:25:23,641 - ice0003_2 - [INFO] - [E:153| 900]: Train Loss:0.0017656,  Val MRR:0.40108, 	ice0003_2
 | 
						|
2023-05-19 13:26:35,614 - ice0003_2 - [INFO] - [Epoch:153]:  Training Loss:0.001766
 | 
						|
 | 
						|
2023-05-19 13:26:36,008 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 13:26:59,507 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 13:27:22,441 - ice0003_2 - [INFO] - [Evaluating Epoch 153 valid]: 
 | 
						|
	MRR: Tail : 0.42469, Head : 0.37813, Avg : 0.40141
 | 
						|
 | 
						|
2023-05-19 13:27:25,332 - ice0003_2 - [INFO] - [Epoch 153]:  Training Loss: 0.0017657,  Valid MRR: 0.40141, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:27:26,536 - ice0003_2 - [INFO] - [E:154| 0]: Train Loss:0.0017776,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:28:59,608 - ice0003_2 - [INFO] - [E:154| 100]: Train Loss:0.0017567,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:30:42,272 - ice0003_2 - [INFO] - [E:154| 200]: Train Loss:0.0017576,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:32:23,900 - ice0003_2 - [INFO] - [E:154| 300]: Train Loss:0.0017579,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:34:05,546 - ice0003_2 - [INFO] - [E:154| 400]: Train Loss:0.0017592,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:35:47,927 - ice0003_2 - [INFO] - [E:154| 500]: Train Loss:0.0017604,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:37:20,161 - ice0003_2 - [INFO] - [E:154| 600]: Train Loss:0.0017612,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:39:02,900 - ice0003_2 - [INFO] - [E:154| 700]: Train Loss:0.0017626,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:40:45,977 - ice0003_2 - [INFO] - [E:154| 800]: Train Loss:0.0017629,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:42:28,630 - ice0003_2 - [INFO] - [E:154| 900]: Train Loss:0.0017638,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:43:40,480 - ice0003_2 - [INFO] - [Epoch:154]:  Training Loss:0.001764
 | 
						|
 | 
						|
2023-05-19 13:43:40,996 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 13:44:04,268 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 13:44:27,577 - ice0003_2 - [INFO] - [Evaluating Epoch 154 valid]: 
 | 
						|
	MRR: Tail : 0.42413, Head : 0.37793, Avg : 0.40103
 | 
						|
 | 
						|
2023-05-19 13:44:27,577 - ice0003_2 - [INFO] - [Epoch 154]:  Training Loss: 0.0017641,  Valid MRR: 0.40141, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:44:28,704 - ice0003_2 - [INFO] - [E:155| 0]: Train Loss:0.0017506,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:46:01,012 - ice0003_2 - [INFO] - [E:155| 100]: Train Loss:0.0017599,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:47:42,306 - ice0003_2 - [INFO] - [E:155| 200]: Train Loss:0.0017583,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:49:25,416 - ice0003_2 - [INFO] - [E:155| 300]: Train Loss:0.0017586,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:51:08,436 - ice0003_2 - [INFO] - [E:155| 400]: Train Loss:0.0017598,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:52:51,565 - ice0003_2 - [INFO] - [E:155| 500]: Train Loss:0.0017607,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:54:26,505 - ice0003_2 - [INFO] - [E:155| 600]: Train Loss:0.0017617,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:56:06,842 - ice0003_2 - [INFO] - [E:155| 700]: Train Loss:0.0017617,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:57:49,722 - ice0003_2 - [INFO] - [E:155| 800]: Train Loss:0.0017625,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 13:59:35,662 - ice0003_2 - [INFO] - [E:155| 900]: Train Loss:0.0017628,  Val MRR:0.40141, 	ice0003_2
 | 
						|
2023-05-19 14:00:46,761 - ice0003_2 - [INFO] - [Epoch:155]:  Training Loss:0.001764
 | 
						|
 | 
						|
2023-05-19 14:00:47,107 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:01:09,671 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:01:31,967 - ice0003_2 - [INFO] - [Evaluating Epoch 155 valid]: 
 | 
						|
	MRR: Tail : 0.42498, Head : 0.37902, Avg : 0.402
 | 
						|
 | 
						|
2023-05-19 14:01:34,720 - ice0003_2 - [INFO] - [Epoch 155]:  Training Loss: 0.0017635,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 14:01:35,923 - ice0003_2 - [INFO] - [E:156| 0]: Train Loss:0.0017847,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:03:07,899 - ice0003_2 - [INFO] - [E:156| 100]: Train Loss:0.0017592,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:04:49,954 - ice0003_2 - [INFO] - [E:156| 200]: Train Loss:0.0017585,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:06:31,681 - ice0003_2 - [INFO] - [E:156| 300]: Train Loss:0.0017585,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:08:13,582 - ice0003_2 - [INFO] - [E:156| 400]: Train Loss:0.0017589,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:09:55,182 - ice0003_2 - [INFO] - [E:156| 500]: Train Loss:0.0017602,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:11:34,948 - ice0003_2 - [INFO] - [E:156| 600]: Train Loss:0.0017608,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:13:08,657 - ice0003_2 - [INFO] - [E:156| 700]: Train Loss:0.0017611,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:14:50,530 - ice0003_2 - [INFO] - [E:156| 800]: Train Loss:0.0017613,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:16:32,557 - ice0003_2 - [INFO] - [E:156| 900]: Train Loss:0.0017619,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:17:45,055 - ice0003_2 - [INFO] - [Epoch:156]:  Training Loss:0.001762
 | 
						|
 | 
						|
2023-05-19 14:17:45,319 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:18:08,528 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:18:31,199 - ice0003_2 - [INFO] - [Evaluating Epoch 156 valid]: 
 | 
						|
	MRR: Tail : 0.42355, Head : 0.37851, Avg : 0.40103
 | 
						|
 | 
						|
2023-05-19 14:18:31,199 - ice0003_2 - [INFO] - [Epoch 156]:  Training Loss: 0.0017625,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 14:18:32,367 - ice0003_2 - [INFO] - [E:157| 0]: Train Loss:0.0017696,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:20:08,049 - ice0003_2 - [INFO] - [E:157| 100]: Train Loss:0.0017561,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:21:47,154 - ice0003_2 - [INFO] - [E:157| 200]: Train Loss:0.0017571,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:23:29,464 - ice0003_2 - [INFO] - [E:157| 300]: Train Loss:0.0017564,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:25:12,464 - ice0003_2 - [INFO] - [E:157| 400]: Train Loss:0.001758,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:26:54,932 - ice0003_2 - [INFO] - [E:157| 500]: Train Loss:0.0017583,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:28:36,536 - ice0003_2 - [INFO] - [E:157| 600]: Train Loss:0.0017601,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:30:07,711 - ice0003_2 - [INFO] - [E:157| 700]: Train Loss:0.0017607,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:31:49,816 - ice0003_2 - [INFO] - [E:157| 800]: Train Loss:0.0017612,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:33:32,596 - ice0003_2 - [INFO] - [E:157| 900]: Train Loss:0.0017615,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:34:44,681 - ice0003_2 - [INFO] - [Epoch:157]:  Training Loss:0.001762
 | 
						|
 | 
						|
2023-05-19 14:34:45,096 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:35:08,230 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:35:31,514 - ice0003_2 - [INFO] - [Evaluating Epoch 157 valid]: 
 | 
						|
	MRR: Tail : 0.42333, Head : 0.37855, Avg : 0.40094
 | 
						|
 | 
						|
2023-05-19 14:35:31,514 - ice0003_2 - [INFO] - [Epoch 157]:  Training Loss: 0.0017622,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 14:35:32,748 - ice0003_2 - [INFO] - [E:158| 0]: Train Loss:0.0017588,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:37:15,140 - ice0003_2 - [INFO] - [E:158| 100]: Train Loss:0.001754,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:38:47,522 - ice0003_2 - [INFO] - [E:158| 200]: Train Loss:0.0017559,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:40:29,823 - ice0003_2 - [INFO] - [E:158| 300]: Train Loss:0.0017568,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:42:12,380 - ice0003_2 - [INFO] - [E:158| 400]: Train Loss:0.0017573,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:43:54,012 - ice0003_2 - [INFO] - [E:158| 500]: Train Loss:0.001758,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:45:35,658 - ice0003_2 - [INFO] - [E:158| 600]: Train Loss:0.0017582,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:47:11,416 - ice0003_2 - [INFO] - [E:158| 700]: Train Loss:0.0017591,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:48:54,212 - ice0003_2 - [INFO] - [E:158| 800]: Train Loss:0.0017593,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:50:36,823 - ice0003_2 - [INFO] - [E:158| 900]: Train Loss:0.0017602,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:51:49,245 - ice0003_2 - [INFO] - [Epoch:158]:  Training Loss:0.00176
 | 
						|
 | 
						|
2023-05-19 14:51:49,546 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:52:13,087 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 14:52:36,156 - ice0003_2 - [INFO] - [Evaluating Epoch 158 valid]: 
 | 
						|
	MRR: Tail : 0.42466, Head : 0.37869, Avg : 0.40168
 | 
						|
 | 
						|
2023-05-19 14:52:36,156 - ice0003_2 - [INFO] - [Epoch 158]:  Training Loss: 0.0017604,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 14:52:37,374 - ice0003_2 - [INFO] - [E:159| 0]: Train Loss:0.0017499,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:54:20,645 - ice0003_2 - [INFO] - [E:159| 100]: Train Loss:0.001752,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:55:52,868 - ice0003_2 - [INFO] - [E:159| 200]: Train Loss:0.0017531,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:57:34,953 - ice0003_2 - [INFO] - [E:159| 300]: Train Loss:0.0017537,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 14:59:21,795 - ice0003_2 - [INFO] - [E:159| 400]: Train Loss:0.0017556,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:01:16,163 - ice0003_2 - [INFO] - [E:159| 500]: Train Loss:0.0017559,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:02:59,554 - ice0003_2 - [INFO] - [E:159| 600]: Train Loss:0.0017566,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:04:39,340 - ice0003_2 - [INFO] - [E:159| 700]: Train Loss:0.001758,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:06:13,641 - ice0003_2 - [INFO] - [E:159| 800]: Train Loss:0.0017581,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:07:55,752 - ice0003_2 - [INFO] - [E:159| 900]: Train Loss:0.0017592,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:09:08,275 - ice0003_2 - [INFO] - [Epoch:159]:  Training Loss:0.00176
 | 
						|
 | 
						|
2023-05-19 15:09:08,626 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 15:09:31,981 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 15:09:55,118 - ice0003_2 - [INFO] - [Evaluating Epoch 159 valid]: 
 | 
						|
	MRR: Tail : 0.42501, Head : 0.37824, Avg : 0.40162
 | 
						|
	MR: Tail : 370.2, Head : 391.71, Avg : 380.95
 | 
						|
	Hit-1: Tail : 0.31824, Head : 0.27176, Avg : 0.295
 | 
						|
	Hit-3: Tail : 0.47931, Head : 0.42784, Avg : 0.45357
 | 
						|
	Hit-10: Tail : 0.62884, Head : 0.58599, Avg : 0.60742
 | 
						|
2023-05-19 15:09:55,118 - ice0003_2 - [INFO] - [Epoch 159]:  Training Loss: 0.0017599,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 15:09:56,314 - ice0003_2 - [INFO] - [E:160| 0]: Train Loss:0.001721,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:11:39,312 - ice0003_2 - [INFO] - [E:160| 100]: Train Loss:0.0017415,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:13:21,197 - ice0003_2 - [INFO] - [E:160| 200]: Train Loss:0.0017486,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:14:52,309 - ice0003_2 - [INFO] - [E:160| 300]: Train Loss:0.001751,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:16:34,973 - ice0003_2 - [INFO] - [E:160| 400]: Train Loss:0.0017526,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:18:17,308 - ice0003_2 - [INFO] - [E:160| 500]: Train Loss:0.0017536,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:20:00,630 - ice0003_2 - [INFO] - [E:160| 600]: Train Loss:0.0017551,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:21:44,054 - ice0003_2 - [INFO] - [E:160| 700]: Train Loss:0.0017565,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:23:16,264 - ice0003_2 - [INFO] - [E:160| 800]: Train Loss:0.0017567,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:24:58,738 - ice0003_2 - [INFO] - [E:160| 900]: Train Loss:0.001758,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:26:11,171 - ice0003_2 - [INFO] - [Epoch:160]:  Training Loss:0.001759
 | 
						|
 | 
						|
2023-05-19 15:26:11,515 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 15:26:35,010 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 15:26:58,316 - ice0003_2 - [INFO] - [Evaluating Epoch 160 valid]: 
 | 
						|
	MRR: Tail : 0.42385, Head : 0.37765, Avg : 0.40075
 | 
						|
 | 
						|
2023-05-19 15:26:58,316 - ice0003_2 - [INFO] - [Epoch 160]:  Training Loss: 0.0017586,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 15:26:59,108 - ice0003_2 - [INFO] - [E:161| 0]: Train Loss:0.0017497,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:28:41,058 - ice0003_2 - [INFO] - [E:161| 100]: Train Loss:0.0017462,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:30:22,891 - ice0003_2 - [INFO] - [E:161| 200]: Train Loss:0.0017493,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:31:54,965 - ice0003_2 - [INFO] - [E:161| 300]: Train Loss:0.0017519,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:33:37,329 - ice0003_2 - [INFO] - [E:161| 400]: Train Loss:0.0017526,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:35:19,398 - ice0003_2 - [INFO] - [E:161| 500]: Train Loss:0.0017538,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:37:04,767 - ice0003_2 - [INFO] - [E:161| 600]: Train Loss:0.0017549,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:38:47,021 - ice0003_2 - [INFO] - [E:161| 700]: Train Loss:0.0017556,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:40:18,901 - ice0003_2 - [INFO] - [E:161| 800]: Train Loss:0.0017564,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:41:59,832 - ice0003_2 - [INFO] - [E:161| 900]: Train Loss:0.0017569,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:43:10,539 - ice0003_2 - [INFO] - [Epoch:161]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-19 15:43:10,886 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 15:43:34,148 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 15:43:56,841 - ice0003_2 - [INFO] - [Evaluating Epoch 161 valid]: 
 | 
						|
	MRR: Tail : 0.4249, Head : 0.37728, Avg : 0.40109
 | 
						|
 | 
						|
2023-05-19 15:43:56,841 - ice0003_2 - [INFO] - [Epoch 161]:  Training Loss: 0.0017572,  Valid MRR: 0.402, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 15:43:58,058 - ice0003_2 - [INFO] - [E:162| 0]: Train Loss:0.0017909,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:45:40,582 - ice0003_2 - [INFO] - [E:162| 100]: Train Loss:0.0017465,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:47:23,348 - ice0003_2 - [INFO] - [E:162| 200]: Train Loss:0.0017499,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:48:55,237 - ice0003_2 - [INFO] - [E:162| 300]: Train Loss:0.00175,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:50:37,197 - ice0003_2 - [INFO] - [E:162| 400]: Train Loss:0.0017517,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:52:19,553 - ice0003_2 - [INFO] - [E:162| 500]: Train Loss:0.0017528,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:54:01,644 - ice0003_2 - [INFO] - [E:162| 600]: Train Loss:0.0017543,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:55:43,683 - ice0003_2 - [INFO] - [E:162| 700]: Train Loss:0.0017555,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:57:18,087 - ice0003_2 - [INFO] - [E:162| 800]: Train Loss:0.0017559,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 15:58:56,882 - ice0003_2 - [INFO] - [E:162| 900]: Train Loss:0.0017567,  Val MRR:0.402, 	ice0003_2
 | 
						|
2023-05-19 16:00:09,169 - ice0003_2 - [INFO] - [Epoch:162]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-19 16:00:09,430 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:00:32,685 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:00:55,733 - ice0003_2 - [INFO] - [Evaluating Epoch 162 valid]: 
 | 
						|
	MRR: Tail : 0.42624, Head : 0.37932, Avg : 0.40278
 | 
						|
 | 
						|
2023-05-19 16:00:58,548 - ice0003_2 - [INFO] - [Epoch 162]:  Training Loss: 0.0017566,  Valid MRR: 0.40278, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 16:00:59,361 - ice0003_2 - [INFO] - [E:163| 0]: Train Loss:0.0017533,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:02:42,336 - ice0003_2 - [INFO] - [E:163| 100]: Train Loss:0.0017488,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:04:24,877 - ice0003_2 - [INFO] - [E:163| 200]: Train Loss:0.0017506,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:06:00,759 - ice0003_2 - [INFO] - [E:163| 300]: Train Loss:0.0017512,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:07:39,767 - ice0003_2 - [INFO] - [E:163| 400]: Train Loss:0.001751,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:09:21,959 - ice0003_2 - [INFO] - [E:163| 500]: Train Loss:0.0017519,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:11:03,699 - ice0003_2 - [INFO] - [E:163| 600]: Train Loss:0.001753,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:12:44,883 - ice0003_2 - [INFO] - [E:163| 700]: Train Loss:0.0017526,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:14:27,687 - ice0003_2 - [INFO] - [E:163| 800]: Train Loss:0.0017535,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:16:00,353 - ice0003_2 - [INFO] - [E:163| 900]: Train Loss:0.0017549,  Val MRR:0.40278, 	ice0003_2
 | 
						|
2023-05-19 16:17:12,539 - ice0003_2 - [INFO] - [Epoch:163]:  Training Loss:0.001755
 | 
						|
 | 
						|
2023-05-19 16:17:12,935 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:17:36,426 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:17:58,732 - ice0003_2 - [INFO] - [Evaluating Epoch 163 valid]: 
 | 
						|
	MRR: Tail : 0.42655, Head : 0.37939, Avg : 0.40297
 | 
						|
 | 
						|
2023-05-19 16:18:01,452 - ice0003_2 - [INFO] - [Epoch 163]:  Training Loss: 0.0017554,  Valid MRR: 0.40297, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 16:18:02,475 - ice0003_2 - [INFO] - [E:164| 0]: Train Loss:0.0016921,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:19:45,520 - ice0003_2 - [INFO] - [E:164| 100]: Train Loss:0.0017508,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:21:28,241 - ice0003_2 - [INFO] - [E:164| 200]: Train Loss:0.0017509,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:23:10,786 - ice0003_2 - [INFO] - [E:164| 300]: Train Loss:0.0017496,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:24:46,442 - ice0003_2 - [INFO] - [E:164| 400]: Train Loss:0.001751,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:26:27,691 - ice0003_2 - [INFO] - [E:164| 500]: Train Loss:0.0017522,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:28:09,640 - ice0003_2 - [INFO] - [E:164| 600]: Train Loss:0.0017526,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:29:51,912 - ice0003_2 - [INFO] - [E:164| 700]: Train Loss:0.0017532,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:31:34,525 - ice0003_2 - [INFO] - [E:164| 800]: Train Loss:0.0017539,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:33:07,013 - ice0003_2 - [INFO] - [E:164| 900]: Train Loss:0.0017548,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:34:19,017 - ice0003_2 - [INFO] - [Epoch:164]:  Training Loss:0.001755
 | 
						|
 | 
						|
2023-05-19 16:34:19,361 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:34:42,697 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:35:05,557 - ice0003_2 - [INFO] - [Evaluating Epoch 164 valid]: 
 | 
						|
	MRR: Tail : 0.4266, Head : 0.37886, Avg : 0.40273
 | 
						|
 | 
						|
2023-05-19 16:35:05,557 - ice0003_2 - [INFO] - [Epoch 164]:  Training Loss: 0.0017548,  Valid MRR: 0.40297, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 16:35:06,617 - ice0003_2 - [INFO] - [E:165| 0]: Train Loss:0.0017294,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:36:48,912 - ice0003_2 - [INFO] - [E:165| 100]: Train Loss:0.001742,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:38:30,915 - ice0003_2 - [INFO] - [E:165| 200]: Train Loss:0.0017459,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:40:12,003 - ice0003_2 - [INFO] - [E:165| 300]: Train Loss:0.0017475,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:41:43,216 - ice0003_2 - [INFO] - [E:165| 400]: Train Loss:0.0017487,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:43:25,868 - ice0003_2 - [INFO] - [E:165| 500]: Train Loss:0.0017488,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:45:07,976 - ice0003_2 - [INFO] - [E:165| 600]: Train Loss:0.0017495,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:46:50,035 - ice0003_2 - [INFO] - [E:165| 700]: Train Loss:0.0017512,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:48:32,234 - ice0003_2 - [INFO] - [E:165| 800]: Train Loss:0.0017518,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:50:04,230 - ice0003_2 - [INFO] - [E:165| 900]: Train Loss:0.0017529,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:51:16,534 - ice0003_2 - [INFO] - [Epoch:165]:  Training Loss:0.001754
 | 
						|
 | 
						|
2023-05-19 16:51:16,820 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:51:39,880 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 16:52:02,754 - ice0003_2 - [INFO] - [Evaluating Epoch 165 valid]: 
 | 
						|
	MRR: Tail : 0.42573, Head : 0.3782, Avg : 0.40197
 | 
						|
 | 
						|
2023-05-19 16:52:02,754 - ice0003_2 - [INFO] - [Epoch 165]:  Training Loss: 0.0017538,  Valid MRR: 0.40297, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 16:52:03,955 - ice0003_2 - [INFO] - [E:166| 0]: Train Loss:0.0017442,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:53:46,062 - ice0003_2 - [INFO] - [E:166| 100]: Train Loss:0.0017469,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:55:27,603 - ice0003_2 - [INFO] - [E:166| 200]: Train Loss:0.0017482,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:57:10,214 - ice0003_2 - [INFO] - [E:166| 300]: Train Loss:0.001749,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 16:58:42,644 - ice0003_2 - [INFO] - [E:166| 400]: Train Loss:0.0017494,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 17:00:25,079 - ice0003_2 - [INFO] - [E:166| 500]: Train Loss:0.0017496,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 17:02:07,043 - ice0003_2 - [INFO] - [E:166| 600]: Train Loss:0.0017503,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 17:03:49,777 - ice0003_2 - [INFO] - [E:166| 700]: Train Loss:0.0017508,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 17:05:31,992 - ice0003_2 - [INFO] - [E:166| 800]: Train Loss:0.0017515,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 17:07:10,229 - ice0003_2 - [INFO] - [E:166| 900]: Train Loss:0.001752,  Val MRR:0.40297, 	ice0003_2
 | 
						|
2023-05-19 17:08:15,796 - ice0003_2 - [INFO] - [Epoch:166]:  Training Loss:0.001753
 | 
						|
 | 
						|
2023-05-19 17:08:16,147 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:08:39,361 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:09:02,129 - ice0003_2 - [INFO] - [Evaluating Epoch 166 valid]: 
 | 
						|
	MRR: Tail : 0.42528, Head : 0.38122, Avg : 0.40325
 | 
						|
 | 
						|
2023-05-19 17:09:03,352 - ice0003_2 - [INFO] - [Epoch 166]:  Training Loss: 0.0017526,  Valid MRR: 0.40325, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 17:09:04,553 - ice0003_2 - [INFO] - [E:167| 0]: Train Loss:0.0016899,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:10:45,892 - ice0003_2 - [INFO] - [E:167| 100]: Train Loss:0.001748,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:12:31,729 - ice0003_2 - [INFO] - [E:167| 200]: Train Loss:0.0017483,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:14:14,405 - ice0003_2 - [INFO] - [E:167| 300]: Train Loss:0.0017486,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:15:55,766 - ice0003_2 - [INFO] - [E:167| 400]: Train Loss:0.0017489,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:17:29,277 - ice0003_2 - [INFO] - [E:167| 500]: Train Loss:0.00175,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:19:11,487 - ice0003_2 - [INFO] - [E:167| 600]: Train Loss:0.0017505,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:20:53,601 - ice0003_2 - [INFO] - [E:167| 700]: Train Loss:0.0017511,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:22:35,464 - ice0003_2 - [INFO] - [E:167| 800]: Train Loss:0.001751,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:24:15,956 - ice0003_2 - [INFO] - [E:167| 900]: Train Loss:0.0017516,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:25:17,797 - ice0003_2 - [INFO] - [Epoch:167]:  Training Loss:0.001752
 | 
						|
 | 
						|
2023-05-19 17:25:18,058 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:25:41,171 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:26:04,140 - ice0003_2 - [INFO] - [Evaluating Epoch 167 valid]: 
 | 
						|
	MRR: Tail : 0.42565, Head : 0.37966, Avg : 0.40266
 | 
						|
 | 
						|
2023-05-19 17:26:04,140 - ice0003_2 - [INFO] - [Epoch 167]:  Training Loss: 0.0017521,  Valid MRR: 0.40325, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 17:26:05,367 - ice0003_2 - [INFO] - [E:168| 0]: Train Loss:0.0017466,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:27:47,063 - ice0003_2 - [INFO] - [E:168| 100]: Train Loss:0.0017444,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:29:28,343 - ice0003_2 - [INFO] - [E:168| 200]: Train Loss:0.001745,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:31:10,284 - ice0003_2 - [INFO] - [E:168| 300]: Train Loss:0.0017462,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:32:52,190 - ice0003_2 - [INFO] - [E:168| 400]: Train Loss:0.0017465,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:34:24,074 - ice0003_2 - [INFO] - [E:168| 500]: Train Loss:0.0017473,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:36:06,145 - ice0003_2 - [INFO] - [E:168| 600]: Train Loss:0.0017489,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:37:47,928 - ice0003_2 - [INFO] - [E:168| 700]: Train Loss:0.0017492,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:39:29,039 - ice0003_2 - [INFO] - [E:168| 800]: Train Loss:0.0017497,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:41:11,194 - ice0003_2 - [INFO] - [E:168| 900]: Train Loss:0.00175,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:42:14,260 - ice0003_2 - [INFO] - [Epoch:168]:  Training Loss:0.001751
 | 
						|
 | 
						|
2023-05-19 17:42:14,477 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:42:36,344 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:42:59,535 - ice0003_2 - [INFO] - [Evaluating Epoch 168 valid]: 
 | 
						|
	MRR: Tail : 0.4235, Head : 0.37912, Avg : 0.40131
 | 
						|
 | 
						|
2023-05-19 17:42:59,535 - ice0003_2 - [INFO] - [Epoch 168]:  Training Loss: 0.0017508,  Valid MRR: 0.40325, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 17:43:00,731 - ice0003_2 - [INFO] - [E:169| 0]: Train Loss:0.0017484,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:44:43,071 - ice0003_2 - [INFO] - [E:169| 100]: Train Loss:0.0017445,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:46:25,606 - ice0003_2 - [INFO] - [E:169| 200]: Train Loss:0.0017461,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:48:08,120 - ice0003_2 - [INFO] - [E:169| 300]: Train Loss:0.0017455,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:49:50,020 - ice0003_2 - [INFO] - [E:169| 400]: Train Loss:0.0017456,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:51:21,914 - ice0003_2 - [INFO] - [E:169| 500]: Train Loss:0.0017464,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:53:03,572 - ice0003_2 - [INFO] - [E:169| 600]: Train Loss:0.0017469,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:54:45,784 - ice0003_2 - [INFO] - [E:169| 700]: Train Loss:0.0017479,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:56:29,026 - ice0003_2 - [INFO] - [E:169| 800]: Train Loss:0.0017493,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:58:11,924 - ice0003_2 - [INFO] - [E:169| 900]: Train Loss:0.0017495,  Val MRR:0.40325, 	ice0003_2
 | 
						|
2023-05-19 17:59:24,451 - ice0003_2 - [INFO] - [Epoch:169]:  Training Loss:0.00175
 | 
						|
 | 
						|
2023-05-19 17:59:24,757 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:59:39,875 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 17:59:59,020 - ice0003_2 - [INFO] - [Evaluating Epoch 169 valid]: 
 | 
						|
	MRR: Tail : 0.42718, Head : 0.38053, Avg : 0.40386
 | 
						|
	MR: Tail : 363.47, Head : 385.78, Avg : 374.63
 | 
						|
	Hit-1: Tail : 0.31885, Head : 0.27552, Avg : 0.29718
 | 
						|
	Hit-3: Tail : 0.48173, Head : 0.42772, Avg : 0.45473
 | 
						|
	Hit-10: Tail : 0.6343, Head : 0.58963, Avg : 0.61197
 | 
						|
2023-05-19 18:00:02,210 - ice0003_2 - [INFO] - [Epoch 169]:  Training Loss: 0.0017498,  Valid MRR: 0.40386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:00:03,644 - ice0003_2 - [INFO] - [E:170| 0]: Train Loss:0.0017322,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:01:50,396 - ice0003_2 - [INFO] - [E:170| 100]: Train Loss:0.0017416,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:03:33,543 - ice0003_2 - [INFO] - [E:170| 200]: Train Loss:0.001741,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:05:15,893 - ice0003_2 - [INFO] - [E:170| 300]: Train Loss:0.0017443,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:06:57,494 - ice0003_2 - [INFO] - [E:170| 400]: Train Loss:0.0017448,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:08:31,273 - ice0003_2 - [INFO] - [E:170| 500]: Train Loss:0.0017452,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:10:13,063 - ice0003_2 - [INFO] - [E:170| 600]: Train Loss:0.0017465,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:11:55,777 - ice0003_2 - [INFO] - [E:170| 700]: Train Loss:0.001747,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:13:38,373 - ice0003_2 - [INFO] - [E:170| 800]: Train Loss:0.001748,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:15:21,930 - ice0003_2 - [INFO] - [E:170| 900]: Train Loss:0.0017488,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:16:34,369 - ice0003_2 - [INFO] - [Epoch:170]:  Training Loss:0.001749
 | 
						|
 | 
						|
2023-05-19 18:16:34,699 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 18:16:57,797 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 18:17:13,680 - ice0003_2 - [INFO] - [Evaluating Epoch 170 valid]: 
 | 
						|
	MRR: Tail : 0.42537, Head : 0.3796, Avg : 0.40248
 | 
						|
 | 
						|
2023-05-19 18:17:13,680 - ice0003_2 - [INFO] - [Epoch 170]:  Training Loss: 0.0017492,  Valid MRR: 0.40386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:17:14,329 - ice0003_2 - [INFO] - [E:171| 0]: Train Loss:0.0017616,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:18:53,079 - ice0003_2 - [INFO] - [E:171| 100]: Train Loss:0.0017391,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:20:35,119 - ice0003_2 - [INFO] - [E:171| 200]: Train Loss:0.0017439,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:22:16,221 - ice0003_2 - [INFO] - [E:171| 300]: Train Loss:0.0017434,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:23:58,364 - ice0003_2 - [INFO] - [E:171| 400]: Train Loss:0.0017435,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:25:40,166 - ice0003_2 - [INFO] - [E:171| 500]: Train Loss:0.0017447,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:27:12,939 - ice0003_2 - [INFO] - [E:171| 600]: Train Loss:0.0017452,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:28:55,342 - ice0003_2 - [INFO] - [E:171| 700]: Train Loss:0.0017466,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:30:38,395 - ice0003_2 - [INFO] - [E:171| 800]: Train Loss:0.0017469,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:32:20,906 - ice0003_2 - [INFO] - [E:171| 900]: Train Loss:0.0017473,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:33:32,629 - ice0003_2 - [INFO] - [Epoch:171]:  Training Loss:0.001748
 | 
						|
 | 
						|
2023-05-19 18:33:32,968 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 18:33:56,199 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 18:34:19,248 - ice0003_2 - [INFO] - [Evaluating Epoch 171 valid]: 
 | 
						|
	MRR: Tail : 0.42507, Head : 0.37977, Avg : 0.40242
 | 
						|
 | 
						|
2023-05-19 18:34:19,248 - ice0003_2 - [INFO] - [Epoch 171]:  Training Loss: 0.001748,  Valid MRR: 0.40386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:34:20,057 - ice0003_2 - [INFO] - [E:172| 0]: Train Loss:0.0017994,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:35:51,305 - ice0003_2 - [INFO] - [E:172| 100]: Train Loss:0.0017427,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:37:33,190 - ice0003_2 - [INFO] - [E:172| 200]: Train Loss:0.0017423,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:39:16,035 - ice0003_2 - [INFO] - [E:172| 300]: Train Loss:0.0017416,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:40:58,798 - ice0003_2 - [INFO] - [E:172| 400]: Train Loss:0.0017423,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:42:41,890 - ice0003_2 - [INFO] - [E:172| 500]: Train Loss:0.001744,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:44:14,815 - ice0003_2 - [INFO] - [E:172| 600]: Train Loss:0.0017451,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:45:57,698 - ice0003_2 - [INFO] - [E:172| 700]: Train Loss:0.0017462,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:47:39,821 - ice0003_2 - [INFO] - [E:172| 800]: Train Loss:0.0017469,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:49:25,084 - ice0003_2 - [INFO] - [E:172| 900]: Train Loss:0.0017472,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:50:36,355 - ice0003_2 - [INFO] - [Epoch:172]:  Training Loss:0.001748
 | 
						|
 | 
						|
2023-05-19 18:50:36,700 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 18:51:00,007 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 18:51:22,995 - ice0003_2 - [INFO] - [Evaluating Epoch 172 valid]: 
 | 
						|
	MRR: Tail : 0.42492, Head : 0.37967, Avg : 0.4023
 | 
						|
 | 
						|
2023-05-19 18:51:22,995 - ice0003_2 - [INFO] - [Epoch 172]:  Training Loss: 0.0017478,  Valid MRR: 0.40386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:51:23,855 - ice0003_2 - [INFO] - [E:173| 0]: Train Loss:0.0017421,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:52:56,150 - ice0003_2 - [INFO] - [E:173| 100]: Train Loss:0.0017435,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:54:39,239 - ice0003_2 - [INFO] - [E:173| 200]: Train Loss:0.001744,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:56:21,812 - ice0003_2 - [INFO] - [E:173| 300]: Train Loss:0.0017438,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:58:04,554 - ice0003_2 - [INFO] - [E:173| 400]: Train Loss:0.0017443,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 18:59:47,350 - ice0003_2 - [INFO] - [E:173| 500]: Train Loss:0.0017437,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:01:19,783 - ice0003_2 - [INFO] - [E:173| 600]: Train Loss:0.0017443,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:03:02,199 - ice0003_2 - [INFO] - [E:173| 700]: Train Loss:0.0017454,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:04:43,503 - ice0003_2 - [INFO] - [E:173| 800]: Train Loss:0.0017452,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:06:25,665 - ice0003_2 - [INFO] - [E:173| 900]: Train Loss:0.0017459,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:07:38,157 - ice0003_2 - [INFO] - [Epoch:173]:  Training Loss:0.001747
 | 
						|
 | 
						|
2023-05-19 19:07:38,438 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:08:01,655 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:08:24,805 - ice0003_2 - [INFO] - [Evaluating Epoch 173 valid]: 
 | 
						|
	MRR: Tail : 0.4251, Head : 0.38048, Avg : 0.40279
 | 
						|
 | 
						|
2023-05-19 19:08:24,805 - ice0003_2 - [INFO] - [Epoch 173]:  Training Loss: 0.0017465,  Valid MRR: 0.40386, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:08:26,001 - ice0003_2 - [INFO] - [E:174| 0]: Train Loss:0.0016865,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:09:58,257 - ice0003_2 - [INFO] - [E:174| 100]: Train Loss:0.0017403,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:11:40,814 - ice0003_2 - [INFO] - [E:174| 200]: Train Loss:0.0017401,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:13:23,902 - ice0003_2 - [INFO] - [E:174| 300]: Train Loss:0.0017405,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:15:06,357 - ice0003_2 - [INFO] - [E:174| 400]: Train Loss:0.0017413,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:16:49,187 - ice0003_2 - [INFO] - [E:174| 500]: Train Loss:0.0017409,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:18:25,307 - ice0003_2 - [INFO] - [E:174| 600]: Train Loss:0.0017422,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:20:03,511 - ice0003_2 - [INFO] - [E:174| 700]: Train Loss:0.0017435,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:21:45,818 - ice0003_2 - [INFO] - [E:174| 800]: Train Loss:0.0017442,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:23:28,330 - ice0003_2 - [INFO] - [E:174| 900]: Train Loss:0.0017451,  Val MRR:0.40386, 	ice0003_2
 | 
						|
2023-05-19 19:24:40,076 - ice0003_2 - [INFO] - [Epoch:174]:  Training Loss:0.001746
 | 
						|
 | 
						|
2023-05-19 19:24:40,594 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:25:03,747 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:25:26,538 - ice0003_2 - [INFO] - [Evaluating Epoch 174 valid]: 
 | 
						|
	MRR: Tail : 0.4275, Head : 0.38146, Avg : 0.40448
 | 
						|
 | 
						|
2023-05-19 19:25:27,874 - ice0003_2 - [INFO] - [Epoch 174]:  Training Loss: 0.0017457,  Valid MRR: 0.40448, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:25:28,647 - ice0003_2 - [INFO] - [E:175| 0]: Train Loss:0.0017374,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:27:03,848 - ice0003_2 - [INFO] - [E:175| 100]: Train Loss:0.0017437,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:28:43,793 - ice0003_2 - [INFO] - [E:175| 200]: Train Loss:0.0017416,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:30:26,451 - ice0003_2 - [INFO] - [E:175| 300]: Train Loss:0.0017419,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:32:09,381 - ice0003_2 - [INFO] - [E:175| 400]: Train Loss:0.0017417,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:33:51,295 - ice0003_2 - [INFO] - [E:175| 500]: Train Loss:0.0017422,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:35:33,008 - ice0003_2 - [INFO] - [E:175| 600]: Train Loss:0.0017423,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:37:07,415 - ice0003_2 - [INFO] - [E:175| 700]: Train Loss:0.0017434,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:38:51,421 - ice0003_2 - [INFO] - [E:175| 800]: Train Loss:0.0017439,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:40:33,510 - ice0003_2 - [INFO] - [E:175| 900]: Train Loss:0.0017445,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:41:45,459 - ice0003_2 - [INFO] - [Epoch:175]:  Training Loss:0.001745
 | 
						|
 | 
						|
2023-05-19 19:41:45,803 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:42:09,607 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:42:32,614 - ice0003_2 - [INFO] - [Evaluating Epoch 175 valid]: 
 | 
						|
	MRR: Tail : 0.42811, Head : 0.37885, Avg : 0.40348
 | 
						|
 | 
						|
2023-05-19 19:42:32,614 - ice0003_2 - [INFO] - [Epoch 175]:  Training Loss: 0.001745,  Valid MRR: 0.40448, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:42:33,797 - ice0003_2 - [INFO] - [E:176| 0]: Train Loss:0.0017569,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:44:16,420 - ice0003_2 - [INFO] - [E:176| 100]: Train Loss:0.0017395,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:45:49,039 - ice0003_2 - [INFO] - [E:176| 200]: Train Loss:0.0017391,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:47:31,558 - ice0003_2 - [INFO] - [E:176| 300]: Train Loss:0.0017391,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:49:13,561 - ice0003_2 - [INFO] - [E:176| 400]: Train Loss:0.0017401,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:50:56,827 - ice0003_2 - [INFO] - [E:176| 500]: Train Loss:0.0017404,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:52:39,732 - ice0003_2 - [INFO] - [E:176| 600]: Train Loss:0.0017413,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:54:11,813 - ice0003_2 - [INFO] - [E:176| 700]: Train Loss:0.0017417,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:55:54,890 - ice0003_2 - [INFO] - [E:176| 800]: Train Loss:0.0017423,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:57:37,873 - ice0003_2 - [INFO] - [E:176| 900]: Train Loss:0.0017432,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 19:58:50,611 - ice0003_2 - [INFO] - [Epoch:176]:  Training Loss:0.001744
 | 
						|
 | 
						|
2023-05-19 19:58:51,085 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:59:14,239 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 19:59:37,367 - ice0003_2 - [INFO] - [Evaluating Epoch 176 valid]: 
 | 
						|
	MRR: Tail : 0.42638, Head : 0.37904, Avg : 0.40271
 | 
						|
 | 
						|
2023-05-19 19:59:37,367 - ice0003_2 - [INFO] - [Epoch 176]:  Training Loss: 0.0017437,  Valid MRR: 0.40448, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:59:38,396 - ice0003_2 - [INFO] - [E:177| 0]: Train Loss:0.0017714,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:01:21,641 - ice0003_2 - [INFO] - [E:177| 100]: Train Loss:0.0017408,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:02:53,534 - ice0003_2 - [INFO] - [E:177| 200]: Train Loss:0.0017385,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:04:35,308 - ice0003_2 - [INFO] - [E:177| 300]: Train Loss:0.0017379,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:06:18,163 - ice0003_2 - [INFO] - [E:177| 400]: Train Loss:0.0017385,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:08:01,079 - ice0003_2 - [INFO] - [E:177| 500]: Train Loss:0.0017393,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:09:43,607 - ice0003_2 - [INFO] - [E:177| 600]: Train Loss:0.00174,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:11:16,198 - ice0003_2 - [INFO] - [E:177| 700]: Train Loss:0.0017409,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:12:58,270 - ice0003_2 - [INFO] - [E:177| 800]: Train Loss:0.0017414,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:14:40,119 - ice0003_2 - [INFO] - [E:177| 900]: Train Loss:0.001742,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:15:52,092 - ice0003_2 - [INFO] - [Epoch:177]:  Training Loss:0.001743
 | 
						|
 | 
						|
2023-05-19 20:15:52,579 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 20:16:15,392 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 20:16:37,829 - ice0003_2 - [INFO] - [Evaluating Epoch 177 valid]: 
 | 
						|
	MRR: Tail : 0.42654, Head : 0.38038, Avg : 0.40346
 | 
						|
 | 
						|
2023-05-19 20:16:37,829 - ice0003_2 - [INFO] - [Epoch 177]:  Training Loss: 0.0017426,  Valid MRR: 0.40448, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:16:39,033 - ice0003_2 - [INFO] - [E:178| 0]: Train Loss:0.0017237,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:18:19,752 - ice0003_2 - [INFO] - [E:178| 100]: Train Loss:0.0017381,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:19:52,315 - ice0003_2 - [INFO] - [E:178| 200]: Train Loss:0.001738,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:21:35,718 - ice0003_2 - [INFO] - [E:178| 300]: Train Loss:0.0017368,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:23:19,306 - ice0003_2 - [INFO] - [E:178| 400]: Train Loss:0.0017373,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:25:02,076 - ice0003_2 - [INFO] - [E:178| 500]: Train Loss:0.0017389,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:26:47,996 - ice0003_2 - [INFO] - [E:178| 600]: Train Loss:0.0017399,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:28:22,470 - ice0003_2 - [INFO] - [E:178| 700]: Train Loss:0.0017404,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:30:03,227 - ice0003_2 - [INFO] - [E:178| 800]: Train Loss:0.0017411,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:31:44,494 - ice0003_2 - [INFO] - [E:178| 900]: Train Loss:0.0017414,  Val MRR:0.40448, 	ice0003_2
 | 
						|
2023-05-19 20:32:55,239 - ice0003_2 - [INFO] - [Epoch:178]:  Training Loss:0.001742
 | 
						|
 | 
						|
2023-05-19 20:32:55,499 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 20:33:18,611 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 20:33:41,490 - ice0003_2 - [INFO] - [Evaluating Epoch 178 valid]: 
 | 
						|
	MRR: Tail : 0.42804, Head : 0.38093, Avg : 0.40449
 | 
						|
 | 
						|
2023-05-19 20:33:42,913 - ice0003_2 - [INFO] - [Epoch 178]:  Training Loss: 0.0017423,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:33:44,121 - ice0003_2 - [INFO] - [E:179| 0]: Train Loss:0.0017504,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:35:26,516 - ice0003_2 - [INFO] - [E:179| 100]: Train Loss:0.0017351,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:37:01,763 - ice0003_2 - [INFO] - [E:179| 200]: Train Loss:0.0017369,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:38:41,867 - ice0003_2 - [INFO] - [E:179| 300]: Train Loss:0.0017365,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:40:24,809 - ice0003_2 - [INFO] - [E:179| 400]: Train Loss:0.0017366,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:42:07,871 - ice0003_2 - [INFO] - [E:179| 500]: Train Loss:0.0017374,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:43:50,640 - ice0003_2 - [INFO] - [E:179| 600]: Train Loss:0.0017383,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:45:32,527 - ice0003_2 - [INFO] - [E:179| 700]: Train Loss:0.0017389,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:47:04,552 - ice0003_2 - [INFO] - [E:179| 800]: Train Loss:0.0017397,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:48:46,920 - ice0003_2 - [INFO] - [E:179| 900]: Train Loss:0.001741,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:49:58,576 - ice0003_2 - [INFO] - [Epoch:179]:  Training Loss:0.001741
 | 
						|
 | 
						|
2023-05-19 20:49:58,973 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 20:50:22,541 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 20:50:45,462 - ice0003_2 - [INFO] - [Evaluating Epoch 179 valid]: 
 | 
						|
	MRR: Tail : 0.42908, Head : 0.37986, Avg : 0.40447
 | 
						|
	MR: Tail : 370.03, Head : 405.53, Avg : 387.78
 | 
						|
	Hit-1: Tail : 0.32116, Head : 0.27346, Avg : 0.29731
 | 
						|
	Hit-3: Tail : 0.48416, Head : 0.42857, Avg : 0.45637
 | 
						|
	Hit-10: Tail : 0.63685, Head : 0.58818, Avg : 0.61251
 | 
						|
2023-05-19 20:50:45,462 - ice0003_2 - [INFO] - [Epoch 179]:  Training Loss: 0.0017413,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:50:46,302 - ice0003_2 - [INFO] - [E:180| 0]: Train Loss:0.0017162,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:52:28,390 - ice0003_2 - [INFO] - [E:180| 100]: Train Loss:0.0017323,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:54:10,640 - ice0003_2 - [INFO] - [E:180| 200]: Train Loss:0.0017343,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:55:43,553 - ice0003_2 - [INFO] - [E:180| 300]: Train Loss:0.0017349,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:57:25,958 - ice0003_2 - [INFO] - [E:180| 400]: Train Loss:0.0017353,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 20:59:08,620 - ice0003_2 - [INFO] - [E:180| 500]: Train Loss:0.0017358,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:00:50,000 - ice0003_2 - [INFO] - [E:180| 600]: Train Loss:0.0017368,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:02:31,914 - ice0003_2 - [INFO] - [E:180| 700]: Train Loss:0.001738,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:04:04,465 - ice0003_2 - [INFO] - [E:180| 800]: Train Loss:0.0017385,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:05:46,718 - ice0003_2 - [INFO] - [E:180| 900]: Train Loss:0.0017394,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:06:58,289 - ice0003_2 - [INFO] - [Epoch:180]:  Training Loss:0.00174
 | 
						|
 | 
						|
2023-05-19 21:06:58,623 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:07:21,979 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:07:44,856 - ice0003_2 - [INFO] - [Evaluating Epoch 180 valid]: 
 | 
						|
	MRR: Tail : 0.42703, Head : 0.38059, Avg : 0.40381
 | 
						|
 | 
						|
2023-05-19 21:07:44,856 - ice0003_2 - [INFO] - [Epoch 180]:  Training Loss: 0.0017401,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:07:46,053 - ice0003_2 - [INFO] - [E:181| 0]: Train Loss:0.0017342,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:09:28,865 - ice0003_2 - [INFO] - [E:181| 100]: Train Loss:0.0017345,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:11:11,888 - ice0003_2 - [INFO] - [E:181| 200]: Train Loss:0.0017325,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:12:44,488 - ice0003_2 - [INFO] - [E:181| 300]: Train Loss:0.0017315,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:14:28,578 - ice0003_2 - [INFO] - [E:181| 400]: Train Loss:0.0017335,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:16:09,557 - ice0003_2 - [INFO] - [E:181| 500]: Train Loss:0.0017348,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:17:52,033 - ice0003_2 - [INFO] - [E:181| 600]: Train Loss:0.0017357,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:19:34,378 - ice0003_2 - [INFO] - [E:181| 700]: Train Loss:0.0017367,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:21:06,460 - ice0003_2 - [INFO] - [E:181| 800]: Train Loss:0.0017381,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:22:48,440 - ice0003_2 - [INFO] - [E:181| 900]: Train Loss:0.001739,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:24:00,227 - ice0003_2 - [INFO] - [Epoch:181]:  Training Loss:0.001739
 | 
						|
 | 
						|
2023-05-19 21:24:00,551 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:24:23,482 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:24:46,175 - ice0003_2 - [INFO] - [Evaluating Epoch 181 valid]: 
 | 
						|
	MRR: Tail : 0.4271, Head : 0.38022, Avg : 0.40366
 | 
						|
 | 
						|
2023-05-19 21:24:46,175 - ice0003_2 - [INFO] - [Epoch 181]:  Training Loss: 0.0017393,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:24:47,372 - ice0003_2 - [INFO] - [E:182| 0]: Train Loss:0.001775,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:26:29,263 - ice0003_2 - [INFO] - [E:182| 100]: Train Loss:0.0017309,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:28:11,148 - ice0003_2 - [INFO] - [E:182| 200]: Train Loss:0.0017325,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:29:42,071 - ice0003_2 - [INFO] - [E:182| 300]: Train Loss:0.0017324,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:31:24,017 - ice0003_2 - [INFO] - [E:182| 400]: Train Loss:0.0017345,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:33:05,941 - ice0003_2 - [INFO] - [E:182| 500]: Train Loss:0.0017351,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:34:48,003 - ice0003_2 - [INFO] - [E:182| 600]: Train Loss:0.0017361,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:36:29,955 - ice0003_2 - [INFO] - [E:182| 700]: Train Loss:0.0017365,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:38:05,101 - ice0003_2 - [INFO] - [E:182| 800]: Train Loss:0.0017374,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:39:45,135 - ice0003_2 - [INFO] - [E:182| 900]: Train Loss:0.0017383,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:40:57,096 - ice0003_2 - [INFO] - [Epoch:182]:  Training Loss:0.001739
 | 
						|
 | 
						|
2023-05-19 21:40:57,577 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:41:21,160 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:41:43,994 - ice0003_2 - [INFO] - [Evaluating Epoch 182 valid]: 
 | 
						|
	MRR: Tail : 0.42517, Head : 0.37969, Avg : 0.40243
 | 
						|
 | 
						|
2023-05-19 21:41:43,994 - ice0003_2 - [INFO] - [Epoch 182]:  Training Loss: 0.0017387,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:41:45,197 - ice0003_2 - [INFO] - [E:183| 0]: Train Loss:0.0017546,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:43:27,296 - ice0003_2 - [INFO] - [E:183| 100]: Train Loss:0.0017324,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:45:08,847 - ice0003_2 - [INFO] - [E:183| 200]: Train Loss:0.0017318,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:46:44,779 - ice0003_2 - [INFO] - [E:183| 300]: Train Loss:0.0017311,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:48:24,017 - ice0003_2 - [INFO] - [E:183| 400]: Train Loss:0.001733,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:50:06,479 - ice0003_2 - [INFO] - [E:183| 500]: Train Loss:0.0017338,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:51:48,825 - ice0003_2 - [INFO] - [E:183| 600]: Train Loss:0.001735,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:53:31,115 - ice0003_2 - [INFO] - [E:183| 700]: Train Loss:0.0017361,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:55:13,441 - ice0003_2 - [INFO] - [E:183| 800]: Train Loss:0.0017368,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:56:46,005 - ice0003_2 - [INFO] - [E:183| 900]: Train Loss:0.0017374,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 21:57:57,362 - ice0003_2 - [INFO] - [Epoch:183]:  Training Loss:0.001738
 | 
						|
 | 
						|
2023-05-19 21:57:57,706 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:58:20,970 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 21:58:43,900 - ice0003_2 - [INFO] - [Evaluating Epoch 183 valid]: 
 | 
						|
	MRR: Tail : 0.42626, Head : 0.37972, Avg : 0.40299
 | 
						|
 | 
						|
2023-05-19 21:58:43,900 - ice0003_2 - [INFO] - [Epoch 183]:  Training Loss: 0.0017375,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:58:44,740 - ice0003_2 - [INFO] - [E:184| 0]: Train Loss:0.0017251,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:00:27,059 - ice0003_2 - [INFO] - [E:184| 100]: Train Loss:0.0017328,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:02:12,609 - ice0003_2 - [INFO] - [E:184| 200]: Train Loss:0.0017305,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:03:55,409 - ice0003_2 - [INFO] - [E:184| 300]: Train Loss:0.0017326,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:05:28,053 - ice0003_2 - [INFO] - [E:184| 400]: Train Loss:0.0017329,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:07:10,041 - ice0003_2 - [INFO] - [E:184| 500]: Train Loss:0.0017339,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:08:51,952 - ice0003_2 - [INFO] - [E:184| 600]: Train Loss:0.0017342,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:10:33,975 - ice0003_2 - [INFO] - [E:184| 700]: Train Loss:0.0017345,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:12:15,238 - ice0003_2 - [INFO] - [E:184| 800]: Train Loss:0.0017354,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:13:46,594 - ice0003_2 - [INFO] - [E:184| 900]: Train Loss:0.0017363,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:14:58,470 - ice0003_2 - [INFO] - [Epoch:184]:  Training Loss:0.001737
 | 
						|
 | 
						|
2023-05-19 22:14:58,815 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 22:15:22,404 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 22:15:45,838 - ice0003_2 - [INFO] - [Evaluating Epoch 184 valid]: 
 | 
						|
	MRR: Tail : 0.42648, Head : 0.38159, Avg : 0.40404
 | 
						|
 | 
						|
2023-05-19 22:15:45,838 - ice0003_2 - [INFO] - [Epoch 184]:  Training Loss: 0.0017367,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:15:46,989 - ice0003_2 - [INFO] - [E:185| 0]: Train Loss:0.0017037,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:17:29,366 - ice0003_2 - [INFO] - [E:185| 100]: Train Loss:0.0017332,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:19:11,358 - ice0003_2 - [INFO] - [E:185| 200]: Train Loss:0.0017319,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:20:53,270 - ice0003_2 - [INFO] - [E:185| 300]: Train Loss:0.0017315,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:22:25,740 - ice0003_2 - [INFO] - [E:185| 400]: Train Loss:0.0017339,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:24:09,039 - ice0003_2 - [INFO] - [E:185| 500]: Train Loss:0.0017339,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:25:51,666 - ice0003_2 - [INFO] - [E:185| 600]: Train Loss:0.001734,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:27:33,192 - ice0003_2 - [INFO] - [E:185| 700]: Train Loss:0.0017352,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:29:15,986 - ice0003_2 - [INFO] - [E:185| 800]: Train Loss:0.0017358,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:30:48,435 - ice0003_2 - [INFO] - [E:185| 900]: Train Loss:0.0017359,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:32:01,451 - ice0003_2 - [INFO] - [Epoch:185]:  Training Loss:0.001736
 | 
						|
 | 
						|
2023-05-19 22:32:01,817 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 22:32:25,488 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 22:32:48,726 - ice0003_2 - [INFO] - [Evaluating Epoch 185 valid]: 
 | 
						|
	MRR: Tail : 0.42649, Head : 0.37975, Avg : 0.40312
 | 
						|
 | 
						|
2023-05-19 22:32:48,727 - ice0003_2 - [INFO] - [Epoch 185]:  Training Loss: 0.0017365,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:32:49,755 - ice0003_2 - [INFO] - [E:186| 0]: Train Loss:0.0017431,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:34:32,878 - ice0003_2 - [INFO] - [E:186| 100]: Train Loss:0.0017345,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:36:14,965 - ice0003_2 - [INFO] - [E:186| 200]: Train Loss:0.0017312,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:37:57,166 - ice0003_2 - [INFO] - [E:186| 300]: Train Loss:0.0017313,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:39:30,097 - ice0003_2 - [INFO] - [E:186| 400]: Train Loss:0.0017322,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:41:11,542 - ice0003_2 - [INFO] - [E:186| 500]: Train Loss:0.0017329,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:42:53,732 - ice0003_2 - [INFO] - [E:186| 600]: Train Loss:0.0017331,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:44:36,478 - ice0003_2 - [INFO] - [E:186| 700]: Train Loss:0.0017333,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:46:19,358 - ice0003_2 - [INFO] - [E:186| 800]: Train Loss:0.0017339,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:47:57,616 - ice0003_2 - [INFO] - [E:186| 900]: Train Loss:0.0017347,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:49:03,842 - ice0003_2 - [INFO] - [Epoch:186]:  Training Loss:0.001735
 | 
						|
 | 
						|
2023-05-19 22:49:04,184 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 22:49:27,783 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 22:49:50,984 - ice0003_2 - [INFO] - [Evaluating Epoch 186 valid]: 
 | 
						|
	MRR: Tail : 0.427, Head : 0.37893, Avg : 0.40297
 | 
						|
 | 
						|
2023-05-19 22:49:50,985 - ice0003_2 - [INFO] - [Epoch 186]:  Training Loss: 0.001735,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:49:51,795 - ice0003_2 - [INFO] - [E:187| 0]: Train Loss:0.0017274,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:51:36,591 - ice0003_2 - [INFO] - [E:187| 100]: Train Loss:0.0017274,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:53:18,708 - ice0003_2 - [INFO] - [E:187| 200]: Train Loss:0.0017292,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:55:00,247 - ice0003_2 - [INFO] - [E:187| 300]: Train Loss:0.0017294,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:56:40,033 - ice0003_2 - [INFO] - [E:187| 400]: Train Loss:0.00173,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:58:13,166 - ice0003_2 - [INFO] - [E:187| 500]: Train Loss:0.0017306,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 22:59:57,167 - ice0003_2 - [INFO] - [E:187| 600]: Train Loss:0.001731,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:01:40,475 - ice0003_2 - [INFO] - [E:187| 700]: Train Loss:0.0017316,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:03:23,357 - ice0003_2 - [INFO] - [E:187| 800]: Train Loss:0.0017327,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:05:06,128 - ice0003_2 - [INFO] - [E:187| 900]: Train Loss:0.0017336,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:06:08,227 - ice0003_2 - [INFO] - [Epoch:187]:  Training Loss:0.001734
 | 
						|
 | 
						|
2023-05-19 23:06:08,500 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:06:31,592 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:06:54,820 - ice0003_2 - [INFO] - [Evaluating Epoch 187 valid]: 
 | 
						|
	MRR: Tail : 0.42606, Head : 0.3814, Avg : 0.40373
 | 
						|
 | 
						|
2023-05-19 23:06:54,820 - ice0003_2 - [INFO] - [Epoch 187]:  Training Loss: 0.0017344,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:06:55,762 - ice0003_2 - [INFO] - [E:188| 0]: Train Loss:0.0017085,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:08:38,976 - ice0003_2 - [INFO] - [E:188| 100]: Train Loss:0.0017264,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:10:20,752 - ice0003_2 - [INFO] - [E:188| 200]: Train Loss:0.0017291,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:12:02,743 - ice0003_2 - [INFO] - [E:188| 300]: Train Loss:0.0017286,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:13:45,653 - ice0003_2 - [INFO] - [E:188| 400]: Train Loss:0.00173,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:15:18,184 - ice0003_2 - [INFO] - [E:188| 500]: Train Loss:0.0017313,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:17:01,198 - ice0003_2 - [INFO] - [E:188| 600]: Train Loss:0.0017317,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:18:43,224 - ice0003_2 - [INFO] - [E:188| 700]: Train Loss:0.0017327,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:20:25,788 - ice0003_2 - [INFO] - [E:188| 800]: Train Loss:0.001733,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:22:08,504 - ice0003_2 - [INFO] - [E:188| 900]: Train Loss:0.0017328,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:23:10,726 - ice0003_2 - [INFO] - [Epoch:188]:  Training Loss:0.001734
 | 
						|
 | 
						|
2023-05-19 23:23:10,988 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:23:34,213 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:23:56,803 - ice0003_2 - [INFO] - [Evaluating Epoch 188 valid]: 
 | 
						|
	MRR: Tail : 0.42638, Head : 0.37915, Avg : 0.40276
 | 
						|
 | 
						|
2023-05-19 23:23:56,803 - ice0003_2 - [INFO] - [Epoch 188]:  Training Loss: 0.0017336,  Valid MRR: 0.40449, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:23:58,003 - ice0003_2 - [INFO] - [E:189| 0]: Train Loss:0.0016959,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:25:39,771 - ice0003_2 - [INFO] - [E:189| 100]: Train Loss:0.0017229,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:27:23,195 - ice0003_2 - [INFO] - [E:189| 200]: Train Loss:0.0017256,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:29:07,002 - ice0003_2 - [INFO] - [E:189| 300]: Train Loss:0.001728,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:30:49,684 - ice0003_2 - [INFO] - [E:189| 400]: Train Loss:0.0017298,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:32:21,859 - ice0003_2 - [INFO] - [E:189| 500]: Train Loss:0.0017299,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:34:04,025 - ice0003_2 - [INFO] - [E:189| 600]: Train Loss:0.0017308,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:35:47,091 - ice0003_2 - [INFO] - [E:189| 700]: Train Loss:0.001731,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:37:29,664 - ice0003_2 - [INFO] - [E:189| 800]: Train Loss:0.0017313,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:39:13,864 - ice0003_2 - [INFO] - [E:189| 900]: Train Loss:0.001732,  Val MRR:0.40449, 	ice0003_2
 | 
						|
2023-05-19 23:40:21,564 - ice0003_2 - [INFO] - [Epoch:189]:  Training Loss:0.001733
 | 
						|
 | 
						|
2023-05-19 23:40:21,781 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:40:37,837 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:41:00,437 - ice0003_2 - [INFO] - [Evaluating Epoch 189 valid]: 
 | 
						|
	MRR: Tail : 0.42802, Head : 0.38149, Avg : 0.40476
 | 
						|
	MR: Tail : 385.91, Head : 408.93, Avg : 397.42
 | 
						|
	Hit-1: Tail : 0.32103, Head : 0.27661, Avg : 0.29882
 | 
						|
	Hit-3: Tail : 0.48185, Head : 0.42627, Avg : 0.45406
 | 
						|
	Hit-10: Tail : 0.63345, Head : 0.58818, Avg : 0.61081
 | 
						|
2023-05-19 23:41:01,760 - ice0003_2 - [INFO] - [Epoch 189]:  Training Loss: 0.0017326,  Valid MRR: 0.40476, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:41:02,957 - ice0003_2 - [INFO] - [E:190| 0]: Train Loss:0.0017601,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:42:44,507 - ice0003_2 - [INFO] - [E:190| 100]: Train Loss:0.0017243,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:44:26,125 - ice0003_2 - [INFO] - [E:190| 200]: Train Loss:0.0017265,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:46:08,402 - ice0003_2 - [INFO] - [E:190| 300]: Train Loss:0.0017267,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:47:50,381 - ice0003_2 - [INFO] - [E:190| 400]: Train Loss:0.001728,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:49:22,303 - ice0003_2 - [INFO] - [E:190| 500]: Train Loss:0.0017291,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:51:05,454 - ice0003_2 - [INFO] - [E:190| 600]: Train Loss:0.0017297,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:52:47,734 - ice0003_2 - [INFO] - [E:190| 700]: Train Loss:0.0017305,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:54:29,097 - ice0003_2 - [INFO] - [E:190| 800]: Train Loss:0.001731,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:56:12,329 - ice0003_2 - [INFO] - [E:190| 900]: Train Loss:0.0017318,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:57:24,330 - ice0003_2 - [INFO] - [Epoch:190]:  Training Loss:0.001732
 | 
						|
 | 
						|
2023-05-19 23:57:24,728 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:57:46,825 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-19 23:58:00,478 - ice0003_2 - [INFO] - [Evaluating Epoch 190 valid]: 
 | 
						|
	MRR: Tail : 0.42675, Head : 0.38209, Avg : 0.40442
 | 
						|
 | 
						|
2023-05-19 23:58:00,479 - ice0003_2 - [INFO] - [Epoch 190]:  Training Loss: 0.0017323,  Valid MRR: 0.40476, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:58:01,128 - ice0003_2 - [INFO] - [E:191| 0]: Train Loss:0.0016896,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-19 23:59:42,936 - ice0003_2 - [INFO] - [E:191| 100]: Train Loss:0.0017277,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:01:25,252 - ice0003_2 - [INFO] - [E:191| 200]: Train Loss:0.0017269,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:03:07,479 - ice0003_2 - [INFO] - [E:191| 300]: Train Loss:0.0017267,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:04:49,660 - ice0003_2 - [INFO] - [E:191| 400]: Train Loss:0.0017276,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:06:30,565 - ice0003_2 - [INFO] - [E:191| 500]: Train Loss:0.0017275,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:08:03,931 - ice0003_2 - [INFO] - [E:191| 600]: Train Loss:0.0017275,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:09:45,604 - ice0003_2 - [INFO] - [E:191| 700]: Train Loss:0.0017285,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:11:28,119 - ice0003_2 - [INFO] - [E:191| 800]: Train Loss:0.0017293,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:13:10,491 - ice0003_2 - [INFO] - [E:191| 900]: Train Loss:0.0017302,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:14:22,297 - ice0003_2 - [INFO] - [Epoch:191]:  Training Loss:0.001731
 | 
						|
 | 
						|
2023-05-20 00:14:22,696 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 00:14:46,415 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 00:15:07,951 - ice0003_2 - [INFO] - [Evaluating Epoch 191 valid]: 
 | 
						|
	MRR: Tail : 0.4264, Head : 0.38007, Avg : 0.40324
 | 
						|
 | 
						|
2023-05-20 00:15:07,951 - ice0003_2 - [INFO] - [Epoch 191]:  Training Loss: 0.0017307,  Valid MRR: 0.40476, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 00:15:08,601 - ice0003_2 - [INFO] - [E:192| 0]: Train Loss:0.0017486,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:16:42,944 - ice0003_2 - [INFO] - [E:192| 100]: Train Loss:0.0017253,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:18:25,809 - ice0003_2 - [INFO] - [E:192| 200]: Train Loss:0.001728,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:20:08,753 - ice0003_2 - [INFO] - [E:192| 300]: Train Loss:0.0017293,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:21:51,105 - ice0003_2 - [INFO] - [E:192| 400]: Train Loss:0.0017285,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:23:32,268 - ice0003_2 - [INFO] - [E:192| 500]: Train Loss:0.0017282,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:25:03,927 - ice0003_2 - [INFO] - [E:192| 600]: Train Loss:0.0017291,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:26:48,079 - ice0003_2 - [INFO] - [E:192| 700]: Train Loss:0.0017294,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:28:30,369 - ice0003_2 - [INFO] - [E:192| 800]: Train Loss:0.0017297,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:30:12,324 - ice0003_2 - [INFO] - [E:192| 900]: Train Loss:0.0017301,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:31:24,127 - ice0003_2 - [INFO] - [Epoch:192]:  Training Loss:0.00173
 | 
						|
 | 
						|
2023-05-20 00:31:24,517 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 00:31:48,052 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 00:32:10,892 - ice0003_2 - [INFO] - [Evaluating Epoch 192 valid]: 
 | 
						|
	MRR: Tail : 0.42633, Head : 0.38143, Avg : 0.40388
 | 
						|
 | 
						|
2023-05-20 00:32:10,892 - ice0003_2 - [INFO] - [Epoch 192]:  Training Loss: 0.0017304,  Valid MRR: 0.40476, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 00:32:12,074 - ice0003_2 - [INFO] - [E:193| 0]: Train Loss:0.0017121,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:33:44,294 - ice0003_2 - [INFO] - [E:193| 100]: Train Loss:0.0017215,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:35:27,038 - ice0003_2 - [INFO] - [E:193| 200]: Train Loss:0.001723,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:37:08,776 - ice0003_2 - [INFO] - [E:193| 300]: Train Loss:0.0017239,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:38:51,542 - ice0003_2 - [INFO] - [E:193| 400]: Train Loss:0.0017246,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:40:34,860 - ice0003_2 - [INFO] - [E:193| 500]: Train Loss:0.0017263,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:42:07,439 - ice0003_2 - [INFO] - [E:193| 600]: Train Loss:0.0017267,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:43:49,742 - ice0003_2 - [INFO] - [E:193| 700]: Train Loss:0.0017274,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:45:32,230 - ice0003_2 - [INFO] - [E:193| 800]: Train Loss:0.0017283,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:47:15,415 - ice0003_2 - [INFO] - [E:193| 900]: Train Loss:0.0017291,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:48:26,899 - ice0003_2 - [INFO] - [Epoch:193]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-20 00:48:27,252 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 00:48:50,740 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 00:49:13,350 - ice0003_2 - [INFO] - [Evaluating Epoch 193 valid]: 
 | 
						|
	MRR: Tail : 0.42561, Head : 0.38116, Avg : 0.40339
 | 
						|
 | 
						|
2023-05-20 00:49:13,350 - ice0003_2 - [INFO] - [Epoch 193]:  Training Loss: 0.0017295,  Valid MRR: 0.40476, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 00:49:14,537 - ice0003_2 - [INFO] - [E:194| 0]: Train Loss:0.0017688,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:50:46,921 - ice0003_2 - [INFO] - [E:194| 100]: Train Loss:0.0017224,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:52:28,453 - ice0003_2 - [INFO] - [E:194| 200]: Train Loss:0.0017235,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:54:10,927 - ice0003_2 - [INFO] - [E:194| 300]: Train Loss:0.0017254,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:55:53,472 - ice0003_2 - [INFO] - [E:194| 400]: Train Loss:0.0017261,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:57:36,220 - ice0003_2 - [INFO] - [E:194| 500]: Train Loss:0.0017265,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 00:59:09,411 - ice0003_2 - [INFO] - [E:194| 600]: Train Loss:0.0017271,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 01:00:52,673 - ice0003_2 - [INFO] - [E:194| 700]: Train Loss:0.0017277,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 01:02:36,407 - ice0003_2 - [INFO] - [E:194| 800]: Train Loss:0.0017283,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 01:04:19,560 - ice0003_2 - [INFO] - [E:194| 900]: Train Loss:0.0017288,  Val MRR:0.40476, 	ice0003_2
 | 
						|
2023-05-20 01:05:31,173 - ice0003_2 - [INFO] - [Epoch:194]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-20 01:05:31,434 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:05:54,079 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:06:16,921 - ice0003_2 - [INFO] - [Evaluating Epoch 194 valid]: 
 | 
						|
	MRR: Tail : 0.42813, Head : 0.38222, Avg : 0.40517
 | 
						|
 | 
						|
2023-05-20 01:06:19,746 - ice0003_2 - [INFO] - [Epoch 194]:  Training Loss: 0.001729,  Valid MRR: 0.40517, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:06:20,947 - ice0003_2 - [INFO] - [E:195| 0]: Train Loss:0.0016908,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:07:52,926 - ice0003_2 - [INFO] - [E:195| 100]: Train Loss:0.0017208,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:09:35,657 - ice0003_2 - [INFO] - [E:195| 200]: Train Loss:0.0017216,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:11:17,630 - ice0003_2 - [INFO] - [E:195| 300]: Train Loss:0.0017223,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:12:59,610 - ice0003_2 - [INFO] - [E:195| 400]: Train Loss:0.0017237,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:14:44,522 - ice0003_2 - [INFO] - [E:195| 500]: Train Loss:0.001724,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:16:23,299 - ice0003_2 - [INFO] - [E:195| 600]: Train Loss:0.001725,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:17:59,091 - ice0003_2 - [INFO] - [E:195| 700]: Train Loss:0.0017259,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:19:40,733 - ice0003_2 - [INFO] - [E:195| 800]: Train Loss:0.0017264,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:21:22,459 - ice0003_2 - [INFO] - [E:195| 900]: Train Loss:0.0017273,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:22:34,163 - ice0003_2 - [INFO] - [Epoch:195]:  Training Loss:0.001728
 | 
						|
 | 
						|
2023-05-20 01:22:34,615 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:22:58,234 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:23:20,959 - ice0003_2 - [INFO] - [Evaluating Epoch 195 valid]: 
 | 
						|
	MRR: Tail : 0.42936, Head : 0.38082, Avg : 0.40509
 | 
						|
 | 
						|
2023-05-20 01:23:20,959 - ice0003_2 - [INFO] - [Epoch 195]:  Training Loss: 0.0017276,  Valid MRR: 0.40517, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:23:22,150 - ice0003_2 - [INFO] - [E:196| 0]: Train Loss:0.0017698,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:25:03,510 - ice0003_2 - [INFO] - [E:196| 100]: Train Loss:0.001722,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:26:37,333 - ice0003_2 - [INFO] - [E:196| 200]: Train Loss:0.0017236,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:28:20,298 - ice0003_2 - [INFO] - [E:196| 300]: Train Loss:0.0017231,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:30:03,040 - ice0003_2 - [INFO] - [E:196| 400]: Train Loss:0.0017232,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:31:46,063 - ice0003_2 - [INFO] - [E:196| 500]: Train Loss:0.0017245,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:33:28,608 - ice0003_2 - [INFO] - [E:196| 600]: Train Loss:0.0017251,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:35:00,017 - ice0003_2 - [INFO] - [E:196| 700]: Train Loss:0.0017256,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:36:42,315 - ice0003_2 - [INFO] - [E:196| 800]: Train Loss:0.0017263,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:38:24,262 - ice0003_2 - [INFO] - [E:196| 900]: Train Loss:0.0017265,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:39:36,355 - ice0003_2 - [INFO] - [Epoch:196]:  Training Loss:0.001727
 | 
						|
 | 
						|
2023-05-20 01:39:36,698 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:40:00,443 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:40:23,745 - ice0003_2 - [INFO] - [Evaluating Epoch 196 valid]: 
 | 
						|
	MRR: Tail : 0.42701, Head : 0.38245, Avg : 0.40473
 | 
						|
 | 
						|
2023-05-20 01:40:23,745 - ice0003_2 - [INFO] - [Epoch 196]:  Training Loss: 0.0017269,  Valid MRR: 0.40517, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:40:24,531 - ice0003_2 - [INFO] - [E:197| 0]: Train Loss:0.0017117,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:42:07,956 - ice0003_2 - [INFO] - [E:197| 100]: Train Loss:0.0017192,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:43:40,309 - ice0003_2 - [INFO] - [E:197| 200]: Train Loss:0.0017215,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:45:22,099 - ice0003_2 - [INFO] - [E:197| 300]: Train Loss:0.0017224,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:47:04,046 - ice0003_2 - [INFO] - [E:197| 400]: Train Loss:0.0017232,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:48:45,565 - ice0003_2 - [INFO] - [E:197| 500]: Train Loss:0.0017234,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:50:26,365 - ice0003_2 - [INFO] - [E:197| 600]: Train Loss:0.0017238,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:51:58,959 - ice0003_2 - [INFO] - [E:197| 700]: Train Loss:0.0017247,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:53:42,821 - ice0003_2 - [INFO] - [E:197| 800]: Train Loss:0.0017251,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:55:25,162 - ice0003_2 - [INFO] - [E:197| 900]: Train Loss:0.0017253,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:56:36,743 - ice0003_2 - [INFO] - [Epoch:197]:  Training Loss:0.001726
 | 
						|
 | 
						|
2023-05-20 01:56:37,256 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:57:00,344 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 01:57:23,188 - ice0003_2 - [INFO] - [Evaluating Epoch 197 valid]: 
 | 
						|
	MRR: Tail : 0.42678, Head : 0.37912, Avg : 0.40295
 | 
						|
 | 
						|
2023-05-20 01:57:23,189 - ice0003_2 - [INFO] - [Epoch 197]:  Training Loss: 0.0017259,  Valid MRR: 0.40517, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:57:24,358 - ice0003_2 - [INFO] - [E:198| 0]: Train Loss:0.0017714,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 01:59:06,310 - ice0003_2 - [INFO] - [E:198| 100]: Train Loss:0.0017239,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:00:38,274 - ice0003_2 - [INFO] - [E:198| 200]: Train Loss:0.0017211,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:02:20,641 - ice0003_2 - [INFO] - [E:198| 300]: Train Loss:0.001722,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:04:04,255 - ice0003_2 - [INFO] - [E:198| 400]: Train Loss:0.0017227,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:05:46,405 - ice0003_2 - [INFO] - [E:198| 500]: Train Loss:0.0017225,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:07:28,816 - ice0003_2 - [INFO] - [E:198| 600]: Train Loss:0.0017227,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:09:01,634 - ice0003_2 - [INFO] - [E:198| 700]: Train Loss:0.0017233,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:10:44,776 - ice0003_2 - [INFO] - [E:198| 800]: Train Loss:0.0017238,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:12:27,196 - ice0003_2 - [INFO] - [E:198| 900]: Train Loss:0.0017246,  Val MRR:0.40517, 	ice0003_2
 | 
						|
2023-05-20 02:13:38,972 - ice0003_2 - [INFO] - [Epoch:198]:  Training Loss:0.001725
 | 
						|
 | 
						|
2023-05-20 02:13:39,369 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 02:14:03,056 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 02:14:25,855 - ice0003_2 - [INFO] - [Evaluating Epoch 198 valid]: 
 | 
						|
	MRR: Tail : 0.43074, Head : 0.38159, Avg : 0.40617
 | 
						|
 | 
						|
2023-05-20 02:14:27,170 - ice0003_2 - [INFO] - [Epoch 198]:  Training Loss: 0.0017251,  Valid MRR: 0.40617, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 02:14:28,369 - ice0003_2 - [INFO] - [E:199| 0]: Train Loss:0.0016837,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:16:11,383 - ice0003_2 - [INFO] - [E:199| 100]: Train Loss:0.0017233,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:17:44,319 - ice0003_2 - [INFO] - [E:199| 200]: Train Loss:0.0017209,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:19:25,371 - ice0003_2 - [INFO] - [E:199| 300]: Train Loss:0.001722,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:21:07,698 - ice0003_2 - [INFO] - [E:199| 400]: Train Loss:0.0017222,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:22:50,577 - ice0003_2 - [INFO] - [E:199| 500]: Train Loss:0.0017222,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:24:32,862 - ice0003_2 - [INFO] - [E:199| 600]: Train Loss:0.0017221,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:26:14,520 - ice0003_2 - [INFO] - [E:199| 700]: Train Loss:0.0017228,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:27:47,637 - ice0003_2 - [INFO] - [E:199| 800]: Train Loss:0.0017237,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:29:30,395 - ice0003_2 - [INFO] - [E:199| 900]: Train Loss:0.0017243,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:30:42,910 - ice0003_2 - [INFO] - [Epoch:199]:  Training Loss:0.001725
 | 
						|
 | 
						|
2023-05-20 02:30:43,204 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 02:31:06,495 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 02:31:29,380 - ice0003_2 - [INFO] - [Evaluating Epoch 199 valid]: 
 | 
						|
	MRR: Tail : 0.4285, Head : 0.38029, Avg : 0.4044
 | 
						|
	MR: Tail : 386.09, Head : 426.22, Avg : 406.15
 | 
						|
	Hit-1: Tail : 0.32213, Head : 0.27552, Avg : 0.29882
 | 
						|
	Hit-3: Tail : 0.4844, Head : 0.43148, Avg : 0.45794
 | 
						|
	Hit-10: Tail : 0.63248, Head : 0.59146, Avg : 0.61197
 | 
						|
2023-05-20 02:31:29,380 - ice0003_2 - [INFO] - [Epoch 199]:  Training Loss: 0.0017247,  Valid MRR: 0.40617, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 02:31:30,567 - ice0003_2 - [INFO] - [E:200| 0]: Train Loss:0.0016818,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:33:12,582 - ice0003_2 - [INFO] - [E:200| 100]: Train Loss:0.0017183,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:34:55,377 - ice0003_2 - [INFO] - [E:200| 200]: Train Loss:0.0017189,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:36:28,251 - ice0003_2 - [INFO] - [E:200| 300]: Train Loss:0.0017189,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:38:10,839 - ice0003_2 - [INFO] - [E:200| 400]: Train Loss:0.0017193,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:39:53,426 - ice0003_2 - [INFO] - [E:200| 500]: Train Loss:0.00172,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:41:36,101 - ice0003_2 - [INFO] - [E:200| 600]: Train Loss:0.0017207,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:43:19,147 - ice0003_2 - [INFO] - [E:200| 700]: Train Loss:0.0017216,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:44:52,015 - ice0003_2 - [INFO] - [E:200| 800]: Train Loss:0.0017226,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:46:33,894 - ice0003_2 - [INFO] - [E:200| 900]: Train Loss:0.0017231,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:47:44,941 - ice0003_2 - [INFO] - [Epoch:200]:  Training Loss:0.001724
 | 
						|
 | 
						|
2023-05-20 02:47:45,292 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 02:48:09,074 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 02:48:32,200 - ice0003_2 - [INFO] - [Evaluating Epoch 200 valid]: 
 | 
						|
	MRR: Tail : 0.4277, Head : 0.38076, Avg : 0.40423
 | 
						|
 | 
						|
2023-05-20 02:48:32,200 - ice0003_2 - [INFO] - [Epoch 200]:  Training Loss: 0.0017237,  Valid MRR: 0.40617, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 02:48:33,311 - ice0003_2 - [INFO] - [E:201| 0]: Train Loss:0.0017101,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:50:16,436 - ice0003_2 - [INFO] - [E:201| 100]: Train Loss:0.0017153,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:52:01,201 - ice0003_2 - [INFO] - [E:201| 200]: Train Loss:0.0017178,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:53:33,957 - ice0003_2 - [INFO] - [E:201| 300]: Train Loss:0.0017192,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:55:16,558 - ice0003_2 - [INFO] - [E:201| 400]: Train Loss:0.0017189,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:56:59,909 - ice0003_2 - [INFO] - [E:201| 500]: Train Loss:0.0017191,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 02:58:42,420 - ice0003_2 - [INFO] - [E:201| 600]: Train Loss:0.00172,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:00:24,599 - ice0003_2 - [INFO] - [E:201| 700]: Train Loss:0.0017211,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:01:56,377 - ice0003_2 - [INFO] - [E:201| 800]: Train Loss:0.0017219,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:03:38,590 - ice0003_2 - [INFO] - [E:201| 900]: Train Loss:0.0017226,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:04:50,607 - ice0003_2 - [INFO] - [Epoch:201]:  Training Loss:0.001723
 | 
						|
 | 
						|
2023-05-20 03:04:51,009 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:05:14,541 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:05:37,512 - ice0003_2 - [INFO] - [Evaluating Epoch 201 valid]: 
 | 
						|
	MRR: Tail : 0.42835, Head : 0.38059, Avg : 0.40447
 | 
						|
 | 
						|
2023-05-20 03:05:37,512 - ice0003_2 - [INFO] - [Epoch 201]:  Training Loss: 0.0017233,  Valid MRR: 0.40617, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:05:38,538 - ice0003_2 - [INFO] - [E:202| 0]: Train Loss:0.0016759,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:07:21,312 - ice0003_2 - [INFO] - [E:202| 100]: Train Loss:0.0017167,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:09:03,932 - ice0003_2 - [INFO] - [E:202| 200]: Train Loss:0.001716,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:10:36,221 - ice0003_2 - [INFO] - [E:202| 300]: Train Loss:0.0017162,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:12:18,611 - ice0003_2 - [INFO] - [E:202| 400]: Train Loss:0.0017179,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:14:00,553 - ice0003_2 - [INFO] - [E:202| 500]: Train Loss:0.0017187,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:15:41,638 - ice0003_2 - [INFO] - [E:202| 600]: Train Loss:0.0017193,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:17:23,350 - ice0003_2 - [INFO] - [E:202| 700]: Train Loss:0.0017207,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:18:55,606 - ice0003_2 - [INFO] - [E:202| 800]: Train Loss:0.0017211,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:20:38,343 - ice0003_2 - [INFO] - [E:202| 900]: Train Loss:0.0017216,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:21:50,825 - ice0003_2 - [INFO] - [Epoch:202]:  Training Loss:0.001722
 | 
						|
 | 
						|
2023-05-20 03:21:51,338 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:22:14,617 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:22:37,360 - ice0003_2 - [INFO] - [Evaluating Epoch 202 valid]: 
 | 
						|
	MRR: Tail : 0.42914, Head : 0.38052, Avg : 0.40483
 | 
						|
 | 
						|
2023-05-20 03:22:37,360 - ice0003_2 - [INFO] - [Epoch 202]:  Training Loss: 0.0017217,  Valid MRR: 0.40617, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:22:38,522 - ice0003_2 - [INFO] - [E:203| 0]: Train Loss:0.0017555,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:24:21,683 - ice0003_2 - [INFO] - [E:203| 100]: Train Loss:0.0017113,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:26:04,370 - ice0003_2 - [INFO] - [E:203| 200]: Train Loss:0.0017136,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:27:37,540 - ice0003_2 - [INFO] - [E:203| 300]: Train Loss:0.0017158,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:29:19,366 - ice0003_2 - [INFO] - [E:203| 400]: Train Loss:0.0017168,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:31:01,864 - ice0003_2 - [INFO] - [E:203| 500]: Train Loss:0.0017173,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:32:44,140 - ice0003_2 - [INFO] - [E:203| 600]: Train Loss:0.0017187,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:34:26,717 - ice0003_2 - [INFO] - [E:203| 700]: Train Loss:0.0017196,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:36:05,961 - ice0003_2 - [INFO] - [E:203| 800]: Train Loss:0.0017203,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:37:43,190 - ice0003_2 - [INFO] - [E:203| 900]: Train Loss:0.0017206,  Val MRR:0.40617, 	ice0003_2
 | 
						|
2023-05-20 03:38:55,882 - ice0003_2 - [INFO] - [Epoch:203]:  Training Loss:0.001721
 | 
						|
 | 
						|
2023-05-20 03:38:56,343 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:39:19,298 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:39:44,748 - ice0003_2 - [INFO] - [Evaluating Epoch 203 valid]: 
 | 
						|
	MRR: Tail : 0.42872, Head : 0.38372, Avg : 0.40622
 | 
						|
 | 
						|
2023-05-20 03:39:47,379 - ice0003_2 - [INFO] - [Epoch 203]:  Training Loss: 0.0017212,  Valid MRR: 0.40622, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:39:48,736 - ice0003_2 - [INFO] - [E:204| 0]: Train Loss:0.0016917,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:41:31,498 - ice0003_2 - [INFO] - [E:204| 100]: Train Loss:0.0017117,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:43:14,248 - ice0003_2 - [INFO] - [E:204| 200]: Train Loss:0.0017122,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:44:53,446 - ice0003_2 - [INFO] - [E:204| 300]: Train Loss:0.0017153,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:46:27,459 - ice0003_2 - [INFO] - [E:204| 400]: Train Loss:0.0017168,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:48:10,178 - ice0003_2 - [INFO] - [E:204| 500]: Train Loss:0.0017173,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:49:53,497 - ice0003_2 - [INFO] - [E:204| 600]: Train Loss:0.0017181,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:51:36,142 - ice0003_2 - [INFO] - [E:204| 700]: Train Loss:0.0017194,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:53:19,219 - ice0003_2 - [INFO] - [E:204| 800]: Train Loss:0.0017199,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:54:52,525 - ice0003_2 - [INFO] - [E:204| 900]: Train Loss:0.0017204,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:56:05,228 - ice0003_2 - [INFO] - [Epoch:204]:  Training Loss:0.001721
 | 
						|
 | 
						|
2023-05-20 03:56:05,634 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:56:29,020 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 03:56:51,855 - ice0003_2 - [INFO] - [Evaluating Epoch 204 valid]: 
 | 
						|
	MRR: Tail : 0.42775, Head : 0.3812, Avg : 0.40447
 | 
						|
 | 
						|
2023-05-20 03:56:51,855 - ice0003_2 - [INFO] - [Epoch 204]:  Training Loss: 0.0017208,  Valid MRR: 0.40622, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:56:53,004 - ice0003_2 - [INFO] - [E:205| 0]: Train Loss:0.0017413,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 03:58:35,493 - ice0003_2 - [INFO] - [E:205| 100]: Train Loss:0.001709,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:00:17,651 - ice0003_2 - [INFO] - [E:205| 200]: Train Loss:0.0017137,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:02:00,280 - ice0003_2 - [INFO] - [E:205| 300]: Train Loss:0.0017155,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:03:32,660 - ice0003_2 - [INFO] - [E:205| 400]: Train Loss:0.0017169,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:05:15,844 - ice0003_2 - [INFO] - [E:205| 500]: Train Loss:0.0017164,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:06:58,371 - ice0003_2 - [INFO] - [E:205| 600]: Train Loss:0.0017165,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:08:41,383 - ice0003_2 - [INFO] - [E:205| 700]: Train Loss:0.0017175,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:10:24,079 - ice0003_2 - [INFO] - [E:205| 800]: Train Loss:0.0017186,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:11:56,512 - ice0003_2 - [INFO] - [E:205| 900]: Train Loss:0.0017191,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:13:08,102 - ice0003_2 - [INFO] - [Epoch:205]:  Training Loss:0.00172
 | 
						|
 | 
						|
2023-05-20 04:13:08,501 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 04:13:31,791 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 04:13:54,423 - ice0003_2 - [INFO] - [Evaluating Epoch 205 valid]: 
 | 
						|
	MRR: Tail : 0.4289, Head : 0.38297, Avg : 0.40594
 | 
						|
 | 
						|
2023-05-20 04:13:54,424 - ice0003_2 - [INFO] - [Epoch 205]:  Training Loss: 0.0017195,  Valid MRR: 0.40622, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 04:13:55,605 - ice0003_2 - [INFO] - [E:206| 0]: Train Loss:0.0017457,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:15:38,076 - ice0003_2 - [INFO] - [E:206| 100]: Train Loss:0.0017145,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:17:21,440 - ice0003_2 - [INFO] - [E:206| 200]: Train Loss:0.0017143,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:19:04,353 - ice0003_2 - [INFO] - [E:206| 300]: Train Loss:0.0017141,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:20:37,406 - ice0003_2 - [INFO] - [E:206| 400]: Train Loss:0.0017159,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:22:19,869 - ice0003_2 - [INFO] - [E:206| 500]: Train Loss:0.0017162,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:24:02,869 - ice0003_2 - [INFO] - [E:206| 600]: Train Loss:0.0017168,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:25:46,233 - ice0003_2 - [INFO] - [E:206| 700]: Train Loss:0.0017173,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:27:28,782 - ice0003_2 - [INFO] - [E:206| 800]: Train Loss:0.0017185,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:29:03,401 - ice0003_2 - [INFO] - [E:206| 900]: Train Loss:0.0017186,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:30:15,973 - ice0003_2 - [INFO] - [Epoch:206]:  Training Loss:0.001719
 | 
						|
 | 
						|
2023-05-20 04:30:16,328 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 04:30:39,991 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 04:31:03,018 - ice0003_2 - [INFO] - [Evaluating Epoch 206 valid]: 
 | 
						|
	MRR: Tail : 0.42753, Head : 0.38138, Avg : 0.40446
 | 
						|
 | 
						|
2023-05-20 04:31:03,018 - ice0003_2 - [INFO] - [Epoch 206]:  Training Loss: 0.0017193,  Valid MRR: 0.40622, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 04:31:04,138 - ice0003_2 - [INFO] - [E:207| 0]: Train Loss:0.0017299,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:32:47,309 - ice0003_2 - [INFO] - [E:207| 100]: Train Loss:0.0017085,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:34:30,738 - ice0003_2 - [INFO] - [E:207| 200]: Train Loss:0.0017116,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:36:14,012 - ice0003_2 - [INFO] - [E:207| 300]: Train Loss:0.0017116,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:37:46,890 - ice0003_2 - [INFO] - [E:207| 400]: Train Loss:0.0017131,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:39:29,407 - ice0003_2 - [INFO] - [E:207| 500]: Train Loss:0.0017148,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:41:12,046 - ice0003_2 - [INFO] - [E:207| 600]: Train Loss:0.0017155,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:42:52,624 - ice0003_2 - [INFO] - [E:207| 700]: Train Loss:0.001716,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:44:34,274 - ice0003_2 - [INFO] - [E:207| 800]: Train Loss:0.0017171,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:46:08,937 - ice0003_2 - [INFO] - [E:207| 900]: Train Loss:0.0017179,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:47:18,298 - ice0003_2 - [INFO] - [Epoch:207]:  Training Loss:0.001718
 | 
						|
 | 
						|
2023-05-20 04:47:18,559 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 04:47:41,970 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 04:48:05,041 - ice0003_2 - [INFO] - [Evaluating Epoch 207 valid]: 
 | 
						|
	MRR: Tail : 0.429, Head : 0.38294, Avg : 0.40597
 | 
						|
 | 
						|
2023-05-20 04:48:05,041 - ice0003_2 - [INFO] - [Epoch 207]:  Training Loss: 0.001718,  Valid MRR: 0.40622, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 04:48:05,830 - ice0003_2 - [INFO] - [E:208| 0]: Train Loss:0.0017295,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:49:48,499 - ice0003_2 - [INFO] - [E:208| 100]: Train Loss:0.0017094,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:51:30,801 - ice0003_2 - [INFO] - [E:208| 200]: Train Loss:0.0017109,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:53:13,163 - ice0003_2 - [INFO] - [E:208| 300]: Train Loss:0.0017134,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:54:49,616 - ice0003_2 - [INFO] - [E:208| 400]: Train Loss:0.0017146,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:56:27,072 - ice0003_2 - [INFO] - [E:208| 500]: Train Loss:0.0017153,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:58:08,453 - ice0003_2 - [INFO] - [E:208| 600]: Train Loss:0.0017159,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 04:59:50,441 - ice0003_2 - [INFO] - [E:208| 700]: Train Loss:0.0017166,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:01:32,508 - ice0003_2 - [INFO] - [E:208| 800]: Train Loss:0.0017171,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:03:14,899 - ice0003_2 - [INFO] - [E:208| 900]: Train Loss:0.0017172,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:04:16,732 - ice0003_2 - [INFO] - [Epoch:208]:  Training Loss:0.001718
 | 
						|
 | 
						|
2023-05-20 05:04:17,083 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:04:40,417 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:05:03,109 - ice0003_2 - [INFO] - [Evaluating Epoch 208 valid]: 
 | 
						|
	MRR: Tail : 0.42985, Head : 0.38147, Avg : 0.40566
 | 
						|
 | 
						|
2023-05-20 05:05:03,109 - ice0003_2 - [INFO] - [Epoch 208]:  Training Loss: 0.0017177,  Valid MRR: 0.40622, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:05:04,180 - ice0003_2 - [INFO] - [E:209| 0]: Train Loss:0.0016957,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:06:46,405 - ice0003_2 - [INFO] - [E:209| 100]: Train Loss:0.0017111,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:08:28,256 - ice0003_2 - [INFO] - [E:209| 200]: Train Loss:0.00171,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:10:11,191 - ice0003_2 - [INFO] - [E:209| 300]: Train Loss:0.0017114,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:11:53,772 - ice0003_2 - [INFO] - [E:209| 400]: Train Loss:0.0017129,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:13:26,467 - ice0003_2 - [INFO] - [E:209| 500]: Train Loss:0.001714,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:15:08,902 - ice0003_2 - [INFO] - [E:209| 600]: Train Loss:0.0017146,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:16:54,470 - ice0003_2 - [INFO] - [E:209| 700]: Train Loss:0.0017152,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:18:37,011 - ice0003_2 - [INFO] - [E:209| 800]: Train Loss:0.0017157,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:20:19,392 - ice0003_2 - [INFO] - [E:209| 900]: Train Loss:0.0017164,  Val MRR:0.40622, 	ice0003_2
 | 
						|
2023-05-20 05:21:21,400 - ice0003_2 - [INFO] - [Epoch:209]:  Training Loss:0.001717
 | 
						|
 | 
						|
2023-05-20 05:21:21,752 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:21:45,482 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:22:08,288 - ice0003_2 - [INFO] - [Evaluating Epoch 209 valid]: 
 | 
						|
	MRR: Tail : 0.43111, Head : 0.38268, Avg : 0.4069
 | 
						|
	MR: Tail : 406.52, Head : 435.26, Avg : 420.89
 | 
						|
	Hit-1: Tail : 0.3254, Head : 0.27855, Avg : 0.30198
 | 
						|
	Hit-3: Tail : 0.48598, Head : 0.42748, Avg : 0.45673
 | 
						|
	Hit-10: Tail : 0.63418, Head : 0.59388, Avg : 0.61403
 | 
						|
2023-05-20 05:22:09,695 - ice0003_2 - [INFO] - [Epoch 209]:  Training Loss: 0.0017171,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:22:10,848 - ice0003_2 - [INFO] - [E:210| 0]: Train Loss:0.0016653,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:23:53,187 - ice0003_2 - [INFO] - [E:210| 100]: Train Loss:0.0017102,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:25:35,361 - ice0003_2 - [INFO] - [E:210| 200]: Train Loss:0.0017087,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:27:17,880 - ice0003_2 - [INFO] - [E:210| 300]: Train Loss:0.0017102,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:29:00,465 - ice0003_2 - [INFO] - [E:210| 400]: Train Loss:0.0017121,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:30:33,116 - ice0003_2 - [INFO] - [E:210| 500]: Train Loss:0.0017126,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:32:16,030 - ice0003_2 - [INFO] - [E:210| 600]: Train Loss:0.0017137,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:33:58,846 - ice0003_2 - [INFO] - [E:210| 700]: Train Loss:0.0017142,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:35:41,694 - ice0003_2 - [INFO] - [E:210| 800]: Train Loss:0.0017151,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:37:24,937 - ice0003_2 - [INFO] - [E:210| 900]: Train Loss:0.0017154,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:38:29,291 - ice0003_2 - [INFO] - [Epoch:210]:  Training Loss:0.001716
 | 
						|
 | 
						|
2023-05-20 05:38:29,509 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:38:50,780 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:39:13,467 - ice0003_2 - [INFO] - [Evaluating Epoch 210 valid]: 
 | 
						|
	MRR: Tail : 0.42932, Head : 0.38304, Avg : 0.40618
 | 
						|
 | 
						|
2023-05-20 05:39:13,467 - ice0003_2 - [INFO] - [Epoch 210]:  Training Loss: 0.0017157,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:39:14,550 - ice0003_2 - [INFO] - [E:211| 0]: Train Loss:0.0017293,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:40:55,612 - ice0003_2 - [INFO] - [E:211| 100]: Train Loss:0.0017105,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:42:37,512 - ice0003_2 - [INFO] - [E:211| 200]: Train Loss:0.0017075,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:44:19,433 - ice0003_2 - [INFO] - [E:211| 300]: Train Loss:0.0017105,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:46:01,278 - ice0003_2 - [INFO] - [E:211| 400]: Train Loss:0.001711,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:47:33,542 - ice0003_2 - [INFO] - [E:211| 500]: Train Loss:0.0017122,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:49:16,322 - ice0003_2 - [INFO] - [E:211| 600]: Train Loss:0.0017126,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:50:59,326 - ice0003_2 - [INFO] - [E:211| 700]: Train Loss:0.0017135,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:52:42,506 - ice0003_2 - [INFO] - [E:211| 800]: Train Loss:0.0017139,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:54:24,481 - ice0003_2 - [INFO] - [E:211| 900]: Train Loss:0.0017147,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:55:34,377 - ice0003_2 - [INFO] - [Epoch:211]:  Training Loss:0.001715
 | 
						|
 | 
						|
2023-05-20 05:55:34,595 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:55:48,462 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 05:56:11,422 - ice0003_2 - [INFO] - [Evaluating Epoch 211 valid]: 
 | 
						|
	MRR: Tail : 0.42962, Head : 0.38301, Avg : 0.40632
 | 
						|
 | 
						|
2023-05-20 05:56:11,422 - ice0003_2 - [INFO] - [Epoch 211]:  Training Loss: 0.0017146,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:56:12,618 - ice0003_2 - [INFO] - [E:212| 0]: Train Loss:0.0016747,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:57:55,743 - ice0003_2 - [INFO] - [E:212| 100]: Train Loss:0.0017061,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 05:59:38,532 - ice0003_2 - [INFO] - [E:212| 200]: Train Loss:0.0017076,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:01:20,739 - ice0003_2 - [INFO] - [E:212| 300]: Train Loss:0.0017084,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:03:03,087 - ice0003_2 - [INFO] - [E:212| 400]: Train Loss:0.0017094,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:04:41,896 - ice0003_2 - [INFO] - [E:212| 500]: Train Loss:0.00171,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:06:21,735 - ice0003_2 - [INFO] - [E:212| 600]: Train Loss:0.0017109,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:08:04,603 - ice0003_2 - [INFO] - [E:212| 700]: Train Loss:0.0017113,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:09:46,709 - ice0003_2 - [INFO] - [E:212| 800]: Train Loss:0.0017126,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:11:29,904 - ice0003_2 - [INFO] - [E:212| 900]: Train Loss:0.0017134,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:12:42,607 - ice0003_2 - [INFO] - [Epoch:212]:  Training Loss:0.001714
 | 
						|
 | 
						|
2023-05-20 06:12:43,029 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 06:13:06,129 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 06:13:20,907 - ice0003_2 - [INFO] - [Evaluating Epoch 212 valid]: 
 | 
						|
	MRR: Tail : 0.42682, Head : 0.38291, Avg : 0.40487
 | 
						|
 | 
						|
2023-05-20 06:13:20,907 - ice0003_2 - [INFO] - [Epoch 212]:  Training Loss: 0.001714,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:13:21,558 - ice0003_2 - [INFO] - [E:213| 0]: Train Loss:0.001696,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:15:01,250 - ice0003_2 - [INFO] - [E:213| 100]: Train Loss:0.0017058,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:16:43,362 - ice0003_2 - [INFO] - [E:213| 200]: Train Loss:0.0017081,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:18:25,107 - ice0003_2 - [INFO] - [E:213| 300]: Train Loss:0.0017091,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:20:06,730 - ice0003_2 - [INFO] - [E:213| 400]: Train Loss:0.0017098,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:21:48,286 - ice0003_2 - [INFO] - [E:213| 500]: Train Loss:0.0017109,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:23:19,653 - ice0003_2 - [INFO] - [E:213| 600]: Train Loss:0.0017117,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:25:01,310 - ice0003_2 - [INFO] - [E:213| 700]: Train Loss:0.0017123,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:26:44,168 - ice0003_2 - [INFO] - [E:213| 800]: Train Loss:0.0017124,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:28:26,360 - ice0003_2 - [INFO] - [E:213| 900]: Train Loss:0.0017133,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:29:38,600 - ice0003_2 - [INFO] - [Epoch:213]:  Training Loss:0.001713
 | 
						|
 | 
						|
2023-05-20 06:29:39,117 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 06:30:02,136 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 06:30:25,035 - ice0003_2 - [INFO] - [Evaluating Epoch 213 valid]: 
 | 
						|
	MRR: Tail : 0.4288, Head : 0.38353, Avg : 0.40617
 | 
						|
 | 
						|
2023-05-20 06:30:25,036 - ice0003_2 - [INFO] - [Epoch 213]:  Training Loss: 0.0017134,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:30:26,129 - ice0003_2 - [INFO] - [E:214| 0]: Train Loss:0.0017201,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:31:58,728 - ice0003_2 - [INFO] - [E:214| 100]: Train Loss:0.0017078,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:33:41,649 - ice0003_2 - [INFO] - [E:214| 200]: Train Loss:0.0017071,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:35:23,559 - ice0003_2 - [INFO] - [E:214| 300]: Train Loss:0.0017084,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:37:06,000 - ice0003_2 - [INFO] - [E:214| 400]: Train Loss:0.0017088,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:38:48,088 - ice0003_2 - [INFO] - [E:214| 500]: Train Loss:0.0017093,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:40:21,336 - ice0003_2 - [INFO] - [E:214| 600]: Train Loss:0.0017106,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:42:03,766 - ice0003_2 - [INFO] - [E:214| 700]: Train Loss:0.0017106,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:43:47,609 - ice0003_2 - [INFO] - [E:214| 800]: Train Loss:0.0017113,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:45:30,610 - ice0003_2 - [INFO] - [E:214| 900]: Train Loss:0.0017122,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:46:42,952 - ice0003_2 - [INFO] - [Epoch:214]:  Training Loss:0.001713
 | 
						|
 | 
						|
2023-05-20 06:46:43,466 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 06:47:06,587 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 06:47:29,782 - ice0003_2 - [INFO] - [Evaluating Epoch 214 valid]: 
 | 
						|
	MRR: Tail : 0.43073, Head : 0.38244, Avg : 0.40659
 | 
						|
 | 
						|
2023-05-20 06:47:29,782 - ice0003_2 - [INFO] - [Epoch 214]:  Training Loss: 0.0017127,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:47:31,011 - ice0003_2 - [INFO] - [E:215| 0]: Train Loss:0.0016915,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:49:03,805 - ice0003_2 - [INFO] - [E:215| 100]: Train Loss:0.0017041,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:50:45,743 - ice0003_2 - [INFO] - [E:215| 200]: Train Loss:0.001704,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:52:29,332 - ice0003_2 - [INFO] - [E:215| 300]: Train Loss:0.0017071,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:54:11,559 - ice0003_2 - [INFO] - [E:215| 400]: Train Loss:0.0017085,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:55:55,039 - ice0003_2 - [INFO] - [E:215| 500]: Train Loss:0.0017085,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:57:28,143 - ice0003_2 - [INFO] - [E:215| 600]: Train Loss:0.0017086,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 06:59:10,405 - ice0003_2 - [INFO] - [E:215| 700]: Train Loss:0.0017095,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:00:52,856 - ice0003_2 - [INFO] - [E:215| 800]: Train Loss:0.0017101,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:02:35,199 - ice0003_2 - [INFO] - [E:215| 900]: Train Loss:0.001711,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:03:47,040 - ice0003_2 - [INFO] - [Epoch:215]:  Training Loss:0.001712
 | 
						|
 | 
						|
2023-05-20 07:03:47,417 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:04:10,688 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:04:33,499 - ice0003_2 - [INFO] - [Evaluating Epoch 215 valid]: 
 | 
						|
	MRR: Tail : 0.42941, Head : 0.38365, Avg : 0.40653
 | 
						|
 | 
						|
2023-05-20 07:04:33,500 - ice0003_2 - [INFO] - [Epoch 215]:  Training Loss: 0.0017116,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:04:34,363 - ice0003_2 - [INFO] - [E:216| 0]: Train Loss:0.0017104,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:06:06,262 - ice0003_2 - [INFO] - [E:216| 100]: Train Loss:0.0017011,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:07:47,288 - ice0003_2 - [INFO] - [E:216| 200]: Train Loss:0.0017048,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:09:30,071 - ice0003_2 - [INFO] - [E:216| 300]: Train Loss:0.0017064,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:11:13,244 - ice0003_2 - [INFO] - [E:216| 400]: Train Loss:0.0017075,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:12:56,524 - ice0003_2 - [INFO] - [E:216| 500]: Train Loss:0.0017078,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:14:29,112 - ice0003_2 - [INFO] - [E:216| 600]: Train Loss:0.0017083,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:16:12,619 - ice0003_2 - [INFO] - [E:216| 700]: Train Loss:0.0017086,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:17:55,711 - ice0003_2 - [INFO] - [E:216| 800]: Train Loss:0.0017095,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:19:38,314 - ice0003_2 - [INFO] - [E:216| 900]: Train Loss:0.0017105,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:20:50,060 - ice0003_2 - [INFO] - [Epoch:216]:  Training Loss:0.001711
 | 
						|
 | 
						|
2023-05-20 07:20:50,521 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:21:13,643 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:21:36,486 - ice0003_2 - [INFO] - [Evaluating Epoch 216 valid]: 
 | 
						|
	MRR: Tail : 0.42886, Head : 0.3838, Avg : 0.40633
 | 
						|
 | 
						|
2023-05-20 07:21:36,486 - ice0003_2 - [INFO] - [Epoch 216]:  Training Loss: 0.0017109,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:21:37,672 - ice0003_2 - [INFO] - [E:217| 0]: Train Loss:0.0017129,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:23:08,978 - ice0003_2 - [INFO] - [E:217| 100]: Train Loss:0.0017046,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:24:52,077 - ice0003_2 - [INFO] - [E:217| 200]: Train Loss:0.0017046,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:26:34,625 - ice0003_2 - [INFO] - [E:217| 300]: Train Loss:0.0017063,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:28:16,710 - ice0003_2 - [INFO] - [E:217| 400]: Train Loss:0.001707,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:29:58,827 - ice0003_2 - [INFO] - [E:217| 500]: Train Loss:0.0017079,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:31:39,171 - ice0003_2 - [INFO] - [E:217| 600]: Train Loss:0.0017086,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:33:14,567 - ice0003_2 - [INFO] - [E:217| 700]: Train Loss:0.0017094,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:34:56,997 - ice0003_2 - [INFO] - [E:217| 800]: Train Loss:0.0017101,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:36:38,886 - ice0003_2 - [INFO] - [E:217| 900]: Train Loss:0.0017104,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:37:50,490 - ice0003_2 - [INFO] - [Epoch:217]:  Training Loss:0.00171
 | 
						|
 | 
						|
2023-05-20 07:37:51,008 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:38:14,113 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:38:37,179 - ice0003_2 - [INFO] - [Evaluating Epoch 217 valid]: 
 | 
						|
	MRR: Tail : 0.42813, Head : 0.3843, Avg : 0.40621
 | 
						|
 | 
						|
2023-05-20 07:38:37,179 - ice0003_2 - [INFO] - [Epoch 217]:  Training Loss: 0.0017105,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:38:38,340 - ice0003_2 - [INFO] - [E:218| 0]: Train Loss:0.0017255,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:40:17,116 - ice0003_2 - [INFO] - [E:218| 100]: Train Loss:0.0017047,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:41:55,028 - ice0003_2 - [INFO] - [E:218| 200]: Train Loss:0.001706,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:43:37,889 - ice0003_2 - [INFO] - [E:218| 300]: Train Loss:0.0017067,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:45:21,451 - ice0003_2 - [INFO] - [E:218| 400]: Train Loss:0.0017067,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:47:04,808 - ice0003_2 - [INFO] - [E:218| 500]: Train Loss:0.0017073,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:48:48,316 - ice0003_2 - [INFO] - [E:218| 600]: Train Loss:0.0017083,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:50:20,341 - ice0003_2 - [INFO] - [E:218| 700]: Train Loss:0.0017087,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:52:02,370 - ice0003_2 - [INFO] - [E:218| 800]: Train Loss:0.001709,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:53:44,113 - ice0003_2 - [INFO] - [E:218| 900]: Train Loss:0.0017093,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:54:56,230 - ice0003_2 - [INFO] - [Epoch:218]:  Training Loss:0.001709
 | 
						|
 | 
						|
2023-05-20 07:54:56,752 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:55:19,899 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 07:55:43,142 - ice0003_2 - [INFO] - [Evaluating Epoch 218 valid]: 
 | 
						|
	MRR: Tail : 0.43011, Head : 0.38348, Avg : 0.40679
 | 
						|
 | 
						|
2023-05-20 07:55:43,142 - ice0003_2 - [INFO] - [Epoch 218]:  Training Loss: 0.0017095,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:55:44,359 - ice0003_2 - [INFO] - [E:219| 0]: Train Loss:0.0016521,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:57:27,775 - ice0003_2 - [INFO] - [E:219| 100]: Train Loss:0.0017028,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 07:59:00,984 - ice0003_2 - [INFO] - [E:219| 200]: Train Loss:0.0017059,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:00:43,975 - ice0003_2 - [INFO] - [E:219| 300]: Train Loss:0.0017051,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:02:25,800 - ice0003_2 - [INFO] - [E:219| 400]: Train Loss:0.001706,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:04:08,155 - ice0003_2 - [INFO] - [E:219| 500]: Train Loss:0.0017073,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:05:50,173 - ice0003_2 - [INFO] - [E:219| 600]: Train Loss:0.0017078,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:07:23,183 - ice0003_2 - [INFO] - [E:219| 700]: Train Loss:0.0017079,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:09:06,094 - ice0003_2 - [INFO] - [E:219| 800]: Train Loss:0.0017084,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:10:48,823 - ice0003_2 - [INFO] - [E:219| 900]: Train Loss:0.0017087,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:12:01,289 - ice0003_2 - [INFO] - [Epoch:219]:  Training Loss:0.001709
 | 
						|
 | 
						|
2023-05-20 08:12:01,793 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 08:12:24,955 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 08:12:47,944 - ice0003_2 - [INFO] - [Evaluating Epoch 219 valid]: 
 | 
						|
	MRR: Tail : 0.42814, Head : 0.38241, Avg : 0.40527
 | 
						|
	MR: Tail : 425.14, Head : 452.1, Avg : 438.62
 | 
						|
	Hit-1: Tail : 0.32103, Head : 0.27892, Avg : 0.29998
 | 
						|
	Hit-3: Tail : 0.48513, Head : 0.42894, Avg : 0.45703
 | 
						|
	Hit-10: Tail : 0.63175, Head : 0.58866, Avg : 0.61021
 | 
						|
2023-05-20 08:12:47,945 - ice0003_2 - [INFO] - [Epoch 219]:  Training Loss: 0.0017088,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:12:49,148 - ice0003_2 - [INFO] - [E:220| 0]: Train Loss:0.0017159,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:14:32,370 - ice0003_2 - [INFO] - [E:220| 100]: Train Loss:0.001699,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:16:05,550 - ice0003_2 - [INFO] - [E:220| 200]: Train Loss:0.0016999,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:17:48,596 - ice0003_2 - [INFO] - [E:220| 300]: Train Loss:0.0017018,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:19:30,433 - ice0003_2 - [INFO] - [E:220| 400]: Train Loss:0.0017029,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:21:12,092 - ice0003_2 - [INFO] - [E:220| 500]: Train Loss:0.0017041,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:22:54,473 - ice0003_2 - [INFO] - [E:220| 600]: Train Loss:0.0017047,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:24:26,519 - ice0003_2 - [INFO] - [E:220| 700]: Train Loss:0.0017056,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:26:09,349 - ice0003_2 - [INFO] - [E:220| 800]: Train Loss:0.0017064,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:27:51,867 - ice0003_2 - [INFO] - [E:220| 900]: Train Loss:0.0017072,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:29:06,377 - ice0003_2 - [INFO] - [Epoch:220]:  Training Loss:0.001708
 | 
						|
 | 
						|
2023-05-20 08:29:06,722 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 08:29:30,655 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 08:29:53,396 - ice0003_2 - [INFO] - [Evaluating Epoch 220 valid]: 
 | 
						|
	MRR: Tail : 0.42673, Head : 0.38309, Avg : 0.40491
 | 
						|
 | 
						|
2023-05-20 08:29:53,397 - ice0003_2 - [INFO] - [Epoch 220]:  Training Loss: 0.0017078,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:29:54,585 - ice0003_2 - [INFO] - [E:221| 0]: Train Loss:0.0016892,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:31:36,783 - ice0003_2 - [INFO] - [E:221| 100]: Train Loss:0.0017016,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:33:08,820 - ice0003_2 - [INFO] - [E:221| 200]: Train Loss:0.0017008,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:34:51,188 - ice0003_2 - [INFO] - [E:221| 300]: Train Loss:0.0017013,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:36:33,972 - ice0003_2 - [INFO] - [E:221| 400]: Train Loss:0.0017027,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:38:17,050 - ice0003_2 - [INFO] - [E:221| 500]: Train Loss:0.0017032,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:40:00,672 - ice0003_2 - [INFO] - [E:221| 600]: Train Loss:0.0017035,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:41:39,312 - ice0003_2 - [INFO] - [E:221| 700]: Train Loss:0.0017043,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:43:16,457 - ice0003_2 - [INFO] - [E:221| 800]: Train Loss:0.0017054,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:44:58,753 - ice0003_2 - [INFO] - [E:221| 900]: Train Loss:0.0017062,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:46:10,841 - ice0003_2 - [INFO] - [Epoch:221]:  Training Loss:0.001707
 | 
						|
 | 
						|
2023-05-20 08:46:11,177 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 08:46:34,716 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 08:46:57,791 - ice0003_2 - [INFO] - [Evaluating Epoch 221 valid]: 
 | 
						|
	MRR: Tail : 0.42847, Head : 0.38353, Avg : 0.406
 | 
						|
 | 
						|
2023-05-20 08:46:57,791 - ice0003_2 - [INFO] - [Epoch 221]:  Training Loss: 0.0017067,  Valid MRR: 0.4069, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:46:59,008 - ice0003_2 - [INFO] - [E:222| 0]: Train Loss:0.0017128,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:48:40,130 - ice0003_2 - [INFO] - [E:222| 100]: Train Loss:0.0017009,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:50:17,442 - ice0003_2 - [INFO] - [E:222| 200]: Train Loss:0.0017028,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:51:55,943 - ice0003_2 - [INFO] - [E:222| 300]: Train Loss:0.0017032,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:53:38,783 - ice0003_2 - [INFO] - [E:222| 400]: Train Loss:0.0017035,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:55:21,511 - ice0003_2 - [INFO] - [E:222| 500]: Train Loss:0.001704,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:57:04,190 - ice0003_2 - [INFO] - [E:222| 600]: Train Loss:0.0017042,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 08:58:47,202 - ice0003_2 - [INFO] - [E:222| 700]: Train Loss:0.0017049,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 09:00:19,831 - ice0003_2 - [INFO] - [E:222| 800]: Train Loss:0.0017053,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 09:02:02,402 - ice0003_2 - [INFO] - [E:222| 900]: Train Loss:0.0017057,  Val MRR:0.4069, 	ice0003_2
 | 
						|
2023-05-20 09:03:13,946 - ice0003_2 - [INFO] - [Epoch:222]:  Training Loss:0.001706
 | 
						|
 | 
						|
2023-05-20 09:03:14,458 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:03:37,412 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:04:00,365 - ice0003_2 - [INFO] - [Evaluating Epoch 222 valid]: 
 | 
						|
	MRR: Tail : 0.43104, Head : 0.38409, Avg : 0.40757
 | 
						|
 | 
						|
2023-05-20 09:04:01,859 - ice0003_2 - [INFO] - [Epoch 222]:  Training Loss: 0.0017057,  Valid MRR: 0.40757, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:04:03,067 - ice0003_2 - [INFO] - [E:223| 0]: Train Loss:0.0017109,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:05:44,734 - ice0003_2 - [INFO] - [E:223| 100]: Train Loss:0.0016983,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:07:26,954 - ice0003_2 - [INFO] - [E:223| 200]: Train Loss:0.0016976,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:08:59,530 - ice0003_2 - [INFO] - [E:223| 300]: Train Loss:0.0017004,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:10:42,607 - ice0003_2 - [INFO] - [E:223| 400]: Train Loss:0.0017013,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:12:25,497 - ice0003_2 - [INFO] - [E:223| 500]: Train Loss:0.0017019,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:14:07,706 - ice0003_2 - [INFO] - [E:223| 600]: Train Loss:0.0017024,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:15:50,630 - ice0003_2 - [INFO] - [E:223| 700]: Train Loss:0.0017032,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:17:25,235 - ice0003_2 - [INFO] - [E:223| 800]: Train Loss:0.0017041,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:19:08,803 - ice0003_2 - [INFO] - [E:223| 900]: Train Loss:0.0017047,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:20:21,899 - ice0003_2 - [INFO] - [Epoch:223]:  Training Loss:0.001705
 | 
						|
 | 
						|
2023-05-20 09:20:22,301 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:20:45,370 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:21:08,554 - ice0003_2 - [INFO] - [Evaluating Epoch 223 valid]: 
 | 
						|
	MRR: Tail : 0.43033, Head : 0.38466, Avg : 0.4075
 | 
						|
 | 
						|
2023-05-20 09:21:08,554 - ice0003_2 - [INFO] - [Epoch 223]:  Training Loss: 0.0017051,  Valid MRR: 0.40757, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:21:09,766 - ice0003_2 - [INFO] - [E:224| 0]: Train Loss:0.0017052,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:22:52,427 - ice0003_2 - [INFO] - [E:224| 100]: Train Loss:0.0016998,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:24:35,668 - ice0003_2 - [INFO] - [E:224| 200]: Train Loss:0.0017011,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:26:08,800 - ice0003_2 - [INFO] - [E:224| 300]: Train Loss:0.0017014,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:27:52,137 - ice0003_2 - [INFO] - [E:224| 400]: Train Loss:0.0017015,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:29:35,150 - ice0003_2 - [INFO] - [E:224| 500]: Train Loss:0.0017026,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:31:17,284 - ice0003_2 - [INFO] - [E:224| 600]: Train Loss:0.0017033,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:32:58,763 - ice0003_2 - [INFO] - [E:224| 700]: Train Loss:0.0017031,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:34:31,394 - ice0003_2 - [INFO] - [E:224| 800]: Train Loss:0.0017039,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:36:13,623 - ice0003_2 - [INFO] - [E:224| 900]: Train Loss:0.0017044,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:37:25,772 - ice0003_2 - [INFO] - [Epoch:224]:  Training Loss:0.001705
 | 
						|
 | 
						|
2023-05-20 09:37:26,275 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:37:49,290 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:38:12,209 - ice0003_2 - [INFO] - [Evaluating Epoch 224 valid]: 
 | 
						|
	MRR: Tail : 0.4295, Head : 0.38537, Avg : 0.40743
 | 
						|
 | 
						|
2023-05-20 09:38:12,209 - ice0003_2 - [INFO] - [Epoch 224]:  Training Loss: 0.0017051,  Valid MRR: 0.40757, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:38:13,412 - ice0003_2 - [INFO] - [E:225| 0]: Train Loss:0.0017022,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:39:55,594 - ice0003_2 - [INFO] - [E:225| 100]: Train Loss:0.0016978,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:41:37,695 - ice0003_2 - [INFO] - [E:225| 200]: Train Loss:0.001698,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:43:09,931 - ice0003_2 - [INFO] - [E:225| 300]: Train Loss:0.0016995,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:44:52,874 - ice0003_2 - [INFO] - [E:225| 400]: Train Loss:0.0017002,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:46:34,691 - ice0003_2 - [INFO] - [E:225| 500]: Train Loss:0.0017001,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:48:17,482 - ice0003_2 - [INFO] - [E:225| 600]: Train Loss:0.001701,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:50:00,651 - ice0003_2 - [INFO] - [E:225| 700]: Train Loss:0.0017016,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:51:33,946 - ice0003_2 - [INFO] - [E:225| 800]: Train Loss:0.0017025,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:53:16,456 - ice0003_2 - [INFO] - [E:225| 900]: Train Loss:0.001703,  Val MRR:0.40757, 	ice0003_2
 | 
						|
2023-05-20 09:54:28,326 - ice0003_2 - [INFO] - [Epoch:225]:  Training Loss:0.001703
 | 
						|
 | 
						|
2023-05-20 09:54:28,799 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:54:51,772 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 09:55:14,755 - ice0003_2 - [INFO] - [Evaluating Epoch 225 valid]: 
 | 
						|
	MRR: Tail : 0.43122, Head : 0.38413, Avg : 0.40767
 | 
						|
 | 
						|
2023-05-20 09:55:16,107 - ice0003_2 - [INFO] - [Epoch 225]:  Training Loss: 0.0017033,  Valid MRR: 0.40767, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:55:17,062 - ice0003_2 - [INFO] - [E:226| 0]: Train Loss:0.0016864,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 09:56:59,585 - ice0003_2 - [INFO] - [E:226| 100]: Train Loss:0.0017018,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 09:58:41,897 - ice0003_2 - [INFO] - [E:226| 200]: Train Loss:0.0016991,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:00:13,622 - ice0003_2 - [INFO] - [E:226| 300]: Train Loss:0.0016998,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:01:55,258 - ice0003_2 - [INFO] - [E:226| 400]: Train Loss:0.0017003,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:03:37,878 - ice0003_2 - [INFO] - [E:226| 500]: Train Loss:0.0017011,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:05:24,024 - ice0003_2 - [INFO] - [E:226| 600]: Train Loss:0.0017012,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:07:06,498 - ice0003_2 - [INFO] - [E:226| 700]: Train Loss:0.0017014,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:08:48,948 - ice0003_2 - [INFO] - [E:226| 800]: Train Loss:0.0017017,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:10:21,953 - ice0003_2 - [INFO] - [E:226| 900]: Train Loss:0.001702,  Val MRR:0.40767, 	ice0003_2
 | 
						|
2023-05-20 10:11:33,885 - ice0003_2 - [INFO] - [Epoch:226]:  Training Loss:0.001703
 | 
						|
 | 
						|
2023-05-20 10:11:34,228 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 10:11:58,006 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 10:12:20,954 - ice0003_2 - [INFO] - [Evaluating Epoch 226 valid]: 
 | 
						|
	MRR: Tail : 0.43169, Head : 0.38565, Avg : 0.40867
 | 
						|
 | 
						|
2023-05-20 10:12:23,081 - ice0003_2 - [INFO] - [Epoch 226]:  Training Loss: 0.0017025,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:12:24,030 - ice0003_2 - [INFO] - [E:227| 0]: Train Loss:0.001735,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:14:05,641 - ice0003_2 - [INFO] - [E:227| 100]: Train Loss:0.0016915,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:15:46,772 - ice0003_2 - [INFO] - [E:227| 200]: Train Loss:0.0016952,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:17:28,389 - ice0003_2 - [INFO] - [E:227| 300]: Train Loss:0.0016977,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:19:01,555 - ice0003_2 - [INFO] - [E:227| 400]: Train Loss:0.0016984,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:20:44,221 - ice0003_2 - [INFO] - [E:227| 500]: Train Loss:0.0016993,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:22:26,745 - ice0003_2 - [INFO] - [E:227| 600]: Train Loss:0.001699,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:24:09,009 - ice0003_2 - [INFO] - [E:227| 700]: Train Loss:0.0016997,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:25:51,784 - ice0003_2 - [INFO] - [E:227| 800]: Train Loss:0.0016999,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:27:24,320 - ice0003_2 - [INFO] - [E:227| 900]: Train Loss:0.0017007,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:28:36,079 - ice0003_2 - [INFO] - [Epoch:227]:  Training Loss:0.001701
 | 
						|
 | 
						|
2023-05-20 10:28:36,600 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 10:28:59,770 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 10:29:22,330 - ice0003_2 - [INFO] - [Evaluating Epoch 227 valid]: 
 | 
						|
	MRR: Tail : 0.43121, Head : 0.3845, Avg : 0.40786
 | 
						|
 | 
						|
2023-05-20 10:29:22,330 - ice0003_2 - [INFO] - [Epoch 227]:  Training Loss: 0.0017014,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:29:23,437 - ice0003_2 - [INFO] - [E:228| 0]: Train Loss:0.0016724,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:31:06,137 - ice0003_2 - [INFO] - [E:228| 100]: Train Loss:0.0016967,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:32:49,534 - ice0003_2 - [INFO] - [E:228| 200]: Train Loss:0.0016966,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:34:32,824 - ice0003_2 - [INFO] - [E:228| 300]: Train Loss:0.0016973,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:36:05,279 - ice0003_2 - [INFO] - [E:228| 400]: Train Loss:0.0016974,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:37:47,738 - ice0003_2 - [INFO] - [E:228| 500]: Train Loss:0.0016985,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:39:29,376 - ice0003_2 - [INFO] - [E:228| 600]: Train Loss:0.0016996,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:41:11,169 - ice0003_2 - [INFO] - [E:228| 700]: Train Loss:0.0016992,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:42:53,084 - ice0003_2 - [INFO] - [E:228| 800]: Train Loss:0.0017004,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:44:24,539 - ice0003_2 - [INFO] - [E:228| 900]: Train Loss:0.0017008,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:45:36,062 - ice0003_2 - [INFO] - [Epoch:228]:  Training Loss:0.001701
 | 
						|
 | 
						|
2023-05-20 10:45:36,323 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 10:45:59,660 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 10:46:22,786 - ice0003_2 - [INFO] - [Evaluating Epoch 228 valid]: 
 | 
						|
	MRR: Tail : 0.43059, Head : 0.38499, Avg : 0.40779
 | 
						|
 | 
						|
2023-05-20 10:46:22,786 - ice0003_2 - [INFO] - [Epoch 228]:  Training Loss: 0.001701,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:46:23,626 - ice0003_2 - [INFO] - [E:229| 0]: Train Loss:0.0016927,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:48:06,611 - ice0003_2 - [INFO] - [E:229| 100]: Train Loss:0.0016967,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:49:48,574 - ice0003_2 - [INFO] - [E:229| 200]: Train Loss:0.0016957,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:51:30,794 - ice0003_2 - [INFO] - [E:229| 300]: Train Loss:0.0016966,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:53:02,953 - ice0003_2 - [INFO] - [E:229| 400]: Train Loss:0.0016965,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:54:48,111 - ice0003_2 - [INFO] - [E:229| 500]: Train Loss:0.0016976,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:56:30,668 - ice0003_2 - [INFO] - [E:229| 600]: Train Loss:0.0016979,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:58:13,079 - ice0003_2 - [INFO] - [E:229| 700]: Train Loss:0.0016985,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 10:59:54,989 - ice0003_2 - [INFO] - [E:229| 800]: Train Loss:0.0016987,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:01:26,686 - ice0003_2 - [INFO] - [E:229| 900]: Train Loss:0.0016993,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:02:39,326 - ice0003_2 - [INFO] - [Epoch:229]:  Training Loss:0.0017
 | 
						|
 | 
						|
2023-05-20 11:02:39,749 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:03:03,171 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:03:26,486 - ice0003_2 - [INFO] - [Evaluating Epoch 229 valid]: 
 | 
						|
	MRR: Tail : 0.42937, Head : 0.38486, Avg : 0.40712
 | 
						|
	MR: Tail : 419.22, Head : 454.33, Avg : 436.78
 | 
						|
	Hit-1: Tail : 0.32188, Head : 0.28037, Avg : 0.30113
 | 
						|
	Hit-3: Tail : 0.48647, Head : 0.43246, Avg : 0.45946
 | 
						|
	Hit-10: Tail : 0.63697, Head : 0.59376, Avg : 0.61537
 | 
						|
2023-05-20 11:03:26,487 - ice0003_2 - [INFO] - [Epoch 229]:  Training Loss: 0.0016998,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:03:27,646 - ice0003_2 - [INFO] - [E:230| 0]: Train Loss:0.0017032,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:05:10,524 - ice0003_2 - [INFO] - [E:230| 100]: Train Loss:0.0016925,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:06:54,235 - ice0003_2 - [INFO] - [E:230| 200]: Train Loss:0.0016954,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:08:37,492 - ice0003_2 - [INFO] - [E:230| 300]: Train Loss:0.0016956,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:10:09,384 - ice0003_2 - [INFO] - [E:230| 400]: Train Loss:0.0016951,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:11:51,135 - ice0003_2 - [INFO] - [E:230| 500]: Train Loss:0.0016954,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:13:31,677 - ice0003_2 - [INFO] - [E:230| 600]: Train Loss:0.0016966,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:15:13,667 - ice0003_2 - [INFO] - [E:230| 700]: Train Loss:0.0016974,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:16:55,408 - ice0003_2 - [INFO] - [E:230| 800]: Train Loss:0.001698,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:18:33,048 - ice0003_2 - [INFO] - [E:230| 900]: Train Loss:0.0016986,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:19:39,554 - ice0003_2 - [INFO] - [Epoch:230]:  Training Loss:0.001699
 | 
						|
 | 
						|
2023-05-20 11:19:39,900 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:20:03,267 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:20:26,141 - ice0003_2 - [INFO] - [Evaluating Epoch 230 valid]: 
 | 
						|
	MRR: Tail : 0.43023, Head : 0.38454, Avg : 0.40739
 | 
						|
 | 
						|
2023-05-20 11:20:26,141 - ice0003_2 - [INFO] - [Epoch 230]:  Training Loss: 0.001699,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:20:27,364 - ice0003_2 - [INFO] - [E:231| 0]: Train Loss:0.0017033,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:22:09,257 - ice0003_2 - [INFO] - [E:231| 100]: Train Loss:0.001688,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:23:51,210 - ice0003_2 - [INFO] - [E:231| 200]: Train Loss:0.001693,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:25:33,120 - ice0003_2 - [INFO] - [E:231| 300]: Train Loss:0.0016941,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:27:13,418 - ice0003_2 - [INFO] - [E:231| 400]: Train Loss:0.0016949,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:28:46,816 - ice0003_2 - [INFO] - [E:231| 500]: Train Loss:0.0016953,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:30:29,778 - ice0003_2 - [INFO] - [E:231| 600]: Train Loss:0.0016956,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:32:12,755 - ice0003_2 - [INFO] - [E:231| 700]: Train Loss:0.0016958,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:33:55,484 - ice0003_2 - [INFO] - [E:231| 800]: Train Loss:0.0016967,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:35:37,932 - ice0003_2 - [INFO] - [E:231| 900]: Train Loss:0.0016981,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:36:39,772 - ice0003_2 - [INFO] - [Epoch:231]:  Training Loss:0.001698
 | 
						|
 | 
						|
2023-05-20 11:36:40,187 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:37:03,204 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:37:26,127 - ice0003_2 - [INFO] - [Evaluating Epoch 231 valid]: 
 | 
						|
	MRR: Tail : 0.42978, Head : 0.3862, Avg : 0.40799
 | 
						|
 | 
						|
2023-05-20 11:37:26,127 - ice0003_2 - [INFO] - [Epoch 231]:  Training Loss: 0.0016982,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:37:27,256 - ice0003_2 - [INFO] - [E:232| 0]: Train Loss:0.0016763,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:39:10,207 - ice0003_2 - [INFO] - [E:232| 100]: Train Loss:0.0016883,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:40:52,701 - ice0003_2 - [INFO] - [E:232| 200]: Train Loss:0.001689,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:42:36,691 - ice0003_2 - [INFO] - [E:232| 300]: Train Loss:0.0016905,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:44:19,508 - ice0003_2 - [INFO] - [E:232| 400]: Train Loss:0.0016912,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:45:52,390 - ice0003_2 - [INFO] - [E:232| 500]: Train Loss:0.0016923,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:47:35,478 - ice0003_2 - [INFO] - [E:232| 600]: Train Loss:0.0016934,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:49:18,460 - ice0003_2 - [INFO] - [E:232| 700]: Train Loss:0.0016945,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:51:01,463 - ice0003_2 - [INFO] - [E:232| 800]: Train Loss:0.0016953,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:52:44,840 - ice0003_2 - [INFO] - [E:232| 900]: Train Loss:0.0016963,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:53:50,117 - ice0003_2 - [INFO] - [Epoch:232]:  Training Loss:0.001697
 | 
						|
 | 
						|
2023-05-20 11:53:50,340 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:54:09,966 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 11:54:33,045 - ice0003_2 - [INFO] - [Evaluating Epoch 232 valid]: 
 | 
						|
	MRR: Tail : 0.4316, Head : 0.38517, Avg : 0.40839
 | 
						|
 | 
						|
2023-05-20 11:54:33,046 - ice0003_2 - [INFO] - [Epoch 232]:  Training Loss: 0.001697,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:54:34,252 - ice0003_2 - [INFO] - [E:233| 0]: Train Loss:0.0016748,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:56:14,656 - ice0003_2 - [INFO] - [E:233| 100]: Train Loss:0.0016888,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:57:56,249 - ice0003_2 - [INFO] - [E:233| 200]: Train Loss:0.0016904,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 11:59:38,325 - ice0003_2 - [INFO] - [E:233| 300]: Train Loss:0.0016909,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:01:20,772 - ice0003_2 - [INFO] - [E:233| 400]: Train Loss:0.0016919,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:02:53,130 - ice0003_2 - [INFO] - [E:233| 500]: Train Loss:0.0016931,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:04:36,012 - ice0003_2 - [INFO] - [E:233| 600]: Train Loss:0.0016938,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:06:18,600 - ice0003_2 - [INFO] - [E:233| 700]: Train Loss:0.0016945,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:08:00,141 - ice0003_2 - [INFO] - [E:233| 800]: Train Loss:0.0016955,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:09:42,201 - ice0003_2 - [INFO] - [E:233| 900]: Train Loss:0.0016961,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:10:53,584 - ice0003_2 - [INFO] - [Epoch:233]:  Training Loss:0.001697
 | 
						|
 | 
						|
2023-05-20 12:10:53,845 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 12:11:09,851 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 12:11:28,249 - ice0003_2 - [INFO] - [Evaluating Epoch 233 valid]: 
 | 
						|
	MRR: Tail : 0.42939, Head : 0.38413, Avg : 0.40676
 | 
						|
 | 
						|
2023-05-20 12:11:28,249 - ice0003_2 - [INFO] - [Epoch 233]:  Training Loss: 0.0016966,  Valid MRR: 0.40867, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:11:29,462 - ice0003_2 - [INFO] - [E:234| 0]: Train Loss:0.0016819,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:13:11,498 - ice0003_2 - [INFO] - [E:234| 100]: Train Loss:0.0016929,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:14:54,021 - ice0003_2 - [INFO] - [E:234| 200]: Train Loss:0.0016914,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:16:36,761 - ice0003_2 - [INFO] - [E:234| 300]: Train Loss:0.0016916,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:18:18,894 - ice0003_2 - [INFO] - [E:234| 400]: Train Loss:0.0016929,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:19:54,108 - ice0003_2 - [INFO] - [E:234| 500]: Train Loss:0.001693,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:21:34,192 - ice0003_2 - [INFO] - [E:234| 600]: Train Loss:0.0016936,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:23:17,262 - ice0003_2 - [INFO] - [E:234| 700]: Train Loss:0.0016943,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:24:59,489 - ice0003_2 - [INFO] - [E:234| 800]: Train Loss:0.0016949,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:26:40,605 - ice0003_2 - [INFO] - [E:234| 900]: Train Loss:0.0016958,  Val MRR:0.40867, 	ice0003_2
 | 
						|
2023-05-20 12:27:52,677 - ice0003_2 - [INFO] - [Epoch:234]:  Training Loss:0.001696
 | 
						|
 | 
						|
2023-05-20 12:27:53,003 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 12:28:16,607 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 12:28:30,642 - ice0003_2 - [INFO] - [Evaluating Epoch 234 valid]: 
 | 
						|
	MRR: Tail : 0.43065, Head : 0.38761, Avg : 0.40913
 | 
						|
 | 
						|
2023-05-20 12:28:31,967 - ice0003_2 - [INFO] - [Epoch 234]:  Training Loss: 0.001696,  Valid MRR: 0.40913, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:28:32,618 - ice0003_2 - [INFO] - [E:235| 0]: Train Loss:0.0016924,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:30:16,074 - ice0003_2 - [INFO] - [E:235| 100]: Train Loss:0.0016931,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:31:59,233 - ice0003_2 - [INFO] - [E:235| 200]: Train Loss:0.0016906,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:33:42,238 - ice0003_2 - [INFO] - [E:235| 300]: Train Loss:0.0016901,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:35:25,213 - ice0003_2 - [INFO] - [E:235| 400]: Train Loss:0.0016911,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:37:08,326 - ice0003_2 - [INFO] - [E:235| 500]: Train Loss:0.0016925,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:38:40,453 - ice0003_2 - [INFO] - [E:235| 600]: Train Loss:0.0016926,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:40:21,577 - ice0003_2 - [INFO] - [E:235| 700]: Train Loss:0.0016936,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:42:04,849 - ice0003_2 - [INFO] - [E:235| 800]: Train Loss:0.0016937,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:43:48,118 - ice0003_2 - [INFO] - [E:235| 900]: Train Loss:0.0016946,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:45:01,124 - ice0003_2 - [INFO] - [Epoch:235]:  Training Loss:0.001695
 | 
						|
 | 
						|
2023-05-20 12:45:01,474 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 12:45:25,355 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 12:45:48,613 - ice0003_2 - [INFO] - [Evaluating Epoch 235 valid]: 
 | 
						|
	MRR: Tail : 0.43106, Head : 0.38512, Avg : 0.40809
 | 
						|
 | 
						|
2023-05-20 12:45:48,613 - ice0003_2 - [INFO] - [Epoch 235]:  Training Loss: 0.0016948,  Valid MRR: 0.40913, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:45:49,282 - ice0003_2 - [INFO] - [E:236| 0]: Train Loss:0.0016827,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:47:22,912 - ice0003_2 - [INFO] - [E:236| 100]: Train Loss:0.0016876,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:49:05,798 - ice0003_2 - [INFO] - [E:236| 200]: Train Loss:0.0016878,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:50:49,038 - ice0003_2 - [INFO] - [E:236| 300]: Train Loss:0.0016894,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:52:31,859 - ice0003_2 - [INFO] - [E:236| 400]: Train Loss:0.0016893,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:54:13,040 - ice0003_2 - [INFO] - [E:236| 500]: Train Loss:0.0016905,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:55:46,021 - ice0003_2 - [INFO] - [E:236| 600]: Train Loss:0.0016913,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:57:29,106 - ice0003_2 - [INFO] - [E:236| 700]: Train Loss:0.001692,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 12:59:12,925 - ice0003_2 - [INFO] - [E:236| 800]: Train Loss:0.0016924,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:00:55,338 - ice0003_2 - [INFO] - [E:236| 900]: Train Loss:0.0016933,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:02:07,541 - ice0003_2 - [INFO] - [Epoch:236]:  Training Loss:0.001694
 | 
						|
 | 
						|
2023-05-20 13:02:07,887 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:02:31,510 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:02:54,390 - ice0003_2 - [INFO] - [Evaluating Epoch 236 valid]: 
 | 
						|
	MRR: Tail : 0.43043, Head : 0.38545, Avg : 0.40794
 | 
						|
 | 
						|
2023-05-20 13:02:54,390 - ice0003_2 - [INFO] - [Epoch 236]:  Training Loss: 0.0016938,  Valid MRR: 0.40913, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:02:55,532 - ice0003_2 - [INFO] - [E:237| 0]: Train Loss:0.0017163,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:04:28,105 - ice0003_2 - [INFO] - [E:237| 100]: Train Loss:0.0016878,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:06:10,632 - ice0003_2 - [INFO] - [E:237| 200]: Train Loss:0.0016901,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:07:52,907 - ice0003_2 - [INFO] - [E:237| 300]: Train Loss:0.0016908,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:09:34,877 - ice0003_2 - [INFO] - [E:237| 400]: Train Loss:0.001691,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:11:16,950 - ice0003_2 - [INFO] - [E:237| 500]: Train Loss:0.0016907,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:12:49,460 - ice0003_2 - [INFO] - [E:237| 600]: Train Loss:0.0016911,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:14:31,865 - ice0003_2 - [INFO] - [E:237| 700]: Train Loss:0.0016917,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:16:13,863 - ice0003_2 - [INFO] - [E:237| 800]: Train Loss:0.0016924,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:17:55,916 - ice0003_2 - [INFO] - [E:237| 900]: Train Loss:0.0016925,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:19:10,288 - ice0003_2 - [INFO] - [Epoch:237]:  Training Loss:0.001693
 | 
						|
 | 
						|
2023-05-20 13:19:10,550 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:19:33,841 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:19:56,889 - ice0003_2 - [INFO] - [Evaluating Epoch 237 valid]: 
 | 
						|
	MRR: Tail : 0.43124, Head : 0.3868, Avg : 0.40902
 | 
						|
 | 
						|
2023-05-20 13:19:56,889 - ice0003_2 - [INFO] - [Epoch 237]:  Training Loss: 0.0016929,  Valid MRR: 0.40913, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:19:57,891 - ice0003_2 - [INFO] - [E:238| 0]: Train Loss:0.0016809,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:21:30,260 - ice0003_2 - [INFO] - [E:238| 100]: Train Loss:0.0016861,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:23:11,657 - ice0003_2 - [INFO] - [E:238| 200]: Train Loss:0.0016879,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:24:54,805 - ice0003_2 - [INFO] - [E:238| 300]: Train Loss:0.001689,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:26:38,418 - ice0003_2 - [INFO] - [E:238| 400]: Train Loss:0.0016895,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:28:21,866 - ice0003_2 - [INFO] - [E:238| 500]: Train Loss:0.0016897,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:29:55,202 - ice0003_2 - [INFO] - [E:238| 600]: Train Loss:0.00169,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:31:37,186 - ice0003_2 - [INFO] - [E:238| 700]: Train Loss:0.0016903,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:33:18,623 - ice0003_2 - [INFO] - [E:238| 800]: Train Loss:0.0016909,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:35:00,594 - ice0003_2 - [INFO] - [E:238| 900]: Train Loss:0.0016911,  Val MRR:0.40913, 	ice0003_2
 | 
						|
2023-05-20 13:36:11,977 - ice0003_2 - [INFO] - [Epoch:238]:  Training Loss:0.001692
 | 
						|
 | 
						|
2023-05-20 13:36:12,490 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:36:35,337 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:36:57,898 - ice0003_2 - [INFO] - [Evaluating Epoch 238 valid]: 
 | 
						|
	MRR: Tail : 0.43263, Head : 0.38614, Avg : 0.40938
 | 
						|
 | 
						|
2023-05-20 13:36:59,125 - ice0003_2 - [INFO] - [Epoch 238]:  Training Loss: 0.0016915,  Valid MRR: 0.40938, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:37:00,111 - ice0003_2 - [INFO] - [E:239| 0]: Train Loss:0.0016766,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:38:31,516 - ice0003_2 - [INFO] - [E:239| 100]: Train Loss:0.0016826,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:40:14,703 - ice0003_2 - [INFO] - [E:239| 200]: Train Loss:0.0016853,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:41:57,606 - ice0003_2 - [INFO] - [E:239| 300]: Train Loss:0.001686,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:43:39,879 - ice0003_2 - [INFO] - [E:239| 400]: Train Loss:0.0016869,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:45:22,953 - ice0003_2 - [INFO] - [E:239| 500]: Train Loss:0.0016876,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:47:03,239 - ice0003_2 - [INFO] - [E:239| 600]: Train Loss:0.0016882,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:48:38,751 - ice0003_2 - [INFO] - [E:239| 700]: Train Loss:0.0016889,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:50:22,813 - ice0003_2 - [INFO] - [E:239| 800]: Train Loss:0.0016895,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:52:04,305 - ice0003_2 - [INFO] - [E:239| 900]: Train Loss:0.0016903,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:53:16,011 - ice0003_2 - [INFO] - [Epoch:239]:  Training Loss:0.001691
 | 
						|
 | 
						|
2023-05-20 13:53:16,412 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:53:39,777 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 13:54:02,272 - ice0003_2 - [INFO] - [Evaluating Epoch 239 valid]: 
 | 
						|
	MRR: Tail : 0.4333, Head : 0.38541, Avg : 0.40936
 | 
						|
	MR: Tail : 437.95, Head : 473.99, Avg : 455.97
 | 
						|
	Hit-1: Tail : 0.32917, Head : 0.28001, Avg : 0.30459
 | 
						|
	Hit-3: Tail : 0.48707, Head : 0.4367, Avg : 0.46189
 | 
						|
	Hit-10: Tail : 0.63515, Head : 0.59546, Avg : 0.61531
 | 
						|
2023-05-20 13:54:02,272 - ice0003_2 - [INFO] - [Epoch 239]:  Training Loss: 0.0016908,  Valid MRR: 0.40938, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:54:03,285 - ice0003_2 - [INFO] - [E:240| 0]: Train Loss:0.00168,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:55:41,921 - ice0003_2 - [INFO] - [E:240| 100]: Train Loss:0.0016836,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:57:18,149 - ice0003_2 - [INFO] - [E:240| 200]: Train Loss:0.0016834,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 13:59:00,010 - ice0003_2 - [INFO] - [E:240| 300]: Train Loss:0.0016839,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:00:41,486 - ice0003_2 - [INFO] - [E:240| 400]: Train Loss:0.0016854,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:02:23,097 - ice0003_2 - [INFO] - [E:240| 500]: Train Loss:0.0016856,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:04:05,193 - ice0003_2 - [INFO] - [E:240| 600]: Train Loss:0.0016861,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:05:37,464 - ice0003_2 - [INFO] - [E:240| 700]: Train Loss:0.001687,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:07:21,235 - ice0003_2 - [INFO] - [E:240| 800]: Train Loss:0.0016882,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:09:04,883 - ice0003_2 - [INFO] - [E:240| 900]: Train Loss:0.0016892,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:10:17,154 - ice0003_2 - [INFO] - [Epoch:240]:  Training Loss:0.00169
 | 
						|
 | 
						|
2023-05-20 14:10:17,552 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 14:10:41,269 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 14:11:04,135 - ice0003_2 - [INFO] - [Evaluating Epoch 240 valid]: 
 | 
						|
	MRR: Tail : 0.43202, Head : 0.38573, Avg : 0.40888
 | 
						|
 | 
						|
2023-05-20 14:11:04,135 - ice0003_2 - [INFO] - [Epoch 240]:  Training Loss: 0.0016897,  Valid MRR: 0.40938, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 14:11:05,326 - ice0003_2 - [INFO] - [E:241| 0]: Train Loss:0.0016378,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:12:48,155 - ice0003_2 - [INFO] - [E:241| 100]: Train Loss:0.0016805,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:14:20,959 - ice0003_2 - [INFO] - [E:241| 200]: Train Loss:0.0016809,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:16:04,264 - ice0003_2 - [INFO] - [E:241| 300]: Train Loss:0.0016824,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:17:47,176 - ice0003_2 - [INFO] - [E:241| 400]: Train Loss:0.001684,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:19:29,536 - ice0003_2 - [INFO] - [E:241| 500]: Train Loss:0.0016849,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:21:11,236 - ice0003_2 - [INFO] - [E:241| 600]: Train Loss:0.0016863,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:22:43,201 - ice0003_2 - [INFO] - [E:241| 700]: Train Loss:0.0016865,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:24:25,500 - ice0003_2 - [INFO] - [E:241| 800]: Train Loss:0.0016874,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:26:08,388 - ice0003_2 - [INFO] - [E:241| 900]: Train Loss:0.0016879,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:27:20,560 - ice0003_2 - [INFO] - [Epoch:241]:  Training Loss:0.001689
 | 
						|
 | 
						|
2023-05-20 14:27:20,862 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 14:27:44,252 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 14:28:07,687 - ice0003_2 - [INFO] - [Evaluating Epoch 241 valid]: 
 | 
						|
	MRR: Tail : 0.43114, Head : 0.38504, Avg : 0.40809
 | 
						|
 | 
						|
2023-05-20 14:28:07,687 - ice0003_2 - [INFO] - [Epoch 241]:  Training Loss: 0.0016886,  Valid MRR: 0.40938, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 14:28:08,543 - ice0003_2 - [INFO] - [E:242| 0]: Train Loss:0.0017146,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:29:51,848 - ice0003_2 - [INFO] - [E:242| 100]: Train Loss:0.0016778,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:31:24,275 - ice0003_2 - [INFO] - [E:242| 200]: Train Loss:0.0016815,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:33:06,868 - ice0003_2 - [INFO] - [E:242| 300]: Train Loss:0.0016841,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:34:48,412 - ice0003_2 - [INFO] - [E:242| 400]: Train Loss:0.0016848,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:36:30,416 - ice0003_2 - [INFO] - [E:242| 500]: Train Loss:0.0016855,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:38:12,824 - ice0003_2 - [INFO] - [E:242| 600]: Train Loss:0.001686,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:39:45,495 - ice0003_2 - [INFO] - [E:242| 700]: Train Loss:0.0016865,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:41:27,402 - ice0003_2 - [INFO] - [E:242| 800]: Train Loss:0.0016866,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:43:09,250 - ice0003_2 - [INFO] - [E:242| 900]: Train Loss:0.0016872,  Val MRR:0.40938, 	ice0003_2
 | 
						|
2023-05-20 14:44:20,774 - ice0003_2 - [INFO] - [Epoch:242]:  Training Loss:0.001688
 | 
						|
 | 
						|
2023-05-20 14:44:21,172 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 14:44:44,849 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 14:45:07,951 - ice0003_2 - [INFO] - [Evaluating Epoch 242 valid]: 
 | 
						|
	MRR: Tail : 0.43238, Head : 0.38657, Avg : 0.40947
 | 
						|
 | 
						|
2023-05-20 14:45:09,326 - ice0003_2 - [INFO] - [Epoch 242]:  Training Loss: 0.0016878,  Valid MRR: 0.40947, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 14:45:10,485 - ice0003_2 - [INFO] - [E:243| 0]: Train Loss:0.0016648,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:46:52,359 - ice0003_2 - [INFO] - [E:243| 100]: Train Loss:0.0016808,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:48:25,253 - ice0003_2 - [INFO] - [E:243| 200]: Train Loss:0.0016818,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:50:06,460 - ice0003_2 - [INFO] - [E:243| 300]: Train Loss:0.0016828,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:51:49,182 - ice0003_2 - [INFO] - [E:243| 400]: Train Loss:0.0016839,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:53:32,142 - ice0003_2 - [INFO] - [E:243| 500]: Train Loss:0.0016842,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:55:16,389 - ice0003_2 - [INFO] - [E:243| 600]: Train Loss:0.0016851,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:56:53,348 - ice0003_2 - [INFO] - [E:243| 700]: Train Loss:0.0016861,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 14:58:30,646 - ice0003_2 - [INFO] - [E:243| 800]: Train Loss:0.0016865,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:00:13,177 - ice0003_2 - [INFO] - [E:243| 900]: Train Loss:0.0016871,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:01:25,612 - ice0003_2 - [INFO] - [Epoch:243]:  Training Loss:0.001687
 | 
						|
 | 
						|
2023-05-20 15:01:26,115 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:01:49,237 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:02:11,956 - ice0003_2 - [INFO] - [Evaluating Epoch 243 valid]: 
 | 
						|
	MRR: Tail : 0.43247, Head : 0.38632, Avg : 0.40939
 | 
						|
 | 
						|
2023-05-20 15:02:11,956 - ice0003_2 - [INFO] - [Epoch 243]:  Training Loss: 0.0016873,  Valid MRR: 0.40947, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:02:13,137 - ice0003_2 - [INFO] - [E:244| 0]: Train Loss:0.0016704,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:03:53,971 - ice0003_2 - [INFO] - [E:244| 100]: Train Loss:0.0016815,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:05:31,787 - ice0003_2 - [INFO] - [E:244| 200]: Train Loss:0.0016822,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:07:08,868 - ice0003_2 - [INFO] - [E:244| 300]: Train Loss:0.0016816,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:08:51,774 - ice0003_2 - [INFO] - [E:244| 400]: Train Loss:0.0016822,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:10:33,729 - ice0003_2 - [INFO] - [E:244| 500]: Train Loss:0.0016829,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:12:15,900 - ice0003_2 - [INFO] - [E:244| 600]: Train Loss:0.0016839,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:13:58,342 - ice0003_2 - [INFO] - [E:244| 700]: Train Loss:0.0016843,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:15:30,633 - ice0003_2 - [INFO] - [E:244| 800]: Train Loss:0.0016851,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:17:12,501 - ice0003_2 - [INFO] - [E:244| 900]: Train Loss:0.0016856,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:18:23,710 - ice0003_2 - [INFO] - [Epoch:244]:  Training Loss:0.001686
 | 
						|
 | 
						|
2023-05-20 15:18:24,054 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:18:47,335 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:19:10,388 - ice0003_2 - [INFO] - [Evaluating Epoch 244 valid]: 
 | 
						|
	MRR: Tail : 0.43216, Head : 0.38482, Avg : 0.40849
 | 
						|
 | 
						|
2023-05-20 15:19:10,389 - ice0003_2 - [INFO] - [Epoch 244]:  Training Loss: 0.001686,  Valid MRR: 0.40947, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:19:11,164 - ice0003_2 - [INFO] - [E:245| 0]: Train Loss:0.0016945,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:20:54,125 - ice0003_2 - [INFO] - [E:245| 100]: Train Loss:0.0016803,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:22:36,920 - ice0003_2 - [INFO] - [E:245| 200]: Train Loss:0.00168,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:24:09,088 - ice0003_2 - [INFO] - [E:245| 300]: Train Loss:0.0016802,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:25:50,679 - ice0003_2 - [INFO] - [E:245| 400]: Train Loss:0.0016812,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:27:32,493 - ice0003_2 - [INFO] - [E:245| 500]: Train Loss:0.0016821,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:29:14,259 - ice0003_2 - [INFO] - [E:245| 600]: Train Loss:0.0016827,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:30:56,593 - ice0003_2 - [INFO] - [E:245| 700]: Train Loss:0.0016833,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:32:27,687 - ice0003_2 - [INFO] - [E:245| 800]: Train Loss:0.0016842,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:34:09,565 - ice0003_2 - [INFO] - [E:245| 900]: Train Loss:0.0016845,  Val MRR:0.40947, 	ice0003_2
 | 
						|
2023-05-20 15:35:22,057 - ice0003_2 - [INFO] - [Epoch:245]:  Training Loss:0.001685
 | 
						|
 | 
						|
2023-05-20 15:35:22,318 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:35:45,963 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:36:09,262 - ice0003_2 - [INFO] - [Evaluating Epoch 245 valid]: 
 | 
						|
	MRR: Tail : 0.43339, Head : 0.38576, Avg : 0.40958
 | 
						|
 | 
						|
2023-05-20 15:36:10,478 - ice0003_2 - [INFO] - [Epoch 245]:  Training Loss: 0.0016851,  Valid MRR: 0.40958, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:36:11,685 - ice0003_2 - [INFO] - [E:246| 0]: Train Loss:0.0016573,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:37:53,674 - ice0003_2 - [INFO] - [E:246| 100]: Train Loss:0.0016776,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:39:35,932 - ice0003_2 - [INFO] - [E:246| 200]: Train Loss:0.0016786,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:41:08,211 - ice0003_2 - [INFO] - [E:246| 300]: Train Loss:0.0016806,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:42:53,391 - ice0003_2 - [INFO] - [E:246| 400]: Train Loss:0.0016813,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:44:35,717 - ice0003_2 - [INFO] - [E:246| 500]: Train Loss:0.0016817,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:46:17,493 - ice0003_2 - [INFO] - [E:246| 600]: Train Loss:0.001682,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:47:58,340 - ice0003_2 - [INFO] - [E:246| 700]: Train Loss:0.0016827,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:49:30,177 - ice0003_2 - [INFO] - [E:246| 800]: Train Loss:0.0016834,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:51:12,090 - ice0003_2 - [INFO] - [E:246| 900]: Train Loss:0.0016836,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:52:24,000 - ice0003_2 - [INFO] - [Epoch:246]:  Training Loss:0.001684
 | 
						|
 | 
						|
2023-05-20 15:52:24,486 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:52:47,596 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 15:53:10,617 - ice0003_2 - [INFO] - [Evaluating Epoch 246 valid]: 
 | 
						|
	MRR: Tail : 0.43225, Head : 0.38479, Avg : 0.40852
 | 
						|
 | 
						|
2023-05-20 15:53:10,617 - ice0003_2 - [INFO] - [Epoch 246]:  Training Loss: 0.0016839,  Valid MRR: 0.40958, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:53:11,816 - ice0003_2 - [INFO] - [E:247| 0]: Train Loss:0.0016762,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:54:54,452 - ice0003_2 - [INFO] - [E:247| 100]: Train Loss:0.0016786,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:56:37,204 - ice0003_2 - [INFO] - [E:247| 200]: Train Loss:0.0016776,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:58:10,092 - ice0003_2 - [INFO] - [E:247| 300]: Train Loss:0.0016777,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 15:59:52,271 - ice0003_2 - [INFO] - [E:247| 400]: Train Loss:0.0016784,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 16:01:32,949 - ice0003_2 - [INFO] - [E:247| 500]: Train Loss:0.0016792,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 16:03:14,379 - ice0003_2 - [INFO] - [E:247| 600]: Train Loss:0.0016802,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 16:04:56,218 - ice0003_2 - [INFO] - [E:247| 700]: Train Loss:0.0016809,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 16:06:34,056 - ice0003_2 - [INFO] - [E:247| 800]: Train Loss:0.0016813,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 16:08:10,595 - ice0003_2 - [INFO] - [E:247| 900]: Train Loss:0.0016821,  Val MRR:0.40958, 	ice0003_2
 | 
						|
2023-05-20 16:09:22,511 - ice0003_2 - [INFO] - [Epoch:247]:  Training Loss:0.001683
 | 
						|
 | 
						|
2023-05-20 16:09:23,033 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 16:09:46,361 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 16:10:09,251 - ice0003_2 - [INFO] - [Evaluating Epoch 247 valid]: 
 | 
						|
	MRR: Tail : 0.43314, Head : 0.38729, Avg : 0.41021
 | 
						|
 | 
						|
2023-05-20 16:10:10,481 - ice0003_2 - [INFO] - [Epoch 247]:  Training Loss: 0.0016828,  Valid MRR: 0.41021, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 16:10:11,913 - ice0003_2 - [INFO] - [E:248| 0]: Train Loss:0.0016761,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:11:54,514 - ice0003_2 - [INFO] - [E:248| 100]: Train Loss:0.0016762,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:13:37,084 - ice0003_2 - [INFO] - [E:248| 200]: Train Loss:0.0016781,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:15:15,654 - ice0003_2 - [INFO] - [E:248| 300]: Train Loss:0.0016792,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:16:50,429 - ice0003_2 - [INFO] - [E:248| 400]: Train Loss:0.0016796,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:18:32,954 - ice0003_2 - [INFO] - [E:248| 500]: Train Loss:0.0016794,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:20:15,461 - ice0003_2 - [INFO] - [E:248| 600]: Train Loss:0.0016799,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:21:58,308 - ice0003_2 - [INFO] - [E:248| 700]: Train Loss:0.00168,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:23:40,489 - ice0003_2 - [INFO] - [E:248| 800]: Train Loss:0.0016808,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:25:12,423 - ice0003_2 - [INFO] - [E:248| 900]: Train Loss:0.0016814,  Val MRR:0.41021, 	ice0003_2
 | 
						|
2023-05-20 16:26:24,083 - ice0003_2 - [INFO] - [Epoch:248]:  Training Loss:0.001682
 | 
						|
 | 
						|
2023-05-20 16:26:24,482 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 16:26:48,154 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 16:27:10,897 - ice0003_2 - [INFO] - [Evaluating Epoch 248 valid]: 
 | 
						|
	MRR: Tail : 0.43547, Head : 0.38707, Avg : 0.41127
 | 
						|
 | 
						|
2023-05-20 16:27:12,173 - ice0003_2 - [INFO] - [Epoch 248]:  Training Loss: 0.0016817,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 16:27:13,266 - ice0003_2 - [INFO] - [E:249| 0]: Train Loss:0.0016994,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:28:55,315 - ice0003_2 - [INFO] - [E:249| 100]: Train Loss:0.0016724,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:30:36,384 - ice0003_2 - [INFO] - [E:249| 200]: Train Loss:0.0016752,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:32:19,661 - ice0003_2 - [INFO] - [E:249| 300]: Train Loss:0.0016757,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:33:51,669 - ice0003_2 - [INFO] - [E:249| 400]: Train Loss:0.0016761,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:35:34,014 - ice0003_2 - [INFO] - [E:249| 500]: Train Loss:0.0016771,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:37:16,490 - ice0003_2 - [INFO] - [E:249| 600]: Train Loss:0.001678,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:38:59,155 - ice0003_2 - [INFO] - [E:249| 700]: Train Loss:0.0016791,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:40:41,076 - ice0003_2 - [INFO] - [E:249| 800]: Train Loss:0.0016801,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:42:13,284 - ice0003_2 - [INFO] - [E:249| 900]: Train Loss:0.0016806,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:43:25,633 - ice0003_2 - [INFO] - [Epoch:249]:  Training Loss:0.001681
 | 
						|
 | 
						|
2023-05-20 16:43:25,979 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 16:43:49,424 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 16:44:11,996 - ice0003_2 - [INFO] - [Evaluating Epoch 249 valid]: 
 | 
						|
	MRR: Tail : 0.43316, Head : 0.38642, Avg : 0.40979
 | 
						|
	MR: Tail : 449.07, Head : 481.74, Avg : 465.41
 | 
						|
	Hit-1: Tail : 0.32868, Head : 0.2811, Avg : 0.30489
 | 
						|
	Hit-3: Tail : 0.48598, Head : 0.43889, Avg : 0.46243
 | 
						|
	Hit-10: Tail : 0.63515, Head : 0.59182, Avg : 0.61348
 | 
						|
2023-05-20 16:44:11,996 - ice0003_2 - [INFO] - [Epoch 249]:  Training Loss: 0.0016809,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 16:44:13,017 - ice0003_2 - [INFO] - [E:250| 0]: Train Loss:0.0016806,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:45:54,356 - ice0003_2 - [INFO] - [E:250| 100]: Train Loss:0.0016748,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:47:36,607 - ice0003_2 - [INFO] - [E:250| 200]: Train Loss:0.0016737,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:49:19,134 - ice0003_2 - [INFO] - [E:250| 300]: Train Loss:0.0016751,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:50:52,298 - ice0003_2 - [INFO] - [E:250| 400]: Train Loss:0.001676,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:52:35,099 - ice0003_2 - [INFO] - [E:250| 500]: Train Loss:0.0016761,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:54:17,118 - ice0003_2 - [INFO] - [E:250| 600]: Train Loss:0.0016767,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:55:59,465 - ice0003_2 - [INFO] - [E:250| 700]: Train Loss:0.0016776,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:57:41,912 - ice0003_2 - [INFO] - [E:250| 800]: Train Loss:0.0016786,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 16:59:14,299 - ice0003_2 - [INFO] - [E:250| 900]: Train Loss:0.0016792,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:00:26,212 - ice0003_2 - [INFO] - [Epoch:250]:  Training Loss:0.00168
 | 
						|
 | 
						|
2023-05-20 17:00:26,735 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:00:49,907 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:01:12,777 - ice0003_2 - [INFO] - [Evaluating Epoch 250 valid]: 
 | 
						|
	MRR: Tail : 0.43172, Head : 0.38571, Avg : 0.40872
 | 
						|
 | 
						|
2023-05-20 17:01:12,777 - ice0003_2 - [INFO] - [Epoch 250]:  Training Loss: 0.0016797,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:01:13,986 - ice0003_2 - [INFO] - [E:251| 0]: Train Loss:0.0016661,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:02:56,868 - ice0003_2 - [INFO] - [E:251| 100]: Train Loss:0.0016696,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:04:39,239 - ice0003_2 - [INFO] - [E:251| 200]: Train Loss:0.0016721,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:06:21,244 - ice0003_2 - [INFO] - [E:251| 300]: Train Loss:0.0016738,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:07:53,466 - ice0003_2 - [INFO] - [E:251| 400]: Train Loss:0.0016755,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:09:36,311 - ice0003_2 - [INFO] - [E:251| 500]: Train Loss:0.0016764,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:11:18,493 - ice0003_2 - [INFO] - [E:251| 600]: Train Loss:0.0016767,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:13:00,584 - ice0003_2 - [INFO] - [E:251| 700]: Train Loss:0.0016774,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:14:41,444 - ice0003_2 - [INFO] - [E:251| 800]: Train Loss:0.001678,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:16:16,210 - ice0003_2 - [INFO] - [E:251| 900]: Train Loss:0.0016784,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:17:26,165 - ice0003_2 - [INFO] - [Epoch:251]:  Training Loss:0.001679
 | 
						|
 | 
						|
2023-05-20 17:17:26,512 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:17:50,273 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:18:13,343 - ice0003_2 - [INFO] - [Evaluating Epoch 251 valid]: 
 | 
						|
	MRR: Tail : 0.43096, Head : 0.38471, Avg : 0.40783
 | 
						|
 | 
						|
2023-05-20 17:18:13,344 - ice0003_2 - [INFO] - [Epoch 251]:  Training Loss: 0.0016789,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:18:14,394 - ice0003_2 - [INFO] - [E:252| 0]: Train Loss:0.0016898,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:19:59,693 - ice0003_2 - [INFO] - [E:252| 100]: Train Loss:0.0016686,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:21:42,151 - ice0003_2 - [INFO] - [E:252| 200]: Train Loss:0.0016727,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:23:24,546 - ice0003_2 - [INFO] - [E:252| 300]: Train Loss:0.0016731,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:25:03,165 - ice0003_2 - [INFO] - [E:252| 400]: Train Loss:0.0016728,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:26:38,750 - ice0003_2 - [INFO] - [E:252| 500]: Train Loss:0.0016744,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:28:19,991 - ice0003_2 - [INFO] - [E:252| 600]: Train Loss:0.0016749,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:30:01,124 - ice0003_2 - [INFO] - [E:252| 700]: Train Loss:0.0016758,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:31:42,951 - ice0003_2 - [INFO] - [E:252| 800]: Train Loss:0.0016764,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:33:24,521 - ice0003_2 - [INFO] - [E:252| 900]: Train Loss:0.0016772,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:34:26,386 - ice0003_2 - [INFO] - [Epoch:252]:  Training Loss:0.001678
 | 
						|
 | 
						|
2023-05-20 17:34:26,784 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:34:50,277 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:35:13,208 - ice0003_2 - [INFO] - [Evaluating Epoch 252 valid]: 
 | 
						|
	MRR: Tail : 0.43223, Head : 0.38664, Avg : 0.40944
 | 
						|
 | 
						|
2023-05-20 17:35:13,208 - ice0003_2 - [INFO] - [Epoch 252]:  Training Loss: 0.001678,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:35:14,394 - ice0003_2 - [INFO] - [E:253| 0]: Train Loss:0.0016657,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:36:57,082 - ice0003_2 - [INFO] - [E:253| 100]: Train Loss:0.0016709,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:38:39,886 - ice0003_2 - [INFO] - [E:253| 200]: Train Loss:0.0016735,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:40:21,470 - ice0003_2 - [INFO] - [E:253| 300]: Train Loss:0.0016725,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:42:02,746 - ice0003_2 - [INFO] - [E:253| 400]: Train Loss:0.0016736,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:43:34,592 - ice0003_2 - [INFO] - [E:253| 500]: Train Loss:0.0016739,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:45:17,160 - ice0003_2 - [INFO] - [E:253| 600]: Train Loss:0.0016741,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:46:59,608 - ice0003_2 - [INFO] - [E:253| 700]: Train Loss:0.0016748,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:48:42,438 - ice0003_2 - [INFO] - [E:253| 800]: Train Loss:0.0016759,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:50:25,027 - ice0003_2 - [INFO] - [E:253| 900]: Train Loss:0.0016764,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:51:26,995 - ice0003_2 - [INFO] - [Epoch:253]:  Training Loss:0.001677
 | 
						|
 | 
						|
2023-05-20 17:51:27,346 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:51:51,268 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 17:52:14,247 - ice0003_2 - [INFO] - [Evaluating Epoch 253 valid]: 
 | 
						|
	MRR: Tail : 0.43214, Head : 0.38579, Avg : 0.40896
 | 
						|
 | 
						|
2023-05-20 17:52:14,247 - ice0003_2 - [INFO] - [Epoch 253]:  Training Loss: 0.0016769,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:52:15,398 - ice0003_2 - [INFO] - [E:254| 0]: Train Loss:0.0016411,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:53:58,464 - ice0003_2 - [INFO] - [E:254| 100]: Train Loss:0.0016669,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:55:40,951 - ice0003_2 - [INFO] - [E:254| 200]: Train Loss:0.0016702,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:57:22,250 - ice0003_2 - [INFO] - [E:254| 300]: Train Loss:0.0016714,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 17:59:04,558 - ice0003_2 - [INFO] - [E:254| 400]: Train Loss:0.0016714,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:00:36,988 - ice0003_2 - [INFO] - [E:254| 500]: Train Loss:0.0016724,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:02:19,552 - ice0003_2 - [INFO] - [E:254| 600]: Train Loss:0.0016737,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:04:01,340 - ice0003_2 - [INFO] - [E:254| 700]: Train Loss:0.001674,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:05:43,080 - ice0003_2 - [INFO] - [E:254| 800]: Train Loss:0.0016749,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:07:27,727 - ice0003_2 - [INFO] - [E:254| 900]: Train Loss:0.0016752,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:08:36,925 - ice0003_2 - [INFO] - [Epoch:254]:  Training Loss:0.001676
 | 
						|
 | 
						|
2023-05-20 18:08:37,142 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 18:08:52,037 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 18:09:14,728 - ice0003_2 - [INFO] - [Evaluating Epoch 254 valid]: 
 | 
						|
	MRR: Tail : 0.43291, Head : 0.38748, Avg : 0.4102
 | 
						|
 | 
						|
2023-05-20 18:09:14,728 - ice0003_2 - [INFO] - [Epoch 254]:  Training Loss: 0.0016757,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:09:15,912 - ice0003_2 - [INFO] - [E:255| 0]: Train Loss:0.001659,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:10:58,013 - ice0003_2 - [INFO] - [E:255| 100]: Train Loss:0.0016691,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:12:40,007 - ice0003_2 - [INFO] - [E:255| 200]: Train Loss:0.0016669,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:14:22,341 - ice0003_2 - [INFO] - [E:255| 300]: Train Loss:0.0016692,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:16:04,622 - ice0003_2 - [INFO] - [E:255| 400]: Train Loss:0.0016701,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:17:37,021 - ice0003_2 - [INFO] - [E:255| 500]: Train Loss:0.0016707,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:19:18,993 - ice0003_2 - [INFO] - [E:255| 600]: Train Loss:0.0016716,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:21:01,621 - ice0003_2 - [INFO] - [E:255| 700]: Train Loss:0.0016717,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:22:44,950 - ice0003_2 - [INFO] - [E:255| 800]: Train Loss:0.0016729,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:24:28,617 - ice0003_2 - [INFO] - [E:255| 900]: Train Loss:0.0016737,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:25:40,308 - ice0003_2 - [INFO] - [Epoch:255]:  Training Loss:0.001674
 | 
						|
 | 
						|
2023-05-20 18:25:40,652 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 18:25:59,652 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 18:26:15,236 - ice0003_2 - [INFO] - [Evaluating Epoch 255 valid]: 
 | 
						|
	MRR: Tail : 0.43183, Head : 0.38427, Avg : 0.40805
 | 
						|
 | 
						|
2023-05-20 18:26:15,236 - ice0003_2 - [INFO] - [Epoch 255]:  Training Loss: 0.0016744,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:26:16,232 - ice0003_2 - [INFO] - [E:256| 0]: Train Loss:0.0016923,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:27:58,572 - ice0003_2 - [INFO] - [E:256| 100]: Train Loss:0.0016688,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:29:41,509 - ice0003_2 - [INFO] - [E:256| 200]: Train Loss:0.00167,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:31:23,576 - ice0003_2 - [INFO] - [E:256| 300]: Train Loss:0.0016698,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:33:06,131 - ice0003_2 - [INFO] - [E:256| 400]: Train Loss:0.0016705,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:34:44,567 - ice0003_2 - [INFO] - [E:256| 500]: Train Loss:0.0016703,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:36:22,745 - ice0003_2 - [INFO] - [E:256| 600]: Train Loss:0.0016707,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:38:04,942 - ice0003_2 - [INFO] - [E:256| 700]: Train Loss:0.0016714,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:39:46,528 - ice0003_2 - [INFO] - [E:256| 800]: Train Loss:0.0016724,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:41:27,649 - ice0003_2 - [INFO] - [E:256| 900]: Train Loss:0.0016727,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:42:39,653 - ice0003_2 - [INFO] - [Epoch:256]:  Training Loss:0.001673
 | 
						|
 | 
						|
2023-05-20 18:42:40,055 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 18:43:03,631 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 18:43:21,919 - ice0003_2 - [INFO] - [Evaluating Epoch 256 valid]: 
 | 
						|
	MRR: Tail : 0.43454, Head : 0.38753, Avg : 0.41104
 | 
						|
 | 
						|
2023-05-20 18:43:21,919 - ice0003_2 - [INFO] - [Epoch 256]:  Training Loss: 0.0016732,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:43:22,591 - ice0003_2 - [INFO] - [E:257| 0]: Train Loss:0.0016541,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:44:58,755 - ice0003_2 - [INFO] - [E:257| 100]: Train Loss:0.0016664,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:46:40,627 - ice0003_2 - [INFO] - [E:257| 200]: Train Loss:0.0016666,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:48:23,020 - ice0003_2 - [INFO] - [E:257| 300]: Train Loss:0.0016679,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:50:05,418 - ice0003_2 - [INFO] - [E:257| 400]: Train Loss:0.0016686,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:51:48,345 - ice0003_2 - [INFO] - [E:257| 500]: Train Loss:0.0016694,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:53:20,704 - ice0003_2 - [INFO] - [E:257| 600]: Train Loss:0.0016706,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:55:02,299 - ice0003_2 - [INFO] - [E:257| 700]: Train Loss:0.0016711,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:56:46,616 - ice0003_2 - [INFO] - [E:257| 800]: Train Loss:0.0016715,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:58:29,224 - ice0003_2 - [INFO] - [E:257| 900]: Train Loss:0.0016723,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 18:59:41,436 - ice0003_2 - [INFO] - [Epoch:257]:  Training Loss:0.001672
 | 
						|
 | 
						|
2023-05-20 18:59:41,781 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:00:05,328 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:00:28,382 - ice0003_2 - [INFO] - [Evaluating Epoch 257 valid]: 
 | 
						|
	MRR: Tail : 0.43153, Head : 0.38693, Avg : 0.40923
 | 
						|
 | 
						|
2023-05-20 19:00:28,382 - ice0003_2 - [INFO] - [Epoch 257]:  Training Loss: 0.0016724,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:00:29,583 - ice0003_2 - [INFO] - [E:258| 0]: Train Loss:0.0016546,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:02:02,397 - ice0003_2 - [INFO] - [E:258| 100]: Train Loss:0.001664,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:03:44,708 - ice0003_2 - [INFO] - [E:258| 200]: Train Loss:0.0016656,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:05:27,347 - ice0003_2 - [INFO] - [E:258| 300]: Train Loss:0.0016673,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:07:09,732 - ice0003_2 - [INFO] - [E:258| 400]: Train Loss:0.0016677,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:08:51,258 - ice0003_2 - [INFO] - [E:258| 500]: Train Loss:0.0016686,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:10:23,205 - ice0003_2 - [INFO] - [E:258| 600]: Train Loss:0.0016692,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:12:05,881 - ice0003_2 - [INFO] - [E:258| 700]: Train Loss:0.0016698,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:13:48,176 - ice0003_2 - [INFO] - [E:258| 800]: Train Loss:0.0016701,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:15:31,568 - ice0003_2 - [INFO] - [E:258| 900]: Train Loss:0.0016706,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:16:43,646 - ice0003_2 - [INFO] - [Epoch:258]:  Training Loss:0.001671
 | 
						|
 | 
						|
2023-05-20 19:16:44,045 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:17:07,990 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:17:30,966 - ice0003_2 - [INFO] - [Evaluating Epoch 258 valid]: 
 | 
						|
	MRR: Tail : 0.43383, Head : 0.38664, Avg : 0.41023
 | 
						|
 | 
						|
2023-05-20 19:17:30,966 - ice0003_2 - [INFO] - [Epoch 258]:  Training Loss: 0.0016711,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:17:32,155 - ice0003_2 - [INFO] - [E:259| 0]: Train Loss:0.0016414,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:19:04,601 - ice0003_2 - [INFO] - [E:259| 100]: Train Loss:0.0016667,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:20:46,661 - ice0003_2 - [INFO] - [E:259| 200]: Train Loss:0.0016652,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:22:28,511 - ice0003_2 - [INFO] - [E:259| 300]: Train Loss:0.0016668,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:24:09,079 - ice0003_2 - [INFO] - [E:259| 400]: Train Loss:0.0016674,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:25:51,041 - ice0003_2 - [INFO] - [E:259| 500]: Train Loss:0.0016674,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:27:23,525 - ice0003_2 - [INFO] - [E:259| 600]: Train Loss:0.0016681,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:29:06,207 - ice0003_2 - [INFO] - [E:259| 700]: Train Loss:0.0016685,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:30:49,258 - ice0003_2 - [INFO] - [E:259| 800]: Train Loss:0.0016693,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:32:31,742 - ice0003_2 - [INFO] - [E:259| 900]: Train Loss:0.0016698,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:33:43,330 - ice0003_2 - [INFO] - [Epoch:259]:  Training Loss:0.00167
 | 
						|
 | 
						|
2023-05-20 19:33:43,668 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:34:07,134 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:34:29,808 - ice0003_2 - [INFO] - [Evaluating Epoch 259 valid]: 
 | 
						|
	MRR: Tail : 0.43166, Head : 0.38595, Avg : 0.40881
 | 
						|
	MR: Tail : 499.74, Head : 522.87, Avg : 511.31
 | 
						|
	Hit-1: Tail : 0.32965, Head : 0.28402, Avg : 0.30683
 | 
						|
	Hit-3: Tail : 0.48525, Head : 0.43598, Avg : 0.46061
 | 
						|
	Hit-10: Tail : 0.62932, Head : 0.5883, Avg : 0.60881
 | 
						|
2023-05-20 19:34:29,809 - ice0003_2 - [INFO] - [Epoch 259]:  Training Loss: 0.0016702,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:34:30,759 - ice0003_2 - [INFO] - [E:260| 0]: Train Loss:0.0016462,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:36:04,226 - ice0003_2 - [INFO] - [E:260| 100]: Train Loss:0.0016629,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:37:44,535 - ice0003_2 - [INFO] - [E:260| 200]: Train Loss:0.0016641,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:39:26,097 - ice0003_2 - [INFO] - [E:260| 300]: Train Loss:0.0016649,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:41:08,903 - ice0003_2 - [INFO] - [E:260| 400]: Train Loss:0.0016647,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:42:51,981 - ice0003_2 - [INFO] - [E:260| 500]: Train Loss:0.0016646,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:44:37,367 - ice0003_2 - [INFO] - [E:260| 600]: Train Loss:0.0016654,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:46:09,887 - ice0003_2 - [INFO] - [E:260| 700]: Train Loss:0.0016666,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:47:52,785 - ice0003_2 - [INFO] - [E:260| 800]: Train Loss:0.0016671,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:49:35,426 - ice0003_2 - [INFO] - [E:260| 900]: Train Loss:0.0016678,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:50:47,606 - ice0003_2 - [INFO] - [Epoch:260]:  Training Loss:0.001668
 | 
						|
 | 
						|
2023-05-20 19:50:47,867 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:51:11,067 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 19:51:33,893 - ice0003_2 - [INFO] - [Evaluating Epoch 260 valid]: 
 | 
						|
	MRR: Tail : 0.43096, Head : 0.38434, Avg : 0.40765
 | 
						|
 | 
						|
2023-05-20 19:51:33,893 - ice0003_2 - [INFO] - [Epoch 260]:  Training Loss: 0.0016684,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:51:35,091 - ice0003_2 - [INFO] - [E:261| 0]: Train Loss:0.0016683,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:53:16,303 - ice0003_2 - [INFO] - [E:261| 100]: Train Loss:0.0016597,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:54:48,396 - ice0003_2 - [INFO] - [E:261| 200]: Train Loss:0.0016604,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:56:30,495 - ice0003_2 - [INFO] - [E:261| 300]: Train Loss:0.0016613,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:58:13,480 - ice0003_2 - [INFO] - [E:261| 400]: Train Loss:0.0016631,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 19:59:55,512 - ice0003_2 - [INFO] - [E:261| 500]: Train Loss:0.0016643,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:01:37,884 - ice0003_2 - [INFO] - [E:261| 600]: Train Loss:0.0016654,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:03:10,047 - ice0003_2 - [INFO] - [E:261| 700]: Train Loss:0.0016659,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:04:52,565 - ice0003_2 - [INFO] - [E:261| 800]: Train Loss:0.0016665,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:06:33,891 - ice0003_2 - [INFO] - [E:261| 900]: Train Loss:0.0016673,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:07:45,343 - ice0003_2 - [INFO] - [Epoch:261]:  Training Loss:0.001668
 | 
						|
 | 
						|
2023-05-20 20:07:45,743 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:08:08,778 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:08:31,767 - ice0003_2 - [INFO] - [Evaluating Epoch 261 valid]: 
 | 
						|
	MRR: Tail : 0.43153, Head : 0.38716, Avg : 0.40934
 | 
						|
 | 
						|
2023-05-20 20:08:31,768 - ice0003_2 - [INFO] - [Epoch 261]:  Training Loss: 0.0016677,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:08:32,978 - ice0003_2 - [INFO] - [E:262| 0]: Train Loss:0.0016786,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:10:15,225 - ice0003_2 - [INFO] - [E:262| 100]: Train Loss:0.0016601,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:11:47,672 - ice0003_2 - [INFO] - [E:262| 200]: Train Loss:0.0016617,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:13:30,385 - ice0003_2 - [INFO] - [E:262| 300]: Train Loss:0.0016619,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:15:12,677 - ice0003_2 - [INFO] - [E:262| 400]: Train Loss:0.0016624,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:16:55,115 - ice0003_2 - [INFO] - [E:262| 500]: Train Loss:0.001663,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:18:37,108 - ice0003_2 - [INFO] - [E:262| 600]: Train Loss:0.0016641,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:20:09,325 - ice0003_2 - [INFO] - [E:262| 700]: Train Loss:0.0016648,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:21:50,467 - ice0003_2 - [INFO] - [E:262| 800]: Train Loss:0.0016653,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:23:33,293 - ice0003_2 - [INFO] - [E:262| 900]: Train Loss:0.0016661,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:24:45,890 - ice0003_2 - [INFO] - [Epoch:262]:  Training Loss:0.001667
 | 
						|
 | 
						|
2023-05-20 20:24:46,411 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:25:09,713 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:25:32,659 - ice0003_2 - [INFO] - [Evaluating Epoch 262 valid]: 
 | 
						|
	MRR: Tail : 0.43038, Head : 0.38607, Avg : 0.40822
 | 
						|
 | 
						|
2023-05-20 20:25:32,659 - ice0003_2 - [INFO] - [Epoch 262]:  Training Loss: 0.0016668,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:25:33,825 - ice0003_2 - [INFO] - [E:263| 0]: Train Loss:0.001699,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:27:17,073 - ice0003_2 - [INFO] - [E:263| 100]: Train Loss:0.0016621,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:28:49,543 - ice0003_2 - [INFO] - [E:263| 200]: Train Loss:0.0016611,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:30:31,900 - ice0003_2 - [INFO] - [E:263| 300]: Train Loss:0.0016607,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:32:17,515 - ice0003_2 - [INFO] - [E:263| 400]: Train Loss:0.0016616,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:34:00,422 - ice0003_2 - [INFO] - [E:263| 500]: Train Loss:0.0016635,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:35:41,598 - ice0003_2 - [INFO] - [E:263| 600]: Train Loss:0.0016638,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:37:16,402 - ice0003_2 - [INFO] - [E:263| 700]: Train Loss:0.0016645,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:38:56,189 - ice0003_2 - [INFO] - [E:263| 800]: Train Loss:0.0016647,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:40:39,421 - ice0003_2 - [INFO] - [E:263| 900]: Train Loss:0.0016649,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:41:52,348 - ice0003_2 - [INFO] - [Epoch:263]:  Training Loss:0.001665
 | 
						|
 | 
						|
2023-05-20 20:41:52,850 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:42:15,946 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:42:38,914 - ice0003_2 - [INFO] - [Evaluating Epoch 263 valid]: 
 | 
						|
	MRR: Tail : 0.43334, Head : 0.38651, Avg : 0.40992
 | 
						|
 | 
						|
2023-05-20 20:42:38,914 - ice0003_2 - [INFO] - [Epoch 263]:  Training Loss: 0.0016653,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:42:40,106 - ice0003_2 - [INFO] - [E:264| 0]: Train Loss:0.0016468,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:44:22,496 - ice0003_2 - [INFO] - [E:264| 100]: Train Loss:0.0016582,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:46:00,188 - ice0003_2 - [INFO] - [E:264| 200]: Train Loss:0.0016602,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:47:38,043 - ice0003_2 - [INFO] - [E:264| 300]: Train Loss:0.00166,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:49:20,558 - ice0003_2 - [INFO] - [E:264| 400]: Train Loss:0.0016606,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:51:01,375 - ice0003_2 - [INFO] - [E:264| 500]: Train Loss:0.0016617,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:52:44,439 - ice0003_2 - [INFO] - [E:264| 600]: Train Loss:0.0016617,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:54:27,900 - ice0003_2 - [INFO] - [E:264| 700]: Train Loss:0.0016626,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:56:00,643 - ice0003_2 - [INFO] - [E:264| 800]: Train Loss:0.0016632,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:57:42,992 - ice0003_2 - [INFO] - [E:264| 900]: Train Loss:0.0016634,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 20:58:55,131 - ice0003_2 - [INFO] - [Epoch:264]:  Training Loss:0.001664
 | 
						|
 | 
						|
2023-05-20 20:58:55,534 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:59:19,331 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 20:59:41,966 - ice0003_2 - [INFO] - [Evaluating Epoch 264 valid]: 
 | 
						|
	MRR: Tail : 0.43148, Head : 0.38361, Avg : 0.40754
 | 
						|
 | 
						|
2023-05-20 20:59:41,966 - ice0003_2 - [INFO] - [Epoch 264]:  Training Loss: 0.0016644,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:59:43,115 - ice0003_2 - [INFO] - [E:265| 0]: Train Loss:0.0016221,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:01:26,486 - ice0003_2 - [INFO] - [E:265| 100]: Train Loss:0.0016602,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:03:10,064 - ice0003_2 - [INFO] - [E:265| 200]: Train Loss:0.0016603,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:04:42,097 - ice0003_2 - [INFO] - [E:265| 300]: Train Loss:0.00166,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:06:23,833 - ice0003_2 - [INFO] - [E:265| 400]: Train Loss:0.0016602,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:08:06,537 - ice0003_2 - [INFO] - [E:265| 500]: Train Loss:0.001661,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:09:48,776 - ice0003_2 - [INFO] - [E:265| 600]: Train Loss:0.0016614,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:11:31,902 - ice0003_2 - [INFO] - [E:265| 700]: Train Loss:0.0016618,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:13:05,003 - ice0003_2 - [INFO] - [E:265| 800]: Train Loss:0.0016621,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:14:48,057 - ice0003_2 - [INFO] - [E:265| 900]: Train Loss:0.0016626,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:16:00,556 - ice0003_2 - [INFO] - [Epoch:265]:  Training Loss:0.001663
 | 
						|
 | 
						|
2023-05-20 21:16:00,919 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 21:16:24,449 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 21:16:47,601 - ice0003_2 - [INFO] - [Evaluating Epoch 265 valid]: 
 | 
						|
	MRR: Tail : 0.43069, Head : 0.38568, Avg : 0.40818
 | 
						|
 | 
						|
2023-05-20 21:16:47,602 - ice0003_2 - [INFO] - [Epoch 265]:  Training Loss: 0.001663,  Valid MRR: 0.41127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 21:16:48,811 - ice0003_2 - [INFO] - [E:266| 0]: Train Loss:0.0016693,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:18:31,476 - ice0003_2 - [INFO] - [E:266| 100]: Train Loss:0.0016578,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:20:15,361 - ice0003_2 - [INFO] - [E:266| 200]: Train Loss:0.0016584,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:21:47,671 - ice0003_2 - [INFO] - [E:266| 300]: Train Loss:0.0016576,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:23:30,236 - ice0003_2 - [INFO] - [E:266| 400]: Train Loss:0.0016579,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:25:12,686 - ice0003_2 - [INFO] - [E:266| 500]: Train Loss:0.0016585,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:26:55,676 - ice0003_2 - [INFO] - [E:266| 600]: Train Loss:0.0016585,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:28:38,905 - ice0003_2 - [INFO] - [E:266| 700]: Train Loss:0.0016594,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:30:11,927 - ice0003_2 - [INFO] - [E:266| 800]: Train Loss:0.0016605,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:31:54,752 - ice0003_2 - [INFO] - [E:266| 900]: Train Loss:0.0016607,  Val MRR:0.41127, 	ice0003_2
 | 
						|
2023-05-20 21:33:06,331 - ice0003_2 - [INFO] - [Epoch:266]:  Training Loss:0.001661
 | 
						|
 | 
						|
2023-05-20 21:33:06,727 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 21:33:29,773 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 21:33:52,670 - ice0003_2 - [INFO] - [Evaluating Epoch 266 valid]: 
 | 
						|
	MRR: Tail : 0.43801, Head : 0.38748, Avg : 0.41275
 | 
						|
 | 
						|
2023-05-20 21:33:54,014 - ice0003_2 - [INFO] - [Epoch 266]:  Training Loss: 0.001661,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 21:33:54,983 - ice0003_2 - [INFO] - [E:267| 0]: Train Loss:0.0016269,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:35:36,902 - ice0003_2 - [INFO] - [E:267| 100]: Train Loss:0.0016542,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:37:19,275 - ice0003_2 - [INFO] - [E:267| 200]: Train Loss:0.0016557,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:38:51,857 - ice0003_2 - [INFO] - [E:267| 300]: Train Loss:0.001657,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:40:34,467 - ice0003_2 - [INFO] - [E:267| 400]: Train Loss:0.0016559,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:42:17,488 - ice0003_2 - [INFO] - [E:267| 500]: Train Loss:0.0016574,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:44:00,155 - ice0003_2 - [INFO] - [E:267| 600]: Train Loss:0.001658,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:45:43,019 - ice0003_2 - [INFO] - [E:267| 700]: Train Loss:0.0016587,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:47:15,590 - ice0003_2 - [INFO] - [E:267| 800]: Train Loss:0.0016591,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:48:58,155 - ice0003_2 - [INFO] - [E:267| 900]: Train Loss:0.0016597,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:50:10,423 - ice0003_2 - [INFO] - [Epoch:267]:  Training Loss:0.00166
 | 
						|
 | 
						|
2023-05-20 21:50:10,818 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 21:50:34,372 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 21:50:57,446 - ice0003_2 - [INFO] - [Evaluating Epoch 267 valid]: 
 | 
						|
	MRR: Tail : 0.43447, Head : 0.38589, Avg : 0.41018
 | 
						|
 | 
						|
2023-05-20 21:50:57,447 - ice0003_2 - [INFO] - [Epoch 267]:  Training Loss: 0.0016603,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 21:50:58,479 - ice0003_2 - [INFO] - [E:268| 0]: Train Loss:0.0016748,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:52:41,205 - ice0003_2 - [INFO] - [E:268| 100]: Train Loss:0.001657,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:54:24,279 - ice0003_2 - [INFO] - [E:268| 200]: Train Loss:0.0016559,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:55:56,399 - ice0003_2 - [INFO] - [E:268| 300]: Train Loss:0.0016564,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:57:39,357 - ice0003_2 - [INFO] - [E:268| 400]: Train Loss:0.0016572,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 21:59:22,720 - ice0003_2 - [INFO] - [E:268| 500]: Train Loss:0.0016574,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:01:06,095 - ice0003_2 - [INFO] - [E:268| 600]: Train Loss:0.0016578,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:02:47,614 - ice0003_2 - [INFO] - [E:268| 700]: Train Loss:0.0016583,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:04:26,532 - ice0003_2 - [INFO] - [E:268| 800]: Train Loss:0.0016585,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:06:03,104 - ice0003_2 - [INFO] - [E:268| 900]: Train Loss:0.0016588,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:07:15,868 - ice0003_2 - [INFO] - [Epoch:268]:  Training Loss:0.001659
 | 
						|
 | 
						|
2023-05-20 22:07:16,298 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:07:39,690 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:08:02,940 - ice0003_2 - [INFO] - [Evaluating Epoch 268 valid]: 
 | 
						|
	MRR: Tail : 0.43351, Head : 0.38605, Avg : 0.40978
 | 
						|
 | 
						|
2023-05-20 22:08:02,940 - ice0003_2 - [INFO] - [Epoch 268]:  Training Loss: 0.0016591,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:08:03,815 - ice0003_2 - [INFO] - [E:269| 0]: Train Loss:0.0016191,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:09:49,497 - ice0003_2 - [INFO] - [E:269| 100]: Train Loss:0.0016524,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:11:31,981 - ice0003_2 - [INFO] - [E:269| 200]: Train Loss:0.0016528,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:13:14,171 - ice0003_2 - [INFO] - [E:269| 300]: Train Loss:0.0016529,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:14:47,202 - ice0003_2 - [INFO] - [E:269| 400]: Train Loss:0.001654,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:16:29,230 - ice0003_2 - [INFO] - [E:269| 500]: Train Loss:0.0016539,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:18:11,407 - ice0003_2 - [INFO] - [E:269| 600]: Train Loss:0.001654,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:19:54,903 - ice0003_2 - [INFO] - [E:269| 700]: Train Loss:0.0016553,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:21:38,208 - ice0003_2 - [INFO] - [E:269| 800]: Train Loss:0.0016561,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:23:10,581 - ice0003_2 - [INFO] - [E:269| 900]: Train Loss:0.0016566,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:24:23,093 - ice0003_2 - [INFO] - [Epoch:269]:  Training Loss:0.001657
 | 
						|
 | 
						|
2023-05-20 22:24:23,372 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:24:46,459 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:25:09,469 - ice0003_2 - [INFO] - [Evaluating Epoch 269 valid]: 
 | 
						|
	MRR: Tail : 0.4325, Head : 0.38806, Avg : 0.41028
 | 
						|
	MR: Tail : 524.13, Head : 539.67, Avg : 531.9
 | 
						|
	Hit-1: Tail : 0.33111, Head : 0.28705, Avg : 0.30908
 | 
						|
	Hit-3: Tail : 0.48501, Head : 0.43634, Avg : 0.46067
 | 
						|
	Hit-10: Tail : 0.63017, Head : 0.58842, Avg : 0.6093
 | 
						|
2023-05-20 22:25:09,469 - ice0003_2 - [INFO] - [Epoch 269]:  Training Loss: 0.0016574,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:25:10,503 - ice0003_2 - [INFO] - [E:270| 0]: Train Loss:0.0016452,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:26:52,073 - ice0003_2 - [INFO] - [E:270| 100]: Train Loss:0.0016516,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:28:34,595 - ice0003_2 - [INFO] - [E:270| 200]: Train Loss:0.0016532,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:30:16,597 - ice0003_2 - [INFO] - [E:270| 300]: Train Loss:0.0016533,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:31:48,077 - ice0003_2 - [INFO] - [E:270| 400]: Train Loss:0.0016539,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:33:30,798 - ice0003_2 - [INFO] - [E:270| 500]: Train Loss:0.0016539,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:35:14,241 - ice0003_2 - [INFO] - [E:270| 600]: Train Loss:0.0016546,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:36:58,089 - ice0003_2 - [INFO] - [E:270| 700]: Train Loss:0.0016549,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:38:40,684 - ice0003_2 - [INFO] - [E:270| 800]: Train Loss:0.0016558,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:40:13,011 - ice0003_2 - [INFO] - [E:270| 900]: Train Loss:0.0016559,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:41:24,987 - ice0003_2 - [INFO] - [Epoch:270]:  Training Loss:0.001656
 | 
						|
 | 
						|
2023-05-20 22:41:25,359 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:41:48,987 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:42:12,168 - ice0003_2 - [INFO] - [Evaluating Epoch 270 valid]: 
 | 
						|
	MRR: Tail : 0.43705, Head : 0.38782, Avg : 0.41244
 | 
						|
 | 
						|
2023-05-20 22:42:12,168 - ice0003_2 - [INFO] - [Epoch 270]:  Training Loss: 0.0016562,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:42:13,170 - ice0003_2 - [INFO] - [E:271| 0]: Train Loss:0.0016252,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:43:56,088 - ice0003_2 - [INFO] - [E:271| 100]: Train Loss:0.0016484,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:45:37,577 - ice0003_2 - [INFO] - [E:271| 200]: Train Loss:0.0016489,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:47:20,068 - ice0003_2 - [INFO] - [E:271| 300]: Train Loss:0.0016509,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:48:52,731 - ice0003_2 - [INFO] - [E:271| 400]: Train Loss:0.0016512,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:50:34,730 - ice0003_2 - [INFO] - [E:271| 500]: Train Loss:0.0016517,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:52:16,772 - ice0003_2 - [INFO] - [E:271| 600]: Train Loss:0.0016526,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:53:58,426 - ice0003_2 - [INFO] - [E:271| 700]: Train Loss:0.0016534,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:55:40,543 - ice0003_2 - [INFO] - [E:271| 800]: Train Loss:0.0016539,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:57:16,315 - ice0003_2 - [INFO] - [E:271| 900]: Train Loss:0.0016545,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 22:58:26,987 - ice0003_2 - [INFO] - [Epoch:271]:  Training Loss:0.001655
 | 
						|
 | 
						|
2023-05-20 22:58:27,364 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:58:50,543 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 22:59:13,394 - ice0003_2 - [INFO] - [Evaluating Epoch 271 valid]: 
 | 
						|
	MRR: Tail : 0.43137, Head : 0.38825, Avg : 0.40981
 | 
						|
 | 
						|
2023-05-20 22:59:13,394 - ice0003_2 - [INFO] - [Epoch 271]:  Training Loss: 0.0016552,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:59:14,228 - ice0003_2 - [INFO] - [E:272| 0]: Train Loss:0.0016506,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:00:55,453 - ice0003_2 - [INFO] - [E:272| 100]: Train Loss:0.0016489,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:02:37,639 - ice0003_2 - [INFO] - [E:272| 200]: Train Loss:0.0016485,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:04:20,041 - ice0003_2 - [INFO] - [E:272| 300]: Train Loss:0.0016498,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:05:53,800 - ice0003_2 - [INFO] - [E:272| 400]: Train Loss:0.0016514,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:07:35,147 - ice0003_2 - [INFO] - [E:272| 500]: Train Loss:0.0016518,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:09:18,044 - ice0003_2 - [INFO] - [E:272| 600]: Train Loss:0.0016521,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:11:01,576 - ice0003_2 - [INFO] - [E:272| 700]: Train Loss:0.0016529,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:12:44,977 - ice0003_2 - [INFO] - [E:272| 800]: Train Loss:0.0016531,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:14:26,376 - ice0003_2 - [INFO] - [E:272| 900]: Train Loss:0.0016539,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:15:28,690 - ice0003_2 - [INFO] - [Epoch:272]:  Training Loss:0.001654
 | 
						|
 | 
						|
2023-05-20 23:15:29,069 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 23:15:52,746 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 23:16:15,483 - ice0003_2 - [INFO] - [Evaluating Epoch 272 valid]: 
 | 
						|
	MRR: Tail : 0.43547, Head : 0.38675, Avg : 0.41111
 | 
						|
 | 
						|
2023-05-20 23:16:15,483 - ice0003_2 - [INFO] - [Epoch 272]:  Training Loss: 0.0016541,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:16:16,686 - ice0003_2 - [INFO] - [E:273| 0]: Train Loss:0.0016498,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:17:58,862 - ice0003_2 - [INFO] - [E:273| 100]: Train Loss:0.0016485,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:19:40,903 - ice0003_2 - [INFO] - [E:273| 200]: Train Loss:0.0016484,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:21:23,258 - ice0003_2 - [INFO] - [E:273| 300]: Train Loss:0.0016489,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:23:05,223 - ice0003_2 - [INFO] - [E:273| 400]: Train Loss:0.0016504,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:24:38,283 - ice0003_2 - [INFO] - [E:273| 500]: Train Loss:0.0016513,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:26:20,578 - ice0003_2 - [INFO] - [E:273| 600]: Train Loss:0.0016515,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:28:02,499 - ice0003_2 - [INFO] - [E:273| 700]: Train Loss:0.0016514,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:29:43,645 - ice0003_2 - [INFO] - [E:273| 800]: Train Loss:0.0016517,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:31:27,110 - ice0003_2 - [INFO] - [E:273| 900]: Train Loss:0.0016521,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:32:29,632 - ice0003_2 - [INFO] - [Epoch:273]:  Training Loss:0.001652
 | 
						|
 | 
						|
2023-05-20 23:32:29,964 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 23:32:53,756 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 23:33:16,813 - ice0003_2 - [INFO] - [Evaluating Epoch 273 valid]: 
 | 
						|
	MRR: Tail : 0.43518, Head : 0.38809, Avg : 0.41164
 | 
						|
 | 
						|
2023-05-20 23:33:16,813 - ice0003_2 - [INFO] - [Epoch 273]:  Training Loss: 0.0016525,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:33:17,733 - ice0003_2 - [INFO] - [E:274| 0]: Train Loss:0.0016088,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:35:01,069 - ice0003_2 - [INFO] - [E:274| 100]: Train Loss:0.0016474,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:36:43,737 - ice0003_2 - [INFO] - [E:274| 200]: Train Loss:0.0016461,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:38:26,694 - ice0003_2 - [INFO] - [E:274| 300]: Train Loss:0.0016466,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:40:09,906 - ice0003_2 - [INFO] - [E:274| 400]: Train Loss:0.0016469,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:41:42,587 - ice0003_2 - [INFO] - [E:274| 500]: Train Loss:0.0016473,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:43:24,670 - ice0003_2 - [INFO] - [E:274| 600]: Train Loss:0.0016487,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:45:08,718 - ice0003_2 - [INFO] - [E:274| 700]: Train Loss:0.0016495,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:46:52,272 - ice0003_2 - [INFO] - [E:274| 800]: Train Loss:0.0016502,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:48:35,179 - ice0003_2 - [INFO] - [E:274| 900]: Train Loss:0.001651,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:49:38,414 - ice0003_2 - [INFO] - [Epoch:274]:  Training Loss:0.001651
 | 
						|
 | 
						|
2023-05-20 23:49:38,631 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 23:50:01,105 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-20 23:50:24,331 - ice0003_2 - [INFO] - [Evaluating Epoch 274 valid]: 
 | 
						|
	MRR: Tail : 0.43321, Head : 0.38708, Avg : 0.41015
 | 
						|
 | 
						|
2023-05-20 23:50:24,331 - ice0003_2 - [INFO] - [Epoch 274]:  Training Loss: 0.0016514,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:50:25,125 - ice0003_2 - [INFO] - [E:275| 0]: Train Loss:0.0016429,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:52:08,099 - ice0003_2 - [INFO] - [E:275| 100]: Train Loss:0.0016426,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:53:50,827 - ice0003_2 - [INFO] - [E:275| 200]: Train Loss:0.0016453,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:55:33,872 - ice0003_2 - [INFO] - [E:275| 300]: Train Loss:0.0016462,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:57:14,985 - ice0003_2 - [INFO] - [E:275| 400]: Train Loss:0.0016471,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-20 23:58:46,274 - ice0003_2 - [INFO] - [E:275| 500]: Train Loss:0.0016476,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:00:29,295 - ice0003_2 - [INFO] - [E:275| 600]: Train Loss:0.0016475,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:02:12,055 - ice0003_2 - [INFO] - [E:275| 700]: Train Loss:0.0016481,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:03:54,024 - ice0003_2 - [INFO] - [E:275| 800]: Train Loss:0.001649,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:05:37,494 - ice0003_2 - [INFO] - [E:275| 900]: Train Loss:0.0016499,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:06:49,503 - ice0003_2 - [INFO] - [Epoch:275]:  Training Loss:0.00165
 | 
						|
 | 
						|
2023-05-21 00:06:50,000 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:07:04,033 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:07:24,415 - ice0003_2 - [INFO] - [Evaluating Epoch 275 valid]: 
 | 
						|
	MRR: Tail : 0.43287, Head : 0.38798, Avg : 0.41042
 | 
						|
 | 
						|
2023-05-21 00:07:24,415 - ice0003_2 - [INFO] - [Epoch 275]:  Training Loss: 0.0016503,  Valid MRR: 0.41275, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:07:25,281 - ice0003_2 - [INFO] - [E:276| 0]: Train Loss:0.001661,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:09:07,700 - ice0003_2 - [INFO] - [E:276| 100]: Train Loss:0.0016461,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:10:49,981 - ice0003_2 - [INFO] - [E:276| 200]: Train Loss:0.0016452,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:12:30,394 - ice0003_2 - [INFO] - [E:276| 300]: Train Loss:0.0016453,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:14:13,496 - ice0003_2 - [INFO] - [E:276| 400]: Train Loss:0.0016464,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:15:46,586 - ice0003_2 - [INFO] - [E:276| 500]: Train Loss:0.001647,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:17:28,141 - ice0003_2 - [INFO] - [E:276| 600]: Train Loss:0.0016473,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:19:10,607 - ice0003_2 - [INFO] - [E:276| 700]: Train Loss:0.0016476,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:20:53,367 - ice0003_2 - [INFO] - [E:276| 800]: Train Loss:0.0016478,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:22:35,501 - ice0003_2 - [INFO] - [E:276| 900]: Train Loss:0.0016485,  Val MRR:0.41275, 	ice0003_2
 | 
						|
2023-05-21 00:23:47,526 - ice0003_2 - [INFO] - [Epoch:276]:  Training Loss:0.001649
 | 
						|
 | 
						|
2023-05-21 00:23:47,943 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:24:11,381 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:24:27,493 - ice0003_2 - [INFO] - [Evaluating Epoch 276 valid]: 
 | 
						|
	MRR: Tail : 0.43629, Head : 0.39092, Avg : 0.4136
 | 
						|
 | 
						|
2023-05-21 00:24:29,105 - ice0003_2 - [INFO] - [Epoch 276]:  Training Loss: 0.0016488,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:24:29,754 - ice0003_2 - [INFO] - [E:277| 0]: Train Loss:0.0016515,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:26:08,675 - ice0003_2 - [INFO] - [E:277| 100]: Train Loss:0.0016432,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:27:49,547 - ice0003_2 - [INFO] - [E:277| 200]: Train Loss:0.0016436,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:29:31,705 - ice0003_2 - [INFO] - [E:277| 300]: Train Loss:0.0016443,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:31:14,454 - ice0003_2 - [INFO] - [E:277| 400]: Train Loss:0.0016442,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:32:57,197 - ice0003_2 - [INFO] - [E:277| 500]: Train Loss:0.0016448,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:34:33,487 - ice0003_2 - [INFO] - [E:277| 600]: Train Loss:0.0016452,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:36:16,075 - ice0003_2 - [INFO] - [E:277| 700]: Train Loss:0.0016461,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:37:58,617 - ice0003_2 - [INFO] - [E:277| 800]: Train Loss:0.0016466,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:39:41,044 - ice0003_2 - [INFO] - [E:277| 900]: Train Loss:0.0016469,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:40:52,570 - ice0003_2 - [INFO] - [Epoch:277]:  Training Loss:0.001647
 | 
						|
 | 
						|
2023-05-21 00:40:52,964 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:41:16,075 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:41:39,042 - ice0003_2 - [INFO] - [Evaluating Epoch 277 valid]: 
 | 
						|
	MRR: Tail : 0.43443, Head : 0.38818, Avg : 0.41131
 | 
						|
 | 
						|
2023-05-21 00:41:39,043 - ice0003_2 - [INFO] - [Epoch 277]:  Training Loss: 0.0016473,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:41:40,217 - ice0003_2 - [INFO] - [E:278| 0]: Train Loss:0.0015852,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:43:13,073 - ice0003_2 - [INFO] - [E:278| 100]: Train Loss:0.0016409,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:44:56,493 - ice0003_2 - [INFO] - [E:278| 200]: Train Loss:0.0016432,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:46:39,147 - ice0003_2 - [INFO] - [E:278| 300]: Train Loss:0.001643,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:48:21,543 - ice0003_2 - [INFO] - [E:278| 400]: Train Loss:0.0016437,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:50:04,224 - ice0003_2 - [INFO] - [E:278| 500]: Train Loss:0.0016443,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:51:36,243 - ice0003_2 - [INFO] - [E:278| 600]: Train Loss:0.0016449,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:53:18,948 - ice0003_2 - [INFO] - [E:278| 700]: Train Loss:0.001645,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:55:01,044 - ice0003_2 - [INFO] - [E:278| 800]: Train Loss:0.0016455,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:56:42,275 - ice0003_2 - [INFO] - [E:278| 900]: Train Loss:0.0016455,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 00:57:54,332 - ice0003_2 - [INFO] - [Epoch:278]:  Training Loss:0.001646
 | 
						|
 | 
						|
2023-05-21 00:57:54,680 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:58:17,592 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 00:58:40,545 - ice0003_2 - [INFO] - [Evaluating Epoch 278 valid]: 
 | 
						|
	MRR: Tail : 0.43288, Head : 0.38582, Avg : 0.40935
 | 
						|
 | 
						|
2023-05-21 00:58:40,546 - ice0003_2 - [INFO] - [Epoch 278]:  Training Loss: 0.0016458,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:58:41,757 - ice0003_2 - [INFO] - [E:279| 0]: Train Loss:0.0016431,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:00:14,328 - ice0003_2 - [INFO] - [E:279| 100]: Train Loss:0.00164,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:01:57,497 - ice0003_2 - [INFO] - [E:279| 200]: Train Loss:0.0016405,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:03:40,566 - ice0003_2 - [INFO] - [E:279| 300]: Train Loss:0.0016402,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:05:23,181 - ice0003_2 - [INFO] - [E:279| 400]: Train Loss:0.0016413,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:07:06,161 - ice0003_2 - [INFO] - [E:279| 500]: Train Loss:0.0016422,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:08:38,452 - ice0003_2 - [INFO] - [E:279| 600]: Train Loss:0.0016425,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:10:19,744 - ice0003_2 - [INFO] - [E:279| 700]: Train Loss:0.0016432,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:12:02,340 - ice0003_2 - [INFO] - [E:279| 800]: Train Loss:0.0016435,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:13:44,554 - ice0003_2 - [INFO] - [E:279| 900]: Train Loss:0.0016442,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:14:56,780 - ice0003_2 - [INFO] - [Epoch:279]:  Training Loss:0.001645
 | 
						|
 | 
						|
2023-05-21 01:14:57,042 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 01:15:20,765 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 01:15:44,407 - ice0003_2 - [INFO] - [Evaluating Epoch 279 valid]: 
 | 
						|
	MRR: Tail : 0.43001, Head : 0.3852, Avg : 0.4076
 | 
						|
	MR: Tail : 571.28, Head : 574.34, Avg : 572.81
 | 
						|
	Hit-1: Tail : 0.3305, Head : 0.28438, Avg : 0.30744
 | 
						|
	Hit-3: Tail : 0.48137, Head : 0.43331, Avg : 0.45734
 | 
						|
	Hit-10: Tail : 0.6201, Head : 0.58284, Avg : 0.60147
 | 
						|
2023-05-21 01:15:44,407 - ice0003_2 - [INFO] - [Epoch 279]:  Training Loss: 0.0016449,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:15:45,195 - ice0003_2 - [INFO] - [E:280| 0]: Train Loss:0.001656,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:17:17,461 - ice0003_2 - [INFO] - [E:280| 100]: Train Loss:0.0016359,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:18:59,900 - ice0003_2 - [INFO] - [E:280| 200]: Train Loss:0.0016382,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:20:42,368 - ice0003_2 - [INFO] - [E:280| 300]: Train Loss:0.001639,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:22:27,239 - ice0003_2 - [INFO] - [E:280| 400]: Train Loss:0.0016391,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:24:07,931 - ice0003_2 - [INFO] - [E:280| 500]: Train Loss:0.0016404,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:25:42,772 - ice0003_2 - [INFO] - [E:280| 600]: Train Loss:0.0016406,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:27:21,542 - ice0003_2 - [INFO] - [E:280| 700]: Train Loss:0.0016416,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:29:03,554 - ice0003_2 - [INFO] - [E:280| 800]: Train Loss:0.001642,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:30:45,712 - ice0003_2 - [INFO] - [E:280| 900]: Train Loss:0.0016424,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:31:57,839 - ice0003_2 - [INFO] - [Epoch:280]:  Training Loss:0.001643
 | 
						|
 | 
						|
2023-05-21 01:31:58,180 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 01:32:21,959 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 01:32:44,771 - ice0003_2 - [INFO] - [Evaluating Epoch 280 valid]: 
 | 
						|
	MRR: Tail : 0.43543, Head : 0.38727, Avg : 0.41135
 | 
						|
 | 
						|
2023-05-21 01:32:44,772 - ice0003_2 - [INFO] - [Epoch 280]:  Training Loss: 0.001643,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:32:45,829 - ice0003_2 - [INFO] - [E:281| 0]: Train Loss:0.0016554,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:34:24,511 - ice0003_2 - [INFO] - [E:281| 100]: Train Loss:0.0016381,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:36:00,912 - ice0003_2 - [INFO] - [E:281| 200]: Train Loss:0.0016376,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:37:42,703 - ice0003_2 - [INFO] - [E:281| 300]: Train Loss:0.0016377,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:39:22,720 - ice0003_2 - [INFO] - [E:281| 400]: Train Loss:0.0016381,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:41:04,515 - ice0003_2 - [INFO] - [E:281| 500]: Train Loss:0.0016386,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:42:47,249 - ice0003_2 - [INFO] - [E:281| 600]: Train Loss:0.0016395,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:44:20,020 - ice0003_2 - [INFO] - [E:281| 700]: Train Loss:0.0016404,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:46:03,214 - ice0003_2 - [INFO] - [E:281| 800]: Train Loss:0.0016406,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:47:46,134 - ice0003_2 - [INFO] - [E:281| 900]: Train Loss:0.0016411,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:48:58,486 - ice0003_2 - [INFO] - [Epoch:281]:  Training Loss:0.001642
 | 
						|
 | 
						|
2023-05-21 01:48:58,847 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 01:49:22,360 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 01:49:45,228 - ice0003_2 - [INFO] - [Evaluating Epoch 281 valid]: 
 | 
						|
	MRR: Tail : 0.43335, Head : 0.38787, Avg : 0.41061
 | 
						|
 | 
						|
2023-05-21 01:49:45,228 - ice0003_2 - [INFO] - [Epoch 281]:  Training Loss: 0.0016416,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:49:46,274 - ice0003_2 - [INFO] - [E:282| 0]: Train Loss:0.0016452,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:51:29,009 - ice0003_2 - [INFO] - [E:282| 100]: Train Loss:0.0016352,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:53:00,587 - ice0003_2 - [INFO] - [E:282| 200]: Train Loss:0.0016349,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:54:42,219 - ice0003_2 - [INFO] - [E:282| 300]: Train Loss:0.0016361,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:56:24,192 - ice0003_2 - [INFO] - [E:282| 400]: Train Loss:0.0016374,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:58:06,106 - ice0003_2 - [INFO] - [E:282| 500]: Train Loss:0.001638,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 01:59:48,190 - ice0003_2 - [INFO] - [E:282| 600]: Train Loss:0.0016386,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:01:20,769 - ice0003_2 - [INFO] - [E:282| 700]: Train Loss:0.0016391,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:03:03,426 - ice0003_2 - [INFO] - [E:282| 800]: Train Loss:0.0016397,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:04:45,951 - ice0003_2 - [INFO] - [E:282| 900]: Train Loss:0.0016402,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:05:57,950 - ice0003_2 - [INFO] - [Epoch:282]:  Training Loss:0.001641
 | 
						|
 | 
						|
2023-05-21 02:05:58,300 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:06:22,037 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:06:44,949 - ice0003_2 - [INFO] - [Evaluating Epoch 282 valid]: 
 | 
						|
	MRR: Tail : 0.43697, Head : 0.38938, Avg : 0.41317
 | 
						|
 | 
						|
2023-05-21 02:06:44,949 - ice0003_2 - [INFO] - [Epoch 282]:  Training Loss: 0.0016408,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:06:45,801 - ice0003_2 - [INFO] - [E:283| 0]: Train Loss:0.0016676,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:08:27,892 - ice0003_2 - [INFO] - [E:283| 100]: Train Loss:0.0016346,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:10:00,311 - ice0003_2 - [INFO] - [E:283| 200]: Train Loss:0.0016344,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:11:45,566 - ice0003_2 - [INFO] - [E:283| 300]: Train Loss:0.0016356,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:13:28,265 - ice0003_2 - [INFO] - [E:283| 400]: Train Loss:0.0016358,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:15:10,547 - ice0003_2 - [INFO] - [E:283| 500]: Train Loss:0.0016366,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:16:52,838 - ice0003_2 - [INFO] - [E:283| 600]: Train Loss:0.0016374,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:18:25,430 - ice0003_2 - [INFO] - [E:283| 700]: Train Loss:0.001638,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:20:07,872 - ice0003_2 - [INFO] - [E:283| 800]: Train Loss:0.0016383,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:21:49,440 - ice0003_2 - [INFO] - [E:283| 900]: Train Loss:0.001639,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:23:00,740 - ice0003_2 - [INFO] - [Epoch:283]:  Training Loss:0.001639
 | 
						|
 | 
						|
2023-05-21 02:23:01,007 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:23:23,961 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:23:46,819 - ice0003_2 - [INFO] - [Evaluating Epoch 283 valid]: 
 | 
						|
	MRR: Tail : 0.4333, Head : 0.38725, Avg : 0.41027
 | 
						|
 | 
						|
2023-05-21 02:23:46,820 - ice0003_2 - [INFO] - [Epoch 283]:  Training Loss: 0.0016394,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:23:48,035 - ice0003_2 - [INFO] - [E:284| 0]: Train Loss:0.0016326,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:25:30,145 - ice0003_2 - [INFO] - [E:284| 100]: Train Loss:0.0016335,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:27:04,136 - ice0003_2 - [INFO] - [E:284| 200]: Train Loss:0.0016346,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:28:44,806 - ice0003_2 - [INFO] - [E:284| 300]: Train Loss:0.0016344,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:30:27,732 - ice0003_2 - [INFO] - [E:284| 400]: Train Loss:0.0016347,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:32:10,127 - ice0003_2 - [INFO] - [E:284| 500]: Train Loss:0.0016352,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:33:53,077 - ice0003_2 - [INFO] - [E:284| 600]: Train Loss:0.0016359,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:35:36,007 - ice0003_2 - [INFO] - [E:284| 700]: Train Loss:0.0016361,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:37:07,151 - ice0003_2 - [INFO] - [E:284| 800]: Train Loss:0.0016367,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:38:49,294 - ice0003_2 - [INFO] - [E:284| 900]: Train Loss:0.0016373,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:40:01,462 - ice0003_2 - [INFO] - [Epoch:284]:  Training Loss:0.001638
 | 
						|
 | 
						|
2023-05-21 02:40:01,932 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:40:25,333 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:40:48,066 - ice0003_2 - [INFO] - [Evaluating Epoch 284 valid]: 
 | 
						|
	MRR: Tail : 0.43701, Head : 0.38981, Avg : 0.41341
 | 
						|
 | 
						|
2023-05-21 02:40:48,067 - ice0003_2 - [INFO] - [Epoch 284]:  Training Loss: 0.0016376,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:40:49,263 - ice0003_2 - [INFO] - [E:285| 0]: Train Loss:0.001646,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:42:32,063 - ice0003_2 - [INFO] - [E:285| 100]: Train Loss:0.0016334,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:44:14,891 - ice0003_2 - [INFO] - [E:285| 200]: Train Loss:0.001632,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:45:47,555 - ice0003_2 - [INFO] - [E:285| 300]: Train Loss:0.0016325,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:47:30,171 - ice0003_2 - [INFO] - [E:285| 400]: Train Loss:0.001633,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:49:13,113 - ice0003_2 - [INFO] - [E:285| 500]: Train Loss:0.0016336,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:50:55,232 - ice0003_2 - [INFO] - [E:285| 600]: Train Loss:0.0016343,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:52:37,755 - ice0003_2 - [INFO] - [E:285| 700]: Train Loss:0.001635,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:54:10,230 - ice0003_2 - [INFO] - [E:285| 800]: Train Loss:0.0016356,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:55:53,553 - ice0003_2 - [INFO] - [E:285| 900]: Train Loss:0.0016362,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:57:05,909 - ice0003_2 - [INFO] - [Epoch:285]:  Training Loss:0.001637
 | 
						|
 | 
						|
2023-05-21 02:57:06,240 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:57:29,629 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 02:57:52,552 - ice0003_2 - [INFO] - [Evaluating Epoch 285 valid]: 
 | 
						|
	MRR: Tail : 0.43575, Head : 0.38835, Avg : 0.41205
 | 
						|
 | 
						|
2023-05-21 02:57:52,552 - ice0003_2 - [INFO] - [Epoch 285]:  Training Loss: 0.0016366,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:57:53,580 - ice0003_2 - [INFO] - [E:286| 0]: Train Loss:0.0016161,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 02:59:38,988 - ice0003_2 - [INFO] - [E:286| 100]: Train Loss:0.0016307,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:01:20,924 - ice0003_2 - [INFO] - [E:286| 200]: Train Loss:0.0016298,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:02:52,767 - ice0003_2 - [INFO] - [E:286| 300]: Train Loss:0.0016304,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:04:34,437 - ice0003_2 - [INFO] - [E:286| 400]: Train Loss:0.001631,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:06:14,745 - ice0003_2 - [INFO] - [E:286| 500]: Train Loss:0.0016318,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:07:57,123 - ice0003_2 - [INFO] - [E:286| 600]: Train Loss:0.0016327,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:09:39,111 - ice0003_2 - [INFO] - [E:286| 700]: Train Loss:0.0016331,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:11:10,566 - ice0003_2 - [INFO] - [E:286| 800]: Train Loss:0.0016341,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:12:52,934 - ice0003_2 - [INFO] - [E:286| 900]: Train Loss:0.0016346,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:14:04,745 - ice0003_2 - [INFO] - [Epoch:286]:  Training Loss:0.001635
 | 
						|
 | 
						|
2023-05-21 03:14:05,072 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 03:14:28,066 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 03:14:51,015 - ice0003_2 - [INFO] - [Evaluating Epoch 286 valid]: 
 | 
						|
	MRR: Tail : 0.43424, Head : 0.38811, Avg : 0.41118
 | 
						|
 | 
						|
2023-05-21 03:14:51,015 - ice0003_2 - [INFO] - [Epoch 286]:  Training Loss: 0.0016351,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:14:52,143 - ice0003_2 - [INFO] - [E:287| 0]: Train Loss:0.0016442,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:16:33,723 - ice0003_2 - [INFO] - [E:287| 100]: Train Loss:0.0016291,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:18:15,601 - ice0003_2 - [INFO] - [E:287| 200]: Train Loss:0.0016293,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:19:46,458 - ice0003_2 - [INFO] - [E:287| 300]: Train Loss:0.0016311,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:21:28,036 - ice0003_2 - [INFO] - [E:287| 400]: Train Loss:0.001632,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:23:10,340 - ice0003_2 - [INFO] - [E:287| 500]: Train Loss:0.001632,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:24:52,364 - ice0003_2 - [INFO] - [E:287| 600]: Train Loss:0.0016329,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:26:33,709 - ice0003_2 - [INFO] - [E:287| 700]: Train Loss:0.0016331,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:28:08,131 - ice0003_2 - [INFO] - [E:287| 800]: Train Loss:0.0016336,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:29:48,779 - ice0003_2 - [INFO] - [E:287| 900]: Train Loss:0.0016339,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:31:01,374 - ice0003_2 - [INFO] - [Epoch:287]:  Training Loss:0.001634
 | 
						|
 | 
						|
2023-05-21 03:31:01,883 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 03:31:25,469 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 03:31:48,323 - ice0003_2 - [INFO] - [Evaluating Epoch 287 valid]: 
 | 
						|
	MRR: Tail : 0.43349, Head : 0.38844, Avg : 0.41096
 | 
						|
 | 
						|
2023-05-21 03:31:48,323 - ice0003_2 - [INFO] - [Epoch 287]:  Training Loss: 0.0016343,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:31:49,396 - ice0003_2 - [INFO] - [E:288| 0]: Train Loss:0.0016252,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:33:32,033 - ice0003_2 - [INFO] - [E:288| 100]: Train Loss:0.0016278,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:35:13,427 - ice0003_2 - [INFO] - [E:288| 200]: Train Loss:0.0016294,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:36:47,051 - ice0003_2 - [INFO] - [E:288| 300]: Train Loss:0.0016289,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:38:28,581 - ice0003_2 - [INFO] - [E:288| 400]: Train Loss:0.0016293,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:40:12,086 - ice0003_2 - [INFO] - [E:288| 500]: Train Loss:0.0016296,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:41:55,142 - ice0003_2 - [INFO] - [E:288| 600]: Train Loss:0.0016304,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:43:37,735 - ice0003_2 - [INFO] - [E:288| 700]: Train Loss:0.0016311,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:45:20,490 - ice0003_2 - [INFO] - [E:288| 800]: Train Loss:0.0016314,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:46:55,823 - ice0003_2 - [INFO] - [E:288| 900]: Train Loss:0.001632,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:48:07,115 - ice0003_2 - [INFO] - [Epoch:288]:  Training Loss:0.001632
 | 
						|
 | 
						|
2023-05-21 03:48:07,637 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 03:48:30,533 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 03:48:53,127 - ice0003_2 - [INFO] - [Evaluating Epoch 288 valid]: 
 | 
						|
	MRR: Tail : 0.43648, Head : 0.38895, Avg : 0.41272
 | 
						|
 | 
						|
2023-05-21 03:48:53,127 - ice0003_2 - [INFO] - [Epoch 288]:  Training Loss: 0.0016322,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:48:54,198 - ice0003_2 - [INFO] - [E:289| 0]: Train Loss:0.0016215,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:50:35,646 - ice0003_2 - [INFO] - [E:289| 100]: Train Loss:0.0016226,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:52:17,849 - ice0003_2 - [INFO] - [E:289| 200]: Train Loss:0.0016266,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:54:00,209 - ice0003_2 - [INFO] - [E:289| 300]: Train Loss:0.0016271,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:55:33,395 - ice0003_2 - [INFO] - [E:289| 400]: Train Loss:0.0016274,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:57:16,996 - ice0003_2 - [INFO] - [E:289| 500]: Train Loss:0.0016281,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 03:59:00,616 - ice0003_2 - [INFO] - [E:289| 600]: Train Loss:0.001629,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:00:43,954 - ice0003_2 - [INFO] - [E:289| 700]: Train Loss:0.0016295,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:02:26,663 - ice0003_2 - [INFO] - [E:289| 800]: Train Loss:0.0016298,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:03:58,243 - ice0003_2 - [INFO] - [E:289| 900]: Train Loss:0.0016308,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:05:10,888 - ice0003_2 - [INFO] - [Epoch:289]:  Training Loss:0.001631
 | 
						|
 | 
						|
2023-05-21 04:05:11,387 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:05:34,941 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:05:57,794 - ice0003_2 - [INFO] - [Evaluating Epoch 289 valid]: 
 | 
						|
	MRR: Tail : 0.43132, Head : 0.38985, Avg : 0.41059
 | 
						|
	MR: Tail : 599.84, Head : 596.61, Avg : 598.22
 | 
						|
	Hit-1: Tail : 0.33184, Head : 0.29118, Avg : 0.31151
 | 
						|
	Hit-3: Tail : 0.48683, Head : 0.43513, Avg : 0.46098
 | 
						|
	Hit-10: Tail : 0.61682, Head : 0.58575, Avg : 0.60129
 | 
						|
2023-05-21 04:05:57,794 - ice0003_2 - [INFO] - [Epoch 289]:  Training Loss: 0.0016311,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:05:58,993 - ice0003_2 - [INFO] - [E:290| 0]: Train Loss:0.0016265,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:07:42,219 - ice0003_2 - [INFO] - [E:290| 100]: Train Loss:0.0016218,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:09:24,743 - ice0003_2 - [INFO] - [E:290| 200]: Train Loss:0.0016226,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:11:08,135 - ice0003_2 - [INFO] - [E:290| 300]: Train Loss:0.0016249,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:12:40,882 - ice0003_2 - [INFO] - [E:290| 400]: Train Loss:0.0016263,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:14:23,643 - ice0003_2 - [INFO] - [E:290| 500]: Train Loss:0.0016264,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:16:06,970 - ice0003_2 - [INFO] - [E:290| 600]: Train Loss:0.001627,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:17:48,675 - ice0003_2 - [INFO] - [E:290| 700]: Train Loss:0.001628,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:19:31,035 - ice0003_2 - [INFO] - [E:290| 800]: Train Loss:0.0016284,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:21:03,510 - ice0003_2 - [INFO] - [E:290| 900]: Train Loss:0.001629,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:22:15,805 - ice0003_2 - [INFO] - [Epoch:290]:  Training Loss:0.00163
 | 
						|
 | 
						|
2023-05-21 04:22:16,265 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:22:39,324 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:23:02,005 - ice0003_2 - [INFO] - [Evaluating Epoch 290 valid]: 
 | 
						|
	MRR: Tail : 0.43284, Head : 0.39062, Avg : 0.41173
 | 
						|
 | 
						|
2023-05-21 04:23:02,006 - ice0003_2 - [INFO] - [Epoch 290]:  Training Loss: 0.0016296,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:23:03,171 - ice0003_2 - [INFO] - [E:291| 0]: Train Loss:0.0016285,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:24:45,174 - ice0003_2 - [INFO] - [E:291| 100]: Train Loss:0.001622,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:26:27,251 - ice0003_2 - [INFO] - [E:291| 200]: Train Loss:0.001623,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:28:09,531 - ice0003_2 - [INFO] - [E:291| 300]: Train Loss:0.0016246,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:29:41,811 - ice0003_2 - [INFO] - [E:291| 400]: Train Loss:0.0016252,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:31:23,316 - ice0003_2 - [INFO] - [E:291| 500]: Train Loss:0.0016263,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:33:04,186 - ice0003_2 - [INFO] - [E:291| 600]: Train Loss:0.0016267,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:34:46,600 - ice0003_2 - [INFO] - [E:291| 700]: Train Loss:0.0016275,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:36:32,049 - ice0003_2 - [INFO] - [E:291| 800]: Train Loss:0.0016281,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:38:09,002 - ice0003_2 - [INFO] - [E:291| 900]: Train Loss:0.0016283,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:39:17,240 - ice0003_2 - [INFO] - [Epoch:291]:  Training Loss:0.001628
 | 
						|
 | 
						|
2023-05-21 04:39:17,762 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:39:41,102 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:40:04,201 - ice0003_2 - [INFO] - [Evaluating Epoch 291 valid]: 
 | 
						|
	MRR: Tail : 0.43442, Head : 0.38875, Avg : 0.41159
 | 
						|
 | 
						|
2023-05-21 04:40:04,201 - ice0003_2 - [INFO] - [Epoch 291]:  Training Loss: 0.0016283,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:40:05,397 - ice0003_2 - [INFO] - [E:292| 0]: Train Loss:0.0015995,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:41:48,424 - ice0003_2 - [INFO] - [E:292| 100]: Train Loss:0.0016219,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:43:30,913 - ice0003_2 - [INFO] - [E:292| 200]: Train Loss:0.0016222,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:45:12,975 - ice0003_2 - [INFO] - [E:292| 300]: Train Loss:0.0016231,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:46:48,866 - ice0003_2 - [INFO] - [E:292| 400]: Train Loss:0.0016247,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:48:25,760 - ice0003_2 - [INFO] - [E:292| 500]: Train Loss:0.0016252,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:50:08,246 - ice0003_2 - [INFO] - [E:292| 600]: Train Loss:0.0016254,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:51:50,326 - ice0003_2 - [INFO] - [E:292| 700]: Train Loss:0.0016254,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:53:32,504 - ice0003_2 - [INFO] - [E:292| 800]: Train Loss:0.001626,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:55:15,113 - ice0003_2 - [INFO] - [E:292| 900]: Train Loss:0.0016267,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:56:16,866 - ice0003_2 - [INFO] - [Epoch:292]:  Training Loss:0.001627
 | 
						|
 | 
						|
2023-05-21 04:56:17,267 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:56:40,780 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 04:57:03,715 - ice0003_2 - [INFO] - [Evaluating Epoch 292 valid]: 
 | 
						|
	MRR: Tail : 0.43608, Head : 0.39069, Avg : 0.41339
 | 
						|
 | 
						|
2023-05-21 04:57:03,715 - ice0003_2 - [INFO] - [Epoch 292]:  Training Loss: 0.0016272,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:57:04,913 - ice0003_2 - [INFO] - [E:293| 0]: Train Loss:0.0015924,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 04:58:47,758 - ice0003_2 - [INFO] - [E:293| 100]: Train Loss:0.001624,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:00:29,615 - ice0003_2 - [INFO] - [E:293| 200]: Train Loss:0.0016209,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:02:10,830 - ice0003_2 - [INFO] - [E:293| 300]: Train Loss:0.001621,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:03:52,778 - ice0003_2 - [INFO] - [E:293| 400]: Train Loss:0.0016214,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:05:25,158 - ice0003_2 - [INFO] - [E:293| 500]: Train Loss:0.0016221,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:07:07,234 - ice0003_2 - [INFO] - [E:293| 600]: Train Loss:0.0016229,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:08:49,417 - ice0003_2 - [INFO] - [E:293| 700]: Train Loss:0.001624,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:10:31,766 - ice0003_2 - [INFO] - [E:293| 800]: Train Loss:0.0016244,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:12:13,712 - ice0003_2 - [INFO] - [E:293| 900]: Train Loss:0.001625,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:13:15,711 - ice0003_2 - [INFO] - [Epoch:293]:  Training Loss:0.001625
 | 
						|
 | 
						|
2023-05-21 05:13:16,027 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 05:13:39,380 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 05:14:02,023 - ice0003_2 - [INFO] - [Evaluating Epoch 293 valid]: 
 | 
						|
	MRR: Tail : 0.43438, Head : 0.39044, Avg : 0.41241
 | 
						|
 | 
						|
2023-05-21 05:14:02,023 - ice0003_2 - [INFO] - [Epoch 293]:  Training Loss: 0.0016255,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:14:03,233 - ice0003_2 - [INFO] - [E:294| 0]: Train Loss:0.0016417,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:15:44,540 - ice0003_2 - [INFO] - [E:294| 100]: Train Loss:0.0016218,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:17:26,398 - ice0003_2 - [INFO] - [E:294| 200]: Train Loss:0.0016217,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:19:09,894 - ice0003_2 - [INFO] - [E:294| 300]: Train Loss:0.0016218,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:20:53,075 - ice0003_2 - [INFO] - [E:294| 400]: Train Loss:0.0016218,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:22:25,755 - ice0003_2 - [INFO] - [E:294| 500]: Train Loss:0.0016225,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:24:11,563 - ice0003_2 - [INFO] - [E:294| 600]: Train Loss:0.0016225,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:25:54,587 - ice0003_2 - [INFO] - [E:294| 700]: Train Loss:0.001623,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:27:37,775 - ice0003_2 - [INFO] - [E:294| 800]: Train Loss:0.0016234,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:29:19,910 - ice0003_2 - [INFO] - [E:294| 900]: Train Loss:0.0016241,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:30:28,545 - ice0003_2 - [INFO] - [Epoch:294]:  Training Loss:0.001624
 | 
						|
 | 
						|
2023-05-21 05:30:28,763 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 05:30:43,654 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 05:31:06,659 - ice0003_2 - [INFO] - [Evaluating Epoch 294 valid]: 
 | 
						|
	MRR: Tail : 0.43313, Head : 0.38815, Avg : 0.41064
 | 
						|
 | 
						|
2023-05-21 05:31:06,659 - ice0003_2 - [INFO] - [Epoch 294]:  Training Loss: 0.0016243,  Valid MRR: 0.4136, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:31:07,852 - ice0003_2 - [INFO] - [E:295| 0]: Train Loss:0.001627,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:32:50,074 - ice0003_2 - [INFO] - [E:295| 100]: Train Loss:0.0016154,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:34:32,743 - ice0003_2 - [INFO] - [E:295| 200]: Train Loss:0.0016166,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:36:15,225 - ice0003_2 - [INFO] - [E:295| 300]: Train Loss:0.0016177,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:37:57,780 - ice0003_2 - [INFO] - [E:295| 400]: Train Loss:0.001619,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:39:30,122 - ice0003_2 - [INFO] - [E:295| 500]: Train Loss:0.0016199,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:41:12,288 - ice0003_2 - [INFO] - [E:295| 600]: Train Loss:0.0016207,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:42:54,241 - ice0003_2 - [INFO] - [E:295| 700]: Train Loss:0.0016214,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:44:35,540 - ice0003_2 - [INFO] - [E:295| 800]: Train Loss:0.0016222,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:46:18,306 - ice0003_2 - [INFO] - [E:295| 900]: Train Loss:0.0016226,  Val MRR:0.4136, 	ice0003_2
 | 
						|
2023-05-21 05:47:31,365 - ice0003_2 - [INFO] - [Epoch:295]:  Training Loss:0.001623
 | 
						|
 | 
						|
2023-05-21 05:47:31,765 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 05:47:52,343 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 05:48:06,693 - ice0003_2 - [INFO] - [Evaluating Epoch 295 valid]: 
 | 
						|
	MRR: Tail : 0.43649, Head : 0.39149, Avg : 0.41399
 | 
						|
 | 
						|
2023-05-21 05:48:08,477 - ice0003_2 - [INFO] - [Epoch 295]:  Training Loss: 0.0016231,  Valid MRR: 0.41399, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:48:09,675 - ice0003_2 - [INFO] - [E:296| 0]: Train Loss:0.0016321,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:49:52,890 - ice0003_2 - [INFO] - [E:296| 100]: Train Loss:0.0016176,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:51:36,467 - ice0003_2 - [INFO] - [E:296| 200]: Train Loss:0.0016195,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:53:19,178 - ice0003_2 - [INFO] - [E:296| 300]: Train Loss:0.0016195,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:55:01,943 - ice0003_2 - [INFO] - [E:296| 400]: Train Loss:0.0016197,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:56:39,956 - ice0003_2 - [INFO] - [E:296| 500]: Train Loss:0.0016198,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:58:17,266 - ice0003_2 - [INFO] - [E:296| 600]: Train Loss:0.0016206,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 05:59:59,410 - ice0003_2 - [INFO] - [E:296| 700]: Train Loss:0.001621,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:01:42,541 - ice0003_2 - [INFO] - [E:296| 800]: Train Loss:0.0016211,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:03:25,717 - ice0003_2 - [INFO] - [E:296| 900]: Train Loss:0.0016215,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:04:38,452 - ice0003_2 - [INFO] - [Epoch:296]:  Training Loss:0.001622
 | 
						|
 | 
						|
2023-05-21 06:04:38,712 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:05:02,095 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:05:18,721 - ice0003_2 - [INFO] - [Evaluating Epoch 296 valid]: 
 | 
						|
	MRR: Tail : 0.43577, Head : 0.38904, Avg : 0.4124
 | 
						|
 | 
						|
2023-05-21 06:05:18,721 - ice0003_2 - [INFO] - [Epoch 296]:  Training Loss: 0.0016219,  Valid MRR: 0.41399, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:05:19,373 - ice0003_2 - [INFO] - [E:297| 0]: Train Loss:0.0016103,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:06:57,112 - ice0003_2 - [INFO] - [E:297| 100]: Train Loss:0.0016145,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:08:39,477 - ice0003_2 - [INFO] - [E:297| 200]: Train Loss:0.0016162,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:10:21,489 - ice0003_2 - [INFO] - [E:297| 300]: Train Loss:0.0016164,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:12:06,356 - ice0003_2 - [INFO] - [E:297| 400]: Train Loss:0.001617,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:13:47,568 - ice0003_2 - [INFO] - [E:297| 500]: Train Loss:0.0016175,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:15:19,654 - ice0003_2 - [INFO] - [E:297| 600]: Train Loss:0.0016177,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:17:01,309 - ice0003_2 - [INFO] - [E:297| 700]: Train Loss:0.0016185,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:18:43,755 - ice0003_2 - [INFO] - [E:297| 800]: Train Loss:0.001619,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:20:27,161 - ice0003_2 - [INFO] - [E:297| 900]: Train Loss:0.0016193,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:21:39,450 - ice0003_2 - [INFO] - [Epoch:297]:  Training Loss:0.00162
 | 
						|
 | 
						|
2023-05-21 06:21:39,938 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:22:02,918 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:22:25,948 - ice0003_2 - [INFO] - [Evaluating Epoch 297 valid]: 
 | 
						|
	MRR: Tail : 0.43564, Head : 0.39, Avg : 0.41282
 | 
						|
 | 
						|
2023-05-21 06:22:25,948 - ice0003_2 - [INFO] - [Epoch 297]:  Training Loss: 0.0016195,  Valid MRR: 0.41399, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:22:27,143 - ice0003_2 - [INFO] - [E:298| 0]: Train Loss:0.0016007,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:23:59,466 - ice0003_2 - [INFO] - [E:298| 100]: Train Loss:0.0016146,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:25:41,628 - ice0003_2 - [INFO] - [E:298| 200]: Train Loss:0.0016156,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:27:23,315 - ice0003_2 - [INFO] - [E:298| 300]: Train Loss:0.0016156,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:29:05,201 - ice0003_2 - [INFO] - [E:298| 400]: Train Loss:0.0016165,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:30:48,325 - ice0003_2 - [INFO] - [E:298| 500]: Train Loss:0.0016166,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:32:21,364 - ice0003_2 - [INFO] - [E:298| 600]: Train Loss:0.001617,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:34:03,351 - ice0003_2 - [INFO] - [E:298| 700]: Train Loss:0.0016173,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:35:45,320 - ice0003_2 - [INFO] - [E:298| 800]: Train Loss:0.0016179,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:37:27,868 - ice0003_2 - [INFO] - [E:298| 900]: Train Loss:0.0016186,  Val MRR:0.41399, 	ice0003_2
 | 
						|
2023-05-21 06:38:40,153 - ice0003_2 - [INFO] - [Epoch:298]:  Training Loss:0.001619
 | 
						|
 | 
						|
2023-05-21 06:38:40,549 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:39:04,075 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:39:27,204 - ice0003_2 - [INFO] - [Evaluating Epoch 298 valid]: 
 | 
						|
	MRR: Tail : 0.43824, Head : 0.39007, Avg : 0.41415
 | 
						|
 | 
						|
2023-05-21 06:39:29,570 - ice0003_2 - [INFO] - [Epoch 298]:  Training Loss: 0.0016189,  Valid MRR: 0.41415, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:39:30,776 - ice0003_2 - [INFO] - [E:299| 0]: Train Loss:0.0016001,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:41:03,716 - ice0003_2 - [INFO] - [E:299| 100]: Train Loss:0.0016131,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:42:44,615 - ice0003_2 - [INFO] - [E:299| 200]: Train Loss:0.0016145,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:44:26,809 - ice0003_2 - [INFO] - [E:299| 300]: Train Loss:0.0016135,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:46:08,873 - ice0003_2 - [INFO] - [E:299| 400]: Train Loss:0.0016149,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:47:51,100 - ice0003_2 - [INFO] - [E:299| 500]: Train Loss:0.0016146,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:49:23,491 - ice0003_2 - [INFO] - [E:299| 600]: Train Loss:0.0016158,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:51:05,665 - ice0003_2 - [INFO] - [E:299| 700]: Train Loss:0.0016162,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:52:47,760 - ice0003_2 - [INFO] - [E:299| 800]: Train Loss:0.0016164,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:54:30,194 - ice0003_2 - [INFO] - [E:299| 900]: Train Loss:0.0016171,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:55:41,983 - ice0003_2 - [INFO] - [Epoch:299]:  Training Loss:0.001617
 | 
						|
 | 
						|
2023-05-21 06:55:42,501 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:56:05,348 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 06:56:27,791 - ice0003_2 - [INFO] - [Evaluating Epoch 299 valid]: 
 | 
						|
	MRR: Tail : 0.43247, Head : 0.3911, Avg : 0.41179
 | 
						|
	MR: Tail : 625.29, Head : 643.54, Avg : 634.41
 | 
						|
	Hit-1: Tail : 0.33402, Head : 0.29288, Avg : 0.31345
 | 
						|
	Hit-3: Tail : 0.48562, Head : 0.4395, Avg : 0.46256
 | 
						|
	Hit-10: Tail : 0.61731, Head : 0.58114, Avg : 0.59922
 | 
						|
2023-05-21 06:56:27,791 - ice0003_2 - [INFO] - [Epoch 299]:  Training Loss: 0.0016175,  Valid MRR: 0.41415, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:56:28,857 - ice0003_2 - [INFO] - [E:300| 0]: Train Loss:0.0015959,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:58:00,617 - ice0003_2 - [INFO] - [E:300| 100]: Train Loss:0.0016124,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 06:59:46,425 - ice0003_2 - [INFO] - [E:300| 200]: Train Loss:0.0016114,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:01:28,913 - ice0003_2 - [INFO] - [E:300| 300]: Train Loss:0.0016129,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:03:10,791 - ice0003_2 - [INFO] - [E:300| 400]: Train Loss:0.0016139,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:04:52,648 - ice0003_2 - [INFO] - [E:300| 500]: Train Loss:0.0016142,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:06:27,625 - ice0003_2 - [INFO] - [E:300| 600]: Train Loss:0.0016144,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:08:06,552 - ice0003_2 - [INFO] - [E:300| 700]: Train Loss:0.0016146,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:09:48,600 - ice0003_2 - [INFO] - [E:300| 800]: Train Loss:0.0016154,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:11:29,560 - ice0003_2 - [INFO] - [E:300| 900]: Train Loss:0.0016157,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:12:41,363 - ice0003_2 - [INFO] - [Epoch:300]:  Training Loss:0.001616
 | 
						|
 | 
						|
2023-05-21 07:12:41,624 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 07:13:04,833 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 07:13:27,796 - ice0003_2 - [INFO] - [Evaluating Epoch 300 valid]: 
 | 
						|
	MRR: Tail : 0.43302, Head : 0.39182, Avg : 0.41242
 | 
						|
 | 
						|
2023-05-21 07:13:27,796 - ice0003_2 - [INFO] - [Epoch 300]:  Training Loss: 0.0016164,  Valid MRR: 0.41415, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 07:13:28,839 - ice0003_2 - [INFO] - [E:301| 0]: Train Loss:0.0015985,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:15:03,796 - ice0003_2 - [INFO] - [E:301| 100]: Train Loss:0.0016129,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:16:43,127 - ice0003_2 - [INFO] - [E:301| 200]: Train Loss:0.0016122,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:18:26,078 - ice0003_2 - [INFO] - [E:301| 300]: Train Loss:0.0016119,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:20:09,758 - ice0003_2 - [INFO] - [E:301| 400]: Train Loss:0.0016123,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:21:53,175 - ice0003_2 - [INFO] - [E:301| 500]: Train Loss:0.0016124,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:23:36,121 - ice0003_2 - [INFO] - [E:301| 600]: Train Loss:0.0016128,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:25:07,244 - ice0003_2 - [INFO] - [E:301| 700]: Train Loss:0.0016133,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:26:49,261 - ice0003_2 - [INFO] - [E:301| 800]: Train Loss:0.001614,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:28:32,479 - ice0003_2 - [INFO] - [E:301| 900]: Train Loss:0.0016145,  Val MRR:0.41415, 	ice0003_2
 | 
						|
2023-05-21 07:29:44,161 - ice0003_2 - [INFO] - [Epoch:301]:  Training Loss:0.001615
 | 
						|
 | 
						|
2023-05-21 07:29:44,680 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 07:30:07,751 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 07:30:30,627 - ice0003_2 - [INFO] - [Evaluating Epoch 301 valid]: 
 | 
						|
	MRR: Tail : 0.43578, Head : 0.3926, Avg : 0.41419
 | 
						|
 | 
						|
2023-05-21 07:30:32,420 - ice0003_2 - [INFO] - [Epoch 301]:  Training Loss: 0.0016147,  Valid MRR: 0.41419, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 07:30:33,744 - ice0003_2 - [INFO] - [E:302| 0]: Train Loss:0.0016144,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:32:14,836 - ice0003_2 - [INFO] - [E:302| 100]: Train Loss:0.0016096,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:33:48,133 - ice0003_2 - [INFO] - [E:302| 200]: Train Loss:0.0016097,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:35:30,455 - ice0003_2 - [INFO] - [E:302| 300]: Train Loss:0.0016098,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:37:13,003 - ice0003_2 - [INFO] - [E:302| 400]: Train Loss:0.0016102,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:38:55,028 - ice0003_2 - [INFO] - [E:302| 500]: Train Loss:0.001611,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:40:35,269 - ice0003_2 - [INFO] - [E:302| 600]: Train Loss:0.001612,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:42:07,213 - ice0003_2 - [INFO] - [E:302| 700]: Train Loss:0.0016122,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:43:50,521 - ice0003_2 - [INFO] - [E:302| 800]: Train Loss:0.001613,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:45:33,766 - ice0003_2 - [INFO] - [E:302| 900]: Train Loss:0.0016134,  Val MRR:0.41419, 	ice0003_2
 | 
						|
2023-05-21 07:46:46,042 - ice0003_2 - [INFO] - [Epoch:302]:  Training Loss:0.001614
 | 
						|
 | 
						|
2023-05-21 07:46:46,529 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 07:47:10,200 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 07:47:32,885 - ice0003_2 - [INFO] - [Evaluating Epoch 302 valid]: 
 | 
						|
	MRR: Tail : 0.43689, Head : 0.39243, Avg : 0.41466
 | 
						|
 | 
						|
2023-05-21 07:47:34,411 - ice0003_2 - [INFO] - [Epoch 302]:  Training Loss: 0.0016136,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 07:47:35,578 - ice0003_2 - [INFO] - [E:303| 0]: Train Loss:0.0015978,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:49:21,430 - ice0003_2 - [INFO] - [E:303| 100]: Train Loss:0.0016091,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:50:54,041 - ice0003_2 - [INFO] - [E:303| 200]: Train Loss:0.0016095,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:52:36,812 - ice0003_2 - [INFO] - [E:303| 300]: Train Loss:0.0016107,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:54:18,260 - ice0003_2 - [INFO] - [E:303| 400]: Train Loss:0.0016109,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:56:00,380 - ice0003_2 - [INFO] - [E:303| 500]: Train Loss:0.0016109,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:57:42,619 - ice0003_2 - [INFO] - [E:303| 600]: Train Loss:0.001611,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 07:59:15,122 - ice0003_2 - [INFO] - [E:303| 700]: Train Loss:0.0016115,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:00:58,683 - ice0003_2 - [INFO] - [E:303| 800]: Train Loss:0.0016118,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:02:42,032 - ice0003_2 - [INFO] - [E:303| 900]: Train Loss:0.0016122,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:03:54,425 - ice0003_2 - [INFO] - [Epoch:303]:  Training Loss:0.001612
 | 
						|
 | 
						|
2023-05-21 08:03:54,930 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:04:18,335 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:04:41,275 - ice0003_2 - [INFO] - [Evaluating Epoch 303 valid]: 
 | 
						|
	MRR: Tail : 0.43348, Head : 0.39058, Avg : 0.41203
 | 
						|
 | 
						|
2023-05-21 08:04:41,275 - ice0003_2 - [INFO] - [Epoch 303]:  Training Loss: 0.0016125,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:04:42,070 - ice0003_2 - [INFO] - [E:304| 0]: Train Loss:0.0016556,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:06:24,762 - ice0003_2 - [INFO] - [E:304| 100]: Train Loss:0.0016082,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:07:57,163 - ice0003_2 - [INFO] - [E:304| 200]: Train Loss:0.0016069,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:09:38,707 - ice0003_2 - [INFO] - [E:304| 300]: Train Loss:0.0016083,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:11:20,640 - ice0003_2 - [INFO] - [E:304| 400]: Train Loss:0.0016086,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:13:02,870 - ice0003_2 - [INFO] - [E:304| 500]: Train Loss:0.0016094,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:14:46,025 - ice0003_2 - [INFO] - [E:304| 600]: Train Loss:0.00161,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:16:20,374 - ice0003_2 - [INFO] - [E:304| 700]: Train Loss:0.0016101,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:18:02,238 - ice0003_2 - [INFO] - [E:304| 800]: Train Loss:0.0016105,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:19:45,266 - ice0003_2 - [INFO] - [E:304| 900]: Train Loss:0.0016109,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:20:57,190 - ice0003_2 - [INFO] - [Epoch:304]:  Training Loss:0.001611
 | 
						|
 | 
						|
2023-05-21 08:20:57,584 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:21:20,969 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:21:44,098 - ice0003_2 - [INFO] - [Evaluating Epoch 304 valid]: 
 | 
						|
	MRR: Tail : 0.43348, Head : 0.39073, Avg : 0.4121
 | 
						|
 | 
						|
2023-05-21 08:21:44,098 - ice0003_2 - [INFO] - [Epoch 304]:  Training Loss: 0.0016111,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:21:45,035 - ice0003_2 - [INFO] - [E:305| 0]: Train Loss:0.001589,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:23:25,946 - ice0003_2 - [INFO] - [E:305| 100]: Train Loss:0.0016077,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:24:59,806 - ice0003_2 - [INFO] - [E:305| 200]: Train Loss:0.0016069,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:26:39,936 - ice0003_2 - [INFO] - [E:305| 300]: Train Loss:0.001608,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:28:21,832 - ice0003_2 - [INFO] - [E:305| 400]: Train Loss:0.0016075,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:30:04,576 - ice0003_2 - [INFO] - [E:305| 500]: Train Loss:0.0016086,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:31:47,501 - ice0003_2 - [INFO] - [E:305| 600]: Train Loss:0.001609,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:33:30,748 - ice0003_2 - [INFO] - [E:305| 700]: Train Loss:0.0016093,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:35:02,131 - ice0003_2 - [INFO] - [E:305| 800]: Train Loss:0.0016098,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:36:46,849 - ice0003_2 - [INFO] - [E:305| 900]: Train Loss:0.00161,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:37:58,173 - ice0003_2 - [INFO] - [Epoch:305]:  Training Loss:0.00161
 | 
						|
 | 
						|
2023-05-21 08:37:58,519 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:38:21,868 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:38:44,729 - ice0003_2 - [INFO] - [Evaluating Epoch 305 valid]: 
 | 
						|
	MRR: Tail : 0.43791, Head : 0.38925, Avg : 0.41358
 | 
						|
 | 
						|
2023-05-21 08:38:44,729 - ice0003_2 - [INFO] - [Epoch 305]:  Training Loss: 0.0016102,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:38:45,936 - ice0003_2 - [INFO] - [E:306| 0]: Train Loss:0.0016042,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:40:28,011 - ice0003_2 - [INFO] - [E:306| 100]: Train Loss:0.0016083,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:42:10,106 - ice0003_2 - [INFO] - [E:306| 200]: Train Loss:0.0016071,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:43:42,359 - ice0003_2 - [INFO] - [E:306| 300]: Train Loss:0.0016062,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:45:24,831 - ice0003_2 - [INFO] - [E:306| 400]: Train Loss:0.0016065,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:47:07,381 - ice0003_2 - [INFO] - [E:306| 500]: Train Loss:0.0016073,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:48:49,538 - ice0003_2 - [INFO] - [E:306| 600]: Train Loss:0.0016077,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:50:31,209 - ice0003_2 - [INFO] - [E:306| 700]: Train Loss:0.0016079,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:52:03,080 - ice0003_2 - [INFO] - [E:306| 800]: Train Loss:0.001608,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:53:45,947 - ice0003_2 - [INFO] - [E:306| 900]: Train Loss:0.0016084,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:54:58,598 - ice0003_2 - [INFO] - [Epoch:306]:  Training Loss:0.001609
 | 
						|
 | 
						|
2023-05-21 08:54:58,876 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:55:22,794 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 08:55:46,170 - ice0003_2 - [INFO] - [Evaluating Epoch 306 valid]: 
 | 
						|
	MRR: Tail : 0.4372, Head : 0.39149, Avg : 0.41434
 | 
						|
 | 
						|
2023-05-21 08:55:46,170 - ice0003_2 - [INFO] - [Epoch 306]:  Training Loss: 0.0016087,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:55:47,368 - ice0003_2 - [INFO] - [E:307| 0]: Train Loss:0.0015847,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:57:30,023 - ice0003_2 - [INFO] - [E:307| 100]: Train Loss:0.0016029,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 08:59:12,251 - ice0003_2 - [INFO] - [E:307| 200]: Train Loss:0.0016038,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:00:44,536 - ice0003_2 - [INFO] - [E:307| 300]: Train Loss:0.0016042,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:02:27,404 - ice0003_2 - [INFO] - [E:307| 400]: Train Loss:0.0016054,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:04:10,451 - ice0003_2 - [INFO] - [E:307| 500]: Train Loss:0.0016056,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:05:52,368 - ice0003_2 - [INFO] - [E:307| 600]: Train Loss:0.0016064,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:07:34,213 - ice0003_2 - [INFO] - [E:307| 700]: Train Loss:0.0016069,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:09:06,869 - ice0003_2 - [INFO] - [E:307| 800]: Train Loss:0.0016071,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:10:49,621 - ice0003_2 - [INFO] - [E:307| 900]: Train Loss:0.0016074,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:12:01,311 - ice0003_2 - [INFO] - [Epoch:307]:  Training Loss:0.001608
 | 
						|
 | 
						|
2023-05-21 09:12:01,705 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 09:12:25,143 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 09:12:47,770 - ice0003_2 - [INFO] - [Evaluating Epoch 307 valid]: 
 | 
						|
	MRR: Tail : 0.43221, Head : 0.39074, Avg : 0.41147
 | 
						|
 | 
						|
2023-05-21 09:12:47,770 - ice0003_2 - [INFO] - [Epoch 307]:  Training Loss: 0.0016076,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 09:12:48,722 - ice0003_2 - [INFO] - [E:308| 0]: Train Loss:0.0015829,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:14:31,236 - ice0003_2 - [INFO] - [E:308| 100]: Train Loss:0.0016002,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:16:14,694 - ice0003_2 - [INFO] - [E:308| 200]: Train Loss:0.0016024,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:17:47,183 - ice0003_2 - [INFO] - [E:308| 300]: Train Loss:0.0016033,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:19:29,247 - ice0003_2 - [INFO] - [E:308| 400]: Train Loss:0.0016037,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:21:10,465 - ice0003_2 - [INFO] - [E:308| 500]: Train Loss:0.0016038,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:22:52,933 - ice0003_2 - [INFO] - [E:308| 600]: Train Loss:0.0016043,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:24:38,077 - ice0003_2 - [INFO] - [E:308| 700]: Train Loss:0.0016046,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:26:17,915 - ice0003_2 - [INFO] - [E:308| 800]: Train Loss:0.0016054,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:27:53,103 - ice0003_2 - [INFO] - [E:308| 900]: Train Loss:0.0016057,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:29:05,542 - ice0003_2 - [INFO] - [Epoch:308]:  Training Loss:0.001606
 | 
						|
 | 
						|
2023-05-21 09:29:06,045 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 09:29:29,583 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
 | 
						|
2023-05-21 09:29:52,749 - ice0003_2 - [INFO] - [Evaluating Epoch 308 valid]: 
 | 
						|
	MRR: Tail : 0.43477, Head : 0.39209, Avg : 0.41343
 | 
						|
 | 
						|
2023-05-21 09:29:52,749 - ice0003_2 - [INFO] - [Epoch 308]:  Training Loss: 0.0016062,  Valid MRR: 0.41466, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 09:29:53,948 - ice0003_2 - [INFO] - [E:309| 0]: Train Loss:0.0016022,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:31:37,831 - ice0003_2 - [INFO] - [E:309| 100]: Train Loss:0.0016003,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:33:20,995 - ice0003_2 - [INFO] - [E:309| 200]: Train Loss:0.0016021,  Val MRR:0.41466, 	ice0003_2
 | 
						|
2023-05-21 09:34:59,869 - ice0003_2 - [INFO] - [E:309| 300]: Train Loss:0.0016026,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:36:35,199 - ice0003_2 - [INFO] - [E:309| 400]: Train Loss:0.001603,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:38:17,202 - ice0003_2 - [INFO] - [E:309| 500]: Train Loss:0.0016034,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:39:59,827 - ice0003_2 - [INFO] - [E:309| 600]: Train Loss:0.001604,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:41:41,758 - ice0003_2 - [INFO] - [E:309| 700]: Train Loss:0.0016045,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:43:24,164 - ice0003_2 - [INFO] - [E:309| 800]: Train Loss:0.0016049,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:44:57,442 - ice0003_2 - [INFO] - [E:309| 900]: Train Loss:0.001605,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:46:09,874 - ice0003_2 - [INFO] - [Epoch:309]:  Training Loss:0.001605
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2023-05-21 09:46:10,272 - ice0003_2 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003_2
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2023-05-21 09:46:33,953 - ice0003_2 - [INFO] - [Valid, Head_Batch Step 0]	ice0003_2
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2023-05-21 09:46:56,886 - ice0003_2 - [INFO] - [Evaluating Epoch 309 valid]: 
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						|
	MRR: Tail : 0.43456, Head : 0.39163, Avg : 0.4131
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	MR: Tail : 644.44, Head : 628.43, Avg : 636.43
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	Hit-1: Tail : 0.33681, Head : 0.29409, Avg : 0.31545
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	Hit-3: Tail : 0.4872, Head : 0.43901, Avg : 0.4631
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	Hit-10: Tail : 0.61719, Head : 0.5809, Avg : 0.59904
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2023-05-21 09:46:56,886 - ice0003_2 - [INFO] - [Epoch 309]:  Training Loss: 0.0016051,  Valid MRR: 0.41466, 
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2023-05-21 09:46:58,046 - ice0003_2 - [INFO] - [E:310| 0]: Train Loss:0.0016285,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:48:40,852 - ice0003_2 - [INFO] - [E:310| 100]: Train Loss:0.0016003,  Val MRR:0.41466, 	ice0003_2
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2023-05-21 09:50:22,281 - ice0003_2 - [INFO] - [E:310| 200]: Train Loss:0.0016005,  Val MRR:0.41466, 	ice0003_2
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