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			589 lines
		
	
	
		
			52 KiB
		
	
	
	
		
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2023-04-27 03:14:04,067 - testrun_66b4aae6 - [INFO] - {'dataset': 'FB15k-237', 'name': 'testrun_66b4aae6', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 200, 'rel_vec_dim': 200, '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, '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/'}
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2023-04-27 03:14:16,555 - testrun_66b4aae6 - [INFO] - [E:0| 0]: Train Loss:0.69706,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:20:44,622 - testrun_66b4aae6 - [INFO] - [E:0| 100]: Train Loss:0.34721,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:27:11,846 - testrun_66b4aae6 - [INFO] - [E:0| 200]: Train Loss:0.20128,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:33:39,149 - testrun_66b4aae6 - [INFO] - [E:0| 300]: Train Loss:0.1371,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:40:06,273 - testrun_66b4aae6 - [INFO] - [E:0| 400]: Train Loss:0.10364,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:46:33,814 - testrun_66b4aae6 - [INFO] - [E:0| 500]: Train Loss:0.083523,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:53:00,802 - testrun_66b4aae6 - [INFO] - [E:0| 600]: Train Loss:0.070235,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 03:59:28,978 - testrun_66b4aae6 - [INFO] - [E:0| 700]: Train Loss:0.060821,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 04:05:55,886 - testrun_66b4aae6 - [INFO] - [E:0| 800]: Train Loss:0.053707,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 04:12:22,766 - testrun_66b4aae6 - [INFO] - [E:0| 900]: Train Loss:0.048177,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 04:18:49,543 - testrun_66b4aae6 - [INFO] - [E:0| 1000]: Train Loss:0.043712,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 04:25:16,306 - testrun_66b4aae6 - [INFO] - [E:0| 1100]: Train Loss:0.040018,  Val MRR:0.0, 	testrun_66b4aae6
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2023-04-27 04:29:40,888 - testrun_66b4aae6 - [INFO] - [Epoch:0]:  Training Loss:0.03782
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2023-04-27 04:29:41,216 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
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2023-04-27 04:30:13,708 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
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2023-04-27 04:30:25,752 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
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2023-04-27 04:31:00,719 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
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2023-04-27 04:31:13,308 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 0 valid]: 
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	MRR: Tail : 0.05175, Head : 0.0075, Avg : 0.02962
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2023-04-27 04:31:15,190 - testrun_66b4aae6 - [INFO] - [Epoch 0]:  Training Loss: 0.037823,  Valid MRR: 0.02962, 
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2023-04-27 04:31:19,084 - testrun_66b4aae6 - [INFO] - [E:1| 0]: Train Loss:0.0020895,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 04:37:47,632 - testrun_66b4aae6 - [INFO] - [E:1| 100]: Train Loss:0.0027381,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 04:44:14,409 - testrun_66b4aae6 - [INFO] - [E:1| 200]: Train Loss:0.0027238,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 04:50:40,982 - testrun_66b4aae6 - [INFO] - [E:1| 300]: Train Loss:0.0027524,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 04:57:07,556 - testrun_66b4aae6 - [INFO] - [E:1| 400]: Train Loss:0.0026931,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:03:34,368 - testrun_66b4aae6 - [INFO] - [E:1| 500]: Train Loss:0.0026519,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:10:01,068 - testrun_66b4aae6 - [INFO] - [E:1| 600]: Train Loss:0.0026369,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:16:27,763 - testrun_66b4aae6 - [INFO] - [E:1| 700]: Train Loss:0.0026322,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:22:54,724 - testrun_66b4aae6 - [INFO] - [E:1| 800]: Train Loss:0.0026226,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:29:21,261 - testrun_66b4aae6 - [INFO] - [E:1| 900]: Train Loss:0.0026003,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:35:47,719 - testrun_66b4aae6 - [INFO] - [E:1| 1000]: Train Loss:0.0025963,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:42:14,287 - testrun_66b4aae6 - [INFO] - [E:1| 1100]: Train Loss:0.0026111,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:46:38,618 - testrun_66b4aae6 - [INFO] - [Epoch:1]:  Training Loss:0.002605
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2023-04-27 05:46:38,946 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
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2023-04-27 05:47:11,290 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
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2023-04-27 05:47:23,282 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
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2023-04-27 05:47:58,094 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
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2023-04-27 05:48:10,662 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 1 valid]: 
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	MRR: Tail : 0.04634, Head : 0.00412, Avg : 0.02523
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2023-04-27 05:48:10,662 - testrun_66b4aae6 - [INFO] - [Epoch 1]:  Training Loss: 0.0026054,  Valid MRR: 0.02962, 
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2023-04-27 05:48:14,538 - testrun_66b4aae6 - [INFO] - [E:2| 0]: Train Loss:0.0023051,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 05:54:40,839 - testrun_66b4aae6 - [INFO] - [E:2| 100]: Train Loss:0.0026001,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:01:07,370 - testrun_66b4aae6 - [INFO] - [E:2| 200]: Train Loss:0.002585,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:07:33,724 - testrun_66b4aae6 - [INFO] - [E:2| 300]: Train Loss:0.0026024,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:14:00,324 - testrun_66b4aae6 - [INFO] - [E:2| 400]: Train Loss:0.0025957,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:20:26,692 - testrun_66b4aae6 - [INFO] - [E:2| 500]: Train Loss:0.0025993,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:26:53,122 - testrun_66b4aae6 - [INFO] - [E:2| 600]: Train Loss:0.0025887,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:33:19,581 - testrun_66b4aae6 - [INFO] - [E:2| 700]: Train Loss:0.0026076,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:39:46,317 - testrun_66b4aae6 - [INFO] - [E:2| 800]: Train Loss:0.0025932,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:46:12,632 - testrun_66b4aae6 - [INFO] - [E:2| 900]: Train Loss:0.0025938,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:52:38,924 - testrun_66b4aae6 - [INFO] - [E:2| 1000]: Train Loss:0.0025948,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 06:59:05,082 - testrun_66b4aae6 - [INFO] - [E:2| 1100]: Train Loss:0.0025959,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:03:29,304 - testrun_66b4aae6 - [INFO] - [Epoch:2]:  Training Loss:0.002598
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2023-04-27 07:03:29,628 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
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2023-04-27 07:04:01,848 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
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2023-04-27 07:04:13,812 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
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2023-04-27 07:04:48,634 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
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2023-04-27 07:05:01,072 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 2 valid]: 
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	MRR: Tail : 0.00367, Head : 0.00087, Avg : 0.00227
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2023-04-27 07:05:01,072 - testrun_66b4aae6 - [INFO] - [Epoch 2]:  Training Loss: 0.0025979,  Valid MRR: 0.02962, 
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2023-04-27 07:05:04,935 - testrun_66b4aae6 - [INFO] - [E:3| 0]: Train Loss:0.0022,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:11:30,914 - testrun_66b4aae6 - [INFO] - [E:3| 100]: Train Loss:0.0025391,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:17:56,965 - testrun_66b4aae6 - [INFO] - [E:3| 200]: Train Loss:0.0025356,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:24:23,218 - testrun_66b4aae6 - [INFO] - [E:3| 300]: Train Loss:0.0025692,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:30:49,234 - testrun_66b4aae6 - [INFO] - [E:3| 400]: Train Loss:0.0025342,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:37:15,343 - testrun_66b4aae6 - [INFO] - [E:3| 500]: Train Loss:0.0025671,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:43:41,529 - testrun_66b4aae6 - [INFO] - [E:3| 600]: Train Loss:0.0025469,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:50:07,644 - testrun_66b4aae6 - [INFO] - [E:3| 700]: Train Loss:0.0025689,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 07:56:33,558 - testrun_66b4aae6 - [INFO] - [E:3| 800]: Train Loss:0.0025988,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:02:59,744 - testrun_66b4aae6 - [INFO] - [E:3| 900]: Train Loss:0.0026001,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:09:25,992 - testrun_66b4aae6 - [INFO] - [E:3| 1000]: Train Loss:0.0025936,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:15:52,603 - testrun_66b4aae6 - [INFO] - [E:3| 1100]: Train Loss:0.0025935,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:20:16,858 - testrun_66b4aae6 - [INFO] - [Epoch:3]:  Training Loss:0.002591
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2023-04-27 08:20:17,187 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
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2023-04-27 08:20:49,532 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
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2023-04-27 08:21:01,545 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
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2023-04-27 08:21:36,509 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
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2023-04-27 08:21:49,099 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 3 valid]: 
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	MRR: Tail : 0.00155, Head : 0.00044, Avg : 0.00099
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2023-04-27 08:21:49,099 - testrun_66b4aae6 - [INFO] - [Epoch 3]:  Training Loss: 0.0025908,  Valid MRR: 0.02962, 
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2023-04-27 08:21:52,962 - testrun_66b4aae6 - [INFO] - [E:4| 0]: Train Loss:0.0024722,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:28:22,097 - testrun_66b4aae6 - [INFO] - [E:4| 100]: Train Loss:0.0024507,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:34:49,553 - testrun_66b4aae6 - [INFO] - [E:4| 200]: Train Loss:0.00248,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:41:15,924 - testrun_66b4aae6 - [INFO] - [E:4| 300]: Train Loss:0.0025269,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:47:42,240 - testrun_66b4aae6 - [INFO] - [E:4| 400]: Train Loss:0.0025714,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 08:54:08,564 - testrun_66b4aae6 - [INFO] - [E:4| 500]: Train Loss:0.0025629,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:00:35,024 - testrun_66b4aae6 - [INFO] - [E:4| 600]: Train Loss:0.0025812,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:07:01,299 - testrun_66b4aae6 - [INFO] - [E:4| 700]: Train Loss:0.0025628,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:13:28,847 - testrun_66b4aae6 - [INFO] - [E:4| 800]: Train Loss:0.0025509,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:19:55,199 - testrun_66b4aae6 - [INFO] - [E:4| 900]: Train Loss:0.0025458,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:26:21,631 - testrun_66b4aae6 - [INFO] - [E:4| 1000]: Train Loss:0.0025605,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:32:52,476 - testrun_66b4aae6 - [INFO] - [E:4| 1100]: Train Loss:0.0025663,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:37:16,507 - testrun_66b4aae6 - [INFO] - [Epoch:4]:  Training Loss:0.002576
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2023-04-27 09:37:16,832 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
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2023-04-27 09:37:49,116 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
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2023-04-27 09:38:01,099 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
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2023-04-27 09:38:35,916 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
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2023-04-27 09:38:48,487 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 4 valid]: 
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	MRR: Tail : 0.00098, Head : 0.00042, Avg : 0.0007
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2023-04-27 09:38:48,487 - testrun_66b4aae6 - [INFO] - [Epoch 4]:  Training Loss: 0.0025757,  Valid MRR: 0.02962, 
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2023-04-27 09:38:52,333 - testrun_66b4aae6 - [INFO] - [E:5| 0]: Train Loss:0.0024635,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:45:25,438 - testrun_66b4aae6 - [INFO] - [E:5| 100]: Train Loss:0.0028473,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:51:53,600 - testrun_66b4aae6 - [INFO] - [E:5| 200]: Train Loss:0.0027275,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 09:58:20,698 - testrun_66b4aae6 - [INFO] - [E:5| 300]: Train Loss:0.0026758,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:04:53,685 - testrun_66b4aae6 - [INFO] - [E:5| 400]: Train Loss:0.0026411,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:11:20,554 - testrun_66b4aae6 - [INFO] - [E:5| 500]: Train Loss:0.0026125,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:17:47,163 - testrun_66b4aae6 - [INFO] - [E:5| 600]: Train Loss:0.0026645,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:24:13,152 - testrun_66b4aae6 - [INFO] - [E:5| 700]: Train Loss:0.0026342,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:30:39,583 - testrun_66b4aae6 - [INFO] - [E:5| 800]: Train Loss:0.0026163,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:37:05,567 - testrun_66b4aae6 - [INFO] - [E:5| 900]: Train Loss:0.002611,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:43:32,976 - testrun_66b4aae6 - [INFO] - [E:5| 1000]: Train Loss:0.0025962,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:49:59,085 - testrun_66b4aae6 - [INFO] - [E:5| 1100]: Train Loss:0.002588,  Val MRR:0.02962, 	testrun_66b4aae6
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2023-04-27 10:54:24,659 - testrun_66b4aae6 - [INFO] - [Epoch:5]:  Training Loss:0.002584
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2023-04-27 10:54:24,986 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 10:54:57,232 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 10:55:09,203 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 10:55:43,994 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 10:55:58,310 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 5 valid]: 
 | 
						|
	MRR: Tail : 0.00107, Head : 0.0006, Avg : 0.00083
 | 
						|
 | 
						|
2023-04-27 10:55:58,310 - testrun_66b4aae6 - [INFO] - [Epoch 5]:  Training Loss: 0.0025838,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 10:56:02,172 - testrun_66b4aae6 - [INFO] - [E:6| 0]: Train Loss:0.0021156,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:02:28,510 - testrun_66b4aae6 - [INFO] - [E:6| 100]: Train Loss:0.0026859,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:08:55,475 - testrun_66b4aae6 - [INFO] - [E:6| 200]: Train Loss:0.0026025,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:15:21,799 - testrun_66b4aae6 - [INFO] - [E:6| 300]: Train Loss:0.0025643,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:21:49,926 - testrun_66b4aae6 - [INFO] - [E:6| 400]: Train Loss:0.0025522,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:28:16,109 - testrun_66b4aae6 - [INFO] - [E:6| 500]: Train Loss:0.0025432,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:34:43,804 - testrun_66b4aae6 - [INFO] - [E:6| 600]: Train Loss:0.002547,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:41:10,817 - testrun_66b4aae6 - [INFO] - [E:6| 700]: Train Loss:0.0025417,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:47:36,970 - testrun_66b4aae6 - [INFO] - [E:6| 800]: Train Loss:0.0025704,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 11:54:03,661 - testrun_66b4aae6 - [INFO] - [E:6| 900]: Train Loss:0.0025631,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:00:29,744 - testrun_66b4aae6 - [INFO] - [E:6| 1000]: Train Loss:0.0025779,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:06:55,849 - testrun_66b4aae6 - [INFO] - [E:6| 1100]: Train Loss:0.0025782,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:11:20,060 - testrun_66b4aae6 - [INFO] - [Epoch:6]:  Training Loss:0.002577
 | 
						|
 | 
						|
2023-04-27 12:11:20,387 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 12:11:52,707 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 12:12:04,703 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 12:12:39,596 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 12:12:52,158 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 6 valid]: 
 | 
						|
	MRR: Tail : 0.00113, Head : 0.00045, Avg : 0.00079
 | 
						|
 | 
						|
2023-04-27 12:12:52,158 - testrun_66b4aae6 - [INFO] - [Epoch 6]:  Training Loss: 0.002577,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 12:12:56,043 - testrun_66b4aae6 - [INFO] - [E:7| 0]: Train Loss:0.0025225,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:19:22,256 - testrun_66b4aae6 - [INFO] - [E:7| 100]: Train Loss:0.0026561,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:25:48,128 - testrun_66b4aae6 - [INFO] - [E:7| 200]: Train Loss:0.0025775,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:32:14,291 - testrun_66b4aae6 - [INFO] - [E:7| 300]: Train Loss:0.0025351,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:38:40,461 - testrun_66b4aae6 - [INFO] - [E:7| 400]: Train Loss:0.0025375,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:45:07,357 - testrun_66b4aae6 - [INFO] - [E:7| 500]: Train Loss:0.0025685,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:51:33,780 - testrun_66b4aae6 - [INFO] - [E:7| 600]: Train Loss:0.0025552,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 12:58:01,448 - testrun_66b4aae6 - [INFO] - [E:7| 700]: Train Loss:0.0025623,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:04:27,599 - testrun_66b4aae6 - [INFO] - [E:7| 800]: Train Loss:0.0025763,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:10:56,058 - testrun_66b4aae6 - [INFO] - [E:7| 900]: Train Loss:0.002572,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:17:22,229 - testrun_66b4aae6 - [INFO] - [E:7| 1000]: Train Loss:0.0025583,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:23:50,698 - testrun_66b4aae6 - [INFO] - [E:7| 1100]: Train Loss:0.0025696,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:28:14,831 - testrun_66b4aae6 - [INFO] - [Epoch:7]:  Training Loss:0.002567
 | 
						|
 | 
						|
2023-04-27 13:28:15,159 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 13:28:48,222 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 13:29:00,183 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 13:29:35,065 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 13:29:47,583 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 7 valid]: 
 | 
						|
	MRR: Tail : 0.00125, Head : 0.0006, Avg : 0.00093
 | 
						|
 | 
						|
2023-04-27 13:29:47,583 - testrun_66b4aae6 - [INFO] - [Epoch 7]:  Training Loss: 0.0025667,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 13:29:51,468 - testrun_66b4aae6 - [INFO] - [E:8| 0]: Train Loss:0.0024728,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:36:18,378 - testrun_66b4aae6 - [INFO] - [E:8| 100]: Train Loss:0.0025284,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:42:45,470 - testrun_66b4aae6 - [INFO] - [E:8| 200]: Train Loss:0.0025192,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:49:13,485 - testrun_66b4aae6 - [INFO] - [E:8| 300]: Train Loss:0.0025944,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 13:55:41,779 - testrun_66b4aae6 - [INFO] - [E:8| 400]: Train Loss:0.0025532,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:02:09,507 - testrun_66b4aae6 - [INFO] - [E:8| 500]: Train Loss:0.0025962,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:08:35,716 - testrun_66b4aae6 - [INFO] - [E:8| 600]: Train Loss:0.0025954,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:15:01,826 - testrun_66b4aae6 - [INFO] - [E:8| 700]: Train Loss:0.0025718,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:21:28,045 - testrun_66b4aae6 - [INFO] - [E:8| 800]: Train Loss:0.0025661,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:27:54,991 - testrun_66b4aae6 - [INFO] - [E:8| 900]: Train Loss:0.0025481,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:34:22,033 - testrun_66b4aae6 - [INFO] - [E:8| 1000]: Train Loss:0.0025373,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:40:48,145 - testrun_66b4aae6 - [INFO] - [E:8| 1100]: Train Loss:0.0025238,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:45:12,302 - testrun_66b4aae6 - [INFO] - [Epoch:8]:  Training Loss:0.002516
 | 
						|
 | 
						|
2023-04-27 14:45:12,629 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 14:45:44,866 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 14:45:56,838 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 14:46:31,604 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 14:46:44,115 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 8 valid]: 
 | 
						|
	MRR: Tail : 0.00182, Head : 0.00076, Avg : 0.00129
 | 
						|
 | 
						|
2023-04-27 14:46:44,115 - testrun_66b4aae6 - [INFO] - [Epoch 8]:  Training Loss: 0.0025155,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 14:46:48,003 - testrun_66b4aae6 - [INFO] - [E:9| 0]: Train Loss:0.0019554,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:53:14,093 - testrun_66b4aae6 - [INFO] - [E:9| 100]: Train Loss:0.0024535,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 14:59:40,257 - testrun_66b4aae6 - [INFO] - [E:9| 200]: Train Loss:0.002409,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:06:06,412 - testrun_66b4aae6 - [INFO] - [E:9| 300]: Train Loss:0.0024297,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:12:32,677 - testrun_66b4aae6 - [INFO] - [E:9| 400]: Train Loss:0.0024282,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:18:58,887 - testrun_66b4aae6 - [INFO] - [E:9| 500]: Train Loss:0.0024482,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:25:24,917 - testrun_66b4aae6 - [INFO] - [E:9| 600]: Train Loss:0.0024632,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:31:50,829 - testrun_66b4aae6 - [INFO] - [E:9| 700]: Train Loss:0.0024503,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:38:17,011 - testrun_66b4aae6 - [INFO] - [E:9| 800]: Train Loss:0.0024484,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:44:43,005 - testrun_66b4aae6 - [INFO] - [E:9| 900]: Train Loss:0.0024279,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:51:09,217 - testrun_66b4aae6 - [INFO] - [E:9| 1000]: Train Loss:0.0024193,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 15:57:35,397 - testrun_66b4aae6 - [INFO] - [E:9| 1100]: Train Loss:0.0024134,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:01:59,410 - testrun_66b4aae6 - [INFO] - [Epoch:9]:  Training Loss:0.002407
 | 
						|
 | 
						|
2023-04-27 16:01:59,737 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 16:02:32,736 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 16:02:44,723 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 16:03:19,616 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 16:03:32,687 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 9 valid]: 
 | 
						|
	MRR: Tail : 0.00586, Head : 0.00122, Avg : 0.00354
 | 
						|
	MR: Tail : 6341.7, Head : 6894.0, Avg : 6617.8
 | 
						|
	Hit-1: Tail : 0.0, Head : 6e-05, Avg : 3e-05
 | 
						|
	Hit-3: Tail : 0.00513, Head : 0.00034, Avg : 0.00274
 | 
						|
	Hit-10: Tail : 0.01523, Head : 0.00171, Avg : 0.00847
 | 
						|
2023-04-27 16:03:32,687 - testrun_66b4aae6 - [INFO] - [Epoch 9]:  Training Loss: 0.0024074,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 16:03:36,560 - testrun_66b4aae6 - [INFO] - [E:10| 0]: Train Loss:0.002614,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:10:02,509 - testrun_66b4aae6 - [INFO] - [E:10| 100]: Train Loss:0.0024809,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:16:28,585 - testrun_66b4aae6 - [INFO] - [E:10| 200]: Train Loss:0.0024024,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:22:54,547 - testrun_66b4aae6 - [INFO] - [E:10| 300]: Train Loss:0.0023789,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:29:20,483 - testrun_66b4aae6 - [INFO] - [E:10| 400]: Train Loss:0.0023845,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:35:46,389 - testrun_66b4aae6 - [INFO] - [E:10| 500]: Train Loss:0.0023785,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:42:12,346 - testrun_66b4aae6 - [INFO] - [E:10| 600]: Train Loss:0.0024061,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:48:38,441 - testrun_66b4aae6 - [INFO] - [E:10| 700]: Train Loss:0.0023988,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 16:55:04,129 - testrun_66b4aae6 - [INFO] - [E:10| 800]: Train Loss:0.0023851,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:01:30,120 - testrun_66b4aae6 - [INFO] - [E:10| 900]: Train Loss:0.0023714,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:07:55,689 - testrun_66b4aae6 - [INFO] - [E:10| 1000]: Train Loss:0.0023658,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:14:21,577 - testrun_66b4aae6 - [INFO] - [E:10| 1100]: Train Loss:0.0023556,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:18:45,478 - testrun_66b4aae6 - [INFO] - [Epoch:10]:  Training Loss:0.002351
 | 
						|
 | 
						|
2023-04-27 17:18:45,806 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 17:19:18,111 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 17:19:30,081 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 17:20:04,871 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 17:20:17,373 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 10 valid]: 
 | 
						|
	MRR: Tail : 0.02085, Head : 0.00178, Avg : 0.01132
 | 
						|
 | 
						|
2023-04-27 17:20:17,373 - testrun_66b4aae6 - [INFO] - [Epoch 10]:  Training Loss: 0.0023511,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 17:20:21,281 - testrun_66b4aae6 - [INFO] - [E:11| 0]: Train Loss:0.0021209,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:26:47,153 - testrun_66b4aae6 - [INFO] - [E:11| 100]: Train Loss:0.0023177,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:33:13,067 - testrun_66b4aae6 - [INFO] - [E:11| 200]: Train Loss:0.0023063,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:39:38,963 - testrun_66b4aae6 - [INFO] - [E:11| 300]: Train Loss:0.0023246,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:46:04,857 - testrun_66b4aae6 - [INFO] - [E:11| 400]: Train Loss:0.0023328,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:52:30,791 - testrun_66b4aae6 - [INFO] - [E:11| 500]: Train Loss:0.0023175,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 17:58:56,527 - testrun_66b4aae6 - [INFO] - [E:11| 600]: Train Loss:0.0023165,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:05:22,308 - testrun_66b4aae6 - [INFO] - [E:11| 700]: Train Loss:0.0023144,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:11:48,149 - testrun_66b4aae6 - [INFO] - [E:11| 800]: Train Loss:0.0023169,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:18:13,889 - testrun_66b4aae6 - [INFO] - [E:11| 900]: Train Loss:0.0023137,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:24:39,896 - testrun_66b4aae6 - [INFO] - [E:11| 1000]: Train Loss:0.0023185,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:31:05,637 - testrun_66b4aae6 - [INFO] - [E:11| 1100]: Train Loss:0.0023301,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:35:29,403 - testrun_66b4aae6 - [INFO] - [Epoch:11]:  Training Loss:0.002323
 | 
						|
 | 
						|
2023-04-27 18:35:29,730 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 18:36:02,000 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 18:36:13,989 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 18:36:48,720 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 18:37:01,250 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 11 valid]: 
 | 
						|
	MRR: Tail : 0.03928, Head : 0.00218, Avg : 0.02073
 | 
						|
 | 
						|
2023-04-27 18:37:01,250 - testrun_66b4aae6 - [INFO] - [Epoch 11]:  Training Loss: 0.0023233,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 18:37:05,128 - testrun_66b4aae6 - [INFO] - [E:12| 0]: Train Loss:0.0020363,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:43:31,071 - testrun_66b4aae6 - [INFO] - [E:12| 100]: Train Loss:0.0022938,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:49:56,846 - testrun_66b4aae6 - [INFO] - [E:12| 200]: Train Loss:0.0023131,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 18:56:22,836 - testrun_66b4aae6 - [INFO] - [E:12| 300]: Train Loss:0.0022793,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:02:48,720 - testrun_66b4aae6 - [INFO] - [E:12| 400]: Train Loss:0.0022962,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:09:14,584 - testrun_66b4aae6 - [INFO] - [E:12| 500]: Train Loss:0.0023107,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:15:40,397 - testrun_66b4aae6 - [INFO] - [E:12| 600]: Train Loss:0.0022967,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:22:06,229 - testrun_66b4aae6 - [INFO] - [E:12| 700]: Train Loss:0.0022973,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:28:32,045 - testrun_66b4aae6 - [INFO] - [E:12| 800]: Train Loss:0.0023016,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:34:57,825 - testrun_66b4aae6 - [INFO] - [E:12| 900]: Train Loss:0.0023054,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:41:23,563 - testrun_66b4aae6 - [INFO] - [E:12| 1000]: Train Loss:0.002316,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:47:49,259 - testrun_66b4aae6 - [INFO] - [E:12| 1100]: Train Loss:0.0023162,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 19:52:13,050 - testrun_66b4aae6 - [INFO] - [Epoch:12]:  Training Loss:0.002313
 | 
						|
 | 
						|
2023-04-27 19:52:13,379 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 19:52:45,666 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 19:52:57,646 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 19:53:32,410 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 19:53:44,976 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 12 valid]: 
 | 
						|
	MRR: Tail : 0.03409, Head : 0.00216, Avg : 0.01812
 | 
						|
 | 
						|
2023-04-27 19:53:44,976 - testrun_66b4aae6 - [INFO] - [Epoch 12]:  Training Loss: 0.0023134,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 19:53:48,844 - testrun_66b4aae6 - [INFO] - [E:13| 0]: Train Loss:0.0019663,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:00:14,675 - testrun_66b4aae6 - [INFO] - [E:13| 100]: Train Loss:0.0023635,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:06:40,566 - testrun_66b4aae6 - [INFO] - [E:13| 200]: Train Loss:0.0023024,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:13:06,097 - testrun_66b4aae6 - [INFO] - [E:13| 300]: Train Loss:0.002291,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:19:32,052 - testrun_66b4aae6 - [INFO] - [E:13| 400]: Train Loss:0.0023051,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:25:57,774 - testrun_66b4aae6 - [INFO] - [E:13| 500]: Train Loss:0.0023006,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:32:23,652 - testrun_66b4aae6 - [INFO] - [E:13| 600]: Train Loss:0.0023051,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:38:49,422 - testrun_66b4aae6 - [INFO] - [E:13| 700]: Train Loss:0.0023038,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:45:15,267 - testrun_66b4aae6 - [INFO] - [E:13| 800]: Train Loss:0.0023044,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:51:40,934 - testrun_66b4aae6 - [INFO] - [E:13| 900]: Train Loss:0.0023153,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 20:58:06,298 - testrun_66b4aae6 - [INFO] - [E:13| 1000]: Train Loss:0.0023121,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:04:31,908 - testrun_66b4aae6 - [INFO] - [E:13| 1100]: Train Loss:0.002314,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:08:55,655 - testrun_66b4aae6 - [INFO] - [Epoch:13]:  Training Loss:0.002306
 | 
						|
 | 
						|
2023-04-27 21:08:55,982 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 21:09:28,266 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 21:09:40,227 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 21:10:14,991 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 21:10:27,540 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 13 valid]: 
 | 
						|
	MRR: Tail : 0.02251, Head : 0.00219, Avg : 0.01235
 | 
						|
 | 
						|
2023-04-27 21:10:27,540 - testrun_66b4aae6 - [INFO] - [Epoch 13]:  Training Loss: 0.0023063,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 21:10:31,411 - testrun_66b4aae6 - [INFO] - [E:14| 0]: Train Loss:0.0024339,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:16:57,124 - testrun_66b4aae6 - [INFO] - [E:14| 100]: Train Loss:0.002301,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:23:22,628 - testrun_66b4aae6 - [INFO] - [E:14| 200]: Train Loss:0.0022952,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:29:48,477 - testrun_66b4aae6 - [INFO] - [E:14| 300]: Train Loss:0.0022924,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:36:14,225 - testrun_66b4aae6 - [INFO] - [E:14| 400]: Train Loss:0.0023035,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:42:40,055 - testrun_66b4aae6 - [INFO] - [E:14| 500]: Train Loss:0.0022928,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:49:05,773 - testrun_66b4aae6 - [INFO] - [E:14| 600]: Train Loss:0.0022953,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 21:55:31,383 - testrun_66b4aae6 - [INFO] - [E:14| 700]: Train Loss:0.0022829,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:01:56,906 - testrun_66b4aae6 - [INFO] - [E:14| 800]: Train Loss:0.0022946,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:08:22,642 - testrun_66b4aae6 - [INFO] - [E:14| 900]: Train Loss:0.0022913,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:14:48,218 - testrun_66b4aae6 - [INFO] - [E:14| 1000]: Train Loss:0.0022893,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:21:13,957 - testrun_66b4aae6 - [INFO] - [E:14| 1100]: Train Loss:0.0022895,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:25:37,681 - testrun_66b4aae6 - [INFO] - [Epoch:14]:  Training Loss:0.002291
 | 
						|
 | 
						|
2023-04-27 22:25:38,007 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 22:26:10,217 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 22:26:22,165 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 22:26:56,892 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 22:27:09,381 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 14 valid]: 
 | 
						|
	MRR: Tail : 0.03869, Head : 0.00152, Avg : 0.02011
 | 
						|
 | 
						|
2023-04-27 22:27:09,381 - testrun_66b4aae6 - [INFO] - [Epoch 14]:  Training Loss: 0.0022905,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 22:27:13,254 - testrun_66b4aae6 - [INFO] - [E:15| 0]: Train Loss:0.0019474,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:33:38,822 - testrun_66b4aae6 - [INFO] - [E:15| 100]: Train Loss:0.0023455,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:40:04,426 - testrun_66b4aae6 - [INFO] - [E:15| 200]: Train Loss:0.0023145,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:46:30,090 - testrun_66b4aae6 - [INFO] - [E:15| 300]: Train Loss:0.0023198,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:52:55,824 - testrun_66b4aae6 - [INFO] - [E:15| 400]: Train Loss:0.0023013,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 22:59:21,763 - testrun_66b4aae6 - [INFO] - [E:15| 500]: Train Loss:0.002289,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:05:47,413 - testrun_66b4aae6 - [INFO] - [E:15| 600]: Train Loss:0.0022845,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:12:12,925 - testrun_66b4aae6 - [INFO] - [E:15| 700]: Train Loss:0.002285,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:18:38,653 - testrun_66b4aae6 - [INFO] - [E:15| 800]: Train Loss:0.0022812,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:25:04,146 - testrun_66b4aae6 - [INFO] - [E:15| 900]: Train Loss:0.002282,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:31:29,857 - testrun_66b4aae6 - [INFO] - [E:15| 1000]: Train Loss:0.002288,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:37:55,532 - testrun_66b4aae6 - [INFO] - [E:15| 1100]: Train Loss:0.0022894,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:42:19,197 - testrun_66b4aae6 - [INFO] - [Epoch:15]:  Training Loss:0.002291
 | 
						|
 | 
						|
2023-04-27 23:42:19,524 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 23:42:51,745 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 23:43:03,716 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-27 23:43:38,527 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-27 23:43:51,058 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 15 valid]: 
 | 
						|
	MRR: Tail : 0.02908, Head : 0.00158, Avg : 0.01533
 | 
						|
 | 
						|
2023-04-27 23:43:51,058 - testrun_66b4aae6 - [INFO] - [Epoch 15]:  Training Loss: 0.0022909,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-27 23:43:54,939 - testrun_66b4aae6 - [INFO] - [E:16| 0]: Train Loss:0.0028823,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:50:20,742 - testrun_66b4aae6 - [INFO] - [E:16| 100]: Train Loss:0.002291,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-27 23:56:46,428 - testrun_66b4aae6 - [INFO] - [E:16| 200]: Train Loss:0.0022684,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:03:12,091 - testrun_66b4aae6 - [INFO] - [E:16| 300]: Train Loss:0.0022555,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:09:37,908 - testrun_66b4aae6 - [INFO] - [E:16| 400]: Train Loss:0.0022721,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:16:03,768 - testrun_66b4aae6 - [INFO] - [E:16| 500]: Train Loss:0.0022645,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:22:29,420 - testrun_66b4aae6 - [INFO] - [E:16| 600]: Train Loss:0.0022621,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:28:54,977 - testrun_66b4aae6 - [INFO] - [E:16| 700]: Train Loss:0.0022691,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:35:20,589 - testrun_66b4aae6 - [INFO] - [E:16| 800]: Train Loss:0.0022795,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:41:46,146 - testrun_66b4aae6 - [INFO] - [E:16| 900]: Train Loss:0.0022858,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:48:11,817 - testrun_66b4aae6 - [INFO] - [E:16| 1000]: Train Loss:0.0022849,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:54:37,496 - testrun_66b4aae6 - [INFO] - [E:16| 1100]: Train Loss:0.0022814,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 00:59:01,251 - testrun_66b4aae6 - [INFO] - [Epoch:16]:  Training Loss:0.002275
 | 
						|
 | 
						|
2023-04-28 00:59:01,578 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 00:59:33,873 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 00:59:45,859 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 01:00:20,700 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 01:00:33,202 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 16 valid]: 
 | 
						|
	MRR: Tail : 0.02355, Head : 0.0008, Avg : 0.01217
 | 
						|
 | 
						|
2023-04-28 01:00:33,202 - testrun_66b4aae6 - [INFO] - [Epoch 16]:  Training Loss: 0.0022752,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 01:00:37,064 - testrun_66b4aae6 - [INFO] - [E:17| 0]: Train Loss:0.0020695,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:07:02,946 - testrun_66b4aae6 - [INFO] - [E:17| 100]: Train Loss:0.002217,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:13:28,761 - testrun_66b4aae6 - [INFO] - [E:17| 200]: Train Loss:0.0022484,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:19:54,631 - testrun_66b4aae6 - [INFO] - [E:17| 300]: Train Loss:0.0022549,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:26:20,455 - testrun_66b4aae6 - [INFO] - [E:17| 400]: Train Loss:0.0022663,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:32:46,066 - testrun_66b4aae6 - [INFO] - [E:17| 500]: Train Loss:0.0022652,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:39:11,785 - testrun_66b4aae6 - [INFO] - [E:17| 600]: Train Loss:0.0022658,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:45:37,308 - testrun_66b4aae6 - [INFO] - [E:17| 700]: Train Loss:0.0022783,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:52:03,064 - testrun_66b4aae6 - [INFO] - [E:17| 800]: Train Loss:0.0022745,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 01:58:28,705 - testrun_66b4aae6 - [INFO] - [E:17| 900]: Train Loss:0.0022687,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:04:54,620 - testrun_66b4aae6 - [INFO] - [E:17| 1000]: Train Loss:0.0022686,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:11:20,449 - testrun_66b4aae6 - [INFO] - [E:17| 1100]: Train Loss:0.0022772,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:15:44,183 - testrun_66b4aae6 - [INFO] - [Epoch:17]:  Training Loss:0.002279
 | 
						|
 | 
						|
2023-04-28 02:15:44,512 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 02:16:16,939 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 02:16:28,966 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 02:17:03,956 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 02:17:16,600 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 17 valid]: 
 | 
						|
	MRR: Tail : 0.01545, Head : 0.00077, Avg : 0.00811
 | 
						|
 | 
						|
2023-04-28 02:17:16,600 - testrun_66b4aae6 - [INFO] - [Epoch 17]:  Training Loss: 0.0022791,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 02:17:20,458 - testrun_66b4aae6 - [INFO] - [E:18| 0]: Train Loss:0.0020387,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:23:46,132 - testrun_66b4aae6 - [INFO] - [E:18| 100]: Train Loss:0.0022731,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:30:12,304 - testrun_66b4aae6 - [INFO] - [E:18| 200]: Train Loss:0.0023211,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:36:38,806 - testrun_66b4aae6 - [INFO] - [E:18| 300]: Train Loss:0.0023119,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:43:05,626 - testrun_66b4aae6 - [INFO] - [E:18| 400]: Train Loss:0.0023093,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:49:31,599 - testrun_66b4aae6 - [INFO] - [E:18| 500]: Train Loss:0.0022899,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 02:55:57,494 - testrun_66b4aae6 - [INFO] - [E:18| 600]: Train Loss:0.0022862,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:02:23,464 - testrun_66b4aae6 - [INFO] - [E:18| 700]: Train Loss:0.0022905,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:08:49,143 - testrun_66b4aae6 - [INFO] - [E:18| 800]: Train Loss:0.0022746,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:15:15,011 - testrun_66b4aae6 - [INFO] - [E:18| 900]: Train Loss:0.0022782,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:21:41,179 - testrun_66b4aae6 - [INFO] - [E:18| 1000]: Train Loss:0.0022756,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:28:07,110 - testrun_66b4aae6 - [INFO] - [E:18| 1100]: Train Loss:0.0022695,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:32:31,014 - testrun_66b4aae6 - [INFO] - [Epoch:18]:  Training Loss:0.002272
 | 
						|
 | 
						|
2023-04-28 03:32:31,342 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 03:33:03,817 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 03:33:15,852 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 03:33:50,835 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 03:34:03,440 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 18 valid]: 
 | 
						|
	MRR: Tail : 0.01542, Head : 0.00327, Avg : 0.00934
 | 
						|
 | 
						|
2023-04-28 03:34:03,441 - testrun_66b4aae6 - [INFO] - [Epoch 18]:  Training Loss: 0.0022718,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 03:34:07,334 - testrun_66b4aae6 - [INFO] - [E:19| 0]: Train Loss:0.0020127,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:40:33,022 - testrun_66b4aae6 - [INFO] - [E:19| 100]: Train Loss:0.0022797,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:46:58,934 - testrun_66b4aae6 - [INFO] - [E:19| 200]: Train Loss:0.0022925,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:53:24,780 - testrun_66b4aae6 - [INFO] - [E:19| 300]: Train Loss:0.0022865,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 03:59:50,292 - testrun_66b4aae6 - [INFO] - [E:19| 400]: Train Loss:0.0022752,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:06:15,995 - testrun_66b4aae6 - [INFO] - [E:19| 500]: Train Loss:0.0022662,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:12:42,055 - testrun_66b4aae6 - [INFO] - [E:19| 600]: Train Loss:0.0022785,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:19:07,967 - testrun_66b4aae6 - [INFO] - [E:19| 700]: Train Loss:0.002288,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:25:34,020 - testrun_66b4aae6 - [INFO] - [E:19| 800]: Train Loss:0.0022773,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:31:59,895 - testrun_66b4aae6 - [INFO] - [E:19| 900]: Train Loss:0.0022714,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:38:25,619 - testrun_66b4aae6 - [INFO] - [E:19| 1000]: Train Loss:0.0022803,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:44:51,819 - testrun_66b4aae6 - [INFO] - [E:19| 1100]: Train Loss:0.0022817,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:49:15,812 - testrun_66b4aae6 - [INFO] - [Epoch:19]:  Training Loss:0.002282
 | 
						|
 | 
						|
2023-04-28 04:49:16,142 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 04:49:48,619 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 04:50:00,678 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 04:50:35,569 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 04:50:48,214 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 19 valid]: 
 | 
						|
	MRR: Tail : 0.02239, Head : 0.00355, Avg : 0.01297
 | 
						|
	MR: Tail : 4608.1, Head : 5803.3, Avg : 5205.7
 | 
						|
	Hit-1: Tail : 0.00701, Head : 0.00063, Avg : 0.00382
 | 
						|
	Hit-3: Tail : 0.01009, Head : 0.00131, Avg : 0.0057
 | 
						|
	Hit-10: Tail : 0.05828, Head : 0.00468, Avg : 0.03148
 | 
						|
2023-04-28 04:50:48,214 - testrun_66b4aae6 - [INFO] - [Epoch 19]:  Training Loss: 0.0022816,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 04:50:52,086 - testrun_66b4aae6 - [INFO] - [E:20| 0]: Train Loss:0.0023932,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 04:57:18,207 - testrun_66b4aae6 - [INFO] - [E:20| 100]: Train Loss:0.0024221,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:03:44,118 - testrun_66b4aae6 - [INFO] - [E:20| 200]: Train Loss:0.0023789,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:10:09,821 - testrun_66b4aae6 - [INFO] - [E:20| 300]: Train Loss:0.0023372,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:16:35,444 - testrun_66b4aae6 - [INFO] - [E:20| 400]: Train Loss:0.0023267,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:23:01,342 - testrun_66b4aae6 - [INFO] - [E:20| 500]: Train Loss:0.0023286,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:29:27,253 - testrun_66b4aae6 - [INFO] - [E:20| 600]: Train Loss:0.0023132,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:35:53,009 - testrun_66b4aae6 - [INFO] - [E:20| 700]: Train Loss:0.0023155,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:42:18,713 - testrun_66b4aae6 - [INFO] - [E:20| 800]: Train Loss:0.0023181,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:48:44,675 - testrun_66b4aae6 - [INFO] - [E:20| 900]: Train Loss:0.0023131,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 05:55:10,251 - testrun_66b4aae6 - [INFO] - [E:20| 1000]: Train Loss:0.0023155,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:01:36,015 - testrun_66b4aae6 - [INFO] - [E:20| 1100]: Train Loss:0.0023151,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:05:59,839 - testrun_66b4aae6 - [INFO] - [Epoch:20]:  Training Loss:0.00232
 | 
						|
 | 
						|
2023-04-28 06:06:00,171 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 06:06:32,546 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 06:06:44,562 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 06:07:19,446 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 06:07:31,998 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 20 valid]: 
 | 
						|
	MRR: Tail : 0.04532, Head : 0.00377, Avg : 0.02455
 | 
						|
 | 
						|
2023-04-28 06:07:31,998 - testrun_66b4aae6 - [INFO] - [Epoch 20]:  Training Loss: 0.0023204,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 06:07:35,868 - testrun_66b4aae6 - [INFO] - [E:21| 0]: Train Loss:0.0021622,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:14:01,775 - testrun_66b4aae6 - [INFO] - [E:21| 100]: Train Loss:0.0023432,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:20:27,615 - testrun_66b4aae6 - [INFO] - [E:21| 200]: Train Loss:0.0023489,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:26:53,465 - testrun_66b4aae6 - [INFO] - [E:21| 300]: Train Loss:0.0023323,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:33:19,426 - testrun_66b4aae6 - [INFO] - [E:21| 400]: Train Loss:0.0023205,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:39:45,339 - testrun_66b4aae6 - [INFO] - [E:21| 500]: Train Loss:0.0022987,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:46:11,275 - testrun_66b4aae6 - [INFO] - [E:21| 600]: Train Loss:0.0023181,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:52:37,279 - testrun_66b4aae6 - [INFO] - [E:21| 700]: Train Loss:0.0023136,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 06:59:03,187 - testrun_66b4aae6 - [INFO] - [E:21| 800]: Train Loss:0.0023171,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:05:28,978 - testrun_66b4aae6 - [INFO] - [E:21| 900]: Train Loss:0.0023265,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:11:55,084 - testrun_66b4aae6 - [INFO] - [E:21| 1000]: Train Loss:0.0023358,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:18:20,922 - testrun_66b4aae6 - [INFO] - [E:21| 1100]: Train Loss:0.0023393,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:22:44,812 - testrun_66b4aae6 - [INFO] - [Epoch:21]:  Training Loss:0.002342
 | 
						|
 | 
						|
2023-04-28 07:22:45,141 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 07:23:17,598 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 07:23:29,625 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 07:24:04,584 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 07:24:17,178 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 21 valid]: 
 | 
						|
	MRR: Tail : 0.02619, Head : 0.00298, Avg : 0.01458
 | 
						|
 | 
						|
2023-04-28 07:24:17,178 - testrun_66b4aae6 - [INFO] - [Epoch 21]:  Training Loss: 0.0023418,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 07:24:21,051 - testrun_66b4aae6 - [INFO] - [E:22| 0]: Train Loss:0.0021598,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:30:46,570 - testrun_66b4aae6 - [INFO] - [E:22| 100]: Train Loss:0.0022688,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:37:12,303 - testrun_66b4aae6 - [INFO] - [E:22| 200]: Train Loss:0.0022651,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:43:38,323 - testrun_66b4aae6 - [INFO] - [E:22| 300]: Train Loss:0.002375,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:50:04,467 - testrun_66b4aae6 - [INFO] - [E:22| 400]: Train Loss:0.0023909,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 07:56:30,580 - testrun_66b4aae6 - [INFO] - [E:22| 500]: Train Loss:0.0023976,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:02:56,630 - testrun_66b4aae6 - [INFO] - [E:22| 600]: Train Loss:0.0024033,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:09:22,768 - testrun_66b4aae6 - [INFO] - [E:22| 700]: Train Loss:0.0023985,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:15:48,789 - testrun_66b4aae6 - [INFO] - [E:22| 800]: Train Loss:0.0024169,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:22:15,033 - testrun_66b4aae6 - [INFO] - [E:22| 900]: Train Loss:0.0024244,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:28:41,372 - testrun_66b4aae6 - [INFO] - [E:22| 1000]: Train Loss:0.002421,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:35:07,198 - testrun_66b4aae6 - [INFO] - [E:22| 1100]: Train Loss:0.0024268,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:39:31,221 - testrun_66b4aae6 - [INFO] - [Epoch:22]:  Training Loss:0.002431
 | 
						|
 | 
						|
2023-04-28 08:39:31,551 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 08:40:04,041 - testrun_66b4aae6 - [INFO] - [Valid, Tail_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 08:40:16,075 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 0]	testrun_66b4aae6
 | 
						|
2023-04-28 08:40:51,048 - testrun_66b4aae6 - [INFO] - [Valid, Head_Batch Step 100]	testrun_66b4aae6
 | 
						|
2023-04-28 08:41:03,686 - testrun_66b4aae6 - [INFO] - [Evaluating Epoch 22 valid]: 
 | 
						|
	MRR: Tail : 0.00937, Head : 0.00224, Avg : 0.00581
 | 
						|
 | 
						|
2023-04-28 08:41:03,686 - testrun_66b4aae6 - [INFO] - [Epoch 22]:  Training Loss: 0.0024308,  Valid MRR: 0.02962, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-04-28 08:41:07,552 - testrun_66b4aae6 - [INFO] - [E:23| 0]: Train Loss:0.0034407,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:47:33,822 - testrun_66b4aae6 - [INFO] - [E:23| 100]: Train Loss:0.0026971,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 08:54:00,226 - testrun_66b4aae6 - [INFO] - [E:23| 200]: Train Loss:0.0026054,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 09:00:26,409 - testrun_66b4aae6 - [INFO] - [E:23| 300]: Train Loss:0.0025788,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 09:06:52,755 - testrun_66b4aae6 - [INFO] - [E:23| 400]: Train Loss:0.0025599,  Val MRR:0.02962, 	testrun_66b4aae6
 | 
						|
2023-04-28 09:13:19,050 - testrun_66b4aae6 - [INFO] - [E:23| 500]: Train Loss:0.0025574,  Val MRR:0.02962, 	testrun_66b4aae6
 |