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nohup_attre.txt
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nohup_attre.txt
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load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'AttrE', 'alignment_module': 'sharing', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'attr_l2_norm': True, 'char_l2_norm': True, 'loss_norm': 'L2', 'margin': 1.5, 'loss': 'margin-based', 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'SGD', 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 4, 'ordered': True, 'start_valid': 100, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': True, 'literal_len': 5}
AttrE
<openea.modules.args.args_hander.ARGs object at 0x7f5b0f142978>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/test_links
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60000
Number of hr_dict: 3
entity relations dict: 60000
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60003
Number of relations: 1
Number of attributes: 23
Number of relation triples: 60000
Number of attribute triples: 459923
Number of local relation triples: 60000
Number of local attribute triples: 459923
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60000
Number of hr_dict: 3
entity relations dict: 60000
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60003
Number of relations: 1
Number of attributes: 23
Number of relation triples: 60000
Number of attribute triples: 459923
Number of local relation triples: 60000
Number of local attribute triples: 459923
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Basic-LLM'] 541_5fold/1/ AttrE
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/
epoch 1, avg. triple loss: 0.8609, cost time: 12.8800s
epoch 1, CE, avg. triple loss: 1.2186, cost time: 168.1315s
epoch 1, joint learning loss: 0.7692, time: 15.6857s
epoch 2, avg. triple loss: 0.4909, cost time: 12.7736s
epoch 2, CE, avg. triple loss: 0.9216, cost time: 162.2515s
epoch 2, joint learning loss: 0.4034, time: 18.8217s
epoch 3, avg. triple loss: 0.4579, cost time: 14.3372s
epoch 3, CE, avg. triple loss: 0.8440, cost time: 153.0254s
epoch 3, joint learning loss: 0.2051, time: 15.0116s
epoch 4, avg. triple loss: 0.4329, cost time: 11.7995s
epoch 4, CE, avg. triple loss: 0.8103, cost time: 144.3804s
epoch 4, joint learning loss: 0.1070, time: 12.8723s
epoch 5, avg. triple loss: 0.3992, cost time: 15.8243s
epoch 5, CE, avg. triple loss: 0.7891, cost time: 143.0230s
epoch 5, joint learning loss: 0.0594, time: 15.7956s
epoch 6, avg. triple loss: 0.3609, cost time: 11.1396s
epoch 6, CE, avg. triple loss: 0.7748, cost time: 155.2944s
epoch 6, joint learning loss: 0.0361, time: 16.5069s
epoch 7, avg. triple loss: 0.3227, cost time: 15.0867s
epoch 7, CE, avg. triple loss: 0.7611, cost time: 159.5054s
epoch 7, joint learning loss: 0.0242, time: 17.5331s
epoch 8, avg. triple loss: 0.2885, cost time: 16.8346s
epoch 8, CE, avg. triple loss: 0.7508, cost time: 164.3156s
epoch 8, joint learning loss: 0.0178, time: 15.1192s
epoch 9, avg. triple loss: 0.2591, cost time: 15.0233s
epoch 9, CE, avg. triple loss: 0.7417, cost time: 152.8000s
epoch 9, joint learning loss: 0.0141, time: 16.0027s
epoch 10, avg. triple loss: 0.2369, cost time: 13.4687s
epoch 10, CE, avg. triple loss: 0.7333, cost time: 156.9649s
epoch 10, joint learning loss: 0.0119, time: 15.0047s
epoch 11, avg. triple loss: 0.2170, cost time: 14.0795s
epoch 11, CE, avg. triple loss: 0.7269, cost time: 160.9540s
epoch 11, joint learning loss: 0.0104, time: 18.3144s
epoch 12, avg. triple loss: 0.2014, cost time: 16.2853s
epoch 12, CE, avg. triple loss: 0.7193, cost time: 154.9874s
epoch 12, joint learning loss: 0.0094, time: 14.3296s
epoch 13, avg. triple loss: 0.1866, cost time: 9.8726s
epoch 13, CE, avg. triple loss: 0.7143, cost time: 139.1297s
epoch 13, joint learning loss: 0.0086, time: 15.7104s
epoch 14, avg. triple loss: 0.1753, cost time: 13.7012s
epoch 14, CE, avg. triple loss: 0.7074, cost time: 149.8596s
epoch 14, joint learning loss: 0.0079, time: 15.6647s
epoch 15, avg. triple loss: 0.1659, cost time: 12.2464s
epoch 15, CE, avg. triple loss: 0.7035, cost time: 148.6898s
epoch 15, joint learning loss: 0.0074, time: 15.6142s
epoch 16, avg. triple loss: 0.1550, cost time: 12.7310s
epoch 16, CE, avg. triple loss: 0.7007, cost time: 133.0457s
epoch 16, joint learning loss: 0.0070, time: 13.4643s
epoch 17, avg. triple loss: 0.1481, cost time: 10.0301s
epoch 17, CE, avg. triple loss: 0.6971, cost time: 144.6968s
epoch 17, joint learning loss: 0.0066, time: 14.7435s
epoch 18, avg. triple loss: 0.1406, cost time: 15.9449s
epoch 18, CE, avg. triple loss: 0.6947, cost time: 141.3747s
epoch 18, joint learning loss: 0.0063, time: 13.2859s
epoch 19, avg. triple loss: 0.1344, cost time: 11.1422s
epoch 19, CE, avg. triple loss: 0.6916, cost time: 129.9553s
epoch 19, joint learning loss: 0.0060, time: 13.8358s
epoch 20, avg. triple loss: 0.1282, cost time: 13.4542s
epoch 20, CE, avg. triple loss: 0.6884, cost time: 138.8850s
epoch 20, joint learning loss: 0.0058, time: 13.3724s
epoch 21, avg. triple loss: 0.1224, cost time: 11.3181s
epoch 21, CE, avg. triple loss: 0.6872, cost time: 136.9860s
epoch 21, joint learning loss: 0.0056, time: 15.6155s
epoch 22, avg. triple loss: 0.1183, cost time: 12.0292s
epoch 22, CE, avg. triple loss: 0.6837, cost time: 132.0589s
epoch 22, joint learning loss: 0.0054, time: 12.9087s
epoch 23, avg. triple loss: 0.1140, cost time: 10.0014s
epoch 23, CE, avg. triple loss: 0.6817, cost time: 134.4071s
epoch 23, joint learning loss: 0.0052, time: 16.2616s
epoch 24, avg. triple loss: 0.1106, cost time: 12.8969s
epoch 24, CE, avg. triple loss: 0.6800, cost time: 140.9469s
epoch 24, joint learning loss: 0.0051, time: 14.9507s
epoch 25, avg. triple loss: 0.1072, cost time: 14.5356s
epoch 25, CE, avg. triple loss: 0.6781, cost time: 135.7802s
epoch 25, joint learning loss: 0.0049, time: 14.5256s
epoch 26, avg. triple loss: 0.1025, cost time: 10.4204s
epoch 26, CE, avg. triple loss: 0.6748, cost time: 132.1059s
epoch 26, joint learning loss: 0.0047, time: 13.7960s
epoch 27, avg. triple loss: 0.1000, cost time: 11.7025s
epoch 27, CE, avg. triple loss: 0.6744, cost time: 136.8201s
epoch 27, joint learning loss: 0.0046, time: 12.9475s
epoch 28, avg. triple loss: 0.0968, cost time: 17.1836s
epoch 28, CE, avg. triple loss: 0.6730, cost time: 137.0519s
epoch 28, joint learning loss: 0.0045, time: 13.5291s
epoch 29, avg. triple loss: 0.0951, cost time: 12.9138s
epoch 29, CE, avg. triple loss: 0.6712, cost time: 136.3357s
epoch 29, joint learning loss: 0.0044, time: 14.9473s
epoch 30, avg. triple loss: 0.0928, cost time: 14.5384s
epoch 30, CE, avg. triple loss: 0.6709, cost time: 139.5604s
epoch 30, joint learning loss: 0.0043, time: 13.5335s
epoch 31, avg. triple loss: 0.0898, cost time: 11.5539s
epoch 31, CE, avg. triple loss: 0.6698, cost time: 134.7231s
epoch 31, joint learning loss: 0.0042, time: 13.4195s
epoch 32, avg. triple loss: 0.0879, cost time: 11.3337s
epoch 32, CE, avg. triple loss: 0.6694, cost time: 132.8369s
epoch 32, joint learning loss: 0.0041, time: 15.5398s
epoch 33, avg. triple loss: 0.0866, cost time: 13.9918s
epoch 33, CE, avg. triple loss: 0.6674, cost time: 131.5086s
epoch 33, joint learning loss: 0.0040, time: 15.0808s
epoch 34, avg. triple loss: 0.0844, cost time: 13.3908s
epoch 34, CE, avg. triple loss: 0.6664, cost time: 149.4761s
epoch 34, joint learning loss: 0.0039, time: 12.9590s
epoch 35, avg. triple loss: 0.0827, cost time: 10.8124s
epoch 35, CE, avg. triple loss: 0.6656, cost time: 136.7921s
epoch 35, joint learning loss: 0.0038, time: 15.0100s
epoch 36, avg. triple loss: 0.0816, cost time: 10.7130s
epoch 36, CE, avg. triple loss: 0.6642, cost time: 136.9867s
epoch 36, joint learning loss: 0.0037, time: 14.1526s
epoch 37, avg. triple loss: 0.0799, cost time: 9.8939s
epoch 37, CE, avg. triple loss: 0.6616, cost time: 135.7820s
epoch 37, joint learning loss: 0.0037, time: 15.1660s
epoch 38, avg. triple loss: 0.0772, cost time: 13.2062s
epoch 38, CE, avg. triple loss: 0.6629, cost time: 144.6809s
epoch 38, joint learning loss: 0.0036, time: 14.3557s
epoch 39, avg. triple loss: 0.0767, cost time: 10.4804s
epoch 39, CE, avg. triple loss: 0.6620, cost time: 144.4772s
epoch 39, joint learning loss: 0.0035, time: 13.8130s
epoch 40, avg. triple loss: 0.0755, cost time: 12.6974s
epoch 40, CE, avg. triple loss: 0.6619, cost time: 138.0243s
epoch 40, joint learning loss: 0.0035, time: 14.8383s
epoch 41, avg. triple loss: 0.0736, cost time: 13.5666s
epoch 41, CE, avg. triple loss: 0.6601, cost time: 137.3833s
epoch 41, joint learning loss: 0.0034, time: 12.5361s
epoch 42, avg. triple loss: 0.0720, cost time: 14.9649s
epoch 42, CE, avg. triple loss: 0.6606, cost time: 139.4160s
epoch 42, joint learning loss: 0.0034, time: 13.5759s
epoch 43, avg. triple loss: 0.0722, cost time: 11.3901s
epoch 43, CE, avg. triple loss: 0.6582, cost time: 129.1609s
epoch 43, joint learning loss: 0.0033, time: 13.2443s
epoch 44, avg. triple loss: 0.0703, cost time: 12.4495s
epoch 44, CE, avg. triple loss: 0.6580, cost time: 140.2064s
epoch 44, joint learning loss: 0.0033, time: 13.6804s
epoch 45, avg. triple loss: 0.0690, cost time: 12.2221s
epoch 45, CE, avg. triple loss: 0.6580, cost time: 139.0125s
epoch 45, joint learning loss: 0.0032, time: 13.7428s
epoch 46, avg. triple loss: 0.0696, cost time: 13.1797s
epoch 46, CE, avg. triple loss: 0.6563, cost time: 140.0450s
epoch 46, joint learning loss: 0.0032, time: 13.9828s
epoch 47, avg. triple loss: 0.0684, cost time: 13.9958s
epoch 47, CE, avg. triple loss: 0.6557, cost time: 141.0761s
epoch 47, joint learning loss: 0.0031, time: 15.6462s
epoch 48, avg. triple loss: 0.0674, cost time: 12.0399s
epoch 48, CE, avg. triple loss: 0.6561, cost time: 136.9156s
epoch 48, joint learning loss: 0.0031, time: 14.2209s
epoch 49, avg. triple loss: 0.0673, cost time: 13.6950s
epoch 49, CE, avg. triple loss: 0.6555, cost time: 138.9537s
epoch 49, joint learning loss: 0.0030, time: 16.0993s
epoch 50, avg. triple loss: 0.0659, cost time: 13.5130s
epoch 50, CE, avg. triple loss: 0.6539, cost time: 138.5713s
epoch 50, joint learning loss: 0.0030, time: 15.0030s
epoch 51, avg. triple loss: 0.0656, cost time: 9.8034s
epoch 51, CE, avg. triple loss: 0.6530, cost time: 135.3258s
epoch 51, joint learning loss: 0.0030, time: 13.8760s
epoch 52, avg. triple loss: 0.0644, cost time: 10.6715s
epoch 52, CE, avg. triple loss: 0.6522, cost time: 135.4869s
epoch 52, joint learning loss: 0.0029, time: 14.9931s
epoch 53, avg. triple loss: 0.0635, cost time: 10.6967s
epoch 53, CE, avg. triple loss: 0.6530, cost time: 131.1145s
epoch 53, joint learning loss: 0.0029, time: 15.0402s
epoch 54, avg. triple loss: 0.0630, cost time: 12.4560s
epoch 54, CE, avg. triple loss: 0.6525, cost time: 130.6120s
epoch 54, joint learning loss: 0.0028, time: 13.3480s
epoch 55, avg. triple loss: 0.0622, cost time: 11.3637s
epoch 55, CE, avg. triple loss: 0.6533, cost time: 128.5111s
epoch 55, joint learning loss: 0.0028, time: 12.9475s
epoch 56, avg. triple loss: 0.0610, cost time: 11.2129s
epoch 56, CE, avg. triple loss: 0.6514, cost time: 137.0859s
epoch 56, joint learning loss: 0.0028, time: 14.4422s
epoch 57, avg. triple loss: 0.0614, cost time: 13.7833s
epoch 57, CE, avg. triple loss: 0.6502, cost time: 143.0025s
epoch 57, joint learning loss: 0.0027, time: 15.4269s
epoch 58, avg. triple loss: 0.0613, cost time: 11.1755s
epoch 58, CE, avg. triple loss: 0.6515, cost time: 143.3785s
epoch 58, joint learning loss: 0.0027, time: 13.1907s
epoch 59, avg. triple loss: 0.0606, cost time: 8.7898s
epoch 59, CE, avg. triple loss: 0.6513, cost time: 139.4665s
epoch 59, joint learning loss: 0.0027, time: 13.4794s
epoch 60, avg. triple loss: 0.0594, cost time: 9.6568s
epoch 60, CE, avg. triple loss: 0.6498, cost time: 145.7502s
epoch 60, joint learning loss: 0.0026, time: 13.7365s
epoch 61, avg. triple loss: 0.0601, cost time: 12.9669s
epoch 61, CE, avg. triple loss: 0.6503, cost time: 131.5259s
epoch 61, joint learning loss: 0.0026, time: 14.4019s
epoch 62, avg. triple loss: 0.0591, cost time: 10.1900s
epoch 62, CE, avg. triple loss: 0.6490, cost time: 131.8249s
epoch 62, joint learning loss: 0.0026, time: 13.8545s
epoch 63, avg. triple loss: 0.0583, cost time: 10.0490s
epoch 63, CE, avg. triple loss: 0.6488, cost time: 136.7090s
epoch 63, joint learning loss: 0.0026, time: 14.8461s
epoch 64, avg. triple loss: 0.0586, cost time: 10.5725s
epoch 64, CE, avg. triple loss: 0.6494, cost time: 135.0925s
epoch 64, joint learning loss: 0.0025, time: 13.6319s
epoch 65, avg. triple loss: 0.0571, cost time: 11.5801s
epoch 65, CE, avg. triple loss: 0.6469, cost time: 127.1893s
epoch 65, joint learning loss: 0.0025, time: 12.9579s
epoch 66, avg. triple loss: 0.0567, cost time: 11.5510s
epoch 66, CE, avg. triple loss: 0.6478, cost time: 133.4650s
epoch 66, joint learning loss: 0.0025, time: 14.0610s
epoch 67, avg. triple loss: 0.0572, cost time: 11.7453s
epoch 67, CE, avg. triple loss: 0.6478, cost time: 128.1147s
epoch 67, joint learning loss: 0.0025, time: 14.1718s
epoch 68, avg. triple loss: 0.0564, cost time: 10.6710s
epoch 68, CE, avg. triple loss: 0.6487, cost time: 133.7706s
epoch 68, joint learning loss: 0.0024, time: 13.0664s
epoch 69, avg. triple loss: 0.0566, cost time: 12.5364s
epoch 69, CE, avg. triple loss: 0.6474, cost time: 133.9131s
epoch 69, joint learning loss: 0.0024, time: 13.1043s
epoch 70, avg. triple loss: 0.0561, cost time: 10.2306s
epoch 70, CE, avg. triple loss: 0.6458, cost time: 130.5231s
epoch 70, joint learning loss: 0.0024, time: 14.4992s
epoch 71, avg. triple loss: 0.0555, cost time: 11.4273s
epoch 71, CE, avg. triple loss: 0.6471, cost time: 130.5128s
epoch 71, joint learning loss: 0.0024, time: 14.6561s
epoch 72, avg. triple loss: 0.0552, cost time: 13.1084s
epoch 72, CE, avg. triple loss: 0.6463, cost time: 130.3473s
epoch 72, joint learning loss: 0.0024, time: 15.4754s
epoch 73, avg. triple loss: 0.0555, cost time: 12.2550s
epoch 73, CE, avg. triple loss: 0.6460, cost time: 126.4978s
epoch 73, joint learning loss: 0.0023, time: 15.1661s
epoch 74, avg. triple loss: 0.0555, cost time: 10.6866s
epoch 74, CE, avg. triple loss: 0.6464, cost time: 128.8559s
epoch 74, joint learning loss: 0.0023, time: 15.0866s
epoch 75, avg. triple loss: 0.0552, cost time: 11.2688s
epoch 75, CE, avg. triple loss: 0.6451, cost time: 134.8510s
epoch 75, joint learning loss: 0.0023, time: 13.3112s
epoch 76, avg. triple loss: 0.0539, cost time: 10.5747s
epoch 76, CE, avg. triple loss: 0.6460, cost time: 132.9563s
epoch 76, joint learning loss: 0.0023, time: 13.3275s
epoch 77, avg. triple loss: 0.0543, cost time: 12.3271s
epoch 77, CE, avg. triple loss: 0.6445, cost time: 139.8861s
epoch 77, joint learning loss: 0.0023, time: 15.0205s
epoch 78, avg. triple loss: 0.0540, cost time: 11.3166s
epoch 78, CE, avg. triple loss: 0.6453, cost time: 134.6840s
epoch 78, joint learning loss: 0.0023, time: 13.3477s
epoch 79, avg. triple loss: 0.0538, cost time: 9.6227s
epoch 79, CE, avg. triple loss: 0.6436, cost time: 133.3697s
epoch 79, joint learning loss: 0.0022, time: 12.6677s
epoch 80, avg. triple loss: 0.0539, cost time: 12.2674s
epoch 80, CE, avg. triple loss: 0.6442, cost time: 133.4995s
epoch 80, joint learning loss: 0.0022, time: 14.6407s
epoch 81, avg. triple loss: 0.0529, cost time: 9.2309s
epoch 81, CE, avg. triple loss: 0.6441, cost time: 133.8494s
epoch 81, joint learning loss: 0.0022, time: 11.9141s
epoch 82, avg. triple loss: 0.0527, cost time: 10.1161s
epoch 82, CE, avg. triple loss: 0.6443, cost time: 137.3217s
epoch 82, joint learning loss: 0.0022, time: 13.1831s
epoch 83, avg. triple loss: 0.0532, cost time: 9.6795s
epoch 83, CE, avg. triple loss: 0.6442, cost time: 130.1119s
epoch 83, joint learning loss: 0.0022, time: 15.3116s
epoch 84, avg. triple loss: 0.0538, cost time: 11.0440s
epoch 84, CE, avg. triple loss: 0.6425, cost time: 133.3348s
epoch 84, joint learning loss: 0.0022, time: 11.8937s
epoch 85, avg. triple loss: 0.0523, cost time: 11.4673s
epoch 85, CE, avg. triple loss: 0.6445, cost time: 135.1675s
epoch 85, joint learning loss: 0.0021, time: 13.4338s
epoch 86, avg. triple loss: 0.0520, cost time: 10.3720s
epoch 86, CE, avg. triple loss: 0.6430, cost time: 131.1215s
epoch 86, joint learning loss: 0.0021, time: 13.6820s
epoch 87, avg. triple loss: 0.0525, cost time: 11.5198s
epoch 87, CE, avg. triple loss: 0.6435, cost time: 126.3735s
epoch 87, joint learning loss: 0.0021, time: 12.3256s
epoch 88, avg. triple loss: 0.0525, cost time: 11.5775s
epoch 88, CE, avg. triple loss: 0.6423, cost time: 134.5239s
epoch 88, joint learning loss: 0.0021, time: 12.9265s
epoch 89, avg. triple loss: 0.0520, cost time: 11.5346s
epoch 89, CE, avg. triple loss: 0.6416, cost time: 132.6019s
epoch 89, joint learning loss: 0.0021, time: 12.9754s
epoch 90, avg. triple loss: 0.0516, cost time: 12.0763s
epoch 90, CE, avg. triple loss: 0.6415, cost time: 130.6558s
epoch 90, joint learning loss: 0.0021, time: 14.7680s
epoch 91, avg. triple loss: 0.0515, cost time: 12.1824s
epoch 91, CE, avg. triple loss: 0.6417, cost time: 128.1606s
epoch 91, joint learning loss: 0.0021, time: 14.7657s
epoch 92, avg. triple loss: 0.0513, cost time: 11.5921s
epoch 92, CE, avg. triple loss: 0.6428, cost time: 129.8624s
epoch 92, joint learning loss: 0.0021, time: 14.0343s
epoch 93, avg. triple loss: 0.0514, cost time: 11.4061s
epoch 93, CE, avg. triple loss: 0.6416, cost time: 127.1547s
epoch 93, joint learning loss: 0.0020, time: 13.1549s
epoch 94, avg. triple loss: 0.0504, cost time: 10.1998s
epoch 94, CE, avg. triple loss: 0.6410, cost time: 129.7752s
epoch 94, joint learning loss: 0.0020, time: 13.5497s
epoch 95, avg. triple loss: 0.0505, cost time: 12.3399s
epoch 95, CE, avg. triple loss: 0.6404, cost time: 117.2700s
epoch 95, joint learning loss: 0.0020, time: 13.8036s
epoch 96, avg. triple loss: 0.0518, cost time: 11.9677s
epoch 96, CE, avg. triple loss: 0.6405, cost time: 126.3503s
epoch 96, joint learning loss: 0.0020, time: 14.8596s
epoch 97, avg. triple loss: 0.0503, cost time: 11.6042s
epoch 97, CE, avg. triple loss: 0.6398, cost time: 133.7930s
epoch 97, joint learning loss: 0.0020, time: 13.4944s
epoch 98, avg. triple loss: 0.0504, cost time: 11.5656s
epoch 98, CE, avg. triple loss: 0.6403, cost time: 125.8841s
epoch 98, joint learning loss: 0.0020, time: 15.2083s
epoch 99, avg. triple loss: 0.0513, cost time: 11.9849s
epoch 99, CE, avg. triple loss: 0.6406, cost time: 131.9252s
epoch 99, joint learning loss: 0.0020, time: 12.8572s
epoch 100, avg. triple loss: 0.0506, cost time: 12.6307s
epoch 100, CE, avg. triple loss: 0.6406, cost time: 134.6500s
epoch 100, joint learning loss: 0.0020, time: 12.3841s
quick results: hits@[1, 5, 10, 50] = [ 1.15 3.95 7.8 24.15]%, time = 14.130 s
epoch 101, avg. triple loss: 0.0502, cost time: 10.7391s
epoch 101, CE, avg. triple loss: 0.6403, cost time: 147.3222s
epoch 101, joint learning loss: 0.0020, time: 12.2022s
epoch 102, avg. triple loss: 0.0499, cost time: 11.9481s
epoch 102, CE, avg. triple loss: 0.6409, cost time: 141.7973s
epoch 102, joint learning loss: 0.0019, time: 15.1663s
epoch 103, avg. triple loss: 0.0507, cost time: 12.2303s
epoch 103, CE, avg. triple loss: 0.6400, cost time: 118.9251s
epoch 103, joint learning loss: 0.0019, time: 13.2328s
epoch 104, avg. triple loss: 0.0497, cost time: 11.8835s
epoch 104, CE, avg. triple loss: 0.6392, cost time: 128.7387s
epoch 104, joint learning loss: 0.0019, time: 13.3250s
epoch 105, avg. triple loss: 0.0502, cost time: 9.3833s
epoch 105, CE, avg. triple loss: 0.6391, cost time: 123.9237s
epoch 105, joint learning loss: 0.0019, time: 14.7947s
epoch 106, avg. triple loss: 0.0497, cost time: 11.5867s
epoch 106, CE, avg. triple loss: 0.6400, cost time: 128.1911s
epoch 106, joint learning loss: 0.0019, time: 12.7627s
epoch 107, avg. triple loss: 0.0498, cost time: 10.6446s
epoch 107, CE, avg. triple loss: 0.6390, cost time: 139.3001s
epoch 107, joint learning loss: 0.0019, time: 11.9704s
epoch 108, avg. triple loss: 0.0500, cost time: 12.6790s
epoch 108, CE, avg. triple loss: 0.6399, cost time: 123.3545s
epoch 108, joint learning loss: 0.0019, time: 11.1411s
epoch 109, avg. triple loss: 0.0499, cost time: 11.0676s
epoch 109, CE, avg. triple loss: 0.6393, cost time: 112.4164s
epoch 109, joint learning loss: 0.0019, time: 11.4588s
epoch 110, avg. triple loss: 0.0505, cost time: 10.5568s
epoch 110, CE, avg. triple loss: 0.6385, cost time: 116.7642s
epoch 110, joint learning loss: 0.0018, time: 11.2379s
quick results: hits@[1, 5, 10, 50] = [ 1.2 5.2 8.75 24.75]%, time = 9.134 s
epoch 111, avg. triple loss: 0.0503, cost time: 10.3095s
epoch 111, CE, avg. triple loss: 0.6388, cost time: 114.3523s
epoch 111, joint learning loss: 0.0018, time: 12.6041s
epoch 112, avg. triple loss: 0.0494, cost time: 11.6848s
epoch 112, CE, avg. triple loss: 0.6386, cost time: 116.2645s
epoch 112, joint learning loss: 0.0018, time: 11.4555s
epoch 113, avg. triple loss: 0.0501, cost time: 10.4191s
epoch 113, CE, avg. triple loss: 0.6386, cost time: 120.0500s
epoch 113, joint learning loss: 0.0018, time: 12.3600s
epoch 114, avg. triple loss: 0.0492, cost time: 9.4527s
epoch 114, CE, avg. triple loss: 0.6377, cost time: 113.9156s
epoch 114, joint learning loss: 0.0018, time: 12.6913s
epoch 115, avg. triple loss: 0.0496, cost time: 11.1001s
epoch 115, CE, avg. triple loss: 0.6375, cost time: 120.5110s
epoch 115, joint learning loss: 0.0018, time: 11.9115s
epoch 116, avg. triple loss: 0.0497, cost time: 11.4157s
epoch 116, CE, avg. triple loss: 0.6372, cost time: 113.1037s
epoch 116, joint learning loss: 0.0018, time: 11.0955s
epoch 117, avg. triple loss: 0.0487, cost time: 12.5056s
epoch 117, CE, avg. triple loss: 0.6372, cost time: 112.2907s
epoch 117, joint learning loss: 0.0018, time: 13.9542s
epoch 118, avg. triple loss: 0.0496, cost time: 9.1666s
epoch 118, CE, avg. triple loss: 0.6377, cost time: 115.0311s
epoch 118, joint learning loss: 0.0018, time: 12.2325s
epoch 119, avg. triple loss: 0.0487, cost time: 9.8526s
epoch 119, CE, avg. triple loss: 0.6381, cost time: 115.2996s
epoch 119, joint learning loss: 0.0018, time: 12.0726s
epoch 120, avg. triple loss: 0.0489, cost time: 11.8549s
epoch 120, CE, avg. triple loss: 0.6373, cost time: 115.6878s
epoch 120, joint learning loss: 0.0018, time: 12.2041s
quick results: hits@[1, 5, 10, 50] = [ 1.4 4.9 9.45 26.3 ]%, time = 8.700 s
epoch 121, avg. triple loss: 0.0486, cost time: 7.4878s
epoch 121, CE, avg. triple loss: 0.6393, cost time: 113.9470s
epoch 121, joint learning loss: 0.0018, time: 13.4025s
epoch 122, avg. triple loss: 0.0486, cost time: 10.8758s
epoch 122, CE, avg. triple loss: 0.6363, cost time: 114.5542s
epoch 122, joint learning loss: 0.0018, time: 11.9639s
epoch 123, avg. triple loss: 0.0493, cost time: 9.7143s
epoch 123, CE, avg. triple loss: 0.6368, cost time: 115.6514s
epoch 123, joint learning loss: 0.0017, time: 12.2163s
epoch 124, avg. triple loss: 0.0490, cost time: 11.1161s
epoch 124, CE, avg. triple loss: 0.6368, cost time: 118.4943s
epoch 124, joint learning loss: 0.0017, time: 12.0734s
epoch 125, avg. triple loss: 0.0497, cost time: 9.3621s
epoch 125, CE, avg. triple loss: 0.6356, cost time: 116.3319s
epoch 125, joint learning loss: 0.0017, time: 11.0776s
epoch 126, avg. triple loss: 0.0490, cost time: 10.1622s
epoch 126, CE, avg. triple loss: 0.6367, cost time: 118.0604s
epoch 126, joint learning loss: 0.0017, time: 12.4152s
epoch 127, avg. triple loss: 0.0489, cost time: 10.7957s
epoch 127, CE, avg. triple loss: 0.6358, cost time: 111.1756s
epoch 127, joint learning loss: 0.0017, time: 12.5955s
epoch 128, avg. triple loss: 0.0487, cost time: 12.1124s
epoch 128, CE, avg. triple loss: 0.6375, cost time: 118.8724s
epoch 128, joint learning loss: 0.0017, time: 11.4934s
epoch 129, avg. triple loss: 0.0491, cost time: 10.0247s
epoch 129, CE, avg. triple loss: 0.6362, cost time: 111.1395s
epoch 129, joint learning loss: 0.0017, time: 12.2994s
epoch 130, avg. triple loss: 0.0483, cost time: 10.7152s
epoch 130, CE, avg. triple loss: 0.6358, cost time: 117.8287s
epoch 130, joint learning loss: 0.0017, time: 11.7913s
quick results: hits@[1, 5, 10, 50] = [ 1.3 5.75 9.3 27. ]%, time = 13.209 s
epoch 131, avg. triple loss: 0.0489, cost time: 10.2752s
epoch 131, CE, avg. triple loss: 0.6366, cost time: 113.5624s
epoch 131, joint learning loss: 0.0017, time: 13.0572s
epoch 132, avg. triple loss: 0.0480, cost time: 10.8504s
epoch 132, CE, avg. triple loss: 0.6382, cost time: 116.4472s
epoch 132, joint learning loss: 0.0017, time: 13.0018s
epoch 133, avg. triple loss: 0.0489, cost time: 11.8169s
epoch 133, CE, avg. triple loss: 0.6360, cost time: 111.2870s
epoch 133, joint learning loss: 0.0017, time: 11.2888s
epoch 134, avg. triple loss: 0.0487, cost time: 10.3160s
epoch 134, CE, avg. triple loss: 0.6351, cost time: 117.7000s
epoch 134, joint learning loss: 0.0017, time: 13.5111s
epoch 135, avg. triple loss: 0.0484, cost time: 11.5906s
epoch 135, CE, avg. triple loss: 0.6355, cost time: 109.5516s
epoch 135, joint learning loss: 0.0017, time: 12.2242s
epoch 136, avg. triple loss: 0.0486, cost time: 9.3137s
epoch 136, CE, avg. triple loss: 0.6356, cost time: 109.8208s
epoch 136, joint learning loss: 0.0017, time: 10.9916s
epoch 137, avg. triple loss: 0.0487, cost time: 11.7153s
epoch 137, CE, avg. triple loss: 0.6357, cost time: 110.3035s
epoch 137, joint learning loss: 0.0017, time: 13.0165s
epoch 138, avg. triple loss: 0.0489, cost time: 10.8857s
epoch 138, CE, avg. triple loss: 0.6345, cost time: 110.1036s
epoch 138, joint learning loss: 0.0017, time: 11.8589s
epoch 139, avg. triple loss: 0.0485, cost time: 8.9563s
epoch 139, CE, avg. triple loss: 0.6343, cost time: 110.6019s
epoch 139, joint learning loss: 0.0016, time: 11.9942s
epoch 140, avg. triple loss: 0.0480, cost time: 10.6341s
epoch 140, CE, avg. triple loss: 0.6361, cost time: 110.0845s
epoch 140, joint learning loss: 0.0016, time: 11.3448s
quick results: hits@[1, 5, 10, 50] = [ 1.1 6.1 9.9 27.85]%, time = 9.924 s
== should early stop ==
Training ends. Total time = 22123.978 s.
accurate results: hits@[1, 5, 10, 50] = [ 1.688 6.762 11.162 30.45 ]%, mr = 376.218, mrr = 0.051435, time = 20.869 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 2.2 8.212 13.662 35.925]%, mr = 264.401, mrr = 0.063043, time = 28.502 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AttrE/Basic-LLM/541_5fold/1/20231103192755/kg2_attr_ids saved.
Embeddings saved!
Total run time = 22343.944 s.