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nohup_gold-LLM_sea.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'SEA', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss_norm': 'L2', 'margin': 1.5, 'loss': 'margin-based', 'alpha_1': 2.5, 'alpha_2': 0.25, 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'Adam', 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 4, 'ordered': True, 'start_valid': 10, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': True}
SEA
<openea.modules.args.args_hander.ARGs object at 0x7f0430aae860>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/721_5fold/1/test_links
Number of rt_dict: 24753
Number of hr_dict: 23821
entity relations dict: 24753
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24759
Number of relations: 7
Number of attributes: 8
Number of relation triples: 85585
Number of attribute triples: 10081
Number of local relation triples: 85585
Number of local attribute triples: 10081
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 24753
Number of hr_dict: 23821
entity relations dict: 24753
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24759
Number of relations: 7
Number of attributes: 8
Number of relation triples: 85585
Number of attribute triples: 10081
Number of local relation triples: 85585
Number of local attribute triples: 10081
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Gold-LLM/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Gold-LLM'] 721_5fold/1/ SEA
results output folder: ../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/
epoch 1, avg. triple loss: 1.0111, cost time: 4.4450s
epoch 1, avg. mapping loss: 5.4017, cost time: 4.4905s
epoch 2, avg. triple loss: 0.6440, cost time: 8.3273s
epoch 2, avg. mapping loss: 5.2436, cost time: 4.5562s
epoch 3, avg. triple loss: 0.5603, cost time: 7.8908s
epoch 3, avg. mapping loss: 5.1534, cost time: 4.0614s
epoch 4, avg. triple loss: 0.4927, cost time: 7.4106s
epoch 4, avg. mapping loss: 5.1027, cost time: 4.5442s
epoch 5, avg. triple loss: 0.4421, cost time: 8.5710s
epoch 5, avg. mapping loss: 5.0717, cost time: 3.8529s
epoch 6, avg. triple loss: 0.4037, cost time: 7.5409s
epoch 6, avg. mapping loss: 5.0548, cost time: 4.0516s
epoch 7, avg. triple loss: 0.3753, cost time: 7.4840s
epoch 7, avg. mapping loss: 5.0444, cost time: 3.9884s
epoch 8, avg. triple loss: 0.3488, cost time: 7.5130s
epoch 8, avg. mapping loss: 5.0381, cost time: 4.1363s
epoch 9, avg. triple loss: 0.3312, cost time: 7.3219s
epoch 9, avg. mapping loss: 5.0340, cost time: 3.1778s
epoch 10, avg. triple loss: 0.3122, cost time: 7.2753s
epoch 10, avg. mapping loss: 5.0312, cost time: 3.3996s
quick results: hits@[1, 5, 10, 50] = [15.158 25.264 34.956 60.22 ]%, time = 3.748 s
epoch 11, avg. triple loss: 0.3022, cost time: 8.3417s
epoch 11, avg. mapping loss: 5.0287, cost time: 4.0836s
epoch 12, avg. triple loss: 0.2898, cost time: 8.4927s
epoch 12, avg. mapping loss: 5.0269, cost time: 3.7320s
epoch 13, avg. triple loss: 0.2793, cost time: 7.5731s
epoch 13, avg. mapping loss: 5.0256, cost time: 3.7729s
epoch 14, avg. triple loss: 0.2698, cost time: 7.6071s
epoch 14, avg. mapping loss: 5.0243, cost time: 2.9806s
epoch 15, avg. triple loss: 0.2620, cost time: 8.0418s
epoch 15, avg. mapping loss: 5.0237, cost time: 3.8333s
epoch 16, avg. triple loss: 0.2552, cost time: 7.2790s
epoch 16, avg. mapping loss: 5.0229, cost time: 4.5588s
epoch 17, avg. triple loss: 0.2473, cost time: 8.1121s
epoch 17, avg. mapping loss: 5.0222, cost time: 3.6165s
epoch 18, avg. triple loss: 0.2410, cost time: 7.8308s
epoch 18, avg. mapping loss: 5.0215, cost time: 3.6251s
epoch 19, avg. triple loss: 0.2346, cost time: 6.6292s
epoch 19, avg. mapping loss: 5.0209, cost time: 3.9538s
epoch 20, avg. triple loss: 0.2316, cost time: 7.2389s
epoch 20, avg. mapping loss: 5.0205, cost time: 3.7216s
quick results: hits@[1, 5, 10, 50] = [31.052 46.945 61.369 85.209]%, time = 4.060 s
epoch 21, avg. triple loss: 0.2272, cost time: 8.2400s
epoch 21, avg. mapping loss: 5.0200, cost time: 3.9915s
epoch 22, avg. triple loss: 0.2247, cost time: 7.5313s
epoch 22, avg. mapping loss: 5.0198, cost time: 4.1530s
epoch 23, avg. triple loss: 0.2199, cost time: 7.9619s
epoch 23, avg. mapping loss: 5.0194, cost time: 3.1385s
epoch 24, avg. triple loss: 0.2158, cost time: 7.1436s
epoch 24, avg. mapping loss: 5.0189, cost time: 3.3701s
epoch 25, avg. triple loss: 0.2144, cost time: 7.4429s
epoch 25, avg. mapping loss: 5.0186, cost time: 3.6239s
epoch 26, avg. triple loss: 0.2108, cost time: 7.6730s
epoch 26, avg. mapping loss: 5.0182, cost time: 4.1737s
epoch 27, avg. triple loss: 0.2102, cost time: 7.5997s
epoch 27, avg. mapping loss: 5.0178, cost time: 3.2974s
epoch 28, avg. triple loss: 0.2093, cost time: 8.0684s
epoch 28, avg. mapping loss: 5.0177, cost time: 3.8683s
epoch 29, avg. triple loss: 0.2056, cost time: 7.3907s
epoch 29, avg. mapping loss: 5.0174, cost time: 3.4051s
epoch 30, avg. triple loss: 0.2024, cost time: 7.3644s
epoch 30, avg. mapping loss: 5.0173, cost time: 3.3649s
quick results: hits@[1, 5, 10, 50] = [33.349 48.921 62.609 88.103]%, time = 4.185 s
epoch 31, avg. triple loss: 0.2020, cost time: 7.5652s
epoch 31, avg. mapping loss: 5.0170, cost time: 3.2438s
epoch 32, avg. triple loss: 0.2009, cost time: 7.3146s
epoch 32, avg. mapping loss: 5.0167, cost time: 3.7751s
epoch 33, avg. triple loss: 0.1972, cost time: 6.4969s
epoch 33, avg. mapping loss: 5.0165, cost time: 3.4546s
epoch 34, avg. triple loss: 0.1974, cost time: 6.5890s
epoch 34, avg. mapping loss: 5.0163, cost time: 3.6135s
epoch 35, avg. triple loss: 0.1947, cost time: 7.2665s
epoch 35, avg. mapping loss: 5.0163, cost time: 3.6836s
epoch 36, avg. triple loss: 0.1945, cost time: 8.8117s
epoch 36, avg. mapping loss: 5.0160, cost time: 3.3221s
epoch 37, avg. triple loss: 0.1945, cost time: 7.9555s
epoch 37, avg. mapping loss: 5.0158, cost time: 3.7840s
epoch 38, avg. triple loss: 0.1926, cost time: 7.1627s
epoch 38, avg. mapping loss: 5.0157, cost time: 4.1480s
epoch 39, avg. triple loss: 0.1910, cost time: 7.5209s
epoch 39, avg. mapping loss: 5.0156, cost time: 3.7497s
epoch 40, avg. triple loss: 0.1906, cost time: 8.6296s
epoch 40, avg. mapping loss: 5.0155, cost time: 3.8357s
quick results: hits@[1, 5, 10, 50] = [34.313 50.666 64.86 89.159]%, time = 4.226 s
epoch 41, avg. triple loss: 0.1889, cost time: 7.3871s
epoch 41, avg. mapping loss: 5.0153, cost time: 3.7950s
epoch 42, avg. triple loss: 0.1899, cost time: 8.1236s
epoch 42, avg. mapping loss: 5.0152, cost time: 3.9882s
epoch 43, avg. triple loss: 0.1882, cost time: 7.6435s
epoch 43, avg. mapping loss: 5.0151, cost time: 4.1816s
epoch 44, avg. triple loss: 0.1886, cost time: 6.7623s
epoch 44, avg. mapping loss: 5.0150, cost time: 3.4558s
epoch 45, avg. triple loss: 0.1863, cost time: 7.2210s
epoch 45, avg. mapping loss: 5.0147, cost time: 3.5573s
epoch 46, avg. triple loss: 0.1856, cost time: 7.5837s
epoch 46, avg. mapping loss: 5.0147, cost time: 3.7114s
epoch 47, avg. triple loss: 0.1847, cost time: 7.3615s
epoch 47, avg. mapping loss: 5.0146, cost time: 3.7553s
epoch 48, avg. triple loss: 0.1854, cost time: 7.6647s
epoch 48, avg. mapping loss: 5.0145, cost time: 3.6353s
epoch 49, avg. triple loss: 0.1835, cost time: 7.5741s
epoch 49, avg. mapping loss: 5.0144, cost time: 3.4456s
epoch 50, avg. triple loss: 0.1823, cost time: 7.3764s
epoch 50, avg. mapping loss: 5.0143, cost time: 3.3513s
quick results: hits@[1, 5, 10, 50] = [32.935 49.793 63.895 90.583]%, time = 3.579 s
epoch 51, avg. triple loss: 0.1814, cost time: 7.6571s
epoch 51, avg. mapping loss: 5.0142, cost time: 3.2751s
epoch 52, avg. triple loss: 0.1823, cost time: 6.8509s
epoch 52, avg. mapping loss: 5.0142, cost time: 3.2942s
epoch 53, avg. triple loss: 0.1822, cost time: 6.9124s
epoch 53, avg. mapping loss: 5.0141, cost time: 3.3574s
epoch 54, avg. triple loss: 0.1804, cost time: 7.4569s
epoch 54, avg. mapping loss: 5.0141, cost time: 3.5722s
epoch 55, avg. triple loss: 0.1804, cost time: 6.8409s
epoch 55, avg. mapping loss: 5.0138, cost time: 3.4131s
epoch 56, avg. triple loss: 0.1796, cost time: 7.1681s
epoch 56, avg. mapping loss: 5.0138, cost time: 3.6381s
epoch 57, avg. triple loss: 0.1777, cost time: 7.5463s
epoch 57, avg. mapping loss: 5.0137, cost time: 3.4866s
epoch 58, avg. triple loss: 0.1774, cost time: 7.0367s
epoch 58, avg. mapping loss: 5.0136, cost time: 4.0252s
epoch 59, avg. triple loss: 0.1767, cost time: 7.9958s
epoch 59, avg. mapping loss: 5.0136, cost time: 3.4822s
epoch 60, avg. triple loss: 0.1761, cost time: 7.1992s
epoch 60, avg. mapping loss: 5.0136, cost time: 3.9840s
quick results: hits@[1, 5, 10, 50] = [34.543 50.758 64.722 90.446]%, time = 3.868 s
epoch 61, avg. triple loss: 0.1780, cost time: 7.9455s
epoch 61, avg. mapping loss: 5.0135, cost time: 3.9931s
epoch 62, avg. triple loss: 0.1774, cost time: 7.8769s
epoch 62, avg. mapping loss: 5.0133, cost time: 3.9125s
epoch 63, avg. triple loss: 0.1765, cost time: 6.9958s
epoch 63, avg. mapping loss: 5.0133, cost time: 4.1856s
epoch 64, avg. triple loss: 0.1771, cost time: 7.2517s
epoch 64, avg. mapping loss: 5.0132, cost time: 3.6602s
epoch 65, avg. triple loss: 0.1733, cost time: 7.7774s
epoch 65, avg. mapping loss: 5.0132, cost time: 4.1847s
epoch 66, avg. triple loss: 0.1745, cost time: 7.4659s
epoch 66, avg. mapping loss: 5.0131, cost time: 3.7248s
epoch 67, avg. triple loss: 0.1744, cost time: 7.4870s
epoch 67, avg. mapping loss: 5.0131, cost time: 3.9241s
epoch 68, avg. triple loss: 0.1744, cost time: 8.3800s
epoch 68, avg. mapping loss: 5.0131, cost time: 3.9527s
epoch 69, avg. triple loss: 0.1731, cost time: 7.3735s
epoch 69, avg. mapping loss: 5.0129, cost time: 3.8888s
epoch 70, avg. triple loss: 0.1738, cost time: 7.3091s
epoch 70, avg. mapping loss: 5.0129, cost time: 3.6725s
quick results: hits@[1, 5, 10, 50] = [33.67 50.896 65.09 90.767]%, time = 5.337 s
epoch 71, avg. triple loss: 0.1716, cost time: 7.2016s
epoch 71, avg. mapping loss: 5.0128, cost time: 3.8929s
epoch 72, avg. triple loss: 0.1735, cost time: 7.1674s
epoch 72, avg. mapping loss: 5.0128, cost time: 2.7405s
epoch 73, avg. triple loss: 0.1733, cost time: 6.7607s
epoch 73, avg. mapping loss: 5.0127, cost time: 3.7538s
epoch 74, avg. triple loss: 0.1723, cost time: 7.2213s
epoch 74, avg. mapping loss: 5.0127, cost time: 3.8599s
epoch 75, avg. triple loss: 0.1713, cost time: 6.8051s
epoch 75, avg. mapping loss: 5.0127, cost time: 3.5374s
epoch 76, avg. triple loss: 0.1728, cost time: 7.4099s
epoch 76, avg. mapping loss: 5.0126, cost time: 3.4644s
epoch 77, avg. triple loss: 0.1720, cost time: 7.0346s
epoch 77, avg. mapping loss: 5.0125, cost time: 3.4882s
epoch 78, avg. triple loss: 0.1722, cost time: 6.1503s
epoch 78, avg. mapping loss: 5.0125, cost time: 3.6778s
epoch 79, avg. triple loss: 0.1705, cost time: 7.1048s
epoch 79, avg. mapping loss: 5.0125, cost time: 3.3349s
epoch 80, avg. triple loss: 0.1712, cost time: 5.3696s
epoch 80, avg. mapping loss: 5.0124, cost time: 2.9666s
quick results: hits@[1, 5, 10, 50] = [33.624 52.044 65.549 90.951]%, time = 4.522 s
== should early stop ==
Training ends. Total time = 943.801 s.
accurate results: hits@[1, 5, 10, 50] = [19.396 52.102 69.867 93.672]%, mr = 18.443, mrr = 0.344322, time = 15.891 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [19.476 53.537 71.107 93.615]%, mr = 18.565, mrr = 0.352007, time = 69.913 s
Results saved!
../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-LLM/721_5fold/1/20231017095947/kg2_attr_ids saved.
Embeddings saved!
Total run time = 1045.920 s.