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nohup_materials-materials_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 0x7f632ae34860>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/721_5fold/1/test_links
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Materials-Materials/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Materials-Materials'] 721_5fold/1/ SEA
results output folder: ../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/
epoch 1, avg. triple loss: 0.8674, cost time: 3.3810s
epoch 1, avg. mapping loss: 5.4286, cost time: 4.3300s
epoch 2, avg. triple loss: 0.4496, cost time: 7.3232s
epoch 2, avg. mapping loss: 5.2855, cost time: 6.4458s
epoch 3, avg. triple loss: 0.3576, cost time: 9.7525s
epoch 3, avg. mapping loss: 5.1984, cost time: 5.8362s
epoch 4, avg. triple loss: 0.3129, cost time: 8.6012s
epoch 4, avg. mapping loss: 5.1480, cost time: 5.1925s
epoch 5, avg. triple loss: 0.2753, cost time: 8.8320s
epoch 5, avg. mapping loss: 5.1194, cost time: 5.7240s
epoch 6, avg. triple loss: 0.2432, cost time: 8.9002s
epoch 6, avg. mapping loss: 5.1039, cost time: 4.5472s
epoch 7, avg. triple loss: 0.2117, cost time: 8.1181s
epoch 7, avg. mapping loss: 5.0961, cost time: 5.0030s
epoch 8, avg. triple loss: 0.1891, cost time: 7.3302s
epoch 8, avg. mapping loss: 5.0910, cost time: 4.5824s
epoch 9, avg. triple loss: 0.1684, cost time: 9.3698s
epoch 9, avg. mapping loss: 5.0883, cost time: 5.6544s
epoch 10, avg. triple loss: 0.1528, cost time: 8.4698s
epoch 10, avg. mapping loss: 5.0868, cost time: 4.5297s
quick results: hits@[1, 5, 10, 50] = [10.714 20.238 24.359 34.524]%, time = 5.817 s
epoch 11, avg. triple loss: 0.1378, cost time: 8.4842s
epoch 11, avg. mapping loss: 5.0854, cost time: 4.2200s
epoch 12, avg. triple loss: 0.1269, cost time: 7.7417s
epoch 12, avg. mapping loss: 5.0845, cost time: 4.5268s
epoch 13, avg. triple loss: 0.1163, cost time: 8.4378s
epoch 13, avg. mapping loss: 5.0838, cost time: 4.2685s
epoch 14, avg. triple loss: 0.1092, cost time: 8.6210s
epoch 14, avg. mapping loss: 5.0833, cost time: 4.1564s
epoch 15, avg. triple loss: 0.1016, cost time: 7.7722s
epoch 15, avg. mapping loss: 5.0829, cost time: 4.3380s
epoch 16, avg. triple loss: 0.0961, cost time: 8.0826s
epoch 16, avg. mapping loss: 5.0825, cost time: 3.6472s
epoch 17, avg. triple loss: 0.0894, cost time: 7.9892s
epoch 17, avg. mapping loss: 5.0822, cost time: 3.7498s
epoch 18, avg. triple loss: 0.0858, cost time: 8.5505s
epoch 18, avg. mapping loss: 5.0817, cost time: 3.9860s
epoch 19, avg. triple loss: 0.0809, cost time: 7.5557s
epoch 19, avg. mapping loss: 5.0814, cost time: 4.4946s
epoch 20, avg. triple loss: 0.0778, cost time: 7.3069s
epoch 20, avg. mapping loss: 5.0812, cost time: 3.9080s
quick results: hits@[1, 5, 10, 50] = [19.643 43.361 57.005 76.282]%, time = 6.037 s
epoch 21, avg. triple loss: 0.0739, cost time: 7.5219s
epoch 21, avg. mapping loss: 5.0809, cost time: 3.7761s
epoch 22, avg. triple loss: 0.0717, cost time: 6.9195s
epoch 22, avg. mapping loss: 5.0807, cost time: 3.9879s
epoch 23, avg. triple loss: 0.0674, cost time: 8.1331s
epoch 23, avg. mapping loss: 5.0804, cost time: 4.3576s
epoch 24, avg. triple loss: 0.0666, cost time: 7.8504s
epoch 24, avg. mapping loss: 5.0803, cost time: 4.3108s
epoch 25, avg. triple loss: 0.0643, cost time: 7.2537s
epoch 25, avg. mapping loss: 5.0801, cost time: 4.0980s
epoch 26, avg. triple loss: 0.0625, cost time: 7.5769s
epoch 26, avg. mapping loss: 5.0798, cost time: 4.2159s
epoch 27, avg. triple loss: 0.0597, cost time: 7.3037s
epoch 27, avg. mapping loss: 5.0796, cost time: 4.0117s
epoch 28, avg. triple loss: 0.0579, cost time: 7.4642s
epoch 28, avg. mapping loss: 5.0795, cost time: 3.6149s
epoch 29, avg. triple loss: 0.0571, cost time: 6.2572s
epoch 29, avg. mapping loss: 5.0793, cost time: 3.5941s
epoch 30, avg. triple loss: 0.0554, cost time: 6.3344s
epoch 30, avg. mapping loss: 5.0792, cost time: 3.4196s
quick results: hits@[1, 5, 10, 50] = [23.168 52.976 70.33 90.659]%, time = 6.023 s
epoch 31, avg. triple loss: 0.0537, cost time: 6.1815s
epoch 31, avg. mapping loss: 5.0791, cost time: 3.8215s
epoch 32, avg. triple loss: 0.0537, cost time: 7.0244s
epoch 32, avg. mapping loss: 5.0790, cost time: 3.6907s
epoch 33, avg. triple loss: 0.0529, cost time: 7.1432s
epoch 33, avg. mapping loss: 5.0789, cost time: 3.5648s
epoch 34, avg. triple loss: 0.0512, cost time: 6.0824s
epoch 34, avg. mapping loss: 5.0788, cost time: 3.1477s
epoch 35, avg. triple loss: 0.0498, cost time: 7.2287s
epoch 35, avg. mapping loss: 5.0788, cost time: 3.4216s
epoch 36, avg. triple loss: 0.0496, cost time: 7.3263s
epoch 36, avg. mapping loss: 5.0786, cost time: 3.0481s
epoch 37, avg. triple loss: 0.0487, cost time: 6.5844s
epoch 37, avg. mapping loss: 5.0785, cost time: 4.0177s
epoch 38, avg. triple loss: 0.0493, cost time: 7.4615s
epoch 38, avg. mapping loss: 5.0784, cost time: 3.4689s
epoch 39, avg. triple loss: 0.0473, cost time: 7.7100s
epoch 39, avg. mapping loss: 5.0784, cost time: 3.3441s
epoch 40, avg. triple loss: 0.0472, cost time: 7.3852s
epoch 40, avg. mapping loss: 5.0783, cost time: 4.1718s
quick results: hits@[1, 5, 10, 50] = [24.405 58.608 75.733 93.773]%, time = 3.277 s
epoch 41, avg. triple loss: 0.0459, cost time: 7.2827s
epoch 41, avg. mapping loss: 5.0782, cost time: 3.6036s
epoch 42, avg. triple loss: 0.0456, cost time: 6.6968s
epoch 42, avg. mapping loss: 5.0782, cost time: 3.9058s
epoch 43, avg. triple loss: 0.0456, cost time: 8.3938s
epoch 43, avg. mapping loss: 5.0781, cost time: 3.3899s
epoch 44, avg. triple loss: 0.0443, cost time: 6.4246s
epoch 44, avg. mapping loss: 5.0781, cost time: 3.2881s
epoch 45, avg. triple loss: 0.0433, cost time: 7.4268s
epoch 45, avg. mapping loss: 5.0781, cost time: 3.8568s
epoch 46, avg. triple loss: 0.0440, cost time: 7.4830s
epoch 46, avg. mapping loss: 5.0780, cost time: 3.5388s
epoch 47, avg. triple loss: 0.0429, cost time: 6.8015s
epoch 47, avg. mapping loss: 5.0779, cost time: 3.9672s
epoch 48, avg. triple loss: 0.0428, cost time: 7.4486s
epoch 48, avg. mapping loss: 5.0779, cost time: 3.5954s
epoch 49, avg. triple loss: 0.0419, cost time: 6.9376s
epoch 49, avg. mapping loss: 5.0778, cost time: 3.2968s
epoch 50, avg. triple loss: 0.0420, cost time: 6.4159s
epoch 50, avg. mapping loss: 5.0778, cost time: 3.2351s
quick results: hits@[1, 5, 10, 50] = [24.634 59.753 77.93 95.055]%, time = 7.128 s
epoch 51, avg. triple loss: 0.0412, cost time: 6.6820s
epoch 51, avg. mapping loss: 5.0777, cost time: 3.2659s
epoch 52, avg. triple loss: 0.0412, cost time: 6.7441s
epoch 52, avg. mapping loss: 5.0777, cost time: 3.4169s
epoch 53, avg. triple loss: 0.0406, cost time: 6.0080s
epoch 53, avg. mapping loss: 5.0777, cost time: 3.2653s
epoch 54, avg. triple loss: 0.0401, cost time: 5.1510s
epoch 54, avg. mapping loss: 5.0776, cost time: 3.4071s
epoch 55, avg. triple loss: 0.0403, cost time: 6.5500s
epoch 55, avg. mapping loss: 5.0776, cost time: 3.4042s
epoch 56, avg. triple loss: 0.0393, cost time: 6.2255s
epoch 56, avg. mapping loss: 5.0775, cost time: 2.9285s
epoch 57, avg. triple loss: 0.0395, cost time: 5.4533s
epoch 57, avg. mapping loss: 5.0775, cost time: 3.1022s
epoch 58, avg. triple loss: 0.0396, cost time: 5.7848s
epoch 58, avg. mapping loss: 5.0775, cost time: 3.8852s
epoch 59, avg. triple loss: 0.0385, cost time: 6.0277s
epoch 59, avg. mapping loss: 5.0775, cost time: 3.5817s
epoch 60, avg. triple loss: 0.0393, cost time: 6.7322s
epoch 60, avg. mapping loss: 5.0774, cost time: 3.0913s
quick results: hits@[1, 5, 10, 50] = [24.451 59.661 77.885 95.604]%, time = 5.380 s
epoch 61, avg. triple loss: 0.0380, cost time: 6.4506s
epoch 61, avg. mapping loss: 5.0773, cost time: 3.0850s
epoch 62, avg. triple loss: 0.0382, cost time: 6.0529s
epoch 62, avg. mapping loss: 5.0773, cost time: 3.0639s
epoch 63, avg. triple loss: 0.0376, cost time: 5.3013s
epoch 63, avg. mapping loss: 5.0773, cost time: 3.3901s
epoch 64, avg. triple loss: 0.0371, cost time: 6.4341s
epoch 64, avg. mapping loss: 5.0773, cost time: 2.9222s
epoch 65, avg. triple loss: 0.0374, cost time: 6.7027s
epoch 65, avg. mapping loss: 5.0773, cost time: 3.1329s
epoch 66, avg. triple loss: 0.0372, cost time: 6.1006s
epoch 66, avg. mapping loss: 5.0772, cost time: 3.8112s
epoch 67, avg. triple loss: 0.0365, cost time: 5.9897s
epoch 67, avg. mapping loss: 5.0771, cost time: 3.3566s
epoch 68, avg. triple loss: 0.0370, cost time: 5.9392s
epoch 68, avg. mapping loss: 5.0771, cost time: 2.8850s
epoch 69, avg. triple loss: 0.0359, cost time: 6.9798s
epoch 69, avg. mapping loss: 5.0771, cost time: 3.5306s
epoch 70, avg. triple loss: 0.0358, cost time: 5.9175s
epoch 70, avg. mapping loss: 5.0771, cost time: 3.1942s
quick results: hits@[1, 5, 10, 50] = [25.458 59.386 78.159 96.108]%, time = 5.392 s
epoch 71, avg. triple loss: 0.0356, cost time: 6.5581s
epoch 71, avg. mapping loss: 5.0770, cost time: 3.1725s
epoch 72, avg. triple loss: 0.0361, cost time: 5.9485s
epoch 72, avg. mapping loss: 5.0770, cost time: 3.1342s
epoch 73, avg. triple loss: 0.0357, cost time: 6.4488s
epoch 73, avg. mapping loss: 5.0770, cost time: 3.1993s
epoch 74, avg. triple loss: 0.0355, cost time: 5.4750s
epoch 74, avg. mapping loss: 5.0770, cost time: 3.1064s
epoch 75, avg. triple loss: 0.0348, cost time: 5.7941s
epoch 75, avg. mapping loss: 5.0770, cost time: 3.0144s
epoch 76, avg. triple loss: 0.0349, cost time: 6.5787s
epoch 76, avg. mapping loss: 5.0770, cost time: 2.9009s
epoch 77, avg. triple loss: 0.0349, cost time: 6.3053s
epoch 77, avg. mapping loss: 5.0770, cost time: 3.3997s
epoch 78, avg. triple loss: 0.0345, cost time: 6.5606s
epoch 78, avg. mapping loss: 5.0769, cost time: 2.9912s
epoch 79, avg. triple loss: 0.0345, cost time: 5.4990s
epoch 79, avg. mapping loss: 5.0769, cost time: 2.9782s
epoch 80, avg. triple loss: 0.0341, cost time: 4.9606s
epoch 80, avg. mapping loss: 5.0768, cost time: 3.2188s
quick results: hits@[1, 5, 10, 50] = [25.962 60.577 79.487 96.383]%, time = 4.678 s
epoch 81, avg. triple loss: 0.0338, cost time: 4.9505s
epoch 81, avg. mapping loss: 5.0768, cost time: 3.0289s
epoch 82, avg. triple loss: 0.0343, cost time: 6.8617s
epoch 82, avg. mapping loss: 5.0768, cost time: 2.5460s
epoch 83, avg. triple loss: 0.0341, cost time: 5.4812s
epoch 83, avg. mapping loss: 5.0768, cost time: 3.7423s
epoch 84, avg. triple loss: 0.0336, cost time: 5.6590s
epoch 84, avg. mapping loss: 5.0768, cost time: 3.3041s
epoch 85, avg. triple loss: 0.0335, cost time: 5.6182s
epoch 85, avg. mapping loss: 5.0768, cost time: 2.8686s
epoch 86, avg. triple loss: 0.0335, cost time: 5.8989s
epoch 86, avg. mapping loss: 5.0767, cost time: 2.7277s
epoch 87, avg. triple loss: 0.0334, cost time: 5.6654s
epoch 87, avg. mapping loss: 5.0767, cost time: 3.0141s
epoch 88, avg. triple loss: 0.0332, cost time: 5.5121s
epoch 88, avg. mapping loss: 5.0767, cost time: 2.8465s
epoch 89, avg. triple loss: 0.0325, cost time: 6.0385s
epoch 89, avg. mapping loss: 5.0767, cost time: 2.8736s
epoch 90, avg. triple loss: 0.0327, cost time: 6.1718s
epoch 90, avg. mapping loss: 5.0767, cost time: 3.3398s
quick results: hits@[1, 5, 10, 50] = [25.778 60.577 80.54 96.337]%, time = 4.551 s
epoch 91, avg. triple loss: 0.0331, cost time: 5.4001s
epoch 91, avg. mapping loss: 5.0767, cost time: 3.3148s
epoch 92, avg. triple loss: 0.0324, cost time: 5.3898s
epoch 92, avg. mapping loss: 5.0767, cost time: 3.0046s
epoch 93, avg. triple loss: 0.0328, cost time: 6.2521s
epoch 93, avg. mapping loss: 5.0766, cost time: 2.6495s
epoch 94, avg. triple loss: 0.0327, cost time: 5.8757s
epoch 94, avg. mapping loss: 5.0766, cost time: 2.7875s
epoch 95, avg. triple loss: 0.0325, cost time: 5.7479s
epoch 95, avg. mapping loss: 5.0766, cost time: 3.2936s
epoch 96, avg. triple loss: 0.0327, cost time: 5.9380s
epoch 96, avg. mapping loss: 5.0766, cost time: 3.3096s
epoch 97, avg. triple loss: 0.0324, cost time: 6.0366s
epoch 97, avg. mapping loss: 5.0766, cost time: 3.0268s
epoch 98, avg. triple loss: 0.0323, cost time: 6.4331s
epoch 98, avg. mapping loss: 5.0766, cost time: 3.0866s
epoch 99, avg. triple loss: 0.0318, cost time: 6.1969s
epoch 99, avg. mapping loss: 5.0766, cost time: 3.1042s
epoch 100, avg. triple loss: 0.0318, cost time: 6.2752s
epoch 100, avg. mapping loss: 5.0766, cost time: 3.2787s
quick results: hits@[1, 5, 10, 50] = [25.092 60.302 80.769 96.291]%, time = 5.171 s
== should early stop ==
Training ends. Total time = 1117.975 s.
accurate results: hits@[1, 5, 10, 50] = [29.875 68.865 86.133 96.427]%, mr = 98.021, mrr = 0.466298, time = 12.355 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [29.474 68.842 86.431 96.553]%, mr = 42.194, mrr = 0.463672, time = 26.601 s
Results saved!
../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/SEA/Materials-Materials/721_5fold/1/20231019093952/kg2_attr_ids saved.
Embeddings saved!
Total run time = 1179.614 s.