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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'AlignE', 'alignment_module': 'swapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss': 'limited', 'loss_norm': 'L2', 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'pos_margin': 0.01, 'neg_margin': 2.0, 'neg_margin_balance': 0.2, 'neg_sampling': 'truncated', 'neg_triple_num': 10, 'truncated_epsilon': 0.9, 'truncated_freq': 10, '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': False}
AlignE
<openea.modules.args.args_hander.ARGs object at 0x7ff75d992780>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/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: 938
Number of hr_dict: 1
entity relations dict: 938
Number of av_dict: 938
entity attributes dict: 938
KG statistics:
Number of entities: 939
Number of relations: 1
Number of attributes: 8
Number of relation triples: 938
Number of attribute triples: 53611
Number of local relation triples: 938
Number of local attribute triples: 53611
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: 938
Number of hr_dict: 1
entity relations dict: 938
Number of av_dict: 938
entity attributes dict: 938
KG statistics:
Number of entities: 939
Number of relations: 1
Number of attributes: 8
Number of relation triples: 938
Number of attribute triples: 53611
Number of local relation triples: 938
Number of local attribute triples: 53611
supervised relation triples: 11507, 469
supervised attribute triples: 939, 27615
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Gold-Basic'] 721_5fold/1/ AlignE
results output folder: ../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/
epoch 1, avg. triple loss: 2.3448, cost time: 15.7363s
epoch 2, avg. triple loss: 1.8841, cost time: 23.0693s
epoch 3, avg. triple loss: 1.7379, cost time: 24.7600s
epoch 4, avg. triple loss: 1.6504, cost time: 21.1353s
epoch 5, avg. triple loss: 1.5870, cost time: 20.1820s
epoch 6, avg. triple loss: 1.5363, cost time: 20.2102s
epoch 7, avg. triple loss: 1.4934, cost time: 19.8726s
epoch 8, avg. triple loss: 1.4574, cost time: 20.1271s
epoch 9, avg. triple loss: 1.4249, cost time: 20.4767s
epoch 10, avg. triple loss: 1.3950, cost time: 19.4203s
generating neighbors of 25698 entities costs 77.882 s.
epoch 11, avg. triple loss: 1.5123, cost time: 18.9802s
epoch 12, avg. triple loss: 1.4576, cost time: 18.8601s
epoch 13, avg. triple loss: 1.4240, cost time: 18.0661s
epoch 14, avg. triple loss: 1.3993, cost time: 18.3957s
epoch 15, avg. triple loss: 1.3782, cost time: 18.1151s
epoch 16, avg. triple loss: 1.3583, cost time: 17.5262s
epoch 17, avg. triple loss: 1.3376, cost time: 19.4483s
epoch 18, avg. triple loss: 1.3206, cost time: 17.3095s
epoch 19, avg. triple loss: 1.3035, cost time: 16.2676s
epoch 20, avg. triple loss: 1.2878, cost time: 16.4739s
generating neighbors of 25698 entities costs 72.138 s.
epoch 21, avg. triple loss: 1.2920, cost time: 16.3900s
epoch 22, avg. triple loss: 1.2767, cost time: 16.8311s
epoch 23, avg. triple loss: 1.2650, cost time: 16.3084s
epoch 24, avg. triple loss: 1.2530, cost time: 16.4397s
epoch 25, avg. triple loss: 1.2409, cost time: 16.9419s
epoch 26, avg. triple loss: 1.2296, cost time: 16.8386s
epoch 27, avg. triple loss: 1.2182, cost time: 17.2753s
epoch 28, avg. triple loss: 1.2085, cost time: 14.4732s
epoch 29, avg. triple loss: 1.1986, cost time: 14.3232s
epoch 30, avg. triple loss: 1.1884, cost time: 13.6919s
generating neighbors of 25698 entities costs 58.315 s.
epoch 31, avg. triple loss: 1.1909, cost time: 11.2208s
epoch 32, avg. triple loss: 1.1825, cost time: 10.6833s
epoch 33, avg. triple loss: 1.1745, cost time: 11.0799s
epoch 34, avg. triple loss: 1.1663, cost time: 10.6021s
epoch 35, avg. triple loss: 1.1587, cost time: 11.2900s
epoch 36, avg. triple loss: 1.1520, cost time: 10.8447s
epoch 37, avg. triple loss: 1.1448, cost time: 11.5460s
epoch 38, avg. triple loss: 1.1382, cost time: 10.8582s
epoch 39, avg. triple loss: 1.1326, cost time: 10.4483s
epoch 40, avg. triple loss: 1.1255, cost time: 10.4345s
generating neighbors of 25698 entities costs 51.695 s.
epoch 41, avg. triple loss: 1.1265, cost time: 10.8980s
epoch 42, avg. triple loss: 1.1211, cost time: 11.0255s
epoch 43, avg. triple loss: 1.1146, cost time: 10.1956s
epoch 44, avg. triple loss: 1.1100, cost time: 10.7030s
epoch 45, avg. triple loss: 1.1057, cost time: 11.0436s
epoch 46, avg. triple loss: 1.0998, cost time: 11.3788s
epoch 47, avg. triple loss: 1.0964, cost time: 11.9247s
epoch 48, avg. triple loss: 1.0915, cost time: 11.2625s
epoch 49, avg. triple loss: 1.0868, cost time: 10.7343s
epoch 50, avg. triple loss: 1.0819, cost time: 10.2244s
generating neighbors of 25698 entities costs 50.488 s.
epoch 51, avg. triple loss: 1.0822, cost time: 11.1903s
epoch 52, avg. triple loss: 1.0782, cost time: 11.8494s
epoch 53, avg. triple loss: 1.0743, cost time: 11.3216s
epoch 54, avg. triple loss: 1.0715, cost time: 10.6489s
epoch 55, avg. triple loss: 1.0674, cost time: 11.2116s
epoch 56, avg. triple loss: 1.0635, cost time: 11.8389s
epoch 57, avg. triple loss: 1.0597, cost time: 11.2999s
epoch 58, avg. triple loss: 1.0559, cost time: 9.6353s
epoch 59, avg. triple loss: 1.0542, cost time: 9.8377s
epoch 60, avg. triple loss: 1.0500, cost time: 10.9505s
generating neighbors of 25698 entities costs 41.801 s.
epoch 61, avg. triple loss: 1.0508, cost time: 9.3218s
epoch 62, avg. triple loss: 1.0475, cost time: 9.3894s
epoch 63, avg. triple loss: 1.0437, cost time: 8.7255s
epoch 64, avg. triple loss: 1.0413, cost time: 8.7369s
epoch 65, avg. triple loss: 1.0395, cost time: 9.9296s
epoch 66, avg. triple loss: 1.0358, cost time: 9.9705s
epoch 67, avg. triple loss: 1.0341, cost time: 9.3004s
epoch 68, avg. triple loss: 1.0304, cost time: 8.9447s
epoch 69, avg. triple loss: 1.0291, cost time: 9.2669s
epoch 70, avg. triple loss: 1.0263, cost time: 8.7420s
generating neighbors of 25698 entities costs 38.089 s.
epoch 71, avg. triple loss: 1.0277, cost time: 10.0234s
epoch 72, avg. triple loss: 1.0244, cost time: 9.7221s
epoch 73, avg. triple loss: 1.0214, cost time: 9.7841s
epoch 74, avg. triple loss: 1.0202, cost time: 9.4208s
epoch 75, avg. triple loss: 1.0175, cost time: 9.2479s
epoch 76, avg. triple loss: 1.0151, cost time: 9.6077s
epoch 77, avg. triple loss: 1.0138, cost time: 9.6626s
epoch 78, avg. triple loss: 1.0125, cost time: 9.1070s
epoch 79, avg. triple loss: 1.0098, cost time: 9.5189s
epoch 80, avg. triple loss: 1.0079, cost time: 9.8111s
generating neighbors of 25698 entities costs 39.549 s.
epoch 81, avg. triple loss: 1.0096, cost time: 9.8698s
epoch 82, avg. triple loss: 1.0066, cost time: 9.7817s
epoch 83, avg. triple loss: 1.0046, cost time: 10.3291s
epoch 84, avg. triple loss: 1.0020, cost time: 10.4881s
epoch 85, avg. triple loss: 1.0006, cost time: 9.1143s
epoch 86, avg. triple loss: 0.9992, cost time: 9.4974s
epoch 87, avg. triple loss: 0.9977, cost time: 9.1914s
epoch 88, avg. triple loss: 0.9961, cost time: 9.6907s
epoch 89, avg. triple loss: 0.9944, cost time: 9.0178s
epoch 90, avg. triple loss: 0.9934, cost time: 8.5644s
generating neighbors of 25698 entities costs 37.258 s.
epoch 91, avg. triple loss: 0.9948, cost time: 9.6232s
epoch 92, avg. triple loss: 0.9925, cost time: 10.0510s
epoch 93, avg. triple loss: 0.9910, cost time: 9.9323s
epoch 94, avg. triple loss: 0.9894, cost time: 9.0947s
epoch 95, avg. triple loss: 0.9887, cost time: 9.1301s
epoch 96, avg. triple loss: 0.9860, cost time: 9.1003s
epoch 97, avg. triple loss: 0.9851, cost time: 9.2137s
epoch 98, avg. triple loss: 0.9836, cost time: 8.6653s
epoch 99, avg. triple loss: 0.9832, cost time: 9.6319s
epoch 100, avg. triple loss: 0.9819, cost time: 9.5465s
quick results: hits@[1, 5, 10, 50] = [ 0. 0. 2.128 14.894]%, time = 1.699 s
generating neighbors of 25698 entities costs 36.093 s.
epoch 101, avg. triple loss: 0.9843, cost time: 8.7867s
epoch 102, avg. triple loss: 0.9804, cost time: 8.7878s
epoch 103, avg. triple loss: 0.9802, cost time: 9.0132s
epoch 104, avg. triple loss: 0.9788, cost time: 9.3481s
epoch 105, avg. triple loss: 0.9772, cost time: 9.5172s
epoch 106, avg. triple loss: 0.9762, cost time: 9.1929s
epoch 107, avg. triple loss: 0.9754, cost time: 9.3318s
epoch 108, avg. triple loss: 0.9738, cost time: 9.3143s
epoch 109, avg. triple loss: 0.9735, cost time: 8.6141s
epoch 110, avg. triple loss: 0.9723, cost time: 9.1502s
quick results: hits@[1, 5, 10, 50] = [ 0. 0. 3.191 13.83 ]%, time = 1.631 s
generating neighbors of 25698 entities costs 35.629 s.
epoch 111, avg. triple loss: 0.9751, cost time: 8.8953s
epoch 112, avg. triple loss: 0.9718, cost time: 9.1080s
epoch 113, avg. triple loss: 0.9710, cost time: 9.3099s
epoch 114, avg. triple loss: 0.9690, cost time: 9.3041s
epoch 115, avg. triple loss: 0.9692, cost time: 8.9750s
epoch 116, avg. triple loss: 0.9679, cost time: 8.8082s
epoch 117, avg. triple loss: 0.9668, cost time: 9.5546s
epoch 118, avg. triple loss: 0.9656, cost time: 10.1581s
epoch 119, avg. triple loss: 0.9653, cost time: 9.3094s
epoch 120, avg. triple loss: 0.9638, cost time: 9.0675s
quick results: hits@[1, 5, 10, 50] = [ 0. 0. 3.191 11.702]%, time = 1.519 s
== should early stop ==
Training ends. Total time = 2105.608 s.
accurate results: hits@[1, 5, 10, 50] = [ 0.8 1.333 2.4 11.733]%, mr = 180.467, mrr = 0.021546, time = 0.917 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 0.267 1.867 2.933 12.267]%, mr = 180.059, mrr = 0.019592, time = 0.864 s
Results saved!
../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Basic/721_5fold/1/20231016225755/kg2_attr_ids saved.
Embeddings saved!
Total run time = 2122.583 s.