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234 lines (213 loc) · 11.6 KB
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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 0x7fd67091e780>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/721_5fold/1/test_links
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: 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: 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: 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: 469, 469
supervised attribute triples: 27510, 27510
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Basic-Basic'] 721_5fold/1/ AlignE
results output folder: ../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/
epoch 1, avg. triple loss: 2.9793, cost time: 0.7372s
epoch 2, avg. triple loss: 2.4619, cost time: 0.5630s
epoch 3, avg. triple loss: 2.1332, cost time: 0.7276s
epoch 4, avg. triple loss: 1.8945, cost time: 0.6183s
epoch 5, avg. triple loss: 1.7103, cost time: 0.6621s
epoch 6, avg. triple loss: 1.5632, cost time: 0.6113s
epoch 7, avg. triple loss: 1.4418, cost time: 0.7927s
epoch 8, avg. triple loss: 1.3423, cost time: 1.3191s
epoch 9, avg. triple loss: 1.2587, cost time: 0.6450s
epoch 10, avg. triple loss: 1.1876, cost time: 0.7601s
generating neighbors of 1878 entities costs 1.489 s.
epoch 11, avg. triple loss: 1.1308, cost time: 0.8037s
epoch 12, avg. triple loss: 1.0766, cost time: 0.7962s
epoch 13, avg. triple loss: 1.0312, cost time: 0.8292s
epoch 14, avg. triple loss: 0.9913, cost time: 0.7407s
epoch 15, avg. triple loss: 0.9570, cost time: 0.8183s
epoch 16, avg. triple loss: 0.9239, cost time: 0.7087s
epoch 17, avg. triple loss: 0.8955, cost time: 0.7266s
epoch 18, avg. triple loss: 0.8685, cost time: 0.8082s
epoch 19, avg. triple loss: 0.8436, cost time: 0.6463s
epoch 20, avg. triple loss: 0.8219, cost time: 0.8431s
generating neighbors of 1878 entities costs 1.381 s.
epoch 21, avg. triple loss: 0.8088, cost time: 1.0896s
epoch 22, avg. triple loss: 0.7834, cost time: 0.8129s
epoch 23, avg. triple loss: 0.7662, cost time: 0.8640s
epoch 24, avg. triple loss: 0.7480, cost time: 0.9005s
epoch 25, avg. triple loss: 0.7322, cost time: 0.9006s
epoch 26, avg. triple loss: 0.7155, cost time: 0.8217s
epoch 27, avg. triple loss: 0.6993, cost time: 0.8634s
epoch 28, avg. triple loss: 0.6839, cost time: 0.8519s
epoch 29, avg. triple loss: 0.6704, cost time: 0.9270s
epoch 30, avg. triple loss: 0.6571, cost time: 0.7433s
generating neighbors of 1878 entities costs 1.205 s.
epoch 31, avg. triple loss: 0.6930, cost time: 0.7933s
epoch 32, avg. triple loss: 0.6423, cost time: 0.8342s
epoch 33, avg. triple loss: 0.6309, cost time: 0.8873s
epoch 34, avg. triple loss: 0.6187, cost time: 0.8488s
epoch 35, avg. triple loss: 0.6075, cost time: 0.8262s
epoch 36, avg. triple loss: 0.5952, cost time: 0.7323s
epoch 37, avg. triple loss: 0.5845, cost time: 0.8421s
epoch 38, avg. triple loss: 0.5721, cost time: 0.8024s
epoch 39, avg. triple loss: 0.5611, cost time: 0.6857s
epoch 40, avg. triple loss: 0.5514, cost time: 0.8741s
generating neighbors of 1878 entities costs 1.046 s.
epoch 41, avg. triple loss: 0.7267, cost time: 0.5884s
epoch 42, avg. triple loss: 0.5720, cost time: 0.9141s
epoch 43, avg. triple loss: 0.5579, cost time: 0.7520s
epoch 44, avg. triple loss: 0.5476, cost time: 0.7650s
epoch 45, avg. triple loss: 0.5363, cost time: 0.7683s
epoch 46, avg. triple loss: 0.5283, cost time: 0.8493s
epoch 47, avg. triple loss: 0.5194, cost time: 0.7385s
epoch 48, avg. triple loss: 0.5106, cost time: 0.6837s
epoch 49, avg. triple loss: 0.5018, cost time: 0.6875s
epoch 50, avg. triple loss: 0.4935, cost time: 0.7164s
generating neighbors of 1878 entities costs 0.869 s.
epoch 51, avg. triple loss: 0.8305, cost time: 0.7334s
epoch 52, avg. triple loss: 0.5526, cost time: 0.5920s
epoch 53, avg. triple loss: 0.5278, cost time: 0.6505s
epoch 54, avg. triple loss: 0.5135, cost time: 0.6337s
epoch 55, avg. triple loss: 0.5047, cost time: 0.7853s
epoch 56, avg. triple loss: 0.4952, cost time: 0.6453s
epoch 57, avg. triple loss: 0.4858, cost time: 0.7706s
epoch 58, avg. triple loss: 0.4787, cost time: 0.7659s
epoch 59, avg. triple loss: 0.4705, cost time: 0.6883s
epoch 60, avg. triple loss: 0.4640, cost time: 0.8002s
generating neighbors of 1878 entities costs 0.951 s.
epoch 61, avg. triple loss: 0.9444, cost time: 0.6227s
epoch 62, avg. triple loss: 0.5755, cost time: 0.7145s
epoch 63, avg. triple loss: 0.5169, cost time: 0.6199s
epoch 64, avg. triple loss: 0.5023, cost time: 0.7583s
epoch 65, avg. triple loss: 0.4913, cost time: 0.5583s
epoch 66, avg. triple loss: 0.4818, cost time: 0.6678s
epoch 67, avg. triple loss: 0.4724, cost time: 0.7470s
epoch 68, avg. triple loss: 0.4667, cost time: 0.7645s
epoch 69, avg. triple loss: 0.4589, cost time: 0.6734s
epoch 70, avg. triple loss: 0.4524, cost time: 0.6422s
generating neighbors of 1878 entities costs 0.690 s.
epoch 71, avg. triple loss: 1.0379, cost time: 0.6665s
epoch 72, avg. triple loss: 0.6402, cost time: 0.6979s
epoch 73, avg. triple loss: 0.5256, cost time: 0.6600s
epoch 74, avg. triple loss: 0.5072, cost time: 0.5914s
epoch 75, avg. triple loss: 0.4937, cost time: 0.6924s
epoch 76, avg. triple loss: 0.4829, cost time: 0.6901s
epoch 77, avg. triple loss: 0.4737, cost time: 0.5824s
epoch 78, avg. triple loss: 0.4672, cost time: 0.4567s
epoch 79, avg. triple loss: 0.4594, cost time: 0.8110s
epoch 80, avg. triple loss: 0.4524, cost time: 0.6692s
generating neighbors of 1878 entities costs 0.801 s.
epoch 81, avg. triple loss: 1.1142, cost time: 0.7779s
epoch 82, avg. triple loss: 0.7188, cost time: 0.5562s
epoch 83, avg. triple loss: 0.5475, cost time: 0.5252s
epoch 84, avg. triple loss: 0.5192, cost time: 0.5778s
epoch 85, avg. triple loss: 0.5040, cost time: 0.7327s
epoch 86, avg. triple loss: 0.4931, cost time: 0.5522s
epoch 87, avg. triple loss: 0.4823, cost time: 0.5322s
epoch 88, avg. triple loss: 0.4736, cost time: 0.6101s
epoch 89, avg. triple loss: 0.4662, cost time: 0.6482s
epoch 90, avg. triple loss: 0.4598, cost time: 0.6715s
generating neighbors of 1878 entities costs 0.727 s.
epoch 91, avg. triple loss: 1.1695, cost time: 0.6531s
epoch 92, avg. triple loss: 0.7875, cost time: 0.5060s
epoch 93, avg. triple loss: 0.5839, cost time: 0.7025s
epoch 94, avg. triple loss: 0.5387, cost time: 0.5464s
epoch 95, avg. triple loss: 0.5200, cost time: 0.6355s
epoch 96, avg. triple loss: 0.5063, cost time: 0.5710s
epoch 97, avg. triple loss: 0.4956, cost time: 0.7866s
epoch 98, avg. triple loss: 0.4871, cost time: 0.6709s
epoch 99, avg. triple loss: 0.4777, cost time: 0.6571s
epoch 100, avg. triple loss: 0.4712, cost time: 0.7577s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 4.255]%, time = 0.618 s
generating neighbors of 1878 entities costs 0.632 s.
epoch 101, avg. triple loss: 1.2070, cost time: 0.7167s
epoch 102, avg. triple loss: 0.8387, cost time: 0.7558s
epoch 103, avg. triple loss: 0.6209, cost time: 0.6571s
epoch 104, avg. triple loss: 0.5642, cost time: 0.5456s
epoch 105, avg. triple loss: 0.5408, cost time: 0.5941s
epoch 106, avg. triple loss: 0.5243, cost time: 0.4128s
epoch 107, avg. triple loss: 0.5123, cost time: 0.6343s
epoch 108, avg. triple loss: 0.5031, cost time: 0.7319s
epoch 109, avg. triple loss: 0.4945, cost time: 0.5303s
epoch 110, avg. triple loss: 0.4848, cost time: 0.6366s
quick results: hits@[1, 5, 10, 50] = [0. 0. 1.064 5.319]%, time = 0.696 s
generating neighbors of 1878 entities costs 0.760 s.
epoch 111, avg. triple loss: 1.2261, cost time: 0.5422s
epoch 112, avg. triple loss: 0.8754, cost time: 0.5010s
epoch 113, avg. triple loss: 0.6636, cost time: 0.5993s
epoch 114, avg. triple loss: 0.5881, cost time: 0.6215s
epoch 115, avg. triple loss: 0.5625, cost time: 0.4895s
epoch 116, avg. triple loss: 0.5457, cost time: 0.5035s
epoch 117, avg. triple loss: 0.5322, cost time: 0.5346s
epoch 118, avg. triple loss: 0.5227, cost time: 0.6237s
epoch 119, avg. triple loss: 0.5133, cost time: 0.5882s
epoch 120, avg. triple loss: 0.5039, cost time: 0.6888s
quick results: hits@[1, 5, 10, 50] = [0. 0. 1.064 8.511]%, time = 0.554 s
== should early stop ==
Training ends. Total time = 103.984 s.
accurate results: hits@[1, 5, 10, 50] = [ 0.267 0.8 1.867 12.8 ]%, mr = 190.645, mrr = 0.015152, time = 0.601 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 0.267 0.533 1.333 13.333]%, mr = 191.419, mrr = 0.014178, time = 0.664 s
Results saved!
../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Basic-Basic/721_5fold/1/20231020214926/kg2_attr_ids saved.
Embeddings saved!
Total run time = 110.022 s.