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nohup_gold-basic_simple.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'SimplE', 'alignment_module': 'sharing', 'search_module': 'greedy', 'dim': 100, 'init': 'xavier', 'ent_l2_norm': True, 'rel_l2_norm': True, 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 3, '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}
SimplE
<openea.modules.args.args_hander.ARGs object at 0x7fc9ccd64748>
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
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Gold-Basic'] 721_5fold/1/ SimplE
results output folder: ../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/
epoch 1, avg. triple loss: 1.3727, cost time: 7.7593s
epoch 2, avg. triple loss: 1.2225, cost time: 6.2299s
epoch 3, avg. triple loss: 1.1516, cost time: 6.8320s
epoch 4, avg. triple loss: 1.1080, cost time: 6.0993s
epoch 5, avg. triple loss: 1.0780, cost time: 6.5393s
epoch 6, avg. triple loss: 1.0537, cost time: 6.7622s
epoch 7, avg. triple loss: 1.0362, cost time: 6.1981s
epoch 8, avg. triple loss: 1.0212, cost time: 6.8628s
epoch 9, avg. triple loss: 1.0083, cost time: 6.1689s
epoch 10, avg. triple loss: 0.9992, cost time: 6.0131s
valid
quick results: hits@[1, 5, 10, 50] = [ 0. 0. 1.064 10.638]%, time = 1.964 s
epoch 11, avg. triple loss: 0.9906, cost time: 6.0676s
epoch 12, avg. triple loss: 0.9847, cost time: 5.9866s
epoch 13, avg. triple loss: 0.9787, cost time: 6.5322s
epoch 14, avg. triple loss: 0.9757, cost time: 6.1991s
epoch 15, avg. triple loss: 0.9719, cost time: 6.4598s
epoch 16, avg. triple loss: 0.9693, cost time: 6.0572s
epoch 17, avg. triple loss: 0.9660, cost time: 6.4323s
epoch 18, avg. triple loss: 0.9631, cost time: 6.2871s
epoch 19, avg. triple loss: 0.9620, cost time: 7.3654s
epoch 20, avg. triple loss: 0.9612, cost time: 6.6199s
valid
quick results: hits@[1, 5, 10, 50] = [0. 0. 2.128 6.383]%, time = 1.436 s
epoch 21, avg. triple loss: 0.9587, cost time: 6.6221s
epoch 22, avg. triple loss: 0.9586, cost time: 6.1785s
epoch 23, avg. triple loss: 0.9569, cost time: 6.2188s
epoch 24, avg. triple loss: 0.9577, cost time: 7.1648s
epoch 25, avg. triple loss: 0.9550, cost time: 6.8364s
epoch 26, avg. triple loss: 0.9539, cost time: 6.3364s
epoch 27, avg. triple loss: 0.9536, cost time: 6.5259s
epoch 28, avg. triple loss: 0.9531, cost time: 6.5648s
epoch 29, avg. triple loss: 0.9519, cost time: 5.4824s
epoch 30, avg. triple loss: 0.9511, cost time: 7.1050s
valid
quick results: hits@[1, 5, 10, 50] = [0. 0. 1.064 9.574]%, time = 1.253 s
== should early stop ==
Training ends. Total time = 206.768 s.
test
accurate results: hits@[1, 5, 10, 50] = [ 0. 2.133 4. 14.133]%, mr = 187.328, mrr = 0.019445, time = 1.333 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 0. 2.933 4. 15.2 ]%, mr = 186.024, mrr = 0.019424, time = 1.545 s
Results saved!
../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Gold-Basic/721_5fold/1/20231016225754/kg2_attr_ids saved.
Embeddings saved!
Total run time = 237.080 s.