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nohup_gold-gold_rsn4ea.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'RSN4EA', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'hidden_size': 100, 'num_layers': 2, 'num_samples': 10240, 'keep_prob': 0.6, 'max_length': 15, 'alpha': 0.7, 'beta': 0.7, 'learning_rate': 0.0005, 'optimizer': 'Adagrad', 'max_epoch': 30, 'batch_size': 512, 'batch_threads_num': 2, 'test_threads_num': 4, 'ordered': True, 'start_valid': 1, 'eval_freq': 3, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': False}
RSN4EA
<openea.modules.args.args_hander.ARGs object at 0x7ffaa271c780>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/721_5fold/1/test_links
before removing unlinked triples: 85585
after removing unlinked triples: 60832
before removing unlinked triples: 85585
after removing unlinked triples: 60832
Number of rt_dict: 20922
Number of hr_dict: 23815
entity relations dict: 20922
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24753
Number of relations: 6
Number of attributes: 8
Number of relation triples: 60832
Number of attribute triples: 10081
Number of local relation triples: 60832
Number of local attribute triples: 10081
Number of rt_dict: 20922
Number of hr_dict: 23815
entity relations dict: 20922
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24753
Number of relations: 6
Number of attributes: 8
Number of relation triples: 60832
Number of attribute triples: 10081
Number of local relation triples: 60832
Number of local attribute triples: 10081
Number of rt_dict: 20922
Number of hr_dict: 23815
entity relations dict: 20922
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24753
Number of relations: 6
Number of attributes: 8
Number of relation triples: 60832
Number of attribute triples: 10081
Number of local relation triples: 60832
Number of local attribute triples: 10081
Number of rt_dict: 20922
Number of hr_dict: 23815
entity relations dict: 20922
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24753
Number of relations: 6
Number of attributes: 8
Number of relation triples: 60832
Number of attribute triples: 10081
Number of local relation triples: 60832
Number of local attribute triples: 10081
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Gold-Gold/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Gold-Gold'] 721_5fold/1/ RSN4EA
results output folder: ../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/
hrt rt_x 1086752 1086752
1086752 1086752
1086752 1086752
1086752 1086752
1086752 1086752
1086752 1086752
epoch 1, avg. batch_loss: 8403.491733, cost time: 2873.4612 s
epoch 2, avg. batch_loss: 16.156021, cost time: 2558.6210 s
epoch 3, avg. batch_loss: 14.894592, cost time: 2091.9149 s
quick results: hits@[1, 5, 10, 50] = [90.828 97.535 98.182 98.949]%, time = 4.838 s
epoch 4, avg. batch_loss: 14.543853, cost time: 2114.6636 s
epoch 5, avg. batch_loss: 14.357541, cost time: 1818.6779 s
epoch 6, avg. batch_loss: 14.253385, cost time: 1718.0416 s
quick results: hits@[1, 5, 10, 50] = [94.869 98.626 98.707 99.354]%, time = 3.252 s
epoch 7, avg. batch_loss: 14.210406, cost time: 1712.3676 s
epoch 8, avg. batch_loss: 14.145155, cost time: 1586.1775 s
epoch 9, avg. batch_loss: 14.103072, cost time: 1544.1638 s
quick results: hits@[1, 5, 10, 50] = [95.313 98.384 98.869 99.354]%, time = 3.635 s
epoch 10, avg. batch_loss: 14.063342, cost time: 1558.8152 s
epoch 11, avg. batch_loss: 14.038370, cost time: 1565.7374 s
epoch 12, avg. batch_loss: 14.008606, cost time: 1531.3288 s
quick results: hits@[1, 5, 10, 50] = [95.758 98.384 98.949 99.475]%, time = 3.846 s
epoch 13, avg. batch_loss: 13.983631, cost time: 1459.5667 s
epoch 14, avg. batch_loss: 13.958612, cost time: 1217.9388 s
epoch 15, avg. batch_loss: 13.944600, cost time: 1142.1447 s
quick results: hits@[1, 5, 10, 50] = [96.202 98.586 98.99 99.596]%, time = 2.406 s
epoch 16, avg. batch_loss: 13.926649, cost time: 1119.2292 s
epoch 17, avg. batch_loss: 13.915133, cost time: 1134.3587 s
epoch 18, avg. batch_loss: 13.893837, cost time: 1114.8090 s
quick results: hits@[1, 5, 10, 50] = [96. 98.424 98.828 99.394]%, time = 2.555 s
epoch 19, avg. batch_loss: 13.867490, cost time: 1140.1844 s
epoch 20, avg. batch_loss: 13.851821, cost time: 1112.3261 s
epoch 21, avg. batch_loss: 13.841650, cost time: 1131.0254 s
quick results: hits@[1, 5, 10, 50] = [96.04 98.545 98.949 99.515]%, time = 3.360 s
epoch 22, avg. batch_loss: 13.832669, cost time: 1128.5196 s
epoch 23, avg. batch_loss: 13.820348, cost time: 1122.4335 s
epoch 24, avg. batch_loss: 13.803797, cost time: 1122.3363 s
quick results: hits@[1, 5, 10, 50] = [95.879 98.828 99.111 99.475]%, time = 2.471 s
epoch 25, avg. batch_loss: 13.791340, cost time: 1120.6188 s
epoch 26, avg. batch_loss: 13.780676, cost time: 1127.7250 s
epoch 27, avg. batch_loss: 13.777326, cost time: 1121.2553 s
quick results: hits@[1, 5, 10, 50] = [96.04 98.788 99.192 99.394]%, time = 2.561 s
epoch 28, avg. batch_loss: 13.747670, cost time: 1168.6689 s
epoch 29, avg. batch_loss: 13.749078, cost time: 1180.8113 s
epoch 30, avg. batch_loss: 13.731001, cost time: 1164.8596 s
quick results: hits@[1, 5, 10, 50] = [95.192 98.465 98.99 99.434]%, time = 2.413 s
Training ends. Total time = 43548.838 s.
accurate results: hits@[1, 5, 10, 50] = [95.788 98.727 99.071 99.404]%, mr = 5.490, mrr = 0.971247, time = 9.060 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [97.182 99.152 99.364 99.546]%, mr = 3.743, mrr = 0.980506, time = 49.383 s
Results saved!
../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/RSN4EA/Gold-Gold/721_5fold/1/20231019191912/kg2_attr_ids saved.
Embeddings saved!
Total run time = 54845.112 s.