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nohup_rdgcn.txt
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nohup_rdgcn.txt
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load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'RDGCN', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 300, 'neg_sampling': 'uniform', 'neg_triple_num': 125, 'learning_rate': 0.002, 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 3, 'ordered': True, 'start_valid': 30, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'manhattan', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': False, 'gamma': 1.0, 'dropout': 0, 'beta': 0.3, 'alpha': 0.1}
RDGCN
<openea.modules.args.args_hander.ARGs object at 0x7fed528468d0>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/541_5fold/1/test_links
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Basic-Gold'] 541_5fold/1/ RDGCN
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/
concat word embeddings
convert words to ids
look up desc embeddings
generating desc input costs time: 626.2808s
epoch 1, avg. relation triple loss: 1.0000, cost time: 2334.5806s
epoch 2, avg. relation triple loss: 1.0000, cost time: 17.2342s
epoch 3, avg. relation triple loss: 1.0000, cost time: 17.2507s
epoch 4, avg. relation triple loss: 1.0000, cost time: 18.5288s
epoch 5, avg. relation triple loss: 1.0000, cost time: 17.9680s
epoch 6, avg. relation triple loss: 1.0000, cost time: 18.6568s
epoch 7, avg. relation triple loss: 1.0000, cost time: 18.1011s
epoch 8, avg. relation triple loss: 1.0000, cost time: 17.7590s
epoch 9, avg. relation triple loss: 1.0000, cost time: 17.0662s
epoch 10, avg. relation triple loss: 1.0000, cost time: 16.7776s
epoch 11, avg. relation triple loss: 1.0000, cost time: 2204.2427s
epoch 12, avg. relation triple loss: 1.0000, cost time: 18.0952s
epoch 13, avg. relation triple loss: 1.0000, cost time: 17.8732s
epoch 14, avg. relation triple loss: 1.0000, cost time: 17.5335s
epoch 15, avg. relation triple loss: 1.0000, cost time: 18.1980s
epoch 16, avg. relation triple loss: 1.0000, cost time: 19.0075s
epoch 17, avg. relation triple loss: 1.0000, cost time: 17.4752s
epoch 18, avg. relation triple loss: 1.0000, cost time: 18.4051s
epoch 19, avg. relation triple loss: 1.0000, cost time: 17.9977s
epoch 20, avg. relation triple loss: 1.0000, cost time: 12.3853s
epoch 21, avg. relation triple loss: 1.0000, cost time: 2120.8649s
epoch 22, avg. relation triple loss: 1.0000, cost time: 15.4167s
epoch 23, avg. relation triple loss: 1.0000, cost time: 16.3492s
epoch 24, avg. relation triple loss: 1.0000, cost time: 15.8167s
epoch 25, avg. relation triple loss: 1.0000, cost time: 16.1542s
epoch 26, avg. relation triple loss: 1.0000, cost time: 16.5806s
epoch 27, avg. relation triple loss: 1.0000, cost time: 15.7842s
epoch 28, avg. relation triple loss: 1.0000, cost time: 16.0492s
epoch 29, avg. relation triple loss: 1.0000, cost time: 15.1734s
epoch 30, avg. relation triple loss: 1.0000, cost time: 18.4608s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.05]%, time = 36.444 s
epoch 31, avg. relation triple loss: 1.0000, cost time: 2281.2904s
epoch 32, avg. relation triple loss: 1.0000, cost time: 17.5274s
epoch 33, avg. relation triple loss: 1.0000, cost time: 18.2993s
epoch 34, avg. relation triple loss: 1.0000, cost time: 16.7504s
epoch 35, avg. relation triple loss: 1.0000, cost time: 17.3075s
epoch 36, avg. relation triple loss: 1.0000, cost time: 19.0843s
epoch 37, avg. relation triple loss: 1.0000, cost time: 19.4032s
epoch 38, avg. relation triple loss: 1.0000, cost time: 13.0371s
epoch 39, avg. relation triple loss: 1.0000, cost time: 11.3688s
epoch 40, avg. relation triple loss: 1.0000, cost time: 12.6099s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.05]%, time = 25.228 s
epoch 41, avg. relation triple loss: 1.0000, cost time: 1125.5747s
epoch 42, avg. relation triple loss: 1.0000, cost time: 10.1118s
epoch 43, avg. relation triple loss: 1.0000, cost time: 10.3206s
epoch 44, avg. relation triple loss: 1.0000, cost time: 9.6729s
epoch 45, avg. relation triple loss: 1.0000, cost time: 12.2445s
epoch 46, avg. relation triple loss: 1.0000, cost time: 11.9235s
epoch 47, avg. relation triple loss: 1.0000, cost time: 11.4292s
epoch 48, avg. relation triple loss: 1.0000, cost time: 12.4535s
epoch 49, avg. relation triple loss: 1.0000, cost time: 11.4887s
epoch 50, avg. relation triple loss: 1.0000, cost time: 12.3869s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.05]%, time = 14.854 s
== should early stop ==
training finish
Training ends. Total time = 10912.221 s.
accurate results: hits@[1, 5, 10, 50] = [0.012 0.062 0.125 0.625]%, mr = 4000.500, mrr = 0.001196, time = 24.512 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0.012 0.062 0.125 0.625]%, mr = 4000.500, mrr = 0.001196, time = 22.654 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Basic-Gold/541_5fold/1/20231116113051/kg2_attr_ids saved.
Embeddings saved!
Total run time = 11735.362 s.