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nohup_simple.txt
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nohup_simple.txt
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load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_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 0x7f549d7708d0>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/541_5fold/1/test_links
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: 60000
Number of hr_dict: 3
entity relations dict: 60000
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60003
Number of relations: 1
Number of attributes: 23
Number of relation triples: 60000
Number of attribute triples: 459923
Number of local relation triples: 60000
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: 60000
Number of hr_dict: 3
entity relations dict: 60000
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60003
Number of relations: 1
Number of attributes: 23
Number of relation triples: 60000
Number of attribute triples: 459923
Number of local relation triples: 60000
Number of local attribute triples: 459923
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-LLM/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Gold-LLM'] 541_5fold/1/ SimplE
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/
epoch 1, avg. triple loss: 1.1787, cost time: 101.0348s
epoch 2, avg. triple loss: 0.9672, cost time: 97.1524s
epoch 3, avg. triple loss: 0.9232, cost time: 95.5185s
epoch 4, avg. triple loss: 0.9060, cost time: 139.5249s
epoch 5, avg. triple loss: 0.8971, cost time: 139.0289s
epoch 6, avg. triple loss: 0.8919, cost time: 146.2304s
epoch 7, avg. triple loss: 0.8885, cost time: 131.9546s
epoch 8, avg. triple loss: 0.8858, cost time: 136.4168s
epoch 9, avg. triple loss: 0.8842, cost time: 126.5699s
epoch 10, avg. triple loss: 0.8817, cost time: 135.0287s
valid
quick results: hits@[1, 5, 10, 50] = [0. 0.017 0.05 0.45 ]%, time = 50.565 s
epoch 11, avg. triple loss: 0.8802, cost time: 137.3383s
epoch 12, avg. triple loss: 0.8791, cost time: 137.3134s
epoch 13, avg. triple loss: 0.8778, cost time: 137.4904s
epoch 14, avg. triple loss: 0.8766, cost time: 136.5647s
epoch 15, avg. triple loss: 0.8759, cost time: 129.7209s
epoch 16, avg. triple loss: 0.8752, cost time: 133.4344s
epoch 17, avg. triple loss: 0.8752, cost time: 126.2716s
epoch 18, avg. triple loss: 0.8733, cost time: 127.5433s
epoch 19, avg. triple loss: 0.8728, cost time: 129.9818s
epoch 20, avg. triple loss: 0.8719, cost time: 128.1281s
valid
quick results: hits@[1, 5, 10, 50] = [0. 0.033 0.067 0.45 ]%, time = 50.645 s
epoch 21, avg. triple loss: 0.8728, cost time: 127.0991s
epoch 22, avg. triple loss: 0.8709, cost time: 123.8816s
epoch 23, avg. triple loss: 0.8707, cost time: 134.6425s
epoch 24, avg. triple loss: 0.8702, cost time: 126.7111s
epoch 25, avg. triple loss: 0.8692, cost time: 123.0503s
epoch 26, avg. triple loss: 0.8695, cost time: 122.4876s
epoch 27, avg. triple loss: 0.8677, cost time: 138.8893s
epoch 28, avg. triple loss: 0.8680, cost time: 132.3015s
epoch 29, avg. triple loss: 0.8682, cost time: 145.2056s
epoch 30, avg. triple loss: 0.8669, cost time: 135.5226s
valid
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.033 0.517]%, time = 51.022 s
== should early stop ==
Training ends. Total time = 4108.243 s.
test
accurate results: hits@[1, 5, 10, 50] = [0.021 0.046 0.112 0.596]%, mr = 4427.050, mrr = 0.001168, time = 379.492 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0.008 0.046 0.104 0.592]%, mr = 4173.784, mrr = 0.001080, time = 2675.046 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/SimplE/Gold-LLM/541_5fold/1/20231104120630/kg2_attr_ids saved.
Embeddings saved!
Total run time = 7485.589 s.