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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 0x7f8c997f08d0>
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/ RDGCN
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/
concat word embeddings
convert words to ids
look up desc embeddings
generating desc input costs time: 654.7561s
epoch 1, avg. relation triple loss: 1.0000, cost time: 5998.3773s
epoch 2, avg. relation triple loss: 1.0000, cost time: 20.4386s
epoch 3, avg. relation triple loss: 1.0000, cost time: 23.2839s
epoch 4, avg. relation triple loss: 1.0000, cost time: 20.6197s
epoch 5, avg. relation triple loss: 1.0000, cost time: 23.2997s
epoch 6, avg. relation triple loss: 1.0000, cost time: 20.4349s
epoch 7, avg. relation triple loss: 1.0000, cost time: 23.0751s
epoch 8, avg. relation triple loss: 1.0000, cost time: 19.9938s
epoch 9, avg. relation triple loss: 1.0000, cost time: 23.2313s
epoch 10, avg. relation triple loss: 1.0000, cost time: 20.4662s
epoch 11, avg. relation triple loss: 1.0000, cost time: 5013.4663s
epoch 12, avg. relation triple loss: 1.0000, cost time: 20.2889s
epoch 13, avg. relation triple loss: 1.0000, cost time: 20.1001s
epoch 14, avg. relation triple loss: 1.0000, cost time: 19.7565s
epoch 15, avg. relation triple loss: 1.0000, cost time: 20.5199s
epoch 16, avg. relation triple loss: 1.0000, cost time: 20.0017s
epoch 17, avg. relation triple loss: 1.0000, cost time: 20.1644s
epoch 18, avg. relation triple loss: 1.0000, cost time: 20.3278s
epoch 19, avg. relation triple loss: 1.0000, cost time: 19.9728s
epoch 20, avg. relation triple loss: 1.0000, cost time: 24.3047s
epoch 21, avg. relation triple loss: 1.0000, cost time: 5107.1008s
epoch 22, avg. relation triple loss: 1.0000, cost time: 19.7501s
epoch 23, avg. relation triple loss: 1.0000, cost time: 22.3570s
epoch 24, avg. relation triple loss: 1.0000, cost time: 19.9154s
epoch 25, avg. relation triple loss: 1.0000, cost time: 22.3913s
epoch 26, avg. relation triple loss: 1.0000, cost time: 19.6622s
epoch 27, avg. relation triple loss: 1.0000, cost time: 22.3520s
epoch 28, avg. relation triple loss: 1.0000, cost time: 20.0413s
epoch 29, avg. relation triple loss: 1.0000, cost time: 22.3386s
epoch 30, avg. relation triple loss: 1.0000, cost time: 19.8328s
quick results: hits@[1, 5, 10, 50] = [0.017 0.017 0.017 0.017]%, time = 125.875 s
epoch 31, avg. relation triple loss: 1.0000, cost time: 4948.2592s
epoch 32, avg. relation triple loss: 1.0000, cost time: 20.4888s
epoch 33, avg. relation triple loss: 1.0000, cost time: 20.1276s
epoch 34, avg. relation triple loss: 1.0000, cost time: 19.8839s
epoch 35, avg. relation triple loss: 1.0000, cost time: 21.0145s
epoch 36, avg. relation triple loss: 1.0000, cost time: 21.6293s
epoch 37, avg. relation triple loss: 1.0000, cost time: 20.8594s
epoch 38, avg. relation triple loss: 1.0000, cost time: 20.8805s
epoch 39, avg. relation triple loss: 1.0000, cost time: 21.1163s
epoch 40, avg. relation triple loss: 1.0000, cost time: 21.5434s
quick results: hits@[1, 5, 10, 50] = [0.017 0.017 0.017 0.017]%, time = 121.769 s
epoch 41, avg. relation triple loss: 1.0000, cost time: 4972.9419s
epoch 42, avg. relation triple loss: 1.0000, cost time: 26.4164s
epoch 43, avg. relation triple loss: 1.0000, cost time: 26.4620s
epoch 44, avg. relation triple loss: 1.0000, cost time: 27.4184s
epoch 45, avg. relation triple loss: 1.0000, cost time: 26.4126s
epoch 46, avg. relation triple loss: 1.0000, cost time: 27.8254s
epoch 47, avg. relation triple loss: 1.0000, cost time: 38.1796s
epoch 48, avg. relation triple loss: 1.0000, cost time: 26.7123s
epoch 49, avg. relation triple loss: 1.0000, cost time: 27.1138s
epoch 50, avg. relation triple loss: 1.0000, cost time: 26.5103s
quick results: hits@[1, 5, 10, 50] = [0.017 0.017 0.017 0.017]%, time = 172.569 s
== should early stop ==
training finish
Training ends. Total time = 27511.074 s.
accurate results: hits@[1, 5, 10, 50] = [0.004 0.021 0.042 0.208]%, mr = 12000.500, mrr = 0.000444, time = 570.881 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0.004 0.021 0.042 0.208]%, mr = 12000.500, mrr = 0.000444, time = 643.531 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-LLM/541_5fold/1/20231117173702/kg2_attr_ids saved.
Embeddings saved!
Total run time = 29528.678 s.