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nohup_imuse.txt
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nohup_imuse.txt
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load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'IMUSE', 'alignment_module': 'sharing', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss_norm': 'L2', 'margin': 1.5, 'loss': 'margin-based', 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'SGD', 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 4, '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, 'sim_thresholds_ent': 0.6, 'sim_thresholds_attr': 0.6, 'interactive_model_iter_num': 1}
IMUSE
<openea.modules.args.args_hander.ARGs object at 0x7f6c62328908>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/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: 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: 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: 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/Basic-LLM/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Basic-LLM'] 541_5fold/1/ IMUSE
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/
aligned_attr_pair_set: 10
align_entity_by_attributes...
1 len(aligned_ent_pair_set_all): 73 len(aligned_ent_pair_set_iter): 73
9354.559771299362
epoch 1, avg. triple loss: 0.8946, cost time: 11.6047s
epoch 1, align learning loss: 1.9359, time: 0.5728s
epoch 2, avg. triple loss: 0.4931, cost time: 11.5315s
epoch 2, align learning loss: 1.8325, time: 0.3815s
epoch 3, avg. triple loss: 0.4660, cost time: 11.1991s
epoch 3, align learning loss: 1.7321, time: 0.3492s
epoch 4, avg. triple loss: 0.4564, cost time: 8.6095s
epoch 4, align learning loss: 1.6344, time: 0.2458s
epoch 5, avg. triple loss: 0.4528, cost time: 11.8737s
epoch 5, align learning loss: 1.5395, time: 0.2511s
epoch 6, avg. triple loss: 0.4528, cost time: 11.9048s
epoch 6, align learning loss: 1.4486, time: 0.3200s
epoch 7, avg. triple loss: 0.4518, cost time: 10.0497s
epoch 7, align learning loss: 1.3634, time: 0.3658s
epoch 8, avg. triple loss: 0.4494, cost time: 12.0280s
epoch 8, align learning loss: 1.2816, time: 0.4449s
epoch 9, avg. triple loss: 0.4490, cost time: 11.3189s
epoch 9, align learning loss: 1.2054, time: 0.3232s
epoch 10, avg. triple loss: 0.4492, cost time: 10.1861s
epoch 10, align learning loss: 1.1342, time: 0.2616s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.1 0.4 ]%, time = 12.173 s
epoch 11, avg. triple loss: 0.4477, cost time: 12.1750s
epoch 11, align learning loss: 1.0681, time: 0.2685s
epoch 12, avg. triple loss: 0.4481, cost time: 11.3264s
epoch 12, align learning loss: 1.0070, time: 0.6202s
epoch 13, avg. triple loss: 0.4469, cost time: 10.1565s
epoch 13, align learning loss: 0.9494, time: 0.2530s
epoch 14, avg. triple loss: 0.4453, cost time: 10.5472s
epoch 14, align learning loss: 0.8960, time: 0.2336s
epoch 15, avg. triple loss: 0.4451, cost time: 9.6788s
epoch 15, align learning loss: 0.8463, time: 0.5833s
epoch 16, avg. triple loss: 0.4441, cost time: 12.4069s
epoch 16, align learning loss: 0.7999, time: 0.2415s
epoch 17, avg. triple loss: 0.4438, cost time: 12.0080s
epoch 17, align learning loss: 0.7568, time: 0.5411s
epoch 18, avg. triple loss: 0.4412, cost time: 11.8752s
epoch 18, align learning loss: 0.7166, time: 0.2780s
epoch 19, avg. triple loss: 0.4403, cost time: 12.1690s
epoch 19, align learning loss: 0.6787, time: 0.3340s
epoch 20, avg. triple loss: 0.4372, cost time: 11.4287s
epoch 20, align learning loss: 0.6432, time: 0.5216s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.1 0.35]%, time = 8.690 s
epoch 21, avg. triple loss: 0.4384, cost time: 10.2359s
epoch 21, align learning loss: 0.6096, time: 0.1758s
epoch 22, avg. triple loss: 0.4357, cost time: 12.4512s
epoch 22, align learning loss: 0.5786, time: 0.4572s
epoch 23, avg. triple loss: 0.4320, cost time: 21.1273s
epoch 23, align learning loss: 0.5492, time: 0.2668s
epoch 24, avg. triple loss: 0.4313, cost time: 11.5529s
epoch 24, align learning loss: 0.5217, time: 0.5511s
epoch 25, avg. triple loss: 0.4271, cost time: 10.1366s
epoch 25, align learning loss: 0.4956, time: 0.2005s
epoch 26, avg. triple loss: 0.4224, cost time: 12.6380s
epoch 26, align learning loss: 0.4713, time: 0.3302s
epoch 27, avg. triple loss: 0.4187, cost time: 10.4392s
epoch 27, align learning loss: 0.4476, time: 0.5083s
epoch 28, avg. triple loss: 0.4152, cost time: 10.5722s
epoch 28, align learning loss: 0.4250, time: 0.1865s
epoch 29, avg. triple loss: 0.4113, cost time: 12.2922s
epoch 29, align learning loss: 0.4041, time: 0.2232s
epoch 30, avg. triple loss: 0.4057, cost time: 11.7396s
epoch 30, align learning loss: 0.3843, time: 0.4255s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.1 0.35]%, time = 8.810 s
== should early stop ==
Training ends. Total time = 418.051 s.
accurate results: hits@[1, 5, 10, 50] = [0.038 0.038 0.1 0.625]%, mr = 4028.644, mrr = 0.001245, time = 20.131 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0.025 0.05 0.062 0.575]%, mr = 4028.765, mrr = 0.001175, time = 30.798 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/IMUSE/Basic-LLM/541_5fold/1/20231103192751/kg2_attr_ids saved.
Embeddings saved!
Total run time = 9956.450 s.