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load arguments: {'training_data': '../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/', 'output': '../../OntologySummit/CustomerComplaintDatabase/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 0x7fe5bd08b908>
read relation triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/rel_triples_1
read relation triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/rel_triples_2
read attribute triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/attr_triples_1
read attribute triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/attr_triples_2
read links: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/541_5fold/1/train_links
read links: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/541_5fold/1/valid_links
read links: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/541_5fold/1/test_links
Number of rt_dict: 61049
Number of hr_dict: 41058
entity relations dict: 61049
Number of av_dict: 40000
entity attributes dict: 40000
KG statistics:
Number of entities: 61058
Number of relations: 9
Number of attributes: 4
Number of relation triples: 180545
Number of attribute triples: 61724
Number of local relation triples: 180545
Number of local attribute triples: 61724
Number of rt_dict: 61049
Number of hr_dict: 41058
entity relations dict: 61049
Number of av_dict: 40000
entity attributes dict: 40000
KG statistics:
Number of entities: 61058
Number of relations: 9
Number of attributes: 4
Number of relation triples: 180545
Number of attribute triples: 61724
Number of local relation triples: 180545
Number of local attribute triples: 61724
Number of rt_dict: 61049
Number of hr_dict: 41058
entity relations dict: 61049
Number of av_dict: 40000
entity attributes dict: 40000
KG statistics:
Number of entities: 61058
Number of relations: 9
Number of attributes: 4
Number of relation triples: 180545
Number of attribute triples: 61724
Number of local relation triples: 180545
Number of local attribute triples: 61724
Number of rt_dict: 61049
Number of hr_dict: 41058
entity relations dict: 61049
Number of av_dict: 40000
entity attributes dict: 40000
KG statistics:
Number of entities: 61058
Number of relations: 9
Number of attributes: 4
Number of relation triples: 180545
Number of attribute triples: 61724
Number of local relation triples: 180545
Number of local attribute triples: 61724
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/ ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/LLM-LLM/ ['..', '..', 'OntologySummit', 'CustomerComplaintDatabase', 'EntityAlignment', 'LLM-LLM'] 541_5fold/1/ SimplE
results output folder: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/
epoch 1, avg. triple loss: 1.2547, cost time: 47.2502s
epoch 2, avg. triple loss: 1.0659, cost time: 42.4546s
epoch 3, avg. triple loss: 1.0175, cost time: 41.8671s
epoch 4, avg. triple loss: 0.9917, cost time: 42.5245s
epoch 5, avg. triple loss: 0.9728, cost time: 40.0450s
epoch 6, avg. triple loss: 0.9591, cost time: 40.6379s
epoch 7, avg. triple loss: 0.9487, cost time: 41.3672s
epoch 8, avg. triple loss: 0.9405, cost time: 40.8558s
epoch 9, avg. triple loss: 0.9341, cost time: 41.2350s
epoch 10, avg. triple loss: 0.9284, cost time: 41.1398s
valid
quick results: hits@[1, 5, 10, 50] = [ 3.44 6.65 8.763 14.791]%, time = 17.615 s
epoch 11, avg. triple loss: 0.9234, cost time: 40.2016s
epoch 12, avg. triple loss: 0.9200, cost time: 40.1734s
epoch 13, avg. triple loss: 0.9166, cost time: 41.9373s
epoch 14, avg. triple loss: 0.9135, cost time: 41.8560s
epoch 15, avg. triple loss: 0.9112, cost time: 42.2478s
epoch 16, avg. triple loss: 0.9092, cost time: 40.3513s
epoch 17, avg. triple loss: 0.9068, cost time: 38.8964s
epoch 18, avg. triple loss: 0.9059, cost time: 38.1473s
epoch 19, avg. triple loss: 0.9032, cost time: 40.2399s
epoch 20, avg. triple loss: 0.9025, cost time: 40.0416s
valid
quick results: hits@[1, 5, 10, 50] = [ 8.337 12.989 15.332 21.966]%, time = 16.143 s
epoch 21, avg. triple loss: 0.9016, cost time: 39.4186s
epoch 22, avg. triple loss: 0.9005, cost time: 40.5143s
epoch 23, avg. triple loss: 0.8999, cost time: 39.7906s
epoch 24, avg. triple loss: 0.8990, cost time: 40.1986s
epoch 25, avg. triple loss: 0.8985, cost time: 40.5950s
epoch 26, avg. triple loss: 0.8977, cost time: 40.3831s
epoch 27, avg. triple loss: 0.8962, cost time: 39.9575s
epoch 28, avg. triple loss: 0.8967, cost time: 40.4214s
epoch 29, avg. triple loss: 0.8958, cost time: 41.2024s
epoch 30, avg. triple loss: 0.8954, cost time: 40.3354s
valid
quick results: hits@[1, 5, 10, 50] = [11.286 16.347 18.411 24.275]%, time = 16.736 s
epoch 31, avg. triple loss: 0.8946, cost time: 39.6638s
epoch 32, avg. triple loss: 0.8947, cost time: 41.3750s
epoch 33, avg. triple loss: 0.8941, cost time: 39.9095s
epoch 34, avg. triple loss: 0.8940, cost time: 38.9509s
epoch 35, avg. triple loss: 0.8932, cost time: 39.9594s
epoch 36, avg. triple loss: 0.8934, cost time: 39.7795s
epoch 37, avg. triple loss: 0.8929, cost time: 39.9259s
epoch 38, avg. triple loss: 0.8924, cost time: 39.5604s
epoch 39, avg. triple loss: 0.8924, cost time: 40.4001s
epoch 40, avg. triple loss: 0.8921, cost time: 41.0809s
valid
quick results: hits@[1, 5, 10, 50] = [12.285 17.281 19.263 25.258]%, time = 17.814 s
epoch 41, avg. triple loss: 0.8914, cost time: 39.2760s
epoch 42, avg. triple loss: 0.8912, cost time: 39.7100s
epoch 43, avg. triple loss: 0.8913, cost time: 39.9926s
epoch 44, avg. triple loss: 0.8912, cost time: 41.4223s
epoch 45, avg. triple loss: 0.8906, cost time: 40.6707s
epoch 46, avg. triple loss: 0.8897, cost time: 40.5378s
epoch 47, avg. triple loss: 0.8896, cost time: 40.7768s
epoch 48, avg. triple loss: 0.8900, cost time: 39.3046s
epoch 49, avg. triple loss: 0.8897, cost time: 40.1374s
epoch 50, avg. triple loss: 0.8891, cost time: 39.8305s
valid
quick results: hits@[1, 5, 10, 50] = [12.76 17.772 20.147 26.241]%, time = 17.533 s
epoch 51, avg. triple loss: 0.8886, cost time: 39.8704s
epoch 52, avg. triple loss: 0.8896, cost time: 40.0020s
epoch 53, avg. triple loss: 0.8895, cost time: 40.4627s
epoch 54, avg. triple loss: 0.8892, cost time: 39.0258s
epoch 55, avg. triple loss: 0.8891, cost time: 39.1799s
epoch 56, avg. triple loss: 0.8883, cost time: 35.7576s
epoch 57, avg. triple loss: 0.8882, cost time: 38.7253s
epoch 58, avg. triple loss: 0.8881, cost time: 36.7312s
epoch 59, avg. triple loss: 0.8879, cost time: 36.4560s
epoch 60, avg. triple loss: 0.8884, cost time: 35.5681s
valid
quick results: hits@[1, 5, 10, 50] = [13.661 18.362 20.655 27.011]%, time = 16.287 s
epoch 61, avg. triple loss: 0.8883, cost time: 35.8052s
epoch 62, avg. triple loss: 0.8875, cost time: 34.7398s
epoch 63, avg. triple loss: 0.8878, cost time: 35.3548s
epoch 64, avg. triple loss: 0.8872, cost time: 35.3702s
epoch 65, avg. triple loss: 0.8872, cost time: 35.0277s
epoch 66, avg. triple loss: 0.8874, cost time: 34.7104s
epoch 67, avg. triple loss: 0.8873, cost time: 38.3543s
epoch 68, avg. triple loss: 0.8867, cost time: 38.8096s
epoch 69, avg. triple loss: 0.8866, cost time: 37.9560s
epoch 70, avg. triple loss: 0.8868, cost time: 38.7111s
valid
quick results: hits@[1, 5, 10, 50] = [13.448 18.526 20.934 27.568]%, time = 16.243 s
epoch 71, avg. triple loss: 0.8862, cost time: 38.4565s
epoch 72, avg. triple loss: 0.8870, cost time: 38.0516s
epoch 73, avg. triple loss: 0.8866, cost time: 36.7572s
epoch 74, avg. triple loss: 0.8867, cost time: 38.1741s
epoch 75, avg. triple loss: 0.8859, cost time: 38.9774s
epoch 76, avg. triple loss: 0.8857, cost time: 37.9224s
epoch 77, avg. triple loss: 0.8860, cost time: 38.7043s
epoch 78, avg. triple loss: 0.8858, cost time: 39.1854s
epoch 79, avg. triple loss: 0.8865, cost time: 37.8954s
epoch 80, avg. triple loss: 0.8851, cost time: 37.9444s
valid
quick results: hits@[1, 5, 10, 50] = [13.923 18.444 20.983 27.83 ]%, time = 15.021 s
epoch 81, avg. triple loss: 0.8854, cost time: 37.5707s
epoch 82, avg. triple loss: 0.8858, cost time: 39.9426s
epoch 83, avg. triple loss: 0.8861, cost time: 38.6834s
epoch 84, avg. triple loss: 0.8849, cost time: 39.2569s
epoch 85, avg. triple loss: 0.8859, cost time: 37.8372s
epoch 86, avg. triple loss: 0.8852, cost time: 37.1735s
epoch 87, avg. triple loss: 0.8854, cost time: 38.7274s
epoch 88, avg. triple loss: 0.8855, cost time: 37.2576s
epoch 89, avg. triple loss: 0.8847, cost time: 37.8006s
epoch 90, avg. triple loss: 0.8848, cost time: 37.9131s
valid
quick results: hits@[1, 5, 10, 50] = [13.857 19.345 21.687 28.452]%, time = 16.133 s
epoch 91, avg. triple loss: 0.8850, cost time: 38.8760s
epoch 92, avg. triple loss: 0.8847, cost time: 38.2867s
epoch 93, avg. triple loss: 0.8844, cost time: 37.9666s
epoch 94, avg. triple loss: 0.8849, cost time: 38.1949s
epoch 95, avg. triple loss: 0.8847, cost time: 36.7107s
epoch 96, avg. triple loss: 0.8852, cost time: 38.4154s
epoch 97, avg. triple loss: 0.8840, cost time: 38.3048s
epoch 98, avg. triple loss: 0.8844, cost time: 39.1845s
epoch 99, avg. triple loss: 0.8847, cost time: 37.6291s
epoch 100, avg. triple loss: 0.8842, cost time: 37.2319s
valid
quick results: hits@[1, 5, 10, 50] = [14.218 19.427 21.982 28.468]%, time = 16.836 s
epoch 101, avg. triple loss: 0.8845, cost time: 38.6800s
epoch 102, avg. triple loss: 0.8840, cost time: 38.7142s
epoch 103, avg. triple loss: 0.8841, cost time: 38.6718s
epoch 104, avg. triple loss: 0.8833, cost time: 39.0668s
epoch 105, avg. triple loss: 0.8841, cost time: 38.2335s
epoch 106, avg. triple loss: 0.8837, cost time: 37.4779s
epoch 107, avg. triple loss: 0.8832, cost time: 37.9479s
epoch 108, avg. triple loss: 0.8841, cost time: 38.0004s
epoch 109, avg. triple loss: 0.8843, cost time: 37.4966s
epoch 110, avg. triple loss: 0.8840, cost time: 39.4148s
valid
quick results: hits@[1, 5, 10, 50] = [14.349 19.509 21.998 28.78 ]%, time = 16.730 s
epoch 111, avg. triple loss: 0.8840, cost time: 39.4565s
epoch 112, avg. triple loss: 0.8839, cost time: 39.1123s
epoch 113, avg. triple loss: 0.8837, cost time: 39.1120s
epoch 114, avg. triple loss: 0.8836, cost time: 39.5965s
epoch 115, avg. triple loss: 0.8841, cost time: 38.7584s
epoch 116, avg. triple loss: 0.8833, cost time: 38.3236s
epoch 117, avg. triple loss: 0.8833, cost time: 37.1303s
epoch 118, avg. triple loss: 0.8830, cost time: 39.3559s
epoch 119, avg. triple loss: 0.8828, cost time: 39.0087s
epoch 120, avg. triple loss: 0.8829, cost time: 38.1132s
valid
quick results: hits@[1, 5, 10, 50] = [14.251 19.328 21.72 28.796]%, time = 16.873 s
epoch 121, avg. triple loss: 0.8833, cost time: 38.4658s
epoch 122, avg. triple loss: 0.8826, cost time: 38.0223s
epoch 123, avg. triple loss: 0.8833, cost time: 38.1890s
epoch 124, avg. triple loss: 0.8828, cost time: 38.1555s
epoch 125, avg. triple loss: 0.8829, cost time: 38.4099s
epoch 126, avg. triple loss: 0.8831, cost time: 38.8473s
epoch 127, avg. triple loss: 0.8822, cost time: 37.2099s
epoch 128, avg. triple loss: 0.8828, cost time: 37.0147s
epoch 129, avg. triple loss: 0.8824, cost time: 37.9844s
epoch 130, avg. triple loss: 0.8825, cost time: 39.2360s
valid
quick results: hits@[1, 5, 10, 50] = [14.251 19.574 21.736 28.96 ]%, time = 18.379 s
== should early stop ==
Training ends. Total time = 5374.267 s.
test
accurate results: hits@[1, 5, 10, 50] = [14.234 19.758 22.281 29.316]%, mr = 2058.209, mrr = 0.170982, time = 81.481 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [18.841 24.562 26.876 33.059]%, mr = 1876.882, mrr = 0.217069, time = 148.645 s
Results saved!
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/kg1_ent_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/kg2_ent_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/kg1_rel_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/kg2_rel_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/kg1_attr_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/SimplE/LLM-LLM/541_5fold/1/20231123001921/kg2_attr_ids saved.
Embeddings saved!
Total run time = 5686.742 s.