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nohup_llm-llm_sea.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'SEA', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss_norm': 'L2', 'margin': 1.5, 'loss': 'margin-based', 'alpha_1': 2.5, 'alpha_2': 0.25, 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'Adam', '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}
SEA
<openea.modules.args.args_hander.ARGs object at 0x7f53116387f0>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/721_5fold/1/test_links
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'LLM-LLM'] 721_5fold/1/ SEA
results output folder: ../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/
epoch 1, avg. triple loss: 1.1565, cost time: 2.0174s
epoch 1, avg. mapping loss: 5.3896, cost time: 1.0520s
epoch 2, avg. triple loss: 0.7903, cost time: 2.1999s
epoch 2, avg. mapping loss: 5.1312, cost time: 0.6894s
epoch 3, avg. triple loss: 0.7202, cost time: 2.4388s
epoch 3, avg. mapping loss: 4.9599, cost time: 0.9646s
epoch 4, avg. triple loss: 0.6738, cost time: 2.4523s
epoch 4, avg. mapping loss: 4.8439, cost time: 0.8694s
epoch 5, avg. triple loss: 0.6089, cost time: 2.7941s
epoch 5, avg. mapping loss: 4.7824, cost time: 0.8826s
epoch 6, avg. triple loss: 0.5524, cost time: 3.9384s
epoch 6, avg. mapping loss: 4.7418, cost time: 0.8618s
epoch 7, avg. triple loss: 0.4998, cost time: 4.2180s
epoch 7, avg. mapping loss: 4.7168, cost time: 0.9971s
epoch 8, avg. triple loss: 0.4525, cost time: 3.7989s
epoch 8, avg. mapping loss: 4.7012, cost time: 0.7120s
epoch 9, avg. triple loss: 0.4253, cost time: 3.7420s
epoch 9, avg. mapping loss: 4.6943, cost time: 0.8538s
epoch 10, avg. triple loss: 0.4019, cost time: 3.4902s
epoch 10, avg. mapping loss: 4.6893, cost time: 0.8660s
quick results: hits@[1, 5, 10, 50] = [23.034 34.831 40.449 58.989]%, time = 1.339 s
epoch 11, avg. triple loss: 0.3844, cost time: 3.0119s
epoch 11, avg. mapping loss: 4.6856, cost time: 0.6187s
epoch 12, avg. triple loss: 0.3704, cost time: 3.1144s
epoch 12, avg. mapping loss: 4.6831, cost time: 0.6673s
epoch 13, avg. triple loss: 0.3639, cost time: 3.2183s
epoch 13, avg. mapping loss: 4.6815, cost time: 0.8825s
epoch 14, avg. triple loss: 0.3510, cost time: 3.0694s
epoch 14, avg. mapping loss: 4.6805, cost time: 0.5904s
epoch 15, avg. triple loss: 0.3450, cost time: 3.3995s
epoch 15, avg. mapping loss: 4.6798, cost time: 0.7448s
epoch 16, avg. triple loss: 0.3383, cost time: 3.2652s
epoch 16, avg. mapping loss: 4.6793, cost time: 0.6656s
epoch 17, avg. triple loss: 0.3335, cost time: 5.3512s
epoch 17, avg. mapping loss: 4.6787, cost time: 0.6224s
epoch 18, avg. triple loss: 0.3301, cost time: 3.1320s
epoch 18, avg. mapping loss: 4.6785, cost time: 0.6973s
epoch 19, avg. triple loss: 0.3235, cost time: 3.6093s
epoch 19, avg. mapping loss: 4.6784, cost time: 0.8380s
epoch 20, avg. triple loss: 0.3179, cost time: 3.5377s
epoch 20, avg. mapping loss: 4.6779, cost time: 0.8434s
quick results: hits@[1, 5, 10, 50] = [67.978 79.494 83.427 92.978]%, time = 1.328 s
epoch 21, avg. triple loss: 0.3191, cost time: 2.8869s
epoch 21, avg. mapping loss: 4.6777, cost time: 0.5213s
epoch 22, avg. triple loss: 0.3098, cost time: 2.4312s
epoch 22, avg. mapping loss: 4.6775, cost time: 0.7232s
epoch 23, avg. triple loss: 0.3083, cost time: 3.1630s
epoch 23, avg. mapping loss: 4.6769, cost time: 0.5596s
epoch 24, avg. triple loss: 0.3083, cost time: 3.4041s
epoch 24, avg. mapping loss: 4.6769, cost time: 0.7241s
epoch 25, avg. triple loss: 0.3037, cost time: 3.4292s
epoch 25, avg. mapping loss: 4.6765, cost time: 0.6710s
epoch 26, avg. triple loss: 0.3029, cost time: 3.1497s
epoch 26, avg. mapping loss: 4.6766, cost time: 0.6272s
epoch 27, avg. triple loss: 0.3002, cost time: 4.0032s
epoch 27, avg. mapping loss: 4.6762, cost time: 0.6362s
epoch 28, avg. triple loss: 0.2976, cost time: 2.9943s
epoch 28, avg. mapping loss: 4.6759, cost time: 0.4851s
epoch 29, avg. triple loss: 0.2981, cost time: 3.4467s
epoch 29, avg. mapping loss: 4.6762, cost time: 0.5089s
epoch 30, avg. triple loss: 0.2933, cost time: 3.6678s
epoch 30, avg. mapping loss: 4.6760, cost time: 0.5711s
quick results: hits@[1, 5, 10, 50] = [82.022 91.573 93.82 97.753]%, time = 0.958 s
epoch 31, avg. triple loss: 0.2896, cost time: 2.8982s
epoch 31, avg. mapping loss: 4.6756, cost time: 0.7112s
epoch 32, avg. triple loss: 0.2915, cost time: 2.8322s
epoch 32, avg. mapping loss: 4.6757, cost time: 0.5075s
epoch 33, avg. triple loss: 0.2906, cost time: 3.0029s
epoch 33, avg. mapping loss: 4.6753, cost time: 0.6025s
epoch 34, avg. triple loss: 0.2868, cost time: 2.7322s
epoch 34, avg. mapping loss: 4.6755, cost time: 0.7479s
epoch 35, avg. triple loss: 0.2849, cost time: 2.4484s
epoch 35, avg. mapping loss: 4.6752, cost time: 0.4534s
epoch 36, avg. triple loss: 0.2871, cost time: 2.8303s
epoch 36, avg. mapping loss: 4.6749, cost time: 0.7260s
epoch 37, avg. triple loss: 0.2844, cost time: 3.0700s
epoch 37, avg. mapping loss: 4.6747, cost time: 0.5983s
epoch 38, avg. triple loss: 0.2846, cost time: 3.5734s
epoch 38, avg. mapping loss: 4.6750, cost time: 0.5052s
epoch 39, avg. triple loss: 0.2797, cost time: 2.6918s
epoch 39, avg. mapping loss: 4.6744, cost time: 0.7313s
epoch 40, avg. triple loss: 0.2794, cost time: 3.8243s
epoch 40, avg. mapping loss: 4.6742, cost time: 0.5955s
quick results: hits@[1, 5, 10, 50] = [87.36 95.787 96.91 99.157]%, time = 0.707 s
epoch 41, avg. triple loss: 0.2821, cost time: 3.3460s
epoch 41, avg. mapping loss: 4.6741, cost time: 0.6109s
epoch 42, avg. triple loss: 0.2803, cost time: 2.5234s
epoch 42, avg. mapping loss: 4.6743, cost time: 0.7353s
epoch 43, avg. triple loss: 0.2775, cost time: 3.1564s
epoch 43, avg. mapping loss: 4.6740, cost time: 0.5925s
epoch 44, avg. triple loss: 0.2816, cost time: 4.0243s
epoch 44, avg. mapping loss: 4.6740, cost time: 0.3942s
epoch 45, avg. triple loss: 0.2805, cost time: 3.3060s
epoch 45, avg. mapping loss: 4.6739, cost time: 0.5270s
epoch 46, avg. triple loss: 0.2773, cost time: 3.7917s
epoch 46, avg. mapping loss: 4.6739, cost time: 0.4837s
epoch 47, avg. triple loss: 0.2744, cost time: 3.9490s
epoch 47, avg. mapping loss: 4.6739, cost time: 0.4228s
epoch 48, avg. triple loss: 0.2750, cost time: 3.7993s
epoch 48, avg. mapping loss: 4.6737, cost time: 0.5874s
epoch 49, avg. triple loss: 0.2753, cost time: 3.0487s
epoch 49, avg. mapping loss: 4.6736, cost time: 0.5735s
epoch 50, avg. triple loss: 0.2737, cost time: 3.4405s
epoch 50, avg. mapping loss: 4.6736, cost time: 0.5414s
quick results: hits@[1, 5, 10, 50] = [ 90.169 97.191 99.438 100. ]%, time = 0.853 s
epoch 51, avg. triple loss: 0.2744, cost time: 2.3921s
epoch 51, avg. mapping loss: 4.6734, cost time: 0.9167s
epoch 52, avg. triple loss: 0.2719, cost time: 3.7496s
epoch 52, avg. mapping loss: 4.6732, cost time: 0.5720s
epoch 53, avg. triple loss: 0.2715, cost time: 2.7833s
epoch 53, avg. mapping loss: 4.6733, cost time: 0.5491s
epoch 54, avg. triple loss: 0.2727, cost time: 2.6259s
epoch 54, avg. mapping loss: 4.6734, cost time: 0.5391s
epoch 55, avg. triple loss: 0.2710, cost time: 2.7504s
epoch 55, avg. mapping loss: 4.6731, cost time: 0.4181s
epoch 56, avg. triple loss: 0.2702, cost time: 3.2809s
epoch 56, avg. mapping loss: 4.6732, cost time: 0.4608s
epoch 57, avg. triple loss: 0.2696, cost time: 3.1317s
epoch 57, avg. mapping loss: 4.6732, cost time: 0.7139s
epoch 58, avg. triple loss: 0.2721, cost time: 4.0408s
epoch 58, avg. mapping loss: 4.6727, cost time: 0.5220s
epoch 59, avg. triple loss: 0.2702, cost time: 3.1683s
epoch 59, avg. mapping loss: 4.6729, cost time: 0.6538s
epoch 60, avg. triple loss: 0.2677, cost time: 3.8570s
epoch 60, avg. mapping loss: 4.6729, cost time: 0.9144s
quick results: hits@[1, 5, 10, 50] = [ 91.292 98.876 99.438 100. ]%, time = 0.937 s
epoch 61, avg. triple loss: 0.2695, cost time: 2.8111s
epoch 61, avg. mapping loss: 4.6730, cost time: 0.6664s
epoch 62, avg. triple loss: 0.2712, cost time: 3.5557s
epoch 62, avg. mapping loss: 4.6727, cost time: 0.8000s
epoch 63, avg. triple loss: 0.2698, cost time: 3.0693s
epoch 63, avg. mapping loss: 4.6729, cost time: 0.6964s
epoch 64, avg. triple loss: 0.2671, cost time: 2.4422s
epoch 64, avg. mapping loss: 4.6726, cost time: 0.8995s
epoch 65, avg. triple loss: 0.2681, cost time: 2.4729s
epoch 65, avg. mapping loss: 4.6725, cost time: 0.4595s
epoch 66, avg. triple loss: 0.2681, cost time: 3.8429s
epoch 66, avg. mapping loss: 4.6724, cost time: 0.5496s
epoch 67, avg. triple loss: 0.2677, cost time: 3.0056s
epoch 67, avg. mapping loss: 4.6725, cost time: 0.8557s
epoch 68, avg. triple loss: 0.2666, cost time: 3.8019s
epoch 68, avg. mapping loss: 4.6721, cost time: 0.6879s
epoch 69, avg. triple loss: 0.2640, cost time: 3.0514s
epoch 69, avg. mapping loss: 4.6722, cost time: 0.7400s
epoch 70, avg. triple loss: 0.2693, cost time: 2.5349s
epoch 70, avg. mapping loss: 4.6724, cost time: 0.5527s
quick results: hits@[1, 5, 10, 50] = [ 92.978 99.157 99.719 100. ]%, time = 0.913 s
epoch 71, avg. triple loss: 0.2680, cost time: 2.0622s
epoch 71, avg. mapping loss: 4.6721, cost time: 0.6756s
epoch 72, avg. triple loss: 0.2668, cost time: 2.5673s
epoch 72, avg. mapping loss: 4.6721, cost time: 0.5627s
epoch 73, avg. triple loss: 0.2644, cost time: 2.8051s
epoch 73, avg. mapping loss: 4.6723, cost time: 0.7033s
epoch 74, avg. triple loss: 0.2673, cost time: 2.7217s
epoch 74, avg. mapping loss: 4.6721, cost time: 0.8455s
epoch 75, avg. triple loss: 0.2654, cost time: 2.4777s
epoch 75, avg. mapping loss: 4.6720, cost time: 0.6502s
epoch 76, avg. triple loss: 0.2635, cost time: 3.0376s
epoch 76, avg. mapping loss: 4.6720, cost time: 0.4752s
epoch 77, avg. triple loss: 0.2677, cost time: 3.4008s
epoch 77, avg. mapping loss: 4.6720, cost time: 0.4653s
epoch 78, avg. triple loss: 0.2648, cost time: 3.2141s
epoch 78, avg. mapping loss: 4.6718, cost time: 0.5095s
epoch 79, avg. triple loss: 0.2652, cost time: 2.7565s
epoch 79, avg. mapping loss: 4.6718, cost time: 0.6561s
epoch 80, avg. triple loss: 0.2654, cost time: 2.9941s
epoch 80, avg. mapping loss: 4.6719, cost time: 0.5129s
quick results: hits@[1, 5, 10, 50] = [ 92.978 99.438 99.719 100. ]%, time = 0.918 s
epoch 81, avg. triple loss: 0.2633, cost time: 3.2001s
epoch 81, avg. mapping loss: 4.6719, cost time: 0.6677s
epoch 82, avg. triple loss: 0.2640, cost time: 2.9365s
epoch 82, avg. mapping loss: 4.6720, cost time: 0.7262s
epoch 83, avg. triple loss: 0.2627, cost time: 3.2165s
epoch 83, avg. mapping loss: 4.6717, cost time: 0.5355s
epoch 84, avg. triple loss: 0.2633, cost time: 2.4138s
epoch 84, avg. mapping loss: 4.6718, cost time: 0.5105s
epoch 85, avg. triple loss: 0.2633, cost time: 2.5037s
epoch 85, avg. mapping loss: 4.6718, cost time: 0.9233s
epoch 86, avg. triple loss: 0.2649, cost time: 3.4803s
epoch 86, avg. mapping loss: 4.6715, cost time: 0.6175s
epoch 87, avg. triple loss: 0.2643, cost time: 3.6476s
epoch 87, avg. mapping loss: 4.6718, cost time: 0.7175s
epoch 88, avg. triple loss: 0.2642, cost time: 2.7614s
epoch 88, avg. mapping loss: 4.6716, cost time: 0.6648s
epoch 89, avg. triple loss: 0.2649, cost time: 2.6526s
epoch 89, avg. mapping loss: 4.6717, cost time: 0.4462s
epoch 90, avg. triple loss: 0.2605, cost time: 3.1815s
epoch 90, avg. mapping loss: 4.6716, cost time: 0.5853s
quick results: hits@[1, 5, 10, 50] = [ 93.539 99.157 100. 100. ]%, time = 1.867 s
epoch 91, avg. triple loss: 0.2631, cost time: 3.5003s
epoch 91, avg. mapping loss: 4.6715, cost time: 0.8243s
epoch 92, avg. triple loss: 0.2609, cost time: 2.9527s
epoch 92, avg. mapping loss: 4.6714, cost time: 0.7052s
epoch 93, avg. triple loss: 0.2615, cost time: 2.5669s
epoch 93, avg. mapping loss: 4.6714, cost time: 0.6611s
epoch 94, avg. triple loss: 0.2621, cost time: 2.3289s
epoch 94, avg. mapping loss: 4.6715, cost time: 0.5133s
epoch 95, avg. triple loss: 0.2632, cost time: 3.0146s
epoch 95, avg. mapping loss: 4.6715, cost time: 0.7489s
epoch 96, avg. triple loss: 0.2623, cost time: 2.3444s
epoch 96, avg. mapping loss: 4.6715, cost time: 0.5434s
epoch 97, avg. triple loss: 0.2585, cost time: 3.4491s
epoch 97, avg. mapping loss: 4.6714, cost time: 0.7143s
epoch 98, avg. triple loss: 0.2629, cost time: 2.8618s
epoch 98, avg. mapping loss: 4.6715, cost time: 0.8274s
epoch 99, avg. triple loss: 0.2617, cost time: 3.4944s
epoch 99, avg. mapping loss: 4.6715, cost time: 0.7247s
epoch 100, avg. triple loss: 0.2619, cost time: 3.0141s
epoch 100, avg. mapping loss: 4.6713, cost time: 0.5886s
quick results: hits@[1, 5, 10, 50] = [ 93.539 99.719 100. 100. ]%, time = 1.309 s
epoch 101, avg. triple loss: 0.2583, cost time: 2.8757s
epoch 101, avg. mapping loss: 4.6713, cost time: 0.4847s
epoch 102, avg. triple loss: 0.2603, cost time: 3.1667s
epoch 102, avg. mapping loss: 4.6713, cost time: 0.7448s
epoch 103, avg. triple loss: 0.2587, cost time: 2.7733s
epoch 103, avg. mapping loss: 4.6711, cost time: 0.7754s
epoch 104, avg. triple loss: 0.2616, cost time: 2.6697s
epoch 104, avg. mapping loss: 4.6711, cost time: 0.7236s
epoch 105, avg. triple loss: 0.2630, cost time: 2.7521s
epoch 105, avg. mapping loss: 4.6710, cost time: 0.8184s
epoch 106, avg. triple loss: 0.2601, cost time: 3.0257s
epoch 106, avg. mapping loss: 4.6711, cost time: 1.0051s
epoch 107, avg. triple loss: 0.2638, cost time: 2.2953s
epoch 107, avg. mapping loss: 4.6710, cost time: 0.5116s
epoch 108, avg. triple loss: 0.2595, cost time: 2.7437s
epoch 108, avg. mapping loss: 4.6710, cost time: 0.7362s
epoch 109, avg. triple loss: 0.2611, cost time: 2.6922s
epoch 109, avg. mapping loss: 4.6710, cost time: 0.6064s
epoch 110, avg. triple loss: 0.2607, cost time: 2.6419s
epoch 110, avg. mapping loss: 4.6710, cost time: 0.5809s
quick results: hits@[1, 5, 10, 50] = [ 92.978 99.157 99.719 100. ]%, time = 1.013 s
== should early stop ==
Training ends. Total time = 445.126 s.
accurate results: hits@[1, 5, 10, 50] = [ 95.426 99.156 99.93 100. ]%, mr = 1.113, mrr = 0.971360, time = 1.683 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 95.496 99.296 100. 100. ]%, mr = 1.099, mrr = 0.972502, time = 1.101 s
Results saved!
../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/SEA/LLM-LLM/721_5fold/1/20231020224346/kg2_attr_ids saved.
Embeddings saved!
Total run time = 458.578 s.