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nohup_materials-llm_bootea.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'BootEA', 'alignment_module': 'swapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss': 'limited', 'loss_norm': 'L2', 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'pos_margin': 0.01, 'neg_margin': 2.0, 'neg_margin_balance': 0.2, 'neg_sampling': 'truncated', 'neg_triple_num': 10, 'truncated_epsilon': 0.9, 'truncated_freq': 10, 'batch_threads_num': 2, 'test_threads_num': 4, 'ordered': True, 'start_valid': 100, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': False, 'sim_th': 0.7, 'k': 10, 'likelihood_slice': 10, 'sub_epoch': 10}
BootEA
<openea.modules.args.args_hander.ARGs object at 0x7f8390d4c748>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/721_5fold/1/test_links
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
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: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
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
supervised relation triples: 4044, 243742
supervised attribute triples: 0, 85887
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Materials-LLM/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Materials-LLM'] 721_5fold/1/ BootEA
results output folder: ../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/
iteration 1
epoch 1, avg. triple loss: 1.9139, cost time: 107.6272s
epoch 2, avg. triple loss: 1.5452, cost time: 100.3194s
epoch 3, avg. triple loss: 1.3545, cost time: 105.0817s
epoch 4, avg. triple loss: 1.2145, cost time: 109.8309s
epoch 5, avg. triple loss: 1.1106, cost time: 104.0412s
epoch 6, avg. triple loss: 1.0308, cost time: 96.5043s
epoch 7, avg. triple loss: 0.9688, cost time: 96.9821s
epoch 8, avg. triple loss: 0.9201, cost time: 96.6292s
epoch 9, avg. triple loss: 0.8816, cost time: 97.9458s
epoch 10, avg. triple loss: 0.8516, cost time: 95.3391s
generating neighbors of 25391 entities costs 80.367 s.
iteration 2
epoch 11, avg. triple loss: 1.6451, cost time: 95.9962s
epoch 12, avg. triple loss: 1.3967, cost time: 94.5137s
epoch 13, avg. triple loss: 1.2922, cost time: 79.9043s
epoch 14, avg. triple loss: 1.2439, cost time: 82.5281s
epoch 15, avg. triple loss: 1.2112, cost time: 78.1914s
epoch 16, avg. triple loss: 1.1899, cost time: 83.7294s
epoch 17, avg. triple loss: 1.1719, cost time: 83.1816s
epoch 18, avg. triple loss: 1.1577, cost time: 83.8446s
epoch 19, avg. triple loss: 1.1449, cost time: 78.7478s
epoch 20, avg. triple loss: 1.1341, cost time: 81.5586s
generating neighbors of 25391 entities costs 95.349 s.
iteration 3
epoch 21, avg. triple loss: 1.3327, cost time: 79.2728s
epoch 22, avg. triple loss: 1.1252, cost time: 81.6240s
epoch 23, avg. triple loss: 1.0576, cost time: 80.1356s
epoch 24, avg. triple loss: 1.0265, cost time: 77.1925s
epoch 25, avg. triple loss: 1.0087, cost time: 83.8926s
epoch 26, avg. triple loss: 0.9963, cost time: 80.7725s
epoch 27, avg. triple loss: 0.9856, cost time: 80.8393s
epoch 28, avg. triple loss: 0.9770, cost time: 83.2233s
epoch 29, avg. triple loss: 0.9699, cost time: 76.3530s
epoch 30, avg. triple loss: 0.9650, cost time: 78.7434s
generating neighbors of 25391 entities costs 83.362 s.
iteration 4
epoch 31, avg. triple loss: 1.3511, cost time: 76.5463s
epoch 32, avg. triple loss: 1.2348, cost time: 78.6558s
epoch 33, avg. triple loss: 1.1738, cost time: 81.3451s
epoch 34, avg. triple loss: 1.1434, cost time: 82.5798s
epoch 35, avg. triple loss: 1.1252, cost time: 77.6564s
epoch 36, avg. triple loss: 1.1133, cost time: 72.1769s
epoch 37, avg. triple loss: 1.1025, cost time: 68.8210s
epoch 38, avg. triple loss: 1.0949, cost time: 77.7348s
epoch 39, avg. triple loss: 1.0891, cost time: 75.7079s
epoch 40, avg. triple loss: 1.0834, cost time: 78.0220s
generating neighbors of 25391 entities costs 87.594 s.
iteration 5
epoch 41, avg. triple loss: 1.1753, cost time: 79.4797s
epoch 42, avg. triple loss: 1.0914, cost time: 81.8563s
epoch 43, avg. triple loss: 1.0598, cost time: 79.4533s
epoch 44, avg. triple loss: 1.0422, cost time: 82.4397s
epoch 45, avg. triple loss: 1.0308, cost time: 75.5255s
epoch 46, avg. triple loss: 1.0213, cost time: 78.5867s
epoch 47, avg. triple loss: 1.0151, cost time: 77.3491s
epoch 48, avg. triple loss: 1.0085, cost time: 74.0353s
epoch 49, avg. triple loss: 1.0045, cost time: 70.0431s
epoch 50, avg. triple loss: 0.9997, cost time: 75.2359s
after filtering by sim threshold, right alignment: 1/47=0.021
after filtering by sim and nearest k, right alignment: 0/10=0.000
graph via graph_tool <Graph object, directed, with 11 vertices and 10 edges at 0x7f8404b80cc0>
after mwgm, right alignment: 0/1=0.000
mwgm costs time: 5.481 s
selecting potential alignment costs time: 14.759 s
update wrongly: 0 greedy update wrongly: 0
after editing (<-), right alignment: 0/1=0.000
after editing (->), right alignment: 0/1=0.000
newly triples: 2, 107
alignment_loss = 1.216, time = 0.986 s
generating neighbors of 25391 entities costs 83.164 s.
iteration 6
epoch 51, avg. triple loss: 1.2404, cost time: 70.6276s
epoch 52, avg. triple loss: 1.1696, cost time: 74.1511s
epoch 53, avg. triple loss: 1.1281, cost time: 65.4812s
epoch 54, avg. triple loss: 1.1072, cost time: 71.0853s
epoch 55, avg. triple loss: 1.0941, cost time: 69.3926s
epoch 56, avg. triple loss: 1.0871, cost time: 67.6202s
epoch 57, avg. triple loss: 1.0808, cost time: 73.6814s
epoch 58, avg. triple loss: 1.0756, cost time: 72.5323s
epoch 59, avg. triple loss: 1.0715, cost time: 69.4976s
epoch 60, avg. triple loss: 1.0691, cost time: 71.8115s
after filtering by sim threshold, right alignment: 1/47=0.021
after filtering by sim and nearest k, right alignment: 0/10=0.000
graph via graph_tool <Graph object, directed, with 11 vertices and 10 edges at 0x7f8404bfbd30>
after mwgm, right alignment: 0/1=0.000
mwgm costs time: 0.049 s
selecting potential alignment costs time: 8.558 s
update wrongly: 0 greedy update wrongly: 0
after editing (<-), right alignment: 0/1=0.000
after editing (->), right alignment: 0/1=0.000
newly triples: 2, 107
alignment_loss = 1.214, time = 0.081 s
generating neighbors of 25391 entities costs 75.982 s.
iteration 7
epoch 61, avg. triple loss: 1.1219, cost time: 67.1912s
epoch 62, avg. triple loss: 1.0700, cost time: 70.2823s
epoch 63, avg. triple loss: 1.0503, cost time: 66.0516s
epoch 64, avg. triple loss: 1.0397, cost time: 68.2691s
epoch 65, avg. triple loss: 1.0318, cost time: 66.0070s
epoch 66, avg. triple loss: 1.0263, cost time: 70.1856s
epoch 67, avg. triple loss: 1.0209, cost time: 64.5104s
epoch 68, avg. triple loss: 1.0180, cost time: 60.3150s
epoch 69, avg. triple loss: 1.0147, cost time: 62.4827s
epoch 70, avg. triple loss: 1.0115, cost time: 64.8939s
after filtering by sim threshold, right alignment: 20/865=0.023
after filtering by sim and nearest k, right alignment: 7/200=0.035
graph via graph_tool <Graph object, directed, with 123 vertices and 200 edges at 0x7f8039f83e80>
after mwgm, right alignment: 0/20=0.000
mwgm costs time: 0.090 s
selecting potential alignment costs time: 7.347 s
update wrongly: 0 greedy update wrongly: 0
after editing (<-), right alignment: 0/20=0.000
after editing (->), right alignment: 0/20=0.000
newly triples: 40, 1948
alignment_loss = 1.274, time = 0.147 s
generating neighbors of 25391 entities costs 65.609 s.
iteration 8
epoch 71, avg. triple loss: 1.1806, cost time: 60.6491s
epoch 72, avg. triple loss: 1.1301, cost time: 57.2344s
epoch 73, avg. triple loss: 1.1027, cost time: 64.2296s
epoch 74, avg. triple loss: 1.0890, cost time: 60.6265s
epoch 75, avg. triple loss: 1.0794, cost time: 63.4592s
epoch 76, avg. triple loss: 1.0749, cost time: 62.3060s
epoch 77, avg. triple loss: 1.0700, cost time: 59.8746s
epoch 78, avg. triple loss: 1.0675, cost time: 57.6330s
epoch 79, avg. triple loss: 1.0644, cost time: 56.1946s
epoch 80, avg. triple loss: 1.0626, cost time: 56.5534s
after filtering by sim threshold, right alignment: 71/2834=0.025
after filtering by sim and nearest k, right alignment: 18/701=0.026
graph via graph_tool <Graph object, directed, with 304 vertices and 701 edges at 0x7f803a6cad30>
after mwgm, right alignment: 3/71=0.042
mwgm costs time: 0.229 s
selecting potential alignment costs time: 4.608 s
update wrongly: 0 greedy update wrongly: 0
after editing (<-), right alignment: 3/71=0.042
after editing (->), right alignment: 3/71=0.042
newly triples: 142, 6386
alignment_loss = 1.296, time = 0.355 s
generating neighbors of 25391 entities costs 63.208 s.
iteration 9
epoch 81, avg. triple loss: 1.1079, cost time: 60.6831s
epoch 82, avg. triple loss: 1.0712, cost time: 58.7816s
epoch 83, avg. triple loss: 1.0590, cost time: 60.1711s
epoch 84, avg. triple loss: 1.0531, cost time: 63.6374s
epoch 85, avg. triple loss: 1.0481, cost time: 65.7948s
epoch 86, avg. triple loss: 1.0438, cost time: 61.6757s
epoch 87, avg. triple loss: 1.0419, cost time: 61.2549s
epoch 88, avg. triple loss: 1.0383, cost time: 57.8486s
epoch 89, avg. triple loss: 1.0367, cost time: 56.1265s
epoch 90, avg. triple loss: 1.0348, cost time: 52.9355s
after filtering by sim threshold, right alignment: 206/7780=0.026
after filtering by sim and nearest k, right alignment: 57/2051=0.028
graph via graph_tool <Graph object, directed, with 631 vertices and 2051 edges at 0x7f8404b8d400>
after mwgm, right alignment: 2/202=0.010
mwgm costs time: 0.631 s
selecting potential alignment costs time: 5.094 s
update wrongly: 2 greedy update wrongly: 2
after editing (<-), right alignment: 3/203=0.015
after editing (->), right alignment: 3/203=0.015
newly triples: 406, 17274
alignment_loss = 1.230, time = 0.656 s
generating neighbors of 25391 entities costs 58.377 s.
iteration 10
epoch 91, avg. triple loss: 1.1591, cost time: 56.9122s
epoch 92, avg. triple loss: 1.1142, cost time: 52.6191s
epoch 93, avg. triple loss: 1.0936, cost time: 55.9370s
epoch 94, avg. triple loss: 1.0835, cost time: 56.6532s
epoch 95, avg. triple loss: 1.0780, cost time: 56.4862s
epoch 96, avg. triple loss: 1.0734, cost time: 56.2068s
epoch 97, avg. triple loss: 1.0698, cost time: 54.9823s
epoch 98, avg. triple loss: 1.0674, cost time: 57.1665s
epoch 99, avg. triple loss: 1.0651, cost time: 55.0307s
epoch 100, avg. triple loss: 1.0635, cost time: 54.9968s
quick results: hits@[1, 5, 10, 50] = [47.195 67.319 79.207 94.03 ]%, time = 5.118 s
after filtering by sim threshold, right alignment: 392/13916=0.028
after filtering by sim and nearest k, right alignment: 131/3911=0.033
graph via graph_tool <Graph object, directed, with 1010 vertices and 3911 edges at 0x7f8404b80cc0>
after mwgm, right alignment: 10/384=0.026
mwgm costs time: 1.132 s
selecting potential alignment costs time: 6.568 s
update wrongly: 1 greedy update wrongly: 1
after editing (<-), right alignment: 11/386=0.028
after editing (->), right alignment: 11/384=0.029
newly triples: 768, 30364
alignment_loss = 1.223, time = 0.977 s
quick results: hits@[1, 5, 10, 50] = [45.96 64.436 76.686 92.074]%, time = 6.529 s
generating neighbors of 25391 entities costs 71.205 s.
iteration 11
epoch 101, avg. triple loss: 1.1276, cost time: 60.9454s
epoch 102, avg. triple loss: 1.0837, cost time: 61.0464s
epoch 103, avg. triple loss: 1.0732, cost time: 65.3622s
epoch 104, avg. triple loss: 1.0674, cost time: 58.9198s
epoch 105, avg. triple loss: 1.0638, cost time: 58.1715s
epoch 106, avg. triple loss: 1.0607, cost time: 57.7603s
epoch 107, avg. triple loss: 1.0587, cost time: 55.8639s
epoch 108, avg. triple loss: 1.0575, cost time: 55.4211s
epoch 109, avg. triple loss: 1.0554, cost time: 55.4412s
epoch 110, avg. triple loss: 1.0536, cost time: 53.0111s
quick results: hits@[1, 5, 10, 50] = [47.092 67.422 79.876 94.133]%, time = 5.242 s
after filtering by sim threshold, right alignment: 614/22314=0.028
after filtering by sim and nearest k, right alignment: 196/6099=0.032
graph via graph_tool <Graph object, directed, with 1371 vertices and 6099 edges at 0x7f803ad2cb00>
after mwgm, right alignment: 23/595=0.039
mwgm costs time: 1.143 s
selecting potential alignment costs time: 7.192 s
update wrongly: 9 greedy update wrongly: 9
after editing (<-), right alignment: 24/605=0.040
after editing (->), right alignment: 24/595=0.040
newly triples: 1190, 45569
alignment_loss = 1.202, time = 1.186 s
quick results: hits@[1, 5, 10, 50] = [45.703 64.591 77.355 91.199]%, time = 5.246 s
generating neighbors of 25391 entities costs 66.164 s.
iteration 12
epoch 111, avg. triple loss: 1.1519, cost time: 50.6706s
epoch 112, avg. triple loss: 1.1080, cost time: 48.2303s
epoch 113, avg. triple loss: 1.0913, cost time: 50.0431s
epoch 114, avg. triple loss: 1.0842, cost time: 50.4248s
epoch 115, avg. triple loss: 1.0787, cost time: 49.4652s
epoch 116, avg. triple loss: 1.0746, cost time: 49.2058s
epoch 117, avg. triple loss: 1.0724, cost time: 47.0711s
epoch 118, avg. triple loss: 1.0705, cost time: 51.1025s
epoch 119, avg. triple loss: 1.0687, cost time: 52.4178s
epoch 120, avg. triple loss: 1.0668, cost time: 52.3350s
quick results: hits@[1, 5, 10, 50] = [47.144 67.473 79.053 93.875]%, time = 4.853 s
after filtering by sim threshold, right alignment: 773/28609=0.027
after filtering by sim and nearest k, right alignment: 273/7653=0.036
graph via graph_tool <Graph object, directed, with 1636 vertices and 7653 edges at 0x7f803b305630>
after mwgm, right alignment: 33/740=0.045
mwgm costs time: 1.419 s
selecting potential alignment costs time: 7.119 s
update wrongly: 17 greedy update wrongly: 17
after editing (<-), right alignment: 37/771=0.048
after editing (->), right alignment: 37/744=0.050
newly triples: 1488, 54290
alignment_loss = 1.192, time = 1.843 s
quick results: hits@[1, 5, 10, 50] = [45.651 64.642 76.943 92.126]%, time = 4.901 s
generating neighbors of 25391 entities costs 60.325 s.
iteration 13
epoch 121, avg. triple loss: 1.1299, cost time: 50.3907s
epoch 122, avg. triple loss: 1.0903, cost time: 48.9422s
epoch 123, avg. triple loss: 1.0798, cost time: 50.7854s
epoch 124, avg. triple loss: 1.0751, cost time: 49.8630s
epoch 125, avg. triple loss: 1.0716, cost time: 48.9559s
epoch 126, avg. triple loss: 1.0693, cost time: 53.3172s
epoch 127, avg. triple loss: 1.0662, cost time: 51.2439s
epoch 128, avg. triple loss: 1.0643, cost time: 53.9598s
epoch 129, avg. triple loss: 1.0640, cost time: 52.3671s
epoch 130, avg. triple loss: 1.0617, cost time: 53.5558s
quick results: hits@[1, 5, 10, 50] = [47.247 67.679 79.568 93.927]%, time = 5.524 s
after filtering by sim threshold, right alignment: 839/31184=0.027
after filtering by sim and nearest k, right alignment: 299/8300=0.036
graph via graph_tool <Graph object, directed, with 1813 vertices and 8300 edges at 0x7f838a445978>
after mwgm, right alignment: 32/794=0.040
mwgm costs time: 2.546 s
selecting potential alignment costs time: 8.622 s
update wrongly: 25 greedy update wrongly: 25
after editing (<-), right alignment: 42/842=0.050
after editing (->), right alignment: 41/804=0.051
newly triples: 1608, 56802
alignment_loss = 1.176, time = 1.547 s
quick results: hits@[1, 5, 10, 50] = [46.32 65.569 77.818 92.589]%, time = 4.634 s
generating neighbors of 25391 entities costs 63.164 s.
iteration 14
epoch 131, avg. triple loss: 1.1255, cost time: 52.1425s
epoch 132, avg. triple loss: 1.0952, cost time: 50.2744s
epoch 133, avg. triple loss: 1.0847, cost time: 49.6418s
epoch 134, avg. triple loss: 1.0786, cost time: 51.4585s
epoch 135, avg. triple loss: 1.0758, cost time: 50.9405s
epoch 136, avg. triple loss: 1.0728, cost time: 51.1652s
epoch 137, avg. triple loss: 1.0719, cost time: 51.3383s
epoch 138, avg. triple loss: 1.0693, cost time: 52.3659s
epoch 139, avg. triple loss: 1.0678, cost time: 49.4976s
epoch 140, avg. triple loss: 1.0668, cost time: 52.6405s
quick results: hits@[1, 5, 10, 50] = [47.401 66.855 80.597 93.824]%, time = 5.381 s
after filtering by sim threshold, right alignment: 931/34069=0.027
after filtering by sim and nearest k, right alignment: 373/9173=0.041
graph via graph_tool <Graph object, directed, with 2080 vertices and 9173 edges at 0x7f838a445978>
after mwgm, right alignment: 50/895=0.056
mwgm costs time: 3.501 s
selecting potential alignment costs time: 8.249 s
update wrongly: 24 greedy update wrongly: 24
after editing (<-), right alignment: 65/940=0.069
after editing (->), right alignment: 63/914=0.069
newly triples: 1828, 61685
alignment_loss = 1.173, time = 1.880 s
quick results: hits@[1, 5, 10, 50] = [46.32 66.495 78.796 93.001]%, time = 5.512 s
generating neighbors of 25391 entities costs 59.708 s.
iteration 15
epoch 141, avg. triple loss: 1.1106, cost time: 51.2657s
epoch 142, avg. triple loss: 1.0821, cost time: 49.1861s
epoch 143, avg. triple loss: 1.0752, cost time: 49.9684s
epoch 144, avg. triple loss: 1.0709, cost time: 53.1918s
epoch 145, avg. triple loss: 1.0690, cost time: 52.3161s
epoch 146, avg. triple loss: 1.0657, cost time: 50.9358s
epoch 147, avg. triple loss: 1.0650, cost time: 46.5723s
epoch 148, avg. triple loss: 1.0642, cost time: 48.5781s
epoch 149, avg. triple loss: 1.0623, cost time: 46.7239s
epoch 150, avg. triple loss: 1.0617, cost time: 46.0415s
quick results: hits@[1, 5, 10, 50] = [47.401 68.194 80.494 94.236]%, time = 3.397 s
after filtering by sim threshold, right alignment: 1084/37427=0.029
after filtering by sim and nearest k, right alignment: 455/10602=0.043
graph via graph_tool <Graph object, directed, with 2450 vertices and 10602 edges at 0x7f8024959c88>
after mwgm, right alignment: 53/1040=0.051
mwgm costs time: 2.509 s
selecting potential alignment costs time: 7.819 s
update wrongly: 33 greedy update wrongly: 33
after editing (<-), right alignment: 79/1112=0.071
after editing (->), right alignment: 77/1072=0.072
newly triples: 2144, 67977
alignment_loss = 1.173, time = 1.691 s
quick results: hits@[1, 5, 10, 50] = [46.526 65.98 78.384 93.464]%, time = 3.163 s
generating neighbors of 25391 entities costs 50.998 s.
iteration 16
epoch 151, avg. triple loss: 1.1225, cost time: 45.9821s
epoch 152, avg. triple loss: 1.0928, cost time: 41.7741s
epoch 153, avg. triple loss: 1.0834, cost time: 48.5276s
epoch 154, avg. triple loss: 1.0786, cost time: 44.3931s
epoch 155, avg. triple loss: 1.0765, cost time: 46.3615s
epoch 156, avg. triple loss: 1.0744, cost time: 47.2057s
epoch 157, avg. triple loss: 1.0730, cost time: 45.3141s
epoch 158, avg. triple loss: 1.0708, cost time: 45.4003s
epoch 159, avg. triple loss: 1.0693, cost time: 43.1242s
epoch 160, avg. triple loss: 1.0685, cost time: 44.5350s
quick results: hits@[1, 5, 10, 50] = [47.298 67.988 80.546 94.287]%, time = 4.830 s
== should early stop ==
Training ends. Total time = 12008.209 s.
accurate results: hits@[1, 5, 10, 50] = [19.498 61.776 80.579 93.732]%, mr = 300.157, mrr = 0.378448, time = 9.695 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [19.653 62.484 81.647 94.041]%, mr = 124.101, mrr = 0.382174, time = 18.522 s
Results saved!
../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/BootEA/Materials-LLM/721_5fold/1/20231018110757/kg2_attr_ids saved.
Embeddings saved!
Total run time = 12073.898 s.