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nohup_materials-materials_sea.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/Materials/', '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 0x7fbe6a26d898>
read relation triples: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//attr_triples_2
read links: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/Materials/Materials-Materials//721_5fold/1/test_links
Number of rt_dict: 37953
Number of hr_dict: 13377
entity relations dict: 37953
Number of av_dict: 37953
entity attributes dict: 37953
KG statistics:
Number of entities: 37957
Number of relations: 4
Number of attributes: 12
Number of relation triples: 77533
Number of attribute triples: 122767
Number of local relation triples: 77533
Number of local attribute triples: 122767
Number of rt_dict: 37953
Number of hr_dict: 13377
entity relations dict: 37953
Number of av_dict: 37953
entity attributes dict: 37953
KG statistics:
Number of entities: 37957
Number of relations: 4
Number of attributes: 12
Number of relation triples: 77533
Number of attribute triples: 122767
Number of local relation triples: 77533
Number of local attribute triples: 122767
Number of rt_dict: 37953
Number of hr_dict: 13377
entity relations dict: 37953
Number of av_dict: 37953
entity attributes dict: 37953
KG statistics:
Number of entities: 37957
Number of relations: 4
Number of attributes: 12
Number of relation triples: 77533
Number of attribute triples: 122767
Number of local relation triples: 77533
Number of local attribute triples: 122767
Number of rt_dict: 37953
Number of hr_dict: 13377
entity relations dict: 37953
Number of av_dict: 37953
entity attributes dict: 37953
KG statistics:
Number of entities: 37957
Number of relations: 4
Number of attributes: 12
Number of relation triples: 77533
Number of attribute triples: 122767
Number of local relation triples: 77533
Number of local attribute triples: 122767
../../output/results/Paper/Materials/ ../../datasets/Ontologies/Paper/Materials/Materials-Materials// ['..', '..', 'datasets', 'Ontologies', 'Paper', 'Materials', 'Materials-Materials'] 721_5fold/1/ SEA
results output folder: ../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/
epoch 1, avg. triple loss: 0.9672, cost time: 14.3921s
epoch 1, avg. mapping loss: 5.4036, cost time: 12.9768s
epoch 2, avg. triple loss: 0.5461, cost time: 16.1562s
epoch 2, avg. mapping loss: 5.2424, cost time: 11.2919s
epoch 3, avg. triple loss: 0.3791, cost time: 15.7386s
epoch 3, avg. mapping loss: 5.1574, cost time: 11.6399s
epoch 4, avg. triple loss: 0.2888, cost time: 16.6937s
epoch 4, avg. mapping loss: 5.1158, cost time: 10.8493s
epoch 5, avg. triple loss: 0.2355, cost time: 16.7917s
epoch 5, avg. mapping loss: 5.0951, cost time: 10.7045s
epoch 6, avg. triple loss: 0.2021, cost time: 16.2196s
epoch 6, avg. mapping loss: 5.0840, cost time: 10.8761s
epoch 7, avg. triple loss: 0.1808, cost time: 15.8338s
epoch 7, avg. mapping loss: 5.0782, cost time: 11.2598s
epoch 8, avg. triple loss: 0.1675, cost time: 16.7567s
epoch 8, avg. mapping loss: 5.0746, cost time: 10.5657s
epoch 9, avg. triple loss: 0.1566, cost time: 15.7407s
epoch 9, avg. mapping loss: 5.0724, cost time: 12.0005s
epoch 10, avg. triple loss: 0.1482, cost time: 15.4530s
epoch 10, avg. mapping loss: 5.0710, cost time: 10.9941s
quick results: hits@[1, 5, 10, 50] = [25.534 35.52 38.63 46.64 ]%, time = 10.581 s
epoch 11, avg. triple loss: 0.1423, cost time: 17.4165s
epoch 11, avg. mapping loss: 5.0700, cost time: 10.5966s
epoch 12, avg. triple loss: 0.1367, cost time: 17.0654s
epoch 12, avg. mapping loss: 5.0692, cost time: 11.9582s
epoch 13, avg. triple loss: 0.1316, cost time: 16.3509s
epoch 13, avg. mapping loss: 5.0686, cost time: 11.0616s
epoch 14, avg. triple loss: 0.1280, cost time: 17.4273s
epoch 14, avg. mapping loss: 5.0681, cost time: 10.7251s
epoch 15, avg. triple loss: 0.1248, cost time: 15.7172s
epoch 15, avg. mapping loss: 5.0676, cost time: 11.8365s
epoch 16, avg. triple loss: 0.1204, cost time: 16.2904s
epoch 16, avg. mapping loss: 5.0672, cost time: 11.4421s
epoch 17, avg. triple loss: 0.1166, cost time: 16.4109s
epoch 17, avg. mapping loss: 5.0668, cost time: 11.4156s
epoch 18, avg. triple loss: 0.1147, cost time: 15.5433s
epoch 18, avg. mapping loss: 5.0664, cost time: 11.4399s
epoch 19, avg. triple loss: 0.1124, cost time: 14.4519s
epoch 19, avg. mapping loss: 5.0662, cost time: 10.1297s
epoch 20, avg. triple loss: 0.1106, cost time: 16.1595s
epoch 20, avg. mapping loss: 5.0658, cost time: 10.0193s
quick results: hits@[1, 5, 10, 50] = [48.722 57.549 60.132 65.059]%, time = 8.976 s
epoch 21, avg. triple loss: 0.1070, cost time: 15.1767s
epoch 21, avg. mapping loss: 5.0656, cost time: 8.9952s
epoch 22, avg. triple loss: 0.1063, cost time: 14.9470s
epoch 22, avg. mapping loss: 5.0652, cost time: 8.9439s
epoch 23, avg. triple loss: 0.1040, cost time: 14.1824s
epoch 23, avg. mapping loss: 5.0649, cost time: 8.6769s
epoch 24, avg. triple loss: 0.1016, cost time: 14.1458s
epoch 24, avg. mapping loss: 5.0648, cost time: 9.7264s
epoch 25, avg. triple loss: 0.1002, cost time: 13.5889s
epoch 25, avg. mapping loss: 5.0645, cost time: 9.6425s
epoch 26, avg. triple loss: 0.0985, cost time: 13.6887s
epoch 26, avg. mapping loss: 5.0645, cost time: 8.9928s
epoch 27, avg. triple loss: 0.0974, cost time: 13.7193s
epoch 27, avg. mapping loss: 5.0642, cost time: 9.4626s
epoch 28, avg. triple loss: 0.0960, cost time: 13.5367s
epoch 28, avg. mapping loss: 5.0641, cost time: 9.3042s
epoch 29, avg. triple loss: 0.0946, cost time: 14.2215s
epoch 29, avg. mapping loss: 5.0639, cost time: 9.0849s
epoch 30, avg. triple loss: 0.0935, cost time: 13.5906s
epoch 30, avg. mapping loss: 5.0638, cost time: 10.0063s
quick results: hits@[1, 5, 10, 50] = [53.465 64.216 67.246 72.253]%, time = 9.710 s
epoch 31, avg. triple loss: 0.0921, cost time: 14.3925s
epoch 31, avg. mapping loss: 5.0637, cost time: 8.9099s
epoch 32, avg. triple loss: 0.0910, cost time: 13.8131s
epoch 32, avg. mapping loss: 5.0634, cost time: 7.8120s
epoch 33, avg. triple loss: 0.0901, cost time: 13.2625s
epoch 33, avg. mapping loss: 5.0635, cost time: 8.7486s
epoch 34, avg. triple loss: 0.0892, cost time: 14.2727s
epoch 34, avg. mapping loss: 5.0633, cost time: 10.4739s
epoch 35, avg. triple loss: 0.0872, cost time: 17.0134s
epoch 35, avg. mapping loss: 5.0632, cost time: 11.7185s
epoch 36, avg. triple loss: 0.0869, cost time: 16.9392s
epoch 36, avg. mapping loss: 5.0631, cost time: 10.4214s
epoch 37, avg. triple loss: 0.0869, cost time: 17.4016s
epoch 37, avg. mapping loss: 5.0630, cost time: 11.1507s
epoch 38, avg. triple loss: 0.0849, cost time: 15.3430s
epoch 38, avg. mapping loss: 5.0629, cost time: 11.7947s
epoch 39, avg. triple loss: 0.0845, cost time: 17.0825s
epoch 39, avg. mapping loss: 5.0627, cost time: 10.2916s
epoch 40, avg. triple loss: 0.0837, cost time: 19.1574s
epoch 40, avg. mapping loss: 5.0627, cost time: 11.4809s
quick results: hits@[1, 5, 10, 50] = [56.864 68.432 71.937 77.997]%, time = 8.183 s
epoch 41, avg. triple loss: 0.0829, cost time: 16.0784s
epoch 41, avg. mapping loss: 5.0625, cost time: 10.1549s
epoch 42, avg. triple loss: 0.0828, cost time: 15.9874s
epoch 42, avg. mapping loss: 5.0625, cost time: 10.3513s
epoch 43, avg. triple loss: 0.0811, cost time: 15.9005s
epoch 43, avg. mapping loss: 5.0624, cost time: 10.6414s
epoch 44, avg. triple loss: 0.0806, cost time: 15.7410s
epoch 44, avg. mapping loss: 5.0624, cost time: 10.6615s
epoch 45, avg. triple loss: 0.0812, cost time: 15.2749s
epoch 45, avg. mapping loss: 5.0622, cost time: 11.3581s
epoch 46, avg. triple loss: 0.0794, cost time: 15.2354s
epoch 46, avg. mapping loss: 5.0622, cost time: 10.6607s
epoch 47, avg. triple loss: 0.0783, cost time: 16.2290s
epoch 47, avg. mapping loss: 5.0621, cost time: 11.2158s
epoch 48, avg. triple loss: 0.0783, cost time: 16.6352s
epoch 48, avg. mapping loss: 5.0621, cost time: 11.7227s
epoch 49, avg. triple loss: 0.0775, cost time: 16.6051s
epoch 49, avg. mapping loss: 5.0620, cost time: 10.7246s
epoch 50, avg. triple loss: 0.0780, cost time: 16.3780s
epoch 50, avg. mapping loss: 5.0620, cost time: 10.4675s
quick results: hits@[1, 5, 10, 50] = [59.763 71.752 75.072 80.975]%, time = 9.817 s
epoch 51, avg. triple loss: 0.0764, cost time: 16.0814s
epoch 51, avg. mapping loss: 5.0619, cost time: 10.5895s
epoch 52, avg. triple loss: 0.0764, cost time: 17.3177s
epoch 52, avg. mapping loss: 5.0619, cost time: 10.7640s
epoch 53, avg. triple loss: 0.0758, cost time: 15.8910s
epoch 53, avg. mapping loss: 5.0618, cost time: 10.6246s
epoch 54, avg. triple loss: 0.0743, cost time: 17.6644s
epoch 54, avg. mapping loss: 5.0617, cost time: 10.9800s
epoch 55, avg. triple loss: 0.0752, cost time: 16.2062s
epoch 55, avg. mapping loss: 5.0617, cost time: 10.2381s
epoch 56, avg. triple loss: 0.0741, cost time: 15.2848s
epoch 56, avg. mapping loss: 5.0616, cost time: 10.3342s
epoch 57, avg. triple loss: 0.0740, cost time: 16.8335s
epoch 57, avg. mapping loss: 5.0616, cost time: 9.9265s
epoch 58, avg. triple loss: 0.0738, cost time: 15.7145s
epoch 58, avg. mapping loss: 5.0615, cost time: 10.3038s
epoch 59, avg. triple loss: 0.0738, cost time: 16.3791s
epoch 59, avg. mapping loss: 5.0615, cost time: 10.5548s
epoch 60, avg. triple loss: 0.0732, cost time: 15.0035s
epoch 60, avg. mapping loss: 5.0614, cost time: 9.4724s
quick results: hits@[1, 5, 10, 50] = [60.527 73.175 76.97 83.241]%, time = 11.710 s
epoch 61, avg. triple loss: 0.0727, cost time: 15.0441s
epoch 61, avg. mapping loss: 5.0614, cost time: 8.8105s
epoch 62, avg. triple loss: 0.0725, cost time: 15.1139s
epoch 62, avg. mapping loss: 5.0613, cost time: 8.5999s
epoch 63, avg. triple loss: 0.0713, cost time: 14.4814s
epoch 63, avg. mapping loss: 5.0613, cost time: 9.5019s
epoch 64, avg. triple loss: 0.0714, cost time: 14.5486s
epoch 64, avg. mapping loss: 5.0612, cost time: 9.1058s
epoch 65, avg. triple loss: 0.0713, cost time: 16.7152s
epoch 65, avg. mapping loss: 5.0613, cost time: 8.9998s
epoch 66, avg. triple loss: 0.0703, cost time: 15.7600s
epoch 66, avg. mapping loss: 5.0612, cost time: 9.1230s
epoch 67, avg. triple loss: 0.0706, cost time: 17.0709s
epoch 67, avg. mapping loss: 5.0612, cost time: 9.6124s
epoch 68, avg. triple loss: 0.0700, cost time: 13.7822s
epoch 68, avg. mapping loss: 5.0611, cost time: 8.8581s
epoch 69, avg. triple loss: 0.0696, cost time: 14.7903s
epoch 69, avg. mapping loss: 5.0611, cost time: 9.7305s
epoch 70, avg. triple loss: 0.0696, cost time: 13.4102s
epoch 70, avg. mapping loss: 5.0610, cost time: 9.3007s
quick results: hits@[1, 5, 10, 50] = [62.029 75.02 78.946 84.427]%, time = 10.349 s
epoch 71, avg. triple loss: 0.0692, cost time: 12.9850s
epoch 71, avg. mapping loss: 5.0610, cost time: 9.1834s
epoch 72, avg. triple loss: 0.0687, cost time: 15.6038s
epoch 72, avg. mapping loss: 5.0609, cost time: 8.5123s
epoch 73, avg. triple loss: 0.0683, cost time: 14.5753s
epoch 73, avg. mapping loss: 5.0609, cost time: 9.9941s
epoch 74, avg. triple loss: 0.0679, cost time: 13.6089s
epoch 74, avg. mapping loss: 5.0609, cost time: 9.9315s
epoch 75, avg. triple loss: 0.0677, cost time: 14.7975s
epoch 75, avg. mapping loss: 5.0609, cost time: 10.7275s
epoch 76, avg. triple loss: 0.0670, cost time: 16.3959s
epoch 76, avg. mapping loss: 5.0609, cost time: 10.4758s
epoch 77, avg. triple loss: 0.0674, cost time: 15.0588s
epoch 77, avg. mapping loss: 5.0608, cost time: 10.7783s
epoch 78, avg. triple loss: 0.0671, cost time: 17.7767s
epoch 78, avg. mapping loss: 5.0608, cost time: 10.8598s
epoch 79, avg. triple loss: 0.0668, cost time: 17.1815s
epoch 79, avg. mapping loss: 5.0608, cost time: 12.2154s
epoch 80, avg. triple loss: 0.0666, cost time: 17.2966s
epoch 80, avg. mapping loss: 5.0607, cost time: 9.4243s
quick results: hits@[1, 5, 10, 50] = [62.582 76.153 79.657 85.481]%, time = 12.569 s
epoch 81, avg. triple loss: 0.0662, cost time: 16.7377s
epoch 81, avg. mapping loss: 5.0607, cost time: 10.9074s
epoch 82, avg. triple loss: 0.0663, cost time: 16.9103s
epoch 82, avg. mapping loss: 5.0607, cost time: 11.9554s
epoch 83, avg. triple loss: 0.0660, cost time: 17.5326s
epoch 83, avg. mapping loss: 5.0607, cost time: 11.5598s
epoch 84, avg. triple loss: 0.0652, cost time: 16.4682s
epoch 84, avg. mapping loss: 5.0606, cost time: 11.1020s
epoch 85, avg. triple loss: 0.0646, cost time: 15.9548s
epoch 85, avg. mapping loss: 5.0606, cost time: 10.6155s
epoch 86, avg. triple loss: 0.0645, cost time: 16.5099s
epoch 86, avg. mapping loss: 5.0605, cost time: 9.7003s
epoch 87, avg. triple loss: 0.0647, cost time: 16.0813s
epoch 87, avg. mapping loss: 5.0605, cost time: 10.0558s
epoch 88, avg. triple loss: 0.0647, cost time: 16.0333s
epoch 88, avg. mapping loss: 5.0605, cost time: 10.6538s
epoch 89, avg. triple loss: 0.0638, cost time: 18.7214s
epoch 89, avg. mapping loss: 5.0605, cost time: 9.7665s
epoch 90, avg. triple loss: 0.0641, cost time: 16.6107s
epoch 90, avg. mapping loss: 5.0605, cost time: 10.8349s
quick results: hits@[1, 5, 10, 50] = [62.424 76.126 80.369 86.087]%, time = 10.856 s
epoch 91, avg. triple loss: 0.0643, cost time: 16.1846s
epoch 91, avg. mapping loss: 5.0605, cost time: 9.8053s
epoch 92, avg. triple loss: 0.0642, cost time: 16.0880s
epoch 92, avg. mapping loss: 5.0604, cost time: 10.7603s
epoch 93, avg. triple loss: 0.0643, cost time: 14.0623s
epoch 93, avg. mapping loss: 5.0604, cost time: 10.5695s
epoch 94, avg. triple loss: 0.0634, cost time: 14.2987s
epoch 94, avg. mapping loss: 5.0604, cost time: 10.1266s
epoch 95, avg. triple loss: 0.0638, cost time: 15.2944s
epoch 95, avg. mapping loss: 5.0604, cost time: 9.3144s
epoch 96, avg. triple loss: 0.0632, cost time: 16.0330s
epoch 96, avg. mapping loss: 5.0603, cost time: 10.0454s
epoch 97, avg. triple loss: 0.0628, cost time: 15.1727s
epoch 97, avg. mapping loss: 5.0604, cost time: 9.3894s
epoch 98, avg. triple loss: 0.0628, cost time: 15.7306s
epoch 98, avg. mapping loss: 5.0603, cost time: 9.6282s
epoch 99, avg. triple loss: 0.0634, cost time: 16.0333s
epoch 99, avg. mapping loss: 5.0603, cost time: 9.3515s
epoch 100, avg. triple loss: 0.0624, cost time: 14.3447s
epoch 100, avg. mapping loss: 5.0603, cost time: 9.0630s
quick results: hits@[1, 5, 10, 50] = [63.004 77.549 80.817 86.983]%, time = 10.997 s
epoch 101, avg. triple loss: 0.0628, cost time: 16.1129s
epoch 101, avg. mapping loss: 5.0602, cost time: 10.1516s
epoch 102, avg. triple loss: 0.0625, cost time: 15.4794s
epoch 102, avg. mapping loss: 5.0602, cost time: 10.1879s
epoch 103, avg. triple loss: 0.0625, cost time: 16.0831s
epoch 103, avg. mapping loss: 5.0603, cost time: 10.4339s
epoch 104, avg. triple loss: 0.0617, cost time: 16.2783s
epoch 104, avg. mapping loss: 5.0602, cost time: 9.7938s
epoch 105, avg. triple loss: 0.0627, cost time: 15.0498s
epoch 105, avg. mapping loss: 5.0602, cost time: 8.9770s
epoch 106, avg. triple loss: 0.0617, cost time: 14.2594s
epoch 106, avg. mapping loss: 5.0602, cost time: 9.7375s
epoch 107, avg. triple loss: 0.0612, cost time: 14.7128s
epoch 107, avg. mapping loss: 5.0602, cost time: 9.6723s
epoch 108, avg. triple loss: 0.0617, cost time: 15.4345s
epoch 108, avg. mapping loss: 5.0602, cost time: 9.8074s
epoch 109, avg. triple loss: 0.0613, cost time: 16.4594s
epoch 109, avg. mapping loss: 5.0601, cost time: 10.0508s
epoch 110, avg. triple loss: 0.0616, cost time: 16.3032s
epoch 110, avg. mapping loss: 5.0601, cost time: 9.6239s
quick results: hits@[1, 5, 10, 50] = [62.53 77.26 81.37 87.167]%, time = 10.845 s
epoch 111, avg. triple loss: 0.0612, cost time: 15.3288s
epoch 111, avg. mapping loss: 5.0601, cost time: 9.8727s
epoch 112, avg. triple loss: 0.0611, cost time: 16.0938s
epoch 112, avg. mapping loss: 5.0601, cost time: 11.0789s
epoch 113, avg. triple loss: 0.0606, cost time: 16.4804s
epoch 113, avg. mapping loss: 5.0601, cost time: 10.0777s
epoch 114, avg. triple loss: 0.0605, cost time: 16.6236s
epoch 114, avg. mapping loss: 5.0600, cost time: 10.3856s
epoch 115, avg. triple loss: 0.0611, cost time: 14.3619s
epoch 115, avg. mapping loss: 5.0601, cost time: 10.0347s
epoch 116, avg. triple loss: 0.0604, cost time: 15.7659s
epoch 116, avg. mapping loss: 5.0600, cost time: 9.5837s
epoch 117, avg. triple loss: 0.0614, cost time: 13.4450s
epoch 117, avg. mapping loss: 5.0601, cost time: 10.5432s
epoch 118, avg. triple loss: 0.0607, cost time: 15.0915s
epoch 118, avg. mapping loss: 5.0600, cost time: 10.5193s
epoch 119, avg. triple loss: 0.0603, cost time: 14.9480s
epoch 119, avg. mapping loss: 5.0600, cost time: 10.0016s
epoch 120, avg. triple loss: 0.0597, cost time: 20.9837s
epoch 120, avg. mapping loss: 5.0600, cost time: 9.8105s
quick results: hits@[1, 5, 10, 50] = [63.267 77.892 82.24 87.694]%, time = 9.572 s
epoch 121, avg. triple loss: 0.0602, cost time: 17.1162s
epoch 121, avg. mapping loss: 5.0600, cost time: 11.1063s
epoch 122, avg. triple loss: 0.0604, cost time: 16.8313s
epoch 122, avg. mapping loss: 5.0600, cost time: 10.4759s
epoch 123, avg. triple loss: 0.0594, cost time: 15.8543s
epoch 123, avg. mapping loss: 5.0599, cost time: 10.4722s
epoch 124, avg. triple loss: 0.0598, cost time: 15.9303s
epoch 124, avg. mapping loss: 5.0599, cost time: 10.8830s
epoch 125, avg. triple loss: 0.0592, cost time: 16.7959s
epoch 125, avg. mapping loss: 5.0599, cost time: 10.1837s
epoch 126, avg. triple loss: 0.0595, cost time: 15.6621s
epoch 126, avg. mapping loss: 5.0599, cost time: 10.6096s
epoch 127, avg. triple loss: 0.0592, cost time: 17.1210s
epoch 127, avg. mapping loss: 5.0599, cost time: 11.1113s
epoch 128, avg. triple loss: 0.0589, cost time: 17.5390s
epoch 128, avg. mapping loss: 5.0599, cost time: 10.4288s
epoch 129, avg. triple loss: 0.0592, cost time: 16.6094s
epoch 129, avg. mapping loss: 5.0598, cost time: 9.7459s
epoch 130, avg. triple loss: 0.0595, cost time: 16.9576s
epoch 130, avg. mapping loss: 5.0599, cost time: 10.3476s
quick results: hits@[1, 5, 10, 50] = [63.057 78.208 82.319 88.037]%, time = 14.548 s
epoch 131, avg. triple loss: 0.0593, cost time: 16.7815s
epoch 131, avg. mapping loss: 5.0599, cost time: 10.0593s
epoch 132, avg. triple loss: 0.0584, cost time: 16.5162s
epoch 132, avg. mapping loss: 5.0598, cost time: 9.9354s
epoch 133, avg. triple loss: 0.0580, cost time: 15.4628s
epoch 133, avg. mapping loss: 5.0598, cost time: 8.8537s
epoch 134, avg. triple loss: 0.0585, cost time: 14.8982s
epoch 134, avg. mapping loss: 5.0598, cost time: 9.8007s
epoch 135, avg. triple loss: 0.0578, cost time: 14.8424s
epoch 135, avg. mapping loss: 5.0598, cost time: 9.9475s
epoch 136, avg. triple loss: 0.0581, cost time: 16.0250s
epoch 136, avg. mapping loss: 5.0598, cost time: 9.9782s
epoch 137, avg. triple loss: 0.0585, cost time: 16.0210s
epoch 137, avg. mapping loss: 5.0598, cost time: 10.5026s
epoch 138, avg. triple loss: 0.0579, cost time: 16.9540s
epoch 138, avg. mapping loss: 5.0598, cost time: 9.3925s
epoch 139, avg. triple loss: 0.0578, cost time: 15.3831s
epoch 139, avg. mapping loss: 5.0597, cost time: 10.7646s
epoch 140, avg. triple loss: 0.0579, cost time: 16.6667s
epoch 140, avg. mapping loss: 5.0597, cost time: 11.5113s
quick results: hits@[1, 5, 10, 50] = [63.505 78.524 83.162 88.432]%, time = 10.831 s
epoch 141, avg. triple loss: 0.0579, cost time: 15.0778s
epoch 141, avg. mapping loss: 5.0597, cost time: 11.5898s
epoch 142, avg. triple loss: 0.0577, cost time: 15.9520s
epoch 142, avg. mapping loss: 5.0597, cost time: 10.6275s
epoch 143, avg. triple loss: 0.0575, cost time: 16.7679s
epoch 143, avg. mapping loss: 5.0597, cost time: 9.3689s
epoch 144, avg. triple loss: 0.0581, cost time: 15.9224s
epoch 144, avg. mapping loss: 5.0597, cost time: 9.2357s
epoch 145, avg. triple loss: 0.0567, cost time: 13.1018s
epoch 145, avg. mapping loss: 5.0597, cost time: 9.1215s
epoch 146, avg. triple loss: 0.0580, cost time: 13.9775s
epoch 146, avg. mapping loss: 5.0596, cost time: 10.8569s
epoch 147, avg. triple loss: 0.0572, cost time: 13.7898s
epoch 147, avg. mapping loss: 5.0597, cost time: 8.6766s
epoch 148, avg. triple loss: 0.0575, cost time: 13.2929s
epoch 148, avg. mapping loss: 5.0597, cost time: 8.8647s
epoch 149, avg. triple loss: 0.0573, cost time: 13.4567s
epoch 149, avg. mapping loss: 5.0597, cost time: 9.1459s
epoch 150, avg. triple loss: 0.0574, cost time: 14.1429s
epoch 150, avg. mapping loss: 5.0596, cost time: 9.7107s
quick results: hits@[1, 5, 10, 50] = [63.742 78.999 83.478 88.511]%, time = 9.458 s
epoch 151, avg. triple loss: 0.0569, cost time: 13.1071s
epoch 151, avg. mapping loss: 5.0596, cost time: 8.9062s
epoch 152, avg. triple loss: 0.0569, cost time: 13.9245s
epoch 152, avg. mapping loss: 5.0596, cost time: 8.2973s
epoch 153, avg. triple loss: 0.0567, cost time: 15.5718s
epoch 153, avg. mapping loss: 5.0596, cost time: 9.6941s
epoch 154, avg. triple loss: 0.0569, cost time: 15.8520s
epoch 154, avg. mapping loss: 5.0596, cost time: 9.5038s
epoch 155, avg. triple loss: 0.0568, cost time: 14.7227s
epoch 155, avg. mapping loss: 5.0596, cost time: 9.6498s
epoch 156, avg. triple loss: 0.0564, cost time: 15.3474s
epoch 156, avg. mapping loss: 5.0596, cost time: 9.8244s
epoch 157, avg. triple loss: 0.0563, cost time: 15.2631s
epoch 157, avg. mapping loss: 5.0596, cost time: 9.2773s
epoch 158, avg. triple loss: 0.0568, cost time: 13.9545s
epoch 158, avg. mapping loss: 5.0596, cost time: 9.5716s
epoch 159, avg. triple loss: 0.0566, cost time: 15.1422s
epoch 159, avg. mapping loss: 5.0595, cost time: 10.1779s
epoch 160, avg. triple loss: 0.0566, cost time: 16.4683s
epoch 160, avg. mapping loss: 5.0595, cost time: 10.4686s
quick results: hits@[1, 5, 10, 50] = [63.663 79.447 83.531 88.722]%, time = 11.694 s
epoch 161, avg. triple loss: 0.0564, cost time: 14.1839s
epoch 161, avg. mapping loss: 5.0595, cost time: 11.4479s
epoch 162, avg. triple loss: 0.0556, cost time: 16.1649s
epoch 162, avg. mapping loss: 5.0595, cost time: 10.1578s
epoch 163, avg. triple loss: 0.0567, cost time: 15.9806s
epoch 163, avg. mapping loss: 5.0595, cost time: 10.1255s
epoch 164, avg. triple loss: 0.0557, cost time: 15.0397s
epoch 164, avg. mapping loss: 5.0595, cost time: 9.2764s
epoch 165, avg. triple loss: 0.0559, cost time: 16.5869s
epoch 165, avg. mapping loss: 5.0595, cost time: 9.8055s
epoch 166, avg. triple loss: 0.0554, cost time: 15.0621s
epoch 166, avg. mapping loss: 5.0595, cost time: 9.6442s
epoch 167, avg. triple loss: 0.0558, cost time: 13.5005s
epoch 167, avg. mapping loss: 5.0595, cost time: 9.8403s
epoch 168, avg. triple loss: 0.0561, cost time: 15.5010s
epoch 168, avg. mapping loss: 5.0595, cost time: 9.5270s
epoch 169, avg. triple loss: 0.0558, cost time: 14.8748s
epoch 169, avg. mapping loss: 5.0594, cost time: 9.2241s
epoch 170, avg. triple loss: 0.0552, cost time: 15.4024s
epoch 170, avg. mapping loss: 5.0594, cost time: 8.1486s
quick results: hits@[1, 5, 10, 50] = [63.215 79.341 83.505 88.854]%, time = 9.215 s
== should early stop ==
Training ends. Total time = 4656.473 s.
accurate results: hits@[1, 5, 10, 50] = [63.494 79.481 83.486 88.472]%, mr = 115.430, mrr = 0.705758, time = 34.427 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [63.81 80.719 84.408 89.335]%, mr = 57.984, mrr = 0.711578, time = 58.272 s
Results saved!
../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/kg1_ent_ids saved.
../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/kg2_ent_ids saved.
../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/kg1_rel_ids saved.
../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/kg2_rel_ids saved.
../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/kg1_attr_ids saved.
../../output/results/Paper/Materials/SEA/Materials-Materials/721_5fold/1/20231127235602/kg2_attr_ids saved.
Embeddings saved!
Total run time = 4788.609 s.