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nohup_materials-ecommercegold_mtranse.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/Materials/', 'dataset_division': '721_5fold', 'embedding_module': 'MTransE', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 100, 'init': 'unit', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss_norm': 'L2', 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'alpha': 5, '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': True}
MTransE
<openea.modules.args.args_hander.ARGs object at 0x7f8f3c854780>
read relation triples: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//attr_triples_2
read links: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold//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: 33084
Number of hr_dict: 13367
entity relations dict: 33084
Number of av_dict: 13365
entity attributes dict: 13365
KG statistics:
Number of entities: 33086
Number of relations: 2
Number of attributes: 2
Number of relation triples: 52106
Number of attribute triples: 26730
Number of local relation triples: 52106
Number of local attribute triples: 26730
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: 33084
Number of hr_dict: 13367
entity relations dict: 33084
Number of av_dict: 13365
entity attributes dict: 13365
KG statistics:
Number of entities: 33086
Number of relations: 2
Number of attributes: 2
Number of relation triples: 52106
Number of attribute triples: 26730
Number of local relation triples: 52106
Number of local attribute triples: 26730
../../output/results/Paper/Materials/ ../../datasets/Ontologies/Paper/Materials/Materials-EcommerceGold// ['..', '..', 'datasets', 'Ontologies', 'Paper', 'Materials', 'Materials-EcommerceGold'] 721_5fold/1/ MTransE
results output folder: ../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/
epoch 1, avg. triple loss: 2.2767, cost time: 1.7443s
epoch 1, avg. mapping loss: 7.4123, cost time: 1.1412s
epoch 2, avg. triple loss: 1.7085, cost time: 1.7873s
epoch 2, avg. mapping loss: 5.8973, cost time: 0.9371s
epoch 3, avg. triple loss: 1.5216, cost time: 1.7108s
epoch 3, avg. mapping loss: 5.3478, cost time: 1.0869s
epoch 4, avg. triple loss: 1.4080, cost time: 1.6861s
epoch 4, avg. mapping loss: 5.0083, cost time: 1.1159s
epoch 5, avg. triple loss: 1.3229, cost time: 1.7904s
epoch 5, avg. mapping loss: 4.7051, cost time: 1.1097s
epoch 6, avg. triple loss: 1.2533, cost time: 1.8299s
epoch 6, avg. mapping loss: 4.4142, cost time: 1.1089s
epoch 7, avg. triple loss: 1.1939, cost time: 1.7802s
epoch 7, avg. mapping loss: 4.1198, cost time: 1.0356s
epoch 8, avg. triple loss: 1.1419, cost time: 1.7348s
epoch 8, avg. mapping loss: 3.8448, cost time: 1.1031s
epoch 9, avg. triple loss: 1.0955, cost time: 1.7679s
epoch 9, avg. mapping loss: 3.5610, cost time: 1.1259s
epoch 10, avg. triple loss: 1.0538, cost time: 1.7202s
epoch 10, avg. mapping loss: 3.2805, cost time: 0.9007s
epoch 11, avg. triple loss: 1.0160, cost time: 1.7117s
epoch 11, avg. mapping loss: 3.0081, cost time: 0.9773s
epoch 12, avg. triple loss: 0.9815, cost time: 1.7736s
epoch 12, avg. mapping loss: 2.7690, cost time: 1.0725s
epoch 13, avg. triple loss: 0.9499, cost time: 1.7817s
epoch 13, avg. mapping loss: 2.5378, cost time: 1.0553s
epoch 14, avg. triple loss: 0.9208, cost time: 1.6669s
epoch 14, avg. mapping loss: 2.3169, cost time: 0.9819s
epoch 15, avg. triple loss: 0.8939, cost time: 1.6630s
epoch 15, avg. mapping loss: 2.1174, cost time: 0.9765s
epoch 16, avg. triple loss: 0.8690, cost time: 1.6695s
epoch 16, avg. mapping loss: 1.9371, cost time: 1.0238s
epoch 17, avg. triple loss: 0.8458, cost time: 1.6697s
epoch 17, avg. mapping loss: 1.7577, cost time: 1.0517s
epoch 18, avg. triple loss: 0.8241, cost time: 1.6555s
epoch 18, avg. mapping loss: 1.6054, cost time: 1.0081s
epoch 19, avg. triple loss: 0.8038, cost time: 1.7708s
epoch 19, avg. mapping loss: 1.4606, cost time: 0.9423s
epoch 20, avg. triple loss: 0.7848, cost time: 1.6896s
epoch 20, avg. mapping loss: 1.3358, cost time: 0.9490s
epoch 21, avg. triple loss: 0.7669, cost time: 1.6676s
epoch 21, avg. mapping loss: 1.2257, cost time: 1.0170s
epoch 22, avg. triple loss: 0.7500, cost time: 1.6774s
epoch 22, avg. mapping loss: 1.1205, cost time: 0.9740s
epoch 23, avg. triple loss: 0.7341, cost time: 1.6488s
epoch 23, avg. mapping loss: 1.0200, cost time: 1.0207s
epoch 24, avg. triple loss: 0.7190, cost time: 1.8710s
epoch 24, avg. mapping loss: 0.9310, cost time: 0.9399s
epoch 25, avg. triple loss: 0.7046, cost time: 1.5813s
epoch 25, avg. mapping loss: 0.8538, cost time: 0.9159s
epoch 26, avg. triple loss: 0.6910, cost time: 1.6127s
epoch 26, avg. mapping loss: 0.7880, cost time: 0.8812s
epoch 27, avg. triple loss: 0.6780, cost time: 1.6058s
epoch 27, avg. mapping loss: 0.7191, cost time: 0.9233s
epoch 28, avg. triple loss: 0.6656, cost time: 1.6070s
epoch 28, avg. mapping loss: 0.6666, cost time: 0.8801s
epoch 29, avg. triple loss: 0.6537, cost time: 1.6028s
epoch 29, avg. mapping loss: 0.6122, cost time: 0.9524s
epoch 30, avg. triple loss: 0.6424, cost time: 1.6464s
epoch 30, avg. mapping loss: 0.5666, cost time: 0.9949s
epoch 31, avg. triple loss: 0.6315, cost time: 1.6443s
epoch 31, avg. mapping loss: 0.5190, cost time: 0.8826s
epoch 32, avg. triple loss: 0.6210, cost time: 1.5883s
epoch 32, avg. mapping loss: 0.4843, cost time: 1.0079s
epoch 33, avg. triple loss: 0.6109, cost time: 1.6492s
epoch 33, avg. mapping loss: 0.4474, cost time: 0.9120s
epoch 34, avg. triple loss: 0.6012, cost time: 1.5687s
epoch 34, avg. mapping loss: 0.4158, cost time: 0.9531s
epoch 35, avg. triple loss: 0.5918, cost time: 1.6834s
epoch 35, avg. mapping loss: 0.3884, cost time: 0.9123s
epoch 36, avg. triple loss: 0.5828, cost time: 1.6353s
epoch 36, avg. mapping loss: 0.3625, cost time: 1.0672s
epoch 37, avg. triple loss: 0.5740, cost time: 1.7039s
epoch 37, avg. mapping loss: 0.3367, cost time: 0.9512s
epoch 38, avg. triple loss: 0.5656, cost time: 1.6038s
epoch 38, avg. mapping loss: 0.3128, cost time: 0.9688s
epoch 39, avg. triple loss: 0.5574, cost time: 1.6989s
epoch 39, avg. mapping loss: 0.2949, cost time: 1.0369s
epoch 40, avg. triple loss: 0.5494, cost time: 1.8002s
epoch 40, avg. mapping loss: 0.2731, cost time: 0.8930s
epoch 41, avg. triple loss: 0.5416, cost time: 1.6116s
epoch 41, avg. mapping loss: 0.2597, cost time: 0.9911s
epoch 42, avg. triple loss: 0.5341, cost time: 1.6662s
epoch 42, avg. mapping loss: 0.2437, cost time: 1.0224s
epoch 43, avg. triple loss: 0.5268, cost time: 1.6351s
epoch 43, avg. mapping loss: 0.2289, cost time: 0.9634s
epoch 44, avg. triple loss: 0.5197, cost time: 1.6217s
epoch 44, avg. mapping loss: 0.2173, cost time: 0.9778s
epoch 45, avg. triple loss: 0.5127, cost time: 1.6801s
epoch 45, avg. mapping loss: 0.2025, cost time: 0.9686s
epoch 46, avg. triple loss: 0.5059, cost time: 1.5649s
epoch 46, avg. mapping loss: 0.1931, cost time: 0.9365s
epoch 47, avg. triple loss: 0.4993, cost time: 1.6120s
epoch 47, avg. mapping loss: 0.1823, cost time: 1.0620s
epoch 48, avg. triple loss: 0.4928, cost time: 1.6321s
epoch 48, avg. mapping loss: 0.1726, cost time: 0.9239s
epoch 49, avg. triple loss: 0.4865, cost time: 1.5951s
epoch 49, avg. mapping loss: 0.1639, cost time: 0.9342s
epoch 50, avg. triple loss: 0.4803, cost time: 1.6545s
epoch 50, avg. mapping loss: 0.1565, cost time: 0.8988s
epoch 51, avg. triple loss: 0.4743, cost time: 1.5826s
epoch 51, avg. mapping loss: 0.1485, cost time: 0.9455s
epoch 52, avg. triple loss: 0.4683, cost time: 1.5524s
epoch 52, avg. mapping loss: 0.1416, cost time: 1.0336s
epoch 53, avg. triple loss: 0.4625, cost time: 1.5787s
epoch 53, avg. mapping loss: 0.1334, cost time: 0.8932s
epoch 54, avg. triple loss: 0.4568, cost time: 1.5462s
epoch 54, avg. mapping loss: 0.1276, cost time: 0.8828s
epoch 55, avg. triple loss: 0.4512, cost time: 1.6102s
epoch 55, avg. mapping loss: 0.1221, cost time: 0.8822s
epoch 56, avg. triple loss: 0.4457, cost time: 1.4974s
epoch 56, avg. mapping loss: 0.1163, cost time: 0.8388s
epoch 57, avg. triple loss: 0.4403, cost time: 1.5931s
epoch 57, avg. mapping loss: 0.1117, cost time: 1.0296s
epoch 58, avg. triple loss: 0.4350, cost time: 1.6392s
epoch 58, avg. mapping loss: 0.1060, cost time: 0.9220s
epoch 59, avg. triple loss: 0.4297, cost time: 1.5571s
epoch 59, avg. mapping loss: 0.1023, cost time: 0.8952s
epoch 60, avg. triple loss: 0.4246, cost time: 1.5923s
epoch 60, avg. mapping loss: 0.0981, cost time: 0.9517s
epoch 61, avg. triple loss: 0.4196, cost time: 1.5411s
epoch 61, avg. mapping loss: 0.0927, cost time: 0.9531s
epoch 62, avg. triple loss: 0.4146, cost time: 1.6110s
epoch 62, avg. mapping loss: 0.0904, cost time: 0.8348s
epoch 63, avg. triple loss: 0.4097, cost time: 1.5528s
epoch 63, avg. mapping loss: 0.0865, cost time: 0.8601s
epoch 64, avg. triple loss: 0.4049, cost time: 1.5525s
epoch 64, avg. mapping loss: 0.0829, cost time: 0.8943s
epoch 65, avg. triple loss: 0.4001, cost time: 1.5975s
epoch 65, avg. mapping loss: 0.0794, cost time: 0.8141s
epoch 66, avg. triple loss: 0.3954, cost time: 1.5371s
epoch 66, avg. mapping loss: 0.0762, cost time: 0.8139s
epoch 67, avg. triple loss: 0.3908, cost time: 1.5729s
epoch 67, avg. mapping loss: 0.0738, cost time: 0.8999s
epoch 68, avg. triple loss: 0.3863, cost time: 1.6208s
epoch 68, avg. mapping loss: 0.0706, cost time: 0.8847s
epoch 69, avg. triple loss: 0.3818, cost time: 1.5021s
epoch 69, avg. mapping loss: 0.0684, cost time: 0.8594s
epoch 70, avg. triple loss: 0.3774, cost time: 1.5566s
epoch 70, avg. mapping loss: 0.0660, cost time: 0.9785s
epoch 71, avg. triple loss: 0.3730, cost time: 1.4955s
epoch 71, avg. mapping loss: 0.0630, cost time: 0.9000s
epoch 72, avg. triple loss: 0.3687, cost time: 1.5372s
epoch 72, avg. mapping loss: 0.0620, cost time: 0.8861s
epoch 73, avg. triple loss: 0.3645, cost time: 1.5577s
epoch 73, avg. mapping loss: 0.0595, cost time: 1.0022s
epoch 74, avg. triple loss: 0.3603, cost time: 1.5541s
epoch 74, avg. mapping loss: 0.0581, cost time: 0.8017s
epoch 75, avg. triple loss: 0.3561, cost time: 1.6296s
epoch 75, avg. mapping loss: 0.0551, cost time: 0.9643s
epoch 76, avg. triple loss: 0.3520, cost time: 1.4854s
epoch 76, avg. mapping loss: 0.0536, cost time: 0.9508s
epoch 77, avg. triple loss: 0.3480, cost time: 1.5749s
epoch 77, avg. mapping loss: 0.0516, cost time: 0.9286s
epoch 78, avg. triple loss: 0.3440, cost time: 1.5823s
epoch 78, avg. mapping loss: 0.0504, cost time: 0.8625s
epoch 79, avg. triple loss: 0.3400, cost time: 1.5235s
epoch 79, avg. mapping loss: 0.0489, cost time: 0.8818s
epoch 80, avg. triple loss: 0.3361, cost time: 1.5532s
epoch 80, avg. mapping loss: 0.0469, cost time: 0.7932s
epoch 81, avg. triple loss: 0.3322, cost time: 1.4843s
epoch 81, avg. mapping loss: 0.0453, cost time: 0.8488s
epoch 82, avg. triple loss: 0.3284, cost time: 1.5105s
epoch 82, avg. mapping loss: 0.0440, cost time: 0.9675s
epoch 83, avg. triple loss: 0.3246, cost time: 1.5102s
epoch 83, avg. mapping loss: 0.0428, cost time: 0.9510s
epoch 84, avg. triple loss: 0.3209, cost time: 1.5165s
epoch 84, avg. mapping loss: 0.0414, cost time: 0.8667s
epoch 85, avg. triple loss: 0.3172, cost time: 1.5702s
epoch 85, avg. mapping loss: 0.0403, cost time: 0.9195s
epoch 86, avg. triple loss: 0.3135, cost time: 1.5582s
epoch 86, avg. mapping loss: 0.0387, cost time: 0.9112s
epoch 87, avg. triple loss: 0.3099, cost time: 1.6126s
epoch 87, avg. mapping loss: 0.0376, cost time: 0.9187s
epoch 88, avg. triple loss: 0.3063, cost time: 1.5662s
epoch 88, avg. mapping loss: 0.0368, cost time: 0.9730s
epoch 89, avg. triple loss: 0.3028, cost time: 1.6095s
epoch 89, avg. mapping loss: 0.0353, cost time: 0.8915s
epoch 90, avg. triple loss: 0.2993, cost time: 1.5260s
epoch 90, avg. mapping loss: 0.0346, cost time: 0.9664s
epoch 91, avg. triple loss: 0.2958, cost time: 1.4574s
epoch 91, avg. mapping loss: 0.0336, cost time: 0.8644s
epoch 92, avg. triple loss: 0.2923, cost time: 1.5620s
epoch 92, avg. mapping loss: 0.0327, cost time: 0.9022s
epoch 93, avg. triple loss: 0.2889, cost time: 1.5950s
epoch 93, avg. mapping loss: 0.0321, cost time: 0.9933s
epoch 94, avg. triple loss: 0.2856, cost time: 1.6101s
epoch 94, avg. mapping loss: 0.0308, cost time: 1.2641s
epoch 95, avg. triple loss: 0.2822, cost time: 1.6752s
epoch 95, avg. mapping loss: 0.0305, cost time: 1.0218s
epoch 96, avg. triple loss: 0.2789, cost time: 1.7472s
epoch 96, avg. mapping loss: 0.0293, cost time: 1.2650s
epoch 97, avg. triple loss: 0.2756, cost time: 1.7213s
epoch 97, avg. mapping loss: 0.0287, cost time: 0.9324s
epoch 98, avg. triple loss: 0.2724, cost time: 1.7947s
epoch 98, avg. mapping loss: 0.0279, cost time: 0.9285s
epoch 99, avg. triple loss: 0.2691, cost time: 1.6425s
epoch 99, avg. mapping loss: 0.0270, cost time: 1.0518s
epoch 100, avg. triple loss: 0.2659, cost time: 1.8788s
epoch 100, avg. mapping loss: 0.0268, cost time: 1.0134s
quick results: hits@[1, 5, 10, 50] = [39.619 47.96 49.38 51.738]%, time = 2.618 s
epoch 101, avg. triple loss: 0.2628, cost time: 1.7696s
epoch 101, avg. mapping loss: 0.0260, cost time: 1.2046s
epoch 102, avg. triple loss: 0.2596, cost time: 1.8159s
epoch 102, avg. mapping loss: 0.0255, cost time: 0.9389s
epoch 103, avg. triple loss: 0.2565, cost time: 1.8440s
epoch 103, avg. mapping loss: 0.0250, cost time: 1.2246s
epoch 104, avg. triple loss: 0.2534, cost time: 1.5887s
epoch 104, avg. mapping loss: 0.0241, cost time: 0.9194s
epoch 105, avg. triple loss: 0.2504, cost time: 1.7913s
epoch 105, avg. mapping loss: 0.0234, cost time: 1.0377s
epoch 106, avg. triple loss: 0.2474, cost time: 1.7231s
epoch 106, avg. mapping loss: 0.0232, cost time: 0.8961s
epoch 107, avg. triple loss: 0.2443, cost time: 1.8501s
epoch 107, avg. mapping loss: 0.0223, cost time: 1.0970s
epoch 108, avg. triple loss: 0.2414, cost time: 1.6247s
epoch 108, avg. mapping loss: 0.0215, cost time: 0.9858s
epoch 109, avg. triple loss: 0.2384, cost time: 1.8058s
epoch 109, avg. mapping loss: 0.0216, cost time: 0.9896s
epoch 110, avg. triple loss: 0.2355, cost time: 1.6610s
epoch 110, avg. mapping loss: 0.0211, cost time: 1.0852s
quick results: hits@[1, 5, 10, 50] = [40.526 48.444 49.652 52.07 ]%, time = 2.571 s
epoch 111, avg. triple loss: 0.2326, cost time: 1.8731s
epoch 111, avg. mapping loss: 0.0204, cost time: 1.0848s
epoch 112, avg. triple loss: 0.2297, cost time: 1.7732s
epoch 112, avg. mapping loss: 0.0201, cost time: 1.1310s
epoch 113, avg. triple loss: 0.2268, cost time: 1.9393s
epoch 113, avg. mapping loss: 0.0196, cost time: 0.9407s
epoch 114, avg. triple loss: 0.2240, cost time: 1.6864s
epoch 114, avg. mapping loss: 0.0193, cost time: 1.0723s
epoch 115, avg. triple loss: 0.2212, cost time: 1.8168s
epoch 115, avg. mapping loss: 0.0188, cost time: 0.8991s
epoch 116, avg. triple loss: 0.2184, cost time: 1.7022s
epoch 116, avg. mapping loss: 0.0183, cost time: 1.1816s
epoch 117, avg. triple loss: 0.2156, cost time: 1.7783s
epoch 117, avg. mapping loss: 0.0183, cost time: 1.0829s
epoch 118, avg. triple loss: 0.2129, cost time: 1.8503s
epoch 118, avg. mapping loss: 0.0173, cost time: 1.0934s
epoch 119, avg. triple loss: 0.2101, cost time: 1.6742s
epoch 119, avg. mapping loss: 0.0171, cost time: 1.0808s
epoch 120, avg. triple loss: 0.2074, cost time: 2.0010s
epoch 120, avg. mapping loss: 0.0170, cost time: 1.0204s
quick results: hits@[1, 5, 10, 50] = [40.828 48.685 50.045 52.282]%, time = 2.504 s
epoch 121, avg. triple loss: 0.2047, cost time: 1.6198s
epoch 121, avg. mapping loss: 0.0167, cost time: 0.9884s
epoch 122, avg. triple loss: 0.2021, cost time: 1.8781s
epoch 122, avg. mapping loss: 0.0162, cost time: 1.0854s
epoch 123, avg. triple loss: 0.1994, cost time: 1.6394s
epoch 123, avg. mapping loss: 0.0158, cost time: 1.0711s
epoch 124, avg. triple loss: 0.1968, cost time: 1.9097s
epoch 124, avg. mapping loss: 0.0156, cost time: 1.0665s
epoch 125, avg. triple loss: 0.1942, cost time: 1.7516s
epoch 125, avg. mapping loss: 0.0150, cost time: 1.2400s
epoch 126, avg. triple loss: 0.1917, cost time: 1.6881s
epoch 126, avg. mapping loss: 0.0149, cost time: 1.0060s
epoch 127, avg. triple loss: 0.1891, cost time: 1.6961s
epoch 127, avg. mapping loss: 0.0146, cost time: 1.3478s
epoch 128, avg. triple loss: 0.1866, cost time: 1.7624s
epoch 128, avg. mapping loss: 0.0143, cost time: 0.9445s
epoch 129, avg. triple loss: 0.1840, cost time: 1.9909s
epoch 129, avg. mapping loss: 0.0141, cost time: 1.0627s
epoch 130, avg. triple loss: 0.1816, cost time: 1.6922s
epoch 130, avg. mapping loss: 0.0137, cost time: 0.9897s
quick results: hits@[1, 5, 10, 50] = [40.737 48.837 50.227 52.342]%, time = 2.613 s
epoch 131, avg. triple loss: 0.1791, cost time: 1.7469s
epoch 131, avg. mapping loss: 0.0134, cost time: 1.0563s
epoch 132, avg. triple loss: 0.1766, cost time: 1.7788s
epoch 132, avg. mapping loss: 0.0132, cost time: 0.9836s
epoch 133, avg. triple loss: 0.1742, cost time: 1.8386s
epoch 133, avg. mapping loss: 0.0127, cost time: 1.0684s
epoch 134, avg. triple loss: 0.1718, cost time: 1.6164s
epoch 134, avg. mapping loss: 0.0128, cost time: 0.9233s
epoch 135, avg. triple loss: 0.1694, cost time: 1.8289s
epoch 135, avg. mapping loss: 0.0126, cost time: 0.9341s
epoch 136, avg. triple loss: 0.1670, cost time: 1.6883s
epoch 136, avg. mapping loss: 0.0123, cost time: 1.1851s
epoch 137, avg. triple loss: 0.1647, cost time: 3.1880s
epoch 137, avg. mapping loss: 0.0123, cost time: 1.1879s
epoch 138, avg. triple loss: 0.1624, cost time: 2.7195s
epoch 138, avg. mapping loss: 0.0119, cost time: 1.1571s
epoch 139, avg. triple loss: 0.1600, cost time: 1.7785s
epoch 139, avg. mapping loss: 0.0116, cost time: 1.0313s
epoch 140, avg. triple loss: 0.1578, cost time: 1.8426s
epoch 140, avg. mapping loss: 0.0114, cost time: 1.1544s
quick results: hits@[1, 5, 10, 50] = [40.677 48.776 50.317 52.282]%, time = 2.647 s
== should early stop ==
Training ends. Total time = 393.290 s.
accurate results: hits@[1, 5, 10, 50] = [42.409 50.2 51.734 53.82 ]%, mr = 1565.573, mrr = 0.459010, time = 10.923 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [46.218 54.425 55.875 57.606]%, mr = 1368.339, mrr = 0.498003, time = 20.325 s
Results saved!
../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/kg1_ent_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/kg2_ent_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/kg1_rel_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/kg2_rel_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/kg1_attr_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-EcommerceGold/721_5fold/1/20231130190410/kg2_attr_ids saved.
Embeddings saved!
Total run time = 452.845 s.