nohup_materials-materials_mtranse.txt

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 0x7f81e0733780>
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/ MTransE
results output folder: ../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/
epoch 1, avg. triple loss: 2.2068, cost time: 12.2617s
epoch 1, avg. mapping loss: 7.2880, cost time: 11.3004s
epoch 2, avg. triple loss: 1.6777, cost time: 13.7631s
epoch 2, avg. mapping loss: 5.8566, cost time: 9.9445s
epoch 3, avg. triple loss: 1.5022, cost time: 10.9642s
epoch 3, avg. mapping loss: 5.3564, cost time: 7.7135s
epoch 4, avg. triple loss: 1.3910, cost time: 11.4077s
epoch 4, avg. mapping loss: 5.0287, cost time: 7.7122s
epoch 5, avg. triple loss: 1.3055, cost time: 11.9691s
epoch 5, avg. mapping loss: 4.7121, cost time: 7.8291s
epoch 6, avg. triple loss: 1.2345, cost time: 12.2618s
epoch 6, avg. mapping loss: 4.3999, cost time: 8.1197s
epoch 7, avg. triple loss: 1.1735, cost time: 10.7601s
epoch 7, avg. mapping loss: 4.0979, cost time: 7.5847s
epoch 8, avg. triple loss: 1.1200, cost time: 10.1559s
epoch 8, avg. mapping loss: 3.7949, cost time: 7.9358s
epoch 9, avg. triple loss: 1.0724, cost time: 11.3904s
epoch 9, avg. mapping loss: 3.4914, cost time: 8.1662s
epoch 10, avg. triple loss: 1.0298, cost time: 10.9953s
epoch 10, avg. mapping loss: 3.2014, cost time: 7.6724s
epoch 11, avg. triple loss: 0.9912, cost time: 10.5568s
epoch 11, avg. mapping loss: 2.9247, cost time: 8.1323s
epoch 12, avg. triple loss: 0.9561, cost time: 12.3432s
epoch 12, avg. mapping loss: 2.6692, cost time: 7.0813s
epoch 13, avg. triple loss: 0.9241, cost time: 10.9107s
epoch 13, avg. mapping loss: 2.4232, cost time: 7.2828s
epoch 14, avg. triple loss: 0.8948, cost time: 10.3948s
epoch 14, avg. mapping loss: 2.2067, cost time: 7.9948s
epoch 15, avg. triple loss: 0.8676, cost time: 11.5238s
epoch 15, avg. mapping loss: 2.0097, cost time: 7.9990s
epoch 16, avg. triple loss: 0.8426, cost time: 11.5136s
epoch 16, avg. mapping loss: 1.8230, cost time: 7.9237s
epoch 17, avg. triple loss: 0.8193, cost time: 10.3447s
epoch 17, avg. mapping loss: 1.6503, cost time: 8.6281s
epoch 18, avg. triple loss: 0.7976, cost time: 11.1672s
epoch 18, avg. mapping loss: 1.5075, cost time: 7.9428s
epoch 19, avg. triple loss: 0.7773, cost time: 11.0004s
epoch 19, avg. mapping loss: 1.3690, cost time: 7.7247s
epoch 20, avg. triple loss: 0.7585, cost time: 11.0441s
epoch 20, avg. mapping loss: 1.2391, cost time: 7.4163s
epoch 21, avg. triple loss: 0.7406, cost time: 11.2595s
epoch 21, avg. mapping loss: 1.1336, cost time: 7.7227s
epoch 22, avg. triple loss: 0.7238, cost time: 10.6552s
epoch 22, avg. mapping loss: 1.0328, cost time: 7.1906s
epoch 23, avg. triple loss: 0.7078, cost time: 11.0820s
epoch 23, avg. mapping loss: 0.9371, cost time: 8.4891s
epoch 24, avg. triple loss: 0.6928, cost time: 11.9783s
epoch 24, avg. mapping loss: 0.8577, cost time: 8.0943s
epoch 25, avg. triple loss: 0.6785, cost time: 10.7626s
epoch 25, avg. mapping loss: 0.7858, cost time: 8.0015s
epoch 26, avg. triple loss: 0.6649, cost time: 9.8157s
epoch 26, avg. mapping loss: 0.7182, cost time: 7.7431s
epoch 27, avg. triple loss: 0.6520, cost time: 11.2922s
epoch 27, avg. mapping loss: 0.6536, cost time: 7.3890s
epoch 28, avg. triple loss: 0.6395, cost time: 11.8553s
epoch 28, avg. mapping loss: 0.6016, cost time: 7.5924s
epoch 29, avg. triple loss: 0.6277, cost time: 10.3708s
epoch 29, avg. mapping loss: 0.5509, cost time: 7.9363s
epoch 30, avg. triple loss: 0.6164, cost time: 10.9549s
epoch 30, avg. mapping loss: 0.5086, cost time: 7.8361s
epoch 31, avg. triple loss: 0.6054, cost time: 10.1687s
epoch 31, avg. mapping loss: 0.4686, cost time: 7.0791s
epoch 32, avg. triple loss: 0.5950, cost time: 10.5458s
epoch 32, avg. mapping loss: 0.4335, cost time: 8.3845s
epoch 33, avg. triple loss: 0.5848, cost time: 12.0841s
epoch 33, avg. mapping loss: 0.4000, cost time: 7.9840s
epoch 34, avg. triple loss: 0.5751, cost time: 10.0973s
epoch 34, avg. mapping loss: 0.3708, cost time: 7.5062s
epoch 35, avg. triple loss: 0.5657, cost time: 9.3220s
epoch 35, avg. mapping loss: 0.3438, cost time: 7.3439s
epoch 36, avg. triple loss: 0.5566, cost time: 10.4762s
epoch 36, avg. mapping loss: 0.3177, cost time: 7.1852s
epoch 37, avg. triple loss: 0.5478, cost time: 11.1485s
epoch 37, avg. mapping loss: 0.2965, cost time: 7.8827s
epoch 38, avg. triple loss: 0.5393, cost time: 9.8009s
epoch 38, avg. mapping loss: 0.2761, cost time: 7.0359s
epoch 39, avg. triple loss: 0.5310, cost time: 9.9816s
epoch 39, avg. mapping loss: 0.2586, cost time: 6.9835s
epoch 40, avg. triple loss: 0.5230, cost time: 11.4464s
epoch 40, avg. mapping loss: 0.2401, cost time: 7.6672s
epoch 41, avg. triple loss: 0.5152, cost time: 9.4952s
epoch 41, avg. mapping loss: 0.2261, cost time: 8.3995s
epoch 42, avg. triple loss: 0.5076, cost time: 10.4323s
epoch 42, avg. mapping loss: 0.2114, cost time: 8.8771s
epoch 43, avg. triple loss: 0.5002, cost time: 10.8628s
epoch 43, avg. mapping loss: 0.1962, cost time: 8.6239s
epoch 44, avg. triple loss: 0.4930, cost time: 10.6091s
epoch 44, avg. mapping loss: 0.1864, cost time: 8.2402s
epoch 45, avg. triple loss: 0.4859, cost time: 11.1204s
epoch 45, avg. mapping loss: 0.1747, cost time: 8.2885s
epoch 46, avg. triple loss: 0.4791, cost time: 10.5549s
epoch 46, avg. mapping loss: 0.1643, cost time: 8.0264s
epoch 47, avg. triple loss: 0.4723, cost time: 10.6613s
epoch 47, avg. mapping loss: 0.1548, cost time: 7.7227s
epoch 48, avg. triple loss: 0.4658, cost time: 11.9612s
epoch 48, avg. mapping loss: 0.1468, cost time: 7.3854s
epoch 49, avg. triple loss: 0.4594, cost time: 11.9965s
epoch 49, avg. mapping loss: 0.1388, cost time: 8.9079s
epoch 50, avg. triple loss: 0.4531, cost time: 12.1488s
epoch 50, avg. mapping loss: 0.1319, cost time: 9.2298s
epoch 51, avg. triple loss: 0.4469, cost time: 12.5620s
epoch 51, avg. mapping loss: 0.1241, cost time: 9.6685s
epoch 52, avg. triple loss: 0.4409, cost time: 12.1950s
epoch 52, avg. mapping loss: 0.1176, cost time: 7.6301s
epoch 53, avg. triple loss: 0.4350, cost time: 10.6703s
epoch 53, avg. mapping loss: 0.1128, cost time: 9.2022s
epoch 54, avg. triple loss: 0.4292, cost time: 10.9603s
epoch 54, avg. mapping loss: 0.1062, cost time: 8.9871s
epoch 55, avg. triple loss: 0.4235, cost time: 12.5999s
epoch 55, avg. mapping loss: 0.1016, cost time: 8.7422s
epoch 56, avg. triple loss: 0.4179, cost time: 14.7621s
epoch 56, avg. mapping loss: 0.0965, cost time: 8.2533s
epoch 57, avg. triple loss: 0.4124, cost time: 10.8701s
epoch 57, avg. mapping loss: 0.0913, cost time: 8.5499s
epoch 58, avg. triple loss: 0.4070, cost time: 11.5373s
epoch 58, avg. mapping loss: 0.0880, cost time: 8.8216s
epoch 59, avg. triple loss: 0.4017, cost time: 10.2621s
epoch 59, avg. mapping loss: 0.0833, cost time: 7.8622s
epoch 60, avg. triple loss: 0.3965, cost time: 11.1088s
epoch 60, avg. mapping loss: 0.0802, cost time: 9.2426s
epoch 61, avg. triple loss: 0.3914, cost time: 9.9935s
epoch 61, avg. mapping loss: 0.0765, cost time: 7.4762s
epoch 62, avg. triple loss: 0.3863, cost time: 10.9010s
epoch 62, avg. mapping loss: 0.0736, cost time: 7.5899s
epoch 63, avg. triple loss: 0.3814, cost time: 12.0231s
epoch 63, avg. mapping loss: 0.0698, cost time: 8.3066s
epoch 64, avg. triple loss: 0.3765, cost time: 11.6170s
epoch 64, avg. mapping loss: 0.0663, cost time: 8.7936s
epoch 65, avg. triple loss: 0.3716, cost time: 11.5763s
epoch 65, avg. mapping loss: 0.0643, cost time: 8.8454s
epoch 66, avg. triple loss: 0.3669, cost time: 12.0220s
epoch 66, avg. mapping loss: 0.0616, cost time: 9.0488s
epoch 67, avg. triple loss: 0.3622, cost time: 12.1512s
epoch 67, avg. mapping loss: 0.0592, cost time: 9.3762s
epoch 68, avg. triple loss: 0.3576, cost time: 11.4909s
epoch 68, avg. mapping loss: 0.0566, cost time: 8.4182s
epoch 69, avg. triple loss: 0.3530, cost time: 11.7573s
epoch 69, avg. mapping loss: 0.0546, cost time: 7.8948s
epoch 70, avg. triple loss: 0.3485, cost time: 10.8607s
epoch 70, avg. mapping loss: 0.0528, cost time: 9.0740s
epoch 71, avg. triple loss: 0.3441, cost time: 10.8859s
epoch 71, avg. mapping loss: 0.0498, cost time: 8.5108s
epoch 72, avg. triple loss: 0.3397, cost time: 11.1714s
epoch 72, avg. mapping loss: 0.0484, cost time: 7.7734s
epoch 73, avg. triple loss: 0.3354, cost time: 10.7143s
epoch 73, avg. mapping loss: 0.0468, cost time: 7.7262s
epoch 74, avg. triple loss: 0.3312, cost time: 10.1257s
epoch 74, avg. mapping loss: 0.0449, cost time: 7.9788s
epoch 75, avg. triple loss: 0.3270, cost time: 11.6886s
epoch 75, avg. mapping loss: 0.0435, cost time: 8.1050s
epoch 76, avg. triple loss: 0.3228, cost time: 10.9942s
epoch 76, avg. mapping loss: 0.0420, cost time: 7.5127s
epoch 77, avg. triple loss: 0.3187, cost time: 11.4983s
epoch 77, avg. mapping loss: 0.0408, cost time: 9.1086s
epoch 78, avg. triple loss: 0.3147, cost time: 12.1725s
epoch 78, avg. mapping loss: 0.0387, cost time: 7.8740s
epoch 79, avg. triple loss: 0.3107, cost time: 11.0493s
epoch 79, avg. mapping loss: 0.0374, cost time: 8.0453s
epoch 80, avg. triple loss: 0.3067, cost time: 10.8168s
epoch 80, avg. mapping loss: 0.0359, cost time: 7.2895s
epoch 81, avg. triple loss: 0.3028, cost time: 11.1218s
epoch 81, avg. mapping loss: 0.0345, cost time: 8.4237s
epoch 82, avg. triple loss: 0.2989, cost time: 11.3428s
epoch 82, avg. mapping loss: 0.0337, cost time: 9.2688s
epoch 83, avg. triple loss: 0.2951, cost time: 10.5735s
epoch 83, avg. mapping loss: 0.0320, cost time: 8.9659s
epoch 84, avg. triple loss: 0.2913, cost time: 10.8311s
epoch 84, avg. mapping loss: 0.0312, cost time: 7.6816s
epoch 85, avg. triple loss: 0.2876, cost time: 11.9111s
epoch 85, avg. mapping loss: 0.0300, cost time: 7.9622s
epoch 86, avg. triple loss: 0.2839, cost time: 11.7499s
epoch 86, avg. mapping loss: 0.0288, cost time: 6.7146s
epoch 87, avg. triple loss: 0.2803, cost time: 10.3031s
epoch 87, avg. mapping loss: 0.0276, cost time: 6.9524s
epoch 88, avg. triple loss: 0.2767, cost time: 10.9277s
epoch 88, avg. mapping loss: 0.0274, cost time: 7.9871s
epoch 89, avg. triple loss: 0.2731, cost time: 11.3682s
epoch 89, avg. mapping loss: 0.0259, cost time: 8.2147s
epoch 90, avg. triple loss: 0.2696, cost time: 10.2271s
epoch 90, avg. mapping loss: 0.0251, cost time: 8.4701s
epoch 91, avg. triple loss: 0.2661, cost time: 10.1401s
epoch 91, avg. mapping loss: 0.0245, cost time: 9.1798s
epoch 92, avg. triple loss: 0.2626, cost time: 11.2434s
epoch 92, avg. mapping loss: 0.0237, cost time: 7.6626s
epoch 93, avg. triple loss: 0.2592, cost time: 11.4812s
epoch 93, avg. mapping loss: 0.0227, cost time: 8.2886s
epoch 94, avg. triple loss: 0.2558, cost time: 12.4180s
epoch 94, avg. mapping loss: 0.0219, cost time: 8.5086s
epoch 95, avg. triple loss: 0.2525, cost time: 10.3910s
epoch 95, avg. mapping loss: 0.0210, cost time: 7.9908s
epoch 96, avg. triple loss: 0.2492, cost time: 10.3081s
epoch 96, avg. mapping loss: 0.0202, cost time: 8.4664s
epoch 97, avg. triple loss: 0.2459, cost time: 10.8029s
epoch 97, avg. mapping loss: 0.0196, cost time: 8.2043s
epoch 98, avg. triple loss: 0.2427, cost time: 12.0603s
epoch 98, avg. mapping loss: 0.0192, cost time: 8.7905s
epoch 99, avg. triple loss: 0.2395, cost time: 12.0181s
epoch 99, avg. mapping loss: 0.0183, cost time: 8.2904s
epoch 100, avg. triple loss: 0.2363, cost time: 10.4512s
epoch 100, avg. mapping loss: 0.0179, cost time: 8.1217s
quick results: hits@[1, 5, 10, 50] = [45.349 53.07  55.626 60.132]%, time = 9.985 s 
epoch 101, avg. triple loss: 0.2332, cost time: 12.5196s
epoch 101, avg. mapping loss: 0.0171, cost time: 8.8079s
epoch 102, avg. triple loss: 0.2301, cost time: 10.2955s
epoch 102, avg. mapping loss: 0.0169, cost time: 7.7388s
epoch 103, avg. triple loss: 0.2270, cost time: 11.2098s
epoch 103, avg. mapping loss: 0.0162, cost time: 7.4691s
epoch 104, avg. triple loss: 0.2239, cost time: 11.0269s
epoch 104, avg. mapping loss: 0.0157, cost time: 9.5598s
epoch 105, avg. triple loss: 0.2209, cost time: 11.1749s
epoch 105, avg. mapping loss: 0.0152, cost time: 7.3337s
epoch 106, avg. triple loss: 0.2179, cost time: 11.2696s
epoch 106, avg. mapping loss: 0.0147, cost time: 7.6969s
epoch 107, avg. triple loss: 0.2150, cost time: 11.3651s
epoch 107, avg. mapping loss: 0.0145, cost time: 8.8694s
epoch 108, avg. triple loss: 0.2121, cost time: 11.5384s
epoch 108, avg. mapping loss: 0.0141, cost time: 9.2734s
epoch 109, avg. triple loss: 0.2092, cost time: 11.2199s
epoch 109, avg. mapping loss: 0.0138, cost time: 7.9309s
epoch 110, avg. triple loss: 0.2063, cost time: 11.3963s
epoch 110, avg. mapping loss: 0.0131, cost time: 8.5215s
quick results: hits@[1, 5, 10, 50] = [46.64  54.545 57.26  61.159]%, time = 12.672 s 
epoch 111, avg. triple loss: 0.2035, cost time: 10.3447s
epoch 111, avg. mapping loss: 0.0129, cost time: 8.3613s
epoch 112, avg. triple loss: 0.2006, cost time: 11.6021s
epoch 112, avg. mapping loss: 0.0125, cost time: 8.3715s
epoch 113, avg. triple loss: 0.1979, cost time: 10.7732s
epoch 113, avg. mapping loss: 0.0122, cost time: 8.9519s
epoch 114, avg. triple loss: 0.1951, cost time: 11.5829s
epoch 114, avg. mapping loss: 0.0119, cost time: 8.3268s
epoch 115, avg. triple loss: 0.1924, cost time: 11.1457s
epoch 115, avg. mapping loss: 0.0116, cost time: 8.6493s
epoch 116, avg. triple loss: 0.1897, cost time: 11.8717s
epoch 116, avg. mapping loss: 0.0113, cost time: 8.0065s
epoch 117, avg. triple loss: 0.1870, cost time: 11.5436s
epoch 117, avg. mapping loss: 0.0112, cost time: 8.5773s
epoch 118, avg. triple loss: 0.1843, cost time: 12.8027s
epoch 118, avg. mapping loss: 0.0105, cost time: 9.4769s
epoch 119, avg. triple loss: 0.1817, cost time: 11.8763s
epoch 119, avg. mapping loss: 0.0107, cost time: 9.1577s
epoch 120, avg. triple loss: 0.1791, cost time: 12.1419s
epoch 120, avg. mapping loss: 0.0103, cost time: 7.8534s
quick results: hits@[1, 5, 10, 50] = [47.8   55.81  58.656 61.976]%, time = 9.575 s 
epoch 121, avg. triple loss: 0.1765, cost time: 11.3656s
epoch 121, avg. mapping loss: 0.0100, cost time: 8.6453s
epoch 122, avg. triple loss: 0.1740, cost time: 10.7639s
epoch 122, avg. mapping loss: 0.0099, cost time: 9.4915s
epoch 123, avg. triple loss: 0.1714, cost time: 12.2818s
epoch 123, avg. mapping loss: 0.0096, cost time: 8.1740s
epoch 124, avg. triple loss: 0.1689, cost time: 11.9854s
epoch 124, avg. mapping loss: 0.0094, cost time: 8.0822s
epoch 125, avg. triple loss: 0.1665, cost time: 12.4313s
epoch 125, avg. mapping loss: 0.0093, cost time: 7.6463s
epoch 126, avg. triple loss: 0.1640, cost time: 11.2572s
epoch 126, avg. mapping loss: 0.0091, cost time: 9.0756s
epoch 127, avg. triple loss: 0.1616, cost time: 12.3978s
epoch 127, avg. mapping loss: 0.0088, cost time: 7.8062s
epoch 128, avg. triple loss: 0.1592, cost time: 11.7796s
epoch 128, avg. mapping loss: 0.0087, cost time: 8.2922s
epoch 129, avg. triple loss: 0.1568, cost time: 10.4523s
epoch 129, avg. mapping loss: 0.0085, cost time: 9.0008s
epoch 130, avg. triple loss: 0.1544, cost time: 11.6258s
epoch 130, avg. mapping loss: 0.0081, cost time: 8.3721s
quick results: hits@[1, 5, 10, 50] = [48.458 57.022 59.289 62.819]%, time = 11.527 s 
epoch 131, avg. triple loss: 0.1521, cost time: 10.8953s
epoch 131, avg. mapping loss: 0.0081, cost time: 8.5999s
epoch 132, avg. triple loss: 0.1498, cost time: 11.7122s
epoch 132, avg. mapping loss: 0.0078, cost time: 8.1980s
epoch 133, avg. triple loss: 0.1475, cost time: 12.0277s
epoch 133, avg. mapping loss: 0.0076, cost time: 7.4932s
epoch 134, avg. triple loss: 0.1452, cost time: 10.0778s
epoch 134, avg. mapping loss: 0.0076, cost time: 8.6433s
epoch 135, avg. triple loss: 0.1430, cost time: 11.8959s
epoch 135, avg. mapping loss: 0.0074, cost time: 7.9959s
epoch 136, avg. triple loss: 0.1408, cost time: 10.7460s
epoch 136, avg. mapping loss: 0.0073, cost time: 7.9939s
epoch 137, avg. triple loss: 0.1386, cost time: 10.7288s
epoch 137, avg. mapping loss: 0.0071, cost time: 7.8697s
epoch 138, avg. triple loss: 0.1364, cost time: 11.4476s
epoch 138, avg. mapping loss: 0.0070, cost time: 8.4954s
epoch 139, avg. triple loss: 0.1342, cost time: 11.5002s
epoch 139, avg. mapping loss: 0.0068, cost time: 8.5117s
epoch 140, avg. triple loss: 0.1321, cost time: 10.1693s
epoch 140, avg. mapping loss: 0.0067, cost time: 8.9725s
quick results: hits@[1, 5, 10, 50] = [49.17  57.576 59.842 63.399]%, time = 11.193 s 
epoch 141, avg. triple loss: 0.1300, cost time: 12.1529s
epoch 141, avg. mapping loss: 0.0066, cost time: 7.8727s
epoch 142, avg. triple loss: 0.1279, cost time: 10.2985s
epoch 142, avg. mapping loss: 0.0064, cost time: 7.8207s
epoch 143, avg. triple loss: 0.1258, cost time: 11.7740s
epoch 143, avg. mapping loss: 0.0063, cost time: 7.2810s
epoch 144, avg. triple loss: 0.1238, cost time: 10.5359s
epoch 144, avg. mapping loss: 0.0062, cost time: 8.1998s
epoch 145, avg. triple loss: 0.1218, cost time: 11.3128s
epoch 145, avg. mapping loss: 0.0062, cost time: 7.3237s
epoch 146, avg. triple loss: 0.1198, cost time: 10.8470s
epoch 146, avg. mapping loss: 0.0061, cost time: 8.8786s
epoch 147, avg. triple loss: 0.1178, cost time: 11.0812s
epoch 147, avg. mapping loss: 0.0060, cost time: 8.2971s
epoch 148, avg. triple loss: 0.1159, cost time: 11.2058s
epoch 148, avg. mapping loss: 0.0057, cost time: 8.3112s
epoch 149, avg. triple loss: 0.1140, cost time: 12.0757s
epoch 149, avg. mapping loss: 0.0056, cost time: 8.2901s
epoch 150, avg. triple loss: 0.1121, cost time: 11.0860s
epoch 150, avg. mapping loss: 0.0055, cost time: 8.0850s
quick results: hits@[1, 5, 10, 50] = [49.671 58.103 60.369 63.821]%, time = 12.641 s 
epoch 151, avg. triple loss: 0.1102, cost time: 11.1134s
epoch 151, avg. mapping loss: 0.0054, cost time: 7.9019s
epoch 152, avg. triple loss: 0.1083, cost time: 11.4150s
epoch 152, avg. mapping loss: 0.0053, cost time: 8.2163s
epoch 153, avg. triple loss: 0.1065, cost time: 12.1974s
epoch 153, avg. mapping loss: 0.0051, cost time: 8.1361s
epoch 154, avg. triple loss: 0.1047, cost time: 10.8385s
epoch 154, avg. mapping loss: 0.0052, cost time: 8.6929s
epoch 155, avg. triple loss: 0.1029, cost time: 10.9084s
epoch 155, avg. mapping loss: 0.0050, cost time: 8.5178s
epoch 156, avg. triple loss: 0.1012, cost time: 10.7093s
epoch 156, avg. mapping loss: 0.0049, cost time: 7.1644s
epoch 157, avg. triple loss: 0.0994, cost time: 11.3639s
epoch 157, avg. mapping loss: 0.0049, cost time: 7.9203s
epoch 158, avg. triple loss: 0.0977, cost time: 10.8218s
epoch 158, avg. mapping loss: 0.0047, cost time: 7.6021s
epoch 159, avg. triple loss: 0.0960, cost time: 10.2119s
epoch 159, avg. mapping loss: 0.0048, cost time: 8.7255s
epoch 160, avg. triple loss: 0.0944, cost time: 10.0790s
epoch 160, avg. mapping loss: 0.0047, cost time: 8.9459s
quick results: hits@[1, 5, 10, 50] = [49.881 58.524 60.711 64.137]%, time = 11.543 s 
epoch 161, avg. triple loss: 0.0927, cost time: 11.8507s
epoch 161, avg. mapping loss: 0.0044, cost time: 8.4689s
epoch 162, avg. triple loss: 0.0911, cost time: 10.2367s
epoch 162, avg. mapping loss: 0.0044, cost time: 7.7529s
epoch 163, avg. triple loss: 0.0895, cost time: 11.4362s
epoch 163, avg. mapping loss: 0.0043, cost time: 8.1576s
epoch 164, avg. triple loss: 0.0879, cost time: 11.1282s
epoch 164, avg. mapping loss: 0.0043, cost time: 8.5557s
epoch 165, avg. triple loss: 0.0863, cost time: 12.2115s
epoch 165, avg. mapping loss: 0.0043, cost time: 7.8324s
epoch 166, avg. triple loss: 0.0848, cost time: 11.7943s
epoch 166, avg. mapping loss: 0.0041, cost time: 8.4300s
epoch 167, avg. triple loss: 0.0833, cost time: 11.7215s
epoch 167, avg. mapping loss: 0.0041, cost time: 7.9111s
epoch 168, avg. triple loss: 0.0818, cost time: 12.0276s
epoch 168, avg. mapping loss: 0.0039, cost time: 7.1504s
epoch 169, avg. triple loss: 0.0803, cost time: 11.5434s
epoch 169, avg. mapping loss: 0.0039, cost time: 7.8473s
epoch 170, avg. triple loss: 0.0789, cost time: 11.5607s
epoch 170, avg. mapping loss: 0.0039, cost time: 8.2079s
quick results: hits@[1, 5, 10, 50] = [49.908 58.709 60.817 64.295]%, time = 11.244 s 
epoch 171, avg. triple loss: 0.0775, cost time: 12.9532s
epoch 171, avg. mapping loss: 0.0038, cost time: 8.5759s
epoch 172, avg. triple loss: 0.0761, cost time: 11.8290s
epoch 172, avg. mapping loss: 0.0038, cost time: 7.9099s
epoch 173, avg. triple loss: 0.0747, cost time: 12.1118s
epoch 173, avg. mapping loss: 0.0037, cost time: 7.5820s
epoch 174, avg. triple loss: 0.0733, cost time: 11.3525s
epoch 174, avg. mapping loss: 0.0036, cost time: 8.5628s
epoch 175, avg. triple loss: 0.0720, cost time: 11.2906s
epoch 175, avg. mapping loss: 0.0035, cost time: 8.5891s
epoch 176, avg. triple loss: 0.0707, cost time: 11.9030s
epoch 176, avg. mapping loss: 0.0034, cost time: 8.1634s
epoch 177, avg. triple loss: 0.0694, cost time: 11.7866s
epoch 177, avg. mapping loss: 0.0034, cost time: 7.5047s
epoch 178, avg. triple loss: 0.0681, cost time: 10.8738s
epoch 178, avg. mapping loss: 0.0034, cost time: 8.7775s
epoch 179, avg. triple loss: 0.0669, cost time: 11.2265s
epoch 179, avg. mapping loss: 0.0033, cost time: 8.4828s
epoch 180, avg. triple loss: 0.0656, cost time: 10.4891s
epoch 180, avg. mapping loss: 0.0032, cost time: 7.8489s
quick results: hits@[1, 5, 10, 50] = [50.066 58.709 61.08  64.19 ]%, time = 11.053 s 
epoch 181, avg. triple loss: 0.0644, cost time: 11.0593s
epoch 181, avg. mapping loss: 0.0032, cost time: 7.4806s
epoch 182, avg. triple loss: 0.0632, cost time: 9.4638s
epoch 182, avg. mapping loss: 0.0031, cost time: 8.3468s
epoch 183, avg. triple loss: 0.0620, cost time: 11.9353s
epoch 183, avg. mapping loss: 0.0030, cost time: 7.7822s
epoch 184, avg. triple loss: 0.0609, cost time: 11.1936s
epoch 184, avg. mapping loss: 0.0030, cost time: 9.1943s
epoch 185, avg. triple loss: 0.0598, cost time: 11.5834s
epoch 185, avg. mapping loss: 0.0029, cost time: 7.9515s
epoch 186, avg. triple loss: 0.0586, cost time: 12.1183s
epoch 186, avg. mapping loss: 0.0028, cost time: 9.4222s
epoch 187, avg. triple loss: 0.0575, cost time: 11.0418s
epoch 187, avg. mapping loss: 0.0028, cost time: 7.8358s
epoch 188, avg. triple loss: 0.0565, cost time: 11.4063s
epoch 188, avg. mapping loss: 0.0027, cost time: 7.5730s
epoch 189, avg. triple loss: 0.0554, cost time: 11.2460s
epoch 189, avg. mapping loss: 0.0027, cost time: 9.0742s
epoch 190, avg. triple loss: 0.0544, cost time: 12.4271s
epoch 190, avg. mapping loss: 0.0027, cost time: 9.2134s
quick results: hits@[1, 5, 10, 50] = [50.171 58.893 61.186 64.058]%, time = 12.224 s 
epoch 191, avg. triple loss: 0.0533, cost time: 11.8151s
epoch 191, avg. mapping loss: 0.0026, cost time: 7.7872s
epoch 192, avg. triple loss: 0.0523, cost time: 10.4150s
epoch 192, avg. mapping loss: 0.0026, cost time: 8.3179s
epoch 193, avg. triple loss: 0.0513, cost time: 11.7404s
epoch 193, avg. mapping loss: 0.0025, cost time: 8.9375s
epoch 194, avg. triple loss: 0.0504, cost time: 10.1703s
epoch 194, avg. mapping loss: 0.0025, cost time: 8.8366s
epoch 195, avg. triple loss: 0.0494, cost time: 11.4051s
epoch 195, avg. mapping loss: 0.0024, cost time: 7.8219s
epoch 196, avg. triple loss: 0.0485, cost time: 8.8527s
epoch 196, avg. mapping loss: 0.0024, cost time: 7.6662s
epoch 197, avg. triple loss: 0.0476, cost time: 9.9838s
epoch 197, avg. mapping loss: 0.0024, cost time: 7.0873s
epoch 198, avg. triple loss: 0.0467, cost time: 11.2698s
epoch 198, avg. mapping loss: 0.0023, cost time: 7.2558s
epoch 199, avg. triple loss: 0.0458, cost time: 9.5982s
epoch 199, avg. mapping loss: 0.0022, cost time: 7.8804s
epoch 200, avg. triple loss: 0.0449, cost time: 9.7119s
epoch 200, avg. mapping loss: 0.0022, cost time: 7.4818s
quick results: hits@[1, 5, 10, 50] = [50.013 58.867 60.896 63.9  ]%, time = 10.498 s 
epoch 201, avg. triple loss: 0.0440, cost time: 10.0082s
epoch 201, avg. mapping loss: 0.0022, cost time: 7.9516s
epoch 202, avg. triple loss: 0.0432, cost time: 11.0991s
epoch 202, avg. mapping loss: 0.0022, cost time: 8.0899s
epoch 203, avg. triple loss: 0.0424, cost time: 9.2482s
epoch 203, avg. mapping loss: 0.0021, cost time: 7.3384s
epoch 204, avg. triple loss: 0.0416, cost time: 10.3746s
epoch 204, avg. mapping loss: 0.0021, cost time: 7.7095s
epoch 205, avg. triple loss: 0.0408, cost time: 10.3694s
epoch 205, avg. mapping loss: 0.0021, cost time: 7.5160s
epoch 206, avg. triple loss: 0.0400, cost time: 10.2313s
epoch 206, avg. mapping loss: 0.0020, cost time: 7.7846s
epoch 207, avg. triple loss: 0.0392, cost time: 9.5165s
epoch 207, avg. mapping loss: 0.0019, cost time: 6.9693s
epoch 208, avg. triple loss: 0.0385, cost time: 10.9666s
epoch 208, avg. mapping loss: 0.0020, cost time: 7.1061s
epoch 209, avg. triple loss: 0.0377, cost time: 10.1084s
epoch 209, avg. mapping loss: 0.0019, cost time: 6.1451s
epoch 210, avg. triple loss: 0.0370, cost time: 9.8810s
epoch 210, avg. mapping loss: 0.0019, cost time: 8.2843s
quick results: hits@[1, 5, 10, 50] = [49.855 58.551 60.632 63.452]%, time = 10.860 s 

 == should early stop == 

Training ends. Total time = 4248.725 s.
accurate results: hits@[1, 5, 10, 50] = [49.819 58.237 60.134 63.342]%, mr = 909.484, mrr = 0.536110, time = 39.329 s 
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [56.38  66.129 68.158 71.201]%, mr = 666.172, mrr = 0.607340, time = 70.555 s 
Results saved!
../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/kg1_ent_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/kg2_ent_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/kg1_rel_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/kg2_rel_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/kg1_attr_ids saved.
../../output/results/Paper/Materials/MTransE/Materials-Materials/721_5fold/1/20231127235602/kg2_attr_ids saved.
Embeddings saved!
Total run time = 4424.387 s.