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load arguments: {'training_data': '../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/', 'output': '../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/', 'dataset_division': '541_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 0x7fca4d46f940>
read relation triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/rel_triples_1
read relation triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/rel_triples_2
read attribute triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/attr_triples_1
read attribute triples: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/attr_triples_2
read links: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/541_5fold/1/train_links
read links: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/541_5fold/1/valid_links
read links: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/541_5fold/1/test_links
Number of rt_dict: 60993
Number of hr_dict: 40395
entity relations dict: 60993
Number of av_dict: 60977
entity attributes dict: 60977
KG statistics:
Number of entities: 61001
Number of relations: 6
Number of attributes: 13
Number of relation triples: 160505
Number of attribute triples: 171043
Number of local relation triples: 160505
Number of local attribute triples: 171043
Number of rt_dict: 60993
Number of hr_dict: 40395
entity relations dict: 60993
Number of av_dict: 60977
entity attributes dict: 60977
KG statistics:
Number of entities: 61001
Number of relations: 6
Number of attributes: 13
Number of relation triples: 160505
Number of attribute triples: 171043
Number of local relation triples: 160505
Number of local attribute triples: 171043
Number of rt_dict: 60993
Number of hr_dict: 40395
entity relations dict: 60993
Number of av_dict: 60977
entity attributes dict: 60977
KG statistics:
Number of entities: 61001
Number of relations: 6
Number of attributes: 13
Number of relation triples: 160505
Number of attribute triples: 171043
Number of local relation triples: 160505
Number of local attribute triples: 171043
Number of rt_dict: 60993
Number of hr_dict: 40395
entity relations dict: 60993
Number of av_dict: 60977
entity attributes dict: 60977
KG statistics:
Number of entities: 61001
Number of relations: 6
Number of attributes: 13
Number of relation triples: 160505
Number of attribute triples: 171043
Number of local relation triples: 160505
Number of local attribute triples: 171043
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/ ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/Gold-Gold/ ['..', '..', 'OntologySummit', 'CustomerComplaintDatabase', 'EntityAlignment', 'Gold-Gold'] 541_5fold/1/ MTransE
results output folder: ../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/
epoch 1, avg. triple loss: 1.8918, cost time: 60.5264s
epoch 1, avg. mapping loss: 6.9708, cost time: 36.2618s
epoch 2, avg. triple loss: 1.4926, cost time: 40.1940s
epoch 2, avg. mapping loss: 5.8958, cost time: 41.5012s
epoch 3, avg. triple loss: 1.3879, cost time: 41.3902s
epoch 3, avg. mapping loss: 5.5518, cost time: 38.0042s
epoch 4, avg. triple loss: 1.3127, cost time: 47.3054s
epoch 4, avg. mapping loss: 5.2478, cost time: 38.9874s
epoch 5, avg. triple loss: 1.2479, cost time: 44.1159s
epoch 5, avg. mapping loss: 4.9206, cost time: 37.8314s
epoch 6, avg. triple loss: 1.1897, cost time: 45.3259s
epoch 6, avg. mapping loss: 4.5611, cost time: 38.0195s
epoch 7, avg. triple loss: 1.1365, cost time: 40.1268s
epoch 7, avg. mapping loss: 4.1978, cost time: 42.8067s
epoch 8, avg. triple loss: 1.0877, cost time: 49.1798s
epoch 8, avg. mapping loss: 3.8458, cost time: 37.9762s
epoch 9, avg. triple loss: 1.0427, cost time: 44.9939s
epoch 9, avg. mapping loss: 3.4840, cost time: 40.8279s
epoch 10, avg. triple loss: 1.0012, cost time: 43.1371s
epoch 10, avg. mapping loss: 3.1468, cost time: 41.9706s
epoch 11, avg. triple loss: 0.9627, cost time: 42.2331s
epoch 11, avg. mapping loss: 2.8396, cost time: 41.0786s
epoch 12, avg. triple loss: 0.9271, cost time: 44.1821s
epoch 12, avg. mapping loss: 2.5576, cost time: 40.8970s
epoch 13, avg. triple loss: 0.8940, cost time: 41.4219s
epoch 13, avg. mapping loss: 2.3001, cost time: 37.6008s
epoch 14, avg. triple loss: 0.8631, cost time: 44.1293s
epoch 14, avg. mapping loss: 2.0627, cost time: 39.4104s
epoch 15, avg. triple loss: 0.8344, cost time: 43.9889s
epoch 15, avg. mapping loss: 1.8599, cost time: 40.3100s
epoch 16, avg. triple loss: 0.8074, cost time: 45.0716s
epoch 16, avg. mapping loss: 1.6721, cost time: 41.9526s
epoch 17, avg. triple loss: 0.7822, cost time: 42.4845s
epoch 17, avg. mapping loss: 1.4949, cost time: 38.1068s
epoch 18, avg. triple loss: 0.7586, cost time: 46.1199s
epoch 18, avg. mapping loss: 1.3474, cost time: 38.0589s
epoch 19, avg. triple loss: 0.7363, cost time: 38.3888s
epoch 19, avg. mapping loss: 1.2095, cost time: 37.3215s
epoch 20, avg. triple loss: 0.7153, cost time: 40.5404s
epoch 20, avg. mapping loss: 1.0940, cost time: 37.6672s
epoch 21, avg. triple loss: 0.6954, cost time: 42.6459s
epoch 21, avg. mapping loss: 0.9803, cost time: 37.5518s
epoch 22, avg. triple loss: 0.6765, cost time: 43.5044s
epoch 22, avg. mapping loss: 0.8833, cost time: 36.1426s
epoch 23, avg. triple loss: 0.6586, cost time: 40.2104s
epoch 23, avg. mapping loss: 0.7943, cost time: 38.1560s
epoch 24, avg. triple loss: 0.6415, cost time: 39.2987s
epoch 24, avg. mapping loss: 0.7189, cost time: 35.0877s
epoch 25, avg. triple loss: 0.6251, cost time: 41.8891s
epoch 25, avg. mapping loss: 0.6526, cost time: 43.4514s
epoch 26, avg. triple loss: 0.6095, cost time: 39.4049s
epoch 26, avg. mapping loss: 0.5926, cost time: 33.9064s
epoch 27, avg. triple loss: 0.5944, cost time: 42.0658s
epoch 27, avg. mapping loss: 0.5356, cost time: 39.1132s
epoch 28, avg. triple loss: 0.5800, cost time: 39.4111s
epoch 28, avg. mapping loss: 0.4887, cost time: 37.4580s
epoch 29, avg. triple loss: 0.5661, cost time: 42.8176s
epoch 29, avg. mapping loss: 0.4425, cost time: 36.1438s
epoch 30, avg. triple loss: 0.5526, cost time: 41.5143s
epoch 30, avg. mapping loss: 0.4029, cost time: 40.7169s
epoch 31, avg. triple loss: 0.5396, cost time: 43.0043s
epoch 31, avg. mapping loss: 0.3678, cost time: 38.0435s
epoch 32, avg. triple loss: 0.5271, cost time: 44.6871s
epoch 32, avg. mapping loss: 0.3349, cost time: 43.4463s
epoch 33, avg. triple loss: 0.5149, cost time: 47.2329s
epoch 33, avg. mapping loss: 0.3065, cost time: 38.6436s
epoch 34, avg. triple loss: 0.5030, cost time: 42.4514s
epoch 34, avg. mapping loss: 0.2789, cost time: 44.5197s
epoch 35, avg. triple loss: 0.4915, cost time: 46.4993s
epoch 35, avg. mapping loss: 0.2578, cost time: 39.1408s
epoch 36, avg. triple loss: 0.4803, cost time: 44.2853s
epoch 36, avg. mapping loss: 0.2372, cost time: 45.0635s
epoch 37, avg. triple loss: 0.4694, cost time: 41.9998s
epoch 37, avg. mapping loss: 0.2164, cost time: 34.8124s
epoch 38, avg. triple loss: 0.4587, cost time: 41.7945s
epoch 38, avg. mapping loss: 0.2010, cost time: 41.6314s
epoch 39, avg. triple loss: 0.4484, cost time: 41.2292s
epoch 39, avg. mapping loss: 0.1849, cost time: 36.1992s
epoch 40, avg. triple loss: 0.4383, cost time: 44.7041s
epoch 40, avg. mapping loss: 0.1706, cost time: 39.7334s
epoch 41, avg. triple loss: 0.4284, cost time: 42.3031s
epoch 41, avg. mapping loss: 0.1586, cost time: 39.3421s
epoch 42, avg. triple loss: 0.4188, cost time: 47.0006s
epoch 42, avg. mapping loss: 0.1466, cost time: 41.5258s
epoch 43, avg. triple loss: 0.4094, cost time: 40.0255s
epoch 43, avg. mapping loss: 0.1370, cost time: 39.1606s
epoch 44, avg. triple loss: 0.4002, cost time: 46.4225s
epoch 44, avg. mapping loss: 0.1254, cost time: 36.8994s
epoch 45, avg. triple loss: 0.3913, cost time: 40.2723s
epoch 45, avg. mapping loss: 0.1169, cost time: 38.7182s
epoch 46, avg. triple loss: 0.3825, cost time: 45.7300s
epoch 46, avg. mapping loss: 0.1086, cost time: 35.8568s
epoch 47, avg. triple loss: 0.3740, cost time: 40.9783s
epoch 47, avg. mapping loss: 0.1019, cost time: 40.4553s
epoch 48, avg. triple loss: 0.3656, cost time: 46.3425s
epoch 48, avg. mapping loss: 0.0950, cost time: 39.7264s
epoch 49, avg. triple loss: 0.3575, cost time: 42.0063s
epoch 49, avg. mapping loss: 0.0889, cost time: 40.1273s
epoch 50, avg. triple loss: 0.3495, cost time: 48.2888s
epoch 50, avg. mapping loss: 0.0826, cost time: 38.6026s
epoch 51, avg. triple loss: 0.3417, cost time: 42.4042s
epoch 51, avg. mapping loss: 0.0772, cost time: 35.6857s
epoch 52, avg. triple loss: 0.3341, cost time: 37.7273s
epoch 52, avg. mapping loss: 0.0722, cost time: 34.0276s
epoch 53, avg. triple loss: 0.3267, cost time: 42.6431s
epoch 53, avg. mapping loss: 0.0682, cost time: 39.8788s
epoch 54, avg. triple loss: 0.3194, cost time: 39.0145s
epoch 54, avg. mapping loss: 0.0646, cost time: 34.0212s
epoch 55, avg. triple loss: 0.3123, cost time: 37.8504s
epoch 55, avg. mapping loss: 0.0607, cost time: 38.6052s
epoch 56, avg. triple loss: 0.3054, cost time: 46.7522s
epoch 56, avg. mapping loss: 0.0562, cost time: 40.3149s
epoch 57, avg. triple loss: 0.2986, cost time: 42.4429s
epoch 57, avg. mapping loss: 0.0534, cost time: 42.8931s
epoch 58, avg. triple loss: 0.2920, cost time: 41.6979s
epoch 58, avg. mapping loss: 0.0500, cost time: 35.8305s
epoch 59, avg. triple loss: 0.2856, cost time: 39.2763s
epoch 59, avg. mapping loss: 0.0475, cost time: 41.7971s
epoch 60, avg. triple loss: 0.2793, cost time: 40.2603s
epoch 60, avg. mapping loss: 0.0448, cost time: 35.4315s
epoch 61, avg. triple loss: 0.2731, cost time: 37.9731s
epoch 61, avg. mapping loss: 0.0423, cost time: 38.2247s
epoch 62, avg. triple loss: 0.2671, cost time: 42.4336s
epoch 62, avg. mapping loss: 0.0398, cost time: 33.4513s
epoch 63, avg. triple loss: 0.2612, cost time: 37.6386s
epoch 63, avg. mapping loss: 0.0381, cost time: 34.5767s
epoch 64, avg. triple loss: 0.2554, cost time: 35.0368s
epoch 64, avg. mapping loss: 0.0358, cost time: 31.2812s
epoch 65, avg. triple loss: 0.2498, cost time: 37.4083s
epoch 65, avg. mapping loss: 0.0340, cost time: 32.7662s
epoch 66, avg. triple loss: 0.2443, cost time: 37.2532s
epoch 66, avg. mapping loss: 0.0322, cost time: 29.8855s
epoch 67, avg. triple loss: 0.2390, cost time: 33.2902s
epoch 67, avg. mapping loss: 0.0305, cost time: 35.7731s
epoch 68, avg. triple loss: 0.2338, cost time: 37.3719s
epoch 68, avg. mapping loss: 0.0293, cost time: 32.4369s
epoch 69, avg. triple loss: 0.2286, cost time: 38.1501s
epoch 69, avg. mapping loss: 0.0282, cost time: 34.9885s
epoch 70, avg. triple loss: 0.2236, cost time: 41.4764s
epoch 70, avg. mapping loss: 0.0267, cost time: 30.5256s
epoch 71, avg. triple loss: 0.2188, cost time: 36.9066s
epoch 71, avg. mapping loss: 0.0256, cost time: 38.0429s
epoch 72, avg. triple loss: 0.2140, cost time: 38.3049s
epoch 72, avg. mapping loss: 0.0246, cost time: 33.7106s
epoch 73, avg. triple loss: 0.2093, cost time: 37.3616s
epoch 73, avg. mapping loss: 0.0236, cost time: 34.3615s
epoch 74, avg. triple loss: 0.2048, cost time: 42.0186s
epoch 74, avg. mapping loss: 0.0224, cost time: 31.2662s
epoch 75, avg. triple loss: 0.2003, cost time: 39.2587s
epoch 75, avg. mapping loss: 0.0213, cost time: 35.0894s
epoch 76, avg. triple loss: 0.1960, cost time: 40.5977s
epoch 76, avg. mapping loss: 0.0207, cost time: 30.8959s
epoch 77, avg. triple loss: 0.1917, cost time: 37.5868s
epoch 77, avg. mapping loss: 0.0199, cost time: 34.5694s
epoch 78, avg. triple loss: 0.1876, cost time: 38.4930s
epoch 78, avg. mapping loss: 0.0188, cost time: 34.2776s
epoch 79, avg. triple loss: 0.1835, cost time: 41.9678s
epoch 79, avg. mapping loss: 0.0183, cost time: 39.3113s
epoch 80, avg. triple loss: 0.1795, cost time: 40.6142s
epoch 80, avg. mapping loss: 0.0178, cost time: 35.0979s
epoch 81, avg. triple loss: 0.1757, cost time: 40.6595s
epoch 81, avg. mapping loss: 0.0168, cost time: 36.2844s
epoch 82, avg. triple loss: 0.1719, cost time: 38.9466s
epoch 82, avg. mapping loss: 0.0163, cost time: 34.6833s
epoch 83, avg. triple loss: 0.1682, cost time: 43.7992s
epoch 83, avg. mapping loss: 0.0156, cost time: 38.1067s
epoch 84, avg. triple loss: 0.1645, cost time: 38.2233s
epoch 84, avg. mapping loss: 0.0150, cost time: 36.0155s
epoch 85, avg. triple loss: 0.1610, cost time: 41.4197s
epoch 85, avg. mapping loss: 0.0147, cost time: 35.7541s
epoch 86, avg. triple loss: 0.1575, cost time: 39.6227s
epoch 86, avg. mapping loss: 0.0142, cost time: 35.5889s
epoch 87, avg. triple loss: 0.1541, cost time: 39.6935s
epoch 87, avg. mapping loss: 0.0136, cost time: 36.3698s
epoch 88, avg. triple loss: 0.1508, cost time: 38.9777s
epoch 88, avg. mapping loss: 0.0132, cost time: 35.6891s
epoch 89, avg. triple loss: 0.1476, cost time: 39.1991s
epoch 89, avg. mapping loss: 0.0127, cost time: 31.9687s
epoch 90, avg. triple loss: 0.1444, cost time: 33.1080s
epoch 90, avg. mapping loss: 0.0123, cost time: 31.3237s
epoch 91, avg. triple loss: 0.1413, cost time: 36.5355s
epoch 91, avg. mapping loss: 0.0119, cost time: 33.2569s
epoch 92, avg. triple loss: 0.1383, cost time: 38.3405s
epoch 92, avg. mapping loss: 0.0116, cost time: 34.4460s
epoch 93, avg. triple loss: 0.1353, cost time: 36.8670s
epoch 93, avg. mapping loss: 0.0113, cost time: 33.8034s
epoch 94, avg. triple loss: 0.1324, cost time: 38.4649s
epoch 94, avg. mapping loss: 0.0108, cost time: 32.5086s
epoch 95, avg. triple loss: 0.1296, cost time: 38.8824s
epoch 95, avg. mapping loss: 0.0105, cost time: 32.8295s
epoch 96, avg. triple loss: 0.1268, cost time: 36.3889s
epoch 96, avg. mapping loss: 0.0101, cost time: 30.5503s
epoch 97, avg. triple loss: 0.1241, cost time: 33.1186s
epoch 97, avg. mapping loss: 0.0099, cost time: 35.8963s
epoch 98, avg. triple loss: 0.1214, cost time: 35.8305s
epoch 98, avg. mapping loss: 0.0095, cost time: 32.3496s
epoch 99, avg. triple loss: 0.1188, cost time: 37.4508s
epoch 99, avg. mapping loss: 0.0093, cost time: 35.3164s
epoch 100, avg. triple loss: 0.1163, cost time: 36.6883s
epoch 100, avg. mapping loss: 0.0090, cost time: 32.5326s
quick results: hits@[1, 5, 10, 50] = [33.639 40.344 43.311 49.656]%, time = 18.966 s
epoch 101, avg. triple loss: 0.1138, cost time: 35.4846s
epoch 101, avg. mapping loss: 0.0088, cost time: 33.8609s
epoch 102, avg. triple loss: 0.1114, cost time: 37.6636s
epoch 102, avg. mapping loss: 0.0085, cost time: 33.0238s
epoch 103, avg. triple loss: 0.1090, cost time: 38.3197s
epoch 103, avg. mapping loss: 0.0082, cost time: 32.2473s
epoch 104, avg. triple loss: 0.1067, cost time: 39.8931s
epoch 104, avg. mapping loss: 0.0081, cost time: 34.9017s
epoch 105, avg. triple loss: 0.1044, cost time: 38.0023s
epoch 105, avg. mapping loss: 0.0079, cost time: 32.6090s
epoch 106, avg. triple loss: 0.1022, cost time: 38.4510s
epoch 106, avg. mapping loss: 0.0077, cost time: 34.3675s
epoch 107, avg. triple loss: 0.1000, cost time: 39.4895s
epoch 107, avg. mapping loss: 0.0074, cost time: 33.8162s
epoch 108, avg. triple loss: 0.0979, cost time: 35.5607s
epoch 108, avg. mapping loss: 0.0072, cost time: 37.0011s
epoch 109, avg. triple loss: 0.0958, cost time: 38.8294s
epoch 109, avg. mapping loss: 0.0071, cost time: 38.9964s
epoch 110, avg. triple loss: 0.0938, cost time: 40.0599s
epoch 110, avg. mapping loss: 0.0068, cost time: 36.4235s
quick results: hits@[1, 5, 10, 50] = [35.213 41.492 43.721 49.689]%, time = 21.103 s
epoch 111, avg. triple loss: 0.0918, cost time: 43.9141s
epoch 111, avg. mapping loss: 0.0065, cost time: 41.7772s
epoch 112, avg. triple loss: 0.0898, cost time: 40.3968s
epoch 112, avg. mapping loss: 0.0064, cost time: 35.0882s
epoch 113, avg. triple loss: 0.0879, cost time: 36.9792s
epoch 113, avg. mapping loss: 0.0063, cost time: 38.6766s
epoch 114, avg. triple loss: 0.0861, cost time: 40.3372s
epoch 114, avg. mapping loss: 0.0062, cost time: 34.8896s
epoch 115, avg. triple loss: 0.0842, cost time: 40.3911s
epoch 115, avg. mapping loss: 0.0059, cost time: 40.3623s
epoch 116, avg. triple loss: 0.0825, cost time: 38.8828s
epoch 116, avg. mapping loss: 0.0058, cost time: 34.8186s
epoch 117, avg. triple loss: 0.0807, cost time: 44.2820s
epoch 117, avg. mapping loss: 0.0056, cost time: 36.6117s
epoch 118, avg. triple loss: 0.0790, cost time: 37.5799s
epoch 118, avg. mapping loss: 0.0055, cost time: 33.7779s
epoch 119, avg. triple loss: 0.0773, cost time: 36.8051s
epoch 119, avg. mapping loss: 0.0053, cost time: 39.0920s
epoch 120, avg. triple loss: 0.0757, cost time: 41.3607s
epoch 120, avg. mapping loss: 0.0053, cost time: 33.8185s
quick results: hits@[1, 5, 10, 50] = [35.934 41.918 44. 49.459]%, time = 112.730 s
epoch 121, avg. triple loss: 0.0741, cost time: 39.2346s
epoch 121, avg. mapping loss: 0.0051, cost time: 33.2590s
epoch 122, avg. triple loss: 0.0725, cost time: 39.2906s
epoch 122, avg. mapping loss: 0.0049, cost time: 35.2198s
epoch 123, avg. triple loss: 0.0710, cost time: 37.1803s
epoch 123, avg. mapping loss: 0.0048, cost time: 28.0583s
epoch 124, avg. triple loss: 0.0695, cost time: 31.6171s
epoch 124, avg. mapping loss: 0.0047, cost time: 33.5437s
epoch 125, avg. triple loss: 0.0681, cost time: 36.8873s
epoch 125, avg. mapping loss: 0.0046, cost time: 30.7612s
epoch 126, avg. triple loss: 0.0666, cost time: 38.1542s
epoch 126, avg. mapping loss: 0.0044, cost time: 32.0302s
epoch 127, avg. triple loss: 0.0652, cost time: 37.0282s
epoch 127, avg. mapping loss: 0.0043, cost time: 32.0103s
epoch 128, avg. triple loss: 0.0639, cost time: 38.2689s
epoch 128, avg. mapping loss: 0.0042, cost time: 31.7536s
epoch 129, avg. triple loss: 0.0625, cost time: 34.7839s
epoch 129, avg. mapping loss: 0.0041, cost time: 33.1196s
epoch 130, avg. triple loss: 0.0612, cost time: 35.9498s
epoch 130, avg. mapping loss: 0.0041, cost time: 31.1194s
quick results: hits@[1, 5, 10, 50] = [36.377 41.738 43.803 48.984]%, time = 61.890 s
epoch 131, avg. triple loss: 0.0599, cost time: 36.8971s
epoch 131, avg. mapping loss: 0.0039, cost time: 32.0605s
epoch 132, avg. triple loss: 0.0587, cost time: 41.1375s
epoch 132, avg. mapping loss: 0.0038, cost time: 33.8461s
epoch 133, avg. triple loss: 0.0575, cost time: 36.3300s
epoch 133, avg. mapping loss: 0.0037, cost time: 36.1948s
epoch 134, avg. triple loss: 0.0563, cost time: 38.3166s
epoch 134, avg. mapping loss: 0.0036, cost time: 31.4795s
epoch 135, avg. triple loss: 0.0551, cost time: 35.9961s
epoch 135, avg. mapping loss: 0.0035, cost time: 33.5414s
epoch 136, avg. triple loss: 0.0540, cost time: 36.4316s
epoch 136, avg. mapping loss: 0.0035, cost time: 35.8173s
epoch 137, avg. triple loss: 0.0528, cost time: 39.0660s
epoch 137, avg. mapping loss: 0.0034, cost time: 34.4858s
epoch 138, avg. triple loss: 0.0518, cost time: 39.4833s
epoch 138, avg. mapping loss: 0.0033, cost time: 32.4663s
epoch 139, avg. triple loss: 0.0507, cost time: 39.2733s
epoch 139, avg. mapping loss: 0.0032, cost time: 33.6610s
epoch 140, avg. triple loss: 0.0496, cost time: 37.3502s
epoch 140, avg. mapping loss: 0.0032, cost time: 31.0384s
quick results: hits@[1, 5, 10, 50] = [36.328 41.475 43.377 48.557]%, time = 74.901 s
epoch 141, avg. triple loss: 0.0486, cost time: 37.2305s
epoch 141, avg. mapping loss: 0.0031, cost time: 35.0139s
epoch 142, avg. triple loss: 0.0476, cost time: 39.4253s
epoch 142, avg. mapping loss: 0.0030, cost time: 33.3429s
epoch 143, avg. triple loss: 0.0466, cost time: 40.6023s
epoch 143, avg. mapping loss: 0.0029, cost time: 33.5268s
epoch 144, avg. triple loss: 0.0457, cost time: 38.1846s
epoch 144, avg. mapping loss: 0.0028, cost time: 34.5842s
epoch 145, avg. triple loss: 0.0448, cost time: 34.0737s
epoch 145, avg. mapping loss: 0.0028, cost time: 31.5793s
epoch 146, avg. triple loss: 0.0438, cost time: 36.5655s
epoch 146, avg. mapping loss: 0.0027, cost time: 35.4389s
epoch 147, avg. triple loss: 0.0430, cost time: 37.8805s
epoch 147, avg. mapping loss: 0.0026, cost time: 39.3889s
epoch 148, avg. triple loss: 0.0421, cost time: 42.4115s
epoch 148, avg. mapping loss: 0.0025, cost time: 34.9976s
epoch 149, avg. triple loss: 0.0412, cost time: 41.0309s
epoch 149, avg. mapping loss: 0.0025, cost time: 35.6587s
epoch 150, avg. triple loss: 0.0404, cost time: 39.6587s
epoch 150, avg. mapping loss: 0.0024, cost time: 31.4936s
quick results: hits@[1, 5, 10, 50] = [36.213 41.148 42.951 47.705]%, time = 21.065 s
== should early stop ==
Training ends. Total time = 11809.036 s.
accurate results: hits@[1, 5, 10, 50] = [36.689 41.616 43.546 48.584]%, mr = 1737.496, mrr = 0.391133, time = 78.271 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [47.465 52.199 53.904 58.04 ]%, mr = 1406.865, mrr = 0.497831, time = 813.301 s
Results saved!
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/kg1_ent_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/kg2_ent_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/kg1_rel_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/kg2_rel_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/kg1_attr_ids saved.
../../OntologySummit/CustomerComplaintDatabase/EntityAlignment/results/MTransE/Gold-Gold/541_5fold/1/20231121102428/kg2_attr_ids saved.
Embeddings saved!
Total run time = 12797.614 s.