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nohup_gold-materials_aligne.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'AlignE', 'alignment_module': 'swapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss': 'limited', 'loss_norm': 'L2', 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'pos_margin': 0.01, 'neg_margin': 2.0, 'neg_margin_balance': 0.2, 'neg_sampling': 'truncated', 'neg_triple_num': 10, 'truncated_epsilon': 0.9, 'truncated_freq': 10, 'batch_threads_num': 2, 'test_threads_num': 4, 'ordered': True, 'start_valid': 100, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': False}
AlignE
<openea.modules.args.args_hander.ARGs object at 0x7fe3cfa74780>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/721_5fold/1/test_links
Number of rt_dict: 24753
Number of hr_dict: 23821
entity relations dict: 24753
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24759
Number of relations: 7
Number of attributes: 8
Number of relation triples: 85585
Number of attribute triples: 10081
Number of local relation triples: 85585
Number of local attribute triples: 10081
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
Number of rt_dict: 24753
Number of hr_dict: 23821
entity relations dict: 24753
Number of av_dict: 5328
entity attributes dict: 5328
KG statistics:
Number of entities: 24759
Number of relations: 7
Number of attributes: 8
Number of relation triples: 85585
Number of attribute triples: 10081
Number of local relation triples: 85585
Number of local attribute triples: 10081
Number of rt_dict: 21833
Number of hr_dict: 2410
entity relations dict: 21833
Number of av_dict: 2408
entity attributes dict: 2408
KG statistics:
Number of entities: 21835
Number of relations: 2
Number of attributes: 2
Number of relation triples: 41258
Number of attribute triples: 4815
Number of local relation triples: 41258
Number of local attribute triples: 4815
supervised relation triples: 49940, 30404
supervised attribute triples: 2424, 2424
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Gold-Materials/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Gold-Materials'] 721_5fold/1/ AlignE
results output folder: ../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/
epoch 1, avg. triple loss: 2.1581, cost time: 44.8094s
epoch 2, avg. triple loss: 1.7487, cost time: 55.6754s
epoch 3, avg. triple loss: 1.6282, cost time: 50.3246s
epoch 4, avg. triple loss: 1.5539, cost time: 53.5664s
epoch 5, avg. triple loss: 1.4976, cost time: 54.9353s
epoch 6, avg. triple loss: 1.4514, cost time: 52.5746s
epoch 7, avg. triple loss: 1.4122, cost time: 54.5028s
epoch 8, avg. triple loss: 1.3773, cost time: 57.0764s
epoch 9, avg. triple loss: 1.3438, cost time: 57.4314s
epoch 10, avg. triple loss: 1.3132, cost time: 52.2542s
generating neighbors of 46594 entities costs 119.278 s.
epoch 11, avg. triple loss: 1.4052, cost time: 56.9592s
epoch 12, avg. triple loss: 1.3555, cost time: 50.9312s
epoch 13, avg. triple loss: 1.3272, cost time: 56.3085s
epoch 14, avg. triple loss: 1.3020, cost time: 54.0410s
epoch 15, avg. triple loss: 1.2796, cost time: 49.6219s
epoch 16, avg. triple loss: 1.2580, cost time: 54.0384s
epoch 17, avg. triple loss: 1.2389, cost time: 51.9876s
epoch 18, avg. triple loss: 1.2211, cost time: 56.3288s
epoch 19, avg. triple loss: 1.2038, cost time: 55.1398s
epoch 20, avg. triple loss: 1.1878, cost time: 49.9995s
generating neighbors of 46594 entities costs 183.623 s.
epoch 21, avg. triple loss: 1.1852, cost time: 48.7997s
epoch 22, avg. triple loss: 1.1719, cost time: 52.2304s
epoch 23, avg. triple loss: 1.1584, cost time: 51.4104s
epoch 24, avg. triple loss: 1.1461, cost time: 50.8963s
epoch 25, avg. triple loss: 1.1347, cost time: 54.3756s
epoch 26, avg. triple loss: 1.1236, cost time: 52.3258s
epoch 27, avg. triple loss: 1.1131, cost time: 54.5122s
epoch 28, avg. triple loss: 1.1030, cost time: 51.6192s
epoch 29, avg. triple loss: 1.0933, cost time: 52.3183s
epoch 30, avg. triple loss: 1.0846, cost time: 47.6296s
generating neighbors of 46594 entities costs 167.495 s.
epoch 31, avg. triple loss: 1.0816, cost time: 50.5387s
epoch 32, avg. triple loss: 1.0734, cost time: 47.4826s
epoch 33, avg. triple loss: 1.0656, cost time: 48.2960s
epoch 34, avg. triple loss: 1.0588, cost time: 48.3116s
epoch 35, avg. triple loss: 1.0508, cost time: 50.4746s
epoch 36, avg. triple loss: 1.0444, cost time: 49.4990s
epoch 37, avg. triple loss: 1.0379, cost time: 55.2309s
epoch 38, avg. triple loss: 1.0313, cost time: 46.1499s
epoch 39, avg. triple loss: 1.0252, cost time: 46.2339s
epoch 40, avg. triple loss: 1.0195, cost time: 47.8688s
generating neighbors of 46594 entities costs 157.529 s.
epoch 41, avg. triple loss: 1.0171, cost time: 51.8353s
epoch 42, avg. triple loss: 1.0121, cost time: 46.7082s
epoch 43, avg. triple loss: 1.0070, cost time: 49.7179s
epoch 44, avg. triple loss: 1.0017, cost time: 51.2899s
epoch 45, avg. triple loss: 0.9966, cost time: 49.5133s
epoch 46, avg. triple loss: 0.9928, cost time: 49.2952s
epoch 47, avg. triple loss: 0.9880, cost time: 52.6200s
epoch 48, avg. triple loss: 0.9838, cost time: 54.8507s
epoch 49, avg. triple loss: 0.9793, cost time: 50.7885s
epoch 50, avg. triple loss: 0.9753, cost time: 59.4224s
generating neighbors of 46594 entities costs 165.819 s.
epoch 51, avg. triple loss: 0.9744, cost time: 42.7385s
epoch 52, avg. triple loss: 0.9709, cost time: 51.4605s
epoch 53, avg. triple loss: 0.9676, cost time: 44.4329s
epoch 54, avg. triple loss: 0.9642, cost time: 40.5943s
epoch 55, avg. triple loss: 0.9612, cost time: 41.4047s
epoch 56, avg. triple loss: 0.9580, cost time: 37.5828s
epoch 57, avg. triple loss: 0.9543, cost time: 35.8146s
epoch 58, avg. triple loss: 0.9512, cost time: 36.5424s
epoch 59, avg. triple loss: 0.9480, cost time: 36.2612s
epoch 60, avg. triple loss: 0.9455, cost time: 40.0942s
generating neighbors of 46594 entities costs 120.467 s.
epoch 61, avg. triple loss: 0.9444, cost time: 26.7977s
epoch 62, avg. triple loss: 0.9422, cost time: 32.4213s
epoch 63, avg. triple loss: 0.9395, cost time: 33.3767s
epoch 64, avg. triple loss: 0.9368, cost time: 32.7080s
epoch 65, avg. triple loss: 0.9347, cost time: 32.3414s
epoch 66, avg. triple loss: 0.9324, cost time: 33.5821s
epoch 67, avg. triple loss: 0.9303, cost time: 37.7449s
epoch 68, avg. triple loss: 0.9277, cost time: 38.8034s
epoch 69, avg. triple loss: 0.9256, cost time: 38.1507s
epoch 70, avg. triple loss: 0.9238, cost time: 38.4858s
generating neighbors of 46594 entities costs 112.682 s.
epoch 71, avg. triple loss: 0.9228, cost time: 32.6033s
epoch 72, avg. triple loss: 0.9205, cost time: 29.3590s
epoch 73, avg. triple loss: 0.9192, cost time: 29.5169s
epoch 74, avg. triple loss: 0.9177, cost time: 29.5366s
epoch 75, avg. triple loss: 0.9148, cost time: 33.3263s
epoch 76, avg. triple loss: 0.9129, cost time: 35.3484s
epoch 77, avg. triple loss: 0.9121, cost time: 32.2012s
epoch 78, avg. triple loss: 0.9096, cost time: 34.7142s
epoch 79, avg. triple loss: 0.9079, cost time: 35.6355s
epoch 80, avg. triple loss: 0.9068, cost time: 34.8887s
generating neighbors of 46594 entities costs 120.836 s.
epoch 81, avg. triple loss: 0.9066, cost time: 34.3252s
epoch 82, avg. triple loss: 0.9052, cost time: 43.9579s
epoch 83, avg. triple loss: 0.9033, cost time: 76.3643s
epoch 84, avg. triple loss: 0.9019, cost time: 76.7167s
epoch 85, avg. triple loss: 0.9006, cost time: 63.4964s
epoch 86, avg. triple loss: 0.8995, cost time: 72.1743s
epoch 87, avg. triple loss: 0.8983, cost time: 78.6745s
epoch 88, avg. triple loss: 0.8969, cost time: 69.6055s
epoch 89, avg. triple loss: 0.8956, cost time: 81.5028s
epoch 90, avg. triple loss: 0.8949, cost time: 71.8686s
generating neighbors of 46594 entities costs 199.420 s.
epoch 91, avg. triple loss: 0.8937, cost time: 59.0185s
epoch 92, avg. triple loss: 0.8923, cost time: 57.6152s
epoch 93, avg. triple loss: 0.8916, cost time: 56.2981s
epoch 94, avg. triple loss: 0.8904, cost time: 60.8966s
epoch 95, avg. triple loss: 0.8895, cost time: 62.6180s
epoch 96, avg. triple loss: 0.8881, cost time: 61.4185s
epoch 97, avg. triple loss: 0.8874, cost time: 60.7049s
epoch 98, avg. triple loss: 0.8860, cost time: 59.9671s
epoch 99, avg. triple loss: 0.8850, cost time: 60.1869s
epoch 100, avg. triple loss: 0.8834, cost time: 60.2536s
quick results: hits@[1, 5, 10, 50] = [22.573 53.114 71.612 90.522]%, time = 9.911 s
generating neighbors of 46594 entities costs 219.253 s.
epoch 101, avg. triple loss: 0.8838, cost time: 66.5981s
epoch 102, avg. triple loss: 0.8827, cost time: 62.0810s
epoch 103, avg. triple loss: 0.8821, cost time: 64.3147s
epoch 104, avg. triple loss: 0.8815, cost time: 64.8796s
epoch 105, avg. triple loss: 0.8800, cost time: 62.8001s
epoch 106, avg. triple loss: 0.8789, cost time: 64.4226s
epoch 107, avg. triple loss: 0.8784, cost time: 64.1403s
epoch 108, avg. triple loss: 0.8778, cost time: 66.6454s
epoch 109, avg. triple loss: 0.8767, cost time: 55.4126s
epoch 110, avg. triple loss: 0.8761, cost time: 67.0790s
quick results: hits@[1, 5, 10, 50] = [22.894 54.945 73.168 91.575]%, time = 13.085 s
generating neighbors of 46594 entities costs 219.964 s.
epoch 111, avg. triple loss: 0.8757, cost time: 60.3905s
epoch 112, avg. triple loss: 0.8747, cost time: 62.0584s
epoch 113, avg. triple loss: 0.8744, cost time: 62.2125s
epoch 114, avg. triple loss: 0.8732, cost time: 62.3008s
epoch 115, avg. triple loss: 0.8735, cost time: 62.3620s
epoch 116, avg. triple loss: 0.8719, cost time: 65.7129s
epoch 117, avg. triple loss: 0.8719, cost time: 62.1358s
epoch 118, avg. triple loss: 0.8708, cost time: 64.7679s
epoch 119, avg. triple loss: 0.8699, cost time: 61.3483s
epoch 120, avg. triple loss: 0.8693, cost time: 62.5363s
quick results: hits@[1, 5, 10, 50] = [23.397 56.227 74.038 91.804]%, time = 16.249 s
generating neighbors of 46594 entities costs 176.541 s.
epoch 121, avg. triple loss: 0.8695, cost time: 60.9483s
epoch 122, avg. triple loss: 0.8684, cost time: 57.7557s
epoch 123, avg. triple loss: 0.8683, cost time: 54.9608s
epoch 124, avg. triple loss: 0.8672, cost time: 57.1900s
epoch 125, avg. triple loss: 0.8673, cost time: 56.1216s
epoch 126, avg. triple loss: 0.8664, cost time: 56.0590s
epoch 127, avg. triple loss: 0.8649, cost time: 55.3116s
epoch 128, avg. triple loss: 0.8652, cost time: 56.2385s
epoch 129, avg. triple loss: 0.8644, cost time: 53.3519s
epoch 130, avg. triple loss: 0.8636, cost time: 55.6878s
quick results: hits@[1, 5, 10, 50] = [23.993 57.097 75.321 92.399]%, time = 10.726 s
generating neighbors of 46594 entities costs 166.167 s.
epoch 131, avg. triple loss: 0.8637, cost time: 48.3040s
epoch 132, avg. triple loss: 0.8634, cost time: 46.1228s
epoch 133, avg. triple loss: 0.8625, cost time: 48.3195s
epoch 134, avg. triple loss: 0.8621, cost time: 49.6187s
epoch 135, avg. triple loss: 0.8616, cost time: 48.5731s
epoch 136, avg. triple loss: 0.8614, cost time: 51.3530s
epoch 137, avg. triple loss: 0.8611, cost time: 51.4551s
epoch 138, avg. triple loss: 0.8602, cost time: 49.6661s
epoch 139, avg. triple loss: 0.8601, cost time: 49.5374s
epoch 140, avg. triple loss: 0.8588, cost time: 48.6413s
quick results: hits@[1, 5, 10, 50] = [24.084 58.059 75.733 92.995]%, time = 10.790 s
generating neighbors of 46594 entities costs 185.023 s.
epoch 141, avg. triple loss: 0.8594, cost time: 50.7474s
epoch 142, avg. triple loss: 0.8592, cost time: 53.2784s
epoch 143, avg. triple loss: 0.8582, cost time: 49.4613s
epoch 144, avg. triple loss: 0.8575, cost time: 53.2751s
epoch 145, avg. triple loss: 0.8571, cost time: 53.5101s
epoch 146, avg. triple loss: 0.8568, cost time: 51.4631s
epoch 147, avg. triple loss: 0.8561, cost time: 47.0949s
epoch 148, avg. triple loss: 0.8559, cost time: 48.4167s
epoch 149, avg. triple loss: 0.8563, cost time: 44.6749s
epoch 150, avg. triple loss: 0.8551, cost time: 47.8116s
quick results: hits@[1, 5, 10, 50] = [24.451 59.158 76.511 93.544]%, time = 10.348 s
generating neighbors of 46594 entities costs 161.084 s.
epoch 151, avg. triple loss: 0.8551, cost time: 49.3070s
epoch 152, avg. triple loss: 0.8552, cost time: 43.3114s
epoch 153, avg. triple loss: 0.8542, cost time: 49.9092s
epoch 154, avg. triple loss: 0.8540, cost time: 43.2390s
epoch 155, avg. triple loss: 0.8536, cost time: 42.0985s
epoch 156, avg. triple loss: 0.8535, cost time: 39.7330s
epoch 157, avg. triple loss: 0.8525, cost time: 44.0554s
epoch 158, avg. triple loss: 0.8527, cost time: 42.8565s
epoch 159, avg. triple loss: 0.8524, cost time: 43.6295s
epoch 160, avg. triple loss: 0.8520, cost time: 46.1146s
quick results: hits@[1, 5, 10, 50] = [23.81 59.02 76.465 93.91 ]%, time = 9.139 s
generating neighbors of 46594 entities costs 121.879 s.
epoch 161, avg. triple loss: 0.8521, cost time: 43.1487s
epoch 162, avg. triple loss: 0.8516, cost time: 42.8132s
epoch 163, avg. triple loss: 0.8513, cost time: 42.2235s
epoch 164, avg. triple loss: 0.8508, cost time: 44.8729s
epoch 165, avg. triple loss: 0.8505, cost time: 40.1996s
epoch 166, avg. triple loss: 0.8504, cost time: 38.8561s
epoch 167, avg. triple loss: 0.8495, cost time: 39.9306s
epoch 168, avg. triple loss: 0.8493, cost time: 41.0406s
epoch 169, avg. triple loss: 0.8490, cost time: 41.5228s
epoch 170, avg. triple loss: 0.8491, cost time: 46.0242s
quick results: hits@[1, 5, 10, 50] = [24.405 59.249 76.969 94.139]%, time = 7.052 s
generating neighbors of 46594 entities costs 142.043 s.
epoch 171, avg. triple loss: 0.8492, cost time: 41.3528s
epoch 172, avg. triple loss: 0.8489, cost time: 43.4683s
epoch 173, avg. triple loss: 0.8483, cost time: 44.6969s
epoch 174, avg. triple loss: 0.8479, cost time: 42.7705s
epoch 175, avg. triple loss: 0.8477, cost time: 42.9445s
epoch 176, avg. triple loss: 0.8471, cost time: 41.5437s
epoch 177, avg. triple loss: 0.8477, cost time: 48.8166s
epoch 178, avg. triple loss: 0.8468, cost time: 42.0320s
epoch 179, avg. triple loss: 0.8469, cost time: 42.4480s
epoch 180, avg. triple loss: 0.8462, cost time: 39.4951s
quick results: hits@[1, 5, 10, 50] = [25.092 58.7 77.198 94.231]%, time = 9.645 s
generating neighbors of 46594 entities costs 137.797 s.
epoch 181, avg. triple loss: 0.8465, cost time: 41.9196s
epoch 182, avg. triple loss: 0.8464, cost time: 43.1877s
epoch 183, avg. triple loss: 0.8457, cost time: 42.2178s
epoch 184, avg. triple loss: 0.8456, cost time: 38.6139s
epoch 185, avg. triple loss: 0.8445, cost time: 40.6445s
epoch 186, avg. triple loss: 0.8454, cost time: 38.3944s
epoch 187, avg. triple loss: 0.8446, cost time: 35.0280s
epoch 188, avg. triple loss: 0.8442, cost time: 37.1123s
epoch 189, avg. triple loss: 0.8446, cost time: 40.3912s
epoch 190, avg. triple loss: 0.8438, cost time: 36.2792s
quick results: hits@[1, 5, 10, 50] = [24.359 59.295 77.61 94.414]%, time = 7.963 s
generating neighbors of 46594 entities costs 130.935 s.
epoch 191, avg. triple loss: 0.8441, cost time: 35.9051s
epoch 192, avg. triple loss: 0.8434, cost time: 39.8816s
epoch 193, avg. triple loss: 0.8433, cost time: 38.1719s
epoch 194, avg. triple loss: 0.8430, cost time: 39.8323s
epoch 195, avg. triple loss: 0.8434, cost time: 38.8287s
epoch 196, avg. triple loss: 0.8425, cost time: 40.8276s
epoch 197, avg. triple loss: 0.8427, cost time: 36.3037s
epoch 198, avg. triple loss: 0.8428, cost time: 38.4974s
epoch 199, avg. triple loss: 0.8421, cost time: 35.4000s
epoch 200, avg. triple loss: 0.8422, cost time: 35.1749s
quick results: hits@[1, 5, 10, 50] = [24.817 59.753 78.159 94.46 ]%, time = 7.909 s
generating neighbors of 46594 entities costs 129.710 s.
epoch 201, avg. triple loss: 0.8419, cost time: 35.2965s
epoch 202, avg. triple loss: 0.8414, cost time: 32.4005s
epoch 203, avg. triple loss: 0.8416, cost time: 35.0402s
epoch 204, avg. triple loss: 0.8417, cost time: 36.8704s
epoch 205, avg. triple loss: 0.8408, cost time: 35.6770s
epoch 206, avg. triple loss: 0.8408, cost time: 34.5460s
epoch 207, avg. triple loss: 0.8406, cost time: 35.4045s
epoch 208, avg. triple loss: 0.8405, cost time: 35.2115s
epoch 209, avg. triple loss: 0.8400, cost time: 34.1869s
epoch 210, avg. triple loss: 0.8400, cost time: 36.5739s
quick results: hits@[1, 5, 10, 50] = [25.137 59.158 77.93 94.46 ]%, time = 7.309 s
generating neighbors of 46594 entities costs 118.072 s.
epoch 211, avg. triple loss: 0.8398, cost time: 36.1408s
epoch 212, avg. triple loss: 0.8398, cost time: 34.8608s
epoch 213, avg. triple loss: 0.8400, cost time: 37.8651s
epoch 214, avg. triple loss: 0.8394, cost time: 36.5222s
epoch 215, avg. triple loss: 0.8396, cost time: 38.4795s
epoch 216, avg. triple loss: 0.8391, cost time: 39.8247s
epoch 217, avg. triple loss: 0.8388, cost time: 38.5054s
epoch 218, avg. triple loss: 0.8387, cost time: 37.8471s
epoch 219, avg. triple loss: 0.8381, cost time: 36.9596s
epoch 220, avg. triple loss: 0.8387, cost time: 38.3078s
quick results: hits@[1, 5, 10, 50] = [25.275 58.883 78.022 94.414]%, time = 7.556 s
generating neighbors of 46594 entities costs 134.914 s.
epoch 221, avg. triple loss: 0.8383, cost time: 42.1356s
epoch 222, avg. triple loss: 0.8381, cost time: 44.0983s
epoch 223, avg. triple loss: 0.8383, cost time: 39.3326s
epoch 224, avg. triple loss: 0.8375, cost time: 44.6407s
epoch 225, avg. triple loss: 0.8372, cost time: 41.7912s
epoch 226, avg. triple loss: 0.8376, cost time: 43.3303s
epoch 227, avg. triple loss: 0.8370, cost time: 41.0391s
epoch 228, avg. triple loss: 0.8369, cost time: 40.7656s
epoch 229, avg. triple loss: 0.8365, cost time: 38.7782s
epoch 230, avg. triple loss: 0.8371, cost time: 38.9351s
quick results: hits@[1, 5, 10, 50] = [25.229 58.745 78.114 94.505]%, time = 8.211 s
generating neighbors of 46594 entities costs 124.751 s.
epoch 231, avg. triple loss: 0.8369, cost time: 41.1021s
epoch 232, avg. triple loss: 0.8368, cost time: 36.9061s
epoch 233, avg. triple loss: 0.8360, cost time: 39.7029s
epoch 234, avg. triple loss: 0.8358, cost time: 37.6768s
epoch 235, avg. triple loss: 0.8364, cost time: 34.9817s
epoch 236, avg. triple loss: 0.8361, cost time: 37.1269s
epoch 237, avg. triple loss: 0.8354, cost time: 35.8398s
epoch 238, avg. triple loss: 0.8351, cost time: 37.0700s
epoch 239, avg. triple loss: 0.8354, cost time: 35.9167s
epoch 240, avg. triple loss: 0.8354, cost time: 37.8202s
quick results: hits@[1, 5, 10, 50] = [24.908 58.974 78.297 94.46 ]%, time = 8.188 s
== should early stop ==
Training ends. Total time = 16120.574 s.
accurate results: hits@[1, 5, 10, 50] = [27.425 66.071 82.87 95.042]%, mr = 149.461, mrr = 0.440868, time = 15.385 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [28.055 66.827 84.164 95.626]%, mr = 57.923, mrr = 0.448313, time = 26.285 s
Results saved!
../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/AlignE/Gold-Materials/721_5fold/1/20231018094251/kg2_attr_ids saved.
Embeddings saved!
Total run time = 16218.677 s.