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nohup_llm-llm_bootea.txt
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load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'BootEA', '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, 'sim_th': 0.7, 'k': 10, 'likelihood_slice': 10, 'sub_epoch': 10}
BootEA
<openea.modules.args.args_hander.ARGs object at 0x7f33e18397b8>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/721_5fold/1/test_links
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
Number of rt_dict: 3553
Number of hr_dict: 2618
entity relations dict: 3553
Number of av_dict: 3346
entity attributes dict: 3346
KG statistics:
Number of entities: 3556
Number of relations: 3
Number of attributes: 6
Number of relation triples: 27366
Number of attribute triples: 15798
Number of local relation triples: 27366
Number of local attribute triples: 15798
supervised relation triples: 25280, 25280
supervised attribute triples: 7950, 7950
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/LLM-LLM/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'LLM-LLM'] 721_5fold/1/ BootEA
results output folder: ../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/
iteration 1
epoch 1, avg. triple loss: 2.2488, cost time: 17.9823s
epoch 2, avg. triple loss: 1.8033, cost time: 26.3807s
epoch 3, avg. triple loss: 1.7027, cost time: 22.8182s
epoch 4, avg. triple loss: 1.6386, cost time: 23.9531s
epoch 5, avg. triple loss: 1.5865, cost time: 23.0124s
epoch 6, avg. triple loss: 1.5376, cost time: 21.9560s
epoch 7, avg. triple loss: 1.4930, cost time: 21.2901s
epoch 8, avg. triple loss: 1.4516, cost time: 21.2663s
epoch 9, avg. triple loss: 1.4153, cost time: 18.5958s
epoch 10, avg. triple loss: 1.3822, cost time: 19.6455s
after filtering by sim threshold, right alignment: 8/27=0.296
after filtering by sim and nearest k, right alignment: 8/27=0.296
graph via graph_tool <Graph object, directed, with 16 vertices and 27 edges at 0x7f33e4e63198>
after mwgm, right alignment: 8/8=1.000
mwgm costs time: 6.893 s
selecting potential alignment costs time: 7.379 s
update wrongly: 0 greedy update wrongly: 0
after editing (<-), right alignment: 8/8=1.000
after editing (->), right alignment: 8/8=1.000
newly triples: 3596, 3596
alignment_loss = 1.410, time = 0.560 s
generating neighbors of 7112 entities costs 5.365 s.
iteration 2
epoch 11, avg. triple loss: 1.6968, cost time: 21.2767s
epoch 12, avg. triple loss: 1.6098, cost time: 18.3729s
epoch 13, avg. triple loss: 1.5745, cost time: 19.5529s
epoch 14, avg. triple loss: 1.5501, cost time: 18.9334s
epoch 15, avg. triple loss: 1.5272, cost time: 17.8122s
epoch 16, avg. triple loss: 1.5102, cost time: 21.2737s
epoch 17, avg. triple loss: 1.4931, cost time: 21.2456s
epoch 18, avg. triple loss: 1.4791, cost time: 21.1899s
epoch 19, avg. triple loss: 1.4638, cost time: 21.5045s
epoch 20, avg. triple loss: 1.4514, cost time: 19.7566s
after filtering by sim threshold, right alignment: 73/198=0.369
after filtering by sim and nearest k, right alignment: 73/198=0.369
graph via graph_tool <Graph object, directed, with 156 vertices and 198 edges at 0x7f33e4e81588>
after mwgm, right alignment: 65/76=0.855
mwgm costs time: 0.114 s
selecting potential alignment costs time: 0.338 s
update wrongly: 0 greedy update wrongly: 0
after editing (<-), right alignment: 65/76=0.855
after editing (->), right alignment: 65/76=0.855
newly triples: 6989, 6982
alignment_loss = 1.365, time = 0.187 s
generating neighbors of 7112 entities costs 4.848 s.
iteration 3
epoch 21, avg. triple loss: 1.4696, cost time: 18.9887s
epoch 22, avg. triple loss: 1.4446, cost time: 17.1034s
epoch 23, avg. triple loss: 1.4301, cost time: 17.9551s
epoch 24, avg. triple loss: 1.4186, cost time: 18.9925s
epoch 25, avg. triple loss: 1.4091, cost time: 18.0158s
epoch 26, avg. triple loss: 1.3993, cost time: 17.8837s
epoch 27, avg. triple loss: 1.3932, cost time: 16.0447s
epoch 28, avg. triple loss: 1.3860, cost time: 17.6276s
epoch 29, avg. triple loss: 1.3782, cost time: 17.7926s
epoch 30, avg. triple loss: 1.3718, cost time: 16.4880s
after filtering by sim threshold, right alignment: 313/513=0.610
after filtering by sim and nearest k, right alignment: 313/505=0.620
graph via graph_tool <Graph object, directed, with 632 vertices and 505 edges at 0x7f33d414feb8>
after mwgm, right alignment: 301/314=0.959
mwgm costs time: 0.089 s
selecting potential alignment costs time: 0.354 s
update wrongly: 1 greedy update wrongly: 2
after editing (<-), right alignment: 303/316=0.959
after editing (->), right alignment: 303/312=0.971
newly triples: 13085, 13085
alignment_loss = 1.374, time = 0.400 s
generating neighbors of 7112 entities costs 4.618 s.
iteration 4
epoch 31, avg. triple loss: 1.4372, cost time: 17.2524s
epoch 32, avg. triple loss: 1.3975, cost time: 15.7427s
epoch 33, avg. triple loss: 1.3867, cost time: 15.6304s
epoch 34, avg. triple loss: 1.3782, cost time: 16.4576s
epoch 35, avg. triple loss: 1.3717, cost time: 17.4640s
epoch 36, avg. triple loss: 1.3651, cost time: 17.2166s
epoch 37, avg. triple loss: 1.3608, cost time: 17.3801s
epoch 38, avg. triple loss: 1.3561, cost time: 18.0917s
epoch 39, avg. triple loss: 1.3523, cost time: 16.0932s
epoch 40, avg. triple loss: 1.3488, cost time: 17.8670s
after filtering by sim threshold, right alignment: 735/1071=0.686
after filtering by sim and nearest k, right alignment: 735/1058=0.695
graph via graph_tool <Graph object, directed, with 1493 vertices and 1058 edges at 0x7f33e189c358>
after mwgm, right alignment: 721/740=0.974
mwgm costs time: 0.337 s
selecting potential alignment costs time: 0.774 s
update wrongly: 0 greedy update wrongly: 5
after editing (<-), right alignment: 724/740=0.978
after editing (->), right alignment: 722/734=0.984
newly triples: 19496, 19494
alignment_loss = 1.373, time = 0.676 s
generating neighbors of 7112 entities costs 4.595 s.
iteration 5
epoch 41, avg. triple loss: 1.3989, cost time: 18.8872s
epoch 42, avg. triple loss: 1.3571, cost time: 18.6504s
epoch 43, avg. triple loss: 1.3454, cost time: 16.6626s
epoch 44, avg. triple loss: 1.3409, cost time: 18.5857s
epoch 45, avg. triple loss: 1.3361, cost time: 18.1699s
epoch 46, avg. triple loss: 1.3322, cost time: 15.4293s
epoch 47, avg. triple loss: 1.3297, cost time: 17.4805s
epoch 48, avg. triple loss: 1.3262, cost time: 15.7728s
epoch 49, avg. triple loss: 1.3231, cost time: 16.4372s
epoch 50, avg. triple loss: 1.3201, cost time: 15.8719s
after filtering by sim threshold, right alignment: 1107/1623=0.682
after filtering by sim and nearest k, right alignment: 1107/1604=0.690
graph via graph_tool <Graph object, directed, with 2242 vertices and 1604 edges at 0x7f33d413ea90>
after mwgm, right alignment: 1078/1112=0.969
mwgm costs time: 0.463 s
selecting potential alignment costs time: 0.863 s
update wrongly: 2 greedy update wrongly: 11
after editing (<-), right alignment: 1084/1113=0.974
after editing (->), right alignment: 1077/1098=0.981
newly triples: 22911, 22910
alignment_loss = 1.367, time = 0.601 s
generating neighbors of 7112 entities costs 4.260 s.
iteration 6
epoch 51, avg. triple loss: 1.3700, cost time: 17.9062s
epoch 52, avg. triple loss: 1.3333, cost time: 16.1458s
epoch 53, avg. triple loss: 1.3250, cost time: 16.0465s
epoch 54, avg. triple loss: 1.3197, cost time: 15.4723s
epoch 55, avg. triple loss: 1.3165, cost time: 17.3895s
epoch 56, avg. triple loss: 1.3130, cost time: 15.8846s
epoch 57, avg. triple loss: 1.3111, cost time: 15.1735s
epoch 58, avg. triple loss: 1.3080, cost time: 13.5331s
epoch 59, avg. triple loss: 1.3065, cost time: 14.8697s
epoch 60, avg. triple loss: 1.3042, cost time: 14.3513s
after filtering by sim threshold, right alignment: 1309/2053=0.638
after filtering by sim and nearest k, right alignment: 1309/2034=0.644
graph via graph_tool <Graph object, directed, with 2643 vertices and 2034 edges at 0x7f33d41626d8>
after mwgm, right alignment: 1272/1314=0.968
mwgm costs time: 0.666 s
selecting potential alignment costs time: 0.971 s
update wrongly: 1 greedy update wrongly: 9
after editing (<-), right alignment: 1277/1314=0.972
after editing (->), right alignment: 1275/1301=0.980
newly triples: 24137, 24136
alignment_loss = 1.361, time = 0.769 s
generating neighbors of 7112 entities costs 4.554 s.
iteration 7
epoch 61, avg. triple loss: 1.3439, cost time: 16.0437s
epoch 62, avg. triple loss: 1.3149, cost time: 13.9591s
epoch 63, avg. triple loss: 1.3084, cost time: 16.1944s
epoch 64, avg. triple loss: 1.3046, cost time: 16.5731s
epoch 65, avg. triple loss: 1.3021, cost time: 15.2480s
epoch 66, avg. triple loss: 1.2996, cost time: 14.4253s
epoch 67, avg. triple loss: 1.2973, cost time: 14.1063s
epoch 68, avg. triple loss: 1.2954, cost time: 14.7241s
epoch 69, avg. triple loss: 1.2934, cost time: 14.2262s
epoch 70, avg. triple loss: 1.2924, cost time: 13.5699s
after filtering by sim threshold, right alignment: 1430/2356=0.607
after filtering by sim and nearest k, right alignment: 1430/2336=0.612
graph via graph_tool <Graph object, directed, with 2874 vertices and 2336 edges at 0x7f33e4e81588>
after mwgm, right alignment: 1390/1432=0.971
mwgm costs time: 0.545 s
selecting potential alignment costs time: 0.820 s
update wrongly: 5 greedy update wrongly: 9
after editing (<-), right alignment: 1390/1433=0.970
after editing (->), right alignment: 1385/1419=0.976
newly triples: 24755, 24754
alignment_loss = 1.358, time = 0.708 s
generating neighbors of 7112 entities costs 3.445 s.
iteration 8
epoch 71, avg. triple loss: 1.3257, cost time: 12.6020s
epoch 72, avg. triple loss: 1.3015, cost time: 13.5663s
epoch 73, avg. triple loss: 1.2960, cost time: 13.4787s
epoch 74, avg. triple loss: 1.2926, cost time: 12.9191s
epoch 75, avg. triple loss: 1.2908, cost time: 12.2776s
epoch 76, avg. triple loss: 1.2897, cost time: 10.9637s
epoch 77, avg. triple loss: 1.2872, cost time: 12.1429s
epoch 78, avg. triple loss: 1.2855, cost time: 11.9862s
epoch 79, avg. triple loss: 1.2831, cost time: 11.9931s
epoch 80, avg. triple loss: 1.2822, cost time: 11.6467s
after filtering by sim threshold, right alignment: 1480/2554=0.579
after filtering by sim and nearest k, right alignment: 1479/2527=0.585
graph via graph_tool <Graph object, directed, with 2978 vertices and 2527 edges at 0x7f33d44349e8>
after mwgm, right alignment: 1428/1484=0.962
mwgm costs time: 0.550 s
selecting potential alignment costs time: 0.867 s
update wrongly: 5 greedy update wrongly: 12
after editing (<-), right alignment: 1429/1484=0.963
after editing (->), right alignment: 1427/1470=0.971
newly triples: 24953, 24953
alignment_loss = 1.356, time = 0.633 s
generating neighbors of 7112 entities costs 3.682 s.
iteration 9
epoch 81, avg. triple loss: 1.3122, cost time: 12.6233s
epoch 82, avg. triple loss: 1.2911, cost time: 12.7258s
epoch 83, avg. triple loss: 1.2855, cost time: 12.0452s
epoch 84, avg. triple loss: 1.2827, cost time: 11.1337s
epoch 85, avg. triple loss: 1.2822, cost time: 12.4192s
epoch 86, avg. triple loss: 1.2802, cost time: 12.9999s
epoch 87, avg. triple loss: 1.2776, cost time: 12.5783s
epoch 88, avg. triple loss: 1.2770, cost time: 12.7371s
epoch 89, avg. triple loss: 1.2762, cost time: 12.3638s
epoch 90, avg. triple loss: 1.2759, cost time: 12.2828s
after filtering by sim threshold, right alignment: 1527/2692=0.567
after filtering by sim and nearest k, right alignment: 1527/2668=0.572
graph via graph_tool <Graph object, directed, with 3068 vertices and 2668 edges at 0x7f33d44349e8>
after mwgm, right alignment: 1461/1530=0.955
mwgm costs time: 0.673 s
selecting potential alignment costs time: 0.892 s
update wrongly: 2 greedy update wrongly: 13
after editing (<-), right alignment: 1467/1530=0.959
after editing (->), right alignment: 1465/1513=0.968
newly triples: 25108, 25109
alignment_loss = 1.355, time = 0.775 s
generating neighbors of 7112 entities costs 3.598 s.
iteration 10
epoch 91, avg. triple loss: 1.3016, cost time: 12.2354s
epoch 92, avg. triple loss: 1.2856, cost time: 11.9877s
epoch 93, avg. triple loss: 1.2800, cost time: 11.0634s
epoch 94, avg. triple loss: 1.2766, cost time: 10.6275s
epoch 95, avg. triple loss: 1.2745, cost time: 11.3817s
epoch 96, avg. triple loss: 1.2737, cost time: 10.4455s
epoch 97, avg. triple loss: 1.2728, cost time: 10.9832s
epoch 98, avg. triple loss: 1.2720, cost time: 10.6228s
epoch 99, avg. triple loss: 1.2707, cost time: 10.9286s
epoch 100, avg. triple loss: 1.2697, cost time: 10.5200s
quick results: hits@[1, 5, 10, 50] = [ 93.258 98.315 99.719 100. ]%, time = 1.109 s
after filtering by sim threshold, right alignment: 1572/2808=0.560
after filtering by sim and nearest k, right alignment: 1572/2781=0.565
graph via graph_tool <Graph object, directed, with 3154 vertices and 2781 edges at 0x7f31b4049518>
after mwgm, right alignment: 1516/1570=0.966
mwgm costs time: 0.474 s
selecting potential alignment costs time: 0.614 s
update wrongly: 0 greedy update wrongly: 11
after editing (<-), right alignment: 1516/1572=0.964
after editing (->), right alignment: 1508/1552=0.972
newly triples: 25232, 25232
alignment_loss = 1.355, time = 0.749 s
quick results: hits@[1, 5, 10, 50] = [ 93.539 98.876 99.719 100. ]%, time = 1.116 s
generating neighbors of 7112 entities costs 3.312 s.
iteration 11
epoch 101, avg. triple loss: 1.2931, cost time: 11.5474s
epoch 102, avg. triple loss: 1.2781, cost time: 10.5923s
epoch 103, avg. triple loss: 1.2724, cost time: 11.2523s
epoch 104, avg. triple loss: 1.2731, cost time: 11.4735s
epoch 105, avg. triple loss: 1.2688, cost time: 11.3047s
epoch 106, avg. triple loss: 1.2701, cost time: 11.0935s
epoch 107, avg. triple loss: 1.2675, cost time: 10.3718s
epoch 108, avg. triple loss: 1.2681, cost time: 11.0530s
epoch 109, avg. triple loss: 1.2685, cost time: 10.1580s
epoch 110, avg. triple loss: 1.2655, cost time: 11.3381s
quick results: hits@[1, 5, 10, 50] = [ 94.382 99.438 99.719 100. ]%, time = 1.172 s
after filtering by sim threshold, right alignment: 1613/2922=0.552
after filtering by sim and nearest k, right alignment: 1613/2894=0.557
graph via graph_tool <Graph object, directed, with 3235 vertices and 2894 edges at 0x7f31b4049518>
after mwgm, right alignment: 1562/1613=0.968
mwgm costs time: 0.619 s
selecting potential alignment costs time: 0.862 s
update wrongly: 2 greedy update wrongly: 8
after editing (<-), right alignment: 1559/1613=0.967
after editing (->), right alignment: 1555/1594=0.976
newly triples: 25390, 25389
alignment_loss = 1.355, time = 0.776 s
quick results: hits@[1, 5, 10, 50] = [ 94.663 99.438 99.719 100. ]%, time = 0.823 s
generating neighbors of 7112 entities costs 3.698 s.
iteration 12
epoch 111, avg. triple loss: 1.2871, cost time: 11.8309s
epoch 112, avg. triple loss: 1.2734, cost time: 11.3193s
epoch 113, avg. triple loss: 1.2687, cost time: 11.1367s
epoch 114, avg. triple loss: 1.2685, cost time: 10.8529s
epoch 115, avg. triple loss: 1.2647, cost time: 11.2472s
epoch 116, avg. triple loss: 1.2646, cost time: 10.6207s
epoch 117, avg. triple loss: 1.2649, cost time: 11.3285s
epoch 118, avg. triple loss: 1.2642, cost time: 11.6767s
epoch 119, avg. triple loss: 1.2624, cost time: 12.9436s
epoch 120, avg. triple loss: 1.2627, cost time: 11.2271s
quick results: hits@[1, 5, 10, 50] = [ 94.944 99.719 100. 100. ]%, time = 1.157 s
after filtering by sim threshold, right alignment: 1634/2990=0.546
after filtering by sim and nearest k, right alignment: 1634/2966=0.551
graph via graph_tool <Graph object, directed, with 3277 vertices and 2966 edges at 0x7f31328b7cc0>
after mwgm, right alignment: 1575/1633=0.964
mwgm costs time: 0.691 s
selecting potential alignment costs time: 1.051 s
update wrongly: 3 greedy update wrongly: 15
after editing (<-), right alignment: 1581/1634=0.968
after editing (->), right alignment: 1575/1614=0.976
newly triples: 25452, 25452
alignment_loss = 1.355, time = 0.643 s
quick results: hits@[1, 5, 10, 50] = [ 94.944 99.719 100. 100. ]%, time = 1.067 s
generating neighbors of 7112 entities costs 3.059 s.
iteration 13
epoch 121, avg. triple loss: 1.2832, cost time: 10.3216s
epoch 122, avg. triple loss: 1.2683, cost time: 10.5082s
epoch 123, avg. triple loss: 1.2664, cost time: 10.2134s
epoch 124, avg. triple loss: 1.2634, cost time: 10.8254s
epoch 125, avg. triple loss: 1.2622, cost time: 10.7741s
epoch 126, avg. triple loss: 1.2613, cost time: 10.9102s
epoch 127, avg. triple loss: 1.2610, cost time: 11.8547s
epoch 128, avg. triple loss: 1.2600, cost time: 10.9146s
epoch 129, avg. triple loss: 1.2593, cost time: 10.2515s
epoch 130, avg. triple loss: 1.2597, cost time: 12.1360s
quick results: hits@[1, 5, 10, 50] = [ 94.944 99.719 100. 100. ]%, time = 1.580 s
after filtering by sim threshold, right alignment: 1652/3091=0.534
after filtering by sim and nearest k, right alignment: 1652/3063=0.539
graph via graph_tool <Graph object, directed, with 3314 vertices and 3063 edges at 0x7f313204d828>
after mwgm, right alignment: 1599/1655=0.966
mwgm costs time: 0.777 s
selecting potential alignment costs time: 1.079 s
update wrongly: 4 greedy update wrongly: 14
after editing (<-), right alignment: 1602/1656=0.967
after editing (->), right alignment: 1594/1634=0.976
newly triples: 25499, 25499
alignment_loss = 1.356, time = 0.673 s
quick results: hits@[1, 5, 10, 50] = [ 94.944 99.719 100. 100. ]%, time = 1.209 s
generating neighbors of 7112 entities costs 3.181 s.
iteration 14
epoch 131, avg. triple loss: 1.2783, cost time: 11.5371s
epoch 132, avg. triple loss: 1.2663, cost time: 10.7187s
epoch 133, avg. triple loss: 1.2626, cost time: 10.6230s
epoch 134, avg. triple loss: 1.2606, cost time: 10.9595s
epoch 135, avg. triple loss: 1.2592, cost time: 8.6571s
epoch 136, avg. triple loss: 1.2598, cost time: 9.3465s
epoch 137, avg. triple loss: 1.2576, cost time: 10.0753s
epoch 138, avg. triple loss: 1.2582, cost time: 9.4743s
epoch 139, avg. triple loss: 1.2560, cost time: 9.5981s
epoch 140, avg. triple loss: 1.2561, cost time: 9.4573s
quick results: hits@[1, 5, 10, 50] = [ 94.944 99.719 100. 100. ]%, time = 1.270 s
== should early stop ==
Training ends. Total time = 2158.805 s.
accurate results: hits@[1, 5, 10, 50] = [95.215 98.944 99.507 99.93 ]%, mr = 1.256, mrr = 0.968676, time = 1.210 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 95.285 99.296 99.719 100. ]%, mr = 1.136, mrr = 0.970636, time = 1.218 s
Results saved!
../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/BootEA/LLM-LLM/721_5fold/1/20231020224344/kg2_attr_ids saved.
Embeddings saved!
Total run time = 2167.155 s.