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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 0x7ff2388d9780>
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/ AlignE
results output folder: ../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/
epoch 1, avg. triple loss: 2.2239, cost time: 17.9430s
epoch 2, avg. triple loss: 1.7915, cost time: 21.7135s
epoch 3, avg. triple loss: 1.6957, cost time: 21.9812s
epoch 4, avg. triple loss: 1.6339, cost time: 20.3597s
epoch 5, avg. triple loss: 1.5816, cost time: 20.8547s
epoch 6, avg. triple loss: 1.5330, cost time: 23.1727s
epoch 7, avg. triple loss: 1.4898, cost time: 21.8176s
epoch 8, avg. triple loss: 1.4490, cost time: 19.9752s
epoch 9, avg. triple loss: 1.4141, cost time: 19.4244s
epoch 10, avg. triple loss: 1.3827, cost time: 19.7189s
generating neighbors of 7112 entities costs 5.715 s.
epoch 11, avg. triple loss: 1.7308, cost time: 21.5185s
epoch 12, avg. triple loss: 1.6282, cost time: 20.8074s
epoch 13, avg. triple loss: 1.5916, cost time: 21.9964s
epoch 14, avg. triple loss: 1.5641, cost time: 19.5630s
epoch 15, avg. triple loss: 1.5406, cost time: 18.7596s
epoch 16, avg. triple loss: 1.5218, cost time: 19.2816s
epoch 17, avg. triple loss: 1.5029, cost time: 20.4522s
epoch 18, avg. triple loss: 1.4880, cost time: 20.0069s
epoch 19, avg. triple loss: 1.4728, cost time: 22.5229s
epoch 20, avg. triple loss: 1.4582, cost time: 19.6811s
generating neighbors of 7112 entities costs 4.570 s.
epoch 21, avg. triple loss: 1.4573, cost time: 18.8982s
epoch 22, avg. triple loss: 1.4387, cost time: 16.2407s
epoch 23, avg. triple loss: 1.4266, cost time: 17.1653s
epoch 24, avg. triple loss: 1.4175, cost time: 15.5751s
epoch 25, avg. triple loss: 1.4074, cost time: 15.7521s
epoch 26, avg. triple loss: 1.3992, cost time: 14.7857s
epoch 27, avg. triple loss: 1.3905, cost time: 15.0444s
epoch 28, avg. triple loss: 1.3831, cost time: 13.7876s
epoch 29, avg. triple loss: 1.3777, cost time: 14.3104s
epoch 30, avg. triple loss: 1.3702, cost time: 16.0989s
generating neighbors of 7112 entities costs 3.509 s.
epoch 31, avg. triple loss: 1.3896, cost time: 15.1557s
epoch 32, avg. triple loss: 1.3829, cost time: 14.2238s
epoch 33, avg. triple loss: 1.3773, cost time: 17.6842s
epoch 34, avg. triple loss: 1.3719, cost time: 16.1011s
epoch 35, avg. triple loss: 1.3666, cost time: 14.8697s
epoch 36, avg. triple loss: 1.3609, cost time: 15.1407s
epoch 37, avg. triple loss: 1.3564, cost time: 16.7279s
epoch 38, avg. triple loss: 1.3515, cost time: 17.6744s
epoch 39, avg. triple loss: 1.3508, cost time: 15.1930s
epoch 40, avg. triple loss: 1.3464, cost time: 15.1196s
generating neighbors of 7112 entities costs 4.797 s.
epoch 41, avg. triple loss: 1.3395, cost time: 16.2953s
epoch 42, avg. triple loss: 1.3353, cost time: 15.6131s
epoch 43, avg. triple loss: 1.3314, cost time: 16.0469s
epoch 44, avg. triple loss: 1.3291, cost time: 17.1726s
epoch 45, avg. triple loss: 1.3272, cost time: 17.1442s
epoch 46, avg. triple loss: 1.3233, cost time: 15.7702s
epoch 47, avg. triple loss: 1.3209, cost time: 15.7892s
epoch 48, avg. triple loss: 1.3179, cost time: 16.3178s
epoch 49, avg. triple loss: 1.3157, cost time: 17.0236s
epoch 50, avg. triple loss: 1.3140, cost time: 15.1693s
generating neighbors of 7112 entities costs 4.963 s.
epoch 51, avg. triple loss: 1.3149, cost time: 16.8277s
epoch 52, avg. triple loss: 1.3118, cost time: 15.0647s
epoch 53, avg. triple loss: 1.3090, cost time: 16.7130s
epoch 54, avg. triple loss: 1.3066, cost time: 16.4165s
epoch 55, avg. triple loss: 1.3063, cost time: 17.2510s
epoch 56, avg. triple loss: 1.3035, cost time: 16.5121s
epoch 57, avg. triple loss: 1.3029, cost time: 16.5889s
epoch 58, avg. triple loss: 1.3004, cost time: 15.6304s
epoch 59, avg. triple loss: 1.2991, cost time: 16.5565s
epoch 60, avg. triple loss: 1.2974, cost time: 15.1098s
generating neighbors of 7112 entities costs 5.545 s.
epoch 61, avg. triple loss: 1.2952, cost time: 16.3046s
epoch 62, avg. triple loss: 1.2932, cost time: 16.0922s
epoch 63, avg. triple loss: 1.2908, cost time: 15.7252s
epoch 64, avg. triple loss: 1.2915, cost time: 16.2723s
epoch 65, avg. triple loss: 1.2899, cost time: 14.9115s
epoch 66, avg. triple loss: 1.2901, cost time: 14.3696s
epoch 67, avg. triple loss: 1.2873, cost time: 14.8253s
epoch 68, avg. triple loss: 1.2862, cost time: 14.5217s
epoch 69, avg. triple loss: 1.2847, cost time: 14.6708s
epoch 70, avg. triple loss: 1.2840, cost time: 13.7821s
generating neighbors of 7112 entities costs 3.418 s.
epoch 71, avg. triple loss: 1.2828, cost time: 13.7639s
epoch 72, avg. triple loss: 1.2811, cost time: 14.7844s
epoch 73, avg. triple loss: 1.2815, cost time: 14.2747s
epoch 74, avg. triple loss: 1.2803, cost time: 14.3542s
epoch 75, avg. triple loss: 1.2786, cost time: 13.2392s
epoch 76, avg. triple loss: 1.2781, cost time: 12.4453s
epoch 77, avg. triple loss: 1.2778, cost time: 12.8575s
epoch 78, avg. triple loss: 1.2761, cost time: 12.4451s
epoch 79, avg. triple loss: 1.2762, cost time: 12.7626s
epoch 80, avg. triple loss: 1.2751, cost time: 12.2873s
generating neighbors of 7112 entities costs 4.038 s.
epoch 81, avg. triple loss: 1.2736, cost time: 11.1693s
epoch 82, avg. triple loss: 1.2733, cost time: 12.4151s
epoch 83, avg. triple loss: 1.2711, cost time: 11.2221s
epoch 84, avg. triple loss: 1.2714, cost time: 12.4030s
epoch 85, avg. triple loss: 1.2701, cost time: 11.3880s
epoch 86, avg. triple loss: 1.2703, cost time: 12.7075s
epoch 87, avg. triple loss: 1.2692, cost time: 12.2101s
epoch 88, avg. triple loss: 1.2693, cost time: 11.9608s
epoch 89, avg. triple loss: 1.2674, cost time: 13.0300s
epoch 90, avg. triple loss: 1.2677, cost time: 11.7750s
generating neighbors of 7112 entities costs 4.305 s.
epoch 91, avg. triple loss: 1.2661, cost time: 13.4488s
epoch 92, avg. triple loss: 1.2668, cost time: 11.6033s
epoch 93, avg. triple loss: 1.2654, cost time: 13.9921s
epoch 94, avg. triple loss: 1.2646, cost time: 13.4148s
epoch 95, avg. triple loss: 1.2633, cost time: 12.5425s
epoch 96, avg. triple loss: 1.2636, cost time: 12.5744s
epoch 97, avg. triple loss: 1.2628, cost time: 10.8428s
epoch 98, avg. triple loss: 1.2625, cost time: 11.4468s
epoch 99, avg. triple loss: 1.2618, cost time: 10.7989s
epoch 100, avg. triple loss: 1.2617, cost time: 10.4424s
quick results: hits@[1, 5, 10, 50] = [ 89.888 97.191 99.157 100. ]%, time = 1.041 s
generating neighbors of 7112 entities costs 2.470 s.
epoch 101, avg. triple loss: 1.2612, cost time: 10.9007s
epoch 102, avg. triple loss: 1.2608, cost time: 11.3028s
epoch 103, avg. triple loss: 1.2585, cost time: 11.8575s
epoch 104, avg. triple loss: 1.2589, cost time: 11.0543s
epoch 105, avg. triple loss: 1.2575, cost time: 10.9097s
epoch 106, avg. triple loss: 1.2588, cost time: 10.1358s
epoch 107, avg. triple loss: 1.2586, cost time: 10.6736s
epoch 108, avg. triple loss: 1.2569, cost time: 11.3174s
epoch 109, avg. triple loss: 1.2567, cost time: 9.8010s
epoch 110, avg. triple loss: 1.2566, cost time: 9.9992s
quick results: hits@[1, 5, 10, 50] = [ 90.449 97.753 99.157 100. ]%, time = 1.254 s
generating neighbors of 7112 entities costs 2.563 s.
epoch 111, avg. triple loss: 1.2564, cost time: 10.6242s
epoch 112, avg. triple loss: 1.2540, cost time: 10.6800s
epoch 113, avg. triple loss: 1.2554, cost time: 11.0569s
epoch 114, avg. triple loss: 1.2545, cost time: 11.7163s
epoch 115, avg. triple loss: 1.2542, cost time: 10.4082s
epoch 116, avg. triple loss: 1.2537, cost time: 10.9006s
epoch 117, avg. triple loss: 1.2528, cost time: 10.3084s
epoch 118, avg. triple loss: 1.2533, cost time: 11.8180s
epoch 119, avg. triple loss: 1.2528, cost time: 10.7526s
epoch 120, avg. triple loss: 1.2541, cost time: 10.5516s
quick results: hits@[1, 5, 10, 50] = [ 91.011 98.315 99.438 100. ]%, time = 0.811 s
generating neighbors of 7112 entities costs 3.954 s.
epoch 121, avg. triple loss: 1.2530, cost time: 10.9235s
epoch 122, avg. triple loss: 1.2530, cost time: 11.6106s
epoch 123, avg. triple loss: 1.2529, cost time: 12.7283s
epoch 124, avg. triple loss: 1.2519, cost time: 12.4605s
epoch 125, avg. triple loss: 1.2515, cost time: 12.0685s
epoch 126, avg. triple loss: 1.2506, cost time: 10.0335s
epoch 127, avg. triple loss: 1.2504, cost time: 9.6846s
epoch 128, avg. triple loss: 1.2503, cost time: 9.3199s
epoch 129, avg. triple loss: 1.2506, cost time: 9.2455s
epoch 130, avg. triple loss: 1.2499, cost time: 9.9408s
quick results: hits@[1, 5, 10, 50] = [ 91.854 98.315 100. 100. ]%, time = 1.002 s
generating neighbors of 7112 entities costs 2.888 s.
epoch 131, avg. triple loss: 1.2496, cost time: 11.0038s
epoch 132, avg. triple loss: 1.2490, cost time: 10.1916s
epoch 133, avg. triple loss: 1.2488, cost time: 12.5809s
epoch 134, avg. triple loss: 1.2492, cost time: 13.0855s
epoch 135, avg. triple loss: 1.2495, cost time: 10.6748s
epoch 136, avg. triple loss: 1.2481, cost time: 11.3220s
epoch 137, avg. triple loss: 1.2483, cost time: 10.7979s
epoch 138, avg. triple loss: 1.2474, cost time: 10.3738s
epoch 139, avg. triple loss: 1.2474, cost time: 10.9621s
epoch 140, avg. triple loss: 1.2480, cost time: 10.8820s
quick results: hits@[1, 5, 10, 50] = [ 92.416 98.596 100. 100. ]%, time = 1.116 s
generating neighbors of 7112 entities costs 2.936 s.
epoch 141, avg. triple loss: 1.2463, cost time: 9.6938s
epoch 142, avg. triple loss: 1.2471, cost time: 9.6400s
epoch 143, avg. triple loss: 1.2461, cost time: 9.3579s
epoch 144, avg. triple loss: 1.2454, cost time: 10.2322s
epoch 145, avg. triple loss: 1.2459, cost time: 9.9246s
epoch 146, avg. triple loss: 1.2445, cost time: 9.9076s
epoch 147, avg. triple loss: 1.2459, cost time: 8.6376s
epoch 148, avg. triple loss: 1.2455, cost time: 8.4284s
epoch 149, avg. triple loss: 1.2453, cost time: 8.4981s
epoch 150, avg. triple loss: 1.2435, cost time: 9.4276s
quick results: hits@[1, 5, 10, 50] = [ 92.416 98.596 100. 100. ]%, time = 0.947 s
generating neighbors of 7112 entities costs 2.534 s.
epoch 151, avg. triple loss: 1.2447, cost time: 8.3134s
epoch 152, avg. triple loss: 1.2439, cost time: 9.5391s
epoch 153, avg. triple loss: 1.2430, cost time: 9.5095s
epoch 154, avg. triple loss: 1.2440, cost time: 10.0752s
epoch 155, avg. triple loss: 1.2424, cost time: 9.3578s
epoch 156, avg. triple loss: 1.2430, cost time: 9.2044s
epoch 157, avg. triple loss: 1.2438, cost time: 9.3774s
epoch 158, avg. triple loss: 1.2434, cost time: 8.9528s
epoch 159, avg. triple loss: 1.2430, cost time: 8.0316s
epoch 160, avg. triple loss: 1.2421, cost time: 10.0040s
quick results: hits@[1, 5, 10, 50] = [ 92.697 98.876 100. 100. ]%, time = 1.220 s
generating neighbors of 7112 entities costs 2.642 s.
epoch 161, avg. triple loss: 1.2429, cost time: 9.8825s
epoch 162, avg. triple loss: 1.2419, cost time: 9.4453s
epoch 163, avg. triple loss: 1.2426, cost time: 9.8468s
epoch 164, avg. triple loss: 1.2417, cost time: 9.4956s
epoch 165, avg. triple loss: 1.2407, cost time: 9.3074s
epoch 166, avg. triple loss: 1.2405, cost time: 8.9848s
epoch 167, avg. triple loss: 1.2413, cost time: 9.5209s
epoch 168, avg. triple loss: 1.2416, cost time: 9.5399s
epoch 169, avg. triple loss: 1.2405, cost time: 9.9504s
epoch 170, avg. triple loss: 1.2411, cost time: 8.9002s
quick results: hits@[1, 5, 10, 50] = [ 92.978 98.876 100. 100. ]%, time = 1.035 s
generating neighbors of 7112 entities costs 2.522 s.
epoch 171, avg. triple loss: 1.2413, cost time: 9.7394s
epoch 172, avg. triple loss: 1.2400, cost time: 9.5940s
epoch 173, avg. triple loss: 1.2407, cost time: 8.8178s
epoch 174, avg. triple loss: 1.2404, cost time: 8.5348s
epoch 175, avg. triple loss: 1.2401, cost time: 8.4837s
epoch 176, avg. triple loss: 1.2385, cost time: 9.2078s
epoch 177, avg. triple loss: 1.2394, cost time: 9.4379s
epoch 178, avg. triple loss: 1.2395, cost time: 9.9281s
epoch 179, avg. triple loss: 1.2396, cost time: 10.0252s
epoch 180, avg. triple loss: 1.2401, cost time: 9.5726s
quick results: hits@[1, 5, 10, 50] = [ 92.697 98.876 100. 100. ]%, time = 0.996 s
generating neighbors of 7112 entities costs 1.644 s.
epoch 181, avg. triple loss: 1.2386, cost time: 8.9091s
epoch 182, avg. triple loss: 1.2393, cost time: 9.2180s
epoch 183, avg. triple loss: 1.2387, cost time: 9.0259s
epoch 184, avg. triple loss: 1.2393, cost time: 9.5622s
epoch 185, avg. triple loss: 1.2386, cost time: 10.4180s
epoch 186, avg. triple loss: 1.2384, cost time: 10.6245s
epoch 187, avg. triple loss: 1.2382, cost time: 9.5593s
epoch 188, avg. triple loss: 1.2381, cost time: 8.9470s
epoch 189, avg. triple loss: 1.2387, cost time: 9.6804s
epoch 190, avg. triple loss: 1.2374, cost time: 8.8833s
quick results: hits@[1, 5, 10, 50] = [ 92.135 98.876 100. 100. ]%, time = 1.145 s
== should early stop ==
Training ends. Total time = 2588.228 s.
accurate results: hits@[1, 5, 10, 50] = [94.933 98.452 98.804 99.789]%, mr = 1.533, mrr = 0.965894, time = 1.022 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [95.074 98.522 99.296 99.859]%, mr = 1.303, mrr = 0.967438, time = 1.260 s
Results saved!
../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/AlignE/LLM-LLM/721_5fold/1/20231020224346/kg2_attr_ids saved.
Embeddings saved!
Total run time = 2596.671 s.