-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathnohup_gold-basic_sea.txt
150 lines (140 loc) · 7.61 KB
/
nohup_gold-basic_sea.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'SEA', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss_norm': 'L2', 'margin': 1.5, 'loss': 'margin-based', 'alpha_1': 2.5, 'alpha_2': 0.25, 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'Adam', 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 4, 'ordered': True, 'start_valid': 10, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': True}
SEA
<openea.modules.args.args_hander.ARGs object at 0x7ff4ebf93860>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/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: 938
Number of hr_dict: 1
entity relations dict: 938
Number of av_dict: 938
entity attributes dict: 938
KG statistics:
Number of entities: 939
Number of relations: 1
Number of attributes: 8
Number of relation triples: 938
Number of attribute triples: 53611
Number of local relation triples: 938
Number of local attribute triples: 53611
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: 938
Number of hr_dict: 1
entity relations dict: 938
Number of av_dict: 938
entity attributes dict: 938
KG statistics:
Number of entities: 939
Number of relations: 1
Number of attributes: 8
Number of relation triples: 938
Number of attribute triples: 53611
Number of local relation triples: 938
Number of local attribute triples: 53611
../../output/results/Paper/eCommerceData/ ../../datasets/Ontologies/Paper/eCommerceData/Gold-Basic/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Gold-Basic'] 721_5fold/1/ SEA
results output folder: ../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/
epoch 1, avg. triple loss: 1.0398, cost time: 3.9832s
epoch 1, avg. mapping loss: 5.2580, cost time: 2.7290s
epoch 2, avg. triple loss: 0.6116, cost time: 4.8669s
epoch 2, avg. mapping loss: 4.5660, cost time: 2.4802s
epoch 3, avg. triple loss: 0.5066, cost time: 5.7044s
epoch 3, avg. mapping loss: 4.1235, cost time: 2.3511s
epoch 4, avg. triple loss: 0.4471, cost time: 5.6839s
epoch 4, avg. mapping loss: 3.9374, cost time: 1.8491s
epoch 5, avg. triple loss: 0.3949, cost time: 5.9298s
epoch 5, avg. mapping loss: 3.8228, cost time: 2.1908s
epoch 6, avg. triple loss: 0.3571, cost time: 5.8790s
epoch 6, avg. mapping loss: 3.7404, cost time: 2.1126s
epoch 7, avg. triple loss: 0.3258, cost time: 5.7464s
epoch 7, avg. mapping loss: 3.7021, cost time: 2.0726s
epoch 8, avg. triple loss: 0.2985, cost time: 5.4621s
epoch 8, avg. mapping loss: 3.6707, cost time: 2.1632s
epoch 9, avg. triple loss: 0.2748, cost time: 5.4105s
epoch 9, avg. mapping loss: 3.6556, cost time: 2.6804s
epoch 10, avg. triple loss: 0.2555, cost time: 5.3316s
epoch 10, avg. mapping loss: 3.6526, cost time: 1.9531s
quick results: hits@[1, 5, 10, 50] = [ 0. 0. 1.064 11.702]%, time = 1.968 s
epoch 11, avg. triple loss: 0.2396, cost time: 5.2129s
epoch 11, avg. mapping loss: 3.6321, cost time: 2.0616s
epoch 12, avg. triple loss: 0.2262, cost time: 5.3074s
epoch 12, avg. mapping loss: 3.6266, cost time: 2.2363s
epoch 13, avg. triple loss: 0.2178, cost time: 5.4019s
epoch 13, avg. mapping loss: 3.6160, cost time: 2.4803s
epoch 14, avg. triple loss: 0.2081, cost time: 5.5926s
epoch 14, avg. mapping loss: 3.6178, cost time: 2.1991s
epoch 15, avg. triple loss: 0.1998, cost time: 5.6266s
epoch 15, avg. mapping loss: 3.6215, cost time: 2.5996s
epoch 16, avg. triple loss: 0.1926, cost time: 5.3758s
epoch 16, avg. mapping loss: 3.6087, cost time: 2.4288s
epoch 17, avg. triple loss: 0.1849, cost time: 5.4819s
epoch 17, avg. mapping loss: 3.6060, cost time: 2.3402s
epoch 18, avg. triple loss: 0.1821, cost time: 5.6480s
epoch 18, avg. mapping loss: 3.6055, cost time: 2.1493s
epoch 19, avg. triple loss: 0.1765, cost time: 6.6058s
epoch 19, avg. mapping loss: 3.5982, cost time: 2.6379s
epoch 20, avg. triple loss: 0.1714, cost time: 6.3672s
epoch 20, avg. mapping loss: 3.5966, cost time: 2.5559s
quick results: hits@[1, 5, 10, 50] = [ 0. 0. 2.128 10.638]%, time = 1.097 s
epoch 21, avg. triple loss: 0.1684, cost time: 6.3276s
epoch 21, avg. mapping loss: 3.5960, cost time: 2.1998s
epoch 22, avg. triple loss: 0.1641, cost time: 6.0674s
epoch 22, avg. mapping loss: 3.5944, cost time: 2.2235s
epoch 23, avg. triple loss: 0.1642, cost time: 5.6249s
epoch 23, avg. mapping loss: 3.5909, cost time: 2.5202s
epoch 24, avg. triple loss: 0.1602, cost time: 5.2573s
epoch 24, avg. mapping loss: 3.5900, cost time: 2.4787s
epoch 25, avg. triple loss: 0.1546, cost time: 7.8471s
epoch 25, avg. mapping loss: 3.5873, cost time: 1.9379s
epoch 26, avg. triple loss: 0.1548, cost time: 5.6912s
epoch 26, avg. mapping loss: 3.5889, cost time: 1.8465s
epoch 27, avg. triple loss: 0.1521, cost time: 5.3680s
epoch 27, avg. mapping loss: 3.5881, cost time: 1.9362s
epoch 28, avg. triple loss: 0.1505, cost time: 5.8445s
epoch 28, avg. mapping loss: 3.5876, cost time: 2.2199s
epoch 29, avg. triple loss: 0.1471, cost time: 5.2202s
epoch 29, avg. mapping loss: 3.5855, cost time: 2.1073s
epoch 30, avg. triple loss: 0.1464, cost time: 5.5072s
epoch 30, avg. mapping loss: 3.5843, cost time: 1.9555s
quick results: hits@[1, 5, 10, 50] = [ 0. 1.064 1.064 10.638]%, time = 1.331 s
== should early stop ==
Training ends. Total time = 248.851 s.
accurate results: hits@[1, 5, 10, 50] = [ 0.267 0.533 1.867 13.333]%, mr = 183.773, mrr = 0.015153, time = 1.536 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 0.267 0.533 1.867 13.333]%, mr = 183.923, mrr = 0.014645, time = 1.743 s
Results saved!
../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/SEA/Gold-Basic/721_5fold/1/20231016225755/kg2_attr_ids saved.
Embeddings saved!
Total run time = 266.206 s.