-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathnohup_basic-basic_simple.txt
148 lines (138 loc) · 7.16 KB
/
nohup_basic-basic_simple.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
load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'SimplE', 'alignment_module': 'sharing', 'search_module': 'greedy', 'dim': 100, 'init': 'xavier', 'ent_l2_norm': True, 'rel_l2_norm': True, 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 3, '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}
SimplE
<openea.modules.args.args_hander.ARGs object at 0x7fb7636736d8>
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/attr_triples_2
read links: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/eCommerceData/Basic-Basic/721_5fold/1/test_links
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: 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: 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: 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/Basic-Basic/ ['..', '..', 'datasets', 'Ontologies', 'Paper', 'eCommerceData', 'Basic-Basic'] 721_5fold/1/ SimplE
results output folder: ../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/
epoch 1, avg. triple loss: 1.3890, cost time: 1.2184s
epoch 2, avg. triple loss: 1.3638, cost time: 0.3119s
epoch 3, avg. triple loss: 1.3424, cost time: 0.3441s
epoch 4, avg. triple loss: 1.3149, cost time: 0.3787s
epoch 5, avg. triple loss: 1.2859, cost time: 0.2221s
epoch 6, avg. triple loss: 1.2581, cost time: 0.2089s
epoch 7, avg. triple loss: 1.2280, cost time: 0.2281s
epoch 8, avg. triple loss: 1.1990, cost time: 0.2415s
epoch 9, avg. triple loss: 1.1709, cost time: 0.3304s
epoch 10, avg. triple loss: 1.1428, cost time: 0.2315s
valid
quick results: hits@[1, 5, 10, 50] = [0. 1.064 1.064 9.574]%, time = 0.746 s
epoch 11, avg. triple loss: 1.1170, cost time: 0.3183s
epoch 12, avg. triple loss: 1.0915, cost time: 0.2978s
epoch 13, avg. triple loss: 1.0682, cost time: 0.3455s
epoch 14, avg. triple loss: 1.0447, cost time: 0.6351s
epoch 15, avg. triple loss: 1.0226, cost time: 0.2409s
epoch 16, avg. triple loss: 0.9986, cost time: 0.2668s
epoch 17, avg. triple loss: 0.9792, cost time: 0.2665s
epoch 18, avg. triple loss: 0.9585, cost time: 0.3013s
epoch 19, avg. triple loss: 0.9389, cost time: 0.3046s
epoch 20, avg. triple loss: 0.9207, cost time: 0.4233s
valid
quick results: hits@[1, 5, 10, 50] = [0. 1.064 1.064 8.511]%, time = 0.433 s
epoch 21, avg. triple loss: 0.9044, cost time: 0.3103s
epoch 22, avg. triple loss: 0.8866, cost time: 0.3071s
epoch 23, avg. triple loss: 0.8717, cost time: 0.2537s
epoch 24, avg. triple loss: 0.8573, cost time: 0.3024s
epoch 25, avg. triple loss: 0.8443, cost time: 0.2523s
epoch 26, avg. triple loss: 0.8311, cost time: 0.3623s
epoch 27, avg. triple loss: 0.8185, cost time: 0.2527s
epoch 28, avg. triple loss: 0.8073, cost time: 0.2678s
epoch 29, avg. triple loss: 0.7972, cost time: 0.1988s
epoch 30, avg. triple loss: 0.7876, cost time: 0.4175s
valid
quick results: hits@[1, 5, 10, 50] = [1.064 2.128 2.128 7.447]%, time = 0.557 s
epoch 31, avg. triple loss: 0.7781, cost time: 0.2772s
epoch 32, avg. triple loss: 0.7702, cost time: 0.2222s
epoch 33, avg. triple loss: 0.7623, cost time: 0.2972s
epoch 34, avg. triple loss: 0.7548, cost time: 0.2787s
epoch 35, avg. triple loss: 0.7479, cost time: 0.2274s
epoch 36, avg. triple loss: 0.7414, cost time: 0.2478s
epoch 37, avg. triple loss: 0.7350, cost time: 0.2657s
epoch 38, avg. triple loss: 0.7298, cost time: 0.4581s
epoch 39, avg. triple loss: 0.7244, cost time: 0.3981s
epoch 40, avg. triple loss: 0.7195, cost time: 0.3200s
valid
quick results: hits@[1, 5, 10, 50] = [1.064 1.064 3.191 6.383]%, time = 0.656 s
epoch 41, avg. triple loss: 0.7153, cost time: 0.2354s
epoch 42, avg. triple loss: 0.7111, cost time: 0.2938s
epoch 43, avg. triple loss: 0.7073, cost time: 0.2248s
epoch 44, avg. triple loss: 0.7034, cost time: 0.2319s
epoch 45, avg. triple loss: 0.7000, cost time: 0.3146s
epoch 46, avg. triple loss: 0.6966, cost time: 0.2671s
epoch 47, avg. triple loss: 0.6937, cost time: 0.3296s
epoch 48, avg. triple loss: 0.6910, cost time: 0.2490s
epoch 49, avg. triple loss: 0.6880, cost time: 0.2259s
epoch 50, avg. triple loss: 0.6859, cost time: 0.2680s
valid
quick results: hits@[1, 5, 10, 50] = [1.064 2.128 3.191 6.383]%, time = 0.478 s
== should early stop ==
Training ends. Total time = 24.750 s.
test
accurate results: hits@[1, 5, 10, 50] = [ 0. 0.533 1.333 12.267]%, mr = 188.896, mrr = 0.013428, time = 0.433 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [ 0. 0.8 1.6 12.533]%, mr = 189.363, mrr = 0.012696, time = 0.520 s
Results saved!
../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/SimplE/Basic-Basic/721_5fold/1/20231020214926/kg2_attr_ids saved.
Embeddings saved!
Total run time = 42.546 s.