-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathnohup_basic-basic_imuse.txt
More file actions
175 lines (165 loc) · 8.86 KB
/
nohup_basic-basic_imuse.txt
File metadata and controls
175 lines (165 loc) · 8.86 KB
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
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/eCommerceData/', 'dataset_division': '721_5fold', 'embedding_module': 'IMUSE', 'alignment_module': 'sharing', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss_norm': 'L2', 'margin': 1.5, 'loss': 'margin-based', 'neg_sampling': 'uniform', 'neg_triple_num': 1, 'learning_rate': 0.01, 'optimizer': 'SGD', '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, 'sim_thresholds_ent': 0.6, 'sim_thresholds_attr': 0.6, 'interactive_model_iter_num': 1}
IMUSE
<openea.modules.args.args_hander.ARGs object at 0x7f66113987f0>
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/ IMUSE
results output folder: ../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/
aligned_attr_pair_set: 8
align_entity_by_attributes...
1 len(aligned_ent_pair_set_all): 851 len(aligned_ent_pair_set_iter): 851
3.2377326488494873
epoch 1, avg. triple loss: 1.4417, cost time: 0.6301s
epoch 1, align learning loss: 1.6856, time: 0.1596s
epoch 2, avg. triple loss: 1.4983, cost time: 0.2895s
epoch 2, align learning loss: 1.6018, time: 0.0167s
epoch 3, avg. triple loss: 1.2214, cost time: 0.3073s
epoch 3, align learning loss: 1.5161, time: 0.0202s
epoch 4, avg. triple loss: 0.9919, cost time: 0.2375s
epoch 4, align learning loss: 1.4304, time: 0.0223s
epoch 5, avg. triple loss: 0.7843, cost time: 0.2040s
epoch 5, align learning loss: 1.3463, time: 0.0195s
epoch 6, avg. triple loss: 0.6026, cost time: 0.3693s
epoch 6, align learning loss: 1.2663, time: 0.0283s
epoch 7, avg. triple loss: 0.4653, cost time: 0.1734s
epoch 7, align learning loss: 1.1881, time: 0.0078s
epoch 8, avg. triple loss: 0.3576, cost time: 0.1896s
epoch 8, align learning loss: 1.1141, time: 0.0144s
epoch 9, avg. triple loss: 0.2902, cost time: 0.2118s
epoch 9, align learning loss: 1.0435, time: 0.0123s
epoch 10, avg. triple loss: 0.2378, cost time: 0.2030s
epoch 10, align learning loss: 0.9766, time: 0.0179s
quick results: hits@[1, 5, 10, 50] = [27.66 29.787 31.915 34.043]%, time = 0.834 s
epoch 11, avg. triple loss: 0.1750, cost time: 0.2081s
epoch 11, align learning loss: 0.9145, time: 0.0282s
epoch 12, avg. triple loss: 0.1449, cost time: 0.3093s
epoch 12, align learning loss: 0.8553, time: 0.0074s
epoch 13, avg. triple loss: 0.1242, cost time: 0.2914s
epoch 13, align learning loss: 0.7999, time: 0.0286s
epoch 14, avg. triple loss: 0.0966, cost time: 0.2376s
epoch 14, align learning loss: 0.7481, time: 0.0065s
epoch 15, avg. triple loss: 0.0801, cost time: 0.2768s
epoch 15, align learning loss: 0.6993, time: 0.0110s
epoch 16, avg. triple loss: 0.0698, cost time: 0.2537s
epoch 16, align learning loss: 0.6541, time: 0.0127s
epoch 17, avg. triple loss: 0.0648, cost time: 0.2529s
epoch 17, align learning loss: 0.6114, time: 0.0175s
epoch 18, avg. triple loss: 0.0549, cost time: 0.2593s
epoch 18, align learning loss: 0.5720, time: 0.0095s
epoch 19, avg. triple loss: 0.0461, cost time: 0.2702s
epoch 19, align learning loss: 0.5352, time: 0.0068s
epoch 20, avg. triple loss: 0.0450, cost time: 0.2507s
epoch 20, align learning loss: 0.5010, time: 0.0122s
quick results: hits@[1, 5, 10, 50] = [29.787 29.787 31.915 36.17 ]%, time = 0.514 s
epoch 21, avg. triple loss: 0.0362, cost time: 0.2187s
epoch 21, align learning loss: 0.4695, time: 0.0132s
epoch 22, avg. triple loss: 0.0372, cost time: 0.1805s
epoch 22, align learning loss: 0.4403, time: 0.0117s
epoch 23, avg. triple loss: 0.0308, cost time: 0.2754s
epoch 23, align learning loss: 0.4129, time: 0.0178s
epoch 24, avg. triple loss: 0.0277, cost time: 0.2117s
epoch 24, align learning loss: 0.3875, time: 0.0336s
epoch 25, avg. triple loss: 0.0295, cost time: 0.3070s
epoch 25, align learning loss: 0.3639, time: 0.0197s
epoch 26, avg. triple loss: 0.0305, cost time: 0.3490s
epoch 26, align learning loss: 0.3421, time: 0.0116s
epoch 27, avg. triple loss: 0.0239, cost time: 0.1802s
epoch 27, align learning loss: 0.3219, time: 0.0098s
epoch 28, avg. triple loss: 0.0274, cost time: 0.2254s
epoch 28, align learning loss: 0.3034, time: 0.0097s
epoch 29, avg. triple loss: 0.0243, cost time: 0.2415s
epoch 29, align learning loss: 0.2861, time: 0.0149s
epoch 30, avg. triple loss: 0.0235, cost time: 0.2553s
epoch 30, align learning loss: 0.2700, time: 0.0250s
quick results: hits@[1, 5, 10, 50] = [29.787 29.787 30.851 36.17 ]%, time = 0.555 s
epoch 31, avg. triple loss: 0.0220, cost time: 0.3377s
epoch 31, align learning loss: 0.2550, time: 0.0144s
epoch 32, avg. triple loss: 0.0214, cost time: 0.1978s
epoch 32, align learning loss: 0.2412, time: 0.0211s
epoch 33, avg. triple loss: 0.0208, cost time: 0.2783s
epoch 33, align learning loss: 0.2282, time: 0.0091s
epoch 34, avg. triple loss: 0.0250, cost time: 0.1924s
epoch 34, align learning loss: 0.2160, time: 0.0256s
epoch 35, avg. triple loss: 0.0185, cost time: 0.2074s
epoch 35, align learning loss: 0.2046, time: 0.0343s
epoch 36, avg. triple loss: 0.0208, cost time: 0.2412s
epoch 36, align learning loss: 0.1943, time: 0.0183s
epoch 37, avg. triple loss: 0.0168, cost time: 0.1917s
epoch 37, align learning loss: 0.1845, time: 0.0148s
epoch 38, avg. triple loss: 0.0165, cost time: 0.1994s
epoch 38, align learning loss: 0.1755, time: 0.0261s
epoch 39, avg. triple loss: 0.0168, cost time: 0.1933s
epoch 39, align learning loss: 0.1670, time: 0.0259s
epoch 40, avg. triple loss: 0.0175, cost time: 0.2367s
epoch 40, align learning loss: 0.1589, time: 0.0979s
quick results: hits@[1, 5, 10, 50] = [29.787 29.787 30.851 36.17 ]%, time = 0.426 s
== should early stop ==
Training ends. Total time = 16.161 s.
accurate results: hits@[1, 5, 10, 50] = [27.467 28.267 28.533 37.067]%, mr = 139.789, mrr = 0.285372, time = 0.462 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [27.467 28.267 29.333 36.267]%, mr = 131.981, mrr = 0.285872, time = 0.471 s
Results saved!
../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/kg1_ent_ids saved.
../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/kg2_ent_ids saved.
../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/kg1_rel_ids saved.
../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/kg2_rel_ids saved.
../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/kg1_attr_ids saved.
../../output/results/Paper/eCommerceData/IMUSE/Basic-Basic/721_5fold/1/20231020214926/kg2_attr_ids saved.
Embeddings saved!
Total run time = 25.191 s.