-
Notifications
You must be signed in to change notification settings - Fork 0
/
nohup_rdgcn.txt
145 lines (135 loc) · 8.14 KB
/
nohup_rdgcn.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
load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'RDGCN', 'alignment_module': 'mapping', 'search_module': 'greedy', 'dim': 300, 'neg_sampling': 'uniform', 'neg_triple_num': 125, 'learning_rate': 0.002, 'max_epoch': 2000, 'batch_size': 5000, 'batch_threads_num': 2, 'test_threads_num': 3, 'ordered': True, 'start_valid': 30, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'manhattan', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': False, 'gamma': 1.0, 'dropout': 0, 'beta': 0.3, 'alpha': 0.1}
RDGCN
<openea.modules.args.args_hander.ARGs object at 0x7f01a988b8d0>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/541_5fold/1/test_links
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Gold-Gold/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Gold-Gold'] 541_5fold/1/ RDGCN
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/
concat word embeddings
convert words to ids
look up desc embeddings
generating desc input costs time: 934.4053s
epoch 1, avg. relation triple loss: 1.0000, cost time: 10195.4968s
epoch 2, avg. relation triple loss: 1.0000, cost time: 25.1710s
epoch 3, avg. relation triple loss: 1.0000, cost time: 23.7280s
epoch 4, avg. relation triple loss: 1.0000, cost time: 23.3376s
epoch 5, avg. relation triple loss: 1.0000, cost time: 25.6482s
epoch 6, avg. relation triple loss: 1.0000, cost time: 23.3168s
epoch 7, avg. relation triple loss: 1.0000, cost time: 25.3429s
epoch 8, avg. relation triple loss: 1.0000, cost time: 22.7449s
epoch 9, avg. relation triple loss: 1.0000, cost time: 23.3454s
epoch 10, avg. relation triple loss: 1.0000, cost time: 25.9677s
epoch 11, avg. relation triple loss: 1.0000, cost time: 4927.9927s
epoch 12, avg. relation triple loss: 1.0000, cost time: 28.5235s
epoch 13, avg. relation triple loss: 1.0000, cost time: 28.3788s
epoch 14, avg. relation triple loss: 1.0000, cost time: 26.1378s
epoch 15, avg. relation triple loss: 1.0000, cost time: 23.1300s
epoch 16, avg. relation triple loss: 1.0000, cost time: 25.3859s
epoch 17, avg. relation triple loss: 1.0000, cost time: 23.4529s
epoch 18, avg. relation triple loss: 1.0000, cost time: 23.6936s
epoch 19, avg. relation triple loss: 1.0000, cost time: 22.6138s
epoch 20, avg. relation triple loss: 1.0000, cost time: 25.8945s
epoch 21, avg. relation triple loss: 1.0000, cost time: 5508.8069s
epoch 22, avg. relation triple loss: 1.0000, cost time: 24.6356s
epoch 23, avg. relation triple loss: 1.0000, cost time: 23.5920s
epoch 24, avg. relation triple loss: 1.0000, cost time: 26.4019s
epoch 25, avg. relation triple loss: 1.0000, cost time: 22.2744s
epoch 26, avg. relation triple loss: 1.0000, cost time: 25.9760s
epoch 27, avg. relation triple loss: 1.0000, cost time: 22.8217s
epoch 28, avg. relation triple loss: 1.0000, cost time: 26.3576s
epoch 29, avg. relation triple loss: 1.0000, cost time: 22.4311s
epoch 30, avg. relation triple loss: 1.0000, cost time: 25.9681s
quick results: hits@[1, 5, 10, 50] = [0.017 0.017 0.017 0.017]%, time = 118.432 s
epoch 31, avg. relation triple loss: 1.0000, cost time: 6735.5331s
epoch 32, avg. relation triple loss: 1.0000, cost time: 29.2228s
epoch 33, avg. relation triple loss: 1.0000, cost time: 30.5041s
epoch 34, avg. relation triple loss: 1.0000, cost time: 39.4560s
epoch 35, avg. relation triple loss: 1.0000, cost time: 32.7377s
epoch 36, avg. relation triple loss: 1.0000, cost time: 31.3658s
epoch 37, avg. relation triple loss: 1.0000, cost time: 32.5030s
epoch 38, avg. relation triple loss: 1.0000, cost time: 31.3612s
epoch 39, avg. relation triple loss: 1.0000, cost time: 33.4493s
epoch 40, avg. relation triple loss: 1.0000, cost time: 29.2691s
quick results: hits@[1, 5, 10, 50] = [0.017 0.017 0.017 0.017]%, time = 159.440 s
epoch 41, avg. relation triple loss: 1.0000, cost time: 6861.1160s
epoch 42, avg. relation triple loss: 1.0000, cost time: 38.0261s
epoch 43, avg. relation triple loss: 1.0000, cost time: 31.0956s
epoch 44, avg. relation triple loss: 1.0000, cost time: 34.3676s
epoch 45, avg. relation triple loss: 1.0000, cost time: 31.9184s
epoch 46, avg. relation triple loss: 1.0000, cost time: 34.0243s
epoch 47, avg. relation triple loss: 1.0000, cost time: 36.5772s
epoch 48, avg. relation triple loss: 1.0000, cost time: 33.9739s
epoch 49, avg. relation triple loss: 1.0000, cost time: 30.3434s
epoch 50, avg. relation triple loss: 1.0000, cost time: 28.8818s
quick results: hits@[1, 5, 10, 50] = [0.017 0.017 0.017 0.017]%, time = 160.199 s
== should early stop ==
training finish
Training ends. Total time = 35946.809 s.
accurate results: hits@[1, 5, 10, 50] = [0.004 0.021 0.042 0.208]%, mr = 12016.000, mrr = 0.000444, time = 447.539 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0.004 0.021 0.042 0.208]%, mr = 12016.000, mrr = 0.000444, time = 788.315 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/RDGCN/Gold-Gold/541_5fold/1/20231116114023/kg2_attr_ids saved.
Embeddings saved!
Total run time = 38398.131 s.