-
Notifications
You must be signed in to change notification settings - Fork 0
/
nohup_transh.txt
210 lines (200 loc) · 11.5 KB
/
nohup_transh.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
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
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'TransH', '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': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, '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}
TransH
<openea.modules.args.args_hander.ARGs object at 0x7fb058bf0978>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/541_5fold/1/test_links
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60000
Number of hr_dict: 3
entity relations dict: 60000
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60003
Number of relations: 1
Number of attributes: 23
Number of relation triples: 60000
Number of attribute triples: 459923
Number of local relation triples: 60000
Number of local attribute triples: 459923
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60000
Number of hr_dict: 3
entity relations dict: 60000
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60003
Number of relations: 1
Number of attributes: 23
Number of relation triples: 60000
Number of attribute triples: 459923
Number of local relation triples: 60000
Number of local attribute triples: 459923
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Basic-LLM'] 541_5fold/1/ TransH
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/
epoch 1, avg. triple loss: 0.7311, cost time: 13.3850s
epoch 2, avg. triple loss: 0.4750, cost time: 16.0584s
epoch 3, avg. triple loss: 0.4522, cost time: 13.0085s
epoch 4, avg. triple loss: 0.4419, cost time: 13.1608s
epoch 5, avg. triple loss: 0.4326, cost time: 14.2232s
epoch 6, avg. triple loss: 0.4236, cost time: 17.6605s
epoch 7, avg. triple loss: 0.4200, cost time: 16.4816s
epoch 8, avg. triple loss: 0.4089, cost time: 15.5530s
epoch 9, avg. triple loss: 0.4010, cost time: 11.4930s
epoch 10, avg. triple loss: 0.3921, cost time: 15.8146s
epoch 11, avg. triple loss: 0.3835, cost time: 17.1244s
epoch 12, avg. triple loss: 0.3740, cost time: 15.2336s
epoch 13, avg. triple loss: 0.3621, cost time: 13.5741s
epoch 14, avg. triple loss: 0.3500, cost time: 13.5762s
epoch 15, avg. triple loss: 0.3413, cost time: 15.9579s
epoch 16, avg. triple loss: 0.3310, cost time: 14.7490s
epoch 17, avg. triple loss: 0.3192, cost time: 12.4275s
epoch 18, avg. triple loss: 0.3091, cost time: 13.1232s
epoch 19, avg. triple loss: 0.2974, cost time: 14.3330s
epoch 20, avg. triple loss: 0.2863, cost time: 13.9609s
epoch 21, avg. triple loss: 0.2740, cost time: 16.2160s
epoch 22, avg. triple loss: 0.2636, cost time: 17.7050s
epoch 23, avg. triple loss: 0.2547, cost time: 10.7661s
epoch 24, avg. triple loss: 0.2443, cost time: 12.9036s
epoch 25, avg. triple loss: 0.2342, cost time: 13.2926s
epoch 26, avg. triple loss: 0.2247, cost time: 13.9031s
epoch 27, avg. triple loss: 0.2154, cost time: 14.9218s
epoch 28, avg. triple loss: 0.2062, cost time: 14.4485s
epoch 29, avg. triple loss: 0.1971, cost time: 13.5328s
epoch 30, avg. triple loss: 0.1882, cost time: 12.9607s
epoch 31, avg. triple loss: 0.1809, cost time: 13.8645s
epoch 32, avg. triple loss: 0.1733, cost time: 14.0097s
epoch 33, avg. triple loss: 0.1654, cost time: 17.9752s
epoch 34, avg. triple loss: 0.1601, cost time: 14.0712s
epoch 35, avg. triple loss: 0.1512, cost time: 12.9212s
epoch 36, avg. triple loss: 0.1451, cost time: 13.0357s
epoch 37, avg. triple loss: 0.1401, cost time: 14.6629s
epoch 38, avg. triple loss: 0.1338, cost time: 11.9817s
epoch 39, avg. triple loss: 0.1289, cost time: 13.5323s
epoch 40, avg. triple loss: 0.1233, cost time: 13.1790s
epoch 41, avg. triple loss: 0.1180, cost time: 15.8233s
epoch 42, avg. triple loss: 0.1143, cost time: 14.9056s
epoch 43, avg. triple loss: 0.1087, cost time: 16.2653s
epoch 44, avg. triple loss: 0.1053, cost time: 11.9834s
epoch 45, avg. triple loss: 0.1013, cost time: 12.5407s
epoch 46, avg. triple loss: 0.0982, cost time: 12.2173s
epoch 47, avg. triple loss: 0.0937, cost time: 15.2406s
epoch 48, avg. triple loss: 0.0901, cost time: 17.8786s
epoch 49, avg. triple loss: 0.0878, cost time: 16.8591s
epoch 50, avg. triple loss: 0.0852, cost time: 14.0018s
epoch 51, avg. triple loss: 0.0812, cost time: 12.3205s
epoch 52, avg. triple loss: 0.0787, cost time: 13.9208s
epoch 53, avg. triple loss: 0.0766, cost time: 12.0926s
epoch 54, avg. triple loss: 0.0736, cost time: 17.2019s
epoch 55, avg. triple loss: 0.0716, cost time: 14.3583s
epoch 56, avg. triple loss: 0.0691, cost time: 17.6697s
epoch 57, avg. triple loss: 0.0677, cost time: 11.3432s
epoch 58, avg. triple loss: 0.0651, cost time: 11.1548s
epoch 59, avg. triple loss: 0.0629, cost time: 11.7058s
epoch 60, avg. triple loss: 0.0615, cost time: 10.8795s
epoch 61, avg. triple loss: 0.0602, cost time: 14.4446s
epoch 62, avg. triple loss: 0.0586, cost time: 15.1235s
epoch 63, avg. triple loss: 0.0563, cost time: 16.8656s
epoch 64, avg. triple loss: 0.0548, cost time: 14.8331s
epoch 65, avg. triple loss: 0.0542, cost time: 12.0827s
epoch 66, avg. triple loss: 0.0527, cost time: 15.4294s
epoch 67, avg. triple loss: 0.0507, cost time: 18.7043s
epoch 68, avg. triple loss: 0.0501, cost time: 14.8916s
epoch 69, avg. triple loss: 0.0488, cost time: 16.0185s
epoch 70, avg. triple loss: 0.0467, cost time: 13.5494s
epoch 71, avg. triple loss: 0.0461, cost time: 14.7434s
epoch 72, avg. triple loss: 0.0451, cost time: 16.1449s
epoch 73, avg. triple loss: 0.0440, cost time: 15.6588s
epoch 74, avg. triple loss: 0.0429, cost time: 20.5367s
epoch 75, avg. triple loss: 0.0418, cost time: 14.9155s
epoch 76, avg. triple loss: 0.0415, cost time: 22.5597s
epoch 77, avg. triple loss: 0.0403, cost time: 13.1112s
epoch 78, avg. triple loss: 0.0391, cost time: 16.9112s
epoch 79, avg. triple loss: 0.0380, cost time: 15.2588s
epoch 80, avg. triple loss: 0.0379, cost time: 21.7653s
epoch 81, avg. triple loss: 0.0370, cost time: 21.2369s
epoch 82, avg. triple loss: 0.0358, cost time: 17.8364s
epoch 83, avg. triple loss: 0.0350, cost time: 18.8638s
epoch 84, avg. triple loss: 0.0339, cost time: 17.1790s
epoch 85, avg. triple loss: 0.0336, cost time: 17.8040s
epoch 86, avg. triple loss: 0.0325, cost time: 17.7825s
epoch 87, avg. triple loss: 0.0329, cost time: 19.8939s
epoch 88, avg. triple loss: 0.0324, cost time: 20.3029s
epoch 89, avg. triple loss: 0.0316, cost time: 19.7325s
epoch 90, avg. triple loss: 0.0309, cost time: 18.3253s
epoch 91, avg. triple loss: 0.0304, cost time: 18.9030s
epoch 92, avg. triple loss: 0.0295, cost time: 15.9549s
epoch 93, avg. triple loss: 0.0290, cost time: 20.0735s
epoch 94, avg. triple loss: 0.0283, cost time: 15.2230s
epoch 95, avg. triple loss: 0.0280, cost time: 19.4759s
epoch 96, avg. triple loss: 0.0272, cost time: 19.6878s
epoch 97, avg. triple loss: 0.0277, cost time: 18.1383s
epoch 98, avg. triple loss: 0.0264, cost time: 19.4340s
epoch 99, avg. triple loss: 0.0259, cost time: 20.8867s
epoch 100, avg. triple loss: 0.0259, cost time: 15.8803s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.05 0.3 ]%, time = 18.586 s
epoch 101, avg. triple loss: 0.0258, cost time: 17.2170s
epoch 102, avg. triple loss: 0.0252, cost time: 18.6590s
epoch 103, avg. triple loss: 0.0246, cost time: 14.3839s
epoch 104, avg. triple loss: 0.0241, cost time: 18.0480s
epoch 105, avg. triple loss: 0.0240, cost time: 21.4768s
epoch 106, avg. triple loss: 0.0237, cost time: 20.3688s
epoch 107, avg. triple loss: 0.0231, cost time: 20.2809s
epoch 108, avg. triple loss: 0.0232, cost time: 16.2185s
epoch 109, avg. triple loss: 0.0227, cost time: 17.0385s
epoch 110, avg. triple loss: 0.0227, cost time: 19.3976s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.05 0.3 ]%, time = 13.136 s
epoch 111, avg. triple loss: 0.0218, cost time: 19.5667s
epoch 112, avg. triple loss: 0.0217, cost time: 18.2938s
epoch 113, avg. triple loss: 0.0213, cost time: 17.1947s
epoch 114, avg. triple loss: 0.0212, cost time: 16.5178s
epoch 115, avg. triple loss: 0.0208, cost time: 20.1192s
epoch 116, avg. triple loss: 0.0205, cost time: 19.0156s
epoch 117, avg. triple loss: 0.0206, cost time: 17.7825s
epoch 118, avg. triple loss: 0.0200, cost time: 19.5710s
epoch 119, avg. triple loss: 0.0194, cost time: 15.3922s
epoch 120, avg. triple loss: 0.0195, cost time: 15.0731s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.05 0.3 ]%, time = 9.485 s
== should early stop ==
Training ends. Total time = 2020.143 s.
accurate results: hits@[1, 5, 10, 50] = [0. 0.05 0.125 0.488]%, mr = 4010.120, mrr = 0.001032, time = 42.181 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0. 0.088 0.137 0.513]%, mr = 4010.141, mrr = 0.001068, time = 75.266 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/TransH/Basic-LLM/541_5fold/1/20231103192837/kg2_attr_ids saved.
Embeddings saved!
Total run time = 2392.488 s.