-
Notifications
You must be signed in to change notification settings - Fork 0
/
nohup_aligne.txt
234 lines (213 loc) · 12.3 KB
/
nohup_aligne.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
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'AlignE', 'alignment_module': 'swapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': True, 'loss': 'limited', 'loss_norm': 'L2', 'learning_rate': 0.01, 'optimizer': 'Adagrad', 'max_epoch': 2000, 'batch_size': 5000, 'pos_margin': 0.01, 'neg_margin': 2.0, 'neg_margin_balance': 0.2, 'neg_sampling': 'truncated', 'neg_triple_num': 10, 'truncated_epsilon': 0.9, 'truncated_freq': 10, '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}
AlignE
<openea.modules.args.args_hander.ARGs object at 0x7f14e1bf0908>
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
supervised relation triples: 10000, 10000
supervised attribute triples: 229964, 140000
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-LLM/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Basic-LLM'] 541_5fold/1/ AlignE
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/
epoch 1, avg. triple loss: 2.0309, cost time: 53.7463s
epoch 2, avg. triple loss: 1.5760, cost time: 55.1576s
epoch 3, avg. triple loss: 1.4793, cost time: 62.8136s
epoch 4, avg. triple loss: 1.4081, cost time: 58.5086s
epoch 5, avg. triple loss: 1.3406, cost time: 60.7583s
epoch 6, avg. triple loss: 1.2753, cost time: 57.0298s
epoch 7, avg. triple loss: 1.2146, cost time: 51.0455s
epoch 8, avg. triple loss: 1.1590, cost time: 52.4001s
epoch 9, avg. triple loss: 1.1074, cost time: 49.9033s
epoch 10, avg. triple loss: 1.0594, cost time: 48.2948s
generating neighbors of 80004 entities costs 1191.700 s.
epoch 11, avg. triple loss: 0.9440, cost time: 77.7089s
epoch 12, avg. triple loss: 0.8898, cost time: 82.1325s
epoch 13, avg. triple loss: 0.8647, cost time: 72.2281s
epoch 14, avg. triple loss: 0.8439, cost time: 78.1541s
epoch 15, avg. triple loss: 0.8247, cost time: 73.1169s
epoch 16, avg. triple loss: 0.8059, cost time: 68.9991s
epoch 17, avg. triple loss: 0.7872, cost time: 87.7917s
epoch 18, avg. triple loss: 0.7693, cost time: 80.2731s
epoch 19, avg. triple loss: 0.7515, cost time: 67.0614s
epoch 20, avg. triple loss: 0.7344, cost time: 92.6857s
generating neighbors of 80004 entities costs 1618.377 s.
epoch 21, avg. triple loss: 0.7192, cost time: 77.2288s
epoch 22, avg. triple loss: 0.7002, cost time: 60.6134s
epoch 23, avg. triple loss: 0.6853, cost time: 60.6273s
epoch 24, avg. triple loss: 0.6704, cost time: 69.5561s
epoch 25, avg. triple loss: 0.6567, cost time: 69.1879s
epoch 26, avg. triple loss: 0.6432, cost time: 78.8736s
epoch 27, avg. triple loss: 0.6302, cost time: 85.1214s
epoch 28, avg. triple loss: 0.6175, cost time: 65.7324s
epoch 29, avg. triple loss: 0.6057, cost time: 81.5270s
epoch 30, avg. triple loss: 0.5937, cost time: 65.9962s
generating neighbors of 80004 entities costs 1340.747 s.
epoch 31, avg. triple loss: 0.6448, cost time: 63.0652s
epoch 32, avg. triple loss: 0.6017, cost time: 66.0028s
epoch 33, avg. triple loss: 0.5879, cost time: 62.9101s
epoch 34, avg. triple loss: 0.5768, cost time: 57.3356s
epoch 35, avg. triple loss: 0.5661, cost time: 77.9264s
epoch 36, avg. triple loss: 0.5563, cost time: 61.1082s
epoch 37, avg. triple loss: 0.5470, cost time: 58.9325s
epoch 38, avg. triple loss: 0.5378, cost time: 66.0989s
epoch 39, avg. triple loss: 0.5290, cost time: 63.2702s
epoch 40, avg. triple loss: 0.5206, cost time: 76.7684s
generating neighbors of 80004 entities costs 1251.767 s.
epoch 41, avg. triple loss: 0.6456, cost time: 54.0354s
epoch 42, avg. triple loss: 0.5580, cost time: 56.3751s
epoch 43, avg. triple loss: 0.5414, cost time: 57.9078s
epoch 44, avg. triple loss: 0.5306, cost time: 52.0681s
epoch 45, avg. triple loss: 0.5210, cost time: 57.4389s
epoch 46, avg. triple loss: 0.5122, cost time: 55.4081s
epoch 47, avg. triple loss: 0.5035, cost time: 62.2965s
epoch 48, avg. triple loss: 0.4958, cost time: 48.0966s
epoch 49, avg. triple loss: 0.4884, cost time: 58.2555s
epoch 50, avg. triple loss: 0.4808, cost time: 57.8538s
generating neighbors of 80004 entities costs 1002.007 s.
epoch 51, avg. triple loss: 0.6810, cost time: 47.8508s
epoch 52, avg. triple loss: 0.5392, cost time: 40.5646s
epoch 53, avg. triple loss: 0.5169, cost time: 50.6196s
epoch 54, avg. triple loss: 0.5042, cost time: 49.1696s
epoch 55, avg. triple loss: 0.4947, cost time: 48.9801s
epoch 56, avg. triple loss: 0.4862, cost time: 44.5223s
epoch 57, avg. triple loss: 0.4784, cost time: 46.7858s
epoch 58, avg. triple loss: 0.4711, cost time: 47.6457s
epoch 59, avg. triple loss: 0.4639, cost time: 43.8996s
epoch 60, avg. triple loss: 0.4572, cost time: 44.7578s
generating neighbors of 80004 entities costs 909.016 s.
epoch 61, avg. triple loss: 0.7512, cost time: 50.1986s
epoch 62, avg. triple loss: 0.5573, cost time: 49.3925s
epoch 63, avg. triple loss: 0.5230, cost time: 48.7156s
epoch 64, avg. triple loss: 0.5065, cost time: 49.5095s
epoch 65, avg. triple loss: 0.4955, cost time: 53.7777s
epoch 66, avg. triple loss: 0.4865, cost time: 51.2153s
epoch 67, avg. triple loss: 0.4792, cost time: 47.5124s
epoch 68, avg. triple loss: 0.4723, cost time: 58.3161s
epoch 69, avg. triple loss: 0.4659, cost time: 54.1367s
epoch 70, avg. triple loss: 0.4599, cost time: 46.5911s
generating neighbors of 80004 entities costs 879.229 s.
epoch 71, avg. triple loss: 0.7648, cost time: 48.8529s
epoch 72, avg. triple loss: 0.5632, cost time: 52.9299s
epoch 73, avg. triple loss: 0.5248, cost time: 51.8098s
epoch 74, avg. triple loss: 0.5063, cost time: 56.3055s
epoch 75, avg. triple loss: 0.4945, cost time: 51.2601s
epoch 76, avg. triple loss: 0.4852, cost time: 62.4615s
epoch 77, avg. triple loss: 0.4774, cost time: 56.5970s
epoch 78, avg. triple loss: 0.4706, cost time: 51.6378s
epoch 79, avg. triple loss: 0.4644, cost time: 49.2081s
epoch 80, avg. triple loss: 0.4586, cost time: 52.7865s
generating neighbors of 80004 entities costs 820.800 s.
epoch 81, avg. triple loss: 0.7426, cost time: 51.9975s
epoch 82, avg. triple loss: 0.5496, cost time: 52.4166s
epoch 83, avg. triple loss: 0.5140, cost time: 49.1334s
epoch 84, avg. triple loss: 0.4984, cost time: 45.6939s
epoch 85, avg. triple loss: 0.4880, cost time: 53.2514s
epoch 86, avg. triple loss: 0.4796, cost time: 52.1440s
epoch 87, avg. triple loss: 0.4728, cost time: 49.2751s
epoch 88, avg. triple loss: 0.4663, cost time: 48.1753s
epoch 89, avg. triple loss: 0.4602, cost time: 54.5642s
epoch 90, avg. triple loss: 0.4545, cost time: 52.4096s
generating neighbors of 80004 entities costs 779.296 s.
epoch 91, avg. triple loss: 0.7585, cost time: 53.4952s
epoch 92, avg. triple loss: 0.5554, cost time: 59.0443s
epoch 93, avg. triple loss: 0.5160, cost time: 52.7776s
epoch 94, avg. triple loss: 0.4999, cost time: 49.7578s
epoch 95, avg. triple loss: 0.4898, cost time: 47.7313s
epoch 96, avg. triple loss: 0.4819, cost time: 60.1227s
epoch 97, avg. triple loss: 0.4754, cost time: 57.9411s
epoch 98, avg. triple loss: 0.4693, cost time: 43.8217s
epoch 99, avg. triple loss: 0.4638, cost time: 53.5357s
epoch 100, avg. triple loss: 0.4581, cost time: 51.7205s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.05 0.45]%, time = 23.247 s
generating neighbors of 80004 entities costs 630.032 s.
epoch 101, avg. triple loss: 0.7723, cost time: 45.7216s
epoch 102, avg. triple loss: 0.5657, cost time: 47.8479s
epoch 103, avg. triple loss: 0.5236, cost time: 48.0366s
epoch 104, avg. triple loss: 0.5068, cost time: 46.1215s
epoch 105, avg. triple loss: 0.4960, cost time: 48.2845s
epoch 106, avg. triple loss: 0.4877, cost time: 48.7587s
epoch 107, avg. triple loss: 0.4809, cost time: 44.5762s
epoch 108, avg. triple loss: 0.4748, cost time: 46.2653s
epoch 109, avg. triple loss: 0.4694, cost time: 47.5286s
epoch 110, avg. triple loss: 0.4641, cost time: 47.8279s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 0.5]%, time = 24.302 s
generating neighbors of 80004 entities costs 702.513 s.
epoch 111, avg. triple loss: 0.7704, cost time: 41.1423s
epoch 112, avg. triple loss: 0.5705, cost time: 46.9385s
epoch 113, avg. triple loss: 0.5257, cost time: 46.9969s
epoch 114, avg. triple loss: 0.5092, cost time: 45.1496s
epoch 115, avg. triple loss: 0.4982, cost time: 47.6742s
epoch 116, avg. triple loss: 0.4897, cost time: 48.2643s
epoch 117, avg. triple loss: 0.4826, cost time: 48.2498s
epoch 118, avg. triple loss: 0.4764, cost time: 48.1968s
epoch 119, avg. triple loss: 0.4710, cost time: 46.2937s
epoch 120, avg. triple loss: 0.4660, cost time: 44.6636s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 0.15]%, time = 22.482 s
== should early stop ==
Training ends. Total time = 20368.837 s.
accurate results: hits@[1, 5, 10, 50] = [0.012 0.1 0.137 0.725]%, mr = 4025.591, mrr = 0.001315, time = 37.331 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0. 0.075 0.175 0.8 ]%, mr = 4027.694, mrr = 0.001343, time = 53.243 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/AlignE/Basic-LLM/541_5fold/1/20231103192838/kg2_attr_ids saved.
Embeddings saved!
Total run time = 20773.210 s.