-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathnohup_ecommergold-ecommercegold_proje.txt
232 lines (222 loc) · 12.4 KB
/
nohup_ecommergold-ecommercegold_proje.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
load arguments: {'training_data': '../../datasets/', 'output': '../../output/results/Paper/Materials/', 'dataset_division': '721_5fold', 'embedding_module': 'ProjE', 'alignment_module': 'sharing', 'search_module': 'greedy', 'dim': 100, 'init': 'xavier', 'ent_l2_norm': True, 'rel_l2_norm': True, 'learning_rate': 0.001, 'optimizer': 'Adam', 'max_epoch': 2000, 'batch_size': 500, 'dnn_neg_nums': 4096, 'batch_threads_num': 2, 'test_threads_num': 2, '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': True}
ProjE
<openea.modules.args.args_hander.ARGs object at 0x7fd80dcc9710>
read relation triples: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//rel_triples_1
read relation triples: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//rel_triples_2
read attribute triples: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//attr_triples_1
read attribute triples: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//attr_triples_2
read links: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//721_5fold/1/train_links
read links: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//721_5fold/1/valid_links
read links: ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold//721_5fold/1/test_links
Number of rt_dict: 33084
Number of hr_dict: 13367
entity relations dict: 33084
Number of av_dict: 13365
entity attributes dict: 13365
KG statistics:
Number of entities: 33086
Number of relations: 2
Number of attributes: 2
Number of relation triples: 52106
Number of attribute triples: 26730
Number of local relation triples: 52106
Number of local attribute triples: 26730
Number of rt_dict: 33084
Number of hr_dict: 13367
entity relations dict: 33084
Number of av_dict: 13365
entity attributes dict: 13365
KG statistics:
Number of entities: 33086
Number of relations: 2
Number of attributes: 2
Number of relation triples: 52106
Number of attribute triples: 26730
Number of local relation triples: 52106
Number of local attribute triples: 26730
Number of rt_dict: 33084
Number of hr_dict: 13367
entity relations dict: 33084
Number of av_dict: 13365
entity attributes dict: 13365
KG statistics:
Number of entities: 33086
Number of relations: 2
Number of attributes: 2
Number of relation triples: 52106
Number of attribute triples: 26730
Number of local relation triples: 52106
Number of local attribute triples: 26730
Number of rt_dict: 33084
Number of hr_dict: 13367
entity relations dict: 33084
Number of av_dict: 13365
entity attributes dict: 13365
KG statistics:
Number of entities: 33086
Number of relations: 2
Number of attributes: 2
Number of relation triples: 52106
Number of attribute triples: 26730
Number of local relation triples: 52106
Number of local attribute triples: 26730
../../output/results/Paper/Materials/ ../../datasets/Ontologies/Paper/Materials/EcommerceGold-EcommerceGold// ['..', '..', 'datasets', 'Ontologies', 'Paper', 'Materials', 'EcommerceGold-EcommerceGold'] 721_5fold/1/ ProjE
results output folder: ../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/
epoch 1, avg. triple loss: 6236.5914, cost time: 18.1850s
epoch 2, avg. triple loss: 1721.1990, cost time: 20.5493s
epoch 3, avg. triple loss: 377.0427, cost time: 21.0441s
epoch 4, avg. triple loss: 112.7835, cost time: 21.1737s
epoch 5, avg. triple loss: 52.7971, cost time: 21.6815s
epoch 6, avg. triple loss: 32.0352, cost time: 24.2652s
epoch 7, avg. triple loss: 22.3736, cost time: 23.2245s
epoch 8, avg. triple loss: 16.9446, cost time: 23.0321s
epoch 9, avg. triple loss: 13.6230, cost time: 22.6945s
epoch 10, avg. triple loss: 11.3731, cost time: 22.2218s
epoch 11, avg. triple loss: 9.7506, cost time: 23.0744s
epoch 12, avg. triple loss: 8.5815, cost time: 23.6206s
epoch 13, avg. triple loss: 7.7006, cost time: 22.7485s
epoch 14, avg. triple loss: 7.0348, cost time: 23.4265s
epoch 15, avg. triple loss: 6.5139, cost time: 24.3393s
epoch 16, avg. triple loss: 6.0976, cost time: 21.1795s
epoch 17, avg. triple loss: 5.7640, cost time: 22.2053s
epoch 18, avg. triple loss: 5.4882, cost time: 22.5809s
epoch 19, avg. triple loss: 5.2565, cost time: 20.8177s
epoch 20, avg. triple loss: 5.0654, cost time: 22.4223s
epoch 21, avg. triple loss: 4.8943, cost time: 22.1321s
epoch 22, avg. triple loss: 4.7438, cost time: 22.0677s
epoch 23, avg. triple loss: 4.6146, cost time: 20.8629s
epoch 24, avg. triple loss: 4.4935, cost time: 22.5824s
epoch 25, avg. triple loss: 4.3842, cost time: 22.2308s
epoch 26, avg. triple loss: 4.2853, cost time: 20.7330s
epoch 27, avg. triple loss: 4.1859, cost time: 23.8467s
epoch 28, avg. triple loss: 4.0889, cost time: 20.5025s
epoch 29, avg. triple loss: 3.9943, cost time: 21.7078s
epoch 30, avg. triple loss: 3.9037, cost time: 23.7782s
epoch 31, avg. triple loss: 3.8102, cost time: 21.3806s
epoch 32, avg. triple loss: 3.7165, cost time: 21.2978s
epoch 33, avg. triple loss: 3.6266, cost time: 16.5955s
epoch 34, avg. triple loss: 3.5393, cost time: 20.0161s
epoch 35, avg. triple loss: 3.4568, cost time: 29.1162s
epoch 36, avg. triple loss: 3.3728, cost time: 28.6985s
epoch 37, avg. triple loss: 3.2938, cost time: 29.9348s
epoch 38, avg. triple loss: 3.2123, cost time: 22.2244s
epoch 39, avg. triple loss: 3.1367, cost time: 29.8849s
epoch 40, avg. triple loss: 3.0584, cost time: 30.1964s
epoch 41, avg. triple loss: 2.9824, cost time: 29.7949s
epoch 42, avg. triple loss: 2.9056, cost time: 25.3983s
epoch 43, avg. triple loss: 2.8296, cost time: 29.3777s
epoch 44, avg. triple loss: 2.7482, cost time: 29.5025s
epoch 45, avg. triple loss: 2.6738, cost time: 28.9862s
epoch 46, avg. triple loss: 2.5997, cost time: 14.6496s
epoch 47, avg. triple loss: 2.5185, cost time: 13.2377s
epoch 48, avg. triple loss: 2.4366, cost time: 13.1517s
epoch 49, avg. triple loss: 2.3526, cost time: 12.9981s
epoch 50, avg. triple loss: 2.2635, cost time: 13.2210s
epoch 51, avg. triple loss: 2.1756, cost time: 13.4098s
epoch 52, avg. triple loss: 2.0890, cost time: 13.4436s
epoch 53, avg. triple loss: 2.0049, cost time: 13.0636s
epoch 54, avg. triple loss: 1.9209, cost time: 13.1593s
epoch 55, avg. triple loss: 1.8446, cost time: 12.9596s
epoch 56, avg. triple loss: 1.7648, cost time: 12.8822s
epoch 57, avg. triple loss: 1.6943, cost time: 13.3593s
epoch 58, avg. triple loss: 1.6195, cost time: 13.7334s
epoch 59, avg. triple loss: 1.5507, cost time: 13.3574s
epoch 60, avg. triple loss: 1.4919, cost time: 12.8177s
epoch 61, avg. triple loss: 1.4354, cost time: 13.0323s
epoch 62, avg. triple loss: 1.3917, cost time: 13.1367s
epoch 63, avg. triple loss: 1.3545, cost time: 13.2470s
epoch 64, avg. triple loss: 1.3247, cost time: 13.2736s
epoch 65, avg. triple loss: 1.3013, cost time: 13.5714s
epoch 66, avg. triple loss: 1.2775, cost time: 20.0064s
epoch 67, avg. triple loss: 1.2661, cost time: 26.9286s
epoch 68, avg. triple loss: 1.2508, cost time: 27.4268s
epoch 69, avg. triple loss: 1.2394, cost time: 28.6105s
epoch 70, avg. triple loss: 1.2315, cost time: 28.7991s
epoch 71, avg. triple loss: 1.2220, cost time: 28.5446s
epoch 72, avg. triple loss: 1.2154, cost time: 27.8728s
epoch 73, avg. triple loss: 1.2105, cost time: 27.8414s
epoch 74, avg. triple loss: 1.2046, cost time: 29.4786s
epoch 75, avg. triple loss: 1.1974, cost time: 29.0758s
epoch 76, avg. triple loss: 1.1961, cost time: 29.3504s
epoch 77, avg. triple loss: 1.1938, cost time: 28.0603s
epoch 78, avg. triple loss: 1.1893, cost time: 28.5870s
epoch 79, avg. triple loss: 1.1879, cost time: 29.3351s
epoch 80, avg. triple loss: 1.1841, cost time: 29.0447s
epoch 81, avg. triple loss: 1.1806, cost time: 29.7876s
epoch 82, avg. triple loss: 1.1810, cost time: 28.9037s
epoch 83, avg. triple loss: 1.1770, cost time: 28.9391s
epoch 84, avg. triple loss: 1.1722, cost time: 29.2915s
epoch 85, avg. triple loss: 1.1721, cost time: 28.6902s
epoch 86, avg. triple loss: 1.1712, cost time: 28.6786s
epoch 87, avg. triple loss: 1.1687, cost time: 28.9340s
epoch 88, avg. triple loss: 1.1676, cost time: 28.4888s
epoch 89, avg. triple loss: 1.1669, cost time: 28.6928s
epoch 90, avg. triple loss: 1.1640, cost time: 28.6563s
epoch 91, avg. triple loss: 1.1601, cost time: 29.0455s
epoch 92, avg. triple loss: 1.1603, cost time: 28.6221s
epoch 93, avg. triple loss: 1.1619, cost time: 28.7606s
epoch 94, avg. triple loss: 1.1600, cost time: 28.9429s
epoch 95, avg. triple loss: 1.1547, cost time: 29.1818s
epoch 96, avg. triple loss: 1.1548, cost time: 28.5231s
epoch 97, avg. triple loss: 1.1553, cost time: 29.1816s
epoch 98, avg. triple loss: 1.1541, cost time: 28.9821s
epoch 99, avg. triple loss: 1.1501, cost time: 28.8841s
epoch 100, avg. triple loss: 1.1493, cost time: 28.8471s
quick results: hits@[1, 5, 10, 50] = [27.259 36.748 38.108 38.833]%, time = 3.559 s
epoch 101, avg. triple loss: 1.1524, cost time: 28.9386s
epoch 102, avg. triple loss: 1.1506, cost time: 28.8457s
epoch 103, avg. triple loss: 1.1512, cost time: 28.4640s
epoch 104, avg. triple loss: 1.1456, cost time: 28.8121s
epoch 105, avg. triple loss: 1.1467, cost time: 30.0034s
epoch 106, avg. triple loss: 1.1445, cost time: 29.5701s
epoch 107, avg. triple loss: 1.1458, cost time: 28.6167s
epoch 108, avg. triple loss: 1.1442, cost time: 29.3834s
epoch 109, avg. triple loss: 1.1422, cost time: 22.3839s
epoch 110, avg. triple loss: 1.1432, cost time: 29.0183s
quick results: hits@[1, 5, 10, 50] = [27.259 36.597 38.229 38.924]%, time = 3.385 s
epoch 111, avg. triple loss: 1.1454, cost time: 28.9612s
epoch 112, avg. triple loss: 1.1433, cost time: 28.9408s
epoch 113, avg. triple loss: 1.1414, cost time: 29.5482s
epoch 114, avg. triple loss: 1.1410, cost time: 29.5513s
epoch 115, avg. triple loss: 1.1400, cost time: 28.8424s
epoch 116, avg. triple loss: 1.1405, cost time: 29.5902s
epoch 117, avg. triple loss: 1.1380, cost time: 28.5842s
epoch 118, avg. triple loss: 1.1382, cost time: 28.8975s
epoch 119, avg. triple loss: 1.1372, cost time: 30.1298s
epoch 120, avg. triple loss: 1.1384, cost time: 30.2555s
quick results: hits@[1, 5, 10, 50] = [27.561 36.718 37.987 38.924]%, time = 3.215 s
epoch 121, avg. triple loss: 1.1363, cost time: 29.0427s
epoch 122, avg. triple loss: 1.1355, cost time: 30.0183s
epoch 123, avg. triple loss: 1.1356, cost time: 28.8657s
epoch 124, avg. triple loss: 1.1331, cost time: 29.5034s
epoch 125, avg. triple loss: 1.1346, cost time: 28.7694s
epoch 126, avg. triple loss: 1.1347, cost time: 29.4913s
epoch 127, avg. triple loss: 1.1341, cost time: 28.9434s
epoch 128, avg. triple loss: 1.1339, cost time: 28.9542s
epoch 129, avg. triple loss: 1.1307, cost time: 29.0187s
epoch 130, avg. triple loss: 1.1316, cost time: 29.2932s
quick results: hits@[1, 5, 10, 50] = [27.561 36.567 38.138 39.045]%, time = 3.572 s
epoch 131, avg. triple loss: 1.1302, cost time: 29.6558s
epoch 132, avg. triple loss: 1.1304, cost time: 29.4666s
epoch 133, avg. triple loss: 1.1291, cost time: 30.3666s
epoch 134, avg. triple loss: 1.1289, cost time: 29.8669s
epoch 135, avg. triple loss: 1.1298, cost time: 29.8288s
epoch 136, avg. triple loss: 1.1298, cost time: 29.9178s
epoch 137, avg. triple loss: 1.1324, cost time: 29.9023s
epoch 138, avg. triple loss: 1.1304, cost time: 29.4235s
epoch 139, avg. triple loss: 1.1286, cost time: 29.6433s
epoch 140, avg. triple loss: 1.1281, cost time: 29.8994s
quick results: hits@[1, 5, 10, 50] = [27.078 36.778 38.078 39.015]%, time = 3.668 s
== should early stop ==
Training ends. Total time = 3510.914 s.
accurate results: hits@[1, 5, 10, 50] = [28.331 36.998 38.132 38.812]%, mr = 2321.193, mrr = 0.321283, time = 15.030 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [28.323 36.991 38.132 38.963]%, mr = 1993.290, mrr = 0.321194, time = 25.704 s
Results saved!
../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/kg1_ent_ids saved.
../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/kg2_ent_ids saved.
../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/kg1_rel_ids saved.
../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/kg2_rel_ids saved.
../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/kg1_attr_ids saved.
../../output/results/Paper/Materials/ProjE/EcommerceGold-EcommerceGold/721_5fold/1/20231129135520/kg2_attr_ids saved.
Embeddings saved!
Total run time = 3571.084 s.