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data/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.log ADDED
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1
+ 2024-05-28 17:44:32,051 - INFO -
2
+ num_classes 8142
3
+ 2024-05-28 17:44:32,051 - INFO - num train 436063
4
+ 2024-05-28 17:44:32,051 - INFO - num val 24343
5
+ 2024-05-28 17:44:32,051 - INFO - train loss full_loss
6
+ 2024-05-28 17:44:32,051 - INFO - model name ../models/sphere2vec_sphereMplus/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
7
+ 2024-05-28 17:44:32,051 - INFO - num users 18643
8
+ 2024-05-28 17:44:32,515 - INFO -
9
+ Epoch 0
10
+ 2024-05-28 17:46:15,958 - INFO - [51200/436063] Loss : 1.7353
11
+ 2024-05-28 17:47:56,900 - INFO - [102400/436063] Loss : 1.5531
12
+ 2024-05-28 17:49:37,219 - INFO - [153600/436063] Loss : 1.4496
13
+ 2024-05-28 17:51:16,738 - INFO - [204800/436063] Loss : 1.3767
14
+ 2024-05-28 17:52:57,630 - INFO - [256000/436063] Loss : 1.3180
15
+ 2024-05-28 17:53:09,108 - INFO - [262144/436063] Loss : 1.3119
16
+ 2024-05-28 17:53:56,811 - INFO - Test loss : 0.6291
17
+ 2024-05-28 17:53:56,812 - INFO -
18
+ Epoch 1
19
+ 2024-05-28 17:55:40,033 - INFO - [51200/436063] Loss : 0.9942
20
+ 2024-05-28 17:57:21,451 - INFO - [102400/436063] Loss : 0.9696
21
+ 2024-05-28 17:59:05,955 - INFO - [153600/436063] Loss : 0.9477
22
+ 2024-05-28 18:00:46,026 - INFO - [204800/436063] Loss : 0.9253
23
+ 2024-05-28 18:02:27,519 - INFO - [256000/436063] Loss : 0.9063
24
+ 2024-05-28 18:02:38,921 - INFO - [262144/436063] Loss : 0.9041
25
+ 2024-05-28 18:03:26,885 - INFO - Test loss : 0.3610
26
+ 2024-05-28 18:03:26,885 - INFO -
27
+ Epoch 2
28
+ 2024-05-28 18:05:10,666 - INFO - [51200/436063] Loss : 0.7769
29
+ 2024-05-28 18:06:52,716 - INFO - [102400/436063] Loss : 0.7710
30
+ 2024-05-28 18:08:34,170 - INFO - [153600/436063] Loss : 0.7636
31
+ 2024-05-28 18:10:15,552 - INFO - [204800/436063] Loss : 0.7574
32
+ 2024-05-28 18:11:56,831 - INFO - [256000/436063] Loss : 0.7500
33
+ 2024-05-28 18:12:08,293 - INFO - [262144/436063] Loss : 0.7491
34
+ 2024-05-28 18:12:56,044 - INFO - Test loss : 0.2732
35
+ 2024-05-28 18:12:56,044 - INFO -
36
+ Epoch 3
37
+ 2024-05-28 18:14:39,631 - INFO - [51200/436063] Loss : 0.6928
38
+ 2024-05-28 18:16:21,156 - INFO - [102400/436063] Loss : 0.6913
39
+ 2024-05-28 18:18:02,842 - INFO - [153600/436063] Loss : 0.6885
40
+ 2024-05-28 18:19:44,053 - INFO - [204800/436063] Loss : 0.6853
41
+ 2024-05-28 18:21:25,275 - INFO - [256000/436063] Loss : 0.6821
42
+ 2024-05-28 18:21:36,833 - INFO - [262144/436063] Loss : 0.6816
43
+ 2024-05-28 18:22:25,076 - INFO - Test loss : 0.2326
44
+ 2024-05-28 18:22:25,077 - INFO -
45
+ Epoch 4
46
+ 2024-05-28 18:24:08,503 - INFO - [51200/436063] Loss : 0.6488
47
+ 2024-05-28 18:25:42,158 - INFO - [102400/436063] Loss : 0.6471
48
+ 2024-05-28 18:27:24,167 - INFO - [153600/436063] Loss : 0.6454
49
+ 2024-05-28 18:29:07,909 - INFO - [204800/436063] Loss : 0.6432
50
+ 2024-05-28 18:30:49,481 - INFO - [256000/436063] Loss : 0.6410
51
+ 2024-05-28 18:31:00,973 - INFO - [262144/436063] Loss : 0.6406
52
+ 2024-05-28 18:31:48,857 - INFO - Test loss : 0.2045
53
+ 2024-05-28 18:31:48,858 - INFO -
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+ Epoch 5
55
+ 2024-05-28 18:33:32,734 - INFO - [51200/436063] Loss : 0.6151
56
+ 2024-05-28 18:35:14,332 - INFO - [102400/436063] Loss : 0.6164
57
+ 2024-05-28 18:36:55,821 - INFO - [153600/436063] Loss : 0.6159
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+ 2024-05-28 18:38:37,093 - INFO - [204800/436063] Loss : 0.6143
59
+ 2024-05-28 18:40:18,281 - INFO - [256000/436063] Loss : 0.6121
60
+ 2024-05-28 18:40:29,781 - INFO - [262144/436063] Loss : 0.6120
61
+ 2024-05-28 18:41:17,651 - INFO - Test loss : 0.2169
62
+ 2024-05-28 18:41:17,651 - INFO -
63
+ Epoch 6
64
+ 2024-05-28 18:43:01,989 - INFO - [51200/436063] Loss : 0.5896
65
+ 2024-05-28 18:44:43,967 - INFO - [102400/436063] Loss : 0.5903
66
+ 2024-05-28 18:46:25,552 - INFO - [153600/436063] Loss : 0.5900
67
+ 2024-05-28 18:48:06,806 - INFO - [204800/436063] Loss : 0.5899
68
+ 2024-05-28 18:49:47,986 - INFO - [256000/436063] Loss : 0.5889
69
+ 2024-05-28 18:49:59,361 - INFO - [262144/436063] Loss : 0.5888
70
+ 2024-05-28 18:50:47,200 - INFO - Test loss : 0.2021
71
+ 2024-05-28 18:50:47,200 - INFO -
72
+ Epoch 7
73
+ 2024-05-28 18:52:30,838 - INFO - [51200/436063] Loss : 0.5704
74
+ 2024-05-28 18:54:12,399 - INFO - [102400/436063] Loss : 0.5706
75
+ 2024-05-28 18:55:53,706 - INFO - [153600/436063] Loss : 0.5704
76
+ 2024-05-28 18:57:34,930 - INFO - [204800/436063] Loss : 0.5707
77
+ 2024-05-28 18:59:16,433 - INFO - [256000/436063] Loss : 0.5709
78
+ 2024-05-28 18:59:27,876 - INFO - [262144/436063] Loss : 0.5711
79
+ 2024-05-28 19:00:15,762 - INFO - Test loss : 0.1845
80
+ 2024-05-28 19:00:15,768 - INFO -
81
+ Epoch 8
82
+ 2024-05-28 19:01:59,312 - INFO - [51200/436063] Loss : 0.5529
83
+ 2024-05-28 19:03:40,963 - INFO - [102400/436063] Loss : 0.5555
84
+ 2024-05-28 19:05:23,072 - INFO - [153600/436063] Loss : 0.5557
85
+ 2024-05-28 19:07:04,430 - INFO - [204800/436063] Loss : 0.5544
86
+ 2024-05-28 19:08:45,972 - INFO - [256000/436063] Loss : 0.5547
87
+ 2024-05-28 19:08:57,424 - INFO - [262144/436063] Loss : 0.5548
88
+ 2024-05-28 19:09:45,331 - INFO - Test loss : 0.1914
89
+ 2024-05-28 19:09:45,336 - INFO -
90
+ Epoch 9
91
+ 2024-05-28 19:11:29,071 - INFO - [51200/436063] Loss : 0.5414
92
+ 2024-05-28 19:13:10,580 - INFO - [102400/436063] Loss : 0.5420
93
+ 2024-05-28 19:14:51,715 - INFO - [153600/436063] Loss : 0.5433
94
+ 2024-05-28 19:16:32,829 - INFO - [204800/436063] Loss : 0.5428
95
+ 2024-05-28 19:18:12,870 - INFO - [256000/436063] Loss : 0.5428
96
+ 2024-05-28 19:18:22,825 - INFO - [262144/436063] Loss : 0.5429
97
+ 2024-05-28 19:19:08,994 - INFO - Test loss : 0.1733
98
+ 2024-05-28 19:19:08,994 - INFO -
99
+ Epoch 10
100
+ 2024-05-28 19:20:54,172 - INFO - [51200/436063] Loss : 0.5287
101
+ 2024-05-28 19:22:35,816 - INFO - [102400/436063] Loss : 0.5306
102
+ 2024-05-28 19:24:17,095 - INFO - [153600/436063] Loss : 0.5312
103
+ 2024-05-28 19:25:54,535 - INFO - [204800/436063] Loss : 0.5316
104
+ 2024-05-28 19:27:38,239 - INFO - [256000/436063] Loss : 0.5321
105
+ 2024-05-28 19:27:49,729 - INFO - [262144/436063] Loss : 0.5321
106
+ 2024-05-28 19:28:37,606 - INFO - Test loss : 0.1820
107
+ 2024-05-28 19:28:38,594 - INFO - (24343,)
108
+ 2024-05-28 19:29:02,620 - INFO - Split ID: 0
109
+ 2024-05-28 19:29:02,633 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 0.34
110
+ 2024-05-28 19:29:02,635 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 0.87
111
+ 2024-05-28 19:29:02,636 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 1.43
112
+ 2024-05-28 19:29:02,637 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 3.01
113
+ 2024-05-28 19:29:02,761 - INFO -
114
+ No prior
115
+ 2024-05-28 19:29:03,030 - INFO - (24426,)
116
+ 2024-05-28 19:29:14,872 - INFO - Split ID: 0
117
+ 2024-05-28 19:29:14,872 - INFO - Top 1 (Epoch 10)acc (%): 60.2
118
+ 2024-05-28 19:29:14,873 - INFO - Top 3 (Epoch 10)acc (%): 77.9
119
+ 2024-05-28 19:29:14,873 - INFO - Top 5 (Epoch 10)acc (%): 83.29
120
+ 2024-05-28 19:29:14,873 - INFO - Top 10 (Epoch 10)acc (%): 88.5
121
+ 2024-05-28 19:30:03,877 - INFO - Split ID: 0
122
+ 2024-05-28 19:30:03,877 - INFO - Top 1 (Epoch 10)acc (%): 70.43
123
+ 2024-05-28 19:30:03,878 - INFO - Top 3 (Epoch 10)acc (%): 86.01
124
+ 2024-05-28 19:30:03,878 - INFO - Top 5 (Epoch 10)acc (%): 89.85
125
+ 2024-05-28 19:30:03,878 - INFO - Top 10 (Epoch 10)acc (%): 93.19
126
+ 2024-05-28 19:30:52,840 - INFO - Split ID: 0
127
+ 2024-05-28 19:30:52,841 - INFO - Top 1 (Epoch 10)acc (%): 70.43
128
+ 2024-05-28 19:30:52,841 - INFO - for optuna top1: 70.43
129
+ 2024-05-28 19:30:52,841 - INFO - Top 3 (Epoch 10)acc (%): 86.01
130
+ 2024-05-28 19:30:52,841 - INFO - Top 5 (Epoch 10)acc (%): 89.85
131
+ 2024-05-28 19:30:52,841 - INFO - Top 10 (Epoch 10)acc (%): 93.19
132
+ 2024-05-28 19:30:52,842 - INFO -
133
+ Epoch 11
134
+ 2024-05-28 19:32:36,473 - INFO - [51200/436063] Loss : 0.5194
135
+ 2024-05-28 19:34:17,928 - INFO - [102400/436063] Loss : 0.5212
136
+ 2024-05-28 19:35:59,407 - INFO - [153600/436063] Loss : 0.5222
137
+ 2024-05-28 19:37:40,589 - INFO - [204800/436063] Loss : 0.5229
138
+ 2024-05-28 19:39:21,781 - INFO - [256000/436063] Loss : 0.5231
139
+ 2024-05-28 19:39:33,241 - INFO - [262144/436063] Loss : 0.5230
140
+ 2024-05-28 19:40:21,127 - INFO - Test loss : 0.1790
141
+ 2024-05-28 19:40:21,127 - INFO -
142
+ Epoch 12
143
+ 2024-05-28 19:42:04,961 - INFO - [51200/436063] Loss : 0.5136
144
+ 2024-05-28 19:43:46,481 - INFO - [102400/436063] Loss : 0.5140
145
+ 2024-05-28 19:45:28,134 - INFO - [153600/436063] Loss : 0.5146
146
+ 2024-05-28 19:47:10,402 - INFO - [204800/436063] Loss : 0.5147
147
+ 2024-05-28 19:48:51,784 - INFO - [256000/436063] Loss : 0.5154
148
+ 2024-05-28 19:49:03,206 - INFO - [262144/436063] Loss : 0.5154
149
+ 2024-05-28 19:49:50,971 - INFO - Test loss : 0.1762
150
+ 2024-05-28 19:49:50,972 - INFO -
151
+ Epoch 13
152
+ 2024-05-28 19:51:34,516 - INFO - [51200/436063] Loss : 0.5045
153
+ 2024-05-28 19:53:16,045 - INFO - [102400/436063] Loss : 0.5060
154
+ 2024-05-28 19:54:57,496 - INFO - [153600/436063] Loss : 0.5072
155
+ 2024-05-28 19:56:38,873 - INFO - [204800/436063] Loss : 0.5072
156
+ 2024-05-28 19:58:20,371 - INFO - [256000/436063] Loss : 0.5081
157
+ 2024-05-28 19:58:31,827 - INFO - [262144/436063] Loss : 0.5080
158
+ 2024-05-28 19:59:19,741 - INFO - Test loss : 0.1891
159
+ 2024-05-28 19:59:19,741 - INFO -
160
+ Epoch 14
161
+ 2024-05-28 20:01:03,173 - INFO - [51200/436063] Loss : 0.4965
162
+ 2024-05-28 20:02:44,428 - INFO - [102400/436063] Loss : 0.4999
163
+ 2024-05-28 20:04:26,252 - INFO - [153600/436063] Loss : 0.5007
164
+ 2024-05-28 20:06:07,690 - INFO - [204800/436063] Loss : 0.5009
165
+ 2024-05-28 20:07:50,191 - INFO - [256000/436063] Loss : 0.5010
166
+ 2024-05-28 20:08:01,652 - INFO - [262144/436063] Loss : 0.5011
167
+ 2024-05-28 20:08:49,485 - INFO - Test loss : 0.1839
168
+ 2024-05-28 20:08:49,486 - INFO -
169
+ Epoch 15
170
+ 2024-05-28 20:10:33,236 - INFO - [51200/436063] Loss : 0.4955
171
+ 2024-05-28 20:12:14,456 - INFO - [102400/436063] Loss : 0.4944
172
+ 2024-05-28 20:13:55,728 - INFO - [153600/436063] Loss : 0.4944
173
+ 2024-05-28 20:15:37,093 - INFO - [204800/436063] Loss : 0.4952
174
+ 2024-05-28 20:17:18,703 - INFO - [256000/436063] Loss : 0.4957
175
+ 2024-05-28 20:17:30,183 - INFO - [262144/436063] Loss : 0.4957
176
+ 2024-05-28 20:18:18,108 - INFO - Test loss : 0.1834
177
+ 2024-05-28 20:18:18,108 - INFO -
178
+ Epoch 16
179
+ 2024-05-28 20:20:01,962 - INFO - [51200/436063] Loss : 0.4861
180
+ 2024-05-28 20:21:43,562 - INFO - [102400/436063] Loss : 0.4877
181
+ 2024-05-28 20:23:25,227 - INFO - [153600/436063] Loss : 0.4895
182
+ 2024-05-28 20:25:06,445 - INFO - [204800/436063] Loss : 0.4904
183
+ 2024-05-28 20:26:39,661 - INFO - [256000/436063] Loss : 0.4903
184
+ 2024-05-28 20:26:49,682 - INFO - [262144/436063] Loss : 0.4903
185
+ 2024-05-28 20:27:36,975 - INFO - Test loss : 0.1845
186
+ 2024-05-28 20:27:36,976 - INFO -
187
+ Epoch 17
188
+ 2024-05-28 20:29:26,063 - INFO - [51200/436063] Loss : 0.4819
189
+ 2024-05-28 20:31:07,688 - INFO - [102400/436063] Loss : 0.4841
190
+ 2024-05-28 20:32:49,294 - INFO - [153600/436063] Loss : 0.4846
191
+ 2024-05-28 20:34:30,723 - INFO - [204800/436063] Loss : 0.4852
192
+ 2024-05-28 20:36:12,192 - INFO - [256000/436063] Loss : 0.4853
193
+ 2024-05-28 20:36:23,689 - INFO - [262144/436063] Loss : 0.4854
194
+ 2024-05-28 20:37:11,726 - INFO - Test loss : 0.1829
195
+ 2024-05-28 20:37:11,726 - INFO -
196
+ Epoch 18
197
+ 2024-05-28 20:38:56,358 - INFO - [51200/436063] Loss : 0.4796
198
+ 2024-05-28 20:40:39,039 - INFO - [102400/436063] Loss : 0.4793
199
+ 2024-05-28 20:42:20,118 - INFO - [153600/436063] Loss : 0.4807
200
+ 2024-05-28 20:44:01,436 - INFO - [204800/436063] Loss : 0.4813
201
+ 2024-05-28 20:45:42,971 - INFO - [256000/436063] Loss : 0.4819
202
+ 2024-05-28 20:45:54,345 - INFO - [262144/436063] Loss : 0.4818
203
+ 2024-05-28 20:46:42,261 - INFO - Test loss : 0.1899
204
+ 2024-05-28 20:46:42,262 - INFO -
205
+ Epoch 19
206
+ 2024-05-28 20:48:26,029 - INFO - [51200/436063] Loss : 0.4750
207
+ 2024-05-28 20:50:08,541 - INFO - [102400/436063] Loss : 0.4758
208
+ 2024-05-28 20:51:49,808 - INFO - [153600/436063] Loss : 0.4768
209
+ 2024-05-28 20:53:31,209 - INFO - [204800/436063] Loss : 0.4781
210
+ 2024-05-28 20:55:09,845 - INFO - [256000/436063] Loss : 0.4788
211
+ 2024-05-28 20:55:19,915 - INFO - [262144/436063] Loss : 0.4788
212
+ 2024-05-28 20:56:07,884 - INFO - Test loss : 0.1887
213
+ 2024-05-28 20:56:07,884 - INFO -
214
+ Epoch 20
215
+ 2024-05-28 20:57:52,650 - INFO - [51200/436063] Loss : 0.4693
216
+ 2024-05-28 20:59:34,225 - INFO - [102400/436063] Loss : 0.4712
217
+ 2024-05-28 21:01:15,911 - INFO - [153600/436063] Loss : 0.4731
218
+ 2024-05-28 21:02:52,286 - INFO - [204800/436063] Loss : 0.4735
219
+ 2024-05-28 21:04:35,419 - INFO - [256000/436063] Loss : 0.4739
220
+ 2024-05-28 21:04:46,920 - INFO - [262144/436063] Loss : 0.4740
221
+ 2024-05-28 21:05:34,720 - INFO - Test loss : 0.1895
222
+ 2024-05-28 21:05:35,791 - INFO - (24343,)
223
+ 2024-05-28 21:05:59,066 - INFO - Split ID: 0
224
+ 2024-05-28 21:05:59,077 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 0.39
225
+ 2024-05-28 21:05:59,078 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 1.15
226
+ 2024-05-28 21:05:59,079 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 1.91
227
+ 2024-05-28 21:05:59,081 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 3.79
228
+ 2024-05-28 21:05:59,208 - INFO -
229
+ No prior
230
+ 2024-05-28 21:05:59,466 - INFO - (24426,)
231
+ 2024-05-28 21:06:10,411 - INFO - Split ID: 0
232
+ 2024-05-28 21:06:10,412 - INFO - Top 1 (Epoch 20)acc (%): 60.2
233
+ 2024-05-28 21:06:10,412 - INFO - Top 3 (Epoch 20)acc (%): 77.9
234
+ 2024-05-28 21:06:10,412 - INFO - Top 5 (Epoch 20)acc (%): 83.29
235
+ 2024-05-28 21:06:10,412 - INFO - Top 10 (Epoch 20)acc (%): 88.5
236
+ 2024-05-28 21:06:59,287 - INFO - Split ID: 0
237
+ 2024-05-28 21:06:59,288 - INFO - Top 1 (Epoch 20)acc (%): 71.07
238
+ 2024-05-28 21:06:59,288 - INFO - Top 3 (Epoch 20)acc (%): 86.4
239
+ 2024-05-28 21:06:59,288 - INFO - Top 5 (Epoch 20)acc (%): 90.05
240
+ 2024-05-28 21:06:59,288 - INFO - Top 10 (Epoch 20)acc (%): 93.36
241
+ 2024-05-28 21:07:48,250 - INFO - Split ID: 0
242
+ 2024-05-28 21:07:48,251 - INFO - Top 1 (Epoch 20)acc (%): 71.07
243
+ 2024-05-28 21:07:48,251 - INFO - for optuna top1: 71.07
244
+ 2024-05-28 21:07:48,252 - INFO - Top 3 (Epoch 20)acc (%): 86.4
245
+ 2024-05-28 21:07:48,252 - INFO - Top 5 (Epoch 20)acc (%): 90.05
246
+ 2024-05-28 21:07:48,252 - INFO - Top 10 (Epoch 20)acc (%): 93.36
247
+ 2024-05-28 21:07:48,265 - INFO -
248
+ Epoch 21
249
+ 2024-05-28 21:09:32,371 - INFO - [51200/436063] Loss : 0.4685
250
+ 2024-05-28 21:11:14,725 - INFO - [102400/436063] Loss : 0.4697
251
+ 2024-05-28 21:12:56,732 - INFO - [153600/436063] Loss : 0.4694
252
+ 2024-05-28 21:14:38,036 - INFO - [204800/436063] Loss : 0.4703
253
+ 2024-05-28 21:16:19,317 - INFO - [256000/436063] Loss : 0.4710
254
+ 2024-05-28 21:16:30,817 - INFO - [262144/436063] Loss : 0.4711
255
+ 2024-05-28 21:17:22,141 - INFO - Test loss : 0.1797
256
+ 2024-05-28 21:17:22,141 - INFO -
257
+ Epoch 22
258
+ 2024-05-28 21:19:18,843 - INFO - [51200/436063] Loss : 0.4656
259
+ 2024-05-28 21:21:13,168 - INFO - [102400/436063] Loss : 0.4668
260
+ 2024-05-28 21:23:07,471 - INFO - [153600/436063] Loss : 0.4668
261
+ 2024-05-28 21:25:01,566 - INFO - [204800/436063] Loss : 0.4679
262
+ 2024-05-28 21:26:55,525 - INFO - [256000/436063] Loss : 0.4678
263
+ 2024-05-28 21:27:08,345 - INFO - [262144/436063] Loss : 0.4678
264
+ 2024-05-28 21:28:02,152 - INFO - Test loss : 0.1868
265
+ 2024-05-28 21:28:02,152 - INFO -
266
+ Epoch 23
267
+ 2024-05-28 21:29:58,793 - INFO - [51200/436063] Loss : 0.4598
268
+ 2024-05-28 21:31:52,995 - INFO - [102400/436063] Loss : 0.4629
269
+ 2024-05-28 21:33:48,361 - INFO - [153600/436063] Loss : 0.4635
270
+ 2024-05-28 21:35:42,541 - INFO - [204800/436063] Loss : 0.4639
271
+ 2024-05-28 21:37:36,656 - INFO - [256000/436063] Loss : 0.4650
272
+ 2024-05-28 21:37:49,532 - INFO - [262144/436063] Loss : 0.4650
273
+ 2024-05-28 21:38:42,812 - INFO - Test loss : 0.1841
274
+ 2024-05-28 21:38:42,820 - INFO -
275
+ Epoch 24
276
+ 2024-05-28 21:40:40,503 - INFO - [51200/436063] Loss : 0.4585
277
+ 2024-05-28 21:42:34,592 - INFO - [102400/436063] Loss : 0.4595
278
+ 2024-05-28 21:44:28,781 - INFO - [153600/436063] Loss : 0.4607
279
+ 2024-05-28 21:46:31,955 - INFO - [204800/436063] Loss : 0.4612
280
+ 2024-05-28 21:48:38,740 - INFO - [256000/436063] Loss : 0.4618
281
+ 2024-05-28 21:48:53,081 - INFO - [262144/436063] Loss : 0.4619
282
+ 2024-05-28 21:49:53,012 - INFO - Test loss : 0.1861
283
+ 2024-05-28 21:49:53,012 - INFO -
284
+ Epoch 25
285
+ 2024-05-28 21:51:50,457 - INFO - [51200/436063] Loss : 0.4530
286
+ 2024-05-28 21:53:44,655 - INFO - [102400/436063] Loss : 0.4568
287
+ 2024-05-28 21:55:38,633 - INFO - [153600/436063] Loss : 0.4586
288
+ 2024-05-28 21:57:33,749 - INFO - [204800/436063] Loss : 0.4589
289
+ 2024-05-28 21:59:28,505 - INFO - [256000/436063] Loss : 0.4599
290
+ 2024-05-28 21:59:41,393 - INFO - [262144/436063] Loss : 0.4600
291
+ 2024-05-28 22:00:35,282 - INFO - Test loss : 0.1872
292
+ 2024-05-28 22:00:35,282 - INFO -
293
+ Epoch 26
294
+ 2024-05-28 22:02:31,764 - INFO - [51200/436063] Loss : 0.4540
295
+ 2024-05-28 22:04:26,750 - INFO - [102400/436063] Loss : 0.4546
296
+ 2024-05-28 22:06:20,886 - INFO - [153600/436063] Loss : 0.4550
297
+ 2024-05-28 22:08:14,799 - INFO - [204800/436063] Loss : 0.4557
298
+ 2024-05-28 22:10:08,930 - INFO - [256000/436063] Loss : 0.4563
299
+ 2024-05-28 22:10:21,755 - INFO - [262144/436063] Loss : 0.4566
300
+ 2024-05-28 22:11:15,609 - INFO - Test loss : 0.1877
301
+ 2024-05-28 22:11:15,610 - INFO -
302
+ Epoch 27
303
+ 2024-05-28 22:13:12,384 - INFO - [51200/436063] Loss : 0.4506
304
+ 2024-05-28 22:15:06,842 - INFO - [102400/436063] Loss : 0.4531
305
+ 2024-05-28 22:17:01,148 - INFO - [153600/436063] Loss : 0.4539
306
+ 2024-05-28 22:19:05,464 - INFO - [204800/436063] Loss : 0.4543
307
+ 2024-05-28 22:21:11,154 - INFO - [256000/436063] Loss : 0.4547
308
+ 2024-05-28 22:21:25,440 - INFO - [262144/436063] Loss : 0.4548
309
+ 2024-05-28 22:22:25,116 - INFO - Test loss : 0.1957
310
+ 2024-05-28 22:22:25,116 - INFO -
311
+ Epoch 28
312
+ 2024-05-28 22:24:31,739 - INFO - [51200/436063] Loss : 0.4471
313
+ 2024-05-28 22:26:42,787 - INFO - [102400/436063] Loss : 0.4489
314
+ 2024-05-28 22:28:40,638 - INFO - [153600/436063] Loss : 0.4504
315
+ 2024-05-28 22:30:48,407 - INFO - [204800/436063] Loss : 0.4514
316
+ 2024-05-28 22:32:55,489 - INFO - [256000/436063] Loss : 0.4521
317
+ 2024-05-28 22:33:09,788 - INFO - [262144/436063] Loss : 0.4521
318
+ 2024-05-28 22:34:10,386 - INFO - Test loss : 0.1928
319
+ 2024-05-28 22:34:10,386 - INFO -
320
+ Epoch 29
321
+ 2024-05-28 22:36:19,910 - INFO - [51200/436063] Loss : 0.4453
322
+ 2024-05-28 22:38:26,824 - INFO - [102400/436063] Loss : 0.4458
323
+ 2024-05-28 22:40:33,747 - INFO - [153600/436063] Loss : 0.4476
324
+ 2024-05-28 22:42:40,378 - INFO - [204800/436063] Loss : 0.4488
325
+ 2024-05-28 22:44:43,057 - INFO - [256000/436063] Loss : 0.4496
326
+ 2024-05-28 22:44:57,643 - INFO - [262144/436063] Loss : 0.4496
327
+ 2024-05-28 22:45:58,587 - INFO - Test loss : 0.1944
328
+ 2024-05-28 22:45:58,588 - INFO -
329
+ Epoch 30
330
+ 2024-05-28 22:48:10,179 - INFO - [51200/436063] Loss : 0.4439
331
+ 2024-05-28 22:50:17,156 - INFO - [102400/436063] Loss : 0.4448
332
+ 2024-05-28 22:52:24,077 - INFO - [153600/436063] Loss : 0.4457
333
+ 2024-05-28 22:54:27,214 - INFO - [204800/436063] Loss : 0.4470
334
+ 2024-05-28 22:56:35,248 - INFO - [256000/436063] Loss : 0.4480
335
+ 2024-05-28 22:56:49,464 - INFO - [262144/436063] Loss : 0.4480
336
+ 2024-05-28 22:57:49,132 - INFO - Test loss : 0.1992
337
+ 2024-05-28 22:57:50,226 - INFO - (24343,)
338
+ 2024-05-28 22:58:13,859 - INFO - Split ID: 0
339
+ 2024-05-28 22:58:13,869 - INFO - Top 1 LocEnc (Epoch 30)acc (%): 0.52
340
+ 2024-05-28 22:58:13,870 - INFO - Top 3 LocEnc (Epoch 30)acc (%): 1.4
341
+ 2024-05-28 22:58:13,871 - INFO - Top 5 LocEnc (Epoch 30)acc (%): 2.3
342
+ 2024-05-28 22:58:13,872 - INFO - Top 10 LocEnc (Epoch 30)acc (%): 4.42
343
+ 2024-05-28 22:58:13,983 - INFO -
344
+ No prior
345
+ 2024-05-28 22:58:14,247 - INFO - (24426,)
346
+ 2024-05-28 22:58:25,824 - INFO - Split ID: 0
347
+ 2024-05-28 22:58:25,824 - INFO - Top 1 (Epoch 30)acc (%): 60.2
348
+ 2024-05-28 22:58:25,824 - INFO - Top 3 (Epoch 30)acc (%): 77.9
349
+ 2024-05-28 22:58:25,824 - INFO - Top 5 (Epoch 30)acc (%): 83.29
350
+ 2024-05-28 22:58:25,825 - INFO - Top 10 (Epoch 30)acc (%): 88.5
351
+ 2024-05-28 22:59:26,384 - INFO - Split ID: 0
352
+ 2024-05-28 22:59:26,384 - INFO - Top 1 (Epoch 30)acc (%): 71.39
353
+ 2024-05-28 22:59:26,384 - INFO - Top 3 (Epoch 30)acc (%): 86.56
354
+ 2024-05-28 22:59:26,385 - INFO - Top 5 (Epoch 30)acc (%): 90.21
355
+ 2024-05-28 22:59:26,385 - INFO - Top 10 (Epoch 30)acc (%): 93.42
356
+ 2024-05-28 23:00:26,913 - INFO - Split ID: 0
357
+ 2024-05-28 23:00:26,914 - INFO - Top 1 (Epoch 30)acc (%): 71.39
358
+ 2024-05-28 23:00:26,914 - INFO - for optuna top1: 71.39
359
+ 2024-05-28 23:00:26,914 - INFO - Top 3 (Epoch 30)acc (%): 86.56
360
+ 2024-05-28 23:00:26,914 - INFO - Top 5 (Epoch 30)acc (%): 90.21
361
+ 2024-05-28 23:00:26,914 - INFO - Top 10 (Epoch 30)acc (%): 93.42
362
+ 2024-05-28 23:00:26,927 - INFO -
363
+ Epoch 31
364
+ 2024-05-28 23:02:36,546 - INFO - [51200/436063] Loss : 0.4414
365
+ 2024-05-28 23:04:43,271 - INFO - [102400/436063] Loss : 0.4431
366
+ 2024-05-28 23:06:49,716 - INFO - [153600/436063] Loss : 0.4447
367
+ 2024-05-28 23:08:56,538 - INFO - [204800/436063] Loss : 0.4456
368
+ 2024-05-28 23:11:02,540 - INFO - [256000/436063] Loss : 0.4463
369
+ 2024-05-28 23:11:16,775 - INFO - [262144/436063] Loss : 0.4464
370
+ 2024-05-28 23:12:16,332 - INFO - Test loss : 0.2031
371
+ 2024-05-28 23:12:16,332 - INFO -
372
+ Epoch 32
373
+ 2024-05-28 23:14:27,159 - INFO - [51200/436063] Loss : 0.4390
374
+ 2024-05-28 23:16:33,844 - INFO - [102400/436063] Loss : 0.4415
375
+ 2024-05-28 23:18:41,165 - INFO - [153600/436063] Loss : 0.4424
376
+ 2024-05-28 23:20:47,835 - INFO - [204800/436063] Loss : 0.4431
377
+ 2024-05-28 23:23:02,468 - INFO - [256000/436063] Loss : 0.4444
378
+ 2024-05-28 23:23:18,055 - INFO - [262144/436063] Loss : 0.4445
379
+ 2024-05-28 23:24:23,833 - INFO - Test loss : 0.1987
380
+ 2024-05-28 23:24:23,834 - INFO -
381
+ Epoch 33
382
+ 2024-05-28 23:26:46,084 - INFO - [51200/436063] Loss : 0.4407
383
+ 2024-05-28 23:29:08,176 - INFO - [102400/436063] Loss : 0.4410
384
+ 2024-05-28 23:31:39,664 - INFO - [153600/436063] Loss : 0.4415
385
+ 2024-05-28 23:34:11,314 - INFO - [204800/436063] Loss : 0.4422
386
+ 2024-05-28 23:36:42,935 - INFO - [256000/436063] Loss : 0.4428
387
+ 2024-05-28 23:37:00,011 - INFO - [262144/436063] Loss : 0.4428
388
+ 2024-05-28 23:38:11,646 - INFO - Test loss : 0.2024
389
+ 2024-05-28 23:38:11,646 - INFO -
390
+ Epoch 34
391
+ 2024-05-28 23:40:46,492 - INFO - [51200/436063] Loss : 0.4381
392
+ 2024-05-28 23:43:18,771 - INFO - [102400/436063] Loss : 0.4388
393
+ 2024-05-28 23:45:51,082 - INFO - [153600/436063] Loss : 0.4393
394
+ 2024-05-28 23:48:22,959 - INFO - [204800/436063] Loss : 0.4401
395
+ 2024-05-28 23:50:54,439 - INFO - [256000/436063] Loss : 0.4411
396
+ 2024-05-28 23:51:11,502 - INFO - [262144/436063] Loss : 0.4412
397
+ 2024-05-28 23:52:23,147 - INFO - Test loss : 0.1967
398
+ 2024-05-28 23:52:23,147 - INFO -
399
+ Epoch 35
400
+ 2024-05-28 23:54:57,906 - INFO - [51200/436063] Loss : 0.4360
401
+ 2024-05-28 23:57:30,138 - INFO - [102400/436063] Loss : 0.4379
402
+ 2024-05-28 23:59:38,342 - INFO - [153600/436063] Loss : 0.4383
403
+ 2024-05-29 00:01:44,921 - INFO - [204800/436063] Loss : 0.4388
404
+ 2024-05-29 00:03:51,518 - INFO - [256000/436063] Loss : 0.4395
405
+ 2024-05-29 00:04:05,800 - INFO - [262144/436063] Loss : 0.4396
406
+ 2024-05-29 00:05:05,814 - INFO - Test loss : 0.1983
407
+ 2024-05-29 00:05:05,814 - INFO -
408
+ Epoch 36
409
+ 2024-05-29 00:07:15,303 - INFO - [51200/436063] Loss : 0.4349
410
+ 2024-05-29 00:09:17,244 - INFO - [102400/436063] Loss : 0.4359
411
+ 2024-05-29 00:11:11,782 - INFO - [153600/436063] Loss : 0.4367
412
+ 2024-05-29 00:13:06,874 - INFO - [204800/436063] Loss : 0.4375
413
+ 2024-05-29 00:15:00,835 - INFO - [256000/436063] Loss : 0.4382
414
+ 2024-05-29 00:15:13,684 - INFO - [262144/436063] Loss : 0.4384
415
+ 2024-05-29 00:16:07,541 - INFO - Test loss : 0.2034
416
+ 2024-05-29 00:16:07,541 - INFO -
417
+ Epoch 37
418
+ 2024-05-29 00:18:04,338 - INFO - [51200/436063] Loss : 0.4326
419
+ 2024-05-29 00:19:58,317 - INFO - [102400/436063] Loss : 0.4342
420
+ 2024-05-29 00:21:52,413 - INFO - [153600/436063] Loss : 0.4354
421
+ 2024-05-29 00:23:46,402 - INFO - [204800/436063] Loss : 0.4364
422
+ 2024-05-29 00:25:40,577 - INFO - [256000/436063] Loss : 0.4374
423
+ 2024-05-29 00:25:53,403 - INFO - [262144/436063] Loss : 0.4374
424
+ 2024-05-29 00:26:47,139 - INFO - Test loss : 0.2056
425
+ 2024-05-29 00:26:47,139 - INFO -
426
+ Epoch 38
427
+ 2024-05-29 00:28:43,747 - INFO - [51200/436063] Loss : 0.4310
428
+ 2024-05-29 00:30:37,795 - INFO - [102400/436063] Loss : 0.4337
429
+ 2024-05-29 00:32:32,374 - INFO - [153600/436063] Loss : 0.4343
430
+ 2024-05-29 00:34:27,572 - INFO - [204800/436063] Loss : 0.4351
431
+ 2024-05-29 00:36:23,418 - INFO - [256000/436063] Loss : 0.4356
432
+ 2024-05-29 00:36:36,263 - INFO - [262144/436063] Loss : 0.4357
433
+ 2024-05-29 00:37:30,048 - INFO - Test loss : 0.2077
434
+ 2024-05-29 00:37:30,048 - INFO -
435
+ Epoch 39
436
+ 2024-05-29 00:39:26,907 - INFO - [51200/436063] Loss : 0.4314
437
+ 2024-05-29 00:41:20,860 - INFO - [102400/436063] Loss : 0.4323
438
+ 2024-05-29 00:43:14,925 - INFO - [153600/436063] Loss : 0.4329
439
+ 2024-05-29 00:45:09,179 - INFO - [204800/436063] Loss : 0.4335
440
+ 2024-05-29 00:46:58,727 - INFO - [256000/436063] Loss : 0.4337
441
+ 2024-05-29 00:47:11,837 - INFO - [262144/436063] Loss : 0.4338
442
+ 2024-05-29 00:48:06,542 - INFO - Test loss : 0.2013
443
+ 2024-05-29 00:48:06,542 - INFO -
444
+ Epoch 40
445
+ 2024-05-29 00:50:03,768 - INFO - [51200/436063] Loss : 0.4306
446
+ 2024-05-29 00:51:58,096 - INFO - [102400/436063] Loss : 0.4314
447
+ 2024-05-29 00:53:51,881 - INFO - [153600/436063] Loss : 0.4322
448
+ 2024-05-29 00:55:41,954 - INFO - [204800/436063] Loss : 0.4330
449
+ 2024-05-29 00:57:37,485 - INFO - [256000/436063] Loss : 0.4331
450
+ 2024-05-29 00:57:50,316 - INFO - [262144/436063] Loss : 0.4331
451
+ 2024-05-29 00:58:44,723 - INFO - Test loss : 0.2066
452
+ 2024-05-29 00:58:45,754 - INFO - (24343,)
453
+ 2024-05-29 00:59:09,337 - INFO - Split ID: 0
454
+ 2024-05-29 00:59:09,347 - INFO - Top 1 LocEnc (Epoch 40)acc (%): 0.53
455
+ 2024-05-29 00:59:09,348 - INFO - Top 3 LocEnc (Epoch 40)acc (%): 1.58
456
+ 2024-05-29 00:59:09,349 - INFO - Top 5 LocEnc (Epoch 40)acc (%): 2.59
457
+ 2024-05-29 00:59:09,350 - INFO - Top 10 LocEnc (Epoch 40)acc (%): 4.91
458
+ 2024-05-29 00:59:09,467 - INFO -
459
+ No prior
460
+ 2024-05-29 00:59:09,714 - INFO - (24426,)
461
+ 2024-05-29 00:59:21,339 - INFO - Split ID: 0
462
+ 2024-05-29 00:59:21,340 - INFO - Top 1 (Epoch 40)acc (%): 60.2
463
+ 2024-05-29 00:59:21,340 - INFO - Top 3 (Epoch 40)acc (%): 77.9
464
+ 2024-05-29 00:59:21,340 - INFO - Top 5 (Epoch 40)acc (%): 83.29
465
+ 2024-05-29 00:59:21,340 - INFO - Top 10 (Epoch 40)acc (%): 88.5
466
+ 2024-05-29 01:00:16,422 - INFO - Split ID: 0
467
+ 2024-05-29 01:00:16,422 - INFO - Top 1 (Epoch 40)acc (%): 71.66
468
+ 2024-05-29 01:00:16,422 - INFO - Top 3 (Epoch 40)acc (%): 86.71
469
+ 2024-05-29 01:00:16,422 - INFO - Top 5 (Epoch 40)acc (%): 90.19
470
+ 2024-05-29 01:00:16,422 - INFO - Top 10 (Epoch 40)acc (%): 93.5
471
+ 2024-05-29 01:01:11,004 - INFO - Split ID: 0
472
+ 2024-05-29 01:01:11,005 - INFO - Top 1 (Epoch 40)acc (%): 71.66
473
+ 2024-05-29 01:01:11,005 - INFO - for optuna top1: 71.66
474
+ 2024-05-29 01:01:11,005 - INFO - Top 3 (Epoch 40)acc (%): 86.71
475
+ 2024-05-29 01:01:11,005 - INFO - Top 5 (Epoch 40)acc (%): 90.19
476
+ 2024-05-29 01:01:11,005 - INFO - Top 10 (Epoch 40)acc (%): 93.5
477
+ 2024-05-29 01:01:11,019 - INFO -
478
+ Epoch 41
479
+ 2024-05-29 01:03:07,806 - INFO - [51200/436063] Loss : 0.4266
480
+ 2024-05-29 01:05:02,019 - INFO - [102400/436063] Loss : 0.4294
481
+ 2024-05-29 01:06:56,066 - INFO - [153600/436063] Loss : 0.4302
482
+ 2024-05-29 01:08:49,842 - INFO - [204800/436063] Loss : 0.4309
483
+ 2024-05-29 01:10:43,867 - INFO - [256000/436063] Loss : 0.4317
484
+ 2024-05-29 01:10:56,700 - INFO - [262144/436063] Loss : 0.4319
485
+ 2024-05-29 01:11:50,547 - INFO - Test loss : 0.2070
486
+ 2024-05-29 01:11:50,547 - INFO -
487
+ Epoch 42
488
+ 2024-05-29 01:13:47,023 - INFO - [51200/436063] Loss : 0.4280
489
+ 2024-05-29 01:15:41,144 - INFO - [102400/436063] Loss : 0.4289
490
+ 2024-05-29 01:17:35,319 - INFO - [153600/436063] Loss : 0.4294
491
+ 2024-05-29 01:19:29,370 - INFO - [204800/436063] Loss : 0.4302
492
+ 2024-05-29 01:21:23,413 - INFO - [256000/436063] Loss : 0.4309
493
+ 2024-05-29 01:21:36,260 - INFO - [262144/436063] Loss : 0.4310
494
+ 2024-05-29 01:22:30,637 - INFO - Test loss : 0.2078
495
+ 2024-05-29 01:22:30,637 - INFO -
496
+ Epoch 43
497
+ 2024-05-29 01:24:28,129 - INFO - [51200/436063] Loss : 0.4269
498
+ 2024-05-29 01:26:22,451 - INFO - [102400/436063] Loss : 0.4275
499
+ 2024-05-29 01:28:16,397 - INFO - [153600/436063] Loss : 0.4282
500
+ 2024-05-29 01:30:10,456 - INFO - [204800/436063] Loss : 0.4286
501
+ 2024-05-29 01:32:04,580 - INFO - [256000/436063] Loss : 0.4290
502
+ 2024-05-29 01:32:17,410 - INFO - [262144/436063] Loss : 0.4292
503
+ 2024-05-29 01:33:11,113 - INFO - Test loss : 0.2020
504
+ 2024-05-29 01:33:11,113 - INFO -
505
+ Epoch 44
506
+ 2024-05-29 01:35:07,385 - INFO - [51200/436063] Loss : 0.4267
507
+ 2024-05-29 01:37:01,771 - INFO - [102400/436063] Loss : 0.4258
508
+ 2024-05-29 01:38:56,064 - INFO - [153600/436063] Loss : 0.4264
509
+ 2024-05-29 01:40:50,178 - INFO - [204800/436063] Loss : 0.4275
510
+ 2024-05-29 01:42:44,280 - INFO - [256000/436063] Loss : 0.4286
511
+ 2024-05-29 01:42:57,092 - INFO - [262144/436063] Loss : 0.4288
512
+ 2024-05-29 01:43:50,700 - INFO - Test loss : 0.1983
513
+ 2024-05-29 01:43:50,700 - INFO -
514
+ Epoch 45
515
+ 2024-05-29 01:45:47,523 - INFO - [51200/436063] Loss : 0.4224
516
+ 2024-05-29 01:47:43,087 - INFO - [102400/436063] Loss : 0.4244
517
+ 2024-05-29 01:49:37,183 - INFO - [153600/436063] Loss : 0.4256
518
+ 2024-05-29 01:51:30,966 - INFO - [204800/436063] Loss : 0.4263
519
+ 2024-05-29 01:53:25,084 - INFO - [256000/436063] Loss : 0.4269
520
+ 2024-05-29 01:53:37,905 - INFO - [262144/436063] Loss : 0.4269
521
+ 2024-05-29 01:54:31,649 - INFO - Test loss : 0.2092
522
+ 2024-05-29 01:54:31,650 - INFO -
523
+ Epoch 46
524
+ 2024-05-29 01:56:28,532 - INFO - [51200/436063] Loss : 0.4233
525
+ 2024-05-29 01:58:22,713 - INFO - [102400/436063] Loss : 0.4249
526
+ 2024-05-29 02:00:16,657 - INFO - [153600/436063] Loss : 0.4261
527
+ 2024-05-29 02:02:10,466 - INFO - [204800/436063] Loss : 0.4273
528
+ 2024-05-29 02:04:04,574 - INFO - [256000/436063] Loss : 0.4274
529
+ 2024-05-29 02:04:17,456 - INFO - [262144/436063] Loss : 0.4275
530
+ 2024-05-29 02:05:11,249 - INFO - Test loss : 0.2170
531
+ 2024-05-29 02:05:11,249 - INFO -
532
+ Epoch 47
533
+ 2024-05-29 02:07:08,143 - INFO - [51200/436063] Loss : 0.4234
534
+ 2024-05-29 02:09:02,257 - INFO - [102400/436063] Loss : 0.4246
535
+ 2024-05-29 02:10:57,844 - INFO - [153600/436063] Loss : 0.4247
536
+ 2024-05-29 02:12:51,892 - INFO - [204800/436063] Loss : 0.4257
537
+ 2024-05-29 02:14:45,600 - INFO - [256000/436063] Loss : 0.4263
538
+ 2024-05-29 02:14:58,436 - INFO - [262144/436063] Loss : 0.4264
539
+ 2024-05-29 02:15:52,231 - INFO - Test loss : 0.2090
540
+ 2024-05-29 02:15:52,231 - INFO -
541
+ Epoch 48
542
+ 2024-05-29 02:17:48,906 - INFO - [51200/436063] Loss : 0.4214
543
+ 2024-05-29 02:19:43,014 - INFO - [102400/436063] Loss : 0.4224
544
+ 2024-05-29 02:21:37,123 - INFO - [153600/436063] Loss : 0.4231
545
+ 2024-05-29 02:23:31,271 - INFO - [204800/436063] Loss : 0.4238
546
+ 2024-05-29 02:25:25,265 - INFO - [256000/436063] Loss : 0.4246
547
+ 2024-05-29 02:25:38,112 - INFO - [262144/436063] Loss : 0.4248
548
+ 2024-05-29 02:26:31,897 - INFO - Test loss : 0.2139
549
+ 2024-05-29 02:26:31,897 - INFO -
550
+ Epoch 49
551
+ 2024-05-29 02:28:28,323 - INFO - [51200/436063] Loss : 0.4194
552
+ 2024-05-29 02:30:22,452 - INFO - [102400/436063] Loss : 0.4211
553
+ 2024-05-29 02:32:16,598 - INFO - [153600/436063] Loss : 0.4225
554
+ 2024-05-29 02:34:11,449 - INFO - [204800/436063] Loss : 0.4235
555
+ 2024-05-29 02:36:02,030 - INFO - [256000/436063] Loss : 0.4245
556
+ 2024-05-29 02:36:15,076 - INFO - [262144/436063] Loss : 0.4244
557
+ 2024-05-29 02:37:09,927 - INFO - Test loss : 0.2118
558
+ 2024-05-29 02:37:09,928 - INFO -
559
+ Epoch 50
560
+ 2024-05-29 02:39:06,706 - INFO - [51200/436063] Loss : 0.4212
561
+ 2024-05-29 02:41:00,863 - INFO - [102400/436063] Loss : 0.4221
562
+ 2024-05-29 02:42:55,033 - INFO - [153600/436063] Loss : 0.4229
563
+ 2024-05-29 02:44:45,525 - INFO - [204800/436063] Loss : 0.4231
564
+ 2024-05-29 02:46:40,763 - INFO - [256000/436063] Loss : 0.4234
565
+ 2024-05-29 02:46:53,608 - INFO - [262144/436063] Loss : 0.4234
566
+ 2024-05-29 02:47:47,392 - INFO - Test loss : 0.2089
567
+ 2024-05-29 02:47:48,549 - INFO - (24343,)
568
+ 2024-05-29 02:48:12,878 - INFO - Split ID: 0
569
+ 2024-05-29 02:48:12,890 - INFO - Top 1 LocEnc (Epoch 50)acc (%): 0.55
570
+ 2024-05-29 02:48:12,891 - INFO - Top 3 LocEnc (Epoch 50)acc (%): 1.68
571
+ 2024-05-29 02:48:12,892 - INFO - Top 5 LocEnc (Epoch 50)acc (%): 2.76
572
+ 2024-05-29 02:48:12,893 - INFO - Top 10 LocEnc (Epoch 50)acc (%): 5.16
573
+ 2024-05-29 02:48:13,015 - INFO -
574
+ No prior
575
+ 2024-05-29 02:48:13,274 - INFO - (24426,)
576
+ 2024-05-29 02:48:25,251 - INFO - Split ID: 0
577
+ 2024-05-29 02:48:25,252 - INFO - Top 1 (Epoch 50)acc (%): 60.2
578
+ 2024-05-29 02:48:25,252 - INFO - Top 3 (Epoch 50)acc (%): 77.9
579
+ 2024-05-29 02:48:25,252 - INFO - Top 5 (Epoch 50)acc (%): 83.29
580
+ 2024-05-29 02:48:25,252 - INFO - Top 10 (Epoch 50)acc (%): 88.5
581
+ 2024-05-29 02:49:19,948 - INFO - Split ID: 0
582
+ 2024-05-29 02:49:19,949 - INFO - Top 1 (Epoch 50)acc (%): 71.7
583
+ 2024-05-29 02:49:19,949 - INFO - Top 3 (Epoch 50)acc (%): 86.79
584
+ 2024-05-29 02:49:19,949 - INFO - Top 5 (Epoch 50)acc (%): 90.3
585
+ 2024-05-29 02:49:19,949 - INFO - Top 10 (Epoch 50)acc (%): 93.49
586
+ 2024-05-29 02:50:14,581 - INFO - Split ID: 0
587
+ 2024-05-29 02:50:14,581 - INFO - Top 1 (Epoch 50)acc (%): 71.7
588
+ 2024-05-29 02:50:14,581 - INFO - for optuna top1: 71.7
589
+ 2024-05-29 02:50:14,581 - INFO - Top 3 (Epoch 50)acc (%): 86.79
590
+ 2024-05-29 02:50:14,581 - INFO - Top 5 (Epoch 50)acc (%): 90.3
591
+ 2024-05-29 02:50:14,581 - INFO - Top 10 (Epoch 50)acc (%): 93.49
592
+ 2024-05-29 02:50:14,594 - INFO -
593
+ Epoch 51
594
+ 2024-05-29 02:52:11,835 - INFO - [51200/436063] Loss : 0.4184
595
+ 2024-05-29 02:54:06,395 - INFO - [102400/436063] Loss : 0.4192
596
+ 2024-05-29 02:56:01,193 - INFO - [153600/436063] Loss : 0.4205
597
+ 2024-05-29 02:57:56,904 - INFO - [204800/436063] Loss : 0.4214
598
+ 2024-05-29 02:59:51,988 - INFO - [256000/436063] Loss : 0.4222
599
+ 2024-05-29 03:00:04,881 - INFO - [262144/436063] Loss : 0.4221
600
+ 2024-05-29 03:00:59,122 - INFO - Test loss : 0.2158
601
+ 2024-05-29 03:00:59,126 - INFO -
602
+ Epoch 52
603
+ 2024-05-29 03:02:56,524 - INFO - [51200/436063] Loss : 0.4174
604
+ 2024-05-29 03:04:51,115 - INFO - [102400/436063] Loss : 0.4183
605
+ 2024-05-29 03:06:45,490 - INFO - [153600/436063] Loss : 0.4195
606
+ 2024-05-29 03:08:39,933 - INFO - [204800/436063] Loss : 0.4206
607
+ 2024-05-29 03:10:34,668 - INFO - [256000/436063] Loss : 0.4210
608
+ 2024-05-29 03:10:47,610 - INFO - [262144/436063] Loss : 0.4211
609
+ 2024-05-29 03:11:41,695 - INFO - Test loss : 0.2074
610
+ 2024-05-29 03:11:41,695 - INFO -
611
+ Epoch 53
612
+ 2024-05-29 03:13:39,043 - INFO - [51200/436063] Loss : 0.4159
613
+ 2024-05-29 03:15:33,856 - INFO - [102400/436063] Loss : 0.4172
614
+ 2024-05-29 03:17:28,679 - INFO - [153600/436063] Loss : 0.4187
615
+ 2024-05-29 03:19:23,916 - INFO - [204800/436063] Loss : 0.4194
616
+ 2024-05-29 03:21:17,354 - INFO - [256000/436063] Loss : 0.4199
617
+ 2024-05-29 03:21:30,359 - INFO - [262144/436063] Loss : 0.4200
618
+ 2024-05-29 03:22:24,329 - INFO - Test loss : 0.2157
619
+ 2024-05-29 03:22:24,329 - INFO -
620
+ Epoch 54
621
+ 2024-05-29 03:24:21,547 - INFO - [51200/436063] Loss : 0.4148
622
+ 2024-05-29 03:26:16,416 - INFO - [102400/436063] Loss : 0.4173
623
+ 2024-05-29 03:28:10,973 - INFO - [153600/436063] Loss : 0.4179
624
+ 2024-05-29 03:30:05,415 - INFO - [204800/436063] Loss : 0.4190
625
+ 2024-05-29 03:31:59,926 - INFO - [256000/436063] Loss : 0.4199
626
+ 2024-05-29 03:32:12,848 - INFO - [262144/436063] Loss : 0.4200
627
+ 2024-05-29 03:33:06,810 - INFO - Test loss : 0.2093
628
+ 2024-05-29 03:33:06,811 - INFO -
629
+ Epoch 55
630
+ 2024-05-29 03:35:03,771 - INFO - [51200/436063] Loss : 0.4165
631
+ 2024-05-29 03:36:58,504 - INFO - [102400/436063] Loss : 0.4175
632
+ 2024-05-29 03:38:53,153 - INFO - [153600/436063] Loss : 0.4179
633
+ 2024-05-29 03:40:47,633 - INFO - [204800/436063] Loss : 0.4185
634
+ 2024-05-29 03:42:42,584 - INFO - [256000/436063] Loss : 0.4191
635
+ 2024-05-29 03:42:55,493 - INFO - [262144/436063] Loss : 0.4191
636
+ 2024-05-29 03:43:49,681 - INFO - Test loss : 0.2146
637
+ 2024-05-29 03:43:49,681 - INFO -
638
+ Epoch 56
639
+ 2024-05-29 03:45:47,618 - INFO - [51200/436063] Loss : 0.4142
640
+ 2024-05-29 03:47:42,996 - INFO - [102400/436063] Loss : 0.4163
641
+ 2024-05-29 03:49:37,552 - INFO - [153600/436063] Loss : 0.4170
642
+ 2024-05-29 03:51:31,833 - INFO - [204800/436063] Loss : 0.4180
643
+ 2024-05-29 03:53:26,699 - INFO - [256000/436063] Loss : 0.4185
644
+ 2024-05-29 03:53:39,555 - INFO - [262144/436063] Loss : 0.4184
645
+ 2024-05-29 03:54:33,622 - INFO - Test loss : 0.2207
646
+ 2024-05-29 03:54:33,622 - INFO -
647
+ Epoch 57
648
+ 2024-05-29 03:56:30,868 - INFO - [51200/436063] Loss : 0.4148
649
+ 2024-05-29 03:58:25,547 - INFO - [102400/436063] Loss : 0.4157
650
+ 2024-05-29 04:00:19,688 - INFO - [153600/436063] Loss : 0.4169
651
+ 2024-05-29 04:02:14,043 - INFO - [204800/436063] Loss : 0.4172
652
+ 2024-05-29 04:04:08,665 - INFO - [256000/436063] Loss : 0.4179
653
+ 2024-05-29 04:04:21,556 - INFO - [262144/436063] Loss : 0.4180
654
+ 2024-05-29 04:05:15,743 - INFO - Test loss : 0.2178
655
+ 2024-05-29 04:05:15,744 - INFO -
656
+ Epoch 58
657
+ 2024-05-29 04:07:12,958 - INFO - [51200/436063] Loss : 0.4145
658
+ 2024-05-29 04:09:07,834 - INFO - [102400/436063] Loss : 0.4150
659
+ 2024-05-29 04:11:04,066 - INFO - [153600/436063] Loss : 0.4162
660
+ 2024-05-29 04:12:58,760 - INFO - [204800/436063] Loss : 0.4166
661
+ 2024-05-29 04:14:53,532 - INFO - [256000/436063] Loss : 0.4176
662
+ 2024-05-29 04:15:06,573 - INFO - [262144/436063] Loss : 0.4177
663
+ 2024-05-29 04:16:01,267 - INFO - Test loss : 0.2158
664
+ 2024-05-29 04:16:01,267 - INFO -
665
+ Epoch 59
666
+ 2024-05-29 04:17:59,367 - INFO - [51200/436063] Loss : 0.4130
667
+ 2024-05-29 04:19:44,445 - INFO - [102400/436063] Loss : 0.4146
668
+ 2024-05-29 04:21:26,492 - INFO - [153600/436063] Loss : 0.4156
669
+ 2024-05-29 04:23:08,498 - INFO - [204800/436063] Loss : 0.4158
670
+ 2024-05-29 04:24:45,392 - INFO - [256000/436063] Loss : 0.4166
671
+ 2024-05-29 04:24:57,100 - INFO - [262144/436063] Loss : 0.4166
672
+ 2024-05-29 04:25:46,016 - INFO - Test loss : 0.2120
673
+ 2024-05-29 04:25:46,017 - INFO -
674
+ Epoch 60
675
+ 2024-05-29 04:27:30,394 - INFO - [51200/436063] Loss : 0.4125
676
+ 2024-05-29 04:29:12,519 - INFO - [102400/436063] Loss : 0.4137
677
+ 2024-05-29 04:30:54,355 - INFO - [153600/436063] Loss : 0.4143
678
+ 2024-05-29 04:32:33,693 - INFO - [204800/436063] Loss : 0.4155
679
+ 2024-05-29 04:34:17,231 - INFO - [256000/436063] Loss : 0.4158
680
+ 2024-05-29 04:34:28,732 - INFO - [262144/436063] Loss : 0.4158
681
+ 2024-05-29 04:35:16,926 - INFO - Test loss : 0.2240
682
+ 2024-05-29 04:35:18,018 - INFO - (24343,)
683
+ 2024-05-29 04:35:42,100 - INFO - Split ID: 0
684
+ 2024-05-29 04:35:42,112 - INFO - Top 1 LocEnc (Epoch 60)acc (%): 0.6
685
+ 2024-05-29 04:35:42,113 - INFO - Top 3 LocEnc (Epoch 60)acc (%): 1.75
686
+ 2024-05-29 04:35:42,114 - INFO - Top 5 LocEnc (Epoch 60)acc (%): 2.76
687
+ 2024-05-29 04:35:42,115 - INFO - Top 10 LocEnc (Epoch 60)acc (%): 5.35
688
+ 2024-05-29 04:35:42,228 - INFO -
689
+ No prior
690
+ 2024-05-29 04:35:42,503 - INFO - (24426,)
691
+ 2024-05-29 04:35:54,276 - INFO - Split ID: 0
692
+ 2024-05-29 04:35:54,276 - INFO - Top 1 (Epoch 60)acc (%): 60.2
693
+ 2024-05-29 04:35:54,277 - INFO - Top 3 (Epoch 60)acc (%): 77.9
694
+ 2024-05-29 04:35:54,277 - INFO - Top 5 (Epoch 60)acc (%): 83.29
695
+ 2024-05-29 04:35:54,277 - INFO - Top 10 (Epoch 60)acc (%): 88.5
696
+ 2024-05-29 04:36:43,503 - INFO - Split ID: 0
697
+ 2024-05-29 04:36:43,503 - INFO - Top 1 (Epoch 60)acc (%): 71.85
698
+ 2024-05-29 04:36:43,503 - INFO - Top 3 (Epoch 60)acc (%): 86.82
699
+ 2024-05-29 04:36:43,503 - INFO - Top 5 (Epoch 60)acc (%): 90.34
700
+ 2024-05-29 04:36:43,503 - INFO - Top 10 (Epoch 60)acc (%): 93.54
701
+ 2024-05-29 04:37:32,651 - INFO - Split ID: 0
702
+ 2024-05-29 04:37:32,652 - INFO - Top 1 (Epoch 60)acc (%): 71.85
703
+ 2024-05-29 04:37:32,652 - INFO - for optuna top1: 71.85
704
+ 2024-05-29 04:37:32,652 - INFO - Top 3 (Epoch 60)acc (%): 86.82
705
+ 2024-05-29 04:37:32,652 - INFO - Top 5 (Epoch 60)acc (%): 90.34
706
+ 2024-05-29 04:37:32,652 - INFO - Top 10 (Epoch 60)acc (%): 93.54
707
+ 2024-05-29 04:37:32,661 - INFO -
708
+ Epoch 61
709
+ 2024-05-29 04:39:16,965 - INFO - [51200/436063] Loss : 0.4123
710
+ 2024-05-29 04:40:59,058 - INFO - [102400/436063] Loss : 0.4134
711
+ 2024-05-29 04:42:40,970 - INFO - [153600/436063] Loss : 0.4136
712
+ 2024-05-29 04:44:22,864 - INFO - [204800/436063] Loss : 0.4145
713
+ 2024-05-29 04:46:04,842 - INFO - [256000/436063] Loss : 0.4151
714
+ 2024-05-29 04:46:16,406 - INFO - [262144/436063] Loss : 0.4153
715
+ 2024-05-29 04:47:04,656 - INFO - Test loss : 0.2203
716
+ 2024-05-29 04:47:04,656 - INFO -
717
+ Epoch 62
718
+ 2024-05-29 04:48:48,944 - INFO - [51200/436063] Loss : 0.4130
719
+ 2024-05-29 04:50:30,732 - INFO - [102400/436063] Loss : 0.4145
720
+ 2024-05-29 04:52:12,879 - INFO - [153600/436063] Loss : 0.4143
721
+ 2024-05-29 04:53:56,168 - INFO - [204800/436063] Loss : 0.4147
722
+ 2024-05-29 04:55:38,568 - INFO - [256000/436063] Loss : 0.4149
723
+ 2024-05-29 04:55:50,109 - INFO - [262144/436063] Loss : 0.4150
724
+ 2024-05-29 04:56:37,863 - INFO - Test loss : 0.2182
725
+ 2024-05-29 04:56:37,864 - INFO -
726
+ Epoch 63
727
+ 2024-05-29 04:58:22,355 - INFO - [51200/436063] Loss : 0.4110
728
+ 2024-05-29 05:00:04,058 - INFO - [102400/436063] Loss : 0.4121
729
+ 2024-05-29 05:01:45,799 - INFO - [153600/436063] Loss : 0.4126
730
+ 2024-05-29 05:03:27,625 - INFO - [204800/436063] Loss : 0.4137
731
+ 2024-05-29 05:05:09,442 - INFO - [256000/436063] Loss : 0.4146
732
+ 2024-05-29 05:05:20,992 - INFO - [262144/436063] Loss : 0.4146
733
+ 2024-05-29 05:06:09,053 - INFO - Test loss : 0.2189
734
+ 2024-05-29 05:06:09,054 - INFO -
735
+ Epoch 64
736
+ 2024-05-29 05:07:53,312 - INFO - [51200/436063] Loss : 0.4108
737
+ 2024-05-29 05:09:35,312 - INFO - [102400/436063] Loss : 0.4118
738
+ 2024-05-29 05:11:17,137 - INFO - [153600/436063] Loss : 0.4130
739
+ 2024-05-29 05:12:58,852 - INFO - [204800/436063] Loss : 0.4134
740
+ 2024-05-29 05:14:41,350 - INFO - [256000/436063] Loss : 0.4138
741
+ 2024-05-29 05:14:53,042 - INFO - [262144/436063] Loss : 0.4139
742
+ 2024-05-29 05:15:42,244 - INFO - Test loss : 0.2143
743
+ 2024-05-29 05:15:42,245 - INFO -
744
+ Epoch 65
745
+ 2024-05-29 05:17:26,446 - INFO - [51200/436063] Loss : 0.4124
746
+ 2024-05-29 05:19:08,345 - INFO - [102400/436063] Loss : 0.4109
747
+ 2024-05-29 05:20:50,166 - INFO - [153600/436063] Loss : 0.4110
748
+ 2024-05-29 05:22:32,174 - INFO - [204800/436063] Loss : 0.4123
749
+ 2024-05-29 05:24:13,847 - INFO - [256000/436063] Loss : 0.4128
750
+ 2024-05-29 05:24:25,305 - INFO - [262144/436063] Loss : 0.4128
751
+ 2024-05-29 05:25:13,232 - INFO - Test loss : 0.2217
752
+ 2024-05-29 05:25:13,232 - INFO -
753
+ Epoch 66
754
+ 2024-05-29 05:26:57,066 - INFO - [51200/436063] Loss : 0.4104
755
+ 2024-05-29 05:28:39,170 - INFO - [102400/436063] Loss : 0.4095
756
+ 2024-05-29 05:30:20,989 - INFO - [153600/436063] Loss : 0.4103
757
+ 2024-05-29 05:32:02,957 - INFO - [204800/436063] Loss : 0.4114
758
+ 2024-05-29 05:33:45,012 - INFO - [256000/436063] Loss : 0.4120
759
+ 2024-05-29 05:33:56,480 - INFO - [262144/436063] Loss : 0.4120
760
+ 2024-05-29 05:34:44,448 - INFO - Test loss : 0.2182
761
+ 2024-05-29 05:34:44,448 - INFO -
762
+ Epoch 67
763
+ 2024-05-29 05:36:29,503 - INFO - [51200/436063] Loss : 0.4093
764
+ 2024-05-29 05:38:12,273 - INFO - [102400/436063] Loss : 0.4106
765
+ 2024-05-29 05:39:53,999 - INFO - [153600/436063] Loss : 0.4111
766
+ 2024-05-29 05:41:29,513 - INFO - [204800/436063] Loss : 0.4112
767
+ 2024-05-29 05:42:58,964 - INFO - [256000/436063] Loss : 0.4120
768
+ 2024-05-29 05:43:09,028 - INFO - [262144/436063] Loss : 0.4119
769
+ 2024-05-29 05:43:51,035 - INFO - Test loss : 0.2244
770
+ 2024-05-29 05:43:51,036 - INFO -
771
+ Epoch 68
772
+ 2024-05-29 05:45:22,182 - INFO - [51200/436063] Loss : 0.4109
773
+ 2024-05-29 05:46:51,383 - INFO - [102400/436063] Loss : 0.4107
774
+ 2024-05-29 05:48:20,335 - INFO - [153600/436063] Loss : 0.4104
775
+ 2024-05-29 05:49:49,483 - INFO - [204800/436063] Loss : 0.4111
776
+ 2024-05-29 05:51:18,889 - INFO - [256000/436063] Loss : 0.4118
777
+ 2024-05-29 05:51:28,977 - INFO - [262144/436063] Loss : 0.4119
778
+ 2024-05-29 05:52:10,981 - INFO - Test loss : 0.2188
779
+ 2024-05-29 05:52:10,981 - INFO -
780
+ Epoch 69
781
+ 2024-05-29 05:53:42,114 - INFO - [51200/436063] Loss : 0.4084
782
+ 2024-05-29 05:55:11,687 - INFO - [102400/436063] Loss : 0.4110
783
+ 2024-05-29 05:56:42,466 - INFO - [153600/436063] Loss : 0.4110
784
+ 2024-05-29 05:58:11,477 - INFO - [204800/436063] Loss : 0.4110
785
+ 2024-05-29 05:59:35,249 - INFO - [256000/436063] Loss : 0.4111
786
+ 2024-05-29 05:59:45,444 - INFO - [262144/436063] Loss : 0.4112
787
+ 2024-05-29 06:00:28,404 - INFO - Test loss : 0.2189
788
+ 2024-05-29 06:00:28,404 - INFO -
789
+ Epoch 70
790
+ 2024-05-29 06:01:59,400 - INFO - [51200/436063] Loss : 0.4087
791
+ 2024-05-29 06:03:28,695 - INFO - [102400/436063] Loss : 0.4093
792
+ 2024-05-29 06:04:57,710 - INFO - [153600/436063] Loss : 0.4099
793
+ 2024-05-29 06:06:22,670 - INFO - [204800/436063] Loss : 0.4101
794
+ 2024-05-29 06:07:52,509 - INFO - [256000/436063] Loss : 0.4103
795
+ 2024-05-29 06:08:02,519 - INFO - [262144/436063] Loss : 0.4103
796
+ 2024-05-29 06:08:44,285 - INFO - Test loss : 0.2204
797
+ 2024-05-29 06:08:45,177 - INFO - (24343,)
798
+ 2024-05-29 06:09:07,984 - INFO - Split ID: 0
799
+ 2024-05-29 06:09:07,998 - INFO - Top 1 LocEnc (Epoch 70)acc (%): 0.58
800
+ 2024-05-29 06:09:07,999 - INFO - Top 3 LocEnc (Epoch 70)acc (%): 1.84
801
+ 2024-05-29 06:09:08,001 - INFO - Top 5 LocEnc (Epoch 70)acc (%): 3.05
802
+ 2024-05-29 06:09:08,002 - INFO - Top 10 LocEnc (Epoch 70)acc (%): 5.66
803
+ 2024-05-29 06:09:08,107 - INFO -
804
+ No prior
805
+ 2024-05-29 06:09:08,347 - INFO - (24426,)
806
+ 2024-05-29 06:09:19,400 - INFO - Split ID: 0
807
+ 2024-05-29 06:09:19,401 - INFO - Top 1 (Epoch 70)acc (%): 60.2
808
+ 2024-05-29 06:09:19,401 - INFO - Top 3 (Epoch 70)acc (%): 77.9
809
+ 2024-05-29 06:09:19,401 - INFO - Top 5 (Epoch 70)acc (%): 83.29
810
+ 2024-05-29 06:09:19,401 - INFO - Top 10 (Epoch 70)acc (%): 88.5
811
+ 2024-05-29 06:10:03,000 - INFO - Split ID: 0
812
+ 2024-05-29 06:10:03,000 - INFO - Top 1 (Epoch 70)acc (%): 71.94
813
+ 2024-05-29 06:10:03,000 - INFO - Top 3 (Epoch 70)acc (%): 86.89
814
+ 2024-05-29 06:10:03,000 - INFO - Top 5 (Epoch 70)acc (%): 90.36
815
+ 2024-05-29 06:10:03,001 - INFO - Top 10 (Epoch 70)acc (%): 93.59
816
+ 2024-05-29 06:10:46,632 - INFO - Split ID: 0
817
+ 2024-05-29 06:10:46,633 - INFO - Top 1 (Epoch 70)acc (%): 71.94
818
+ 2024-05-29 06:10:46,633 - INFO - for optuna top1: 71.94
819
+ 2024-05-29 06:10:46,633 - INFO - Top 3 (Epoch 70)acc (%): 86.89
820
+ 2024-05-29 06:10:46,633 - INFO - Top 5 (Epoch 70)acc (%): 90.36
821
+ 2024-05-29 06:10:46,633 - INFO - Top 10 (Epoch 70)acc (%): 93.59
822
+ 2024-05-29 06:10:46,646 - INFO -
823
+ Epoch 71
824
+ 2024-05-29 06:12:17,874 - INFO - [51200/436063] Loss : 0.4086
825
+ 2024-05-29 06:13:47,413 - INFO - [102400/436063] Loss : 0.4090
826
+ 2024-05-29 06:15:18,279 - INFO - [153600/436063] Loss : 0.4101
827
+ 2024-05-29 06:16:47,452 - INFO - [204800/436063] Loss : 0.4103
828
+ 2024-05-29 06:18:16,266 - INFO - [256000/436063] Loss : 0.4104
829
+ 2024-05-29 06:18:26,271 - INFO - [262144/436063] Loss : 0.4105
830
+ 2024-05-29 06:19:08,156 - INFO - Test loss : 0.2225
831
+ 2024-05-29 06:19:08,156 - INFO -
832
+ Epoch 72
833
+ 2024-05-29 06:20:39,406 - INFO - [51200/436063] Loss : 0.4069
834
+ 2024-05-29 06:22:08,518 - INFO - [102400/436063] Loss : 0.4081
835
+ 2024-05-29 06:23:37,740 - INFO - [153600/436063] Loss : 0.4086
836
+ 2024-05-29 06:25:06,914 - INFO - [204800/436063] Loss : 0.4097
837
+ 2024-05-29 06:26:36,146 - INFO - [256000/436063] Loss : 0.4099
838
+ 2024-05-29 06:26:46,232 - INFO - [262144/436063] Loss : 0.4101
839
+ 2024-05-29 06:27:28,205 - INFO - Test loss : 0.2200
840
+ 2024-05-29 06:27:28,206 - INFO -
841
+ Epoch 73
842
+ 2024-05-29 06:28:59,068 - INFO - [51200/436063] Loss : 0.4083
843
+ 2024-05-29 06:30:28,446 - INFO - [102400/436063] Loss : 0.4089
844
+ 2024-05-29 06:31:57,721 - INFO - [153600/436063] Loss : 0.4091
845
+ 2024-05-29 06:33:28,578 - INFO - [204800/436063] Loss : 0.4094
846
+ 2024-05-29 06:34:58,133 - INFO - [256000/436063] Loss : 0.4098
847
+ 2024-05-29 06:35:08,181 - INFO - [262144/436063] Loss : 0.4098
848
+ 2024-05-29 06:35:50,312 - INFO - Test loss : 0.2232
849
+ 2024-05-29 06:35:50,312 - INFO -
850
+ Epoch 74
851
+ 2024-05-29 06:37:21,379 - INFO - [51200/436063] Loss : 0.4065
852
+ 2024-05-29 06:38:50,366 - INFO - [102400/436063] Loss : 0.4081
853
+ 2024-05-29 06:40:19,410 - INFO - [153600/436063] Loss : 0.4078
854
+ 2024-05-29 06:41:48,603 - INFO - [204800/436063] Loss : 0.4085
855
+ 2024-05-29 06:43:17,650 - INFO - [256000/436063] Loss : 0.4091
856
+ 2024-05-29 06:43:27,652 - INFO - [262144/436063] Loss : 0.4091
857
+ 2024-05-29 06:44:09,718 - INFO - Test loss : 0.2238
858
+ 2024-05-29 06:44:09,718 - INFO -
859
+ Epoch 75
860
+ 2024-05-29 06:45:41,286 - INFO - [51200/436063] Loss : 0.4050
861
+ 2024-05-29 06:47:10,645 - INFO - [102400/436063] Loss : 0.4060
862
+ 2024-05-29 06:48:39,610 - INFO - [153600/436063] Loss : 0.4065
863
+ 2024-05-29 06:50:08,462 - INFO - [204800/436063] Loss : 0.4071
864
+ 2024-05-29 06:51:38,466 - INFO - [256000/436063] Loss : 0.4078
865
+ 2024-05-29 06:51:48,812 - INFO - [262144/436063] Loss : 0.4079
866
+ 2024-05-29 06:52:31,889 - INFO - Test loss : 0.2244
867
+ 2024-05-29 06:52:31,889 - INFO -
868
+ Epoch 76
869
+ 2024-05-29 06:54:03,239 - INFO - [51200/436063] Loss : 0.4073
870
+ 2024-05-29 06:55:32,503 - INFO - [102400/436063] Loss : 0.4074
871
+ 2024-05-29 06:57:01,680 - INFO - [153600/436063] Loss : 0.4072
872
+ 2024-05-29 06:58:30,858 - INFO - [204800/436063] Loss : 0.4077
873
+ 2024-05-29 06:59:55,426 - INFO - [256000/436063] Loss : 0.4084
874
+ 2024-05-29 07:00:04,088 - INFO - [262144/436063] Loss : 0.4085
875
+ 2024-05-29 07:00:43,510 - INFO - Test loss : 0.2228
876
+ 2024-05-29 07:00:43,510 - INFO -
877
+ Epoch 77
878
+ 2024-05-29 07:02:15,589 - INFO - [51200/436063] Loss : 0.4062
879
+ 2024-05-29 07:03:45,404 - INFO - [102400/436063] Loss : 0.4060
880
+ 2024-05-29 07:05:15,226 - INFO - [153600/436063] Loss : 0.4060
881
+ 2024-05-29 07:06:44,868 - INFO - [204800/436063] Loss : 0.4064
882
+ 2024-05-29 07:08:14,377 - INFO - [256000/436063] Loss : 0.4070
883
+ 2024-05-29 07:08:24,427 - INFO - [262144/436063] Loss : 0.4070
884
+ 2024-05-29 07:09:06,537 - INFO - Test loss : 0.2251
885
+ 2024-05-29 07:09:06,539 - INFO -
886
+ Epoch 78
887
+ 2024-05-29 07:10:39,112 - INFO - [51200/436063] Loss : 0.4067
888
+ 2024-05-29 07:12:09,518 - INFO - [102400/436063] Loss : 0.4060
889
+ 2024-05-29 07:13:39,041 - INFO - [153600/436063] Loss : 0.4068
890
+ 2024-05-29 07:15:08,536 - INFO - [204800/436063] Loss : 0.4076
891
+ 2024-05-29 07:16:38,374 - INFO - [256000/436063] Loss : 0.4077
892
+ 2024-05-29 07:16:48,416 - INFO - [262144/436063] Loss : 0.4078
893
+ 2024-05-29 07:17:30,569 - INFO - Test loss : 0.2268
894
+ 2024-05-29 07:17:30,569 - INFO -
895
+ Epoch 79
896
+ 2024-05-29 07:19:02,108 - INFO - [51200/436063] Loss : 0.4031
897
+ 2024-05-29 07:20:31,665 - INFO - [102400/436063] Loss : 0.4052
898
+ 2024-05-29 07:22:01,088 - INFO - [153600/436063] Loss : 0.4060
899
+ 2024-05-29 07:23:30,674 - INFO - [204800/436063] Loss : 0.4065
900
+ 2024-05-29 07:24:55,677 - INFO - [256000/436063] Loss : 0.4069
901
+ 2024-05-29 07:25:05,937 - INFO - [262144/436063] Loss : 0.4069
902
+ 2024-05-29 07:25:48,688 - INFO - Test loss : 0.2254
903
+ 2024-05-29 07:25:48,688 - INFO -
904
+ Epoch 80
905
+ 2024-05-29 07:27:21,190 - INFO - [51200/436063] Loss : 0.4064
906
+ 2024-05-29 07:28:50,074 - INFO - [102400/436063] Loss : 0.4062
907
+ 2024-05-29 07:30:17,600 - INFO - [153600/436063] Loss : 0.4061
908
+ 2024-05-29 07:31:43,569 - INFO - [204800/436063] Loss : 0.4060
909
+ 2024-05-29 07:33:13,367 - INFO - [256000/436063] Loss : 0.4065
910
+ 2024-05-29 07:33:23,373 - INFO - [262144/436063] Loss : 0.4065
911
+ 2024-05-29 07:34:05,277 - INFO - Test loss : 0.2289
912
+ 2024-05-29 07:34:06,233 - INFO - (24343,)
913
+ 2024-05-29 07:34:28,911 - INFO - Split ID: 0
914
+ 2024-05-29 07:34:28,924 - INFO - Top 1 LocEnc (Epoch 80)acc (%): 0.64
915
+ 2024-05-29 07:34:28,925 - INFO - Top 3 LocEnc (Epoch 80)acc (%): 1.92
916
+ 2024-05-29 07:34:28,927 - INFO - Top 5 LocEnc (Epoch 80)acc (%): 3.13
917
+ 2024-05-29 07:34:28,928 - INFO - Top 10 LocEnc (Epoch 80)acc (%): 5.84
918
+ 2024-05-29 07:34:29,065 - INFO -
919
+ No prior
920
+ 2024-05-29 07:34:29,347 - INFO - (24426,)
921
+ 2024-05-29 07:34:40,156 - INFO - Split ID: 0
922
+ 2024-05-29 07:34:40,156 - INFO - Top 1 (Epoch 80)acc (%): 60.2
923
+ 2024-05-29 07:34:40,157 - INFO - Top 3 (Epoch 80)acc (%): 77.9
924
+ 2024-05-29 07:34:40,157 - INFO - Top 5 (Epoch 80)acc (%): 83.29
925
+ 2024-05-29 07:34:40,157 - INFO - Top 10 (Epoch 80)acc (%): 88.5
926
+ 2024-05-29 07:35:23,832 - INFO - Split ID: 0
927
+ 2024-05-29 07:35:23,832 - INFO - Top 1 (Epoch 80)acc (%): 72.01
928
+ 2024-05-29 07:35:23,832 - INFO - Top 3 (Epoch 80)acc (%): 86.89
929
+ 2024-05-29 07:35:23,832 - INFO - Top 5 (Epoch 80)acc (%): 90.37
930
+ 2024-05-29 07:35:23,833 - INFO - Top 10 (Epoch 80)acc (%): 93.56
931
+ 2024-05-29 07:36:07,487 - INFO - Split ID: 0
932
+ 2024-05-29 07:36:07,487 - INFO - Top 1 (Epoch 80)acc (%): 72.01
933
+ 2024-05-29 07:36:07,487 - INFO - for optuna top1: 72.01
934
+ 2024-05-29 07:36:07,487 - INFO - Top 3 (Epoch 80)acc (%): 86.89
935
+ 2024-05-29 07:36:07,487 - INFO - Top 5 (Epoch 80)acc (%): 90.37
936
+ 2024-05-29 07:36:07,487 - INFO - Top 10 (Epoch 80)acc (%): 93.56
937
+ 2024-05-29 07:36:07,498 - INFO -
938
+ Epoch 81
939
+ 2024-05-29 07:37:38,829 - INFO - [51200/436063] Loss : 0.4031
940
+ 2024-05-29 07:39:08,337 - INFO - [102400/436063] Loss : 0.4040
941
+ 2024-05-29 07:40:37,360 - INFO - [153600/436063] Loss : 0.4052
942
+ 2024-05-29 07:42:06,472 - INFO - [204800/436063] Loss : 0.4055
943
+ 2024-05-29 07:43:35,605 - INFO - [256000/436063] Loss : 0.4058
944
+ 2024-05-29 07:43:45,641 - INFO - [262144/436063] Loss : 0.4059
945
+ 2024-05-29 07:44:27,868 - INFO - Test loss : 0.2269
946
+ 2024-05-29 07:44:27,868 - INFO -
947
+ Epoch 82
948
+ 2024-05-29 07:45:59,192 - INFO - [51200/436063] Loss : 0.4066
949
+ 2024-05-29 07:47:28,574 - INFO - [102400/436063] Loss : 0.4051
950
+ 2024-05-29 07:49:01,248 - INFO - [153600/436063] Loss : 0.4057
951
+ 2024-05-29 07:50:30,334 - INFO - [204800/436063] Loss : 0.4061
952
+ 2024-05-29 07:51:59,428 - INFO - [256000/436063] Loss : 0.4062
953
+ 2024-05-29 07:52:09,524 - INFO - [262144/436063] Loss : 0.4062
954
+ 2024-05-29 07:52:51,532 - INFO - Test loss : 0.2347
955
+ 2024-05-29 07:52:51,532 - INFO -
956
+ Epoch 83
957
+ 2024-05-29 07:54:22,904 - INFO - [51200/436063] Loss : 0.4011
958
+ 2024-05-29 07:55:52,316 - INFO - [102400/436063] Loss : 0.4026
959
+ 2024-05-29 07:57:21,446 - INFO - [153600/436063] Loss : 0.4038
960
+ 2024-05-29 07:58:50,713 - INFO - [204800/436063] Loss : 0.4041
961
+ 2024-05-29 08:00:19,938 - INFO - [256000/436063] Loss : 0.4046
962
+ 2024-05-29 08:00:29,953 - INFO - [262144/436063] Loss : 0.4045
963
+ 2024-05-29 08:01:11,838 - INFO - Test loss : 0.2341
964
+ 2024-05-29 08:01:11,838 - INFO -
965
+ Epoch 84
966
+ 2024-05-29 08:02:42,880 - INFO - [51200/436063] Loss : 0.4050
967
+ 2024-05-29 08:04:12,116 - INFO - [102400/436063] Loss : 0.4050
968
+ 2024-05-29 08:05:41,236 - INFO - [153600/436063] Loss : 0.4047
969
+ 2024-05-29 08:07:10,634 - INFO - [204800/436063] Loss : 0.4049
970
+ 2024-05-29 08:08:43,652 - INFO - [256000/436063] Loss : 0.4048
971
+ 2024-05-29 08:08:53,736 - INFO - [262144/436063] Loss : 0.4050
972
+ 2024-05-29 08:09:35,863 - INFO - Test loss : 0.2288
973
+ 2024-05-29 08:09:35,863 - INFO -
974
+ Epoch 85
975
+ 2024-05-29 08:11:07,154 - INFO - [51200/436063] Loss : 0.4035
976
+ 2024-05-29 08:12:36,035 - INFO - [102400/436063] Loss : 0.4036
977
+ 2024-05-29 08:14:05,009 - INFO - [153600/436063] Loss : 0.4037
978
+ 2024-05-29 08:15:33,980 - INFO - [204800/436063] Loss : 0.4041
979
+ 2024-05-29 08:17:03,520 - INFO - [256000/436063] Loss : 0.4045
980
+ 2024-05-29 08:17:13,477 - INFO - [262144/436063] Loss : 0.4046
981
+ 2024-05-29 08:17:55,543 - INFO - Test loss : 0.2287
982
+ 2024-05-29 08:17:55,544 - INFO -
983
+ Epoch 86
984
+ 2024-05-29 08:19:26,920 - INFO - [51200/436063] Loss : 0.4007
985
+ 2024-05-29 08:20:56,092 - INFO - [102400/436063] Loss : 0.4024
986
+ 2024-05-29 08:22:25,442 - INFO - [153600/436063] Loss : 0.4032
987
+ 2024-05-29 08:23:54,671 - INFO - [204800/436063] Loss : 0.4038
988
+ 2024-05-29 08:25:24,194 - INFO - [256000/436063] Loss : 0.4043
989
+ 2024-05-29 08:25:34,248 - INFO - [262144/436063] Loss : 0.4042
990
+ 2024-05-29 08:26:17,082 - INFO - Test loss : 0.2264
991
+ 2024-05-29 08:26:17,082 - INFO -
992
+ Epoch 87
993
+ 2024-05-29 08:27:51,388 - INFO - [51200/436063] Loss : 0.4005
994
+ 2024-05-29 08:29:20,719 - INFO - [102400/436063] Loss : 0.4016
995
+ 2024-05-29 08:30:49,763 - INFO - [153600/436063] Loss : 0.4026
996
+ 2024-05-29 08:32:18,750 - INFO - [204800/436063] Loss : 0.4030
997
+ 2024-05-29 08:33:45,520 - INFO - [256000/436063] Loss : 0.4035
998
+ 2024-05-29 08:33:55,608 - INFO - [262144/436063] Loss : 0.4035
999
+ 2024-05-29 08:34:37,629 - INFO - Test loss : 0.2309
1000
+ 2024-05-29 08:34:37,629 - INFO -
1001
+ Epoch 88
1002
+ 2024-05-29 08:36:09,058 - INFO - [51200/436063] Loss : 0.4027
1003
+ 2024-05-29 08:37:38,510 - INFO - [102400/436063] Loss : 0.4027
1004
+ 2024-05-29 08:39:07,411 - INFO - [153600/436063] Loss : 0.4031
1005
+ 2024-05-29 08:40:36,491 - INFO - [204800/436063] Loss : 0.4036
1006
+ 2024-05-29 08:42:05,557 - INFO - [256000/436063] Loss : 0.4036
1007
+ 2024-05-29 08:42:15,579 - INFO - [262144/436063] Loss : 0.4037
1008
+ 2024-05-29 08:42:57,577 - INFO - Test loss : 0.2310
1009
+ 2024-05-29 08:42:57,577 - INFO -
1010
+ Epoch 89
1011
+ 2024-05-29 08:44:28,663 - INFO - [51200/436063] Loss : 0.4027
1012
+ 2024-05-29 08:46:00,670 - INFO - [102400/436063] Loss : 0.4026
1013
+ 2024-05-29 08:47:30,589 - INFO - [153600/436063] Loss : 0.4029
1014
+ 2024-05-29 08:48:58,645 - INFO - [204800/436063] Loss : 0.4038
1015
+ 2024-05-29 08:50:24,217 - INFO - [256000/436063] Loss : 0.4039
1016
+ 2024-05-29 08:50:34,504 - INFO - [262144/436063] Loss : 0.4039
1017
+ 2024-05-29 08:51:17,059 - INFO - Test loss : 0.2336
1018
+ 2024-05-29 08:51:17,059 - INFO -
1019
+ Epoch 90
1020
+ 2024-05-29 08:52:48,125 - INFO - [51200/436063] Loss : 0.4004
1021
+ 2024-05-29 08:54:17,424 - INFO - [102400/436063] Loss : 0.4017
1022
+ 2024-05-29 08:55:43,548 - INFO - [153600/436063] Loss : 0.4016
1023
+ 2024-05-29 08:57:11,167 - INFO - [204800/436063] Loss : 0.4022
1024
+ 2024-05-29 08:58:40,982 - INFO - [256000/436063] Loss : 0.4026
1025
+ 2024-05-29 08:58:50,973 - INFO - [262144/436063] Loss : 0.4028
1026
+ 2024-05-29 08:59:32,950 - INFO - Test loss : 0.2274
1027
+ 2024-05-29 08:59:34,029 - INFO - (24343,)
1028
+ 2024-05-29 08:59:57,737 - INFO - Split ID: 0
1029
+ 2024-05-29 08:59:57,747 - INFO - Top 1 LocEnc (Epoch 90)acc (%): 0.69
1030
+ 2024-05-29 08:59:57,748 - INFO - Top 3 LocEnc (Epoch 90)acc (%): 1.98
1031
+ 2024-05-29 08:59:57,748 - INFO - Top 5 LocEnc (Epoch 90)acc (%): 3.2
1032
+ 2024-05-29 08:59:57,749 - INFO - Top 10 LocEnc (Epoch 90)acc (%): 6.17
1033
+ 2024-05-29 08:59:57,881 - INFO -
1034
+ No prior
1035
+ 2024-05-29 08:59:58,170 - INFO - (24426,)
1036
+ 2024-05-29 09:00:09,724 - INFO - Split ID: 0
1037
+ 2024-05-29 09:00:09,725 - INFO - Top 1 (Epoch 90)acc (%): 60.2
1038
+ 2024-05-29 09:00:09,725 - INFO - Top 3 (Epoch 90)acc (%): 77.9
1039
+ 2024-05-29 09:00:09,725 - INFO - Top 5 (Epoch 90)acc (%): 83.29
1040
+ 2024-05-29 09:00:09,725 - INFO - Top 10 (Epoch 90)acc (%): 88.5
1041
+ 2024-05-29 09:00:53,460 - INFO - Split ID: 0
1042
+ 2024-05-29 09:00:53,461 - INFO - Top 1 (Epoch 90)acc (%): 71.99
1043
+ 2024-05-29 09:00:53,461 - INFO - Top 3 (Epoch 90)acc (%): 86.9
1044
+ 2024-05-29 09:00:53,461 - INFO - Top 5 (Epoch 90)acc (%): 90.37
1045
+ 2024-05-29 09:00:53,461 - INFO - Top 10 (Epoch 90)acc (%): 93.6
1046
+ 2024-05-29 09:01:37,228 - INFO - Split ID: 0
1047
+ 2024-05-29 09:01:37,228 - INFO - Top 1 (Epoch 90)acc (%): 71.99
1048
+ 2024-05-29 09:01:37,228 - INFO - for optuna top1: 71.99
1049
+ 2024-05-29 09:01:37,229 - INFO - Top 3 (Epoch 90)acc (%): 86.9
1050
+ 2024-05-29 09:01:37,229 - INFO - Top 5 (Epoch 90)acc (%): 90.37
1051
+ 2024-05-29 09:01:37,229 - INFO - Top 10 (Epoch 90)acc (%): 93.6
1052
+ 2024-05-29 09:01:37,247 - INFO -
1053
+ Epoch 91
1054
+ 2024-05-29 09:03:08,252 - INFO - [51200/436063] Loss : 0.4012
1055
+ 2024-05-29 09:04:39,359 - INFO - [102400/436063] Loss : 0.4015
1056
+ 2024-05-29 09:06:10,547 - INFO - [153600/436063] Loss : 0.4018
1057
+ 2024-05-29 09:07:39,808 - INFO - [204800/436063] Loss : 0.4023
1058
+ 2024-05-29 09:09:09,470 - INFO - [256000/436063] Loss : 0.4030
1059
+ 2024-05-29 09:09:19,517 - INFO - [262144/436063] Loss : 0.4030
1060
+ 2024-05-29 09:10:01,643 - INFO - Test loss : 0.2245
1061
+ 2024-05-29 09:10:01,644 - INFO -
1062
+ Epoch 92
1063
+ 2024-05-29 09:11:32,853 - INFO - [51200/436063] Loss : 0.4025
1064
+ 2024-05-29 09:13:01,475 - INFO - [102400/436063] Loss : 0.4024
1065
+ 2024-05-29 09:14:28,750 - INFO - [153600/436063] Loss : 0.4031
1066
+ 2024-05-29 09:15:57,952 - INFO - [204800/436063] Loss : 0.4032
1067
+ 2024-05-29 09:17:27,355 - INFO - [256000/436063] Loss : 0.4030
1068
+ 2024-05-29 09:17:37,500 - INFO - [262144/436063] Loss : 0.4031
1069
+ 2024-05-29 09:18:19,576 - INFO - Test loss : 0.2372
1070
+ 2024-05-29 09:18:19,576 - INFO -
1071
+ Epoch 93
1072
+ 2024-05-29 09:19:50,774 - INFO - [51200/436063] Loss : 0.4021
1073
+ 2024-05-29 09:21:20,083 - INFO - [102400/436063] Loss : 0.4016
1074
+ 2024-05-29 09:22:49,105 - INFO - [153600/436063] Loss : 0.4012
1075
+ 2024-05-29 09:24:21,813 - INFO - [204800/436063] Loss : 0.4014
1076
+ 2024-05-29 09:25:51,043 - INFO - [256000/436063] Loss : 0.4020
1077
+ 2024-05-29 09:26:01,092 - INFO - [262144/436063] Loss : 0.4022
1078
+ 2024-05-29 09:26:43,231 - INFO - Test loss : 0.2310
1079
+ 2024-05-29 09:26:43,232 - INFO -
1080
+ Epoch 94
1081
+ 2024-05-29 09:28:14,433 - INFO - [51200/436063] Loss : 0.4030
1082
+ 2024-05-29 09:29:43,774 - INFO - [102400/436063] Loss : 0.4019
1083
+ 2024-05-29 09:31:12,951 - INFO - [153600/436063] Loss : 0.4026
1084
+ 2024-05-29 09:32:42,360 - INFO - [204800/436063] Loss : 0.4024
1085
+ 2024-05-29 09:34:11,699 - INFO - [256000/436063] Loss : 0.4023
1086
+ 2024-05-29 09:34:21,864 - INFO - [262144/436063] Loss : 0.4023
1087
+ 2024-05-29 09:35:03,747 - INFO - Test loss : 0.2302
1088
+ 2024-05-29 09:35:03,748 - INFO -
1089
+ Epoch 95
1090
+ 2024-05-29 09:36:35,136 - INFO - [51200/436063] Loss : 0.4023
1091
+ 2024-05-29 09:38:04,618 - INFO - [102400/436063] Loss : 0.4021
1092
+ 2024-05-29 09:39:33,556 - INFO - [153600/436063] Loss : 0.4021
1093
+ 2024-05-29 09:41:03,180 - INFO - [204800/436063] Loss : 0.4024
1094
+ 2024-05-29 09:42:33,447 - INFO - [256000/436063] Loss : 0.4021
1095
+ 2024-05-29 09:42:44,292 - INFO - [262144/436063] Loss : 0.4021
1096
+ 2024-05-29 09:43:28,910 - INFO - Test loss : 0.2306
1097
+ 2024-05-29 09:43:28,910 - INFO -
1098
+ Epoch 96
1099
+ 2024-05-29 09:45:00,046 - INFO - [51200/436063] Loss : 0.3997
1100
+ 2024-05-29 09:46:29,612 - INFO - [102400/436063] Loss : 0.4000
1101
+ 2024-05-29 09:47:59,022 - INFO - [153600/436063] Loss : 0.4007
1102
+ 2024-05-29 09:49:28,358 - INFO - [204800/436063] Loss : 0.4010
1103
+ 2024-05-29 09:50:57,857 - INFO - [256000/436063] Loss : 0.4015
1104
+ 2024-05-29 09:51:08,073 - INFO - [262144/436063] Loss : 0.4015
1105
+ 2024-05-29 09:51:50,215 - INFO - Test loss : 0.2348
1106
+ 2024-05-29 09:51:50,215 - INFO -
1107
+ Epoch 97
1108
+ 2024-05-29 09:53:21,704 - INFO - [51200/436063] Loss : 0.4000
1109
+ 2024-05-29 09:54:49,536 - INFO - [102400/436063] Loss : 0.3991
1110
+ 2024-05-29 09:56:18,387 - INFO - [153600/436063] Loss : 0.4000
1111
+ 2024-05-29 09:57:47,667 - INFO - [204800/436063] Loss : 0.4005
1112
+ 2024-05-29 09:59:17,187 - INFO - [256000/436063] Loss : 0.4005
1113
+ 2024-05-29 09:59:27,383 - INFO - [262144/436063] Loss : 0.4006
1114
+ 2024-05-29 10:00:09,267 - INFO - Test loss : 0.2338
1115
+ 2024-05-29 10:00:09,267 - INFO -
1116
+ Epoch 98
1117
+ 2024-05-29 10:01:40,699 - INFO - [51200/436063] Loss : 0.3992
1118
+ 2024-05-29 10:03:13,759 - INFO - [102400/436063] Loss : 0.4001
1119
+ 2024-05-29 10:04:42,749 - INFO - [153600/436063] Loss : 0.4005
1120
+ 2024-05-29 10:06:09,896 - INFO - [204800/436063] Loss : 0.4009
1121
+ 2024-05-29 10:07:40,046 - INFO - [256000/436063] Loss : 0.4014
1122
+ 2024-05-29 10:07:48,690 - INFO - [262144/436063] Loss : 0.4014
1123
+ 2024-05-29 10:08:24,654 - INFO - Test loss : 0.2304
1124
+ 2024-05-29 10:08:24,658 - INFO -
1125
+ Epoch 99
1126
+ 2024-05-29 10:09:43,274 - INFO - [51200/436063] Loss : 0.4005
1127
+ 2024-05-29 10:10:59,811 - INFO - [102400/436063] Loss : 0.4002
1128
+ 2024-05-29 10:12:13,965 - INFO - [153600/436063] Loss : 0.4001
1129
+ 2024-05-29 10:13:29,212 - INFO - [204800/436063] Loss : 0.3999
1130
+ 2024-05-29 10:14:32,702 - INFO - [256000/436063] Loss : 0.4003
1131
+ 2024-05-29 10:14:39,898 - INFO - [262144/436063] Loss : 0.4003
1132
+ 2024-05-29 10:15:09,726 - INFO - Test loss : 0.2335
1133
+ 2024-05-29 10:15:09,727 - INFO - Saving output model to ../models/sphere2vec_sphereMplus/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1134
+ 2024-05-29 10:15:09,848 - INFO - Saving output model to ../models/sphere2vec_sphereMplus/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1135
+ 2024-05-29 10:15:10,081 - INFO -
1136
+ No prior
1137
+ 2024-05-29 10:15:10,328 - INFO - (24426,)
1138
+ 2024-05-29 10:15:21,463 - INFO - Split ID: 0
1139
+ 2024-05-29 10:15:21,463 - INFO - Top 1 acc (%): 60.2
1140
+ 2024-05-29 10:15:21,463 - INFO - Top 3 acc (%): 77.9
1141
+ 2024-05-29 10:15:21,463 - INFO - Top 5 acc (%): 83.29
1142
+ 2024-05-29 10:15:21,463 - INFO - Top 10 acc (%): 88.5
1143
+ 2024-05-29 10:15:54,229 - INFO - Split ID: 0
1144
+ 2024-05-29 10:15:54,229 - INFO - Top 1 acc (%): 72.06
1145
+ 2024-05-29 10:15:54,229 - INFO - Top 3 acc (%): 86.94
1146
+ 2024-05-29 10:15:54,229 - INFO - Top 5 acc (%): 90.34
1147
+ 2024-05-29 10:15:54,229 - INFO - Top 10 acc (%): 93.6
1148
+ 2024-05-29 10:16:26,867 - INFO - Split ID: 0
1149
+ 2024-05-29 10:16:26,867 - INFO - Top 1 acc (%): 72.06
1150
+ 2024-05-29 10:16:26,867 - INFO - for optuna top1: 72.06
1151
+ 2024-05-29 10:16:26,867 - INFO - Top 3 acc (%): 86.94
1152
+ 2024-05-29 10:16:26,867 - INFO - Top 5 acc (%): 90.34
1153
+ 2024-05-29 10:16:26,867 - INFO - Top 10 acc (%): 93.6
1154
+ 2024-05-29 10:16:26,879 - INFO -
1155
+ Sphere2Vec-sphereM+
1156
+ 2024-05-29 10:16:26,879 - INFO - Model : model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1157
+ 2024-05-29 10:16:27,891 - INFO - (24343,)
1158
+ 2024-05-29 10:16:50,779 - INFO - Split ID: 0
1159
+ 2024-05-29 10:16:50,789 - INFO - Top 1 LocEnc acc (%): 0.63
1160
+ 2024-05-29 10:16:50,790 - INFO - Top 3 LocEnc acc (%): 2.02
1161
+ 2024-05-29 10:16:50,791 - INFO - Top 5 LocEnc acc (%): 3.21
1162
+ 2024-05-29 10:16:50,792 - INFO - Top 10 LocEnc acc (%): 6.25
1163
+ 2024-05-30 20:34:07,651 - INFO -
1164
+ num_classes 8142
1165
+ 2024-05-30 20:34:07,662 - INFO - num train 436063
1166
+ 2024-05-30 20:34:07,662 - INFO - num val 24343
1167
+ 2024-05-30 20:34:07,662 - INFO - train loss full_loss
1168
+ 2024-05-30 20:34:07,662 - INFO - model name ../models/sphere2vec_sphereMplus/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1169
+ 2024-05-30 20:34:07,662 - INFO - num users 18643
1170
+ 2024-05-30 20:34:07,972 - INFO -
1171
+ Only Sphere2Vec-sphereM+
1172
+ 2024-05-30 20:34:07,972 - INFO - Model : model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1173
+ 2024-05-30 20:34:08,316 - INFO - Saving output model to ../models/sphere2vec_sphereMplus/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1174
+ 2024-05-30 20:34:08,693 - INFO - Saving output model to ../models/sphere2vec_sphereMplus/model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1175
+ 2024-05-30 20:34:09,083 - INFO -
1176
+ No prior
1177
+ 2024-05-30 20:34:09,311 - INFO - (24426,)
1178
+ 2024-05-30 20:34:26,622 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
1179
+ 2024-05-30 20:34:26,622 - INFO - Split ID: 0
1180
+ 2024-05-30 20:34:26,622 - INFO - Top 1 acc (%): 60.2
1181
+ 2024-05-30 20:34:26,622 - INFO - Top 3 acc (%): 77.9
1182
+ 2024-05-30 20:34:26,622 - INFO - Top 5 acc (%): 83.29
1183
+ 2024-05-30 20:34:26,622 - INFO - Top 10 acc (%): 88.5
1184
+ 2024-05-30 20:34:52,569 - INFO - Split ID: 0
1185
+ 2024-05-30 20:34:52,569 - INFO - Top 1 hit (%): 72.06
1186
+ 2024-05-30 20:34:52,570 - INFO - Top 3 hit (%): 86.94
1187
+ 2024-05-30 20:34:52,570 - INFO - Top 5 hit (%): 90.34
1188
+ 2024-05-30 20:34:52,570 - INFO - Top 10 hit (%): 93.6
1189
+ 2024-05-30 20:34:52,575 - INFO -
1190
+ Only Sphere2Vec-sphereM+
1191
+ 2024-05-30 20:34:52,575 - INFO - Model : model_inat_2018_Sphere2Vec-sphereM+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1192
+ 2024-05-30 20:34:53,361 - INFO - (24343,)
1193
+ 2024-05-30 20:35:13,341 - INFO - Split ID: 0
1194
+ 2024-05-30 20:35:13,349 - INFO - Top 1 LocEnc acc (%): 0.63
1195
+ 2024-05-30 20:35:13,350 - INFO - Top 3 LocEnc acc (%): 2.02
1196
+ 2024-05-30 20:35:13,351 - INFO - Top 5 LocEnc acc (%): 3.21
1197
+ 2024-05-30 20:35:13,351 - INFO - Top 10 LocEnc acc (%): 6.25