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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 17:43:23,846 - INFO -
2
+ num_classes 8142
3
+ 2024-05-28 17:43:23,847 - INFO - num train 436063
4
+ 2024-05-28 17:43:23,847 - INFO - num val 24343
5
+ 2024-05-28 17:43:23,847 - INFO - train loss full_loss
6
+ 2024-05-28 17:43:23,847 - INFO - model name ../models/sphere2vec_sphereM/model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
7
+ 2024-05-28 17:43:23,847 - INFO - num users 18643
8
+ 2024-05-28 17:43:24,308 - INFO -
9
+ Epoch 0
10
+ 2024-05-28 17:45:47,694 - INFO - [51200/436063] Loss : 1.8286
11
+ 2024-05-28 17:48:09,618 - INFO - [102400/436063] Loss : 1.6025
12
+ 2024-05-28 17:50:29,656 - INFO - [153600/436063] Loss : 1.4485
13
+ 2024-05-28 17:52:50,507 - INFO - [204800/436063] Loss : 1.3293
14
+ 2024-05-28 17:55:11,031 - INFO - [256000/436063] Loss : 1.2350
15
+ 2024-05-28 17:55:26,708 - INFO - [262144/436063] Loss : 1.2256
16
+ 2024-05-28 17:56:32,663 - INFO - Test loss : 0.3755
17
+ 2024-05-28 17:56:32,663 - INFO -
18
+ Epoch 1
19
+ 2024-05-28 17:58:56,863 - INFO - [51200/436063] Loss : 0.7406
20
+ 2024-05-28 18:01:17,791 - INFO - [102400/436063] Loss : 0.7177
21
+ 2024-05-28 18:03:38,722 - INFO - [153600/436063] Loss : 0.6989
22
+ 2024-05-28 18:05:59,407 - INFO - [204800/436063] Loss : 0.6811
23
+ 2024-05-28 18:08:19,137 - INFO - [256000/436063] Loss : 0.6661
24
+ 2024-05-28 18:08:34,943 - INFO - [262144/436063] Loss : 0.6643
25
+ 2024-05-28 18:09:42,007 - INFO - Test loss : 0.2228
26
+ 2024-05-28 18:09:42,007 - INFO -
27
+ Epoch 2
28
+ 2024-05-28 18:12:05,571 - INFO - [51200/436063] Loss : 0.5540
29
+ 2024-05-28 18:14:25,775 - INFO - [102400/436063] Loss : 0.5514
30
+ 2024-05-28 18:16:46,385 - INFO - [153600/436063] Loss : 0.5451
31
+ 2024-05-28 18:19:06,325 - INFO - [204800/436063] Loss : 0.5394
32
+ 2024-05-28 18:21:28,020 - INFO - [256000/436063] Loss : 0.5339
33
+ 2024-05-28 18:21:43,956 - INFO - [262144/436063] Loss : 0.5334
34
+ 2024-05-28 18:22:49,940 - INFO - Test loss : 0.1832
35
+ 2024-05-28 18:22:49,940 - INFO -
36
+ Epoch 3
37
+ 2024-05-28 18:25:13,131 - INFO - [51200/436063] Loss : 0.4831
38
+ 2024-05-28 18:27:34,456 - INFO - [102400/436063] Loss : 0.4811
39
+ 2024-05-28 18:29:54,568 - INFO - [153600/436063] Loss : 0.4786
40
+ 2024-05-28 18:32:15,461 - INFO - [204800/436063] Loss : 0.4759
41
+ 2024-05-28 18:34:35,611 - INFO - [256000/436063] Loss : 0.4730
42
+ 2024-05-28 18:34:51,468 - INFO - [262144/436063] Loss : 0.4726
43
+ 2024-05-28 18:35:57,963 - INFO - Test loss : 0.1727
44
+ 2024-05-28 18:35:57,963 - INFO -
45
+ Epoch 4
46
+ 2024-05-28 18:38:21,927 - INFO - [51200/436063] Loss : 0.4363
47
+ 2024-05-28 18:40:41,696 - INFO - [102400/436063] Loss : 0.4379
48
+ 2024-05-28 18:43:02,547 - INFO - [153600/436063] Loss : 0.4369
49
+ 2024-05-28 18:45:22,536 - INFO - [204800/436063] Loss : 0.4349
50
+ 2024-05-28 18:47:42,865 - INFO - [256000/436063] Loss : 0.4339
51
+ 2024-05-28 18:47:58,801 - INFO - [262144/436063] Loss : 0.4336
52
+ 2024-05-28 18:49:02,304 - INFO - Test loss : 0.1715
53
+ 2024-05-28 18:49:02,304 - INFO -
54
+ Epoch 5
55
+ 2024-05-28 18:51:25,432 - INFO - [51200/436063] Loss : 0.4066
56
+ 2024-05-28 18:53:46,259 - INFO - [102400/436063] Loss : 0.4064
57
+ 2024-05-28 18:56:06,531 - INFO - [153600/436063] Loss : 0.4071
58
+ 2024-05-28 18:58:27,435 - INFO - [204800/436063] Loss : 0.4070
59
+ 2024-05-28 19:00:48,947 - INFO - [256000/436063] Loss : 0.4065
60
+ 2024-05-28 19:01:04,882 - INFO - [262144/436063] Loss : 0.4065
61
+ 2024-05-28 19:02:10,836 - INFO - Test loss : 0.1675
62
+ 2024-05-28 19:02:10,836 - INFO -
63
+ Epoch 6
64
+ 2024-05-28 19:04:33,585 - INFO - [51200/436063] Loss : 0.3844
65
+ 2024-05-28 19:06:54,675 - INFO - [102400/436063] Loss : 0.3848
66
+ 2024-05-28 19:09:14,163 - INFO - [153600/436063] Loss : 0.3851
67
+ 2024-05-28 19:11:36,210 - INFO - [204800/436063] Loss : 0.3856
68
+ 2024-05-28 19:13:56,077 - INFO - [256000/436063] Loss : 0.3854
69
+ 2024-05-28 19:14:11,660 - INFO - [262144/436063] Loss : 0.3854
70
+ 2024-05-28 19:15:17,779 - INFO - Test loss : 0.1756
71
+ 2024-05-28 19:15:17,779 - INFO -
72
+ Epoch 7
73
+ 2024-05-28 19:17:42,531 - INFO - [51200/436063] Loss : 0.3675
74
+ 2024-05-28 19:20:01,328 - INFO - [102400/436063] Loss : 0.3696
75
+ 2024-05-28 19:22:22,059 - INFO - [153600/436063] Loss : 0.3697
76
+ 2024-05-28 19:24:41,961 - INFO - [204800/436063] Loss : 0.3697
77
+ 2024-05-28 19:27:02,550 - INFO - [256000/436063] Loss : 0.3701
78
+ 2024-05-28 19:27:18,518 - INFO - [262144/436063] Loss : 0.3700
79
+ 2024-05-28 19:28:25,428 - INFO - Test loss : 0.1798
80
+ 2024-05-28 19:28:25,429 - INFO -
81
+ Epoch 8
82
+ 2024-05-28 19:30:47,967 - INFO - [51200/436063] Loss : 0.3545
83
+ 2024-05-28 19:33:08,312 - INFO - [102400/436063] Loss : 0.3549
84
+ 2024-05-28 19:35:28,821 - INFO - [153600/436063] Loss : 0.3549
85
+ 2024-05-28 19:37:48,688 - INFO - [204800/436063] Loss : 0.3555
86
+ 2024-05-28 19:40:09,798 - INFO - [256000/436063] Loss : 0.3557
87
+ 2024-05-28 19:40:25,515 - INFO - [262144/436063] Loss : 0.3558
88
+ 2024-05-28 19:41:31,275 - INFO - Test loss : 0.1843
89
+ 2024-05-28 19:41:31,275 - INFO -
90
+ Epoch 9
91
+ 2024-05-28 19:43:55,078 - INFO - [51200/436063] Loss : 0.3413
92
+ 2024-05-28 19:46:16,005 - INFO - [102400/436063] Loss : 0.3424
93
+ 2024-05-28 19:48:36,595 - INFO - [153600/436063] Loss : 0.3432
94
+ 2024-05-28 19:50:58,250 - INFO - [204800/436063] Loss : 0.3449
95
+ 2024-05-28 19:53:17,633 - INFO - [256000/436063] Loss : 0.3448
96
+ 2024-05-28 19:53:33,460 - INFO - [262144/436063] Loss : 0.3448
97
+ 2024-05-28 19:54:40,078 - INFO - Test loss : 0.1930
98
+ 2024-05-28 19:54:40,078 - INFO -
99
+ Epoch 10
100
+ 2024-05-28 19:57:04,352 - INFO - [51200/436063] Loss : 0.3307
101
+ 2024-05-28 19:59:24,166 - INFO - [102400/436063] Loss : 0.3327
102
+ 2024-05-28 20:01:45,680 - INFO - [153600/436063] Loss : 0.3342
103
+ 2024-05-28 20:04:06,049 - INFO - [204800/436063] Loss : 0.3350
104
+ 2024-05-28 20:06:26,337 - INFO - [256000/436063] Loss : 0.3354
105
+ 2024-05-28 20:06:42,268 - INFO - [262144/436063] Loss : 0.3353
106
+ 2024-05-28 20:07:48,768 - INFO - Test loss : 0.2016
107
+ 2024-05-28 20:07:49,972 - INFO - (24343,)
108
+ 2024-05-28 20:08:13,990 - INFO - Split ID: 0
109
+ 2024-05-28 20:08:14,002 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.66
110
+ 2024-05-28 20:08:14,004 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.62
111
+ 2024-05-28 20:08:14,005 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 7.25
112
+ 2024-05-28 20:08:14,006 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 12.82
113
+ 2024-05-28 20:08:14,125 - INFO -
114
+ No prior
115
+ 2024-05-28 20:08:14,380 - INFO - (24426,)
116
+ 2024-05-28 20:08:26,100 - INFO - Split ID: 0
117
+ 2024-05-28 20:08:26,101 - INFO - Top 1 (Epoch 10)acc (%): 60.2
118
+ 2024-05-28 20:08:26,101 - INFO - Top 3 (Epoch 10)acc (%): 77.9
119
+ 2024-05-28 20:08:26,101 - INFO - Top 5 (Epoch 10)acc (%): 83.29
120
+ 2024-05-28 20:08:26,101 - INFO - Top 10 (Epoch 10)acc (%): 88.5
121
+ 2024-05-28 20:09:32,693 - INFO - Split ID: 0
122
+ 2024-05-28 20:09:32,693 - INFO - Top 1 (Epoch 10)acc (%): 72.87
123
+ 2024-05-28 20:09:32,693 - INFO - Top 3 (Epoch 10)acc (%): 87.38
124
+ 2024-05-28 20:09:32,693 - INFO - Top 5 (Epoch 10)acc (%): 90.88
125
+ 2024-05-28 20:09:32,694 - INFO - Top 10 (Epoch 10)acc (%): 94.05
126
+ 2024-05-28 20:10:39,402 - INFO - Split ID: 0
127
+ 2024-05-28 20:10:39,402 - INFO - Top 1 (Epoch 10)acc (%): 72.87
128
+ 2024-05-28 20:10:39,403 - INFO - for optuna top1: 72.87
129
+ 2024-05-28 20:10:39,403 - INFO - Top 3 (Epoch 10)acc (%): 87.38
130
+ 2024-05-28 20:10:39,403 - INFO - Top 5 (Epoch 10)acc (%): 90.88
131
+ 2024-05-28 20:10:39,403 - INFO - Top 10 (Epoch 10)acc (%): 94.05
132
+ 2024-05-28 20:10:39,404 - INFO -
133
+ Epoch 11
134
+ 2024-05-28 20:13:03,634 - INFO - [51200/436063] Loss : 0.3249
135
+ 2024-05-28 20:15:23,936 - INFO - [102400/436063] Loss : 0.3261
136
+ 2024-05-28 20:17:45,290 - INFO - [153600/436063] Loss : 0.3266
137
+ 2024-05-28 20:20:05,740 - INFO - [204800/436063] Loss : 0.3269
138
+ 2024-05-28 20:22:25,869 - INFO - [256000/436063] Loss : 0.3269
139
+ 2024-05-28 20:22:41,877 - INFO - [262144/436063] Loss : 0.3267
140
+ 2024-05-28 20:23:48,698 - INFO - Test loss : 0.2094
141
+ 2024-05-28 20:23:48,698 - INFO -
142
+ Epoch 12
143
+ 2024-05-28 20:26:12,836 - INFO - [51200/436063] Loss : 0.3156
144
+ 2024-05-28 20:28:33,104 - INFO - [102400/436063] Loss : 0.3166
145
+ 2024-05-28 20:30:53,556 - INFO - [153600/436063] Loss : 0.3170
146
+ 2024-05-28 20:33:13,067 - INFO - [204800/436063] Loss : 0.3179
147
+ 2024-05-28 20:35:34,461 - INFO - [256000/436063] Loss : 0.3187
148
+ 2024-05-28 20:35:50,247 - INFO - [262144/436063] Loss : 0.3188
149
+ 2024-05-28 20:36:56,389 - INFO - Test loss : 0.2186
150
+ 2024-05-28 20:36:56,389 - INFO -
151
+ Epoch 13
152
+ 2024-05-28 20:39:19,497 - INFO - [51200/436063] Loss : 0.3094
153
+ 2024-05-28 20:41:41,312 - INFO - [102400/436063] Loss : 0.3104
154
+ 2024-05-28 20:44:00,571 - INFO - [153600/436063] Loss : 0.3115
155
+ 2024-05-28 20:46:22,430 - INFO - [204800/436063] Loss : 0.3117
156
+ 2024-05-28 20:48:43,089 - INFO - [256000/436063] Loss : 0.3121
157
+ 2024-05-28 20:48:58,846 - INFO - [262144/436063] Loss : 0.3122
158
+ 2024-05-28 20:50:04,663 - INFO - Test loss : 0.2262
159
+ 2024-05-28 20:50:04,663 - INFO -
160
+ Epoch 14
161
+ 2024-05-28 20:52:28,750 - INFO - [51200/436063] Loss : 0.3033
162
+ 2024-05-28 20:54:48,978 - INFO - [102400/436063] Loss : 0.3047
163
+ 2024-05-28 20:57:09,347 - INFO - [153600/436063] Loss : 0.3053
164
+ 2024-05-28 20:59:29,633 - INFO - [204800/436063] Loss : 0.3060
165
+ 2024-05-28 21:01:47,361 - INFO - [256000/436063] Loss : 0.3068
166
+ 2024-05-28 21:02:03,160 - INFO - [262144/436063] Loss : 0.3067
167
+ 2024-05-28 21:03:10,177 - INFO - Test loss : 0.2349
168
+ 2024-05-28 21:03:10,177 - INFO -
169
+ Epoch 15
170
+ 2024-05-28 21:05:27,025 - INFO - [51200/436063] Loss : 0.2995
171
+ 2024-05-28 21:07:34,911 - INFO - [102400/436063] Loss : 0.2987
172
+ 2024-05-28 21:09:41,902 - INFO - [153600/436063] Loss : 0.2995
173
+ 2024-05-28 21:11:49,600 - INFO - [204800/436063] Loss : 0.3007
174
+ 2024-05-28 21:13:57,363 - INFO - [256000/436063] Loss : 0.3013
175
+ 2024-05-28 21:14:11,760 - INFO - [262144/436063] Loss : 0.3013
176
+ 2024-05-28 21:15:11,592 - INFO - Test loss : 0.2413
177
+ 2024-05-28 21:15:11,592 - INFO -
178
+ Epoch 16
179
+ 2024-05-28 21:17:22,009 - INFO - [51200/436063] Loss : 0.2924
180
+ 2024-05-28 21:19:29,906 - INFO - [102400/436063] Loss : 0.2943
181
+ 2024-05-28 21:21:37,336 - INFO - [153600/436063] Loss : 0.2951
182
+ 2024-05-28 21:23:45,434 - INFO - [204800/436063] Loss : 0.2964
183
+ 2024-05-28 21:25:52,516 - INFO - [256000/436063] Loss : 0.2965
184
+ 2024-05-28 21:26:06,848 - INFO - [262144/436063] Loss : 0.2966
185
+ 2024-05-28 21:27:06,845 - INFO - Test loss : 0.2528
186
+ 2024-05-28 21:27:06,845 - INFO -
187
+ Epoch 17
188
+ 2024-05-28 21:29:17,111 - INFO - [51200/436063] Loss : 0.2899
189
+ 2024-05-28 21:31:15,586 - INFO - [102400/436063] Loss : 0.2909
190
+ 2024-05-28 21:33:10,946 - INFO - [153600/436063] Loss : 0.2914
191
+ 2024-05-28 21:35:05,683 - INFO - [204800/436063] Loss : 0.2919
192
+ 2024-05-28 21:37:00,966 - INFO - [256000/436063] Loss : 0.2925
193
+ 2024-05-28 21:37:14,136 - INFO - [262144/436063] Loss : 0.2924
194
+ 2024-05-28 21:38:08,690 - INFO - Test loss : 0.2598
195
+ 2024-05-28 21:38:08,690 - INFO -
196
+ Epoch 18
197
+ 2024-05-28 21:40:06,112 - INFO - [51200/436063] Loss : 0.2865
198
+ 2024-05-28 21:42:01,342 - INFO - [102400/436063] Loss : 0.2863
199
+ 2024-05-28 21:44:09,351 - INFO - [153600/436063] Loss : 0.2864
200
+ 2024-05-28 21:46:17,231 - INFO - [204800/436063] Loss : 0.2874
201
+ 2024-05-28 21:48:18,243 - INFO - [256000/436063] Loss : 0.2881
202
+ 2024-05-28 21:48:31,178 - INFO - [262144/436063] Loss : 0.2881
203
+ 2024-05-28 21:49:25,256 - INFO - Test loss : 0.2700
204
+ 2024-05-28 21:49:25,256 - INFO -
205
+ Epoch 19
206
+ 2024-05-28 21:51:32,186 - INFO - [51200/436063] Loss : 0.2810
207
+ 2024-05-28 21:53:39,719 - INFO - [102400/436063] Loss : 0.2830
208
+ 2024-05-28 21:55:47,475 - INFO - [153600/436063] Loss : 0.2832
209
+ 2024-05-28 21:57:55,763 - INFO - [204800/436063] Loss : 0.2839
210
+ 2024-05-28 22:00:03,398 - INFO - [256000/436063] Loss : 0.2845
211
+ 2024-05-28 22:00:17,819 - INFO - [262144/436063] Loss : 0.2845
212
+ 2024-05-28 22:01:18,401 - INFO - Test loss : 0.2828
213
+ 2024-05-28 22:01:18,401 - INFO -
214
+ Epoch 20
215
+ 2024-05-28 22:03:29,342 - INFO - [51200/436063] Loss : 0.2787
216
+ 2024-05-28 22:05:37,894 - INFO - [102400/436063] Loss : 0.2790
217
+ 2024-05-28 22:07:46,227 - INFO - [153600/436063] Loss : 0.2797
218
+ 2024-05-28 22:09:54,044 - INFO - [204800/436063] Loss : 0.2801
219
+ 2024-05-28 22:12:01,942 - INFO - [256000/436063] Loss : 0.2809
220
+ 2024-05-28 22:12:16,586 - INFO - [262144/436063] Loss : 0.2810
221
+ 2024-05-28 22:13:17,313 - INFO - Test loss : 0.2820
222
+ 2024-05-28 22:13:18,232 - INFO - (24343,)
223
+ 2024-05-28 22:13:41,986 - INFO - Split ID: 0
224
+ 2024-05-28 22:13:41,999 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 2.83
225
+ 2024-05-28 22:13:42,000 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 7.08
226
+ 2024-05-28 22:13:42,002 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 10.41
227
+ 2024-05-28 22:13:42,003 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 16.89
228
+ 2024-05-28 22:13:42,136 - INFO -
229
+ No prior
230
+ 2024-05-28 22:13:42,393 - INFO - (24426,)
231
+ 2024-05-28 22:13:54,165 - INFO - Split ID: 0
232
+ 2024-05-28 22:13:54,166 - INFO - Top 1 (Epoch 20)acc (%): 60.2
233
+ 2024-05-28 22:13:54,166 - INFO - Top 3 (Epoch 20)acc (%): 77.9
234
+ 2024-05-28 22:13:54,166 - INFO - Top 5 (Epoch 20)acc (%): 83.29
235
+ 2024-05-28 22:13:54,166 - INFO - Top 10 (Epoch 20)acc (%): 88.5
236
+ 2024-05-28 22:14:55,027 - INFO - Split ID: 0
237
+ 2024-05-28 22:14:55,027 - INFO - Top 1 (Epoch 20)acc (%): 73.25
238
+ 2024-05-28 22:14:55,027 - INFO - Top 3 (Epoch 20)acc (%): 87.46
239
+ 2024-05-28 22:14:55,027 - INFO - Top 5 (Epoch 20)acc (%): 90.9
240
+ 2024-05-28 22:14:55,027 - INFO - Top 10 (Epoch 20)acc (%): 93.9
241
+ 2024-05-28 22:15:55,833 - INFO - Split ID: 0
242
+ 2024-05-28 22:15:55,833 - INFO - Top 1 (Epoch 20)acc (%): 73.25
243
+ 2024-05-28 22:15:55,835 - INFO - for optuna top1: 73.25
244
+ 2024-05-28 22:15:55,835 - INFO - Top 3 (Epoch 20)acc (%): 87.46
245
+ 2024-05-28 22:15:55,835 - INFO - Top 5 (Epoch 20)acc (%): 90.9
246
+ 2024-05-28 22:15:55,835 - INFO - Top 10 (Epoch 20)acc (%): 93.9
247
+ 2024-05-28 22:15:55,850 - INFO -
248
+ Epoch 21
249
+ 2024-05-28 22:18:06,815 - INFO - [51200/436063] Loss : 0.2745
250
+ 2024-05-28 22:20:15,155 - INFO - [102400/436063] Loss : 0.2759
251
+ 2024-05-28 22:22:23,197 - INFO - [153600/436063] Loss : 0.2766
252
+ 2024-05-28 22:24:30,687 - INFO - [204800/436063] Loss : 0.2774
253
+ 2024-05-28 22:26:32,108 - INFO - [256000/436063] Loss : 0.2785
254
+ 2024-05-28 22:26:46,590 - INFO - [262144/436063] Loss : 0.2786
255
+ 2024-05-28 22:27:47,535 - INFO - Test loss : 0.2977
256
+ 2024-05-28 22:27:47,549 - INFO -
257
+ Epoch 22
258
+ 2024-05-28 22:29:57,806 - INFO - [51200/436063] Loss : 0.2724
259
+ 2024-05-28 22:32:05,856 - INFO - [102400/436063] Loss : 0.2733
260
+ 2024-05-28 22:34:13,967 - INFO - [153600/436063] Loss : 0.2740
261
+ 2024-05-28 22:36:22,044 - INFO - [204800/436063] Loss : 0.2749
262
+ 2024-05-28 22:38:30,119 - INFO - [256000/436063] Loss : 0.2756
263
+ 2024-05-28 22:38:44,474 - INFO - [262144/436063] Loss : 0.2756
264
+ 2024-05-28 22:39:45,055 - INFO - Test loss : 0.2988
265
+ 2024-05-28 22:39:45,055 - INFO -
266
+ Epoch 23
267
+ 2024-05-28 22:41:55,859 - INFO - [51200/436063] Loss : 0.2703
268
+ 2024-05-28 22:44:03,960 - INFO - [102400/436063] Loss : 0.2715
269
+ 2024-05-28 22:46:11,800 - INFO - [153600/436063] Loss : 0.2718
270
+ 2024-05-28 22:48:20,172 - INFO - [204800/436063] Loss : 0.2722
271
+ 2024-05-28 22:50:27,905 - INFO - [256000/436063] Loss : 0.2725
272
+ 2024-05-28 22:50:42,280 - INFO - [262144/436063] Loss : 0.2725
273
+ 2024-05-28 22:51:42,774 - INFO - Test loss : 0.3137
274
+ 2024-05-28 22:51:42,774 - INFO -
275
+ Epoch 24
276
+ 2024-05-28 22:53:53,299 - INFO - [51200/436063] Loss : 0.2677
277
+ 2024-05-28 22:56:01,049 - INFO - [102400/436063] Loss : 0.2684
278
+ 2024-05-28 22:58:09,388 - INFO - [153600/436063] Loss : 0.2689
279
+ 2024-05-28 23:00:14,314 - INFO - [204800/436063] Loss : 0.2696
280
+ 2024-05-28 23:02:22,014 - INFO - [256000/436063] Loss : 0.2698
281
+ 2024-05-28 23:02:36,475 - INFO - [262144/436063] Loss : 0.2697
282
+ 2024-05-28 23:03:36,933 - INFO - Test loss : 0.3248
283
+ 2024-05-28 23:03:36,933 - INFO -
284
+ Epoch 25
285
+ 2024-05-28 23:05:47,605 - INFO - [51200/436063] Loss : 0.2641
286
+ 2024-05-28 23:07:55,963 - INFO - [102400/436063] Loss : 0.2651
287
+ 2024-05-28 23:10:04,095 - INFO - [153600/436063] Loss : 0.2657
288
+ 2024-05-28 23:12:12,164 - INFO - [204800/436063] Loss : 0.2666
289
+ 2024-05-28 23:14:21,247 - INFO - [256000/436063] Loss : 0.2677
290
+ 2024-05-28 23:14:35,633 - INFO - [262144/436063] Loss : 0.2678
291
+ 2024-05-28 23:15:36,342 - INFO - Test loss : 0.3223
292
+ 2024-05-28 23:15:36,343 - INFO -
293
+ Epoch 26
294
+ 2024-05-28 23:17:46,410 - INFO - [51200/436063] Loss : 0.2634
295
+ 2024-05-28 23:19:54,501 - INFO - [102400/436063] Loss : 0.2641
296
+ 2024-05-28 23:22:02,092 - INFO - [153600/436063] Loss : 0.2647
297
+ 2024-05-28 23:24:10,800 - INFO - [204800/436063] Loss : 0.2653
298
+ 2024-05-28 23:26:19,353 - INFO - [256000/436063] Loss : 0.2658
299
+ 2024-05-28 23:26:33,823 - INFO - [262144/436063] Loss : 0.2658
300
+ 2024-05-28 23:27:34,241 - INFO - Test loss : 0.3293
301
+ 2024-05-28 23:27:34,242 - INFO -
302
+ Epoch 27
303
+ 2024-05-28 23:29:33,199 - INFO - [51200/436063] Loss : 0.2588
304
+ 2024-05-28 23:31:28,641 - INFO - [102400/436063] Loss : 0.2598
305
+ 2024-05-28 23:33:25,328 - INFO - [153600/436063] Loss : 0.2610
306
+ 2024-05-28 23:35:20,019 - INFO - [204800/436063] Loss : 0.2618
307
+ 2024-05-28 23:37:15,830 - INFO - [256000/436063] Loss : 0.2628
308
+ 2024-05-28 23:37:28,783 - INFO - [262144/436063] Loss : 0.2628
309
+ 2024-05-28 23:38:22,989 - INFO - Test loss : 0.3477
310
+ 2024-05-28 23:38:22,989 - INFO -
311
+ Epoch 28
312
+ 2024-05-28 23:40:20,924 - INFO - [51200/436063] Loss : 0.2579
313
+ 2024-05-28 23:42:04,519 - INFO - [102400/436063] Loss : 0.2593
314
+ 2024-05-28 23:43:47,890 - INFO - [153600/436063] Loss : 0.2601
315
+ 2024-05-28 23:45:30,374 - INFO - [204800/436063] Loss : 0.2612
316
+ 2024-05-28 23:47:13,280 - INFO - [256000/436063] Loss : 0.2616
317
+ 2024-05-28 23:47:24,752 - INFO - [262144/436063] Loss : 0.2617
318
+ 2024-05-28 23:48:12,833 - INFO - Test loss : 0.3444
319
+ 2024-05-28 23:48:12,833 - INFO -
320
+ Epoch 29
321
+ 2024-05-28 23:49:58,002 - INFO - [51200/436063] Loss : 0.2570
322
+ 2024-05-28 23:51:41,334 - INFO - [102400/436063] Loss : 0.2570
323
+ 2024-05-28 23:53:24,346 - INFO - [153600/436063] Loss : 0.2581
324
+ 2024-05-28 23:55:07,763 - INFO - [204800/436063] Loss : 0.2588
325
+ 2024-05-28 23:56:37,846 - INFO - [256000/436063] Loss : 0.2595
326
+ 2024-05-28 23:56:47,943 - INFO - [262144/436063] Loss : 0.2596
327
+ 2024-05-28 23:57:30,338 - INFO - Test loss : 0.3516
328
+ 2024-05-28 23:57:30,338 - INFO -
329
+ Epoch 30
330
+ 2024-05-28 23:59:02,386 - INFO - [51200/436063] Loss : 0.2551
331
+ 2024-05-29 00:00:32,001 - INFO - [102400/436063] Loss : 0.2551
332
+ 2024-05-29 00:02:02,024 - INFO - [153600/436063] Loss : 0.2562
333
+ 2024-05-29 00:03:31,990 - INFO - [204800/436063] Loss : 0.2569
334
+ 2024-05-29 00:05:01,963 - INFO - [256000/436063] Loss : 0.2578
335
+ 2024-05-29 00:05:12,222 - INFO - [262144/436063] Loss : 0.2578
336
+ 2024-05-29 00:05:54,564 - INFO - Test loss : 0.3720
337
+ 2024-05-29 00:05:55,622 - INFO - (24343,)
338
+ 2024-05-29 00:06:19,475 - INFO - Split ID: 0
339
+ 2024-05-29 00:06:19,486 - INFO - Top 1 LocEnc (Epoch 30)acc (%): 3.39
340
+ 2024-05-29 00:06:19,488 - INFO - Top 3 LocEnc (Epoch 30)acc (%): 8.04
341
+ 2024-05-29 00:06:19,489 - INFO - Top 5 LocEnc (Epoch 30)acc (%): 11.82
342
+ 2024-05-29 00:06:19,490 - INFO - Top 10 LocEnc (Epoch 30)acc (%): 18.9
343
+ 2024-05-29 00:06:19,608 - INFO -
344
+ No prior
345
+ 2024-05-29 00:06:19,855 - INFO - (24426,)
346
+ 2024-05-29 00:06:31,507 - INFO - Split ID: 0
347
+ 2024-05-29 00:06:31,508 - INFO - Top 1 (Epoch 30)acc (%): 60.2
348
+ 2024-05-29 00:06:31,508 - INFO - Top 3 (Epoch 30)acc (%): 77.9
349
+ 2024-05-29 00:06:31,508 - INFO - Top 5 (Epoch 30)acc (%): 83.29
350
+ 2024-05-29 00:06:31,508 - INFO - Top 10 (Epoch 30)acc (%): 88.5
351
+ 2024-05-29 00:07:15,422 - INFO - Split ID: 0
352
+ 2024-05-29 00:07:15,422 - INFO - Top 1 (Epoch 30)acc (%): 73.41
353
+ 2024-05-29 00:07:15,422 - INFO - Top 3 (Epoch 30)acc (%): 87.42
354
+ 2024-05-29 00:07:15,422 - INFO - Top 5 (Epoch 30)acc (%): 90.8
355
+ 2024-05-29 00:07:15,423 - INFO - Top 10 (Epoch 30)acc (%): 93.77
356
+ 2024-05-29 00:07:59,161 - INFO - Split ID: 0
357
+ 2024-05-29 00:07:59,161 - INFO - Top 1 (Epoch 30)acc (%): 73.41
358
+ 2024-05-29 00:07:59,161 - INFO - for optuna top1: 73.41
359
+ 2024-05-29 00:07:59,161 - INFO - Top 3 (Epoch 30)acc (%): 87.42
360
+ 2024-05-29 00:07:59,161 - INFO - Top 5 (Epoch 30)acc (%): 90.8
361
+ 2024-05-29 00:07:59,161 - INFO - Top 10 (Epoch 30)acc (%): 93.77
362
+ 2024-05-29 00:07:59,176 - INFO -
363
+ Epoch 31
364
+ 2024-05-29 00:09:31,064 - INFO - [51200/436063] Loss : 0.2523
365
+ 2024-05-29 00:11:01,190 - INFO - [102400/436063] Loss : 0.2541
366
+ 2024-05-29 00:12:31,338 - INFO - [153600/436063] Loss : 0.2552
367
+ 2024-05-29 00:14:01,220 - INFO - [204800/436063] Loss : 0.2558
368
+ 2024-05-29 00:15:31,342 - INFO - [256000/436063] Loss : 0.2562
369
+ 2024-05-29 00:15:41,434 - INFO - [262144/436063] Loss : 0.2563
370
+ 2024-05-29 00:16:23,881 - INFO - Test loss : 0.3720
371
+ 2024-05-29 00:16:23,881 - INFO -
372
+ Epoch 32
373
+ 2024-05-29 00:17:56,623 - INFO - [51200/436063] Loss : 0.2513
374
+ 2024-05-29 00:19:25,237 - INFO - [102400/436063] Loss : 0.2515
375
+ 2024-05-29 00:20:55,756 - INFO - [153600/436063] Loss : 0.2530
376
+ 2024-05-29 00:22:21,706 - INFO - [204800/436063] Loss : 0.2537
377
+ 2024-05-29 00:23:39,345 - INFO - [256000/436063] Loss : 0.2541
378
+ 2024-05-29 00:23:48,121 - INFO - [262144/436063] Loss : 0.2544
379
+ 2024-05-29 00:24:24,397 - INFO - Test loss : 0.3782
380
+ 2024-05-29 00:24:24,397 - INFO -
381
+ Epoch 33
382
+ 2024-05-29 00:25:43,719 - INFO - [51200/436063] Loss : 0.2515
383
+ 2024-05-29 00:27:00,889 - INFO - [102400/436063] Loss : 0.2516
384
+ 2024-05-29 00:28:18,350 - INFO - [153600/436063] Loss : 0.2520
385
+ 2024-05-29 00:29:35,623 - INFO - [204800/436063] Loss : 0.2527
386
+ 2024-05-29 00:30:52,765 - INFO - [256000/436063] Loss : 0.2535
387
+ 2024-05-29 00:31:01,481 - INFO - [262144/436063] Loss : 0.2536
388
+ 2024-05-29 00:31:37,949 - INFO - Test loss : 0.3826
389
+ 2024-05-29 00:31:37,949 - INFO -
390
+ Epoch 34
391
+ 2024-05-29 00:32:56,953 - INFO - [51200/436063] Loss : 0.2490
392
+ 2024-05-29 00:34:11,101 - INFO - [102400/436063] Loss : 0.2497
393
+ 2024-05-29 00:35:24,845 - INFO - [153600/436063] Loss : 0.2506
394
+ 2024-05-29 00:36:42,424 - INFO - [204800/436063] Loss : 0.2512
395
+ 2024-05-29 00:38:00,246 - INFO - [256000/436063] Loss : 0.2521
396
+ 2024-05-29 00:38:08,955 - INFO - [262144/436063] Loss : 0.2521
397
+ 2024-05-29 00:38:45,133 - INFO - Test loss : 0.3963
398
+ 2024-05-29 00:38:45,133 - INFO -
399
+ Epoch 35
400
+ 2024-05-29 00:40:04,121 - INFO - [51200/436063] Loss : 0.2485
401
+ 2024-05-29 00:41:21,533 - INFO - [102400/436063] Loss : 0.2496
402
+ 2024-05-29 00:42:38,773 - INFO - [153600/436063] Loss : 0.2503
403
+ 2024-05-29 00:43:56,866 - INFO - [204800/436063] Loss : 0.2508
404
+ 2024-05-29 00:45:14,987 - INFO - [256000/436063] Loss : 0.2508
405
+ 2024-05-29 00:45:23,778 - INFO - [262144/436063] Loss : 0.2509
406
+ 2024-05-29 00:46:00,157 - INFO - Test loss : 0.4023
407
+ 2024-05-29 00:46:00,157 - INFO -
408
+ Epoch 36
409
+ 2024-05-29 00:47:19,316 - INFO - [51200/436063] Loss : 0.2483
410
+ 2024-05-29 00:48:36,358 - INFO - [102400/436063] Loss : 0.2487
411
+ 2024-05-29 00:49:53,427 - INFO - [153600/436063] Loss : 0.2493
412
+ 2024-05-29 00:51:11,731 - INFO - [204800/436063] Loss : 0.2496
413
+ 2024-05-29 00:52:29,691 - INFO - [256000/436063] Loss : 0.2502
414
+ 2024-05-29 00:52:38,461 - INFO - [262144/436063] Loss : 0.2502
415
+ 2024-05-29 00:53:14,822 - INFO - Test loss : 0.3972
416
+ 2024-05-29 00:53:14,823 - INFO -
417
+ Epoch 37
418
+ 2024-05-29 00:54:33,902 - INFO - [51200/436063] Loss : 0.2466
419
+ 2024-05-29 00:55:51,207 - INFO - [102400/436063] Loss : 0.2472
420
+ 2024-05-29 00:57:08,203 - INFO - [153600/436063] Loss : 0.2478
421
+ 2024-05-29 00:58:25,604 - INFO - [204800/436063] Loss : 0.2481
422
+ 2024-05-29 00:59:43,167 - INFO - [256000/436063] Loss : 0.2484
423
+ 2024-05-29 00:59:51,854 - INFO - [262144/436063] Loss : 0.2485
424
+ 2024-05-29 01:00:28,170 - INFO - Test loss : 0.4122
425
+ 2024-05-29 01:00:28,170 - INFO -
426
+ Epoch 38
427
+ 2024-05-29 01:01:47,200 - INFO - [51200/436063] Loss : 0.2467
428
+ 2024-05-29 01:03:04,698 - INFO - [102400/436063] Loss : 0.2460
429
+ 2024-05-29 01:04:22,363 - INFO - [153600/436063] Loss : 0.2467
430
+ 2024-05-29 01:05:40,542 - INFO - [204800/436063] Loss : 0.2470
431
+ 2024-05-29 01:06:56,007 - INFO - [256000/436063] Loss : 0.2473
432
+ 2024-05-29 01:07:04,719 - INFO - [262144/436063] Loss : 0.2474
433
+ 2024-05-29 01:07:41,131 - INFO - Test loss : 0.4210
434
+ 2024-05-29 01:07:41,132 - INFO -
435
+ Epoch 39
436
+ 2024-05-29 01:09:00,438 - INFO - [51200/436063] Loss : 0.2434
437
+ 2024-05-29 01:10:18,232 - INFO - [102400/436063] Loss : 0.2439
438
+ 2024-05-29 01:11:35,565 - INFO - [153600/436063] Loss : 0.2449
439
+ 2024-05-29 01:12:53,292 - INFO - [204800/436063] Loss : 0.2456
440
+ 2024-05-29 01:14:10,459 - INFO - [256000/436063] Loss : 0.2461
441
+ 2024-05-29 01:14:19,229 - INFO - [262144/436063] Loss : 0.2461
442
+ 2024-05-29 01:14:55,383 - INFO - Test loss : 0.4240
443
+ 2024-05-29 01:14:55,383 - INFO -
444
+ Epoch 40
445
+ 2024-05-29 01:16:14,642 - INFO - [51200/436063] Loss : 0.2427
446
+ 2024-05-29 01:17:32,298 - INFO - [102400/436063] Loss : 0.2436
447
+ 2024-05-29 01:18:49,946 - INFO - [153600/436063] Loss : 0.2445
448
+ 2024-05-29 01:20:07,721 - INFO - [204800/436063] Loss : 0.2450
449
+ 2024-05-29 01:21:25,227 - INFO - [256000/436063] Loss : 0.2454
450
+ 2024-05-29 01:21:33,949 - INFO - [262144/436063] Loss : 0.2454
451
+ 2024-05-29 01:22:10,340 - INFO - Test loss : 0.4255
452
+ 2024-05-29 01:22:11,517 - INFO - (24343,)
453
+ 2024-05-29 01:22:35,671 - INFO - Split ID: 0
454
+ 2024-05-29 01:22:35,682 - INFO - Top 1 LocEnc (Epoch 40)acc (%): 4.0
455
+ 2024-05-29 01:22:35,683 - INFO - Top 3 LocEnc (Epoch 40)acc (%): 9.0
456
+ 2024-05-29 01:22:35,684 - INFO - Top 5 LocEnc (Epoch 40)acc (%): 13.03
457
+ 2024-05-29 01:22:35,685 - INFO - Top 10 LocEnc (Epoch 40)acc (%): 20.25
458
+ 2024-05-29 01:22:35,789 - INFO -
459
+ No prior
460
+ 2024-05-29 01:22:36,023 - INFO - (24426,)
461
+ 2024-05-29 01:22:47,749 - INFO - Split ID: 0
462
+ 2024-05-29 01:22:47,749 - INFO - Top 1 (Epoch 40)acc (%): 60.2
463
+ 2024-05-29 01:22:47,749 - INFO - Top 3 (Epoch 40)acc (%): 77.9
464
+ 2024-05-29 01:22:47,749 - INFO - Top 5 (Epoch 40)acc (%): 83.29
465
+ 2024-05-29 01:22:47,750 - INFO - Top 10 (Epoch 40)acc (%): 88.5
466
+ 2024-05-29 01:23:26,170 - INFO - Split ID: 0
467
+ 2024-05-29 01:23:26,170 - INFO - Top 1 (Epoch 40)acc (%): 73.23
468
+ 2024-05-29 01:23:26,170 - INFO - Top 3 (Epoch 40)acc (%): 87.23
469
+ 2024-05-29 01:23:26,170 - INFO - Top 5 (Epoch 40)acc (%): 90.64
470
+ 2024-05-29 01:23:26,171 - INFO - Top 10 (Epoch 40)acc (%): 93.61
471
+ 2024-05-29 01:24:04,598 - INFO - Split ID: 0
472
+ 2024-05-29 01:24:04,598 - INFO - Top 1 (Epoch 40)acc (%): 73.23
473
+ 2024-05-29 01:24:04,598 - INFO - for optuna top1: 73.23
474
+ 2024-05-29 01:24:04,598 - INFO - Top 3 (Epoch 40)acc (%): 87.23
475
+ 2024-05-29 01:24:04,598 - INFO - Top 5 (Epoch 40)acc (%): 90.64
476
+ 2024-05-29 01:24:04,599 - INFO - Top 10 (Epoch 40)acc (%): 93.61
477
+ 2024-05-29 01:24:04,614 - INFO -
478
+ Epoch 41
479
+ 2024-05-29 01:25:23,568 - INFO - [51200/436063] Loss : 0.2430
480
+ 2024-05-29 01:26:41,078 - INFO - [102400/436063] Loss : 0.2429
481
+ 2024-05-29 01:27:58,842 - INFO - [153600/436063] Loss : 0.2429
482
+ 2024-05-29 01:29:16,098 - INFO - [204800/436063] Loss : 0.2435
483
+ 2024-05-29 01:30:33,685 - INFO - [256000/436063] Loss : 0.2442
484
+ 2024-05-29 01:30:42,523 - INFO - [262144/436063] Loss : 0.2443
485
+ 2024-05-29 01:31:18,852 - INFO - Test loss : 0.4340
486
+ 2024-05-29 01:31:18,853 - INFO -
487
+ Epoch 42
488
+ 2024-05-29 01:32:37,608 - INFO - [51200/436063] Loss : 0.2403
489
+ 2024-05-29 01:33:55,122 - INFO - [102400/436063] Loss : 0.2411
490
+ 2024-05-29 01:35:12,598 - INFO - [153600/436063] Loss : 0.2417
491
+ 2024-05-29 01:36:30,167 - INFO - [204800/436063] Loss : 0.2421
492
+ 2024-05-29 01:37:47,611 - INFO - [256000/436063] Loss : 0.2428
493
+ 2024-05-29 01:37:56,317 - INFO - [262144/436063] Loss : 0.2429
494
+ 2024-05-29 01:38:32,878 - INFO - Test loss : 0.4506
495
+ 2024-05-29 01:38:32,878 - INFO -
496
+ Epoch 43
497
+ 2024-05-29 01:39:49,764 - INFO - [51200/436063] Loss : 0.2413
498
+ 2024-05-29 01:40:59,000 - INFO - [102400/436063] Loss : 0.2412
499
+ 2024-05-29 01:42:16,991 - INFO - [153600/436063] Loss : 0.2410
500
+ 2024-05-29 01:43:34,913 - INFO - [204800/436063] Loss : 0.2416
501
+ 2024-05-29 01:44:52,544 - INFO - [256000/436063] Loss : 0.2420
502
+ 2024-05-29 01:45:01,195 - INFO - [262144/436063] Loss : 0.2421
503
+ 2024-05-29 01:45:37,533 - INFO - Test loss : 0.4428
504
+ 2024-05-29 01:45:37,533 - INFO -
505
+ Epoch 44
506
+ 2024-05-29 01:46:56,658 - INFO - [51200/436063] Loss : 0.2400
507
+ 2024-05-29 01:48:13,979 - INFO - [102400/436063] Loss : 0.2403
508
+ 2024-05-29 01:49:31,449 - INFO - [153600/436063] Loss : 0.2402
509
+ 2024-05-29 01:50:48,384 - INFO - [204800/436063] Loss : 0.2408
510
+ 2024-05-29 01:52:05,974 - INFO - [256000/436063] Loss : 0.2412
511
+ 2024-05-29 01:52:13,535 - INFO - [262144/436063] Loss : 0.2414
512
+ 2024-05-29 01:52:49,631 - INFO - Test loss : 0.4480
513
+ 2024-05-29 01:52:49,632 - INFO -
514
+ Epoch 45
515
+ 2024-05-29 01:54:08,837 - INFO - [51200/436063] Loss : 0.2387
516
+ 2024-05-29 01:55:26,115 - INFO - [102400/436063] Loss : 0.2396
517
+ 2024-05-29 01:56:43,726 - INFO - [153600/436063] Loss : 0.2392
518
+ 2024-05-29 01:58:00,898 - INFO - [204800/436063] Loss : 0.2395
519
+ 2024-05-29 01:59:17,861 - INFO - [256000/436063] Loss : 0.2397
520
+ 2024-05-29 01:59:26,612 - INFO - [262144/436063] Loss : 0.2397
521
+ 2024-05-29 02:00:02,915 - INFO - Test loss : 0.4630
522
+ 2024-05-29 02:00:02,915 - INFO -
523
+ Epoch 46
524
+ 2024-05-29 02:01:22,000 - INFO - [51200/436063] Loss : 0.2385
525
+ 2024-05-29 02:02:39,231 - INFO - [102400/436063] Loss : 0.2390
526
+ 2024-05-29 02:03:56,818 - INFO - [153600/436063] Loss : 0.2387
527
+ 2024-05-29 02:05:14,222 - INFO - [204800/436063] Loss : 0.2389
528
+ 2024-05-29 02:06:31,463 - INFO - [256000/436063] Loss : 0.2397
529
+ 2024-05-29 02:06:40,084 - INFO - [262144/436063] Loss : 0.2396
530
+ 2024-05-29 02:07:16,395 - INFO - Test loss : 0.4659
531
+ 2024-05-29 02:07:16,395 - INFO -
532
+ Epoch 47
533
+ 2024-05-29 02:08:35,578 - INFO - [51200/436063] Loss : 0.2355
534
+ 2024-05-29 02:09:52,890 - INFO - [102400/436063] Loss : 0.2372
535
+ 2024-05-29 02:11:10,446 - INFO - [153600/436063] Loss : 0.2381
536
+ 2024-05-29 02:12:27,640 - INFO - [204800/436063] Loss : 0.2386
537
+ 2024-05-29 02:13:45,050 - INFO - [256000/436063] Loss : 0.2393
538
+ 2024-05-29 02:13:53,687 - INFO - [262144/436063] Loss : 0.2393
539
+ 2024-05-29 02:14:30,224 - INFO - Test loss : 0.4667
540
+ 2024-05-29 02:14:30,224 - INFO -
541
+ Epoch 48
542
+ 2024-05-29 02:15:49,293 - INFO - [51200/436063] Loss : 0.2359
543
+ 2024-05-29 02:17:06,746 - INFO - [102400/436063] Loss : 0.2362
544
+ 2024-05-29 02:18:24,376 - INFO - [153600/436063] Loss : 0.2366
545
+ 2024-05-29 02:19:41,478 - INFO - [204800/436063] Loss : 0.2378
546
+ 2024-05-29 02:20:58,540 - INFO - [256000/436063] Loss : 0.2382
547
+ 2024-05-29 02:21:07,230 - INFO - [262144/436063] Loss : 0.2382
548
+ 2024-05-29 02:21:43,876 - INFO - Test loss : 0.4717
549
+ 2024-05-29 02:21:43,876 - INFO -
550
+ Epoch 49
551
+ 2024-05-29 02:23:02,674 - INFO - [51200/436063] Loss : 0.2346
552
+ 2024-05-29 02:24:20,078 - INFO - [102400/436063] Loss : 0.2351
553
+ 2024-05-29 02:25:37,376 - INFO - [153600/436063] Loss : 0.2360
554
+ 2024-05-29 02:26:54,513 - INFO - [204800/436063] Loss : 0.2365
555
+ 2024-05-29 02:28:12,132 - INFO - [256000/436063] Loss : 0.2374
556
+ 2024-05-29 02:28:20,817 - INFO - [262144/436063] Loss : 0.2374
557
+ 2024-05-29 02:28:57,032 - INFO - Test loss : 0.4773
558
+ 2024-05-29 02:28:57,032 - INFO -
559
+ Epoch 50
560
+ 2024-05-29 02:30:16,188 - INFO - [51200/436063] Loss : 0.2344
561
+ 2024-05-29 02:31:33,317 - INFO - [102400/436063] Loss : 0.2345
562
+ 2024-05-29 02:32:50,589 - INFO - [153600/436063] Loss : 0.2352
563
+ 2024-05-29 02:34:07,790 - INFO - [204800/436063] Loss : 0.2355
564
+ 2024-05-29 02:35:24,996 - INFO - [256000/436063] Loss : 0.2363
565
+ 2024-05-29 02:35:33,706 - INFO - [262144/436063] Loss : 0.2364
566
+ 2024-05-29 02:36:10,399 - INFO - Test loss : 0.4777
567
+ 2024-05-29 02:36:11,503 - INFO - (24343,)
568
+ 2024-05-29 02:36:35,398 - INFO - Split ID: 0
569
+ 2024-05-29 02:36:35,409 - INFO - Top 1 LocEnc (Epoch 50)acc (%): 4.25
570
+ 2024-05-29 02:36:35,411 - INFO - Top 3 LocEnc (Epoch 50)acc (%): 9.67
571
+ 2024-05-29 02:36:35,412 - INFO - Top 5 LocEnc (Epoch 50)acc (%): 13.37
572
+ 2024-05-29 02:36:35,414 - INFO - Top 10 LocEnc (Epoch 50)acc (%): 20.96
573
+ 2024-05-29 02:36:35,538 - INFO -
574
+ No prior
575
+ 2024-05-29 02:36:35,819 - INFO - (24426,)
576
+ 2024-05-29 02:36:47,419 - INFO - Split ID: 0
577
+ 2024-05-29 02:36:47,420 - INFO - Top 1 (Epoch 50)acc (%): 60.2
578
+ 2024-05-29 02:36:47,420 - INFO - Top 3 (Epoch 50)acc (%): 77.9
579
+ 2024-05-29 02:36:47,420 - INFO - Top 5 (Epoch 50)acc (%): 83.29
580
+ 2024-05-29 02:36:47,420 - INFO - Top 10 (Epoch 50)acc (%): 88.5
581
+ 2024-05-29 02:37:26,381 - INFO - Split ID: 0
582
+ 2024-05-29 02:37:26,382 - INFO - Top 1 (Epoch 50)acc (%): 73.21
583
+ 2024-05-29 02:37:26,382 - INFO - Top 3 (Epoch 50)acc (%): 87.06
584
+ 2024-05-29 02:37:26,382 - INFO - Top 5 (Epoch 50)acc (%): 90.48
585
+ 2024-05-29 02:37:26,382 - INFO - Top 10 (Epoch 50)acc (%): 93.48
586
+ 2024-05-29 02:38:05,396 - INFO - Split ID: 0
587
+ 2024-05-29 02:38:05,398 - INFO - Top 1 (Epoch 50)acc (%): 73.21
588
+ 2024-05-29 02:38:05,398 - INFO - for optuna top1: 73.21
589
+ 2024-05-29 02:38:05,399 - INFO - Top 3 (Epoch 50)acc (%): 87.06
590
+ 2024-05-29 02:38:05,399 - INFO - Top 5 (Epoch 50)acc (%): 90.48
591
+ 2024-05-29 02:38:05,399 - INFO - Top 10 (Epoch 50)acc (%): 93.48
592
+ 2024-05-29 02:38:05,400 - INFO -
593
+ Epoch 51
594
+ 2024-05-29 02:39:22,503 - INFO - [51200/436063] Loss : 0.2326
595
+ 2024-05-29 02:40:40,143 - INFO - [102400/436063] Loss : 0.2337
596
+ 2024-05-29 02:41:57,394 - INFO - [153600/436063] Loss : 0.2350
597
+ 2024-05-29 02:43:14,440 - INFO - [204800/436063] Loss : 0.2354
598
+ 2024-05-29 02:44:31,923 - INFO - [256000/436063] Loss : 0.2361
599
+ 2024-05-29 02:44:40,639 - INFO - [262144/436063] Loss : 0.2362
600
+ 2024-05-29 02:45:17,207 - INFO - Test loss : 0.4827
601
+ 2024-05-29 02:45:17,207 - INFO -
602
+ Epoch 52
603
+ 2024-05-29 02:46:36,415 - INFO - [51200/436063] Loss : 0.2344
604
+ 2024-05-29 02:47:53,840 - INFO - [102400/436063] Loss : 0.2344
605
+ 2024-05-29 02:49:11,401 - INFO - [153600/436063] Loss : 0.2350
606
+ 2024-05-29 02:50:28,941 - INFO - [204800/436063] Loss : 0.2350
607
+ 2024-05-29 02:51:45,989 - INFO - [256000/436063] Loss : 0.2356
608
+ 2024-05-29 02:51:54,732 - INFO - [262144/436063] Loss : 0.2357
609
+ 2024-05-29 02:52:31,149 - INFO - Test loss : 0.4891
610
+ 2024-05-29 02:52:31,149 - INFO -
611
+ Epoch 53
612
+ 2024-05-29 02:53:50,233 - INFO - [51200/436063] Loss : 0.2336
613
+ 2024-05-29 02:55:07,366 - INFO - [102400/436063] Loss : 0.2332
614
+ 2024-05-29 02:56:24,894 - INFO - [153600/436063] Loss : 0.2335
615
+ 2024-05-29 02:57:42,173 - INFO - [204800/436063] Loss : 0.2339
616
+ 2024-05-29 02:58:59,515 - INFO - [256000/436063] Loss : 0.2344
617
+ 2024-05-29 02:59:08,450 - INFO - [262144/436063] Loss : 0.2344
618
+ 2024-05-29 02:59:42,655 - INFO - Test loss : 0.4955
619
+ 2024-05-29 02:59:42,656 - INFO -
620
+ Epoch 54
621
+ 2024-05-29 03:00:57,175 - INFO - [51200/436063] Loss : 0.2333
622
+ 2024-05-29 03:02:14,501 - INFO - [102400/436063] Loss : 0.2331
623
+ 2024-05-29 03:03:31,636 - INFO - [153600/436063] Loss : 0.2336
624
+ 2024-05-29 03:04:48,836 - INFO - [204800/436063] Loss : 0.2342
625
+ 2024-05-29 03:06:06,182 - INFO - [256000/436063] Loss : 0.2347
626
+ 2024-05-29 03:06:14,928 - INFO - [262144/436063] Loss : 0.2347
627
+ 2024-05-29 03:06:51,308 - INFO - Test loss : 0.5069
628
+ 2024-05-29 03:06:51,308 - INFO -
629
+ Epoch 55
630
+ 2024-05-29 03:08:10,234 - INFO - [51200/436063] Loss : 0.2320
631
+ 2024-05-29 03:09:27,419 - INFO - [102400/436063] Loss : 0.2321
632
+ 2024-05-29 03:10:44,761 - INFO - [153600/436063] Loss : 0.2322
633
+ 2024-05-29 03:12:02,475 - INFO - [204800/436063] Loss : 0.2330
634
+ 2024-05-29 03:13:20,043 - INFO - [256000/436063] Loss : 0.2332
635
+ 2024-05-29 03:13:28,718 - INFO - [262144/436063] Loss : 0.2332
636
+ 2024-05-29 03:14:05,060 - INFO - Test loss : 0.5072
637
+ 2024-05-29 03:14:05,060 - INFO -
638
+ Epoch 56
639
+ 2024-05-29 03:15:24,363 - INFO - [51200/436063] Loss : 0.2298
640
+ 2024-05-29 03:16:41,700 - INFO - [102400/436063] Loss : 0.2313
641
+ 2024-05-29 03:17:58,951 - INFO - [153600/436063] Loss : 0.2319
642
+ 2024-05-29 03:19:16,482 - INFO - [204800/436063] Loss : 0.2326
643
+ 2024-05-29 03:20:33,932 - INFO - [256000/436063] Loss : 0.2330
644
+ 2024-05-29 03:20:42,597 - INFO - [262144/436063] Loss : 0.2330
645
+ 2024-05-29 03:21:18,903 - INFO - Test loss : 0.5069
646
+ 2024-05-29 03:21:18,903 - INFO -
647
+ Epoch 57
648
+ 2024-05-29 03:22:37,499 - INFO - [51200/436063] Loss : 0.2313
649
+ 2024-05-29 03:23:55,538 - INFO - [102400/436063] Loss : 0.2311
650
+ 2024-05-29 03:25:11,327 - INFO - [153600/436063] Loss : 0.2318
651
+ 2024-05-29 03:26:28,663 - INFO - [204800/436063] Loss : 0.2323
652
+ 2024-05-29 03:27:45,820 - INFO - [256000/436063] Loss : 0.2325
653
+ 2024-05-29 03:27:54,515 - INFO - [262144/436063] Loss : 0.2325
654
+ 2024-05-29 03:28:31,333 - INFO - Test loss : 0.5139
655
+ 2024-05-29 03:28:31,334 - INFO -
656
+ Epoch 58
657
+ 2024-05-29 03:29:50,444 - INFO - [51200/436063] Loss : 0.2306
658
+ 2024-05-29 03:31:07,986 - INFO - [102400/436063] Loss : 0.2307
659
+ 2024-05-29 03:32:25,295 - INFO - [153600/436063] Loss : 0.2309
660
+ 2024-05-29 03:33:42,726 - INFO - [204800/436063] Loss : 0.2315
661
+ 2024-05-29 03:35:00,102 - INFO - [256000/436063] Loss : 0.2317
662
+ 2024-05-29 03:35:08,781 - INFO - [262144/436063] Loss : 0.2317
663
+ 2024-05-29 03:35:45,052 - INFO - Test loss : 0.5173
664
+ 2024-05-29 03:35:45,052 - INFO -
665
+ Epoch 59
666
+ 2024-05-29 03:37:04,187 - INFO - [51200/436063] Loss : 0.2306
667
+ 2024-05-29 03:38:21,459 - INFO - [102400/436063] Loss : 0.2313
668
+ 2024-05-29 03:39:39,156 - INFO - [153600/436063] Loss : 0.2311
669
+ 2024-05-29 03:40:57,083 - INFO - [204800/436063] Loss : 0.2315
670
+ 2024-05-29 03:42:14,632 - INFO - [256000/436063] Loss : 0.2318
671
+ 2024-05-29 03:42:23,323 - INFO - [262144/436063] Loss : 0.2318
672
+ 2024-05-29 03:42:59,777 - INFO - Test loss : 0.5227
673
+ 2024-05-29 03:42:59,777 - INFO -
674
+ Epoch 60
675
+ 2024-05-29 03:44:19,068 - INFO - [51200/436063] Loss : 0.2302
676
+ 2024-05-29 03:45:36,101 - INFO - [102400/436063] Loss : 0.2305
677
+ 2024-05-29 03:46:53,483 - INFO - [153600/436063] Loss : 0.2305
678
+ 2024-05-29 03:48:11,087 - INFO - [204800/436063] Loss : 0.2302
679
+ 2024-05-29 03:49:28,812 - INFO - [256000/436063] Loss : 0.2304
680
+ 2024-05-29 03:49:37,511 - INFO - [262144/436063] Loss : 0.2304
681
+ 2024-05-29 03:50:13,876 - INFO - Test loss : 0.5327
682
+ 2024-05-29 03:50:15,018 - INFO - (24343,)
683
+ 2024-05-29 03:50:39,419 - INFO - Split ID: 0
684
+ 2024-05-29 03:50:39,433 - INFO - Top 1 LocEnc (Epoch 60)acc (%): 4.35
685
+ 2024-05-29 03:50:39,434 - INFO - Top 3 LocEnc (Epoch 60)acc (%): 9.64
686
+ 2024-05-29 03:50:39,435 - INFO - Top 5 LocEnc (Epoch 60)acc (%): 13.87
687
+ 2024-05-29 03:50:39,437 - INFO - Top 10 LocEnc (Epoch 60)acc (%): 21.43
688
+ 2024-05-29 03:50:39,575 - INFO -
689
+ No prior
690
+ 2024-05-29 03:50:39,873 - INFO - (24426,)
691
+ 2024-05-29 03:50:51,935 - INFO - Split ID: 0
692
+ 2024-05-29 03:50:51,935 - INFO - Top 1 (Epoch 60)acc (%): 60.2
693
+ 2024-05-29 03:50:51,935 - INFO - Top 3 (Epoch 60)acc (%): 77.9
694
+ 2024-05-29 03:50:51,935 - INFO - Top 5 (Epoch 60)acc (%): 83.29
695
+ 2024-05-29 03:50:51,935 - INFO - Top 10 (Epoch 60)acc (%): 88.5
696
+ 2024-05-29 03:51:30,622 - INFO - Split ID: 0
697
+ 2024-05-29 03:51:30,623 - INFO - Top 1 (Epoch 60)acc (%): 73.19
698
+ 2024-05-29 03:51:30,624 - INFO - Top 3 (Epoch 60)acc (%): 86.95
699
+ 2024-05-29 03:51:30,624 - INFO - Top 5 (Epoch 60)acc (%): 90.33
700
+ 2024-05-29 03:51:30,625 - INFO - Top 10 (Epoch 60)acc (%): 93.3
701
+ 2024-05-29 03:52:09,025 - INFO - Split ID: 0
702
+ 2024-05-29 03:52:09,025 - INFO - Top 1 (Epoch 60)acc (%): 73.19
703
+ 2024-05-29 03:52:09,026 - INFO - for optuna top1: 73.19
704
+ 2024-05-29 03:52:09,026 - INFO - Top 3 (Epoch 60)acc (%): 86.95
705
+ 2024-05-29 03:52:09,026 - INFO - Top 5 (Epoch 60)acc (%): 90.33
706
+ 2024-05-29 03:52:09,026 - INFO - Top 10 (Epoch 60)acc (%): 93.3
707
+ 2024-05-29 03:52:09,041 - INFO -
708
+ Epoch 61
709
+ 2024-05-29 03:53:28,427 - INFO - [51200/436063] Loss : 0.2281
710
+ 2024-05-29 03:54:45,929 - INFO - [102400/436063] Loss : 0.2291
711
+ 2024-05-29 03:56:03,301 - INFO - [153600/436063] Loss : 0.2293
712
+ 2024-05-29 03:57:20,479 - INFO - [204800/436063] Loss : 0.2303
713
+ 2024-05-29 03:58:37,635 - INFO - [256000/436063] Loss : 0.2307
714
+ 2024-05-29 03:58:46,290 - INFO - [262144/436063] Loss : 0.2308
715
+ 2024-05-29 03:59:22,600 - INFO - Test loss : 0.5323
716
+ 2024-05-29 03:59:22,600 - INFO -
717
+ Epoch 62
718
+ 2024-05-29 04:00:41,798 - INFO - [51200/436063] Loss : 0.2280
719
+ 2024-05-29 04:01:58,952 - INFO - [102400/436063] Loss : 0.2288
720
+ 2024-05-29 04:03:16,744 - INFO - [153600/436063] Loss : 0.2289
721
+ 2024-05-29 04:04:33,960 - INFO - [204800/436063] Loss : 0.2292
722
+ 2024-05-29 04:05:51,049 - INFO - [256000/436063] Loss : 0.2294
723
+ 2024-05-29 04:05:59,744 - INFO - [262144/436063] Loss : 0.2295
724
+ 2024-05-29 04:06:36,157 - INFO - Test loss : 0.5374
725
+ 2024-05-29 04:06:36,157 - INFO -
726
+ Epoch 63
727
+ 2024-05-29 04:07:55,461 - INFO - [51200/436063] Loss : 0.2291
728
+ 2024-05-29 04:09:13,158 - INFO - [102400/436063] Loss : 0.2286
729
+ 2024-05-29 04:10:31,155 - INFO - [153600/436063] Loss : 0.2287
730
+ 2024-05-29 04:11:46,775 - INFO - [204800/436063] Loss : 0.2290
731
+ 2024-05-29 04:12:57,112 - INFO - [256000/436063] Loss : 0.2293
732
+ 2024-05-29 04:13:05,555 - INFO - [262144/436063] Loss : 0.2293
733
+ 2024-05-29 04:13:42,401 - INFO - Test loss : 0.5401
734
+ 2024-05-29 04:13:42,401 - INFO -
735
+ Epoch 64
736
+ 2024-05-29 04:15:01,543 - INFO - [51200/436063] Loss : 0.2272
737
+ 2024-05-29 04:16:18,724 - INFO - [102400/436063] Loss : 0.2273
738
+ 2024-05-29 04:17:36,375 - INFO - [153600/436063] Loss : 0.2278
739
+ 2024-05-29 04:18:53,596 - INFO - [204800/436063] Loss : 0.2281
740
+ 2024-05-29 04:20:10,950 - INFO - [256000/436063] Loss : 0.2284
741
+ 2024-05-29 04:20:19,655 - INFO - [262144/436063] Loss : 0.2285
742
+ 2024-05-29 04:20:55,719 - INFO - Test loss : 0.5417
743
+ 2024-05-29 04:20:55,719 - INFO -
744
+ Epoch 65
745
+ 2024-05-29 04:22:14,950 - INFO - [51200/436063] Loss : 0.2291
746
+ 2024-05-29 04:23:32,466 - INFO - [102400/436063] Loss : 0.2291
747
+ 2024-05-29 04:24:49,917 - INFO - [153600/436063] Loss : 0.2290
748
+ 2024-05-29 04:26:07,065 - INFO - [204800/436063] Loss : 0.2288
749
+ 2024-05-29 04:27:24,446 - INFO - [256000/436063] Loss : 0.2291
750
+ 2024-05-29 04:27:33,147 - INFO - [262144/436063] Loss : 0.2292
751
+ 2024-05-29 04:28:09,384 - INFO - Test loss : 0.5350
752
+ 2024-05-29 04:28:09,384 - INFO -
753
+ Epoch 66
754
+ 2024-05-29 04:29:28,221 - INFO - [51200/436063] Loss : 0.2267
755
+ 2024-05-29 04:30:45,560 - INFO - [102400/436063] Loss : 0.2276
756
+ 2024-05-29 04:32:03,046 - INFO - [153600/436063] Loss : 0.2276
757
+ 2024-05-29 04:33:20,205 - INFO - [204800/436063] Loss : 0.2277
758
+ 2024-05-29 04:34:37,544 - INFO - [256000/436063] Loss : 0.2282
759
+ 2024-05-29 04:34:46,226 - INFO - [262144/436063] Loss : 0.2283
760
+ 2024-05-29 04:35:22,436 - INFO - Test loss : 0.5490
761
+ 2024-05-29 04:35:22,436 - INFO -
762
+ Epoch 67
763
+ 2024-05-29 04:36:41,339 - INFO - [51200/436063] Loss : 0.2256
764
+ 2024-05-29 04:37:58,585 - INFO - [102400/436063] Loss : 0.2283
765
+ 2024-05-29 04:39:16,031 - INFO - [153600/436063] Loss : 0.2283
766
+ 2024-05-29 04:40:33,266 - INFO - [204800/436063] Loss : 0.2280
767
+ 2024-05-29 04:41:50,689 - INFO - [256000/436063] Loss : 0.2281
768
+ 2024-05-29 04:41:59,404 - INFO - [262144/436063] Loss : 0.2281
769
+ 2024-05-29 04:42:35,637 - INFO - Test loss : 0.5506
770
+ 2024-05-29 04:42:35,637 - INFO -
771
+ Epoch 68
772
+ 2024-05-29 04:43:55,075 - INFO - [51200/436063] Loss : 0.2259
773
+ 2024-05-29 04:45:12,223 - INFO - [102400/436063] Loss : 0.2264
774
+ 2024-05-29 04:46:29,441 - INFO - [153600/436063] Loss : 0.2267
775
+ 2024-05-29 04:47:46,814 - INFO - [204800/436063] Loss : 0.2270
776
+ 2024-05-29 04:49:04,628 - INFO - [256000/436063] Loss : 0.2273
777
+ 2024-05-29 04:49:13,372 - INFO - [262144/436063] Loss : 0.2273
778
+ 2024-05-29 04:49:49,791 - INFO - Test loss : 0.5563
779
+ 2024-05-29 04:49:49,791 - INFO -
780
+ Epoch 69
781
+ 2024-05-29 04:51:09,149 - INFO - [51200/436063] Loss : 0.2261
782
+ 2024-05-29 04:52:26,803 - INFO - [102400/436063] Loss : 0.2261
783
+ 2024-05-29 04:53:44,762 - INFO - [153600/436063] Loss : 0.2264
784
+ 2024-05-29 04:55:02,042 - INFO - [204800/436063] Loss : 0.2268
785
+ 2024-05-29 04:56:19,766 - INFO - [256000/436063] Loss : 0.2272
786
+ 2024-05-29 04:56:28,642 - INFO - [262144/436063] Loss : 0.2272
787
+ 2024-05-29 04:57:05,547 - INFO - Test loss : 0.5562
788
+ 2024-05-29 04:57:05,547 - INFO -
789
+ Epoch 70
790
+ 2024-05-29 04:58:22,644 - INFO - [51200/436063] Loss : 0.2258
791
+ 2024-05-29 04:59:40,224 - INFO - [102400/436063] Loss : 0.2266
792
+ 2024-05-29 05:00:57,628 - INFO - [153600/436063] Loss : 0.2266
793
+ 2024-05-29 05:02:14,892 - INFO - [204800/436063] Loss : 0.2267
794
+ 2024-05-29 05:03:32,166 - INFO - [256000/436063] Loss : 0.2272
795
+ 2024-05-29 05:03:40,841 - INFO - [262144/436063] Loss : 0.2273
796
+ 2024-05-29 05:04:17,113 - INFO - Test loss : 0.5604
797
+ 2024-05-29 05:04:18,050 - INFO - (24343,)
798
+ 2024-05-29 05:04:41,679 - INFO - Split ID: 0
799
+ 2024-05-29 05:04:41,693 - INFO - Top 1 LocEnc (Epoch 70)acc (%): 4.47
800
+ 2024-05-29 05:04:41,694 - INFO - Top 3 LocEnc (Epoch 70)acc (%): 10.04
801
+ 2024-05-29 05:04:41,696 - INFO - Top 5 LocEnc (Epoch 70)acc (%): 14.25
802
+ 2024-05-29 05:04:41,697 - INFO - Top 10 LocEnc (Epoch 70)acc (%): 21.82
803
+ 2024-05-29 05:04:41,813 - INFO -
804
+ No prior
805
+ 2024-05-29 05:04:42,046 - INFO - (24426,)
806
+ 2024-05-29 05:04:53,527 - INFO - Split ID: 0
807
+ 2024-05-29 05:04:53,527 - INFO - Top 1 (Epoch 70)acc (%): 60.2
808
+ 2024-05-29 05:04:53,527 - INFO - Top 3 (Epoch 70)acc (%): 77.9
809
+ 2024-05-29 05:04:53,527 - INFO - Top 5 (Epoch 70)acc (%): 83.29
810
+ 2024-05-29 05:04:53,527 - INFO - Top 10 (Epoch 70)acc (%): 88.5
811
+ 2024-05-29 05:05:31,852 - INFO - Split ID: 0
812
+ 2024-05-29 05:05:31,852 - INFO - Top 1 (Epoch 70)acc (%): 73.07
813
+ 2024-05-29 05:05:31,852 - INFO - Top 3 (Epoch 70)acc (%): 86.83
814
+ 2024-05-29 05:05:31,852 - INFO - Top 5 (Epoch 70)acc (%): 90.26
815
+ 2024-05-29 05:05:31,852 - INFO - Top 10 (Epoch 70)acc (%): 93.16
816
+ 2024-05-29 05:06:10,228 - INFO - Split ID: 0
817
+ 2024-05-29 05:06:10,228 - INFO - Top 1 (Epoch 70)acc (%): 73.07
818
+ 2024-05-29 05:06:10,228 - INFO - for optuna top1: 73.07
819
+ 2024-05-29 05:06:10,229 - INFO - Top 3 (Epoch 70)acc (%): 86.83
820
+ 2024-05-29 05:06:10,229 - INFO - Top 5 (Epoch 70)acc (%): 90.26
821
+ 2024-05-29 05:06:10,229 - INFO - Top 10 (Epoch 70)acc (%): 93.16
822
+ 2024-05-29 05:06:10,240 - INFO -
823
+ Epoch 71
824
+ 2024-05-29 05:07:29,327 - INFO - [51200/436063] Loss : 0.2253
825
+ 2024-05-29 05:08:46,630 - INFO - [102400/436063] Loss : 0.2258
826
+ 2024-05-29 05:10:03,934 - INFO - [153600/436063] Loss : 0.2263
827
+ 2024-05-29 05:11:21,441 - INFO - [204800/436063] Loss : 0.2261
828
+ 2024-05-29 05:12:38,834 - INFO - [256000/436063] Loss : 0.2266
829
+ 2024-05-29 05:12:47,493 - INFO - [262144/436063] Loss : 0.2266
830
+ 2024-05-29 05:13:23,728 - INFO - Test loss : 0.5585
831
+ 2024-05-29 05:13:23,728 - INFO -
832
+ Epoch 72
833
+ 2024-05-29 05:14:42,932 - INFO - [51200/436063] Loss : 0.2239
834
+ 2024-05-29 05:15:59,864 - INFO - [102400/436063] Loss : 0.2245
835
+ 2024-05-29 05:17:17,252 - INFO - [153600/436063] Loss : 0.2249
836
+ 2024-05-29 05:18:34,335 - INFO - [204800/436063] Loss : 0.2254
837
+ 2024-05-29 05:19:51,835 - INFO - [256000/436063] Loss : 0.2257
838
+ 2024-05-29 05:20:00,590 - INFO - [262144/436063] Loss : 0.2257
839
+ 2024-05-29 05:20:37,123 - INFO - Test loss : 0.5651
840
+ 2024-05-29 05:20:37,123 - INFO -
841
+ Epoch 73
842
+ 2024-05-29 05:21:56,047 - INFO - [51200/436063] Loss : 0.2237
843
+ 2024-05-29 05:23:13,355 - INFO - [102400/436063] Loss : 0.2248
844
+ 2024-05-29 05:24:30,398 - INFO - [153600/436063] Loss : 0.2247
845
+ 2024-05-29 05:25:42,579 - INFO - [204800/436063] Loss : 0.2252
846
+ 2024-05-29 05:26:59,183 - INFO - [256000/436063] Loss : 0.2258
847
+ 2024-05-29 05:27:07,886 - INFO - [262144/436063] Loss : 0.2258
848
+ 2024-05-29 05:27:44,128 - INFO - Test loss : 0.5686
849
+ 2024-05-29 05:27:44,128 - INFO -
850
+ Epoch 74
851
+ 2024-05-29 05:29:03,279 - INFO - [51200/436063] Loss : 0.2250
852
+ 2024-05-29 05:30:20,475 - INFO - [102400/436063] Loss : 0.2253
853
+ 2024-05-29 05:31:37,875 - INFO - [153600/436063] Loss : 0.2256
854
+ 2024-05-29 05:32:55,108 - INFO - [204800/436063] Loss : 0.2256
855
+ 2024-05-29 05:34:12,434 - INFO - [256000/436063] Loss : 0.2258
856
+ 2024-05-29 05:34:21,102 - INFO - [262144/436063] Loss : 0.2258
857
+ 2024-05-29 05:34:57,434 - INFO - Test loss : 0.5789
858
+ 2024-05-29 05:34:57,434 - INFO -
859
+ Epoch 75
860
+ 2024-05-29 05:36:16,514 - INFO - [51200/436063] Loss : 0.2226
861
+ 2024-05-29 05:37:33,760 - INFO - [102400/436063] Loss : 0.2234
862
+ 2024-05-29 05:38:50,943 - INFO - [153600/436063] Loss : 0.2237
863
+ 2024-05-29 05:40:08,051 - INFO - [204800/436063] Loss : 0.2242
864
+ 2024-05-29 05:41:25,098 - INFO - [256000/436063] Loss : 0.2249
865
+ 2024-05-29 05:41:33,769 - INFO - [262144/436063] Loss : 0.2249
866
+ 2024-05-29 05:42:10,062 - INFO - Test loss : 0.5737
867
+ 2024-05-29 05:42:10,062 - INFO -
868
+ Epoch 76
869
+ 2024-05-29 05:43:29,678 - INFO - [51200/436063] Loss : 0.2228
870
+ 2024-05-29 05:44:45,558 - INFO - [102400/436063] Loss : 0.2236
871
+ 2024-05-29 05:46:02,655 - INFO - [153600/436063] Loss : 0.2244
872
+ 2024-05-29 05:47:20,171 - INFO - [204800/436063] Loss : 0.2249
873
+ 2024-05-29 05:48:36,991 - INFO - [256000/436063] Loss : 0.2250
874
+ 2024-05-29 05:48:45,656 - INFO - [262144/436063] Loss : 0.2250
875
+ 2024-05-29 05:49:21,684 - INFO - Test loss : 0.5828
876
+ 2024-05-29 05:49:21,684 - INFO -
877
+ Epoch 77
878
+ 2024-05-29 05:50:40,437 - INFO - [51200/436063] Loss : 0.2235
879
+ 2024-05-29 05:51:57,471 - INFO - [102400/436063] Loss : 0.2237
880
+ 2024-05-29 05:53:14,694 - INFO - [153600/436063] Loss : 0.2240
881
+ 2024-05-29 05:54:31,981 - INFO - [204800/436063] Loss : 0.2237
882
+ 2024-05-29 05:55:49,228 - INFO - [256000/436063] Loss : 0.2242
883
+ 2024-05-29 05:55:57,934 - INFO - [262144/436063] Loss : 0.2242
884
+ 2024-05-29 05:56:34,219 - INFO - Test loss : 0.5824
885
+ 2024-05-29 05:56:34,219 - INFO -
886
+ Epoch 78
887
+ 2024-05-29 05:57:52,758 - INFO - [51200/436063] Loss : 0.2228
888
+ 2024-05-29 05:59:09,620 - INFO - [102400/436063] Loss : 0.2234
889
+ 2024-05-29 06:00:27,008 - INFO - [153600/436063] Loss : 0.2234
890
+ 2024-05-29 06:01:44,471 - INFO - [204800/436063] Loss : 0.2241
891
+ 2024-05-29 06:03:01,604 - INFO - [256000/436063] Loss : 0.2244
892
+ 2024-05-29 06:03:10,310 - INFO - [262144/436063] Loss : 0.2244
893
+ 2024-05-29 06:03:46,589 - INFO - Test loss : 0.5866
894
+ 2024-05-29 06:03:46,590 - INFO -
895
+ Epoch 79
896
+ 2024-05-29 06:05:05,350 - INFO - [51200/436063] Loss : 0.2219
897
+ 2024-05-29 06:06:22,306 - INFO - [102400/436063] Loss : 0.2228
898
+ 2024-05-29 06:07:39,362 - INFO - [153600/436063] Loss : 0.2231
899
+ 2024-05-29 06:08:56,434 - INFO - [204800/436063] Loss : 0.2234
900
+ 2024-05-29 06:10:13,513 - INFO - [256000/436063] Loss : 0.2237
901
+ 2024-05-29 06:10:22,194 - INFO - [262144/436063] Loss : 0.2237
902
+ 2024-05-29 06:10:58,483 - INFO - Test loss : 0.5909
903
+ 2024-05-29 06:10:58,483 - INFO -
904
+ Epoch 80
905
+ 2024-05-29 06:12:17,402 - INFO - [51200/436063] Loss : 0.2229
906
+ 2024-05-29 06:13:34,698 - INFO - [102400/436063] Loss : 0.2227
907
+ 2024-05-29 06:14:52,098 - INFO - [153600/436063] Loss : 0.2233
908
+ 2024-05-29 06:16:09,351 - INFO - [204800/436063] Loss : 0.2238
909
+ 2024-05-29 06:17:26,337 - INFO - [256000/436063] Loss : 0.2240
910
+ 2024-05-29 06:17:34,923 - INFO - [262144/436063] Loss : 0.2239
911
+ 2024-05-29 06:18:11,191 - INFO - Test loss : 0.5934
912
+ 2024-05-29 06:18:12,192 - INFO - (24343,)
913
+ 2024-05-29 06:18:35,072 - INFO - Split ID: 0
914
+ 2024-05-29 06:18:35,083 - INFO - Top 1 LocEnc (Epoch 80)acc (%): 4.49
915
+ 2024-05-29 06:18:35,084 - INFO - Top 3 LocEnc (Epoch 80)acc (%): 10.27
916
+ 2024-05-29 06:18:35,085 - INFO - Top 5 LocEnc (Epoch 80)acc (%): 14.34
917
+ 2024-05-29 06:18:35,086 - INFO - Top 10 LocEnc (Epoch 80)acc (%): 21.94
918
+ 2024-05-29 06:18:35,205 - INFO -
919
+ No prior
920
+ 2024-05-29 06:18:35,475 - INFO - (24426,)
921
+ 2024-05-29 06:18:46,535 - INFO - Split ID: 0
922
+ 2024-05-29 06:18:46,535 - INFO - Top 1 (Epoch 80)acc (%): 60.2
923
+ 2024-05-29 06:18:46,535 - INFO - Top 3 (Epoch 80)acc (%): 77.9
924
+ 2024-05-29 06:18:46,535 - INFO - Top 5 (Epoch 80)acc (%): 83.29
925
+ 2024-05-29 06:18:46,535 - INFO - Top 10 (Epoch 80)acc (%): 88.5
926
+ 2024-05-29 06:19:24,921 - INFO - Split ID: 0
927
+ 2024-05-29 06:19:24,921 - INFO - Top 1 (Epoch 80)acc (%): 73.03
928
+ 2024-05-29 06:19:24,921 - INFO - Top 3 (Epoch 80)acc (%): 86.74
929
+ 2024-05-29 06:19:24,921 - INFO - Top 5 (Epoch 80)acc (%): 90.15
930
+ 2024-05-29 06:19:24,922 - INFO - Top 10 (Epoch 80)acc (%): 93.09
931
+ 2024-05-29 06:20:03,192 - INFO - Split ID: 0
932
+ 2024-05-29 06:20:03,192 - INFO - Top 1 (Epoch 80)acc (%): 73.03
933
+ 2024-05-29 06:20:03,192 - INFO - for optuna top1: 73.03
934
+ 2024-05-29 06:20:03,192 - INFO - Top 3 (Epoch 80)acc (%): 86.74
935
+ 2024-05-29 06:20:03,192 - INFO - Top 5 (Epoch 80)acc (%): 90.15
936
+ 2024-05-29 06:20:03,192 - INFO - Top 10 (Epoch 80)acc (%): 93.09
937
+ 2024-05-29 06:20:03,207 - INFO -
938
+ Epoch 81
939
+ 2024-05-29 06:21:22,246 - INFO - [51200/436063] Loss : 0.2214
940
+ 2024-05-29 06:22:39,267 - INFO - [102400/436063] Loss : 0.2222
941
+ 2024-05-29 06:23:56,286 - INFO - [153600/436063] Loss : 0.2224
942
+ 2024-05-29 06:25:13,271 - INFO - [204800/436063] Loss : 0.2228
943
+ 2024-05-29 06:26:30,712 - INFO - [256000/436063] Loss : 0.2230
944
+ 2024-05-29 06:26:39,406 - INFO - [262144/436063] Loss : 0.2231
945
+ 2024-05-29 06:27:15,504 - INFO - Test loss : 0.5887
946
+ 2024-05-29 06:27:15,504 - INFO -
947
+ Epoch 82
948
+ 2024-05-29 06:28:34,342 - INFO - [51200/436063] Loss : 0.2210
949
+ 2024-05-29 06:29:51,304 - INFO - [102400/436063] Loss : 0.2216
950
+ 2024-05-29 06:31:07,523 - INFO - [153600/436063] Loss : 0.2221
951
+ 2024-05-29 06:32:24,645 - INFO - [204800/436063] Loss : 0.2226
952
+ 2024-05-29 06:33:41,487 - INFO - [256000/436063] Loss : 0.2228
953
+ 2024-05-29 06:33:50,136 - INFO - [262144/436063] Loss : 0.2229
954
+ 2024-05-29 06:34:26,429 - INFO - Test loss : 0.5935
955
+ 2024-05-29 06:34:26,430 - INFO -
956
+ Epoch 83
957
+ 2024-05-29 06:35:45,550 - INFO - [51200/436063] Loss : 0.2222
958
+ 2024-05-29 06:37:02,836 - INFO - [102400/436063] Loss : 0.2223
959
+ 2024-05-29 06:38:17,675 - INFO - [153600/436063] Loss : 0.2221
960
+ 2024-05-29 06:39:31,332 - INFO - [204800/436063] Loss : 0.2224
961
+ 2024-05-29 06:40:48,656 - INFO - [256000/436063] Loss : 0.2228
962
+ 2024-05-29 06:40:57,335 - INFO - [262144/436063] Loss : 0.2229
963
+ 2024-05-29 06:41:33,374 - INFO - Test loss : 0.5989
964
+ 2024-05-29 06:41:33,374 - INFO -
965
+ Epoch 84
966
+ 2024-05-29 06:42:52,288 - INFO - [51200/436063] Loss : 0.2203
967
+ 2024-05-29 06:44:09,614 - INFO - [102400/436063] Loss : 0.2213
968
+ 2024-05-29 06:45:26,870 - INFO - [153600/436063] Loss : 0.2216
969
+ 2024-05-29 06:46:44,092 - INFO - [204800/436063] Loss : 0.2220
970
+ 2024-05-29 06:48:01,162 - INFO - [256000/436063] Loss : 0.2223
971
+ 2024-05-29 06:48:09,820 - INFO - [262144/436063] Loss : 0.2223
972
+ 2024-05-29 06:48:46,112 - INFO - Test loss : 0.6021
973
+ 2024-05-29 06:48:46,112 - INFO -
974
+ Epoch 85
975
+ 2024-05-29 06:50:04,998 - INFO - [51200/436063] Loss : 0.2211
976
+ 2024-05-29 06:51:22,436 - INFO - [102400/436063] Loss : 0.2217
977
+ 2024-05-29 06:52:39,848 - INFO - [153600/436063] Loss : 0.2220
978
+ 2024-05-29 06:53:56,822 - INFO - [204800/436063] Loss : 0.2221
979
+ 2024-05-29 06:55:13,976 - INFO - [256000/436063] Loss : 0.2223
980
+ 2024-05-29 06:55:22,575 - INFO - [262144/436063] Loss : 0.2224
981
+ 2024-05-29 06:55:58,961 - INFO - Test loss : 0.6045
982
+ 2024-05-29 06:55:58,961 - INFO -
983
+ Epoch 86
984
+ 2024-05-29 06:57:17,706 - INFO - [51200/436063] Loss : 0.2202
985
+ 2024-05-29 06:58:35,504 - INFO - [102400/436063] Loss : 0.2214
986
+ 2024-05-29 06:59:52,841 - INFO - [153600/436063] Loss : 0.2215
987
+ 2024-05-29 07:01:10,152 - INFO - [204800/436063] Loss : 0.2218
988
+ 2024-05-29 07:02:27,422 - INFO - [256000/436063] Loss : 0.2220
989
+ 2024-05-29 07:02:36,126 - INFO - [262144/436063] Loss : 0.2220
990
+ 2024-05-29 07:03:12,372 - INFO - Test loss : 0.6067
991
+ 2024-05-29 07:03:12,372 - INFO -
992
+ Epoch 87
993
+ 2024-05-29 07:04:31,102 - INFO - [51200/436063] Loss : 0.2226
994
+ 2024-05-29 07:05:48,696 - INFO - [102400/436063] Loss : 0.2214
995
+ 2024-05-29 07:07:06,037 - INFO - [153600/436063] Loss : 0.2216
996
+ 2024-05-29 07:08:22,936 - INFO - [204800/436063] Loss : 0.2219
997
+ 2024-05-29 07:09:39,610 - INFO - [256000/436063] Loss : 0.2221
998
+ 2024-05-29 07:09:48,221 - INFO - [262144/436063] Loss : 0.2221
999
+ 2024-05-29 07:10:24,460 - INFO - Test loss : 0.6059
1000
+ 2024-05-29 07:10:24,460 - INFO -
1001
+ Epoch 88
1002
+ 2024-05-29 07:11:43,909 - INFO - [51200/436063] Loss : 0.2213
1003
+ 2024-05-29 07:13:01,255 - INFO - [102400/436063] Loss : 0.2217
1004
+ 2024-05-29 07:14:18,674 - INFO - [153600/436063] Loss : 0.2214
1005
+ 2024-05-29 07:15:36,522 - INFO - [204800/436063] Loss : 0.2216
1006
+ 2024-05-29 07:16:51,879 - INFO - [256000/436063] Loss : 0.2220
1007
+ 2024-05-29 07:17:00,585 - INFO - [262144/436063] Loss : 0.2220
1008
+ 2024-05-29 07:17:36,860 - INFO - Test loss : 0.6073
1009
+ 2024-05-29 07:17:36,860 - INFO -
1010
+ Epoch 89
1011
+ 2024-05-29 07:18:55,418 - INFO - [51200/436063] Loss : 0.2210
1012
+ 2024-05-29 07:20:12,621 - INFO - [102400/436063] Loss : 0.2206
1013
+ 2024-05-29 07:21:29,924 - INFO - [153600/436063] Loss : 0.2204
1014
+ 2024-05-29 07:22:46,904 - INFO - [204800/436063] Loss : 0.2209
1015
+ 2024-05-29 07:24:03,595 - INFO - [256000/436063] Loss : 0.2215
1016
+ 2024-05-29 07:24:12,317 - INFO - [262144/436063] Loss : 0.2216
1017
+ 2024-05-29 07:24:48,669 - INFO - Test loss : 0.6027
1018
+ 2024-05-29 07:24:48,669 - INFO -
1019
+ Epoch 90
1020
+ 2024-05-29 07:26:07,501 - INFO - [51200/436063] Loss : 0.2199
1021
+ 2024-05-29 07:27:24,640 - INFO - [102400/436063] Loss : 0.2200
1022
+ 2024-05-29 07:28:41,771 - INFO - [153600/436063] Loss : 0.2208
1023
+ 2024-05-29 07:29:59,095 - INFO - [204800/436063] Loss : 0.2213
1024
+ 2024-05-29 07:31:16,520 - INFO - [256000/436063] Loss : 0.2213
1025
+ 2024-05-29 07:31:25,199 - INFO - [262144/436063] Loss : 0.2212
1026
+ 2024-05-29 07:32:01,422 - INFO - Test loss : 0.6093
1027
+ 2024-05-29 07:32:02,334 - INFO - (24343,)
1028
+ 2024-05-29 07:32:25,248 - INFO - Split ID: 0
1029
+ 2024-05-29 07:32:25,257 - INFO - Top 1 LocEnc (Epoch 90)acc (%): 4.65
1030
+ 2024-05-29 07:32:25,258 - INFO - Top 3 LocEnc (Epoch 90)acc (%): 10.38
1031
+ 2024-05-29 07:32:25,259 - INFO - Top 5 LocEnc (Epoch 90)acc (%): 14.6
1032
+ 2024-05-29 07:32:25,260 - INFO - Top 10 LocEnc (Epoch 90)acc (%): 22.31
1033
+ 2024-05-29 07:32:25,362 - INFO -
1034
+ No prior
1035
+ 2024-05-29 07:32:25,577 - INFO - (24426,)
1036
+ 2024-05-29 07:32:36,356 - INFO - Split ID: 0
1037
+ 2024-05-29 07:32:36,357 - INFO - Top 1 (Epoch 90)acc (%): 60.2
1038
+ 2024-05-29 07:32:36,357 - INFO - Top 3 (Epoch 90)acc (%): 77.9
1039
+ 2024-05-29 07:32:36,357 - INFO - Top 5 (Epoch 90)acc (%): 83.29
1040
+ 2024-05-29 07:32:36,357 - INFO - Top 10 (Epoch 90)acc (%): 88.5
1041
+ 2024-05-29 07:33:14,573 - INFO - Split ID: 0
1042
+ 2024-05-29 07:33:14,574 - INFO - Top 1 (Epoch 90)acc (%): 73.01
1043
+ 2024-05-29 07:33:14,574 - INFO - Top 3 (Epoch 90)acc (%): 86.67
1044
+ 2024-05-29 07:33:14,574 - INFO - Top 5 (Epoch 90)acc (%): 90.09
1045
+ 2024-05-29 07:33:14,574 - INFO - Top 10 (Epoch 90)acc (%): 93.05
1046
+ 2024-05-29 07:33:52,799 - INFO - Split ID: 0
1047
+ 2024-05-29 07:33:52,799 - INFO - Top 1 (Epoch 90)acc (%): 73.01
1048
+ 2024-05-29 07:33:52,799 - INFO - for optuna top1: 73.01
1049
+ 2024-05-29 07:33:52,800 - INFO - Top 3 (Epoch 90)acc (%): 86.67
1050
+ 2024-05-29 07:33:52,800 - INFO - Top 5 (Epoch 90)acc (%): 90.09
1051
+ 2024-05-29 07:33:52,800 - INFO - Top 10 (Epoch 90)acc (%): 93.05
1052
+ 2024-05-29 07:33:52,812 - INFO -
1053
+ Epoch 91
1054
+ 2024-05-29 07:35:11,917 - INFO - [51200/436063] Loss : 0.2183
1055
+ 2024-05-29 07:36:28,650 - INFO - [102400/436063] Loss : 0.2198
1056
+ 2024-05-29 07:37:46,122 - INFO - [153600/436063] Loss : 0.2203
1057
+ 2024-05-29 07:39:03,335 - INFO - [204800/436063] Loss : 0.2205
1058
+ 2024-05-29 07:40:20,686 - INFO - [256000/436063] Loss : 0.2208
1059
+ 2024-05-29 07:40:29,514 - INFO - [262144/436063] Loss : 0.2209
1060
+ 2024-05-29 07:41:05,947 - INFO - Test loss : 0.6158
1061
+ 2024-05-29 07:41:05,947 - INFO -
1062
+ Epoch 92
1063
+ 2024-05-29 07:42:24,776 - INFO - [51200/436063] Loss : 0.2183
1064
+ 2024-05-29 07:43:41,671 - INFO - [102400/436063] Loss : 0.2189
1065
+ 2024-05-29 07:44:58,431 - INFO - [153600/436063] Loss : 0.2198
1066
+ 2024-05-29 07:46:15,503 - INFO - [204800/436063] Loss : 0.2206
1067
+ 2024-05-29 07:47:32,555 - INFO - [256000/436063] Loss : 0.2208
1068
+ 2024-05-29 07:47:41,278 - INFO - [262144/436063] Loss : 0.2209
1069
+ 2024-05-29 07:48:17,586 - INFO - Test loss : 0.6130
1070
+ 2024-05-29 07:48:17,586 - INFO -
1071
+ Epoch 93
1072
+ 2024-05-29 07:49:36,341 - INFO - [51200/436063] Loss : 0.2204
1073
+ 2024-05-29 07:50:53,287 - INFO - [102400/436063] Loss : 0.2203
1074
+ 2024-05-29 07:52:02,191 - INFO - [153600/436063] Loss : 0.2204
1075
+ 2024-05-29 07:53:18,380 - INFO - [204800/436063] Loss : 0.2208
1076
+ 2024-05-29 07:54:35,633 - INFO - [256000/436063] Loss : 0.2207
1077
+ 2024-05-29 07:54:44,308 - INFO - [262144/436063] Loss : 0.2208
1078
+ 2024-05-29 07:55:20,715 - INFO - Test loss : 0.6219
1079
+ 2024-05-29 07:55:20,715 - INFO -
1080
+ Epoch 94
1081
+ 2024-05-29 07:56:39,604 - INFO - [51200/436063] Loss : 0.2203
1082
+ 2024-05-29 07:57:56,556 - INFO - [102400/436063] Loss : 0.2205
1083
+ 2024-05-29 07:59:13,656 - INFO - [153600/436063] Loss : 0.2203
1084
+ 2024-05-29 08:00:30,817 - INFO - [204800/436063] Loss : 0.2204
1085
+ 2024-05-29 08:01:48,657 - INFO - [256000/436063] Loss : 0.2200
1086
+ 2024-05-29 08:01:57,485 - INFO - [262144/436063] Loss : 0.2201
1087
+ 2024-05-29 08:02:31,938 - INFO - Test loss : 0.6234
1088
+ 2024-05-29 08:02:31,938 - INFO -
1089
+ Epoch 95
1090
+ 2024-05-29 08:03:50,607 - INFO - [51200/436063] Loss : 0.2181
1091
+ 2024-05-29 08:05:07,733 - INFO - [102400/436063] Loss : 0.2195
1092
+ 2024-05-29 08:06:24,810 - INFO - [153600/436063] Loss : 0.2197
1093
+ 2024-05-29 08:07:41,958 - INFO - [204800/436063] Loss : 0.2199
1094
+ 2024-05-29 08:08:59,361 - INFO - [256000/436063] Loss : 0.2200
1095
+ 2024-05-29 08:09:08,039 - INFO - [262144/436063] Loss : 0.2200
1096
+ 2024-05-29 08:09:44,329 - INFO - Test loss : 0.6206
1097
+ 2024-05-29 08:09:44,329 - INFO -
1098
+ Epoch 96
1099
+ 2024-05-29 08:11:03,278 - INFO - [51200/436063] Loss : 0.2186
1100
+ 2024-05-29 08:12:20,231 - INFO - [102400/436063] Loss : 0.2195
1101
+ 2024-05-29 08:13:37,217 - INFO - [153600/436063] Loss : 0.2194
1102
+ 2024-05-29 08:14:54,326 - INFO - [204800/436063] Loss : 0.2195
1103
+ 2024-05-29 08:16:11,580 - INFO - [256000/436063] Loss : 0.2198
1104
+ 2024-05-29 08:16:20,258 - INFO - [262144/436063] Loss : 0.2197
1105
+ 2024-05-29 08:16:56,805 - INFO - Test loss : 0.6278
1106
+ 2024-05-29 08:16:56,806 - INFO -
1107
+ Epoch 97
1108
+ 2024-05-29 08:18:15,614 - INFO - [51200/436063] Loss : 0.2189
1109
+ 2024-05-29 08:19:32,718 - INFO - [102400/436063] Loss : 0.2190
1110
+ 2024-05-29 08:20:49,717 - INFO - [153600/436063] Loss : 0.2196
1111
+ 2024-05-29 08:22:06,959 - INFO - [204800/436063] Loss : 0.2198
1112
+ 2024-05-29 08:23:24,697 - INFO - [256000/436063] Loss : 0.2199
1113
+ 2024-05-29 08:23:33,381 - INFO - [262144/436063] Loss : 0.2200
1114
+ 2024-05-29 08:24:09,595 - INFO - Test loss : 0.6231
1115
+ 2024-05-29 08:24:09,595 - INFO -
1116
+ Epoch 98
1117
+ 2024-05-29 08:25:28,815 - INFO - [51200/436063] Loss : 0.2183
1118
+ 2024-05-29 08:26:46,261 - INFO - [102400/436063] Loss : 0.2194
1119
+ 2024-05-29 08:28:03,271 - INFO - [153600/436063] Loss : 0.2194
1120
+ 2024-05-29 08:29:20,274 - INFO - [204800/436063] Loss : 0.2197
1121
+ 2024-05-29 08:30:37,414 - INFO - [256000/436063] Loss : 0.2198
1122
+ 2024-05-29 08:30:46,085 - INFO - [262144/436063] Loss : 0.2198
1123
+ 2024-05-29 08:31:22,409 - INFO - Test loss : 0.6275
1124
+ 2024-05-29 08:31:22,409 - INFO -
1125
+ Epoch 99
1126
+ 2024-05-29 08:32:41,370 - INFO - [51200/436063] Loss : 0.2197
1127
+ 2024-05-29 08:33:58,293 - INFO - [102400/436063] Loss : 0.2201
1128
+ 2024-05-29 08:35:15,438 - INFO - [153600/436063] Loss : 0.2198
1129
+ 2024-05-29 08:36:32,480 - INFO - [204800/436063] Loss : 0.2200
1130
+ 2024-05-29 08:37:49,692 - INFO - [256000/436063] Loss : 0.2199
1131
+ 2024-05-29 08:37:58,409 - INFO - [262144/436063] Loss : 0.2199
1132
+ 2024-05-29 08:38:34,523 - INFO - Test loss : 0.6263
1133
+ 2024-05-29 08:38:34,523 - INFO - Saving output model to ../models/sphere2vec_sphereM/model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1134
+ 2024-05-29 08:38:34,631 - INFO - Saving output model to ../models/sphere2vec_sphereM/model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1135
+ 2024-05-29 08:38:34,926 - INFO -
1136
+ No prior
1137
+ 2024-05-29 08:38:35,192 - INFO - (24426,)
1138
+ 2024-05-29 08:38:46,222 - INFO - Split ID: 0
1139
+ 2024-05-29 08:38:46,223 - INFO - Top 1 acc (%): 60.2
1140
+ 2024-05-29 08:38:46,223 - INFO - Top 3 acc (%): 77.9
1141
+ 2024-05-29 08:38:46,223 - INFO - Top 5 acc (%): 83.29
1142
+ 2024-05-29 08:38:46,223 - INFO - Top 10 acc (%): 88.5
1143
+ 2024-05-29 08:39:24,455 - INFO - Split ID: 0
1144
+ 2024-05-29 08:39:24,456 - INFO - Top 1 acc (%): 72.94
1145
+ 2024-05-29 08:39:24,456 - INFO - Top 3 acc (%): 86.67
1146
+ 2024-05-29 08:39:24,456 - INFO - Top 5 acc (%): 90.09
1147
+ 2024-05-29 08:39:24,456 - INFO - Top 10 acc (%): 93.05
1148
+ 2024-05-29 08:40:02,861 - INFO - Split ID: 0
1149
+ 2024-05-29 08:40:02,861 - INFO - Top 1 acc (%): 72.94
1150
+ 2024-05-29 08:40:02,861 - INFO - for optuna top1: 72.94
1151
+ 2024-05-29 08:40:02,862 - INFO - Top 3 acc (%): 86.67
1152
+ 2024-05-29 08:40:02,862 - INFO - Top 5 acc (%): 90.09
1153
+ 2024-05-29 08:40:02,862 - INFO - Top 10 acc (%): 93.05
1154
+ 2024-05-29 08:40:02,877 - INFO -
1155
+ Sphere2Vec-sphereM
1156
+ 2024-05-29 08:40:02,877 - INFO - Model : model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1157
+ 2024-05-29 08:40:03,908 - INFO - (24343,)
1158
+ 2024-05-29 08:40:27,012 - INFO - Split ID: 0
1159
+ 2024-05-29 08:40:27,023 - INFO - Top 1 LocEnc acc (%): 4.8
1160
+ 2024-05-29 08:40:27,024 - INFO - Top 3 LocEnc acc (%): 10.38
1161
+ 2024-05-29 08:40:27,025 - INFO - Top 5 LocEnc acc (%): 14.63
1162
+ 2024-05-29 08:40:27,026 - INFO - Top 10 LocEnc acc (%): 22.47
1163
+ 2024-05-30 20:31:30,226 - INFO -
1164
+ num_classes 8142
1165
+ 2024-05-30 20:31:30,230 - INFO - num train 436063
1166
+ 2024-05-30 20:31:30,230 - INFO - num val 24343
1167
+ 2024-05-30 20:31:30,230 - INFO - train loss full_loss
1168
+ 2024-05-30 20:31:30,230 - INFO - model name ../models/sphere2vec_sphereM/model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1169
+ 2024-05-30 20:31:30,230 - INFO - num users 18643
1170
+ 2024-05-30 20:31:30,543 - INFO -
1171
+ Only Sphere2Vec-sphereM
1172
+ 2024-05-30 20:31:30,543 - INFO - Model : model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1173
+ 2024-05-30 20:31:30,874 - INFO - Saving output model to ../models/sphere2vec_sphereM/model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1174
+ 2024-05-30 20:31:31,201 - INFO - Saving output model to ../models/sphere2vec_sphereM/model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1175
+ 2024-05-30 20:31:31,569 - INFO -
1176
+ No prior
1177
+ 2024-05-30 20:31:31,833 - INFO - (24426,)
1178
+ 2024-05-30 20:31:49,260 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
1179
+ 2024-05-30 20:31:49,260 - INFO - Split ID: 0
1180
+ 2024-05-30 20:31:49,260 - INFO - Top 1 acc (%): 60.2
1181
+ 2024-05-30 20:31:49,260 - INFO - Top 3 acc (%): 77.9
1182
+ 2024-05-30 20:31:49,260 - INFO - Top 5 acc (%): 83.29
1183
+ 2024-05-30 20:31:49,261 - INFO - Top 10 acc (%): 88.5
1184
+ 2024-05-30 20:32:15,296 - INFO - Split ID: 0
1185
+ 2024-05-30 20:32:15,296 - INFO - Top 1 hit (%): 72.94
1186
+ 2024-05-30 20:32:15,296 - INFO - Top 3 hit (%): 86.67
1187
+ 2024-05-30 20:32:15,296 - INFO - Top 5 hit (%): 90.09
1188
+ 2024-05-30 20:32:15,296 - INFO - Top 10 hit (%): 93.05
1189
+ 2024-05-30 20:32:15,302 - INFO -
1190
+ Only Sphere2Vec-sphereM
1191
+ 2024-05-30 20:32:15,302 - INFO - Model : model_inat_2018_Sphere2Vec-sphereM_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1192
+ 2024-05-30 20:32:16,090 - INFO - (24343,)
1193
+ 2024-05-30 20:32:35,944 - INFO - Split ID: 0
1194
+ 2024-05-30 20:32:35,952 - INFO - Top 1 LocEnc acc (%): 4.8
1195
+ 2024-05-30 20:32:35,953 - INFO - Top 3 LocEnc acc (%): 10.38
1196
+ 2024-05-30 20:32:35,954 - INFO - Top 5 LocEnc acc (%): 14.63
1197
+ 2024-05-30 20:32:35,955 - INFO - Top 10 LocEnc acc (%): 22.47