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data/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.log ADDED
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1
+ 2024-05-28 17:41:42,165 - INFO -
2
+ num_classes 8142
3
+ 2024-05-28 17:41:42,165 - INFO - num train 436063
4
+ 2024-05-28 17:41:42,165 - INFO - num val 24343
5
+ 2024-05-28 17:41:42,165 - INFO - train loss full_loss
6
+ 2024-05-28 17:41:42,165 - INFO - model name ../models/sphere2vec_sphereCplus/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
7
+ 2024-05-28 17:41:42,165 - INFO - num users 18643
8
+ 2024-05-28 17:41:42,647 - INFO -
9
+ Epoch 0
10
+ 2024-05-28 17:43:12,930 - INFO - [51200/436063] Loss : 1.8326
11
+ 2024-05-28 17:44:42,409 - INFO - [102400/436063] Loss : 1.6068
12
+ 2024-05-28 17:46:23,115 - INFO - [153600/436063] Loss : 1.4494
13
+ 2024-05-28 17:48:03,856 - INFO - [204800/436063] Loss : 1.3257
14
+ 2024-05-28 17:49:43,770 - INFO - [256000/436063] Loss : 1.2293
15
+ 2024-05-28 17:49:55,159 - INFO - [262144/436063] Loss : 1.2197
16
+ 2024-05-28 17:50:41,721 - INFO - Test loss : 0.3367
17
+ 2024-05-28 17:50:41,722 - INFO -
18
+ Epoch 1
19
+ 2024-05-28 17:52:24,983 - INFO - [51200/436063] Loss : 0.7188
20
+ 2024-05-28 17:54:05,735 - INFO - [102400/436063] Loss : 0.6979
21
+ 2024-05-28 17:55:46,779 - INFO - [153600/436063] Loss : 0.6793
22
+ 2024-05-28 17:57:27,621 - INFO - [204800/436063] Loss : 0.6626
23
+ 2024-05-28 17:59:12,000 - INFO - [256000/436063] Loss : 0.6479
24
+ 2024-05-28 17:59:24,099 - INFO - [262144/436063] Loss : 0.6463
25
+ 2024-05-28 18:00:09,668 - INFO - Test loss : 0.2072
26
+ 2024-05-28 18:00:09,668 - INFO -
27
+ Epoch 2
28
+ 2024-05-28 18:01:53,053 - INFO - [51200/436063] Loss : 0.5407
29
+ 2024-05-28 18:03:34,389 - INFO - [102400/436063] Loss : 0.5366
30
+ 2024-05-28 18:05:15,874 - INFO - [153600/436063] Loss : 0.5315
31
+ 2024-05-28 18:06:57,212 - INFO - [204800/436063] Loss : 0.5257
32
+ 2024-05-28 18:08:38,619 - INFO - [256000/436063] Loss : 0.5206
33
+ 2024-05-28 18:08:49,967 - INFO - [262144/436063] Loss : 0.5202
34
+ 2024-05-28 18:09:37,583 - INFO - Test loss : 0.1661
35
+ 2024-05-28 18:09:37,583 - INFO -
36
+ Epoch 3
37
+ 2024-05-28 18:11:20,900 - INFO - [51200/436063] Loss : 0.4671
38
+ 2024-05-28 18:13:01,921 - INFO - [102400/436063] Loss : 0.4657
39
+ 2024-05-28 18:14:43,431 - INFO - [153600/436063] Loss : 0.4633
40
+ 2024-05-28 18:16:24,818 - INFO - [204800/436063] Loss : 0.4615
41
+ 2024-05-28 18:18:06,314 - INFO - [256000/436063] Loss : 0.4592
42
+ 2024-05-28 18:18:17,807 - INFO - [262144/436063] Loss : 0.4589
43
+ 2024-05-28 18:19:05,508 - INFO - Test loss : 0.1637
44
+ 2024-05-28 18:19:05,508 - INFO -
45
+ Epoch 4
46
+ 2024-05-28 18:20:48,922 - INFO - [51200/436063] Loss : 0.4249
47
+ 2024-05-28 18:22:30,409 - INFO - [102400/436063] Loss : 0.4247
48
+ 2024-05-28 18:24:11,357 - INFO - [153600/436063] Loss : 0.4238
49
+ 2024-05-28 18:25:44,657 - INFO - [204800/436063] Loss : 0.4224
50
+ 2024-05-28 18:27:27,008 - INFO - [256000/436063] Loss : 0.4212
51
+ 2024-05-28 18:27:39,026 - INFO - [262144/436063] Loss : 0.4211
52
+ 2024-05-28 18:28:28,631 - INFO - Test loss : 0.1552
53
+ 2024-05-28 18:28:28,631 - INFO -
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+ Epoch 5
55
+ 2024-05-28 18:30:11,994 - INFO - [51200/436063] Loss : 0.3946
56
+ 2024-05-28 18:31:53,268 - INFO - [102400/436063] Loss : 0.3952
57
+ 2024-05-28 18:33:34,774 - INFO - [153600/436063] Loss : 0.3952
58
+ 2024-05-28 18:35:16,248 - INFO - [204800/436063] Loss : 0.3947
59
+ 2024-05-28 18:36:57,664 - INFO - [256000/436063] Loss : 0.3937
60
+ 2024-05-28 18:37:09,126 - INFO - [262144/436063] Loss : 0.3937
61
+ 2024-05-28 18:37:56,742 - INFO - Test loss : 0.1603
62
+ 2024-05-28 18:37:56,742 - INFO -
63
+ Epoch 6
64
+ 2024-05-28 18:39:40,047 - INFO - [51200/436063] Loss : 0.3754
65
+ 2024-05-28 18:41:21,118 - INFO - [102400/436063] Loss : 0.3739
66
+ 2024-05-28 18:43:03,243 - INFO - [153600/436063] Loss : 0.3736
67
+ 2024-05-28 18:44:44,951 - INFO - [204800/436063] Loss : 0.3736
68
+ 2024-05-28 18:46:26,197 - INFO - [256000/436063] Loss : 0.3735
69
+ 2024-05-28 18:46:37,595 - INFO - [262144/436063] Loss : 0.3734
70
+ 2024-05-28 18:47:25,455 - INFO - Test loss : 0.1665
71
+ 2024-05-28 18:47:25,455 - INFO -
72
+ Epoch 7
73
+ 2024-05-28 18:49:08,862 - INFO - [51200/436063] Loss : 0.3552
74
+ 2024-05-28 18:50:49,874 - INFO - [102400/436063] Loss : 0.3557
75
+ 2024-05-28 18:52:31,116 - INFO - [153600/436063] Loss : 0.3565
76
+ 2024-05-28 18:54:12,380 - INFO - [204800/436063] Loss : 0.3567
77
+ 2024-05-28 18:55:53,651 - INFO - [256000/436063] Loss : 0.3570
78
+ 2024-05-28 18:56:05,076 - INFO - [262144/436063] Loss : 0.3571
79
+ 2024-05-28 18:56:52,902 - INFO - Test loss : 0.1662
80
+ 2024-05-28 18:56:52,903 - INFO -
81
+ Epoch 8
82
+ 2024-05-28 18:58:36,522 - INFO - [51200/436063] Loss : 0.3436
83
+ 2024-05-28 19:00:17,660 - INFO - [102400/436063] Loss : 0.3433
84
+ 2024-05-28 19:01:58,863 - INFO - [153600/436063] Loss : 0.3441
85
+ 2024-05-28 19:03:40,313 - INFO - [204800/436063] Loss : 0.3442
86
+ 2024-05-28 19:05:22,185 - INFO - [256000/436063] Loss : 0.3447
87
+ 2024-05-28 19:05:33,594 - INFO - [262144/436063] Loss : 0.3448
88
+ 2024-05-28 19:06:21,439 - INFO - Test loss : 0.1755
89
+ 2024-05-28 19:06:21,439 - INFO -
90
+ Epoch 9
91
+ 2024-05-28 19:08:05,222 - INFO - [51200/436063] Loss : 0.3303
92
+ 2024-05-28 19:09:46,487 - INFO - [102400/436063] Loss : 0.3305
93
+ 2024-05-28 19:11:27,782 - INFO - [153600/436063] Loss : 0.3316
94
+ 2024-05-28 19:13:08,936 - INFO - [204800/436063] Loss : 0.3323
95
+ 2024-05-28 19:14:49,878 - INFO - [256000/436063] Loss : 0.3328
96
+ 2024-05-28 19:15:01,251 - INFO - [262144/436063] Loss : 0.3328
97
+ 2024-05-28 19:15:49,043 - INFO - Test loss : 0.1837
98
+ 2024-05-28 19:15:49,043 - INFO -
99
+ Epoch 10
100
+ 2024-05-28 19:17:32,391 - INFO - [51200/436063] Loss : 0.3195
101
+ 2024-05-28 19:19:08,690 - INFO - [102400/436063] Loss : 0.3209
102
+ 2024-05-28 19:20:51,289 - INFO - [153600/436063] Loss : 0.3217
103
+ 2024-05-28 19:22:32,536 - INFO - [204800/436063] Loss : 0.3227
104
+ 2024-05-28 19:24:13,748 - INFO - [256000/436063] Loss : 0.3233
105
+ 2024-05-28 19:24:25,316 - INFO - [262144/436063] Loss : 0.3233
106
+ 2024-05-28 19:25:13,643 - INFO - Test loss : 0.1957
107
+ 2024-05-28 19:25:14,623 - INFO - (24343,)
108
+ 2024-05-28 19:25:38,692 - INFO - Split ID: 0
109
+ 2024-05-28 19:25:38,704 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.89
110
+ 2024-05-28 19:25:38,705 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 5.25
111
+ 2024-05-28 19:25:38,706 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 7.9
112
+ 2024-05-28 19:25:38,707 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 13.31
113
+ 2024-05-28 19:25:38,815 - INFO -
114
+ No prior
115
+ 2024-05-28 19:25:39,039 - INFO - (24426,)
116
+ 2024-05-28 19:25:50,571 - INFO - Split ID: 0
117
+ 2024-05-28 19:25:50,571 - INFO - Top 1 (Epoch 10)acc (%): 60.2
118
+ 2024-05-28 19:25:50,571 - INFO - Top 3 (Epoch 10)acc (%): 77.9
119
+ 2024-05-28 19:25:50,571 - INFO - Top 5 (Epoch 10)acc (%): 83.29
120
+ 2024-05-28 19:25:50,571 - INFO - Top 10 (Epoch 10)acc (%): 88.5
121
+ 2024-05-28 19:26:39,556 - INFO - Split ID: 0
122
+ 2024-05-28 19:26:39,556 - INFO - Top 1 (Epoch 10)acc (%): 72.82
123
+ 2024-05-28 19:26:39,556 - INFO - Top 3 (Epoch 10)acc (%): 87.42
124
+ 2024-05-28 19:26:39,556 - INFO - Top 5 (Epoch 10)acc (%): 91.01
125
+ 2024-05-28 19:26:39,556 - INFO - Top 10 (Epoch 10)acc (%): 94.1
126
+ 2024-05-28 19:27:28,424 - INFO - Split ID: 0
127
+ 2024-05-28 19:27:28,425 - INFO - Top 1 (Epoch 10)acc (%): 72.82
128
+ 2024-05-28 19:27:28,425 - INFO - for optuna top1: 72.82
129
+ 2024-05-28 19:27:28,425 - INFO - Top 3 (Epoch 10)acc (%): 87.42
130
+ 2024-05-28 19:27:28,425 - INFO - Top 5 (Epoch 10)acc (%): 91.01
131
+ 2024-05-28 19:27:28,425 - INFO - Top 10 (Epoch 10)acc (%): 94.1
132
+ 2024-05-28 19:27:28,426 - INFO -
133
+ Epoch 11
134
+ 2024-05-28 19:29:07,655 - INFO - [51200/436063] Loss : 0.3115
135
+ 2024-05-28 19:30:49,928 - INFO - [102400/436063] Loss : 0.3120
136
+ 2024-05-28 19:32:31,170 - INFO - [153600/436063] Loss : 0.3134
137
+ 2024-05-28 19:34:12,328 - INFO - [204800/436063] Loss : 0.3141
138
+ 2024-05-28 19:35:53,579 - INFO - [256000/436063] Loss : 0.3143
139
+ 2024-05-28 19:36:04,961 - INFO - [262144/436063] Loss : 0.3143
140
+ 2024-05-28 19:36:52,595 - INFO - Test loss : 0.2032
141
+ 2024-05-28 19:36:52,596 - INFO -
142
+ Epoch 12
143
+ 2024-05-28 19:38:36,084 - INFO - [51200/436063] Loss : 0.3053
144
+ 2024-05-28 19:40:17,256 - INFO - [102400/436063] Loss : 0.3063
145
+ 2024-05-28 19:41:58,654 - INFO - [153600/436063] Loss : 0.3070
146
+ 2024-05-28 19:43:39,902 - INFO - [204800/436063] Loss : 0.3077
147
+ 2024-05-28 19:45:21,444 - INFO - [256000/436063] Loss : 0.3082
148
+ 2024-05-28 19:45:32,988 - INFO - [262144/436063] Loss : 0.3082
149
+ 2024-05-28 19:46:21,505 - INFO - Test loss : 0.2069
150
+ 2024-05-28 19:46:21,505 - INFO -
151
+ Epoch 13
152
+ 2024-05-28 19:48:05,191 - INFO - [51200/436063] Loss : 0.2976
153
+ 2024-05-28 19:49:46,340 - INFO - [102400/436063] Loss : 0.2989
154
+ 2024-05-28 19:51:27,779 - INFO - [153600/436063] Loss : 0.2997
155
+ 2024-05-28 19:53:09,030 - INFO - [204800/436063] Loss : 0.3006
156
+ 2024-05-28 19:54:50,424 - INFO - [256000/436063] Loss : 0.3013
157
+ 2024-05-28 19:55:01,860 - INFO - [262144/436063] Loss : 0.3013
158
+ 2024-05-28 19:55:49,648 - INFO - Test loss : 0.2158
159
+ 2024-05-28 19:55:49,649 - INFO -
160
+ Epoch 14
161
+ 2024-05-28 19:57:33,182 - INFO - [51200/436063] Loss : 0.2919
162
+ 2024-05-28 19:59:14,437 - INFO - [102400/436063] Loss : 0.2932
163
+ 2024-05-28 20:00:55,450 - INFO - [153600/436063] Loss : 0.2944
164
+ 2024-05-28 20:02:36,650 - INFO - [204800/436063] Loss : 0.2954
165
+ 2024-05-28 20:04:18,082 - INFO - [256000/436063] Loss : 0.2961
166
+ 2024-05-28 20:04:29,580 - INFO - [262144/436063] Loss : 0.2961
167
+ 2024-05-28 20:05:17,384 - INFO - Test loss : 0.2211
168
+ 2024-05-28 20:05:17,384 - INFO -
169
+ Epoch 15
170
+ 2024-05-28 20:07:01,609 - INFO - [51200/436063] Loss : 0.2866
171
+ 2024-05-28 20:08:43,452 - INFO - [102400/436063] Loss : 0.2887
172
+ 2024-05-28 20:10:24,608 - INFO - [153600/436063] Loss : 0.2886
173
+ 2024-05-28 20:12:05,888 - INFO - [204800/436063] Loss : 0.2896
174
+ 2024-05-28 20:13:47,209 - INFO - [256000/436063] Loss : 0.2899
175
+ 2024-05-28 20:13:58,568 - INFO - [262144/436063] Loss : 0.2900
176
+ 2024-05-28 20:14:46,407 - INFO - Test loss : 0.2378
177
+ 2024-05-28 20:14:46,407 - INFO -
178
+ Epoch 16
179
+ 2024-05-28 20:16:30,091 - INFO - [51200/436063] Loss : 0.2828
180
+ 2024-05-28 20:18:11,446 - INFO - [102400/436063] Loss : 0.2836
181
+ 2024-05-28 20:19:52,454 - INFO - [153600/436063] Loss : 0.2842
182
+ 2024-05-28 20:21:33,749 - INFO - [204800/436063] Loss : 0.2849
183
+ 2024-05-28 20:23:15,067 - INFO - [256000/436063] Loss : 0.2859
184
+ 2024-05-28 20:23:26,491 - INFO - [262144/436063] Loss : 0.2860
185
+ 2024-05-28 20:24:14,278 - INFO - Test loss : 0.2387
186
+ 2024-05-28 20:24:14,279 - INFO -
187
+ Epoch 17
188
+ 2024-05-28 20:25:55,814 - INFO - [51200/436063] Loss : 0.2784
189
+ 2024-05-28 20:27:27,771 - INFO - [102400/436063] Loss : 0.2797
190
+ 2024-05-28 20:29:15,010 - INFO - [153600/436063] Loss : 0.2803
191
+ 2024-05-28 20:30:56,723 - INFO - [204800/436063] Loss : 0.2808
192
+ 2024-05-28 20:32:38,258 - INFO - [256000/436063] Loss : 0.2813
193
+ 2024-05-28 20:32:49,646 - INFO - [262144/436063] Loss : 0.2815
194
+ 2024-05-28 20:33:37,594 - INFO - Test loss : 0.2507
195
+ 2024-05-28 20:33:37,594 - INFO -
196
+ Epoch 18
197
+ 2024-05-28 20:35:21,466 - INFO - [51200/436063] Loss : 0.2744
198
+ 2024-05-28 20:37:02,800 - INFO - [102400/436063] Loss : 0.2757
199
+ 2024-05-28 20:38:44,556 - INFO - [153600/436063] Loss : 0.2765
200
+ 2024-05-28 20:40:27,119 - INFO - [204800/436063] Loss : 0.2772
201
+ 2024-05-28 20:42:08,101 - INFO - [256000/436063] Loss : 0.2777
202
+ 2024-05-28 20:42:19,487 - INFO - [262144/436063] Loss : 0.2779
203
+ 2024-05-28 20:43:07,355 - INFO - Test loss : 0.2511
204
+ 2024-05-28 20:43:07,355 - INFO -
205
+ Epoch 19
206
+ 2024-05-28 20:44:51,167 - INFO - [51200/436063] Loss : 0.2717
207
+ 2024-05-28 20:46:32,732 - INFO - [102400/436063] Loss : 0.2720
208
+ 2024-05-28 20:48:13,951 - INFO - [153600/436063] Loss : 0.2736
209
+ 2024-05-28 20:49:56,736 - INFO - [204800/436063] Loss : 0.2741
210
+ 2024-05-28 20:51:37,922 - INFO - [256000/436063] Loss : 0.2747
211
+ 2024-05-28 20:51:49,346 - INFO - [262144/436063] Loss : 0.2748
212
+ 2024-05-28 20:52:37,130 - INFO - Test loss : 0.2618
213
+ 2024-05-28 20:52:37,131 - INFO -
214
+ Epoch 20
215
+ 2024-05-28 20:54:20,599 - INFO - [51200/436063] Loss : 0.2680
216
+ 2024-05-28 20:55:57,225 - INFO - [102400/436063] Loss : 0.2685
217
+ 2024-05-28 20:57:39,537 - INFO - [153600/436063] Loss : 0.2692
218
+ 2024-05-28 20:59:20,946 - INFO - [204800/436063] Loss : 0.2703
219
+ 2024-05-28 21:01:02,417 - INFO - [256000/436063] Loss : 0.2709
220
+ 2024-05-28 21:01:13,856 - INFO - [262144/436063] Loss : 0.2709
221
+ 2024-05-28 21:02:01,649 - INFO - Test loss : 0.2717
222
+ 2024-05-28 21:02:02,627 - INFO - (24343,)
223
+ 2024-05-28 21:02:26,449 - INFO - Split ID: 0
224
+ 2024-05-28 21:02:26,459 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 3.03
225
+ 2024-05-28 21:02:26,460 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 7.41
226
+ 2024-05-28 21:02:26,461 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 11.0
227
+ 2024-05-28 21:02:26,462 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 17.63
228
+ 2024-05-28 21:02:26,581 - INFO -
229
+ No prior
230
+ 2024-05-28 21:02:26,833 - INFO - (24426,)
231
+ 2024-05-28 21:02:38,486 - INFO - Split ID: 0
232
+ 2024-05-28 21:02:38,486 - INFO - Top 1 (Epoch 20)acc (%): 60.2
233
+ 2024-05-28 21:02:38,486 - INFO - Top 3 (Epoch 20)acc (%): 77.9
234
+ 2024-05-28 21:02:38,486 - INFO - Top 5 (Epoch 20)acc (%): 83.29
235
+ 2024-05-28 21:02:38,487 - INFO - Top 10 (Epoch 20)acc (%): 88.5
236
+ 2024-05-28 21:03:27,369 - INFO - Split ID: 0
237
+ 2024-05-28 21:03:27,369 - INFO - Top 1 (Epoch 20)acc (%): 73.5
238
+ 2024-05-28 21:03:27,369 - INFO - Top 3 (Epoch 20)acc (%): 87.66
239
+ 2024-05-28 21:03:27,369 - INFO - Top 5 (Epoch 20)acc (%): 91.05
240
+ 2024-05-28 21:03:27,370 - INFO - Top 10 (Epoch 20)acc (%): 94.04
241
+ 2024-05-28 21:04:16,279 - INFO - Split ID: 0
242
+ 2024-05-28 21:04:16,280 - INFO - Top 1 (Epoch 20)acc (%): 73.5
243
+ 2024-05-28 21:04:16,280 - INFO - for optuna top1: 73.5
244
+ 2024-05-28 21:04:16,280 - INFO - Top 3 (Epoch 20)acc (%): 87.66
245
+ 2024-05-28 21:04:16,280 - INFO - Top 5 (Epoch 20)acc (%): 91.05
246
+ 2024-05-28 21:04:16,280 - INFO - Top 10 (Epoch 20)acc (%): 94.04
247
+ 2024-05-28 21:04:16,291 - INFO -
248
+ Epoch 21
249
+ 2024-05-28 21:05:56,587 - INFO - [51200/436063] Loss : 0.2655
250
+ 2024-05-28 21:07:37,657 - INFO - [102400/436063] Loss : 0.2657
251
+ 2024-05-28 21:09:19,265 - INFO - [153600/436063] Loss : 0.2668
252
+ 2024-05-28 21:11:01,442 - INFO - [204800/436063] Loss : 0.2673
253
+ 2024-05-28 21:12:42,821 - INFO - [256000/436063] Loss : 0.2680
254
+ 2024-05-28 21:12:54,292 - INFO - [262144/436063] Loss : 0.2681
255
+ 2024-05-28 21:13:42,106 - INFO - Test loss : 0.2820
256
+ 2024-05-28 21:13:42,106 - INFO -
257
+ Epoch 22
258
+ 2024-05-28 21:15:25,399 - INFO - [51200/436063] Loss : 0.2607
259
+ 2024-05-28 21:17:08,165 - INFO - [102400/436063] Loss : 0.2625
260
+ 2024-05-28 21:19:02,055 - INFO - [153600/436063] Loss : 0.2636
261
+ 2024-05-28 21:20:56,105 - INFO - [204800/436063] Loss : 0.2646
262
+ 2024-05-28 21:22:50,116 - INFO - [256000/436063] Loss : 0.2652
263
+ 2024-05-28 21:23:02,984 - INFO - [262144/436063] Loss : 0.2653
264
+ 2024-05-28 21:23:56,835 - INFO - Test loss : 0.2882
265
+ 2024-05-28 21:23:56,835 - INFO -
266
+ Epoch 23
267
+ 2024-05-28 21:25:53,187 - INFO - [51200/436063] Loss : 0.2587
268
+ 2024-05-28 21:27:47,028 - INFO - [102400/436063] Loss : 0.2608
269
+ 2024-05-28 21:29:40,927 - INFO - [153600/436063] Loss : 0.2621
270
+ 2024-05-28 21:31:35,346 - INFO - [204800/436063] Loss : 0.2630
271
+ 2024-05-28 21:33:30,639 - INFO - [256000/436063] Loss : 0.2631
272
+ 2024-05-28 21:33:43,447 - INFO - [262144/436063] Loss : 0.2631
273
+ 2024-05-28 21:34:37,355 - INFO - Test loss : 0.2974
274
+ 2024-05-28 21:34:37,355 - INFO -
275
+ Epoch 24
276
+ 2024-05-28 21:36:33,913 - INFO - [51200/436063] Loss : 0.2573
277
+ 2024-05-28 21:38:27,652 - INFO - [102400/436063] Loss : 0.2578
278
+ 2024-05-28 21:40:22,215 - INFO - [153600/436063] Loss : 0.2589
279
+ 2024-05-28 21:42:16,231 - INFO - [204800/436063] Loss : 0.2598
280
+ 2024-05-28 21:44:10,179 - INFO - [256000/436063] Loss : 0.2603
281
+ 2024-05-28 21:44:23,040 - INFO - [262144/436063] Loss : 0.2603
282
+ 2024-05-28 21:45:18,675 - INFO - Test loss : 0.3092
283
+ 2024-05-28 21:45:18,675 - INFO -
284
+ Epoch 25
285
+ 2024-05-28 21:47:28,084 - INFO - [51200/436063] Loss : 0.2546
286
+ 2024-05-28 21:49:34,615 - INFO - [102400/436063] Loss : 0.2550
287
+ 2024-05-28 21:51:31,136 - INFO - [153600/436063] Loss : 0.2561
288
+ 2024-05-28 21:53:25,367 - INFO - [204800/436063] Loss : 0.2569
289
+ 2024-05-28 21:55:19,262 - INFO - [256000/436063] Loss : 0.2574
290
+ 2024-05-28 21:55:32,071 - INFO - [262144/436063] Loss : 0.2575
291
+ 2024-05-28 21:56:26,123 - INFO - Test loss : 0.3057
292
+ 2024-05-28 21:56:26,123 - INFO -
293
+ Epoch 26
294
+ 2024-05-28 21:58:23,290 - INFO - [51200/436063] Loss : 0.2516
295
+ 2024-05-28 22:00:17,542 - INFO - [102400/436063] Loss : 0.2533
296
+ 2024-05-28 22:02:11,384 - INFO - [153600/436063] Loss : 0.2540
297
+ 2024-05-28 22:04:06,138 - INFO - [204800/436063] Loss : 0.2547
298
+ 2024-05-28 22:06:00,335 - INFO - [256000/436063] Loss : 0.2553
299
+ 2024-05-28 22:06:13,135 - INFO - [262144/436063] Loss : 0.2554
300
+ 2024-05-28 22:07:06,916 - INFO - Test loss : 0.3208
301
+ 2024-05-28 22:07:06,916 - INFO -
302
+ Epoch 27
303
+ 2024-05-28 22:09:02,997 - INFO - [51200/436063] Loss : 0.2500
304
+ 2024-05-28 22:10:56,788 - INFO - [102400/436063] Loss : 0.2515
305
+ 2024-05-28 22:12:50,823 - INFO - [153600/436063] Loss : 0.2527
306
+ 2024-05-28 22:14:44,817 - INFO - [204800/436063] Loss : 0.2533
307
+ 2024-05-28 22:16:38,779 - INFO - [256000/436063] Loss : 0.2535
308
+ 2024-05-28 22:16:51,614 - INFO - [262144/436063] Loss : 0.2535
309
+ 2024-05-28 22:17:46,586 - INFO - Test loss : 0.3340
310
+ 2024-05-28 22:17:46,587 - INFO -
311
+ Epoch 28
312
+ 2024-05-28 22:19:55,285 - INFO - [51200/436063] Loss : 0.2495
313
+ 2024-05-28 22:22:01,762 - INFO - [102400/436063] Loss : 0.2500
314
+ 2024-05-28 22:24:04,753 - INFO - [153600/436063] Loss : 0.2503
315
+ 2024-05-28 22:26:16,733 - INFO - [204800/436063] Loss : 0.2513
316
+ 2024-05-28 22:28:14,349 - INFO - [256000/436063] Loss : 0.2517
317
+ 2024-05-28 22:28:28,615 - INFO - [262144/436063] Loss : 0.2517
318
+ 2024-05-28 22:29:28,307 - INFO - Test loss : 0.3359
319
+ 2024-05-28 22:29:28,307 - INFO -
320
+ Epoch 29
321
+ 2024-05-28 22:31:38,774 - INFO - [51200/436063] Loss : 0.2474
322
+ 2024-05-28 22:33:46,325 - INFO - [102400/436063] Loss : 0.2479
323
+ 2024-05-28 22:35:53,188 - INFO - [153600/436063] Loss : 0.2484
324
+ 2024-05-28 22:37:59,972 - INFO - [204800/436063] Loss : 0.2489
325
+ 2024-05-28 22:40:06,756 - INFO - [256000/436063] Loss : 0.2495
326
+ 2024-05-28 22:40:21,065 - INFO - [262144/436063] Loss : 0.2495
327
+ 2024-05-28 22:41:20,934 - INFO - Test loss : 0.3390
328
+ 2024-05-28 22:41:20,934 - INFO -
329
+ Epoch 30
330
+ 2024-05-28 22:43:29,849 - INFO - [51200/436063] Loss : 0.2462
331
+ 2024-05-28 22:45:33,236 - INFO - [102400/436063] Loss : 0.2459
332
+ 2024-05-28 22:47:41,966 - INFO - [153600/436063] Loss : 0.2466
333
+ 2024-05-28 22:49:49,224 - INFO - [204800/436063] Loss : 0.2471
334
+ 2024-05-28 22:51:56,038 - INFO - [256000/436063] Loss : 0.2478
335
+ 2024-05-28 22:52:10,258 - INFO - [262144/436063] Loss : 0.2479
336
+ 2024-05-28 22:53:10,015 - INFO - Test loss : 0.3509
337
+ 2024-05-28 22:53:10,899 - INFO - (24343,)
338
+ 2024-05-28 22:53:34,489 - INFO - Split ID: 0
339
+ 2024-05-28 22:53:34,502 - INFO - Top 1 LocEnc (Epoch 30)acc (%): 3.68
340
+ 2024-05-28 22:53:34,504 - INFO - Top 3 LocEnc (Epoch 30)acc (%): 8.75
341
+ 2024-05-28 22:53:34,505 - INFO - Top 5 LocEnc (Epoch 30)acc (%): 12.79
342
+ 2024-05-28 22:53:34,507 - INFO - Top 10 LocEnc (Epoch 30)acc (%): 19.98
343
+ 2024-05-28 22:53:34,624 - INFO -
344
+ No prior
345
+ 2024-05-28 22:53:34,856 - INFO - (24426,)
346
+ 2024-05-28 22:53:46,476 - INFO - Split ID: 0
347
+ 2024-05-28 22:53:46,477 - INFO - Top 1 (Epoch 30)acc (%): 60.2
348
+ 2024-05-28 22:53:46,477 - INFO - Top 3 (Epoch 30)acc (%): 77.9
349
+ 2024-05-28 22:53:46,477 - INFO - Top 5 (Epoch 30)acc (%): 83.29
350
+ 2024-05-28 22:53:46,477 - INFO - Top 10 (Epoch 30)acc (%): 88.5
351
+ 2024-05-28 22:54:46,883 - INFO - Split ID: 0
352
+ 2024-05-28 22:54:46,883 - INFO - Top 1 (Epoch 30)acc (%): 73.43
353
+ 2024-05-28 22:54:46,884 - INFO - Top 3 (Epoch 30)acc (%): 87.57
354
+ 2024-05-28 22:54:46,884 - INFO - Top 5 (Epoch 30)acc (%): 90.91
355
+ 2024-05-28 22:54:46,884 - INFO - Top 10 (Epoch 30)acc (%): 93.85
356
+ 2024-05-28 22:55:47,295 - INFO - Split ID: 0
357
+ 2024-05-28 22:55:47,295 - INFO - Top 1 (Epoch 30)acc (%): 73.43
358
+ 2024-05-28 22:55:47,295 - INFO - for optuna top1: 73.43
359
+ 2024-05-28 22:55:47,295 - INFO - Top 3 (Epoch 30)acc (%): 87.57
360
+ 2024-05-28 22:55:47,296 - INFO - Top 5 (Epoch 30)acc (%): 90.91
361
+ 2024-05-28 22:55:47,296 - INFO - Top 10 (Epoch 30)acc (%): 93.85
362
+ 2024-05-28 22:55:47,309 - INFO -
363
+ Epoch 31
364
+ 2024-05-28 22:57:55,574 - INFO - [51200/436063] Loss : 0.2450
365
+ 2024-05-28 23:00:00,587 - INFO - [102400/436063] Loss : 0.2455
366
+ 2024-05-28 23:02:07,698 - INFO - [153600/436063] Loss : 0.2460
367
+ 2024-05-28 23:04:14,511 - INFO - [204800/436063] Loss : 0.2464
368
+ 2024-05-28 23:06:21,367 - INFO - [256000/436063] Loss : 0.2468
369
+ 2024-05-28 23:06:35,602 - INFO - [262144/436063] Loss : 0.2468
370
+ 2024-05-28 23:07:35,484 - INFO - Test loss : 0.3585
371
+ 2024-05-28 23:07:35,484 - INFO -
372
+ Epoch 32
373
+ 2024-05-28 23:09:44,482 - INFO - [51200/436063] Loss : 0.2419
374
+ 2024-05-28 23:11:50,300 - INFO - [102400/436063] Loss : 0.2426
375
+ 2024-05-28 23:13:57,923 - INFO - [153600/436063] Loss : 0.2434
376
+ 2024-05-28 23:16:05,327 - INFO - [204800/436063] Loss : 0.2443
377
+ 2024-05-28 23:18:12,038 - INFO - [256000/436063] Loss : 0.2449
378
+ 2024-05-28 23:18:26,305 - INFO - [262144/436063] Loss : 0.2450
379
+ 2024-05-28 23:19:26,170 - INFO - Test loss : 0.3612
380
+ 2024-05-28 23:19:26,170 - INFO -
381
+ Epoch 33
382
+ 2024-05-28 23:21:35,423 - INFO - [51200/436063] Loss : 0.2410
383
+ 2024-05-28 23:23:53,983 - INFO - [102400/436063] Loss : 0.2423
384
+ 2024-05-28 23:26:12,842 - INFO - [153600/436063] Loss : 0.2432
385
+ 2024-05-28 23:28:32,028 - INFO - [204800/436063] Loss : 0.2438
386
+ 2024-05-28 23:31:03,268 - INFO - [256000/436063] Loss : 0.2444
387
+ 2024-05-28 23:31:20,358 - INFO - [262144/436063] Loss : 0.2444
388
+ 2024-05-28 23:32:32,246 - INFO - Test loss : 0.3686
389
+ 2024-05-28 23:32:32,246 - INFO -
390
+ Epoch 34
391
+ 2024-05-28 23:35:07,336 - INFO - [51200/436063] Loss : 0.2409
392
+ 2024-05-28 23:37:38,774 - INFO - [102400/436063] Loss : 0.2409
393
+ 2024-05-28 23:40:09,844 - INFO - [153600/436063] Loss : 0.2409
394
+ 2024-05-28 23:42:41,662 - INFO - [204800/436063] Loss : 0.2419
395
+ 2024-05-28 23:45:13,872 - INFO - [256000/436063] Loss : 0.2424
396
+ 2024-05-28 23:45:30,891 - INFO - [262144/436063] Loss : 0.2425
397
+ 2024-05-28 23:46:42,464 - INFO - Test loss : 0.3807
398
+ 2024-05-28 23:46:42,464 - INFO -
399
+ Epoch 35
400
+ 2024-05-28 23:49:17,422 - INFO - [51200/436063] Loss : 0.2399
401
+ 2024-05-28 23:51:48,945 - INFO - [102400/436063] Loss : 0.2404
402
+ 2024-05-28 23:54:20,505 - INFO - [153600/436063] Loss : 0.2404
403
+ 2024-05-28 23:56:52,384 - INFO - [204800/436063] Loss : 0.2410
404
+ 2024-05-28 23:59:06,872 - INFO - [256000/436063] Loss : 0.2414
405
+ 2024-05-28 23:59:21,105 - INFO - [262144/436063] Loss : 0.2414
406
+ 2024-05-29 00:00:20,797 - INFO - Test loss : 0.3829
407
+ 2024-05-29 00:00:20,797 - INFO -
408
+ Epoch 36
409
+ 2024-05-29 00:02:30,090 - INFO - [51200/436063] Loss : 0.2377
410
+ 2024-05-29 00:04:36,520 - INFO - [102400/436063] Loss : 0.2380
411
+ 2024-05-29 00:06:43,096 - INFO - [153600/436063] Loss : 0.2385
412
+ 2024-05-29 00:08:48,171 - INFO - [204800/436063] Loss : 0.2391
413
+ 2024-05-29 00:10:42,067 - INFO - [256000/436063] Loss : 0.2397
414
+ 2024-05-29 00:10:55,143 - INFO - [262144/436063] Loss : 0.2397
415
+ 2024-05-29 00:11:49,831 - INFO - Test loss : 0.3876
416
+ 2024-05-29 00:11:49,831 - INFO -
417
+ Epoch 37
418
+ 2024-05-29 00:13:46,626 - INFO - [51200/436063] Loss : 0.2353
419
+ 2024-05-29 00:15:40,357 - INFO - [102400/436063] Loss : 0.2364
420
+ 2024-05-29 00:17:34,207 - INFO - [153600/436063] Loss : 0.2368
421
+ 2024-05-29 00:19:28,145 - INFO - [204800/436063] Loss : 0.2374
422
+ 2024-05-29 00:21:22,233 - INFO - [256000/436063] Loss : 0.2386
423
+ 2024-05-29 00:21:35,080 - INFO - [262144/436063] Loss : 0.2386
424
+ 2024-05-29 00:22:28,911 - INFO - Test loss : 0.3944
425
+ 2024-05-29 00:22:28,911 - INFO -
426
+ Epoch 38
427
+ 2024-05-29 00:24:25,196 - INFO - [51200/436063] Loss : 0.2348
428
+ 2024-05-29 00:26:19,205 - INFO - [102400/436063] Loss : 0.2365
429
+ 2024-05-29 00:28:12,776 - INFO - [153600/436063] Loss : 0.2370
430
+ 2024-05-29 00:30:06,638 - INFO - [204800/436063] Loss : 0.2369
431
+ 2024-05-29 00:32:00,819 - INFO - [256000/436063] Loss : 0.2374
432
+ 2024-05-29 00:32:13,755 - INFO - [262144/436063] Loss : 0.2373
433
+ 2024-05-29 00:33:08,154 - INFO - Test loss : 0.4116
434
+ 2024-05-29 00:33:08,154 - INFO -
435
+ Epoch 39
436
+ 2024-05-29 00:35:06,294 - INFO - [51200/436063] Loss : 0.2353
437
+ 2024-05-29 00:37:00,752 - INFO - [102400/436063] Loss : 0.2348
438
+ 2024-05-29 00:38:54,811 - INFO - [153600/436063] Loss : 0.2350
439
+ 2024-05-29 00:40:48,543 - INFO - [204800/436063] Loss : 0.2357
440
+ 2024-05-29 00:42:42,470 - INFO - [256000/436063] Loss : 0.2364
441
+ 2024-05-29 00:42:55,274 - INFO - [262144/436063] Loss : 0.2364
442
+ 2024-05-29 00:43:49,209 - INFO - Test loss : 0.4053
443
+ 2024-05-29 00:43:49,210 - INFO -
444
+ Epoch 40
445
+ 2024-05-29 00:45:45,788 - INFO - [51200/436063] Loss : 0.2328
446
+ 2024-05-29 00:47:35,969 - INFO - [102400/436063] Loss : 0.2339
447
+ 2024-05-29 00:49:31,052 - INFO - [153600/436063] Loss : 0.2345
448
+ 2024-05-29 00:51:24,905 - INFO - [204800/436063] Loss : 0.2347
449
+ 2024-05-29 00:53:18,770 - INFO - [256000/436063] Loss : 0.2356
450
+ 2024-05-29 00:53:31,557 - INFO - [262144/436063] Loss : 0.2357
451
+ 2024-05-29 00:54:25,287 - INFO - Test loss : 0.4162
452
+ 2024-05-29 00:54:26,251 - INFO - (24343,)
453
+ 2024-05-29 00:54:50,065 - INFO - Split ID: 0
454
+ 2024-05-29 00:54:50,076 - INFO - Top 1 LocEnc (Epoch 40)acc (%): 4.09
455
+ 2024-05-29 00:54:50,077 - INFO - Top 3 LocEnc (Epoch 40)acc (%): 9.55
456
+ 2024-05-29 00:54:50,078 - INFO - Top 5 LocEnc (Epoch 40)acc (%): 13.49
457
+ 2024-05-29 00:54:50,079 - INFO - Top 10 LocEnc (Epoch 40)acc (%): 21.16
458
+ 2024-05-29 00:54:50,206 - INFO -
459
+ No prior
460
+ 2024-05-29 00:54:50,451 - INFO - (24426,)
461
+ 2024-05-29 00:55:02,047 - INFO - Split ID: 0
462
+ 2024-05-29 00:55:02,048 - INFO - Top 1 (Epoch 40)acc (%): 60.2
463
+ 2024-05-29 00:55:02,048 - INFO - Top 3 (Epoch 40)acc (%): 77.9
464
+ 2024-05-29 00:55:02,048 - INFO - Top 5 (Epoch 40)acc (%): 83.29
465
+ 2024-05-29 00:55:02,048 - INFO - Top 10 (Epoch 40)acc (%): 88.5
466
+ 2024-05-29 00:55:56,620 - INFO - Split ID: 0
467
+ 2024-05-29 00:55:56,620 - INFO - Top 1 (Epoch 40)acc (%): 73.52
468
+ 2024-05-29 00:55:56,621 - INFO - Top 3 (Epoch 40)acc (%): 87.48
469
+ 2024-05-29 00:55:56,621 - INFO - Top 5 (Epoch 40)acc (%): 90.68
470
+ 2024-05-29 00:55:56,621 - INFO - Top 10 (Epoch 40)acc (%): 93.72
471
+ 2024-05-29 00:56:51,190 - INFO - Split ID: 0
472
+ 2024-05-29 00:56:51,191 - INFO - Top 1 (Epoch 40)acc (%): 73.52
473
+ 2024-05-29 00:56:51,191 - INFO - for optuna top1: 73.52
474
+ 2024-05-29 00:56:51,191 - INFO - Top 3 (Epoch 40)acc (%): 87.48
475
+ 2024-05-29 00:56:51,191 - INFO - Top 5 (Epoch 40)acc (%): 90.68
476
+ 2024-05-29 00:56:51,191 - INFO - Top 10 (Epoch 40)acc (%): 93.72
477
+ 2024-05-29 00:56:51,203 - INFO -
478
+ Epoch 41
479
+ 2024-05-29 00:58:47,807 - INFO - [51200/436063] Loss : 0.2316
480
+ 2024-05-29 01:00:40,275 - INFO - [102400/436063] Loss : 0.2321
481
+ 2024-05-29 01:02:34,572 - INFO - [153600/436063] Loss : 0.2326
482
+ 2024-05-29 01:04:28,450 - INFO - [204800/436063] Loss : 0.2336
483
+ 2024-05-29 01:06:22,294 - INFO - [256000/436063] Loss : 0.2342
484
+ 2024-05-29 01:06:35,062 - INFO - [262144/436063] Loss : 0.2342
485
+ 2024-05-29 01:07:28,941 - INFO - Test loss : 0.4263
486
+ 2024-05-29 01:07:28,941 - INFO -
487
+ Epoch 42
488
+ 2024-05-29 01:09:25,246 - INFO - [51200/436063] Loss : 0.2312
489
+ 2024-05-29 01:11:19,164 - INFO - [102400/436063] Loss : 0.2315
490
+ 2024-05-29 01:13:13,015 - INFO - [153600/436063] Loss : 0.2321
491
+ 2024-05-29 01:15:07,016 - INFO - [204800/436063] Loss : 0.2326
492
+ 2024-05-29 01:17:01,175 - INFO - [256000/436063] Loss : 0.2335
493
+ 2024-05-29 01:17:13,987 - INFO - [262144/436063] Loss : 0.2335
494
+ 2024-05-29 01:18:07,726 - INFO - Test loss : 0.4242
495
+ 2024-05-29 01:18:07,726 - INFO -
496
+ Epoch 43
497
+ 2024-05-29 01:20:03,852 - INFO - [51200/436063] Loss : 0.2294
498
+ 2024-05-29 01:21:57,685 - INFO - [102400/436063] Loss : 0.2299
499
+ 2024-05-29 01:23:53,161 - INFO - [153600/436063] Loss : 0.2307
500
+ 2024-05-29 01:25:47,184 - INFO - [204800/436063] Loss : 0.2312
501
+ 2024-05-29 01:27:41,259 - INFO - [256000/436063] Loss : 0.2316
502
+ 2024-05-29 01:27:54,095 - INFO - [262144/436063] Loss : 0.2316
503
+ 2024-05-29 01:28:47,766 - INFO - Test loss : 0.4326
504
+ 2024-05-29 01:28:47,767 - INFO -
505
+ Epoch 44
506
+ 2024-05-29 01:30:43,973 - INFO - [51200/436063] Loss : 0.2312
507
+ 2024-05-29 01:32:37,823 - INFO - [102400/436063] Loss : 0.2317
508
+ 2024-05-29 01:34:31,439 - INFO - [153600/436063] Loss : 0.2319
509
+ 2024-05-29 01:36:25,413 - INFO - [204800/436063] Loss : 0.2321
510
+ 2024-05-29 01:38:19,636 - INFO - [256000/436063] Loss : 0.2324
511
+ 2024-05-29 01:38:32,483 - INFO - [262144/436063] Loss : 0.2325
512
+ 2024-05-29 01:39:26,371 - INFO - Test loss : 0.4410
513
+ 2024-05-29 01:39:26,372 - INFO -
514
+ Epoch 45
515
+ 2024-05-29 01:41:23,019 - INFO - [51200/436063] Loss : 0.2288
516
+ 2024-05-29 01:43:16,787 - INFO - [102400/436063] Loss : 0.2294
517
+ 2024-05-29 01:45:10,614 - INFO - [153600/436063] Loss : 0.2297
518
+ 2024-05-29 01:47:05,823 - INFO - [204800/436063] Loss : 0.2299
519
+ 2024-05-29 01:48:59,995 - INFO - [256000/436063] Loss : 0.2305
520
+ 2024-05-29 01:49:12,766 - INFO - [262144/436063] Loss : 0.2305
521
+ 2024-05-29 01:50:06,580 - INFO - Test loss : 0.4446
522
+ 2024-05-29 01:50:06,580 - INFO -
523
+ Epoch 46
524
+ 2024-05-29 01:52:02,501 - INFO - [51200/436063] Loss : 0.2282
525
+ 2024-05-29 01:53:56,271 - INFO - [102400/436063] Loss : 0.2291
526
+ 2024-05-29 01:55:49,963 - INFO - [153600/436063] Loss : 0.2294
527
+ 2024-05-29 01:57:44,022 - INFO - [204800/436063] Loss : 0.2295
528
+ 2024-05-29 01:59:37,806 - INFO - [256000/436063] Loss : 0.2303
529
+ 2024-05-29 01:59:50,568 - INFO - [262144/436063] Loss : 0.2303
530
+ 2024-05-29 02:00:44,205 - INFO - Test loss : 0.4473
531
+ 2024-05-29 02:00:44,205 - INFO -
532
+ Epoch 47
533
+ 2024-05-29 02:02:40,469 - INFO - [51200/436063] Loss : 0.2267
534
+ 2024-05-29 02:04:34,211 - INFO - [102400/436063] Loss : 0.2271
535
+ 2024-05-29 02:06:27,941 - INFO - [153600/436063] Loss : 0.2276
536
+ 2024-05-29 02:08:21,807 - INFO - [204800/436063] Loss : 0.2278
537
+ 2024-05-29 02:10:16,622 - INFO - [256000/436063] Loss : 0.2284
538
+ 2024-05-29 02:10:29,644 - INFO - [262144/436063] Loss : 0.2285
539
+ 2024-05-29 02:11:24,199 - INFO - Test loss : 0.4533
540
+ 2024-05-29 02:11:24,199 - INFO -
541
+ Epoch 48
542
+ 2024-05-29 02:13:20,555 - INFO - [51200/436063] Loss : 0.2265
543
+ 2024-05-29 02:15:14,011 - INFO - [102400/436063] Loss : 0.2274
544
+ 2024-05-29 02:17:07,846 - INFO - [153600/436063] Loss : 0.2279
545
+ 2024-05-29 02:19:01,777 - INFO - [204800/436063] Loss : 0.2280
546
+ 2024-05-29 02:20:55,672 - INFO - [256000/436063] Loss : 0.2283
547
+ 2024-05-29 02:21:08,509 - INFO - [262144/436063] Loss : 0.2284
548
+ 2024-05-29 02:22:02,392 - INFO - Test loss : 0.4568
549
+ 2024-05-29 02:22:02,392 - INFO -
550
+ Epoch 49
551
+ 2024-05-29 02:23:58,827 - INFO - [51200/436063] Loss : 0.2257
552
+ 2024-05-29 02:25:52,323 - INFO - [102400/436063] Loss : 0.2256
553
+ 2024-05-29 02:27:45,969 - INFO - [153600/436063] Loss : 0.2263
554
+ 2024-05-29 02:29:39,827 - INFO - [204800/436063] Loss : 0.2270
555
+ 2024-05-29 02:31:33,812 - INFO - [256000/436063] Loss : 0.2275
556
+ 2024-05-29 02:31:46,646 - INFO - [262144/436063] Loss : 0.2276
557
+ 2024-05-29 02:32:40,426 - INFO - Test loss : 0.4605
558
+ 2024-05-29 02:32:40,426 - INFO -
559
+ Epoch 50
560
+ 2024-05-29 02:34:37,894 - INFO - [51200/436063] Loss : 0.2260
561
+ 2024-05-29 02:36:28,137 - INFO - [102400/436063] Loss : 0.2260
562
+ 2024-05-29 02:38:23,322 - INFO - [153600/436063] Loss : 0.2267
563
+ 2024-05-29 02:40:16,881 - INFO - [204800/436063] Loss : 0.2271
564
+ 2024-05-29 02:42:10,467 - INFO - [256000/436063] Loss : 0.2275
565
+ 2024-05-29 02:42:23,253 - INFO - [262144/436063] Loss : 0.2275
566
+ 2024-05-29 02:43:17,092 - INFO - Test loss : 0.4658
567
+ 2024-05-29 02:43:18,113 - INFO - (24343,)
568
+ 2024-05-29 02:43:42,420 - INFO - Split ID: 0
569
+ 2024-05-29 02:43:42,432 - INFO - Top 1 LocEnc (Epoch 50)acc (%): 4.55
570
+ 2024-05-29 02:43:42,433 - INFO - Top 3 LocEnc (Epoch 50)acc (%): 9.94
571
+ 2024-05-29 02:43:42,434 - INFO - Top 5 LocEnc (Epoch 50)acc (%): 14.23
572
+ 2024-05-29 02:43:42,434 - INFO - Top 10 LocEnc (Epoch 50)acc (%): 22.01
573
+ 2024-05-29 02:43:42,562 - INFO -
574
+ No prior
575
+ 2024-05-29 02:43:42,835 - INFO - (24426,)
576
+ 2024-05-29 02:43:54,851 - INFO - Split ID: 0
577
+ 2024-05-29 02:43:54,851 - INFO - Top 1 (Epoch 50)acc (%): 60.2
578
+ 2024-05-29 02:43:54,851 - INFO - Top 3 (Epoch 50)acc (%): 77.9
579
+ 2024-05-29 02:43:54,851 - INFO - Top 5 (Epoch 50)acc (%): 83.29
580
+ 2024-05-29 02:43:54,851 - INFO - Top 10 (Epoch 50)acc (%): 88.5
581
+ 2024-05-29 02:44:49,491 - INFO - Split ID: 0
582
+ 2024-05-29 02:44:49,492 - INFO - Top 1 (Epoch 50)acc (%): 73.46
583
+ 2024-05-29 02:44:49,492 - INFO - Top 3 (Epoch 50)acc (%): 87.35
584
+ 2024-05-29 02:44:49,492 - INFO - Top 5 (Epoch 50)acc (%): 90.58
585
+ 2024-05-29 02:44:49,492 - INFO - Top 10 (Epoch 50)acc (%): 93.54
586
+ 2024-05-29 02:45:44,124 - INFO - Split ID: 0
587
+ 2024-05-29 02:45:44,124 - INFO - Top 1 (Epoch 50)acc (%): 73.46
588
+ 2024-05-29 02:45:44,124 - INFO - for optuna top1: 73.46
589
+ 2024-05-29 02:45:44,124 - INFO - Top 3 (Epoch 50)acc (%): 87.35
590
+ 2024-05-29 02:45:44,125 - INFO - Top 5 (Epoch 50)acc (%): 90.58
591
+ 2024-05-29 02:45:44,125 - INFO - Top 10 (Epoch 50)acc (%): 93.54
592
+ 2024-05-29 02:45:44,138 - INFO -
593
+ Epoch 51
594
+ 2024-05-29 02:47:40,220 - INFO - [51200/436063] Loss : 0.2235
595
+ 2024-05-29 02:49:30,962 - INFO - [102400/436063] Loss : 0.2245
596
+ 2024-05-29 02:51:25,831 - INFO - [153600/436063] Loss : 0.2253
597
+ 2024-05-29 02:53:20,445 - INFO - [204800/436063] Loss : 0.2258
598
+ 2024-05-29 02:55:14,857 - INFO - [256000/436063] Loss : 0.2264
599
+ 2024-05-29 02:55:27,792 - INFO - [262144/436063] Loss : 0.2264
600
+ 2024-05-29 02:56:21,773 - INFO - Test loss : 0.4744
601
+ 2024-05-29 02:56:21,773 - INFO -
602
+ Epoch 52
603
+ 2024-05-29 02:58:20,051 - INFO - [51200/436063] Loss : 0.2229
604
+ 2024-05-29 03:00:14,787 - INFO - [102400/436063] Loss : 0.2242
605
+ 2024-05-29 03:02:09,084 - INFO - [153600/436063] Loss : 0.2249
606
+ 2024-05-29 03:04:03,650 - INFO - [204800/436063] Loss : 0.2257
607
+ 2024-05-29 03:05:57,966 - INFO - [256000/436063] Loss : 0.2259
608
+ 2024-05-29 03:06:10,920 - INFO - [262144/436063] Loss : 0.2259
609
+ 2024-05-29 03:07:04,868 - INFO - Test loss : 0.4837
610
+ 2024-05-29 03:07:04,868 - INFO -
611
+ Epoch 53
612
+ 2024-05-29 03:09:01,601 - INFO - [51200/436063] Loss : 0.2234
613
+ 2024-05-29 03:10:56,059 - INFO - [102400/436063] Loss : 0.2241
614
+ 2024-05-29 03:12:50,614 - INFO - [153600/436063] Loss : 0.2242
615
+ 2024-05-29 03:14:45,200 - INFO - [204800/436063] Loss : 0.2250
616
+ 2024-05-29 03:16:39,722 - INFO - [256000/436063] Loss : 0.2254
617
+ 2024-05-29 03:16:52,617 - INFO - [262144/436063] Loss : 0.2255
618
+ 2024-05-29 03:17:46,789 - INFO - Test loss : 0.4802
619
+ 2024-05-29 03:17:46,789 - INFO -
620
+ Epoch 54
621
+ 2024-05-29 03:19:44,631 - INFO - [51200/436063] Loss : 0.2235
622
+ 2024-05-29 03:21:37,625 - INFO - [102400/436063] Loss : 0.2238
623
+ 2024-05-29 03:23:31,806 - INFO - [153600/436063] Loss : 0.2244
624
+ 2024-05-29 03:25:26,116 - INFO - [204800/436063] Loss : 0.2246
625
+ 2024-05-29 03:27:20,758 - INFO - [256000/436063] Loss : 0.2250
626
+ 2024-05-29 03:27:33,660 - INFO - [262144/436063] Loss : 0.2251
627
+ 2024-05-29 03:28:27,657 - INFO - Test loss : 0.4859
628
+ 2024-05-29 03:28:27,657 - INFO -
629
+ Epoch 55
630
+ 2024-05-29 03:30:24,556 - INFO - [51200/436063] Loss : 0.2214
631
+ 2024-05-29 03:32:18,763 - INFO - [102400/436063] Loss : 0.2232
632
+ 2024-05-29 03:34:13,048 - INFO - [153600/436063] Loss : 0.2232
633
+ 2024-05-29 03:36:07,447 - INFO - [204800/436063] Loss : 0.2234
634
+ 2024-05-29 03:38:01,839 - INFO - [256000/436063] Loss : 0.2237
635
+ 2024-05-29 03:38:14,696 - INFO - [262144/436063] Loss : 0.2239
636
+ 2024-05-29 03:39:08,739 - INFO - Test loss : 0.4933
637
+ 2024-05-29 03:39:08,740 - INFO -
638
+ Epoch 56
639
+ 2024-05-29 03:41:05,408 - INFO - [51200/436063] Loss : 0.2220
640
+ 2024-05-29 03:42:59,631 - INFO - [102400/436063] Loss : 0.2219
641
+ 2024-05-29 03:44:54,137 - INFO - [153600/436063] Loss : 0.2224
642
+ 2024-05-29 03:46:50,322 - INFO - [204800/436063] Loss : 0.2231
643
+ 2024-05-29 03:48:44,851 - INFO - [256000/436063] Loss : 0.2236
644
+ 2024-05-29 03:48:57,688 - INFO - [262144/436063] Loss : 0.2236
645
+ 2024-05-29 03:49:51,615 - INFO - Test loss : 0.4927
646
+ 2024-05-29 03:49:51,615 - INFO -
647
+ Epoch 57
648
+ 2024-05-29 03:51:48,383 - INFO - [51200/436063] Loss : 0.2210
649
+ 2024-05-29 03:53:42,801 - INFO - [102400/436063] Loss : 0.2214
650
+ 2024-05-29 03:55:37,113 - INFO - [153600/436063] Loss : 0.2219
651
+ 2024-05-29 03:57:31,448 - INFO - [204800/436063] Loss : 0.2223
652
+ 2024-05-29 03:59:25,650 - INFO - [256000/436063] Loss : 0.2225
653
+ 2024-05-29 03:59:38,526 - INFO - [262144/436063] Loss : 0.2225
654
+ 2024-05-29 04:00:32,475 - INFO - Test loss : 0.4960
655
+ 2024-05-29 04:00:32,476 - INFO -
656
+ Epoch 58
657
+ 2024-05-29 04:02:29,199 - INFO - [51200/436063] Loss : 0.2221
658
+ 2024-05-29 04:04:23,517 - INFO - [102400/436063] Loss : 0.2214
659
+ 2024-05-29 04:06:17,963 - INFO - [153600/436063] Loss : 0.2215
660
+ 2024-05-29 04:08:12,456 - INFO - [204800/436063] Loss : 0.2217
661
+ 2024-05-29 04:10:08,027 - INFO - [256000/436063] Loss : 0.2217
662
+ 2024-05-29 04:10:21,158 - INFO - [262144/436063] Loss : 0.2218
663
+ 2024-05-29 04:11:15,488 - INFO - Test loss : 0.5113
664
+ 2024-05-29 04:11:15,488 - INFO -
665
+ Epoch 59
666
+ 2024-05-29 04:13:12,303 - INFO - [51200/436063] Loss : 0.2193
667
+ 2024-05-29 04:15:06,972 - INFO - [102400/436063] Loss : 0.2203
668
+ 2024-05-29 04:17:02,471 - INFO - [153600/436063] Loss : 0.2209
669
+ 2024-05-29 04:18:54,221 - INFO - [204800/436063] Loss : 0.2215
670
+ 2024-05-29 04:20:36,042 - INFO - [256000/436063] Loss : 0.2218
671
+ 2024-05-29 04:20:47,473 - INFO - [262144/436063] Loss : 0.2219
672
+ 2024-05-29 04:21:35,316 - INFO - Test loss : 0.5047
673
+ 2024-05-29 04:21:35,317 - INFO -
674
+ Epoch 60
675
+ 2024-05-29 04:23:19,498 - INFO - [51200/436063] Loss : 0.2196
676
+ 2024-05-29 04:24:56,506 - INFO - [102400/436063] Loss : 0.2206
677
+ 2024-05-29 04:26:39,273 - INFO - [153600/436063] Loss : 0.2209
678
+ 2024-05-29 04:28:21,255 - INFO - [204800/436063] Loss : 0.2217
679
+ 2024-05-29 04:30:03,318 - INFO - [256000/436063] Loss : 0.2219
680
+ 2024-05-29 04:30:14,824 - INFO - [262144/436063] Loss : 0.2218
681
+ 2024-05-29 04:31:02,784 - INFO - Test loss : 0.5122
682
+ 2024-05-29 04:31:03,746 - INFO - (24343,)
683
+ 2024-05-29 04:31:27,616 - INFO - Split ID: 0
684
+ 2024-05-29 04:31:27,629 - INFO - Top 1 LocEnc (Epoch 60)acc (%): 4.66
685
+ 2024-05-29 04:31:27,630 - INFO - Top 3 LocEnc (Epoch 60)acc (%): 10.5
686
+ 2024-05-29 04:31:27,632 - INFO - Top 5 LocEnc (Epoch 60)acc (%): 14.83
687
+ 2024-05-29 04:31:27,633 - INFO - Top 10 LocEnc (Epoch 60)acc (%): 22.66
688
+ 2024-05-29 04:31:27,754 - INFO -
689
+ No prior
690
+ 2024-05-29 04:31:28,015 - INFO - (24426,)
691
+ 2024-05-29 04:31:39,819 - INFO - Split ID: 0
692
+ 2024-05-29 04:31:39,819 - INFO - Top 1 (Epoch 60)acc (%): 60.2
693
+ 2024-05-29 04:31:39,819 - INFO - Top 3 (Epoch 60)acc (%): 77.9
694
+ 2024-05-29 04:31:39,819 - INFO - Top 5 (Epoch 60)acc (%): 83.29
695
+ 2024-05-29 04:31:39,819 - INFO - Top 10 (Epoch 60)acc (%): 88.5
696
+ 2024-05-29 04:32:30,079 - INFO - Split ID: 0
697
+ 2024-05-29 04:32:30,079 - INFO - Top 1 (Epoch 60)acc (%): 73.48
698
+ 2024-05-29 04:32:30,079 - INFO - Top 3 (Epoch 60)acc (%): 87.31
699
+ 2024-05-29 04:32:30,079 - INFO - Top 5 (Epoch 60)acc (%): 90.44
700
+ 2024-05-29 04:32:30,079 - INFO - Top 10 (Epoch 60)acc (%): 93.46
701
+ 2024-05-29 04:33:19,783 - INFO - Split ID: 0
702
+ 2024-05-29 04:33:19,783 - INFO - Top 1 (Epoch 60)acc (%): 73.48
703
+ 2024-05-29 04:33:19,783 - INFO - for optuna top1: 73.48
704
+ 2024-05-29 04:33:19,783 - INFO - Top 3 (Epoch 60)acc (%): 87.31
705
+ 2024-05-29 04:33:19,784 - INFO - Top 5 (Epoch 60)acc (%): 90.44
706
+ 2024-05-29 04:33:19,784 - INFO - Top 10 (Epoch 60)acc (%): 93.46
707
+ 2024-05-29 04:33:19,796 - INFO -
708
+ Epoch 61
709
+ 2024-05-29 04:35:04,032 - INFO - [51200/436063] Loss : 0.2182
710
+ 2024-05-29 04:36:41,357 - INFO - [102400/436063] Loss : 0.2186
711
+ 2024-05-29 04:38:24,034 - INFO - [153600/436063] Loss : 0.2195
712
+ 2024-05-29 04:40:05,866 - INFO - [204800/436063] Loss : 0.2196
713
+ 2024-05-29 04:41:48,091 - INFO - [256000/436063] Loss : 0.2202
714
+ 2024-05-29 04:41:59,512 - INFO - [262144/436063] Loss : 0.2202
715
+ 2024-05-29 04:42:47,539 - INFO - Test loss : 0.5230
716
+ 2024-05-29 04:42:47,540 - INFO -
717
+ Epoch 62
718
+ 2024-05-29 04:44:31,623 - INFO - [51200/436063] Loss : 0.2187
719
+ 2024-05-29 04:46:13,448 - INFO - [102400/436063] Loss : 0.2202
720
+ 2024-05-29 04:47:55,212 - INFO - [153600/436063] Loss : 0.2201
721
+ 2024-05-29 04:49:36,762 - INFO - [204800/436063] Loss : 0.2203
722
+ 2024-05-29 04:51:18,683 - INFO - [256000/436063] Loss : 0.2205
723
+ 2024-05-29 04:51:30,203 - INFO - [262144/436063] Loss : 0.2204
724
+ 2024-05-29 04:52:18,209 - INFO - Test loss : 0.5222
725
+ 2024-05-29 04:52:18,209 - INFO -
726
+ Epoch 63
727
+ 2024-05-29 04:54:03,894 - INFO - [51200/436063] Loss : 0.2168
728
+ 2024-05-29 04:55:45,685 - INFO - [102400/436063] Loss : 0.2188
729
+ 2024-05-29 04:57:27,147 - INFO - [153600/436063] Loss : 0.2188
730
+ 2024-05-29 04:59:09,058 - INFO - [204800/436063] Loss : 0.2191
731
+ 2024-05-29 05:00:50,589 - INFO - [256000/436063] Loss : 0.2195
732
+ 2024-05-29 05:01:02,006 - INFO - [262144/436063] Loss : 0.2195
733
+ 2024-05-29 05:01:50,053 - INFO - Test loss : 0.5237
734
+ 2024-05-29 05:01:50,054 - INFO -
735
+ Epoch 64
736
+ 2024-05-29 05:03:34,087 - INFO - [51200/436063] Loss : 0.2180
737
+ 2024-05-29 05:05:15,839 - INFO - [102400/436063] Loss : 0.2183
738
+ 2024-05-29 05:06:57,476 - INFO - [153600/436063] Loss : 0.2186
739
+ 2024-05-29 05:08:39,132 - INFO - [204800/436063] Loss : 0.2191
740
+ 2024-05-29 05:10:21,118 - INFO - [256000/436063] Loss : 0.2194
741
+ 2024-05-29 05:10:32,592 - INFO - [262144/436063] Loss : 0.2193
742
+ 2024-05-29 05:11:20,632 - INFO - Test loss : 0.5357
743
+ 2024-05-29 05:11:20,632 - INFO -
744
+ Epoch 65
745
+ 2024-05-29 05:13:04,330 - INFO - [51200/436063] Loss : 0.2178
746
+ 2024-05-29 05:14:46,797 - INFO - [102400/436063] Loss : 0.2175
747
+ 2024-05-29 05:16:29,797 - INFO - [153600/436063] Loss : 0.2181
748
+ 2024-05-29 05:18:11,666 - INFO - [204800/436063] Loss : 0.2189
749
+ 2024-05-29 05:19:53,610 - INFO - [256000/436063] Loss : 0.2194
750
+ 2024-05-29 05:20:05,087 - INFO - [262144/436063] Loss : 0.2194
751
+ 2024-05-29 05:20:53,135 - INFO - Test loss : 0.5298
752
+ 2024-05-29 05:20:53,135 - INFO -
753
+ Epoch 66
754
+ 2024-05-29 05:22:37,013 - INFO - [51200/436063] Loss : 0.2179
755
+ 2024-05-29 05:24:18,556 - INFO - [102400/436063] Loss : 0.2179
756
+ 2024-05-29 05:26:00,073 - INFO - [153600/436063] Loss : 0.2181
757
+ 2024-05-29 05:27:41,585 - INFO - [204800/436063] Loss : 0.2185
758
+ 2024-05-29 05:29:23,415 - INFO - [256000/436063] Loss : 0.2192
759
+ 2024-05-29 05:29:34,957 - INFO - [262144/436063] Loss : 0.2192
760
+ 2024-05-29 05:30:22,997 - INFO - Test loss : 0.5288
761
+ 2024-05-29 05:30:22,998 - INFO -
762
+ Epoch 67
763
+ 2024-05-29 05:32:06,967 - INFO - [51200/436063] Loss : 0.2176
764
+ 2024-05-29 05:33:48,765 - INFO - [102400/436063] Loss : 0.2179
765
+ 2024-05-29 05:35:30,280 - INFO - [153600/436063] Loss : 0.2182
766
+ 2024-05-29 05:37:13,848 - INFO - [204800/436063] Loss : 0.2183
767
+ 2024-05-29 05:38:55,598 - INFO - [256000/436063] Loss : 0.2186
768
+ 2024-05-29 05:39:07,051 - INFO - [262144/436063] Loss : 0.2186
769
+ 2024-05-29 05:39:55,010 - INFO - Test loss : 0.5437
770
+ 2024-05-29 05:39:55,010 - INFO -
771
+ Epoch 68
772
+ 2024-05-29 05:41:32,213 - INFO - [51200/436063] Loss : 0.2160
773
+ 2024-05-29 05:43:01,118 - INFO - [102400/436063] Loss : 0.2166
774
+ 2024-05-29 05:44:30,226 - INFO - [153600/436063] Loss : 0.2169
775
+ 2024-05-29 05:45:59,158 - INFO - [204800/436063] Loss : 0.2173
776
+ 2024-05-29 05:47:28,103 - INFO - [256000/436063] Loss : 0.2173
777
+ 2024-05-29 05:47:38,042 - INFO - [262144/436063] Loss : 0.2173
778
+ 2024-05-29 05:48:19,851 - INFO - Test loss : 0.5433
779
+ 2024-05-29 05:48:19,851 - INFO -
780
+ Epoch 69
781
+ 2024-05-29 05:49:50,885 - INFO - [51200/436063] Loss : 0.2162
782
+ 2024-05-29 05:51:19,930 - INFO - [102400/436063] Loss : 0.2160
783
+ 2024-05-29 05:52:48,831 - INFO - [153600/436063] Loss : 0.2166
784
+ 2024-05-29 05:54:17,880 - INFO - [204800/436063] Loss : 0.2172
785
+ 2024-05-29 05:55:48,111 - INFO - [256000/436063] Loss : 0.2174
786
+ 2024-05-29 05:55:58,428 - INFO - [262144/436063] Loss : 0.2173
787
+ 2024-05-29 05:56:41,060 - INFO - Test loss : 0.5454
788
+ 2024-05-29 05:56:41,060 - INFO -
789
+ Epoch 70
790
+ 2024-05-29 05:58:11,856 - INFO - [51200/436063] Loss : 0.2166
791
+ 2024-05-29 05:59:35,629 - INFO - [102400/436063] Loss : 0.2173
792
+ 2024-05-29 06:01:05,597 - INFO - [153600/436063] Loss : 0.2177
793
+ 2024-05-29 06:02:34,552 - INFO - [204800/436063] Loss : 0.2176
794
+ 2024-05-29 06:04:03,729 - INFO - [256000/436063] Loss : 0.2177
795
+ 2024-05-29 06:04:13,734 - INFO - [262144/436063] Loss : 0.2176
796
+ 2024-05-29 06:04:55,769 - INFO - Test loss : 0.5499
797
+ 2024-05-29 06:04:56,616 - INFO - (24343,)
798
+ 2024-05-29 06:05:19,285 - INFO - Split ID: 0
799
+ 2024-05-29 06:05:19,295 - INFO - Top 1 LocEnc (Epoch 70)acc (%): 4.67
800
+ 2024-05-29 06:05:19,296 - INFO - Top 3 LocEnc (Epoch 70)acc (%): 10.5
801
+ 2024-05-29 06:05:19,297 - INFO - Top 5 LocEnc (Epoch 70)acc (%): 14.84
802
+ 2024-05-29 06:05:19,297 - INFO - Top 10 LocEnc (Epoch 70)acc (%): 22.86
803
+ 2024-05-29 06:05:19,409 - INFO -
804
+ No prior
805
+ 2024-05-29 06:05:19,642 - INFO - (24426,)
806
+ 2024-05-29 06:05:30,297 - INFO - Split ID: 0
807
+ 2024-05-29 06:05:30,297 - INFO - Top 1 (Epoch 70)acc (%): 60.2
808
+ 2024-05-29 06:05:30,297 - INFO - Top 3 (Epoch 70)acc (%): 77.9
809
+ 2024-05-29 06:05:30,297 - INFO - Top 5 (Epoch 70)acc (%): 83.29
810
+ 2024-05-29 06:05:30,297 - INFO - Top 10 (Epoch 70)acc (%): 88.5
811
+ 2024-05-29 06:06:13,972 - INFO - Split ID: 0
812
+ 2024-05-29 06:06:13,972 - INFO - Top 1 (Epoch 70)acc (%): 73.28
813
+ 2024-05-29 06:06:13,973 - INFO - Top 3 (Epoch 70)acc (%): 87.09
814
+ 2024-05-29 06:06:13,973 - INFO - Top 5 (Epoch 70)acc (%): 90.27
815
+ 2024-05-29 06:06:13,973 - INFO - Top 10 (Epoch 70)acc (%): 93.27
816
+ 2024-05-29 06:06:57,448 - INFO - Split ID: 0
817
+ 2024-05-29 06:06:57,448 - INFO - Top 1 (Epoch 70)acc (%): 73.28
818
+ 2024-05-29 06:06:57,448 - INFO - for optuna top1: 73.28
819
+ 2024-05-29 06:06:57,448 - INFO - Top 3 (Epoch 70)acc (%): 87.09
820
+ 2024-05-29 06:06:57,449 - INFO - Top 5 (Epoch 70)acc (%): 90.27
821
+ 2024-05-29 06:06:57,449 - INFO - Top 10 (Epoch 70)acc (%): 93.27
822
+ 2024-05-29 06:06:57,461 - INFO -
823
+ Epoch 71
824
+ 2024-05-29 06:08:28,114 - INFO - [51200/436063] Loss : 0.2147
825
+ 2024-05-29 06:09:51,618 - INFO - [102400/436063] Loss : 0.2155
826
+ 2024-05-29 06:11:21,924 - INFO - [153600/436063] Loss : 0.2161
827
+ 2024-05-29 06:12:51,142 - INFO - [204800/436063] Loss : 0.2163
828
+ 2024-05-29 06:14:21,519 - INFO - [256000/436063] Loss : 0.2164
829
+ 2024-05-29 06:14:31,809 - INFO - [262144/436063] Loss : 0.2164
830
+ 2024-05-29 06:15:14,358 - INFO - Test loss : 0.5564
831
+ 2024-05-29 06:15:14,359 - INFO -
832
+ Epoch 72
833
+ 2024-05-29 06:16:45,580 - INFO - [51200/436063] Loss : 0.2145
834
+ 2024-05-29 06:18:14,218 - INFO - [102400/436063] Loss : 0.2150
835
+ 2024-05-29 06:19:43,067 - INFO - [153600/436063] Loss : 0.2153
836
+ 2024-05-29 06:21:12,222 - INFO - [204800/436063] Loss : 0.2155
837
+ 2024-05-29 06:22:41,345 - INFO - [256000/436063] Loss : 0.2163
838
+ 2024-05-29 06:22:51,366 - INFO - [262144/436063] Loss : 0.2163
839
+ 2024-05-29 06:23:33,364 - INFO - Test loss : 0.5513
840
+ 2024-05-29 06:23:33,364 - INFO -
841
+ Epoch 73
842
+ 2024-05-29 06:25:04,338 - INFO - [51200/436063] Loss : 0.2157
843
+ 2024-05-29 06:26:33,155 - INFO - [102400/436063] Loss : 0.2159
844
+ 2024-05-29 06:28:01,978 - INFO - [153600/436063] Loss : 0.2162
845
+ 2024-05-29 06:29:31,126 - INFO - [204800/436063] Loss : 0.2163
846
+ 2024-05-29 06:31:00,636 - INFO - [256000/436063] Loss : 0.2165
847
+ 2024-05-29 06:31:10,712 - INFO - [262144/436063] Loss : 0.2166
848
+ 2024-05-29 06:31:52,678 - INFO - Test loss : 0.5479
849
+ 2024-05-29 06:31:52,678 - INFO -
850
+ Epoch 74
851
+ 2024-05-29 06:33:25,329 - INFO - [51200/436063] Loss : 0.2156
852
+ 2024-05-29 06:34:54,531 - INFO - [102400/436063] Loss : 0.2156
853
+ 2024-05-29 06:36:23,467 - INFO - [153600/436063] Loss : 0.2158
854
+ 2024-05-29 06:37:52,549 - INFO - [204800/436063] Loss : 0.2160
855
+ 2024-05-29 06:39:21,657 - INFO - [256000/436063] Loss : 0.2159
856
+ 2024-05-29 06:39:31,732 - INFO - [262144/436063] Loss : 0.2159
857
+ 2024-05-29 06:40:13,614 - INFO - Test loss : 0.5680
858
+ 2024-05-29 06:40:13,614 - INFO -
859
+ Epoch 75
860
+ 2024-05-29 06:41:44,601 - INFO - [51200/436063] Loss : 0.2130
861
+ 2024-05-29 06:43:13,591 - INFO - [102400/436063] Loss : 0.2142
862
+ 2024-05-29 06:44:42,721 - INFO - [153600/436063] Loss : 0.2144
863
+ 2024-05-29 06:46:11,877 - INFO - [204800/436063] Loss : 0.2148
864
+ 2024-05-29 06:47:41,010 - INFO - [256000/436063] Loss : 0.2152
865
+ 2024-05-29 06:47:51,021 - INFO - [262144/436063] Loss : 0.2153
866
+ 2024-05-29 06:48:32,885 - INFO - Test loss : 0.5579
867
+ 2024-05-29 06:48:32,886 - INFO -
868
+ Epoch 76
869
+ 2024-05-29 06:50:03,570 - INFO - [51200/436063] Loss : 0.2144
870
+ 2024-05-29 06:51:32,956 - INFO - [102400/436063] Loss : 0.2150
871
+ 2024-05-29 06:53:03,498 - INFO - [153600/436063] Loss : 0.2152
872
+ 2024-05-29 06:54:32,737 - INFO - [204800/436063] Loss : 0.2153
873
+ 2024-05-29 06:56:01,881 - INFO - [256000/436063] Loss : 0.2157
874
+ 2024-05-29 06:56:11,905 - INFO - [262144/436063] Loss : 0.2157
875
+ 2024-05-29 06:56:53,939 - INFO - Test loss : 0.5650
876
+ 2024-05-29 06:56:53,939 - INFO -
877
+ Epoch 77
878
+ 2024-05-29 06:58:24,894 - INFO - [51200/436063] Loss : 0.2123
879
+ 2024-05-29 06:59:50,020 - INFO - [102400/436063] Loss : 0.2138
880
+ 2024-05-29 07:01:14,383 - INFO - [153600/436063] Loss : 0.2143
881
+ 2024-05-29 07:02:44,251 - INFO - [204800/436063] Loss : 0.2147
882
+ 2024-05-29 07:04:14,154 - INFO - [256000/436063] Loss : 0.2151
883
+ 2024-05-29 07:04:24,264 - INFO - [262144/436063] Loss : 0.2151
884
+ 2024-05-29 07:05:06,608 - INFO - Test loss : 0.5675
885
+ 2024-05-29 07:05:06,609 - INFO -
886
+ Epoch 78
887
+ 2024-05-29 07:06:38,061 - INFO - [51200/436063] Loss : 0.2132
888
+ 2024-05-29 07:08:07,476 - INFO - [102400/436063] Loss : 0.2141
889
+ 2024-05-29 07:09:36,317 - INFO - [153600/436063] Loss : 0.2142
890
+ 2024-05-29 07:11:07,872 - INFO - [204800/436063] Loss : 0.2143
891
+ 2024-05-29 07:12:37,489 - INFO - [256000/436063] Loss : 0.2146
892
+ 2024-05-29 07:12:47,518 - INFO - [262144/436063] Loss : 0.2147
893
+ 2024-05-29 07:13:29,752 - INFO - Test loss : 0.5672
894
+ 2024-05-29 07:13:29,752 - INFO -
895
+ Epoch 79
896
+ 2024-05-29 07:15:01,238 - INFO - [51200/436063] Loss : 0.2142
897
+ 2024-05-29 07:16:30,312 - INFO - [102400/436063] Loss : 0.2144
898
+ 2024-05-29 07:17:59,666 - INFO - [153600/436063] Loss : 0.2139
899
+ 2024-05-29 07:19:29,013 - INFO - [204800/436063] Loss : 0.2140
900
+ 2024-05-29 07:20:58,438 - INFO - [256000/436063] Loss : 0.2142
901
+ 2024-05-29 07:21:08,482 - INFO - [262144/436063] Loss : 0.2142
902
+ 2024-05-29 07:21:50,560 - INFO - Test loss : 0.5725
903
+ 2024-05-29 07:21:50,561 - INFO -
904
+ Epoch 80
905
+ 2024-05-29 07:23:21,979 - INFO - [51200/436063] Loss : 0.2137
906
+ 2024-05-29 07:24:46,378 - INFO - [102400/436063] Loss : 0.2138
907
+ 2024-05-29 07:26:16,596 - INFO - [153600/436063] Loss : 0.2135
908
+ 2024-05-29 07:27:47,736 - INFO - [204800/436063] Loss : 0.2138
909
+ 2024-05-29 07:29:15,873 - INFO - [256000/436063] Loss : 0.2139
910
+ 2024-05-29 07:29:25,859 - INFO - [262144/436063] Loss : 0.2139
911
+ 2024-05-29 07:30:07,797 - INFO - Test loss : 0.5866
912
+ 2024-05-29 07:30:08,745 - INFO - (24343,)
913
+ 2024-05-29 07:30:31,752 - INFO - Split ID: 0
914
+ 2024-05-29 07:30:31,762 - INFO - Top 1 LocEnc (Epoch 80)acc (%): 4.74
915
+ 2024-05-29 07:30:31,763 - INFO - Top 3 LocEnc (Epoch 80)acc (%): 10.6
916
+ 2024-05-29 07:30:31,764 - INFO - Top 5 LocEnc (Epoch 80)acc (%): 14.74
917
+ 2024-05-29 07:30:31,764 - INFO - Top 10 LocEnc (Epoch 80)acc (%): 23.03
918
+ 2024-05-29 07:30:31,874 - INFO -
919
+ No prior
920
+ 2024-05-29 07:30:32,108 - INFO - (24426,)
921
+ 2024-05-29 07:30:43,176 - INFO - Split ID: 0
922
+ 2024-05-29 07:30:43,176 - INFO - Top 1 (Epoch 80)acc (%): 60.2
923
+ 2024-05-29 07:30:43,177 - INFO - Top 3 (Epoch 80)acc (%): 77.9
924
+ 2024-05-29 07:30:43,177 - INFO - Top 5 (Epoch 80)acc (%): 83.29
925
+ 2024-05-29 07:30:43,177 - INFO - Top 10 (Epoch 80)acc (%): 88.5
926
+ 2024-05-29 07:31:26,687 - INFO - Split ID: 0
927
+ 2024-05-29 07:31:26,687 - INFO - Top 1 (Epoch 80)acc (%): 73.32
928
+ 2024-05-29 07:31:26,687 - INFO - Top 3 (Epoch 80)acc (%): 86.95
929
+ 2024-05-29 07:31:26,687 - INFO - Top 5 (Epoch 80)acc (%): 90.22
930
+ 2024-05-29 07:31:26,687 - INFO - Top 10 (Epoch 80)acc (%): 93.15
931
+ 2024-05-29 07:32:10,206 - INFO - Split ID: 0
932
+ 2024-05-29 07:32:10,207 - INFO - Top 1 (Epoch 80)acc (%): 73.32
933
+ 2024-05-29 07:32:10,207 - INFO - for optuna top1: 73.32
934
+ 2024-05-29 07:32:10,207 - INFO - Top 3 (Epoch 80)acc (%): 86.95
935
+ 2024-05-29 07:32:10,207 - INFO - Top 5 (Epoch 80)acc (%): 90.22
936
+ 2024-05-29 07:32:10,207 - INFO - Top 10 (Epoch 80)acc (%): 93.15
937
+ 2024-05-29 07:32:10,219 - INFO -
938
+ Epoch 81
939
+ 2024-05-29 07:33:41,206 - INFO - [51200/436063] Loss : 0.2129
940
+ 2024-05-29 07:35:05,046 - INFO - [102400/436063] Loss : 0.2131
941
+ 2024-05-29 07:36:35,459 - INFO - [153600/436063] Loss : 0.2127
942
+ 2024-05-29 07:38:04,830 - INFO - [204800/436063] Loss : 0.2128
943
+ 2024-05-29 07:39:33,740 - INFO - [256000/436063] Loss : 0.2131
944
+ 2024-05-29 07:39:43,712 - INFO - [262144/436063] Loss : 0.2130
945
+ 2024-05-29 07:40:25,596 - INFO - Test loss : 0.5853
946
+ 2024-05-29 07:40:25,596 - INFO -
947
+ Epoch 82
948
+ 2024-05-29 07:41:56,224 - INFO - [51200/436063] Loss : 0.2117
949
+ 2024-05-29 07:43:25,274 - INFO - [102400/436063] Loss : 0.2124
950
+ 2024-05-29 07:44:54,254 - INFO - [153600/436063] Loss : 0.2127
951
+ 2024-05-29 07:46:23,393 - INFO - [204800/436063] Loss : 0.2130
952
+ 2024-05-29 07:47:52,466 - INFO - [256000/436063] Loss : 0.2134
953
+ 2024-05-29 07:48:02,120 - INFO - [262144/436063] Loss : 0.2134
954
+ 2024-05-29 07:48:47,258 - INFO - Test loss : 0.5795
955
+ 2024-05-29 07:48:47,258 - INFO -
956
+ Epoch 83
957
+ 2024-05-29 07:50:19,283 - INFO - [51200/436063] Loss : 0.2123
958
+ 2024-05-29 07:51:48,117 - INFO - [102400/436063] Loss : 0.2127
959
+ 2024-05-29 07:53:17,091 - INFO - [153600/436063] Loss : 0.2127
960
+ 2024-05-29 07:54:46,302 - INFO - [204800/436063] Loss : 0.2130
961
+ 2024-05-29 07:56:15,440 - INFO - [256000/436063] Loss : 0.2134
962
+ 2024-05-29 07:56:25,396 - INFO - [262144/436063] Loss : 0.2134
963
+ 2024-05-29 07:57:07,361 - INFO - Test loss : 0.5794
964
+ 2024-05-29 07:57:07,361 - INFO -
965
+ Epoch 84
966
+ 2024-05-29 07:58:38,423 - INFO - [51200/436063] Loss : 0.2123
967
+ 2024-05-29 08:00:07,415 - INFO - [102400/436063] Loss : 0.2129
968
+ 2024-05-29 08:01:36,183 - INFO - [153600/436063] Loss : 0.2130
969
+ 2024-05-29 08:03:05,136 - INFO - [204800/436063] Loss : 0.2135
970
+ 2024-05-29 08:04:34,115 - INFO - [256000/436063] Loss : 0.2134
971
+ 2024-05-29 08:04:44,152 - INFO - [262144/436063] Loss : 0.2135
972
+ 2024-05-29 08:05:26,282 - INFO - Test loss : 0.5908
973
+ 2024-05-29 08:05:26,282 - INFO -
974
+ Epoch 85
975
+ 2024-05-29 08:06:56,534 - INFO - [51200/436063] Loss : 0.2113
976
+ 2024-05-29 08:08:29,959 - INFO - [102400/436063] Loss : 0.2118
977
+ 2024-05-29 08:09:59,283 - INFO - [153600/436063] Loss : 0.2127
978
+ 2024-05-29 08:11:28,290 - INFO - [204800/436063] Loss : 0.2127
979
+ 2024-05-29 08:12:55,616 - INFO - [256000/436063] Loss : 0.2132
980
+ 2024-05-29 08:13:05,827 - INFO - [262144/436063] Loss : 0.2132
981
+ 2024-05-29 08:13:50,162 - INFO - Test loss : 0.5872
982
+ 2024-05-29 08:13:50,162 - INFO -
983
+ Epoch 86
984
+ 2024-05-29 08:15:19,958 - INFO - [51200/436063] Loss : 0.2120
985
+ 2024-05-29 08:16:48,973 - INFO - [102400/436063] Loss : 0.2114
986
+ 2024-05-29 08:18:18,262 - INFO - [153600/436063] Loss : 0.2119
987
+ 2024-05-29 08:19:47,319 - INFO - [204800/436063] Loss : 0.2120
988
+ 2024-05-29 08:21:16,303 - INFO - [256000/436063] Loss : 0.2124
989
+ 2024-05-29 08:21:26,265 - INFO - [262144/436063] Loss : 0.2123
990
+ 2024-05-29 08:22:08,178 - INFO - Test loss : 0.5915
991
+ 2024-05-29 08:22:08,178 - INFO -
992
+ Epoch 87
993
+ 2024-05-29 08:23:38,798 - INFO - [51200/436063] Loss : 0.2107
994
+ 2024-05-29 08:25:07,989 - INFO - [102400/436063] Loss : 0.2115
995
+ 2024-05-29 08:26:39,321 - INFO - [153600/436063] Loss : 0.2119
996
+ 2024-05-29 08:28:09,945 - INFO - [204800/436063] Loss : 0.2122
997
+ 2024-05-29 08:29:39,249 - INFO - [256000/436063] Loss : 0.2123
998
+ 2024-05-29 08:29:49,266 - INFO - [262144/436063] Loss : 0.2123
999
+ 2024-05-29 08:30:31,203 - INFO - Test loss : 0.5870
1000
+ 2024-05-29 08:30:31,204 - INFO -
1001
+ Epoch 88
1002
+ 2024-05-29 08:32:01,967 - INFO - [51200/436063] Loss : 0.2119
1003
+ 2024-05-29 08:33:28,704 - INFO - [102400/436063] Loss : 0.2111
1004
+ 2024-05-29 08:34:57,873 - INFO - [153600/436063] Loss : 0.2116
1005
+ 2024-05-29 08:36:26,986 - INFO - [204800/436063] Loss : 0.2121
1006
+ 2024-05-29 08:37:56,271 - INFO - [256000/436063] Loss : 0.2125
1007
+ 2024-05-29 08:38:06,342 - INFO - [262144/436063] Loss : 0.2125
1008
+ 2024-05-29 08:38:48,211 - INFO - Test loss : 0.5914
1009
+ 2024-05-29 08:38:48,212 - INFO -
1010
+ Epoch 89
1011
+ 2024-05-29 08:40:19,196 - INFO - [51200/436063] Loss : 0.2123
1012
+ 2024-05-29 08:41:48,212 - INFO - [102400/436063] Loss : 0.2110
1013
+ 2024-05-29 08:43:16,850 - INFO - [153600/436063] Loss : 0.2115
1014
+ 2024-05-29 08:44:46,070 - INFO - [204800/436063] Loss : 0.2119
1015
+ 2024-05-29 08:46:19,001 - INFO - [256000/436063] Loss : 0.2118
1016
+ 2024-05-29 08:46:28,930 - INFO - [262144/436063] Loss : 0.2118
1017
+ 2024-05-29 08:47:10,834 - INFO - Test loss : 0.6060
1018
+ 2024-05-29 08:47:10,835 - INFO -
1019
+ Epoch 90
1020
+ 2024-05-29 08:48:41,803 - INFO - [51200/436063] Loss : 0.2103
1021
+ 2024-05-29 08:50:05,580 - INFO - [102400/436063] Loss : 0.2107
1022
+ 2024-05-29 08:51:35,575 - INFO - [153600/436063] Loss : 0.2107
1023
+ 2024-05-29 08:53:04,344 - INFO - [204800/436063] Loss : 0.2112
1024
+ 2024-05-29 08:54:33,427 - INFO - [256000/436063] Loss : 0.2116
1025
+ 2024-05-29 08:54:43,512 - INFO - [262144/436063] Loss : 0.2117
1026
+ 2024-05-29 08:55:25,360 - INFO - Test loss : 0.6003
1027
+ 2024-05-29 08:55:26,252 - INFO - (24343,)
1028
+ 2024-05-29 08:55:49,631 - INFO - Split ID: 0
1029
+ 2024-05-29 08:55:49,641 - INFO - Top 1 LocEnc (Epoch 90)acc (%): 4.83
1030
+ 2024-05-29 08:55:49,642 - INFO - Top 3 LocEnc (Epoch 90)acc (%): 10.88
1031
+ 2024-05-29 08:55:49,643 - INFO - Top 5 LocEnc (Epoch 90)acc (%): 15.28
1032
+ 2024-05-29 08:55:49,644 - INFO - Top 10 LocEnc (Epoch 90)acc (%): 23.24
1033
+ 2024-05-29 08:55:49,773 - INFO -
1034
+ No prior
1035
+ 2024-05-29 08:55:50,135 - INFO - (24426,)
1036
+ 2024-05-29 08:56:01,671 - INFO - Split ID: 0
1037
+ 2024-05-29 08:56:01,671 - INFO - Top 1 (Epoch 90)acc (%): 60.2
1038
+ 2024-05-29 08:56:01,671 - INFO - Top 3 (Epoch 90)acc (%): 77.9
1039
+ 2024-05-29 08:56:01,672 - INFO - Top 5 (Epoch 90)acc (%): 83.29
1040
+ 2024-05-29 08:56:01,672 - INFO - Top 10 (Epoch 90)acc (%): 88.5
1041
+ 2024-05-29 08:56:45,395 - INFO - Split ID: 0
1042
+ 2024-05-29 08:56:45,395 - INFO - Top 1 (Epoch 90)acc (%): 73.27
1043
+ 2024-05-29 08:56:45,395 - INFO - Top 3 (Epoch 90)acc (%): 86.89
1044
+ 2024-05-29 08:56:45,395 - INFO - Top 5 (Epoch 90)acc (%): 90.14
1045
+ 2024-05-29 08:56:45,395 - INFO - Top 10 (Epoch 90)acc (%): 93.14
1046
+ 2024-05-29 08:57:29,059 - INFO - Split ID: 0
1047
+ 2024-05-29 08:57:29,059 - INFO - Top 1 (Epoch 90)acc (%): 73.27
1048
+ 2024-05-29 08:57:29,060 - INFO - for optuna top1: 73.27
1049
+ 2024-05-29 08:57:29,060 - INFO - Top 3 (Epoch 90)acc (%): 86.89
1050
+ 2024-05-29 08:57:29,060 - INFO - Top 5 (Epoch 90)acc (%): 90.14
1051
+ 2024-05-29 08:57:29,060 - INFO - Top 10 (Epoch 90)acc (%): 93.14
1052
+ 2024-05-29 08:57:29,071 - INFO -
1053
+ Epoch 91
1054
+ 2024-05-29 08:59:00,157 - INFO - [51200/436063] Loss : 0.2109
1055
+ 2024-05-29 09:00:23,823 - INFO - [102400/436063] Loss : 0.2107
1056
+ 2024-05-29 09:01:54,685 - INFO - [153600/436063] Loss : 0.2111
1057
+ 2024-05-29 09:03:23,550 - INFO - [204800/436063] Loss : 0.2114
1058
+ 2024-05-29 09:04:55,871 - INFO - [256000/436063] Loss : 0.2116
1059
+ 2024-05-29 09:05:06,466 - INFO - [262144/436063] Loss : 0.2116
1060
+ 2024-05-29 09:05:48,434 - INFO - Test loss : 0.6063
1061
+ 2024-05-29 09:05:48,434 - INFO -
1062
+ Epoch 92
1063
+ 2024-05-29 09:07:19,561 - INFO - [51200/436063] Loss : 0.2107
1064
+ 2024-05-29 09:08:48,804 - INFO - [102400/436063] Loss : 0.2104
1065
+ 2024-05-29 09:10:17,882 - INFO - [153600/436063] Loss : 0.2113
1066
+ 2024-05-29 09:11:46,835 - INFO - [204800/436063] Loss : 0.2116
1067
+ 2024-05-29 09:13:14,822 - INFO - [256000/436063] Loss : 0.2116
1068
+ 2024-05-29 09:13:23,669 - INFO - [262144/436063] Loss : 0.2117
1069
+ 2024-05-29 09:14:05,589 - INFO - Test loss : 0.6034
1070
+ 2024-05-29 09:14:05,590 - INFO -
1071
+ Epoch 93
1072
+ 2024-05-29 09:15:36,467 - INFO - [51200/436063] Loss : 0.2107
1073
+ 2024-05-29 09:17:05,826 - INFO - [102400/436063] Loss : 0.2103
1074
+ 2024-05-29 09:18:34,872 - INFO - [153600/436063] Loss : 0.2103
1075
+ 2024-05-29 09:20:03,807 - INFO - [204800/436063] Loss : 0.2107
1076
+ 2024-05-29 09:21:32,897 - INFO - [256000/436063] Loss : 0.2110
1077
+ 2024-05-29 09:21:43,054 - INFO - [262144/436063] Loss : 0.2112
1078
+ 2024-05-29 09:22:25,071 - INFO - Test loss : 0.6089
1079
+ 2024-05-29 09:22:25,071 - INFO -
1080
+ Epoch 94
1081
+ 2024-05-29 09:23:58,165 - INFO - [51200/436063] Loss : 0.2107
1082
+ 2024-05-29 09:25:28,432 - INFO - [102400/436063] Loss : 0.2105
1083
+ 2024-05-29 09:26:57,495 - INFO - [153600/436063] Loss : 0.2103
1084
+ 2024-05-29 09:28:26,523 - INFO - [204800/436063] Loss : 0.2105
1085
+ 2024-05-29 09:29:55,836 - INFO - [256000/436063] Loss : 0.2108
1086
+ 2024-05-29 09:30:05,877 - INFO - [262144/436063] Loss : 0.2108
1087
+ 2024-05-29 09:30:47,899 - INFO - Test loss : 0.6071
1088
+ 2024-05-29 09:30:47,899 - INFO -
1089
+ Epoch 95
1090
+ 2024-05-29 09:32:19,014 - INFO - [51200/436063] Loss : 0.2100
1091
+ 2024-05-29 09:33:47,892 - INFO - [102400/436063] Loss : 0.2098
1092
+ 2024-05-29 09:35:16,725 - INFO - [153600/436063] Loss : 0.2100
1093
+ 2024-05-29 09:36:45,810 - INFO - [204800/436063] Loss : 0.2106
1094
+ 2024-05-29 09:38:14,908 - INFO - [256000/436063] Loss : 0.2108
1095
+ 2024-05-29 09:38:25,036 - INFO - [262144/436063] Loss : 0.2107
1096
+ 2024-05-29 09:39:06,933 - INFO - Test loss : 0.6086
1097
+ 2024-05-29 09:39:06,934 - INFO -
1098
+ Epoch 96
1099
+ 2024-05-29 09:40:38,299 - INFO - [51200/436063] Loss : 0.2100
1100
+ 2024-05-29 09:42:07,779 - INFO - [102400/436063] Loss : 0.2095
1101
+ 2024-05-29 09:43:40,579 - INFO - [153600/436063] Loss : 0.2097
1102
+ 2024-05-29 09:45:09,411 - INFO - [204800/436063] Loss : 0.2098
1103
+ 2024-05-29 09:46:38,760 - INFO - [256000/436063] Loss : 0.2102
1104
+ 2024-05-29 09:46:48,800 - INFO - [262144/436063] Loss : 0.2102
1105
+ 2024-05-29 09:47:30,826 - INFO - Test loss : 0.6145
1106
+ 2024-05-29 09:47:30,826 - INFO -
1107
+ Epoch 97
1108
+ 2024-05-29 09:49:02,109 - INFO - [51200/436063] Loss : 0.2103
1109
+ 2024-05-29 09:50:31,334 - INFO - [102400/436063] Loss : 0.2091
1110
+ 2024-05-29 09:52:00,656 - INFO - [153600/436063] Loss : 0.2094
1111
+ 2024-05-29 09:53:29,165 - INFO - [204800/436063] Loss : 0.2100
1112
+ 2024-05-29 09:54:56,644 - INFO - [256000/436063] Loss : 0.2100
1113
+ 2024-05-29 09:55:06,754 - INFO - [262144/436063] Loss : 0.2100
1114
+ 2024-05-29 09:55:48,628 - INFO - Test loss : 0.6171
1115
+ 2024-05-29 09:55:48,628 - INFO -
1116
+ Epoch 98
1117
+ 2024-05-29 09:57:19,575 - INFO - [51200/436063] Loss : 0.2094
1118
+ 2024-05-29 09:58:48,846 - INFO - [102400/436063] Loss : 0.2101
1119
+ 2024-05-29 10:00:18,045 - INFO - [153600/436063] Loss : 0.2104
1120
+ 2024-05-29 10:01:47,885 - INFO - [204800/436063] Loss : 0.2106
1121
+ 2024-05-29 10:03:20,187 - INFO - [256000/436063] Loss : 0.2103
1122
+ 2024-05-29 10:03:30,131 - INFO - [262144/436063] Loss : 0.2104
1123
+ 2024-05-29 10:04:12,010 - INFO - Test loss : 0.6178
1124
+ 2024-05-29 10:04:12,010 - INFO -
1125
+ Epoch 99
1126
+ 2024-05-29 10:05:43,003 - INFO - [51200/436063] Loss : 0.2100
1127
+ 2024-05-29 10:07:11,329 - INFO - [102400/436063] Loss : 0.2096
1128
+ 2024-05-29 10:08:31,033 - INFO - [153600/436063] Loss : 0.2093
1129
+ 2024-05-29 10:09:47,426 - INFO - [204800/436063] Loss : 0.2095
1130
+ 2024-05-29 10:11:03,981 - INFO - [256000/436063] Loss : 0.2098
1131
+ 2024-05-29 10:11:12,490 - INFO - [262144/436063] Loss : 0.2100
1132
+ 2024-05-29 10:11:48,440 - INFO - Test loss : 0.6183
1133
+ 2024-05-29 10:11:48,440 - INFO - Saving output model to ../models/sphere2vec_sphereCplus/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1134
+ 2024-05-29 10:11:48,526 - INFO - Saving output model to ../models/sphere2vec_sphereCplus/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1135
+ 2024-05-29 10:11:48,776 - INFO -
1136
+ No prior
1137
+ 2024-05-29 10:11:49,012 - INFO - (24426,)
1138
+ 2024-05-29 10:12:00,186 - INFO - Split ID: 0
1139
+ 2024-05-29 10:12:00,187 - INFO - Top 1 acc (%): 60.2
1140
+ 2024-05-29 10:12:00,187 - INFO - Top 3 acc (%): 77.9
1141
+ 2024-05-29 10:12:00,187 - INFO - Top 5 acc (%): 83.29
1142
+ 2024-05-29 10:12:00,187 - INFO - Top 10 acc (%): 88.5
1143
+ 2024-05-29 10:12:38,314 - INFO - Split ID: 0
1144
+ 2024-05-29 10:12:38,314 - INFO - Top 1 acc (%): 73.14
1145
+ 2024-05-29 10:12:38,314 - INFO - Top 3 acc (%): 86.88
1146
+ 2024-05-29 10:12:38,315 - INFO - Top 5 acc (%): 90.04
1147
+ 2024-05-29 10:12:38,315 - INFO - Top 10 acc (%): 93.05
1148
+ 2024-05-29 10:13:16,363 - INFO - Split ID: 0
1149
+ 2024-05-29 10:13:16,364 - INFO - Top 1 acc (%): 73.14
1150
+ 2024-05-29 10:13:16,364 - INFO - for optuna top1: 73.14
1151
+ 2024-05-29 10:13:16,364 - INFO - Top 3 acc (%): 86.88
1152
+ 2024-05-29 10:13:16,364 - INFO - Top 5 acc (%): 90.04
1153
+ 2024-05-29 10:13:16,364 - INFO - Top 10 acc (%): 93.05
1154
+ 2024-05-29 10:13:16,379 - INFO -
1155
+ Sphere2Vec-sphereC+
1156
+ 2024-05-29 10:13:16,379 - INFO - Model : model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1157
+ 2024-05-29 10:13:17,277 - INFO - (24343,)
1158
+ 2024-05-29 10:13:40,433 - INFO - Split ID: 0
1159
+ 2024-05-29 10:13:40,442 - INFO - Top 1 LocEnc acc (%): 4.76
1160
+ 2024-05-29 10:13:40,443 - INFO - Top 3 LocEnc acc (%): 10.81
1161
+ 2024-05-29 10:13:40,444 - INFO - Top 5 LocEnc acc (%): 15.38
1162
+ 2024-05-29 10:13:40,445 - INFO - Top 10 LocEnc acc (%): 23.23
1163
+ 2024-05-30 20:28:35,647 - INFO -
1164
+ num_classes 8142
1165
+ 2024-05-30 20:28:35,647 - INFO - num train 436063
1166
+ 2024-05-30 20:28:35,647 - INFO - num val 24343
1167
+ 2024-05-30 20:28:35,647 - INFO - train loss full_loss
1168
+ 2024-05-30 20:28:35,647 - INFO - model name ../models/sphere2vec_sphereCplus/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1169
+ 2024-05-30 20:28:35,647 - INFO - num users 18643
1170
+ 2024-05-30 20:28:35,974 - INFO -
1171
+ Only Sphere2Vec-sphereC+
1172
+ 2024-05-30 20:28:35,974 - INFO - Model : model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1173
+ 2024-05-30 20:28:36,339 - INFO - Saving output model to ../models/sphere2vec_sphereCplus/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1174
+ 2024-05-30 20:28:36,639 - INFO - Saving output model to ../models/sphere2vec_sphereCplus/model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1175
+ 2024-05-30 20:28:37,034 - INFO -
1176
+ No prior
1177
+ 2024-05-30 20:28:37,307 - INFO - (24426,)
1178
+ 2024-05-30 20:28:54,860 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
1179
+ 2024-05-30 20:28:54,860 - INFO - Split ID: 0
1180
+ 2024-05-30 20:28:54,860 - INFO - Top 1 acc (%): 60.2
1181
+ 2024-05-30 20:28:54,860 - INFO - Top 3 acc (%): 77.9
1182
+ 2024-05-30 20:28:54,860 - INFO - Top 5 acc (%): 83.29
1183
+ 2024-05-30 20:28:54,860 - INFO - Top 10 acc (%): 88.5
1184
+ 2024-05-30 20:29:20,959 - INFO - Split ID: 0
1185
+ 2024-05-30 20:29:20,960 - INFO - Top 1 hit (%): 73.14
1186
+ 2024-05-30 20:29:20,960 - INFO - Top 3 hit (%): 86.88
1187
+ 2024-05-30 20:29:20,960 - INFO - Top 5 hit (%): 90.04
1188
+ 2024-05-30 20:29:20,960 - INFO - Top 10 hit (%): 93.05
1189
+ 2024-05-30 20:29:20,965 - INFO -
1190
+ Only Sphere2Vec-sphereC+
1191
+ 2024-05-30 20:29:20,965 - INFO - Model : model_inat_2018_Sphere2Vec-sphereC+_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1192
+ 2024-05-30 20:29:21,726 - INFO - (24343,)
1193
+ 2024-05-30 20:29:42,084 - INFO - Split ID: 0
1194
+ 2024-05-30 20:29:42,093 - INFO - Top 1 LocEnc acc (%): 4.76
1195
+ 2024-05-30 20:29:42,093 - INFO - Top 3 LocEnc acc (%): 10.81
1196
+ 2024-05-30 20:29:42,094 - INFO - Top 5 LocEnc acc (%): 15.38
1197
+ 2024-05-30 20:29:42,097 - INFO - Top 10 LocEnc acc (%): 23.23