QianC95 commited on
Commit
622bb95
·
verified ·
1 Parent(s): 712d94a

Upload data/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.log with huggingface_hub

Browse files
data/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.log ADDED
@@ -0,0 +1,1197 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-05-28 17:36:17,257 - INFO -
2
+ num_classes 8142
3
+ 2024-05-28 17:36:17,257 - INFO - num train 436063
4
+ 2024-05-28 17:36:17,257 - INFO - num val 24343
5
+ 2024-05-28 17:36:17,257 - INFO - train loss full_loss
6
+ 2024-05-28 17:36:17,257 - INFO - model name ../models/sphere2vec_sphereC/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
7
+ 2024-05-28 17:36:17,257 - INFO - num users 18643
8
+ 2024-05-28 17:36:17,674 - INFO -
9
+ Epoch 0
10
+ 2024-05-28 17:37:34,869 - INFO - [51200/436063] Loss : 1.8623
11
+ 2024-05-28 17:38:49,978 - INFO - [102400/436063] Loss : 1.6500
12
+ 2024-05-28 17:40:06,278 - INFO - [153600/436063] Loss : 1.5018
13
+ 2024-05-28 17:41:24,324 - INFO - [204800/436063] Loss : 1.3828
14
+ 2024-05-28 17:42:49,157 - INFO - [256000/436063] Loss : 1.2859
15
+ 2024-05-28 17:42:59,088 - INFO - [262144/436063] Loss : 1.2763
16
+ 2024-05-28 17:43:40,645 - INFO - Test loss : 0.4044
17
+ 2024-05-28 17:43:40,645 - INFO -
18
+ Epoch 1
19
+ 2024-05-28 17:45:16,327 - INFO - [51200/436063] Loss : 0.7713
20
+ 2024-05-28 17:46:57,282 - INFO - [102400/436063] Loss : 0.7459
21
+ 2024-05-28 17:48:37,817 - INFO - [153600/436063] Loss : 0.7246
22
+ 2024-05-28 17:50:17,647 - INFO - [204800/436063] Loss : 0.7051
23
+ 2024-05-28 17:51:57,548 - INFO - [256000/436063] Loss : 0.6882
24
+ 2024-05-28 17:52:08,864 - INFO - [262144/436063] Loss : 0.6862
25
+ 2024-05-28 17:52:56,578 - INFO - Test loss : 0.2337
26
+ 2024-05-28 17:52:56,578 - INFO -
27
+ Epoch 2
28
+ 2024-05-28 17:54:39,624 - INFO - [51200/436063] Loss : 0.5696
29
+ 2024-05-28 17:56:20,667 - INFO - [102400/436063] Loss : 0.5644
30
+ 2024-05-28 17:58:01,882 - INFO - [153600/436063] Loss : 0.5581
31
+ 2024-05-28 17:59:44,912 - INFO - [204800/436063] Loss : 0.5525
32
+ 2024-05-28 18:01:25,870 - INFO - [256000/436063] Loss : 0.5468
33
+ 2024-05-28 18:01:37,307 - INFO - [262144/436063] Loss : 0.5461
34
+ 2024-05-28 18:02:25,106 - INFO - Test loss : 0.1914
35
+ 2024-05-28 18:02:25,106 - INFO -
36
+ Epoch 3
37
+ 2024-05-28 18:04:08,922 - INFO - [51200/436063] Loss : 0.4923
38
+ 2024-05-28 18:05:50,131 - INFO - [102400/436063] Loss : 0.4878
39
+ 2024-05-28 18:07:31,570 - INFO - [153600/436063] Loss : 0.4852
40
+ 2024-05-28 18:09:12,807 - INFO - [204800/436063] Loss : 0.4826
41
+ 2024-05-28 18:10:54,056 - INFO - [256000/436063] Loss : 0.4800
42
+ 2024-05-28 18:11:05,499 - INFO - [262144/436063] Loss : 0.4797
43
+ 2024-05-28 18:11:53,110 - INFO - Test loss : 0.1785
44
+ 2024-05-28 18:11:53,110 - INFO -
45
+ Epoch 4
46
+ 2024-05-28 18:13:36,443 - INFO - [51200/436063] Loss : 0.4440
47
+ 2024-05-28 18:15:17,884 - INFO - [102400/436063] Loss : 0.4432
48
+ 2024-05-28 18:16:59,389 - INFO - [153600/436063] Loss : 0.4416
49
+ 2024-05-28 18:18:40,635 - INFO - [204800/436063] Loss : 0.4407
50
+ 2024-05-28 18:20:21,893 - INFO - [256000/436063] Loss : 0.4394
51
+ 2024-05-28 18:20:33,279 - INFO - [262144/436063] Loss : 0.4393
52
+ 2024-05-28 18:21:20,732 - INFO - Test loss : 0.1730
53
+ 2024-05-28 18:21:20,733 - INFO -
54
+ Epoch 5
55
+ 2024-05-28 18:23:04,835 - INFO - [51200/436063] Loss : 0.4100
56
+ 2024-05-28 18:24:45,745 - INFO - [102400/436063] Loss : 0.4103
57
+ 2024-05-28 18:26:16,694 - INFO - [153600/436063] Loss : 0.4112
58
+ 2024-05-28 18:28:03,126 - INFO - [204800/436063] Loss : 0.4111
59
+ 2024-05-28 18:29:44,777 - INFO - [256000/436063] Loss : 0.4110
60
+ 2024-05-28 18:29:56,242 - INFO - [262144/436063] Loss : 0.4110
61
+ 2024-05-28 18:30:44,083 - INFO - Test loss : 0.1721
62
+ 2024-05-28 18:30:44,083 - INFO -
63
+ Epoch 6
64
+ 2024-05-28 18:32:27,633 - INFO - [51200/436063] Loss : 0.3881
65
+ 2024-05-28 18:34:09,284 - INFO - [102400/436063] Loss : 0.3881
66
+ 2024-05-28 18:35:50,903 - INFO - [153600/436063] Loss : 0.3891
67
+ 2024-05-28 18:37:31,863 - INFO - [204800/436063] Loss : 0.3896
68
+ 2024-05-28 18:39:12,799 - INFO - [256000/436063] Loss : 0.3895
69
+ 2024-05-28 18:39:24,180 - INFO - [262144/436063] Loss : 0.3896
70
+ 2024-05-28 18:40:11,847 - INFO - Test loss : 0.1801
71
+ 2024-05-28 18:40:11,848 - INFO -
72
+ Epoch 7
73
+ 2024-05-28 18:41:55,148 - INFO - [51200/436063] Loss : 0.3705
74
+ 2024-05-28 18:43:37,493 - INFO - [102400/436063] Loss : 0.3714
75
+ 2024-05-28 18:45:18,689 - INFO - [153600/436063] Loss : 0.3715
76
+ 2024-05-28 18:46:59,802 - INFO - [204800/436063] Loss : 0.3721
77
+ 2024-05-28 18:48:41,092 - INFO - [256000/436063] Loss : 0.3727
78
+ 2024-05-28 18:48:52,437 - INFO - [262144/436063] Loss : 0.3727
79
+ 2024-05-28 18:49:40,218 - INFO - Test loss : 0.1851
80
+ 2024-05-28 18:49:40,218 - INFO -
81
+ Epoch 8
82
+ 2024-05-28 18:51:23,450 - INFO - [51200/436063] Loss : 0.3564
83
+ 2024-05-28 18:53:04,714 - INFO - [102400/436063] Loss : 0.3577
84
+ 2024-05-28 18:54:46,047 - INFO - [153600/436063] Loss : 0.3583
85
+ 2024-05-28 18:56:27,129 - INFO - [204800/436063] Loss : 0.3582
86
+ 2024-05-28 18:58:08,533 - INFO - [256000/436063] Loss : 0.3584
87
+ 2024-05-28 18:58:19,887 - INFO - [262144/436063] Loss : 0.3583
88
+ 2024-05-28 18:59:07,670 - INFO - Test loss : 0.1937
89
+ 2024-05-28 18:59:07,670 - INFO -
90
+ Epoch 9
91
+ 2024-05-28 19:00:50,939 - INFO - [51200/436063] Loss : 0.3432
92
+ 2024-05-28 19:02:32,114 - INFO - [102400/436063] Loss : 0.3448
93
+ 2024-05-28 19:04:13,996 - INFO - [153600/436063] Loss : 0.3450
94
+ 2024-05-28 19:05:55,438 - INFO - [204800/436063] Loss : 0.3462
95
+ 2024-05-28 19:07:36,765 - INFO - [256000/436063] Loss : 0.3467
96
+ 2024-05-28 19:07:48,221 - INFO - [262144/436063] Loss : 0.3466
97
+ 2024-05-28 19:08:35,999 - INFO - Test loss : 0.1982
98
+ 2024-05-28 19:08:35,999 - INFO -
99
+ Epoch 10
100
+ 2024-05-28 19:10:19,429 - INFO - [51200/436063] Loss : 0.3341
101
+ 2024-05-28 19:12:00,751 - INFO - [102400/436063] Loss : 0.3349
102
+ 2024-05-28 19:13:41,953 - INFO - [153600/436063] Loss : 0.3359
103
+ 2024-05-28 19:15:23,114 - INFO - [204800/436063] Loss : 0.3364
104
+ 2024-05-28 19:17:04,057 - INFO - [256000/436063] Loss : 0.3365
105
+ 2024-05-28 19:17:15,482 - INFO - [262144/436063] Loss : 0.3366
106
+ 2024-05-28 19:18:03,318 - INFO - Test loss : 0.2035
107
+ 2024-05-28 19:18:04,295 - INFO - (24343,)
108
+ 2024-05-28 19:18:27,170 - INFO - Split ID: 0
109
+ 2024-05-28 19:18:27,183 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.83
110
+ 2024-05-28 19:18:27,185 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.82
111
+ 2024-05-28 19:18:27,186 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 7.52
112
+ 2024-05-28 19:18:27,187 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 13.08
113
+ 2024-05-28 19:18:27,297 - INFO -
114
+ No prior
115
+ 2024-05-28 19:18:27,512 - INFO - (24426,)
116
+ 2024-05-28 19:18:39,509 - INFO - Split ID: 0
117
+ 2024-05-28 19:18:39,509 - INFO - Top 1 (Epoch 10)acc (%): 60.2
118
+ 2024-05-28 19:18:39,509 - INFO - Top 3 (Epoch 10)acc (%): 77.9
119
+ 2024-05-28 19:18:39,509 - INFO - Top 5 (Epoch 10)acc (%): 83.29
120
+ 2024-05-28 19:18:39,509 - INFO - Top 10 (Epoch 10)acc (%): 88.5
121
+ 2024-05-28 19:19:28,376 - INFO - Split ID: 0
122
+ 2024-05-28 19:19:28,377 - INFO - Top 1 (Epoch 10)acc (%): 72.89
123
+ 2024-05-28 19:19:28,377 - INFO - Top 3 (Epoch 10)acc (%): 87.44
124
+ 2024-05-28 19:19:28,377 - INFO - Top 5 (Epoch 10)acc (%): 90.85
125
+ 2024-05-28 19:19:28,377 - INFO - Top 10 (Epoch 10)acc (%): 94.02
126
+ 2024-05-28 19:20:17,209 - INFO - Split ID: 0
127
+ 2024-05-28 19:20:17,210 - INFO - Top 1 (Epoch 10)acc (%): 72.89
128
+ 2024-05-28 19:20:17,210 - INFO - for optuna top1: 72.89
129
+ 2024-05-28 19:20:17,210 - INFO - Top 3 (Epoch 10)acc (%): 87.44
130
+ 2024-05-28 19:20:17,210 - INFO - Top 5 (Epoch 10)acc (%): 90.85
131
+ 2024-05-28 19:20:17,210 - INFO - Top 10 (Epoch 10)acc (%): 94.02
132
+ 2024-05-28 19:20:17,211 - INFO -
133
+ Epoch 11
134
+ 2024-05-28 19:22:00,746 - INFO - [51200/436063] Loss : 0.3276
135
+ 2024-05-28 19:23:42,061 - INFO - [102400/436063] Loss : 0.3271
136
+ 2024-05-28 19:25:22,738 - INFO - [153600/436063] Loss : 0.3278
137
+ 2024-05-28 19:27:01,550 - INFO - [204800/436063] Loss : 0.3285
138
+ 2024-05-28 19:28:42,665 - INFO - [256000/436063] Loss : 0.3286
139
+ 2024-05-28 19:28:52,637 - INFO - [262144/436063] Loss : 0.3285
140
+ 2024-05-28 19:29:37,829 - INFO - Test loss : 0.2147
141
+ 2024-05-28 19:29:37,829 - INFO -
142
+ Epoch 12
143
+ 2024-05-28 19:31:23,076 - INFO - [51200/436063] Loss : 0.3181
144
+ 2024-05-28 19:33:04,206 - INFO - [102400/436063] Loss : 0.3183
145
+ 2024-05-28 19:34:45,468 - INFO - [153600/436063] Loss : 0.3192
146
+ 2024-05-28 19:36:26,631 - INFO - [204800/436063] Loss : 0.3200
147
+ 2024-05-28 19:38:07,697 - INFO - [256000/436063] Loss : 0.3207
148
+ 2024-05-28 19:38:19,115 - INFO - [262144/436063] Loss : 0.3208
149
+ 2024-05-28 19:39:06,895 - INFO - Test loss : 0.2247
150
+ 2024-05-28 19:39:06,895 - INFO -
151
+ Epoch 13
152
+ 2024-05-28 19:40:50,226 - INFO - [51200/436063] Loss : 0.3114
153
+ 2024-05-28 19:42:31,339 - INFO - [102400/436063] Loss : 0.3115
154
+ 2024-05-28 19:44:12,614 - INFO - [153600/436063] Loss : 0.3127
155
+ 2024-05-28 19:45:54,380 - INFO - [204800/436063] Loss : 0.3135
156
+ 2024-05-28 19:47:36,376 - INFO - [256000/436063] Loss : 0.3144
157
+ 2024-05-28 19:47:47,771 - INFO - [262144/436063] Loss : 0.3145
158
+ 2024-05-28 19:48:35,473 - INFO - Test loss : 0.2326
159
+ 2024-05-28 19:48:35,473 - INFO -
160
+ Epoch 14
161
+ 2024-05-28 19:50:18,741 - INFO - [51200/436063] Loss : 0.3043
162
+ 2024-05-28 19:52:00,069 - INFO - [102400/436063] Loss : 0.3058
163
+ 2024-05-28 19:53:41,572 - INFO - [153600/436063] Loss : 0.3067
164
+ 2024-05-28 19:55:22,818 - INFO - [204800/436063] Loss : 0.3073
165
+ 2024-05-28 19:57:03,903 - INFO - [256000/436063] Loss : 0.3079
166
+ 2024-05-28 19:57:15,283 - INFO - [262144/436063] Loss : 0.3078
167
+ 2024-05-28 19:58:03,122 - INFO - Test loss : 0.2398
168
+ 2024-05-28 19:58:03,122 - INFO -
169
+ Epoch 15
170
+ 2024-05-28 19:59:46,547 - INFO - [51200/436063] Loss : 0.3004
171
+ 2024-05-28 20:01:27,734 - INFO - [102400/436063] Loss : 0.3008
172
+ 2024-05-28 20:03:09,103 - INFO - [153600/436063] Loss : 0.3011
173
+ 2024-05-28 20:04:50,573 - INFO - [204800/436063] Loss : 0.3020
174
+ 2024-05-28 20:06:32,233 - INFO - [256000/436063] Loss : 0.3027
175
+ 2024-05-28 20:06:43,829 - INFO - [262144/436063] Loss : 0.3029
176
+ 2024-05-28 20:07:32,248 - INFO - Test loss : 0.2465
177
+ 2024-05-28 20:07:32,248 - INFO -
178
+ Epoch 16
179
+ 2024-05-28 20:09:15,750 - INFO - [51200/436063] Loss : 0.2927
180
+ 2024-05-28 20:10:57,034 - INFO - [102400/436063] Loss : 0.2945
181
+ 2024-05-28 20:12:38,432 - INFO - [153600/436063] Loss : 0.2952
182
+ 2024-05-28 20:14:19,568 - INFO - [204800/436063] Loss : 0.2963
183
+ 2024-05-28 20:16:00,795 - INFO - [256000/436063] Loss : 0.2971
184
+ 2024-05-28 20:16:12,165 - INFO - [262144/436063] Loss : 0.2972
185
+ 2024-05-28 20:16:59,958 - INFO - Test loss : 0.2553
186
+ 2024-05-28 20:16:59,958 - INFO -
187
+ Epoch 17
188
+ 2024-05-28 20:18:43,480 - INFO - [51200/436063] Loss : 0.2887
189
+ 2024-05-28 20:20:24,799 - INFO - [102400/436063] Loss : 0.2909
190
+ 2024-05-28 20:22:06,305 - INFO - [153600/436063] Loss : 0.2922
191
+ 2024-05-28 20:23:47,449 - INFO - [204800/436063] Loss : 0.2928
192
+ 2024-05-28 20:25:28,456 - INFO - [256000/436063] Loss : 0.2935
193
+ 2024-05-28 20:25:39,834 - INFO - [262144/436063] Loss : 0.2934
194
+ 2024-05-28 20:26:21,813 - INFO - Test loss : 0.2719
195
+ 2024-05-28 20:26:21,813 - INFO -
196
+ Epoch 18
197
+ 2024-05-28 20:28:02,210 - INFO - [51200/436063] Loss : 0.2862
198
+ 2024-05-28 20:29:47,579 - INFO - [102400/436063] Loss : 0.2867
199
+ 2024-05-28 20:31:29,007 - INFO - [153600/436063] Loss : 0.2876
200
+ 2024-05-28 20:33:10,494 - INFO - [204800/436063] Loss : 0.2885
201
+ 2024-05-28 20:34:51,785 - INFO - [256000/436063] Loss : 0.2892
202
+ 2024-05-28 20:35:03,249 - INFO - [262144/436063] Loss : 0.2894
203
+ 2024-05-28 20:35:51,098 - INFO - Test loss : 0.2728
204
+ 2024-05-28 20:35:51,098 - INFO -
205
+ Epoch 19
206
+ 2024-05-28 20:37:34,687 - INFO - [51200/436063] Loss : 0.2821
207
+ 2024-05-28 20:39:16,705 - INFO - [102400/436063] Loss : 0.2836
208
+ 2024-05-28 20:40:59,111 - INFO - [153600/436063] Loss : 0.2851
209
+ 2024-05-28 20:42:39,695 - INFO - [204800/436063] Loss : 0.2856
210
+ 2024-05-28 20:44:20,981 - INFO - [256000/436063] Loss : 0.2862
211
+ 2024-05-28 20:44:32,420 - INFO - [262144/436063] Loss : 0.2862
212
+ 2024-05-28 20:45:20,169 - INFO - Test loss : 0.2910
213
+ 2024-05-28 20:45:20,169 - INFO -
214
+ Epoch 20
215
+ 2024-05-28 20:47:03,629 - INFO - [51200/436063] Loss : 0.2799
216
+ 2024-05-28 20:48:45,122 - INFO - [102400/436063] Loss : 0.2798
217
+ 2024-05-28 20:50:27,100 - INFO - [153600/436063] Loss : 0.2814
218
+ 2024-05-28 20:52:08,235 - INFO - [204800/436063] Loss : 0.2821
219
+ 2024-05-28 20:53:49,470 - INFO - [256000/436063] Loss : 0.2826
220
+ 2024-05-28 20:54:00,907 - INFO - [262144/436063] Loss : 0.2827
221
+ 2024-05-28 20:54:48,782 - INFO - Test loss : 0.2911
222
+ 2024-05-28 20:54:49,774 - INFO - (24343,)
223
+ 2024-05-28 20:55:13,810 - INFO - Split ID: 0
224
+ 2024-05-28 20:55:13,820 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 2.74
225
+ 2024-05-28 20:55:13,821 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 7.04
226
+ 2024-05-28 20:55:13,822 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 10.54
227
+ 2024-05-28 20:55:13,823 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 17.29
228
+ 2024-05-28 20:55:13,943 - INFO -
229
+ No prior
230
+ 2024-05-28 20:55:14,177 - INFO - (24426,)
231
+ 2024-05-28 20:55:25,704 - INFO - Split ID: 0
232
+ 2024-05-28 20:55:25,704 - INFO - Top 1 (Epoch 20)acc (%): 60.2
233
+ 2024-05-28 20:55:25,704 - INFO - Top 3 (Epoch 20)acc (%): 77.9
234
+ 2024-05-28 20:55:25,704 - INFO - Top 5 (Epoch 20)acc (%): 83.29
235
+ 2024-05-28 20:55:25,704 - INFO - Top 10 (Epoch 20)acc (%): 88.5
236
+ 2024-05-28 20:56:14,545 - INFO - Split ID: 0
237
+ 2024-05-28 20:56:14,546 - INFO - Top 1 (Epoch 20)acc (%): 73.24
238
+ 2024-05-28 20:56:14,546 - INFO - Top 3 (Epoch 20)acc (%): 87.55
239
+ 2024-05-28 20:56:14,546 - INFO - Top 5 (Epoch 20)acc (%): 90.97
240
+ 2024-05-28 20:56:14,546 - INFO - Top 10 (Epoch 20)acc (%): 93.94
241
+ 2024-05-28 20:57:03,277 - INFO - Split ID: 0
242
+ 2024-05-28 20:57:03,277 - INFO - Top 1 (Epoch 20)acc (%): 73.24
243
+ 2024-05-28 20:57:03,277 - INFO - for optuna top1: 73.24
244
+ 2024-05-28 20:57:03,278 - INFO - Top 3 (Epoch 20)acc (%): 87.55
245
+ 2024-05-28 20:57:03,278 - INFO - Top 5 (Epoch 20)acc (%): 90.97
246
+ 2024-05-28 20:57:03,278 - INFO - Top 10 (Epoch 20)acc (%): 93.94
247
+ 2024-05-28 20:57:03,289 - INFO -
248
+ Epoch 21
249
+ 2024-05-28 20:58:46,978 - INFO - [51200/436063] Loss : 0.2763
250
+ 2024-05-28 21:00:28,470 - INFO - [102400/436063] Loss : 0.2773
251
+ 2024-05-28 21:02:08,651 - INFO - [153600/436063] Loss : 0.2780
252
+ 2024-05-28 21:03:46,951 - INFO - [204800/436063] Loss : 0.2787
253
+ 2024-05-28 21:05:28,614 - INFO - [256000/436063] Loss : 0.2793
254
+ 2024-05-28 21:05:39,382 - INFO - [262144/436063] Loss : 0.2795
255
+ 2024-05-28 21:06:22,827 - INFO - Test loss : 0.3048
256
+ 2024-05-28 21:06:22,827 - INFO -
257
+ Epoch 22
258
+ 2024-05-28 21:08:08,087 - INFO - [51200/436063] Loss : 0.2732
259
+ 2024-05-28 21:09:49,891 - INFO - [102400/436063] Loss : 0.2750
260
+ 2024-05-28 21:11:31,772 - INFO - [153600/436063] Loss : 0.2761
261
+ 2024-05-28 21:13:13,077 - INFO - [204800/436063] Loss : 0.2763
262
+ 2024-05-28 21:14:54,143 - INFO - [256000/436063] Loss : 0.2773
263
+ 2024-05-28 21:15:05,499 - INFO - [262144/436063] Loss : 0.2773
264
+ 2024-05-28 21:15:53,123 - INFO - Test loss : 0.3057
265
+ 2024-05-28 21:15:53,123 - INFO -
266
+ Epoch 23
267
+ 2024-05-28 21:17:42,063 - INFO - [51200/436063] Loss : 0.2703
268
+ 2024-05-28 21:19:36,138 - INFO - [102400/436063] Loss : 0.2711
269
+ 2024-05-28 21:21:29,981 - INFO - [153600/436063] Loss : 0.2723
270
+ 2024-05-28 21:23:24,362 - INFO - [204800/436063] Loss : 0.2730
271
+ 2024-05-28 21:25:18,310 - INFO - [256000/436063] Loss : 0.2738
272
+ 2024-05-28 21:25:31,119 - INFO - [262144/436063] Loss : 0.2739
273
+ 2024-05-28 21:26:24,876 - INFO - Test loss : 0.3171
274
+ 2024-05-28 21:26:24,876 - INFO -
275
+ Epoch 24
276
+ 2024-05-28 21:28:21,294 - INFO - [51200/436063] Loss : 0.2697
277
+ 2024-05-28 21:30:15,271 - INFO - [102400/436063] Loss : 0.2707
278
+ 2024-05-28 21:32:10,038 - INFO - [153600/436063] Loss : 0.2711
279
+ 2024-05-28 21:34:04,683 - INFO - [204800/436063] Loss : 0.2715
280
+ 2024-05-28 21:35:58,514 - INFO - [256000/436063] Loss : 0.2721
281
+ 2024-05-28 21:36:11,416 - INFO - [262144/436063] Loss : 0.2721
282
+ 2024-05-28 21:37:05,240 - INFO - Test loss : 0.3164
283
+ 2024-05-28 21:37:05,240 - INFO -
284
+ Epoch 25
285
+ 2024-05-28 21:39:01,454 - INFO - [51200/436063] Loss : 0.2664
286
+ 2024-05-28 21:40:55,160 - INFO - [102400/436063] Loss : 0.2679
287
+ 2024-05-28 21:42:48,806 - INFO - [153600/436063] Loss : 0.2687
288
+ 2024-05-28 21:44:42,599 - INFO - [204800/436063] Loss : 0.2693
289
+ 2024-05-28 21:46:47,143 - INFO - [256000/436063] Loss : 0.2697
290
+ 2024-05-28 21:47:01,456 - INFO - [262144/436063] Loss : 0.2698
291
+ 2024-05-28 21:48:01,264 - INFO - Test loss : 0.3238
292
+ 2024-05-28 21:48:01,264 - INFO -
293
+ Epoch 26
294
+ 2024-05-28 21:50:09,495 - INFO - [51200/436063] Loss : 0.2648
295
+ 2024-05-28 21:52:03,413 - INFO - [102400/436063] Loss : 0.2655
296
+ 2024-05-28 21:53:57,412 - INFO - [153600/436063] Loss : 0.2663
297
+ 2024-05-28 21:55:51,217 - INFO - [204800/436063] Loss : 0.2670
298
+ 2024-05-28 21:57:46,369 - INFO - [256000/436063] Loss : 0.2675
299
+ 2024-05-28 21:57:59,174 - INFO - [262144/436063] Loss : 0.2675
300
+ 2024-05-28 21:58:52,903 - INFO - Test loss : 0.3373
301
+ 2024-05-28 21:58:52,903 - INFO -
302
+ Epoch 27
303
+ 2024-05-28 22:00:49,407 - INFO - [51200/436063] Loss : 0.2634
304
+ 2024-05-28 22:02:43,318 - INFO - [102400/436063] Loss : 0.2637
305
+ 2024-05-28 22:04:38,144 - INFO - [153600/436063] Loss : 0.2643
306
+ 2024-05-28 22:06:32,002 - INFO - [204800/436063] Loss : 0.2646
307
+ 2024-05-28 22:08:25,572 - INFO - [256000/436063] Loss : 0.2654
308
+ 2024-05-28 22:08:38,326 - INFO - [262144/436063] Loss : 0.2654
309
+ 2024-05-28 22:09:31,916 - INFO - Test loss : 0.3470
310
+ 2024-05-28 22:09:31,916 - INFO -
311
+ Epoch 28
312
+ 2024-05-28 22:11:28,317 - INFO - [51200/436063] Loss : 0.2609
313
+ 2024-05-28 22:13:22,458 - INFO - [102400/436063] Loss : 0.2612
314
+ 2024-05-28 22:15:16,360 - INFO - [153600/436063] Loss : 0.2618
315
+ 2024-05-28 22:17:10,278 - INFO - [204800/436063] Loss : 0.2626
316
+ 2024-05-28 22:19:15,220 - INFO - [256000/436063] Loss : 0.2634
317
+ 2024-05-28 22:19:28,981 - INFO - [262144/436063] Loss : 0.2634
318
+ 2024-05-28 22:20:27,918 - INFO - Test loss : 0.3479
319
+ 2024-05-28 22:20:27,918 - INFO -
320
+ Epoch 29
321
+ 2024-05-28 22:22:37,280 - INFO - [51200/436063] Loss : 0.2587
322
+ 2024-05-28 22:24:41,695 - INFO - [102400/436063] Loss : 0.2587
323
+ 2024-05-28 22:26:51,116 - INFO - [153600/436063] Loss : 0.2595
324
+ 2024-05-28 22:28:49,968 - INFO - [204800/436063] Loss : 0.2599
325
+ 2024-05-28 22:30:57,358 - INFO - [256000/436063] Loss : 0.2605
326
+ 2024-05-28 22:31:11,624 - INFO - [262144/436063] Loss : 0.2606
327
+ 2024-05-28 22:32:11,786 - INFO - Test loss : 0.3636
328
+ 2024-05-28 22:32:11,786 - INFO -
329
+ Epoch 30
330
+ 2024-05-28 22:34:21,816 - INFO - [51200/436063] Loss : 0.2584
331
+ 2024-05-28 22:36:28,679 - INFO - [102400/436063] Loss : 0.2583
332
+ 2024-05-28 22:38:35,454 - INFO - [153600/436063] Loss : 0.2590
333
+ 2024-05-28 22:40:42,000 - INFO - [204800/436063] Loss : 0.2594
334
+ 2024-05-28 22:42:48,106 - INFO - [256000/436063] Loss : 0.2597
335
+ 2024-05-28 22:43:02,325 - INFO - [262144/436063] Loss : 0.2597
336
+ 2024-05-28 22:44:02,080 - INFO - Test loss : 0.3793
337
+ 2024-05-28 22:44:03,211 - INFO - (24343,)
338
+ 2024-05-28 22:44:27,326 - INFO - Split ID: 0
339
+ 2024-05-28 22:44:27,336 - INFO - Top 1 LocEnc (Epoch 30)acc (%): 3.52
340
+ 2024-05-28 22:44:27,337 - INFO - Top 3 LocEnc (Epoch 30)acc (%): 8.58
341
+ 2024-05-28 22:44:27,338 - INFO - Top 5 LocEnc (Epoch 30)acc (%): 12.2
342
+ 2024-05-28 22:44:27,338 - INFO - Top 10 LocEnc (Epoch 30)acc (%): 19.56
343
+ 2024-05-28 22:44:27,448 - INFO -
344
+ No prior
345
+ 2024-05-28 22:44:27,682 - INFO - (24426,)
346
+ 2024-05-28 22:44:39,545 - INFO - Split ID: 0
347
+ 2024-05-28 22:44:39,546 - INFO - Top 1 (Epoch 30)acc (%): 60.2
348
+ 2024-05-28 22:44:39,546 - INFO - Top 3 (Epoch 30)acc (%): 77.9
349
+ 2024-05-28 22:44:39,546 - INFO - Top 5 (Epoch 30)acc (%): 83.29
350
+ 2024-05-28 22:44:39,546 - INFO - Top 10 (Epoch 30)acc (%): 88.5
351
+ 2024-05-28 22:45:39,926 - INFO - Split ID: 0
352
+ 2024-05-28 22:45:39,926 - INFO - Top 1 (Epoch 30)acc (%): 73.44
353
+ 2024-05-28 22:45:39,926 - INFO - Top 3 (Epoch 30)acc (%): 87.34
354
+ 2024-05-28 22:45:39,926 - INFO - Top 5 (Epoch 30)acc (%): 90.78
355
+ 2024-05-28 22:45:39,926 - INFO - Top 10 (Epoch 30)acc (%): 93.78
356
+ 2024-05-28 22:46:40,603 - INFO - Split ID: 0
357
+ 2024-05-28 22:46:40,603 - INFO - Top 1 (Epoch 30)acc (%): 73.44
358
+ 2024-05-28 22:46:40,603 - INFO - for optuna top1: 73.44
359
+ 2024-05-28 22:46:40,603 - INFO - Top 3 (Epoch 30)acc (%): 87.34
360
+ 2024-05-28 22:46:40,604 - INFO - Top 5 (Epoch 30)acc (%): 90.78
361
+ 2024-05-28 22:46:40,604 - INFO - Top 10 (Epoch 30)acc (%): 93.78
362
+ 2024-05-28 22:46:40,616 - INFO -
363
+ Epoch 31
364
+ 2024-05-28 22:48:51,160 - INFO - [51200/436063] Loss : 0.2557
365
+ 2024-05-28 22:50:57,777 - INFO - [102400/436063] Loss : 0.2556
366
+ 2024-05-28 22:53:04,176 - INFO - [153600/436063] Loss : 0.2560
367
+ 2024-05-28 22:55:07,818 - INFO - [204800/436063] Loss : 0.2570
368
+ 2024-05-28 22:57:14,851 - INFO - [256000/436063] Loss : 0.2577
369
+ 2024-05-28 22:57:29,106 - INFO - [262144/436063] Loss : 0.2578
370
+ 2024-05-28 22:58:25,008 - INFO - Test loss : 0.3802
371
+ 2024-05-28 22:58:25,012 - INFO -
372
+ Epoch 32
373
+ 2024-05-28 23:00:36,547 - INFO - [51200/436063] Loss : 0.2548
374
+ 2024-05-28 23:02:43,144 - INFO - [102400/436063] Loss : 0.2546
375
+ 2024-05-28 23:04:49,958 - INFO - [153600/436063] Loss : 0.2554
376
+ 2024-05-28 23:06:56,665 - INFO - [204800/436063] Loss : 0.2561
377
+ 2024-05-28 23:09:02,998 - INFO - [256000/436063] Loss : 0.2568
378
+ 2024-05-28 23:09:17,271 - INFO - [262144/436063] Loss : 0.2569
379
+ 2024-05-28 23:10:16,867 - INFO - Test loss : 0.3807
380
+ 2024-05-28 23:10:16,867 - INFO -
381
+ Epoch 33
382
+ 2024-05-28 23:12:25,521 - INFO - [51200/436063] Loss : 0.2528
383
+ 2024-05-28 23:14:34,076 - INFO - [102400/436063] Loss : 0.2537
384
+ 2024-05-28 23:16:40,894 - INFO - [153600/436063] Loss : 0.2545
385
+ 2024-05-28 23:18:47,464 - INFO - [204800/436063] Loss : 0.2552
386
+ 2024-05-28 23:20:54,103 - INFO - [256000/436063] Loss : 0.2562
387
+ 2024-05-28 23:21:08,349 - INFO - [262144/436063] Loss : 0.2562
388
+ 2024-05-28 23:22:11,484 - INFO - Test loss : 0.3813
389
+ 2024-05-28 23:22:11,484 - INFO -
390
+ Epoch 34
391
+ 2024-05-28 23:24:33,263 - INFO - [51200/436063] Loss : 0.2501
392
+ 2024-05-28 23:26:52,043 - INFO - [102400/436063] Loss : 0.2508
393
+ 2024-05-28 23:29:14,016 - INFO - [153600/436063] Loss : 0.2521
394
+ 2024-05-28 23:31:45,765 - INFO - [204800/436063] Loss : 0.2524
395
+ 2024-05-28 23:34:17,461 - INFO - [256000/436063] Loss : 0.2532
396
+ 2024-05-28 23:34:34,517 - INFO - [262144/436063] Loss : 0.2533
397
+ 2024-05-28 23:35:46,123 - INFO - Test loss : 0.3933
398
+ 2024-05-28 23:35:46,123 - INFO -
399
+ Epoch 35
400
+ 2024-05-28 23:38:20,616 - INFO - [51200/436063] Loss : 0.2497
401
+ 2024-05-28 23:40:51,819 - INFO - [102400/436063] Loss : 0.2503
402
+ 2024-05-28 23:43:23,813 - INFO - [153600/436063] Loss : 0.2505
403
+ 2024-05-28 23:45:55,692 - INFO - [204800/436063] Loss : 0.2514
404
+ 2024-05-28 23:48:27,043 - INFO - [256000/436063] Loss : 0.2521
405
+ 2024-05-28 23:48:44,106 - INFO - [262144/436063] Loss : 0.2521
406
+ 2024-05-28 23:49:55,965 - INFO - Test loss : 0.4039
407
+ 2024-05-28 23:49:55,965 - INFO -
408
+ Epoch 36
409
+ 2024-05-28 23:52:30,631 - INFO - [51200/436063] Loss : 0.2480
410
+ 2024-05-28 23:55:02,190 - INFO - [102400/436063] Loss : 0.2487
411
+ 2024-05-28 23:57:34,026 - INFO - [153600/436063] Loss : 0.2492
412
+ 2024-05-28 23:59:41,487 - INFO - [204800/436063] Loss : 0.2500
413
+ 2024-05-29 00:01:47,567 - INFO - [256000/436063] Loss : 0.2508
414
+ 2024-05-29 00:02:01,794 - INFO - [262144/436063] Loss : 0.2509
415
+ 2024-05-29 00:03:01,600 - INFO - Test loss : 0.4046
416
+ 2024-05-29 00:03:01,600 - INFO -
417
+ Epoch 37
418
+ 2024-05-29 00:05:10,777 - INFO - [51200/436063] Loss : 0.2477
419
+ 2024-05-29 00:07:17,368 - INFO - [102400/436063] Loss : 0.2494
420
+ 2024-05-29 00:09:18,810 - INFO - [153600/436063] Loss : 0.2502
421
+ 2024-05-29 00:11:13,034 - INFO - [204800/436063] Loss : 0.2504
422
+ 2024-05-29 00:13:07,994 - INFO - [256000/436063] Loss : 0.2510
423
+ 2024-05-29 00:13:20,840 - INFO - [262144/436063] Loss : 0.2509
424
+ 2024-05-29 00:14:14,563 - INFO - Test loss : 0.4134
425
+ 2024-05-29 00:14:14,563 - INFO -
426
+ Epoch 38
427
+ 2024-05-29 00:16:10,594 - INFO - [51200/436063] Loss : 0.2472
428
+ 2024-05-29 00:18:04,366 - INFO - [102400/436063] Loss : 0.2471
429
+ 2024-05-29 00:19:58,263 - INFO - [153600/436063] Loss : 0.2478
430
+ 2024-05-29 00:21:52,379 - INFO - [204800/436063] Loss : 0.2481
431
+ 2024-05-29 00:23:46,249 - INFO - [256000/436063] Loss : 0.2490
432
+ 2024-05-29 00:23:59,138 - INFO - [262144/436063] Loss : 0.2491
433
+ 2024-05-29 00:24:53,088 - INFO - Test loss : 0.4092
434
+ 2024-05-29 00:24:53,088 - INFO -
435
+ Epoch 39
436
+ 2024-05-29 00:26:49,234 - INFO - [51200/436063] Loss : 0.2457
437
+ 2024-05-29 00:28:42,713 - INFO - [102400/436063] Loss : 0.2468
438
+ 2024-05-29 00:30:36,291 - INFO - [153600/436063] Loss : 0.2475
439
+ 2024-05-29 00:32:30,879 - INFO - [204800/436063] Loss : 0.2477
440
+ 2024-05-29 00:34:25,737 - INFO - [256000/436063] Loss : 0.2483
441
+ 2024-05-29 00:34:38,869 - INFO - [262144/436063] Loss : 0.2484
442
+ 2024-05-29 00:35:33,973 - INFO - Test loss : 0.4269
443
+ 2024-05-29 00:35:33,974 - INFO -
444
+ Epoch 40
445
+ 2024-05-29 00:37:30,283 - INFO - [51200/436063] Loss : 0.2444
446
+ 2024-05-29 00:39:24,234 - INFO - [102400/436063] Loss : 0.2451
447
+ 2024-05-29 00:41:17,795 - INFO - [153600/436063] Loss : 0.2457
448
+ 2024-05-29 00:43:11,543 - INFO - [204800/436063] Loss : 0.2459
449
+ 2024-05-29 00:45:05,386 - INFO - [256000/436063] Loss : 0.2468
450
+ 2024-05-29 00:45:18,168 - INFO - [262144/436063] Loss : 0.2469
451
+ 2024-05-29 00:46:11,930 - INFO - Test loss : 0.4341
452
+ 2024-05-29 00:46:12,983 - INFO - (24343,)
453
+ 2024-05-29 00:46:37,634 - INFO - Split ID: 0
454
+ 2024-05-29 00:46:37,647 - INFO - Top 1 LocEnc (Epoch 40)acc (%): 4.08
455
+ 2024-05-29 00:46:37,648 - INFO - Top 3 LocEnc (Epoch 40)acc (%): 9.17
456
+ 2024-05-29 00:46:37,649 - INFO - Top 5 LocEnc (Epoch 40)acc (%): 12.99
457
+ 2024-05-29 00:46:37,650 - INFO - Top 10 LocEnc (Epoch 40)acc (%): 20.54
458
+ 2024-05-29 00:46:37,791 - INFO -
459
+ No prior
460
+ 2024-05-29 00:46:38,053 - INFO - (24426,)
461
+ 2024-05-29 00:46:50,024 - INFO - Split ID: 0
462
+ 2024-05-29 00:46:50,025 - INFO - Top 1 (Epoch 40)acc (%): 60.2
463
+ 2024-05-29 00:46:50,025 - INFO - Top 3 (Epoch 40)acc (%): 77.9
464
+ 2024-05-29 00:46:50,025 - INFO - Top 5 (Epoch 40)acc (%): 83.29
465
+ 2024-05-29 00:46:50,025 - INFO - Top 10 (Epoch 40)acc (%): 88.5
466
+ 2024-05-29 00:47:44,543 - INFO - Split ID: 0
467
+ 2024-05-29 00:47:44,543 - INFO - Top 1 (Epoch 40)acc (%): 73.33
468
+ 2024-05-29 00:47:44,543 - INFO - Top 3 (Epoch 40)acc (%): 87.23
469
+ 2024-05-29 00:47:44,543 - INFO - Top 5 (Epoch 40)acc (%): 90.57
470
+ 2024-05-29 00:47:44,543 - INFO - Top 10 (Epoch 40)acc (%): 93.63
471
+ 2024-05-29 00:48:39,107 - INFO - Split ID: 0
472
+ 2024-05-29 00:48:39,107 - INFO - Top 1 (Epoch 40)acc (%): 73.33
473
+ 2024-05-29 00:48:39,107 - INFO - for optuna top1: 73.33
474
+ 2024-05-29 00:48:39,108 - INFO - Top 3 (Epoch 40)acc (%): 87.23
475
+ 2024-05-29 00:48:39,108 - INFO - Top 5 (Epoch 40)acc (%): 90.57
476
+ 2024-05-29 00:48:39,108 - INFO - Top 10 (Epoch 40)acc (%): 93.63
477
+ 2024-05-29 00:48:39,109 - INFO -
478
+ Epoch 41
479
+ 2024-05-29 00:50:35,835 - INFO - [51200/436063] Loss : 0.2438
480
+ 2024-05-29 00:52:29,869 - INFO - [102400/436063] Loss : 0.2454
481
+ 2024-05-29 00:54:23,694 - INFO - [153600/436063] Loss : 0.2458
482
+ 2024-05-29 00:56:14,503 - INFO - [204800/436063] Loss : 0.2464
483
+ 2024-05-29 00:58:08,915 - INFO - [256000/436063] Loss : 0.2466
484
+ 2024-05-29 00:58:21,961 - INFO - [262144/436063] Loss : 0.2464
485
+ 2024-05-29 00:59:13,065 - INFO - Test loss : 0.4413
486
+ 2024-05-29 00:59:13,065 - INFO -
487
+ Epoch 42
488
+ 2024-05-29 01:01:10,942 - INFO - [51200/436063] Loss : 0.2429
489
+ 2024-05-29 01:03:04,672 - INFO - [102400/436063] Loss : 0.2435
490
+ 2024-05-29 01:04:58,507 - INFO - [153600/436063] Loss : 0.2437
491
+ 2024-05-29 01:06:52,103 - INFO - [204800/436063] Loss : 0.2441
492
+ 2024-05-29 01:08:45,741 - INFO - [256000/436063] Loss : 0.2449
493
+ 2024-05-29 01:08:58,610 - INFO - [262144/436063] Loss : 0.2449
494
+ 2024-05-29 01:09:52,411 - INFO - Test loss : 0.4354
495
+ 2024-05-29 01:09:52,412 - INFO -
496
+ Epoch 43
497
+ 2024-05-29 01:11:48,766 - INFO - [51200/436063] Loss : 0.2418
498
+ 2024-05-29 01:13:42,624 - INFO - [102400/436063] Loss : 0.2424
499
+ 2024-05-29 01:15:36,761 - INFO - [153600/436063] Loss : 0.2432
500
+ 2024-05-29 01:17:30,686 - INFO - [204800/436063] Loss : 0.2439
501
+ 2024-05-29 01:19:24,809 - INFO - [256000/436063] Loss : 0.2445
502
+ 2024-05-29 01:19:37,567 - INFO - [262144/436063] Loss : 0.2446
503
+ 2024-05-29 01:20:31,127 - INFO - Test loss : 0.4468
504
+ 2024-05-29 01:20:31,127 - INFO -
505
+ Epoch 44
506
+ 2024-05-29 01:22:27,764 - INFO - [51200/436063] Loss : 0.2409
507
+ 2024-05-29 01:24:22,826 - INFO - [102400/436063] Loss : 0.2410
508
+ 2024-05-29 01:26:16,826 - INFO - [153600/436063] Loss : 0.2416
509
+ 2024-05-29 01:28:10,752 - INFO - [204800/436063] Loss : 0.2423
510
+ 2024-05-29 01:30:04,586 - INFO - [256000/436063] Loss : 0.2427
511
+ 2024-05-29 01:30:17,443 - INFO - [262144/436063] Loss : 0.2428
512
+ 2024-05-29 01:31:11,227 - INFO - Test loss : 0.4521
513
+ 2024-05-29 01:31:11,228 - INFO -
514
+ Epoch 45
515
+ 2024-05-29 01:33:07,197 - INFO - [51200/436063] Loss : 0.2408
516
+ 2024-05-29 01:35:01,035 - INFO - [102400/436063] Loss : 0.2418
517
+ 2024-05-29 01:36:55,069 - INFO - [153600/436063] Loss : 0.2421
518
+ 2024-05-29 01:38:49,260 - INFO - [204800/436063] Loss : 0.2423
519
+ 2024-05-29 01:40:43,280 - INFO - [256000/436063] Loss : 0.2427
520
+ 2024-05-29 01:40:56,110 - INFO - [262144/436063] Loss : 0.2427
521
+ 2024-05-29 01:41:49,861 - INFO - Test loss : 0.4586
522
+ 2024-05-29 01:41:49,862 - INFO -
523
+ Epoch 46
524
+ 2024-05-29 01:43:46,059 - INFO - [51200/436063] Loss : 0.2392
525
+ 2024-05-29 01:45:39,946 - INFO - [102400/436063] Loss : 0.2394
526
+ 2024-05-29 01:47:35,075 - INFO - [153600/436063] Loss : 0.2401
527
+ 2024-05-29 01:49:28,814 - INFO - [204800/436063] Loss : 0.2404
528
+ 2024-05-29 01:51:22,389 - INFO - [256000/436063] Loss : 0.2411
529
+ 2024-05-29 01:51:35,223 - INFO - [262144/436063] Loss : 0.2412
530
+ 2024-05-29 01:52:29,110 - INFO - Test loss : 0.4626
531
+ 2024-05-29 01:52:29,110 - INFO -
532
+ Epoch 47
533
+ 2024-05-29 01:54:25,279 - INFO - [51200/436063] Loss : 0.2380
534
+ 2024-05-29 01:56:19,152 - INFO - [102400/436063] Loss : 0.2393
535
+ 2024-05-29 01:58:13,104 - INFO - [153600/436063] Loss : 0.2399
536
+ 2024-05-29 02:00:06,688 - INFO - [204800/436063] Loss : 0.2406
537
+ 2024-05-29 02:02:00,388 - INFO - [256000/436063] Loss : 0.2411
538
+ 2024-05-29 02:02:13,208 - INFO - [262144/436063] Loss : 0.2412
539
+ 2024-05-29 02:03:06,910 - INFO - Test loss : 0.4631
540
+ 2024-05-29 02:03:06,910 - INFO -
541
+ Epoch 48
542
+ 2024-05-29 02:05:02,944 - INFO - [51200/436063] Loss : 0.2389
543
+ 2024-05-29 02:06:56,699 - INFO - [102400/436063] Loss : 0.2395
544
+ 2024-05-29 02:08:50,584 - INFO - [153600/436063] Loss : 0.2399
545
+ 2024-05-29 02:10:45,873 - INFO - [204800/436063] Loss : 0.2403
546
+ 2024-05-29 02:12:39,698 - INFO - [256000/436063] Loss : 0.2405
547
+ 2024-05-29 02:12:52,474 - INFO - [262144/436063] Loss : 0.2406
548
+ 2024-05-29 02:13:46,216 - INFO - Test loss : 0.4708
549
+ 2024-05-29 02:13:46,216 - INFO -
550
+ Epoch 49
551
+ 2024-05-29 02:15:42,080 - INFO - [51200/436063] Loss : 0.2377
552
+ 2024-05-29 02:17:36,008 - INFO - [102400/436063] Loss : 0.2376
553
+ 2024-05-29 02:19:29,904 - INFO - [153600/436063] Loss : 0.2378
554
+ 2024-05-29 02:21:23,942 - INFO - [204800/436063] Loss : 0.2385
555
+ 2024-05-29 02:23:17,902 - INFO - [256000/436063] Loss : 0.2392
556
+ 2024-05-29 02:23:30,722 - INFO - [262144/436063] Loss : 0.2392
557
+ 2024-05-29 02:24:24,428 - INFO - Test loss : 0.4809
558
+ 2024-05-29 02:24:24,429 - INFO -
559
+ Epoch 50
560
+ 2024-05-29 02:26:20,166 - INFO - [51200/436063] Loss : 0.2360
561
+ 2024-05-29 02:28:13,653 - INFO - [102400/436063] Loss : 0.2378
562
+ 2024-05-29 02:30:07,580 - INFO - [153600/436063] Loss : 0.2383
563
+ 2024-05-29 02:32:01,288 - INFO - [204800/436063] Loss : 0.2384
564
+ 2024-05-29 02:33:55,671 - INFO - [256000/436063] Loss : 0.2387
565
+ 2024-05-29 02:34:08,712 - INFO - [262144/436063] Loss : 0.2388
566
+ 2024-05-29 02:35:03,151 - INFO - Test loss : 0.4779
567
+ 2024-05-29 02:35:04,137 - INFO - (24343,)
568
+ 2024-05-29 02:35:27,852 - INFO - Split ID: 0
569
+ 2024-05-29 02:35:27,865 - INFO - Top 1 LocEnc (Epoch 50)acc (%): 4.31
570
+ 2024-05-29 02:35:27,866 - INFO - Top 3 LocEnc (Epoch 50)acc (%): 9.75
571
+ 2024-05-29 02:35:27,868 - INFO - Top 5 LocEnc (Epoch 50)acc (%): 13.7
572
+ 2024-05-29 02:35:27,869 - INFO - Top 10 LocEnc (Epoch 50)acc (%): 21.45
573
+ 2024-05-29 02:35:27,989 - INFO -
574
+ No prior
575
+ 2024-05-29 02:35:28,247 - INFO - (24426,)
576
+ 2024-05-29 02:35:39,801 - INFO - Split ID: 0
577
+ 2024-05-29 02:35:39,801 - INFO - Top 1 (Epoch 50)acc (%): 60.2
578
+ 2024-05-29 02:35:39,801 - INFO - Top 3 (Epoch 50)acc (%): 77.9
579
+ 2024-05-29 02:35:39,801 - INFO - Top 5 (Epoch 50)acc (%): 83.29
580
+ 2024-05-29 02:35:39,801 - INFO - Top 10 (Epoch 50)acc (%): 88.5
581
+ 2024-05-29 02:36:34,263 - INFO - Split ID: 0
582
+ 2024-05-29 02:36:34,263 - INFO - Top 1 (Epoch 50)acc (%): 73.22
583
+ 2024-05-29 02:36:34,263 - INFO - Top 3 (Epoch 50)acc (%): 87.04
584
+ 2024-05-29 02:36:34,263 - INFO - Top 5 (Epoch 50)acc (%): 90.51
585
+ 2024-05-29 02:36:34,263 - INFO - Top 10 (Epoch 50)acc (%): 93.54
586
+ 2024-05-29 02:37:28,779 - INFO - Split ID: 0
587
+ 2024-05-29 02:37:28,779 - INFO - Top 1 (Epoch 50)acc (%): 73.22
588
+ 2024-05-29 02:37:28,779 - INFO - for optuna top1: 73.22
589
+ 2024-05-29 02:37:28,779 - INFO - Top 3 (Epoch 50)acc (%): 87.04
590
+ 2024-05-29 02:37:28,779 - INFO - Top 5 (Epoch 50)acc (%): 90.51
591
+ 2024-05-29 02:37:28,779 - INFO - Top 10 (Epoch 50)acc (%): 93.54
592
+ 2024-05-29 02:37:28,792 - INFO -
593
+ Epoch 51
594
+ 2024-05-29 02:39:25,041 - INFO - [51200/436063] Loss : 0.2354
595
+ 2024-05-29 02:41:19,054 - INFO - [102400/436063] Loss : 0.2362
596
+ 2024-05-29 02:43:13,065 - INFO - [153600/436063] Loss : 0.2367
597
+ 2024-05-29 02:45:03,578 - INFO - [204800/436063] Loss : 0.2375
598
+ 2024-05-29 02:46:58,252 - INFO - [256000/436063] Loss : 0.2379
599
+ 2024-05-29 02:47:11,028 - INFO - [262144/436063] Loss : 0.2378
600
+ 2024-05-29 02:48:02,884 - INFO - Test loss : 0.4893
601
+ 2024-05-29 02:48:02,884 - INFO -
602
+ Epoch 52
603
+ 2024-05-29 02:49:58,542 - INFO - [51200/436063] Loss : 0.2354
604
+ 2024-05-29 02:51:53,068 - INFO - [102400/436063] Loss : 0.2360
605
+ 2024-05-29 02:53:47,408 - INFO - [153600/436063] Loss : 0.2365
606
+ 2024-05-29 02:55:41,788 - INFO - [204800/436063] Loss : 0.2372
607
+ 2024-05-29 02:57:36,749 - INFO - [256000/436063] Loss : 0.2378
608
+ 2024-05-29 02:57:49,862 - INFO - [262144/436063] Loss : 0.2378
609
+ 2024-05-29 02:58:44,540 - INFO - Test loss : 0.4928
610
+ 2024-05-29 02:58:44,540 - INFO -
611
+ Epoch 53
612
+ 2024-05-29 03:00:41,500 - INFO - [51200/436063] Loss : 0.2360
613
+ 2024-05-29 03:02:35,992 - INFO - [102400/436063] Loss : 0.2363
614
+ 2024-05-29 03:04:30,435 - INFO - [153600/436063] Loss : 0.2364
615
+ 2024-05-29 03:06:24,629 - INFO - [204800/436063] Loss : 0.2367
616
+ 2024-05-29 03:08:18,668 - INFO - [256000/436063] Loss : 0.2368
617
+ 2024-05-29 03:08:31,544 - INFO - [262144/436063] Loss : 0.2369
618
+ 2024-05-29 03:09:25,738 - INFO - Test loss : 0.4914
619
+ 2024-05-29 03:09:25,738 - INFO -
620
+ Epoch 54
621
+ 2024-05-29 03:11:22,714 - INFO - [51200/436063] Loss : 0.2340
622
+ 2024-05-29 03:13:17,258 - INFO - [102400/436063] Loss : 0.2345
623
+ 2024-05-29 03:15:11,735 - INFO - [153600/436063] Loss : 0.2354
624
+ 2024-05-29 03:17:06,206 - INFO - [204800/436063] Loss : 0.2360
625
+ 2024-05-29 03:19:01,097 - INFO - [256000/436063] Loss : 0.2366
626
+ 2024-05-29 03:19:14,154 - INFO - [262144/436063] Loss : 0.2366
627
+ 2024-05-29 03:20:09,072 - INFO - Test loss : 0.4918
628
+ 2024-05-29 03:20:09,072 - INFO -
629
+ Epoch 55
630
+ 2024-05-29 03:22:04,280 - INFO - [51200/436063] Loss : 0.2338
631
+ 2024-05-29 03:23:58,711 - INFO - [102400/436063] Loss : 0.2346
632
+ 2024-05-29 03:25:53,037 - INFO - [153600/436063] Loss : 0.2345
633
+ 2024-05-29 03:27:47,303 - INFO - [204800/436063] Loss : 0.2347
634
+ 2024-05-29 03:29:41,376 - INFO - [256000/436063] Loss : 0.2351
635
+ 2024-05-29 03:29:54,268 - INFO - [262144/436063] Loss : 0.2351
636
+ 2024-05-29 03:30:48,304 - INFO - Test loss : 0.5034
637
+ 2024-05-29 03:30:48,304 - INFO -
638
+ Epoch 56
639
+ 2024-05-29 03:32:44,927 - INFO - [51200/436063] Loss : 0.2318
640
+ 2024-05-29 03:34:38,866 - INFO - [102400/436063] Loss : 0.2325
641
+ 2024-05-29 03:36:33,342 - INFO - [153600/436063] Loss : 0.2337
642
+ 2024-05-29 03:38:27,927 - INFO - [204800/436063] Loss : 0.2340
643
+ 2024-05-29 03:40:22,140 - INFO - [256000/436063] Loss : 0.2342
644
+ 2024-05-29 03:40:35,098 - INFO - [262144/436063] Loss : 0.2342
645
+ 2024-05-29 03:41:29,048 - INFO - Test loss : 0.5106
646
+ 2024-05-29 03:41:29,048 - INFO -
647
+ Epoch 57
648
+ 2024-05-29 03:43:25,963 - INFO - [51200/436063] Loss : 0.2334
649
+ 2024-05-29 03:45:20,650 - INFO - [102400/436063] Loss : 0.2335
650
+ 2024-05-29 03:47:16,602 - INFO - [153600/436063] Loss : 0.2339
651
+ 2024-05-29 03:49:10,854 - INFO - [204800/436063] Loss : 0.2339
652
+ 2024-05-29 03:51:05,382 - INFO - [256000/436063] Loss : 0.2344
653
+ 2024-05-29 03:51:18,268 - INFO - [262144/436063] Loss : 0.2345
654
+ 2024-05-29 03:52:12,353 - INFO - Test loss : 0.5105
655
+ 2024-05-29 03:52:12,353 - INFO -
656
+ Epoch 58
657
+ 2024-05-29 03:54:09,339 - INFO - [51200/436063] Loss : 0.2319
658
+ 2024-05-29 03:56:03,631 - INFO - [102400/436063] Loss : 0.2323
659
+ 2024-05-29 03:57:57,920 - INFO - [153600/436063] Loss : 0.2330
660
+ 2024-05-29 03:59:52,239 - INFO - [204800/436063] Loss : 0.2333
661
+ 2024-05-29 04:01:46,322 - INFO - [256000/436063] Loss : 0.2335
662
+ 2024-05-29 04:01:59,194 - INFO - [262144/436063] Loss : 0.2336
663
+ 2024-05-29 04:02:53,217 - INFO - Test loss : 0.5136
664
+ 2024-05-29 04:02:53,217 - INFO -
665
+ Epoch 59
666
+ 2024-05-29 04:04:49,948 - INFO - [51200/436063] Loss : 0.2317
667
+ 2024-05-29 04:06:44,097 - INFO - [102400/436063] Loss : 0.2314
668
+ 2024-05-29 04:08:38,532 - INFO - [153600/436063] Loss : 0.2325
669
+ 2024-05-29 04:10:34,626 - INFO - [204800/436063] Loss : 0.2331
670
+ 2024-05-29 04:12:28,904 - INFO - [256000/436063] Loss : 0.2337
671
+ 2024-05-29 04:12:41,829 - INFO - [262144/436063] Loss : 0.2338
672
+ 2024-05-29 04:13:35,770 - INFO - Test loss : 0.5101
673
+ 2024-05-29 04:13:35,770 - INFO -
674
+ Epoch 60
675
+ 2024-05-29 04:15:33,174 - INFO - [51200/436063] Loss : 0.2329
676
+ 2024-05-29 04:17:28,792 - INFO - [102400/436063] Loss : 0.2330
677
+ 2024-05-29 04:19:17,415 - INFO - [153600/436063] Loss : 0.2329
678
+ 2024-05-29 04:20:59,031 - INFO - [204800/436063] Loss : 0.2330
679
+ 2024-05-29 04:22:40,763 - INFO - [256000/436063] Loss : 0.2335
680
+ 2024-05-29 04:22:52,253 - INFO - [262144/436063] Loss : 0.2335
681
+ 2024-05-29 04:23:40,290 - INFO - Test loss : 0.5188
682
+ 2024-05-29 04:23:41,197 - INFO - (24343,)
683
+ 2024-05-29 04:24:05,489 - INFO - Split ID: 0
684
+ 2024-05-29 04:24:05,503 - INFO - Top 1 LocEnc (Epoch 60)acc (%): 4.46
685
+ 2024-05-29 04:24:05,504 - INFO - Top 3 LocEnc (Epoch 60)acc (%): 10.02
686
+ 2024-05-29 04:24:05,505 - INFO - Top 5 LocEnc (Epoch 60)acc (%): 14.18
687
+ 2024-05-29 04:24:05,507 - INFO - Top 10 LocEnc (Epoch 60)acc (%): 21.77
688
+ 2024-05-29 04:24:05,632 - INFO -
689
+ No prior
690
+ 2024-05-29 04:24:05,908 - INFO - (24426,)
691
+ 2024-05-29 04:24:18,195 - INFO - Split ID: 0
692
+ 2024-05-29 04:24:18,195 - INFO - Top 1 (Epoch 60)acc (%): 60.2
693
+ 2024-05-29 04:24:18,195 - INFO - Top 3 (Epoch 60)acc (%): 77.9
694
+ 2024-05-29 04:24:18,195 - INFO - Top 5 (Epoch 60)acc (%): 83.29
695
+ 2024-05-29 04:24:18,195 - INFO - Top 10 (Epoch 60)acc (%): 88.5
696
+ 2024-05-29 04:25:07,279 - INFO - Split ID: 0
697
+ 2024-05-29 04:25:07,279 - INFO - Top 1 (Epoch 60)acc (%): 73.16
698
+ 2024-05-29 04:25:07,279 - INFO - Top 3 (Epoch 60)acc (%): 86.98
699
+ 2024-05-29 04:25:07,279 - INFO - Top 5 (Epoch 60)acc (%): 90.42
700
+ 2024-05-29 04:25:07,279 - INFO - Top 10 (Epoch 60)acc (%): 93.4
701
+ 2024-05-29 04:25:56,278 - INFO - Split ID: 0
702
+ 2024-05-29 04:25:56,278 - INFO - Top 1 (Epoch 60)acc (%): 73.16
703
+ 2024-05-29 04:25:56,278 - INFO - for optuna top1: 73.16
704
+ 2024-05-29 04:25:56,279 - INFO - Top 3 (Epoch 60)acc (%): 86.98
705
+ 2024-05-29 04:25:56,279 - INFO - Top 5 (Epoch 60)acc (%): 90.42
706
+ 2024-05-29 04:25:56,279 - INFO - Top 10 (Epoch 60)acc (%): 93.4
707
+ 2024-05-29 04:25:56,292 - INFO -
708
+ Epoch 61
709
+ 2024-05-29 04:27:40,506 - INFO - [51200/436063] Loss : 0.2309
710
+ 2024-05-29 04:29:22,435 - INFO - [102400/436063] Loss : 0.2318
711
+ 2024-05-29 04:31:03,763 - INFO - [153600/436063] Loss : 0.2323
712
+ 2024-05-29 04:32:43,535 - INFO - [204800/436063] Loss : 0.2323
713
+ 2024-05-29 04:34:26,382 - INFO - [256000/436063] Loss : 0.2326
714
+ 2024-05-29 04:34:37,758 - INFO - [262144/436063] Loss : 0.2325
715
+ 2024-05-29 04:35:24,550 - INFO - Test loss : 0.5263
716
+ 2024-05-29 04:35:24,550 - INFO -
717
+ Epoch 62
718
+ 2024-05-29 04:37:05,719 - INFO - [51200/436063] Loss : 0.2326
719
+ 2024-05-29 04:38:47,782 - INFO - [102400/436063] Loss : 0.2318
720
+ 2024-05-29 04:40:29,469 - INFO - [153600/436063] Loss : 0.2316
721
+ 2024-05-29 04:42:11,330 - INFO - [204800/436063] Loss : 0.2322
722
+ 2024-05-29 04:43:53,218 - INFO - [256000/436063] Loss : 0.2322
723
+ 2024-05-29 04:44:04,629 - INFO - [262144/436063] Loss : 0.2322
724
+ 2024-05-29 04:44:52,578 - INFO - Test loss : 0.5300
725
+ 2024-05-29 04:44:52,580 - INFO -
726
+ Epoch 63
727
+ 2024-05-29 04:46:36,966 - INFO - [51200/436063] Loss : 0.2298
728
+ 2024-05-29 04:48:18,660 - INFO - [102400/436063] Loss : 0.2305
729
+ 2024-05-29 04:50:00,279 - INFO - [153600/436063] Loss : 0.2309
730
+ 2024-05-29 04:51:42,033 - INFO - [204800/436063] Loss : 0.2313
731
+ 2024-05-29 04:53:24,607 - INFO - [256000/436063] Loss : 0.2315
732
+ 2024-05-29 04:53:36,118 - INFO - [262144/436063] Loss : 0.2316
733
+ 2024-05-29 04:54:25,193 - INFO - Test loss : 0.5312
734
+ 2024-05-29 04:54:25,194 - INFO -
735
+ Epoch 64
736
+ 2024-05-29 04:56:08,957 - INFO - [51200/436063] Loss : 0.2286
737
+ 2024-05-29 04:57:50,548 - INFO - [102400/436063] Loss : 0.2290
738
+ 2024-05-29 04:59:32,020 - INFO - [153600/436063] Loss : 0.2294
739
+ 2024-05-29 05:01:13,560 - INFO - [204800/436063] Loss : 0.2302
740
+ 2024-05-29 05:02:55,039 - INFO - [256000/436063] Loss : 0.2306
741
+ 2024-05-29 05:03:06,535 - INFO - [262144/436063] Loss : 0.2306
742
+ 2024-05-29 05:03:54,522 - INFO - Test loss : 0.5355
743
+ 2024-05-29 05:03:54,522 - INFO -
744
+ Epoch 65
745
+ 2024-05-29 05:05:38,539 - INFO - [51200/436063] Loss : 0.2278
746
+ 2024-05-29 05:07:20,257 - INFO - [102400/436063] Loss : 0.2288
747
+ 2024-05-29 05:09:01,790 - INFO - [153600/436063] Loss : 0.2297
748
+ 2024-05-29 05:10:43,583 - INFO - [204800/436063] Loss : 0.2301
749
+ 2024-05-29 05:12:24,951 - INFO - [256000/436063] Loss : 0.2304
750
+ 2024-05-29 05:12:36,374 - INFO - [262144/436063] Loss : 0.2305
751
+ 2024-05-29 05:13:24,331 - INFO - Test loss : 0.5372
752
+ 2024-05-29 05:13:24,332 - INFO -
753
+ Epoch 66
754
+ 2024-05-29 05:15:09,626 - INFO - [51200/436063] Loss : 0.2286
755
+ 2024-05-29 05:16:52,336 - INFO - [102400/436063] Loss : 0.2293
756
+ 2024-05-29 05:18:34,068 - INFO - [153600/436063] Loss : 0.2298
757
+ 2024-05-29 05:20:15,916 - INFO - [204800/436063] Loss : 0.2295
758
+ 2024-05-29 05:21:57,537 - INFO - [256000/436063] Loss : 0.2299
759
+ 2024-05-29 05:22:08,941 - INFO - [262144/436063] Loss : 0.2300
760
+ 2024-05-29 05:22:56,964 - INFO - Test loss : 0.5409
761
+ 2024-05-29 05:22:56,964 - INFO -
762
+ Epoch 67
763
+ 2024-05-29 05:24:40,623 - INFO - [51200/436063] Loss : 0.2275
764
+ 2024-05-29 05:26:22,118 - INFO - [102400/436063] Loss : 0.2280
765
+ 2024-05-29 05:28:03,611 - INFO - [153600/436063] Loss : 0.2286
766
+ 2024-05-29 05:29:45,323 - INFO - [204800/436063] Loss : 0.2292
767
+ 2024-05-29 05:31:27,040 - INFO - [256000/436063] Loss : 0.2298
768
+ 2024-05-29 05:31:38,545 - INFO - [262144/436063] Loss : 0.2299
769
+ 2024-05-29 05:32:26,519 - INFO - Test loss : 0.5499
770
+ 2024-05-29 05:32:26,519 - INFO -
771
+ Epoch 68
772
+ 2024-05-29 05:34:10,368 - INFO - [51200/436063] Loss : 0.2285
773
+ 2024-05-29 05:35:52,185 - INFO - [102400/436063] Loss : 0.2286
774
+ 2024-05-29 05:37:35,254 - INFO - [153600/436063] Loss : 0.2290
775
+ 2024-05-29 05:39:16,924 - INFO - [204800/436063] Loss : 0.2298
776
+ 2024-05-29 05:40:57,046 - INFO - [256000/436063] Loss : 0.2300
777
+ 2024-05-29 05:41:07,022 - INFO - [262144/436063] Loss : 0.2300
778
+ 2024-05-29 05:41:49,022 - INFO - Test loss : 0.5496
779
+ 2024-05-29 05:41:49,024 - INFO -
780
+ Epoch 69
781
+ 2024-05-29 05:43:19,982 - INFO - [51200/436063] Loss : 0.2273
782
+ 2024-05-29 05:44:48,811 - INFO - [102400/436063] Loss : 0.2281
783
+ 2024-05-29 05:46:17,529 - INFO - [153600/436063] Loss : 0.2287
784
+ 2024-05-29 05:47:46,560 - INFO - [204800/436063] Loss : 0.2292
785
+ 2024-05-29 05:49:15,384 - INFO - [256000/436063] Loss : 0.2294
786
+ 2024-05-29 05:49:25,420 - INFO - [262144/436063] Loss : 0.2293
787
+ 2024-05-29 05:50:07,362 - INFO - Test loss : 0.5535
788
+ 2024-05-29 05:50:07,364 - INFO -
789
+ Epoch 70
790
+ 2024-05-29 05:51:38,417 - INFO - [51200/436063] Loss : 0.2264
791
+ 2024-05-29 05:53:07,352 - INFO - [102400/436063] Loss : 0.2272
792
+ 2024-05-29 05:54:36,355 - INFO - [153600/436063] Loss : 0.2275
793
+ 2024-05-29 05:56:07,010 - INFO - [204800/436063] Loss : 0.2283
794
+ 2024-05-29 05:57:36,157 - INFO - [256000/436063] Loss : 0.2287
795
+ 2024-05-29 05:57:46,183 - INFO - [262144/436063] Loss : 0.2288
796
+ 2024-05-29 05:58:28,051 - INFO - Test loss : 0.5533
797
+ 2024-05-29 05:58:28,895 - INFO - (24343,)
798
+ 2024-05-29 05:58:52,375 - INFO - Split ID: 0
799
+ 2024-05-29 05:58:52,386 - INFO - Top 1 LocEnc (Epoch 70)acc (%): 4.37
800
+ 2024-05-29 05:58:52,387 - INFO - Top 3 LocEnc (Epoch 70)acc (%): 9.92
801
+ 2024-05-29 05:58:52,388 - INFO - Top 5 LocEnc (Epoch 70)acc (%): 14.15
802
+ 2024-05-29 05:58:52,389 - INFO - Top 10 LocEnc (Epoch 70)acc (%): 21.91
803
+ 2024-05-29 05:58:52,506 - INFO -
804
+ No prior
805
+ 2024-05-29 05:58:52,796 - INFO - (24426,)
806
+ 2024-05-29 05:59:03,933 - INFO - Split ID: 0
807
+ 2024-05-29 05:59:03,933 - INFO - Top 1 (Epoch 70)acc (%): 60.2
808
+ 2024-05-29 05:59:03,936 - INFO - Top 3 (Epoch 70)acc (%): 77.9
809
+ 2024-05-29 05:59:03,936 - INFO - Top 5 (Epoch 70)acc (%): 83.29
810
+ 2024-05-29 05:59:03,936 - INFO - Top 10 (Epoch 70)acc (%): 88.5
811
+ 2024-05-29 05:59:47,409 - INFO - Split ID: 0
812
+ 2024-05-29 05:59:47,409 - INFO - Top 1 (Epoch 70)acc (%): 72.95
813
+ 2024-05-29 05:59:47,410 - INFO - Top 3 (Epoch 70)acc (%): 86.81
814
+ 2024-05-29 05:59:47,410 - INFO - Top 5 (Epoch 70)acc (%): 90.26
815
+ 2024-05-29 05:59:47,410 - INFO - Top 10 (Epoch 70)acc (%): 93.33
816
+ 2024-05-29 06:00:30,814 - INFO - Split ID: 0
817
+ 2024-05-29 06:00:30,814 - INFO - Top 1 (Epoch 70)acc (%): 72.95
818
+ 2024-05-29 06:00:30,814 - INFO - for optuna top1: 72.95
819
+ 2024-05-29 06:00:30,814 - INFO - Top 3 (Epoch 70)acc (%): 86.81
820
+ 2024-05-29 06:00:30,814 - INFO - Top 5 (Epoch 70)acc (%): 90.26
821
+ 2024-05-29 06:00:30,814 - INFO - Top 10 (Epoch 70)acc (%): 93.33
822
+ 2024-05-29 06:00:30,828 - INFO -
823
+ Epoch 71
824
+ 2024-05-29 06:02:01,597 - INFO - [51200/436063] Loss : 0.2267
825
+ 2024-05-29 06:03:30,642 - INFO - [102400/436063] Loss : 0.2270
826
+ 2024-05-29 06:04:59,241 - INFO - [153600/436063] Loss : 0.2275
827
+ 2024-05-29 06:06:24,102 - INFO - [204800/436063] Loss : 0.2279
828
+ 2024-05-29 06:07:53,433 - INFO - [256000/436063] Loss : 0.2283
829
+ 2024-05-29 06:08:03,409 - INFO - [262144/436063] Loss : 0.2284
830
+ 2024-05-29 06:08:45,110 - INFO - Test loss : 0.5588
831
+ 2024-05-29 06:08:45,111 - INFO -
832
+ Epoch 72
833
+ 2024-05-29 06:10:11,148 - INFO - [51200/436063] Loss : 0.2278
834
+ 2024-05-29 06:11:40,830 - INFO - [102400/436063] Loss : 0.2275
835
+ 2024-05-29 06:13:09,808 - INFO - [153600/436063] Loss : 0.2276
836
+ 2024-05-29 06:14:40,469 - INFO - [204800/436063] Loss : 0.2280
837
+ 2024-05-29 06:16:09,925 - INFO - [256000/436063] Loss : 0.2285
838
+ 2024-05-29 06:16:19,949 - INFO - [262144/436063] Loss : 0.2285
839
+ 2024-05-29 06:17:01,804 - INFO - Test loss : 0.5670
840
+ 2024-05-29 06:17:01,804 - INFO -
841
+ Epoch 73
842
+ 2024-05-29 06:18:32,376 - INFO - [51200/436063] Loss : 0.2272
843
+ 2024-05-29 06:20:01,153 - INFO - [102400/436063] Loss : 0.2272
844
+ 2024-05-29 06:21:30,091 - INFO - [153600/436063] Loss : 0.2278
845
+ 2024-05-29 06:22:59,058 - INFO - [204800/436063] Loss : 0.2282
846
+ 2024-05-29 06:24:28,265 - INFO - [256000/436063] Loss : 0.2280
847
+ 2024-05-29 06:24:38,333 - INFO - [262144/436063] Loss : 0.2280
848
+ 2024-05-29 06:25:20,302 - INFO - Test loss : 0.5620
849
+ 2024-05-29 06:25:20,303 - INFO -
850
+ Epoch 74
851
+ 2024-05-29 06:26:51,006 - INFO - [51200/436063] Loss : 0.2256
852
+ 2024-05-29 06:28:19,805 - INFO - [102400/436063] Loss : 0.2263
853
+ 2024-05-29 06:29:49,006 - INFO - [153600/436063] Loss : 0.2266
854
+ 2024-05-29 06:31:18,529 - INFO - [204800/436063] Loss : 0.2268
855
+ 2024-05-29 06:32:48,281 - INFO - [256000/436063] Loss : 0.2270
856
+ 2024-05-29 06:32:58,541 - INFO - [262144/436063] Loss : 0.2270
857
+ 2024-05-29 06:33:41,594 - INFO - Test loss : 0.5672
858
+ 2024-05-29 06:33:41,594 - INFO -
859
+ Epoch 75
860
+ 2024-05-29 06:35:12,515 - INFO - [51200/436063] Loss : 0.2247
861
+ 2024-05-29 06:36:41,342 - INFO - [102400/436063] Loss : 0.2267
862
+ 2024-05-29 06:38:10,443 - INFO - [153600/436063] Loss : 0.2267
863
+ 2024-05-29 06:39:39,503 - INFO - [204800/436063] Loss : 0.2269
864
+ 2024-05-29 06:41:08,437 - INFO - [256000/436063] Loss : 0.2273
865
+ 2024-05-29 06:41:18,441 - INFO - [262144/436063] Loss : 0.2273
866
+ 2024-05-29 06:42:00,324 - INFO - Test loss : 0.5683
867
+ 2024-05-29 06:42:00,324 - INFO -
868
+ Epoch 76
869
+ 2024-05-29 06:43:31,445 - INFO - [51200/436063] Loss : 0.2255
870
+ 2024-05-29 06:45:00,539 - INFO - [102400/436063] Loss : 0.2263
871
+ 2024-05-29 06:46:29,660 - INFO - [153600/436063] Loss : 0.2268
872
+ 2024-05-29 06:47:58,661 - INFO - [204800/436063] Loss : 0.2267
873
+ 2024-05-29 06:49:27,320 - INFO - [256000/436063] Loss : 0.2273
874
+ 2024-05-29 06:49:37,299 - INFO - [262144/436063] Loss : 0.2272
875
+ 2024-05-29 06:50:19,140 - INFO - Test loss : 0.5717
876
+ 2024-05-29 06:50:19,140 - INFO -
877
+ Epoch 77
878
+ 2024-05-29 06:51:51,341 - INFO - [51200/436063] Loss : 0.2254
879
+ 2024-05-29 06:53:21,351 - INFO - [102400/436063] Loss : 0.2259
880
+ 2024-05-29 06:54:50,530 - INFO - [153600/436063] Loss : 0.2264
881
+ 2024-05-29 06:56:19,528 - INFO - [204800/436063] Loss : 0.2263
882
+ 2024-05-29 06:57:48,412 - INFO - [256000/436063] Loss : 0.2263
883
+ 2024-05-29 06:57:58,428 - INFO - [262144/436063] Loss : 0.2264
884
+ 2024-05-29 06:58:39,968 - INFO - Test loss : 0.5691
885
+ 2024-05-29 06:58:39,968 - INFO -
886
+ Epoch 78
887
+ 2024-05-29 07:00:05,279 - INFO - [51200/436063] Loss : 0.2237
888
+ 2024-05-29 07:01:32,327 - INFO - [102400/436063] Loss : 0.2250
889
+ 2024-05-29 07:03:01,995 - INFO - [153600/436063] Loss : 0.2259
890
+ 2024-05-29 07:04:31,450 - INFO - [204800/436063] Loss : 0.2262
891
+ 2024-05-29 07:06:00,915 - INFO - [256000/436063] Loss : 0.2266
892
+ 2024-05-29 07:06:10,986 - INFO - [262144/436063] Loss : 0.2267
893
+ 2024-05-29 07:06:53,082 - INFO - Test loss : 0.5741
894
+ 2024-05-29 07:06:53,082 - INFO -
895
+ Epoch 79
896
+ 2024-05-29 07:08:24,266 - INFO - [51200/436063] Loss : 0.2253
897
+ 2024-05-29 07:09:53,510 - INFO - [102400/436063] Loss : 0.2256
898
+ 2024-05-29 07:11:24,632 - INFO - [153600/436063] Loss : 0.2253
899
+ 2024-05-29 07:12:54,225 - INFO - [204800/436063] Loss : 0.2257
900
+ 2024-05-29 07:14:23,761 - INFO - [256000/436063] Loss : 0.2258
901
+ 2024-05-29 07:14:33,867 - INFO - [262144/436063] Loss : 0.2258
902
+ 2024-05-29 07:15:15,908 - INFO - Test loss : 0.5810
903
+ 2024-05-29 07:15:15,908 - INFO -
904
+ Epoch 80
905
+ 2024-05-29 07:16:47,151 - INFO - [51200/436063] Loss : 0.2252
906
+ 2024-05-29 07:18:16,367 - INFO - [102400/436063] Loss : 0.2247
907
+ 2024-05-29 07:19:45,685 - INFO - [153600/436063] Loss : 0.2247
908
+ 2024-05-29 07:21:14,959 - INFO - [204800/436063] Loss : 0.2252
909
+ 2024-05-29 07:22:44,484 - INFO - [256000/436063] Loss : 0.2253
910
+ 2024-05-29 07:22:54,620 - INFO - [262144/436063] Loss : 0.2253
911
+ 2024-05-29 07:23:36,601 - INFO - Test loss : 0.5837
912
+ 2024-05-29 07:23:37,432 - INFO - (24343,)
913
+ 2024-05-29 07:24:00,009 - INFO - Split ID: 0
914
+ 2024-05-29 07:24:00,018 - INFO - Top 1 LocEnc (Epoch 80)acc (%): 4.72
915
+ 2024-05-29 07:24:00,019 - INFO - Top 3 LocEnc (Epoch 80)acc (%): 10.31
916
+ 2024-05-29 07:24:00,020 - INFO - Top 5 LocEnc (Epoch 80)acc (%): 14.69
917
+ 2024-05-29 07:24:00,021 - INFO - Top 10 LocEnc (Epoch 80)acc (%): 22.5
918
+ 2024-05-29 07:24:00,143 - INFO -
919
+ No prior
920
+ 2024-05-29 07:24:00,392 - INFO - (24426,)
921
+ 2024-05-29 07:24:11,232 - INFO - Split ID: 0
922
+ 2024-05-29 07:24:11,232 - INFO - Top 1 (Epoch 80)acc (%): 60.2
923
+ 2024-05-29 07:24:11,232 - INFO - Top 3 (Epoch 80)acc (%): 77.9
924
+ 2024-05-29 07:24:11,232 - INFO - Top 5 (Epoch 80)acc (%): 83.29
925
+ 2024-05-29 07:24:11,232 - INFO - Top 10 (Epoch 80)acc (%): 88.5
926
+ 2024-05-29 07:24:54,988 - INFO - Split ID: 0
927
+ 2024-05-29 07:24:54,989 - INFO - Top 1 (Epoch 80)acc (%): 72.98
928
+ 2024-05-29 07:24:54,989 - INFO - Top 3 (Epoch 80)acc (%): 86.82
929
+ 2024-05-29 07:24:54,989 - INFO - Top 5 (Epoch 80)acc (%): 90.1
930
+ 2024-05-29 07:24:54,989 - INFO - Top 10 (Epoch 80)acc (%): 93.21
931
+ 2024-05-29 07:25:38,408 - INFO - Split ID: 0
932
+ 2024-05-29 07:25:38,408 - INFO - Top 1 (Epoch 80)acc (%): 72.98
933
+ 2024-05-29 07:25:38,408 - INFO - for optuna top1: 72.98
934
+ 2024-05-29 07:25:38,409 - INFO - Top 3 (Epoch 80)acc (%): 86.82
935
+ 2024-05-29 07:25:38,409 - INFO - Top 5 (Epoch 80)acc (%): 90.1
936
+ 2024-05-29 07:25:38,409 - INFO - Top 10 (Epoch 80)acc (%): 93.21
937
+ 2024-05-29 07:25:38,422 - INFO -
938
+ Epoch 81
939
+ 2024-05-29 07:27:10,360 - INFO - [51200/436063] Loss : 0.2231
940
+ 2024-05-29 07:28:39,456 - INFO - [102400/436063] Loss : 0.2239
941
+ 2024-05-29 07:30:08,266 - INFO - [153600/436063] Loss : 0.2241
942
+ 2024-05-29 07:31:32,310 - INFO - [204800/436063] Loss : 0.2247
943
+ 2024-05-29 07:33:02,311 - INFO - [256000/436063] Loss : 0.2250
944
+ 2024-05-29 07:33:12,270 - INFO - [262144/436063] Loss : 0.2250
945
+ 2024-05-29 07:33:54,067 - INFO - Test loss : 0.5872
946
+ 2024-05-29 07:33:54,067 - INFO -
947
+ Epoch 82
948
+ 2024-05-29 07:35:20,401 - INFO - [51200/436063] Loss : 0.2225
949
+ 2024-05-29 07:36:50,538 - INFO - [102400/436063] Loss : 0.2232
950
+ 2024-05-29 07:38:19,634 - INFO - [153600/436063] Loss : 0.2238
951
+ 2024-05-29 07:39:48,579 - INFO - [204800/436063] Loss : 0.2243
952
+ 2024-05-29 07:41:17,285 - INFO - [256000/436063] Loss : 0.2246
953
+ 2024-05-29 07:41:27,250 - INFO - [262144/436063] Loss : 0.2247
954
+ 2024-05-29 07:42:09,210 - INFO - Test loss : 0.5866
955
+ 2024-05-29 07:42:09,210 - INFO -
956
+ Epoch 83
957
+ 2024-05-29 07:43:40,240 - INFO - [51200/436063] Loss : 0.2240
958
+ 2024-05-29 07:45:09,277 - INFO - [102400/436063] Loss : 0.2246
959
+ 2024-05-29 07:46:38,494 - INFO - [153600/436063] Loss : 0.2246
960
+ 2024-05-29 07:48:07,602 - INFO - [204800/436063] Loss : 0.2245
961
+ 2024-05-29 07:49:40,337 - INFO - [256000/436063] Loss : 0.2247
962
+ 2024-05-29 07:49:50,318 - INFO - [262144/436063] Loss : 0.2247
963
+ 2024-05-29 07:50:32,067 - INFO - Test loss : 0.5900
964
+ 2024-05-29 07:50:32,067 - INFO -
965
+ Epoch 84
966
+ 2024-05-29 07:52:02,956 - INFO - [51200/436063] Loss : 0.2234
967
+ 2024-05-29 07:53:31,933 - INFO - [102400/436063] Loss : 0.2231
968
+ 2024-05-29 07:55:01,074 - INFO - [153600/436063] Loss : 0.2237
969
+ 2024-05-29 07:56:30,012 - INFO - [204800/436063] Loss : 0.2243
970
+ 2024-05-29 07:57:59,005 - INFO - [256000/436063] Loss : 0.2249
971
+ 2024-05-29 07:58:09,067 - INFO - [262144/436063] Loss : 0.2249
972
+ 2024-05-29 07:58:51,074 - INFO - Test loss : 0.5873
973
+ 2024-05-29 07:58:51,074 - INFO -
974
+ Epoch 85
975
+ 2024-05-29 08:00:21,976 - INFO - [51200/436063] Loss : 0.2237
976
+ 2024-05-29 08:01:50,802 - INFO - [102400/436063] Loss : 0.2237
977
+ 2024-05-29 08:03:19,688 - INFO - [153600/436063] Loss : 0.2242
978
+ 2024-05-29 08:04:48,644 - INFO - [204800/436063] Loss : 0.2244
979
+ 2024-05-29 08:06:17,685 - INFO - [256000/436063] Loss : 0.2245
980
+ 2024-05-29 08:06:27,776 - INFO - [262144/436063] Loss : 0.2245
981
+ 2024-05-29 08:07:09,814 - INFO - Test loss : 0.5968
982
+ 2024-05-29 08:07:09,814 - INFO -
983
+ Epoch 86
984
+ 2024-05-29 08:08:44,382 - INFO - [51200/436063] Loss : 0.2231
985
+ 2024-05-29 08:10:13,570 - INFO - [102400/436063] Loss : 0.2240
986
+ 2024-05-29 08:11:42,597 - INFO - [153600/436063] Loss : 0.2246
987
+ 2024-05-29 08:13:10,234 - INFO - [204800/436063] Loss : 0.2249
988
+ 2024-05-29 08:14:40,131 - INFO - [256000/436063] Loss : 0.2247
989
+ 2024-05-29 08:14:50,099 - INFO - [262144/436063] Loss : 0.2247
990
+ 2024-05-29 08:15:31,970 - INFO - Test loss : 0.5964
991
+ 2024-05-29 08:15:31,970 - INFO -
992
+ Epoch 87
993
+ 2024-05-29 08:17:03,144 - INFO - [51200/436063] Loss : 0.2233
994
+ 2024-05-29 08:18:32,098 - INFO - [102400/436063] Loss : 0.2230
995
+ 2024-05-29 08:20:01,215 - INFO - [153600/436063] Loss : 0.2236
996
+ 2024-05-29 08:21:30,384 - INFO - [204800/436063] Loss : 0.2241
997
+ 2024-05-29 08:22:59,367 - INFO - [256000/436063] Loss : 0.2244
998
+ 2024-05-29 08:23:09,455 - INFO - [262144/436063] Loss : 0.2244
999
+ 2024-05-29 08:23:51,408 - INFO - Test loss : 0.5982
1000
+ 2024-05-29 08:23:51,408 - INFO -
1001
+ Epoch 88
1002
+ 2024-05-29 08:25:22,573 - INFO - [51200/436063] Loss : 0.2241
1003
+ 2024-05-29 08:26:54,963 - INFO - [102400/436063] Loss : 0.2235
1004
+ 2024-05-29 08:28:24,366 - INFO - [153600/436063] Loss : 0.2232
1005
+ 2024-05-29 08:29:53,511 - INFO - [204800/436063] Loss : 0.2237
1006
+ 2024-05-29 08:31:22,153 - INFO - [256000/436063] Loss : 0.2239
1007
+ 2024-05-29 08:31:32,114 - INFO - [262144/436063] Loss : 0.2239
1008
+ 2024-05-29 08:32:13,816 - INFO - Test loss : 0.6004
1009
+ 2024-05-29 08:32:13,817 - INFO -
1010
+ Epoch 89
1011
+ 2024-05-29 08:33:42,918 - INFO - [51200/436063] Loss : 0.2240
1012
+ 2024-05-29 08:35:12,043 - INFO - [102400/436063] Loss : 0.2233
1013
+ 2024-05-29 08:36:40,999 - INFO - [153600/436063] Loss : 0.2231
1014
+ 2024-05-29 08:38:09,957 - INFO - [204800/436063] Loss : 0.2234
1015
+ 2024-05-29 08:39:38,818 - INFO - [256000/436063] Loss : 0.2234
1016
+ 2024-05-29 08:39:48,844 - INFO - [262144/436063] Loss : 0.2235
1017
+ 2024-05-29 08:40:30,709 - INFO - Test loss : 0.6035
1018
+ 2024-05-29 08:40:30,719 - INFO -
1019
+ Epoch 90
1020
+ 2024-05-29 08:42:01,589 - INFO - [51200/436063] Loss : 0.2218
1021
+ 2024-05-29 08:43:30,303 - INFO - [102400/436063] Loss : 0.2225
1022
+ 2024-05-29 08:44:59,313 - INFO - [153600/436063] Loss : 0.2231
1023
+ 2024-05-29 08:46:31,922 - INFO - [204800/436063] Loss : 0.2233
1024
+ 2024-05-29 08:48:00,875 - INFO - [256000/436063] Loss : 0.2236
1025
+ 2024-05-29 08:48:10,877 - INFO - [262144/436063] Loss : 0.2235
1026
+ 2024-05-29 08:48:52,620 - INFO - Test loss : 0.6010
1027
+ 2024-05-29 08:48:53,633 - INFO - (24343,)
1028
+ 2024-05-29 08:49:16,943 - INFO - Split ID: 0
1029
+ 2024-05-29 08:49:16,952 - INFO - Top 1 LocEnc (Epoch 90)acc (%): 4.7
1030
+ 2024-05-29 08:49:16,953 - INFO - Top 3 LocEnc (Epoch 90)acc (%): 10.57
1031
+ 2024-05-29 08:49:16,954 - INFO - Top 5 LocEnc (Epoch 90)acc (%): 14.82
1032
+ 2024-05-29 08:49:16,955 - INFO - Top 10 LocEnc (Epoch 90)acc (%): 22.77
1033
+ 2024-05-29 08:49:17,070 - INFO -
1034
+ No prior
1035
+ 2024-05-29 08:49:17,310 - INFO - (24426,)
1036
+ 2024-05-29 08:49:28,593 - INFO - Split ID: 0
1037
+ 2024-05-29 08:49:28,594 - INFO - Top 1 (Epoch 90)acc (%): 60.2
1038
+ 2024-05-29 08:49:28,594 - INFO - Top 3 (Epoch 90)acc (%): 77.9
1039
+ 2024-05-29 08:49:28,594 - INFO - Top 5 (Epoch 90)acc (%): 83.29
1040
+ 2024-05-29 08:49:28,594 - INFO - Top 10 (Epoch 90)acc (%): 88.5
1041
+ 2024-05-29 08:50:12,228 - INFO - Split ID: 0
1042
+ 2024-05-29 08:50:12,229 - INFO - Top 1 (Epoch 90)acc (%): 72.97
1043
+ 2024-05-29 08:50:12,229 - INFO - Top 3 (Epoch 90)acc (%): 86.76
1044
+ 2024-05-29 08:50:12,229 - INFO - Top 5 (Epoch 90)acc (%): 90.07
1045
+ 2024-05-29 08:50:12,229 - INFO - Top 10 (Epoch 90)acc (%): 93.18
1046
+ 2024-05-29 08:50:55,837 - INFO - Split ID: 0
1047
+ 2024-05-29 08:50:55,838 - INFO - Top 1 (Epoch 90)acc (%): 72.97
1048
+ 2024-05-29 08:50:55,838 - INFO - for optuna top1: 72.97
1049
+ 2024-05-29 08:50:55,838 - INFO - Top 3 (Epoch 90)acc (%): 86.76
1050
+ 2024-05-29 08:50:55,838 - INFO - Top 5 (Epoch 90)acc (%): 90.07
1051
+ 2024-05-29 08:50:55,838 - INFO - Top 10 (Epoch 90)acc (%): 93.18
1052
+ 2024-05-29 08:50:55,850 - INFO -
1053
+ Epoch 91
1054
+ 2024-05-29 08:52:26,794 - INFO - [51200/436063] Loss : 0.2222
1055
+ 2024-05-29 08:53:55,972 - INFO - [102400/436063] Loss : 0.2229
1056
+ 2024-05-29 08:55:24,749 - INFO - [153600/436063] Loss : 0.2225
1057
+ 2024-05-29 08:56:48,910 - INFO - [204800/436063] Loss : 0.2223
1058
+ 2024-05-29 08:58:18,791 - INFO - [256000/436063] Loss : 0.2226
1059
+ 2024-05-29 08:58:28,876 - INFO - [262144/436063] Loss : 0.2227
1060
+ 2024-05-29 08:59:10,758 - INFO - Test loss : 0.6047
1061
+ 2024-05-29 08:59:10,759 - INFO -
1062
+ Epoch 92
1063
+ 2024-05-29 09:00:36,425 - INFO - [51200/436063] Loss : 0.2212
1064
+ 2024-05-29 09:02:06,974 - INFO - [102400/436063] Loss : 0.2219
1065
+ 2024-05-29 09:03:35,822 - INFO - [153600/436063] Loss : 0.2222
1066
+ 2024-05-29 09:05:08,724 - INFO - [204800/436063] Loss : 0.2220
1067
+ 2024-05-29 09:06:37,879 - INFO - [256000/436063] Loss : 0.2221
1068
+ 2024-05-29 09:06:47,876 - INFO - [262144/436063] Loss : 0.2223
1069
+ 2024-05-29 09:07:29,863 - INFO - Test loss : 0.6069
1070
+ 2024-05-29 09:07:29,863 - INFO -
1071
+ Epoch 93
1072
+ 2024-05-29 09:09:00,790 - INFO - [51200/436063] Loss : 0.2222
1073
+ 2024-05-29 09:10:29,964 - INFO - [102400/436063] Loss : 0.2222
1074
+ 2024-05-29 09:11:59,100 - INFO - [153600/436063] Loss : 0.2226
1075
+ 2024-05-29 09:13:25,601 - INFO - [204800/436063] Loss : 0.2228
1076
+ 2024-05-29 09:14:54,357 - INFO - [256000/436063] Loss : 0.2233
1077
+ 2024-05-29 09:15:04,458 - INFO - [262144/436063] Loss : 0.2233
1078
+ 2024-05-29 09:15:46,572 - INFO - Test loss : 0.6073
1079
+ 2024-05-29 09:15:46,572 - INFO -
1080
+ Epoch 94
1081
+ 2024-05-29 09:17:17,441 - INFO - [51200/436063] Loss : 0.2233
1082
+ 2024-05-29 09:18:46,322 - INFO - [102400/436063] Loss : 0.2219
1083
+ 2024-05-29 09:20:15,244 - INFO - [153600/436063] Loss : 0.2220
1084
+ 2024-05-29 09:21:44,462 - INFO - [204800/436063] Loss : 0.2222
1085
+ 2024-05-29 09:23:12,691 - INFO - [256000/436063] Loss : 0.2226
1086
+ 2024-05-29 09:23:23,269 - INFO - [262144/436063] Loss : 0.2226
1087
+ 2024-05-29 09:24:08,265 - INFO - Test loss : 0.6071
1088
+ 2024-05-29 09:24:08,265 - INFO -
1089
+ Epoch 95
1090
+ 2024-05-29 09:25:39,768 - INFO - [51200/436063] Loss : 0.2210
1091
+ 2024-05-29 09:27:08,694 - INFO - [102400/436063] Loss : 0.2220
1092
+ 2024-05-29 09:28:37,574 - INFO - [153600/436063] Loss : 0.2219
1093
+ 2024-05-29 09:30:06,907 - INFO - [204800/436063] Loss : 0.2221
1094
+ 2024-05-29 09:31:36,155 - INFO - [256000/436063] Loss : 0.2219
1095
+ 2024-05-29 09:31:46,177 - INFO - [262144/436063] Loss : 0.2220
1096
+ 2024-05-29 09:32:28,298 - INFO - Test loss : 0.6174
1097
+ 2024-05-29 09:32:28,298 - INFO -
1098
+ Epoch 96
1099
+ 2024-05-29 09:33:59,335 - INFO - [51200/436063] Loss : 0.2235
1100
+ 2024-05-29 09:35:28,099 - INFO - [102400/436063] Loss : 0.2227
1101
+ 2024-05-29 09:36:57,022 - INFO - [153600/436063] Loss : 0.2233
1102
+ 2024-05-29 09:38:26,280 - INFO - [204800/436063] Loss : 0.2235
1103
+ 2024-05-29 09:39:55,535 - INFO - [256000/436063] Loss : 0.2234
1104
+ 2024-05-29 09:40:05,607 - INFO - [262144/436063] Loss : 0.2234
1105
+ 2024-05-29 09:40:47,687 - INFO - Test loss : 0.6185
1106
+ 2024-05-29 09:40:47,688 - INFO -
1107
+ Epoch 97
1108
+ 2024-05-29 09:42:18,216 - INFO - [51200/436063] Loss : 0.2228
1109
+ 2024-05-29 09:43:51,605 - INFO - [102400/436063] Loss : 0.2220
1110
+ 2024-05-29 09:45:20,567 - INFO - [153600/436063] Loss : 0.2222
1111
+ 2024-05-29 09:46:49,961 - INFO - [204800/436063] Loss : 0.2220
1112
+ 2024-05-29 09:48:19,305 - INFO - [256000/436063] Loss : 0.2220
1113
+ 2024-05-29 09:48:29,453 - INFO - [262144/436063] Loss : 0.2220
1114
+ 2024-05-29 09:49:11,359 - INFO - Test loss : 0.6225
1115
+ 2024-05-29 09:49:11,359 - INFO -
1116
+ Epoch 98
1117
+ 2024-05-29 09:50:42,547 - INFO - [51200/436063] Loss : 0.2214
1118
+ 2024-05-29 09:52:11,747 - INFO - [102400/436063] Loss : 0.2215
1119
+ 2024-05-29 09:53:41,132 - INFO - [153600/436063] Loss : 0.2215
1120
+ 2024-05-29 09:55:09,184 - INFO - [204800/436063] Loss : 0.2215
1121
+ 2024-05-29 09:56:37,998 - INFO - [256000/436063] Loss : 0.2219
1122
+ 2024-05-29 09:56:47,984 - INFO - [262144/436063] Loss : 0.2219
1123
+ 2024-05-29 09:57:30,078 - INFO - Test loss : 0.6194
1124
+ 2024-05-29 09:57:30,078 - INFO -
1125
+ Epoch 99
1126
+ 2024-05-29 09:59:01,359 - INFO - [51200/436063] Loss : 0.2205
1127
+ 2024-05-29 10:00:30,455 - INFO - [102400/436063] Loss : 0.2211
1128
+ 2024-05-29 10:02:01,218 - INFO - [153600/436063] Loss : 0.2214
1129
+ 2024-05-29 10:03:32,448 - INFO - [204800/436063] Loss : 0.2212
1130
+ 2024-05-29 10:05:01,187 - INFO - [256000/436063] Loss : 0.2214
1131
+ 2024-05-29 10:05:11,273 - INFO - [262144/436063] Loss : 0.2215
1132
+ 2024-05-29 10:05:53,338 - INFO - Test loss : 0.6195
1133
+ 2024-05-29 10:05:53,338 - INFO - Saving output model to ../models/sphere2vec_sphereC/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1134
+ 2024-05-29 10:05:53,452 - INFO - Saving output model to ../models/sphere2vec_sphereC/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1135
+ 2024-05-29 10:05:53,668 - INFO -
1136
+ No prior
1137
+ 2024-05-29 10:05:53,953 - INFO - (24426,)
1138
+ 2024-05-29 10:06:05,657 - INFO - Split ID: 0
1139
+ 2024-05-29 10:06:05,657 - INFO - Top 1 acc (%): 60.2
1140
+ 2024-05-29 10:06:05,657 - INFO - Top 3 acc (%): 77.9
1141
+ 2024-05-29 10:06:05,657 - INFO - Top 5 acc (%): 83.29
1142
+ 2024-05-29 10:06:05,657 - INFO - Top 10 acc (%): 88.5
1143
+ 2024-05-29 10:06:49,419 - INFO - Split ID: 0
1144
+ 2024-05-29 10:06:49,419 - INFO - Top 1 acc (%): 72.93
1145
+ 2024-05-29 10:06:49,419 - INFO - Top 3 acc (%): 86.65
1146
+ 2024-05-29 10:06:49,420 - INFO - Top 5 acc (%): 89.98
1147
+ 2024-05-29 10:06:49,420 - INFO - Top 10 acc (%): 93.15
1148
+ 2024-05-29 10:07:33,029 - INFO - Split ID: 0
1149
+ 2024-05-29 10:07:33,029 - INFO - Top 1 acc (%): 72.93
1150
+ 2024-05-29 10:07:33,029 - INFO - for optuna top1: 72.93
1151
+ 2024-05-29 10:07:33,029 - INFO - Top 3 acc (%): 86.65
1152
+ 2024-05-29 10:07:33,029 - INFO - Top 5 acc (%): 89.98
1153
+ 2024-05-29 10:07:33,029 - INFO - Top 10 acc (%): 93.15
1154
+ 2024-05-29 10:07:33,044 - INFO -
1155
+ Sphere2Vec-sphereC
1156
+ 2024-05-29 10:07:33,044 - INFO - Model : model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1157
+ 2024-05-29 10:07:34,099 - INFO - (24343,)
1158
+ 2024-05-29 10:07:57,831 - INFO - Split ID: 0
1159
+ 2024-05-29 10:07:57,845 - INFO - Top 1 LocEnc acc (%): 4.81
1160
+ 2024-05-29 10:07:57,846 - INFO - Top 3 LocEnc acc (%): 10.46
1161
+ 2024-05-29 10:07:57,847 - INFO - Top 5 LocEnc acc (%): 14.82
1162
+ 2024-05-29 10:07:57,848 - INFO - Top 10 LocEnc acc (%): 22.57
1163
+ 2024-05-30 20:25:18,420 - INFO -
1164
+ num_classes 8142
1165
+ 2024-05-30 20:25:18,442 - INFO - num train 436063
1166
+ 2024-05-30 20:25:18,442 - INFO - num val 24343
1167
+ 2024-05-30 20:25:18,442 - INFO - train loss full_loss
1168
+ 2024-05-30 20:25:18,442 - INFO - model name ../models/sphere2vec_sphereC/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1169
+ 2024-05-30 20:25:18,442 - INFO - num users 18643
1170
+ 2024-05-30 20:25:18,756 - INFO -
1171
+ Only Sphere2Vec-sphereC
1172
+ 2024-05-30 20:25:18,757 - INFO - Model : model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1173
+ 2024-05-30 20:25:19,173 - INFO - Saving output model to ../models/sphere2vec_sphereC/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1174
+ 2024-05-30 20:25:19,581 - INFO - Saving output model to ../models/sphere2vec_sphereC/model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1175
+ 2024-05-30 20:25:19,979 - INFO -
1176
+ No prior
1177
+ 2024-05-30 20:25:20,287 - INFO - (24426,)
1178
+ 2024-05-30 20:25:37,708 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
1179
+ 2024-05-30 20:25:37,709 - INFO - Split ID: 0
1180
+ 2024-05-30 20:25:37,709 - INFO - Top 1 acc (%): 60.2
1181
+ 2024-05-30 20:25:37,709 - INFO - Top 3 acc (%): 77.9
1182
+ 2024-05-30 20:25:37,709 - INFO - Top 5 acc (%): 83.29
1183
+ 2024-05-30 20:25:37,709 - INFO - Top 10 acc (%): 88.5
1184
+ 2024-05-30 20:26:03,233 - INFO - Split ID: 0
1185
+ 2024-05-30 20:26:03,234 - INFO - Top 1 hit (%): 72.93
1186
+ 2024-05-30 20:26:03,234 - INFO - Top 3 hit (%): 86.65
1187
+ 2024-05-30 20:26:03,234 - INFO - Top 5 hit (%): 89.98
1188
+ 2024-05-30 20:26:03,234 - INFO - Top 10 hit (%): 93.15
1189
+ 2024-05-30 20:26:03,240 - INFO -
1190
+ Only Sphere2Vec-sphereC
1191
+ 2024-05-30 20:26:03,240 - INFO - Model : model_inat_2018_Sphere2Vec-sphereC_0.0005_64_0.0010000_1_1024_leakyrelu.pth.tar
1192
+ 2024-05-30 20:26:04,043 - INFO - (24343,)
1193
+ 2024-05-30 20:26:24,151 - INFO - Split ID: 0
1194
+ 2024-05-30 20:26:24,160 - INFO - Top 1 LocEnc acc (%): 4.81
1195
+ 2024-05-30 20:26:24,161 - INFO - Top 3 LocEnc acc (%): 10.46
1196
+ 2024-05-30 20:26:24,162 - INFO - Top 5 LocEnc acc (%): 14.82
1197
+ 2024-05-30 20:26:24,163 - INFO - Top 10 LocEnc acc (%): 22.57