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Upload data/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.log with huggingface_hub

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data/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.log ADDED
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1
+ 2024-05-25 13:46:49,914 - INFO -
2
+ num_classes 8142
3
+ 2024-05-25 13:46:49,914 - INFO - num train 436063
4
+ 2024-05-25 13:46:49,914 - INFO - num val 24343
5
+ 2024-05-25 13:46:49,914 - INFO - train loss full_loss
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+ 2024-05-25 13:46:49,914 - INFO - model name ../models/space2vec_theory/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
7
+ 2024-05-25 13:46:49,914 - INFO - num users 18643
8
+ 2024-05-25 13:46:50,816 - INFO -
9
+ Epoch 0
10
+ 2024-05-25 13:47:24,357 - INFO - [204800/436063] Loss : 1.6830
11
+ 2024-05-25 13:47:32,929 - INFO - [262144/436063] Loss : 1.4991
12
+ 2024-05-25 13:47:36,399 - INFO - Test loss : 0.2698
13
+ 2024-05-25 13:47:36,399 - INFO -
14
+ Epoch 1
15
+ 2024-05-25 13:48:10,666 - INFO - [204800/436063] Loss : 0.6526
16
+ 2024-05-25 13:48:19,416 - INFO - [262144/436063] Loss : 0.6402
17
+ 2024-05-25 13:48:23,112 - INFO - Test loss : 0.1556
18
+ 2024-05-25 13:48:23,112 - INFO -
19
+ Epoch 2
20
+ 2024-05-25 13:48:56,707 - INFO - [204800/436063] Loss : 0.5398
21
+ 2024-05-25 13:49:05,164 - INFO - [262144/436063] Loss : 0.5358
22
+ 2024-05-25 13:49:08,727 - INFO - Test loss : 0.1479
23
+ 2024-05-25 13:49:08,727 - INFO -
24
+ Epoch 3
25
+ 2024-05-25 13:49:41,622 - INFO - [204800/436063] Loss : 0.4860
26
+ 2024-05-25 13:49:49,839 - INFO - [262144/436063] Loss : 0.4837
27
+ 2024-05-25 13:49:53,159 - INFO - Test loss : 0.1327
28
+ 2024-05-25 13:49:53,160 - INFO -
29
+ Epoch 4
30
+ 2024-05-25 13:50:26,408 - INFO - [204800/436063] Loss : 0.4521
31
+ 2024-05-25 13:50:35,059 - INFO - [262144/436063] Loss : 0.4515
32
+ 2024-05-25 13:50:38,828 - INFO - Test loss : 0.1361
33
+ 2024-05-25 13:50:38,828 - INFO -
34
+ Epoch 5
35
+ 2024-05-25 13:51:14,113 - INFO - [204800/436063] Loss : 0.4307
36
+ 2024-05-25 13:51:22,723 - INFO - [262144/436063] Loss : 0.4303
37
+ 2024-05-25 13:51:26,205 - INFO - Test loss : 0.1489
38
+ 2024-05-25 13:51:26,206 - INFO -
39
+ Epoch 6
40
+ 2024-05-25 13:51:58,102 - INFO - [204800/436063] Loss : 0.4122
41
+ 2024-05-25 13:52:06,755 - INFO - [262144/436063] Loss : 0.4124
42
+ 2024-05-25 13:52:10,383 - INFO - Test loss : 0.1514
43
+ 2024-05-25 13:52:10,383 - INFO -
44
+ Epoch 7
45
+ 2024-05-25 13:52:43,023 - INFO - [204800/436063] Loss : 0.3964
46
+ 2024-05-25 13:52:51,837 - INFO - [262144/436063] Loss : 0.3975
47
+ 2024-05-25 13:52:55,352 - INFO - Test loss : 0.1469
48
+ 2024-05-25 13:52:55,353 - INFO -
49
+ Epoch 8
50
+ 2024-05-25 13:53:30,343 - INFO - [204800/436063] Loss : 0.3861
51
+ 2024-05-25 13:53:39,256 - INFO - [262144/436063] Loss : 0.3870
52
+ 2024-05-25 13:53:42,906 - INFO - Test loss : 0.1578
53
+ 2024-05-25 13:53:42,906 - INFO -
54
+ Epoch 9
55
+ 2024-05-25 13:54:18,026 - INFO - [204800/436063] Loss : 0.3752
56
+ 2024-05-25 13:54:27,456 - INFO - [262144/436063] Loss : 0.3766
57
+ 2024-05-25 13:54:30,899 - INFO - Test loss : 0.1752
58
+ 2024-05-25 13:54:30,899 - INFO -
59
+ Epoch 10
60
+ 2024-05-25 13:55:04,518 - INFO - [204800/436063] Loss : 0.3682
61
+ 2024-05-25 13:55:12,509 - INFO - [262144/436063] Loss : 0.3691
62
+ 2024-05-25 13:55:15,967 - INFO - Test loss : 0.1782
63
+ 2024-05-25 13:55:16,730 - INFO - (24343,)
64
+ 2024-05-25 13:55:42,133 - INFO - Split ID: 0
65
+ 2024-05-25 13:55:42,142 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.61
66
+ 2024-05-25 13:55:42,143 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.3
67
+ 2024-05-25 13:55:42,143 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 6.79
68
+ 2024-05-25 13:55:42,144 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 12.18
69
+ 2024-05-25 13:55:42,252 - INFO -
70
+ No prior
71
+ 2024-05-25 13:55:42,494 - INFO - (24426,)
72
+ 2024-05-25 13:55:53,504 - INFO - Split ID: 0
73
+ 2024-05-25 13:55:53,504 - INFO - Top 1 (Epoch 10)acc (%): 60.2
74
+ 2024-05-25 13:55:53,504 - INFO - Top 3 (Epoch 10)acc (%): 77.9
75
+ 2024-05-25 13:55:53,504 - INFO - Top 5 (Epoch 10)acc (%): 83.29
76
+ 2024-05-25 13:55:53,504 - INFO - Top 10 (Epoch 10)acc (%): 88.5
77
+ 2024-05-25 13:56:16,339 - INFO - Split ID: 0
78
+ 2024-05-25 13:56:16,339 - INFO - Top 1 (Epoch 10)acc (%): 72.24
79
+ 2024-05-25 13:56:16,339 - INFO - Top 3 (Epoch 10)acc (%): 87.2
80
+ 2024-05-25 13:56:16,339 - INFO - Top 5 (Epoch 10)acc (%): 90.72
81
+ 2024-05-25 13:56:16,339 - INFO - Top 10 (Epoch 10)acc (%): 93.88
82
+ 2024-05-25 13:56:16,340 - INFO -
83
+ Epoch 11
84
+ 2024-05-25 13:56:50,719 - INFO - [204800/436063] Loss : 0.3588
85
+ 2024-05-25 13:56:59,374 - INFO - [262144/436063] Loss : 0.3603
86
+ 2024-05-25 13:57:02,645 - INFO - Test loss : 0.1842
87
+ 2024-05-25 13:57:02,646 - INFO -
88
+ Epoch 12
89
+ 2024-05-25 13:57:35,062 - INFO - [204800/436063] Loss : 0.3537
90
+ 2024-05-25 13:57:43,286 - INFO - [262144/436063] Loss : 0.3547
91
+ 2024-05-25 13:57:46,525 - INFO - Test loss : 0.1814
92
+ 2024-05-25 13:57:46,525 - INFO -
93
+ Epoch 13
94
+ 2024-05-25 13:58:20,527 - INFO - [204800/436063] Loss : 0.3484
95
+ 2024-05-25 13:58:29,404 - INFO - [262144/436063] Loss : 0.3494
96
+ 2024-05-25 13:58:33,079 - INFO - Test loss : 0.1829
97
+ 2024-05-25 13:58:33,080 - INFO -
98
+ Epoch 14
99
+ 2024-05-25 13:59:05,123 - INFO - [204800/436063] Loss : 0.3441
100
+ 2024-05-25 13:59:13,478 - INFO - [262144/436063] Loss : 0.3447
101
+ 2024-05-25 13:59:16,889 - INFO - Test loss : 0.1869
102
+ 2024-05-25 13:59:16,889 - INFO -
103
+ Epoch 15
104
+ 2024-05-25 13:59:50,640 - INFO - [204800/436063] Loss : 0.3384
105
+ 2024-05-25 13:59:59,393 - INFO - [262144/436063] Loss : 0.3394
106
+ 2024-05-25 14:00:02,872 - INFO - Test loss : 0.1967
107
+ 2024-05-25 14:00:02,872 - INFO -
108
+ Epoch 16
109
+ 2024-05-25 14:00:38,168 - INFO - [204800/436063] Loss : 0.3348
110
+ 2024-05-25 14:00:50,238 - INFO - [262144/436063] Loss : 0.3361
111
+ 2024-05-25 14:00:54,001 - INFO - Test loss : 0.2114
112
+ 2024-05-25 14:00:54,001 - INFO -
113
+ Epoch 17
114
+ 2024-05-25 14:01:30,426 - INFO - [204800/436063] Loss : 0.3291
115
+ 2024-05-25 14:01:39,878 - INFO - [262144/436063] Loss : 0.3305
116
+ 2024-05-25 14:01:43,625 - INFO - Test loss : 0.2232
117
+ 2024-05-25 14:01:43,625 - INFO -
118
+ Epoch 18
119
+ 2024-05-25 14:02:19,537 - INFO - [204800/436063] Loss : 0.3261
120
+ 2024-05-25 14:02:27,795 - INFO - [262144/436063] Loss : 0.3273
121
+ 2024-05-25 14:02:30,882 - INFO - Test loss : 0.2113
122
+ 2024-05-25 14:02:30,883 - INFO -
123
+ Epoch 19
124
+ 2024-05-25 14:03:02,330 - INFO - [204800/436063] Loss : 0.3221
125
+ 2024-05-25 14:03:10,269 - INFO - [262144/436063] Loss : 0.3236
126
+ 2024-05-25 14:03:13,411 - INFO - Test loss : 0.2260
127
+ 2024-05-25 14:03:13,411 - INFO -
128
+ Epoch 20
129
+ 2024-05-25 14:03:43,480 - INFO - [204800/436063] Loss : 0.3201
130
+ 2024-05-25 14:03:51,372 - INFO - [262144/436063] Loss : 0.3214
131
+ 2024-05-25 14:03:55,091 - INFO - Test loss : 0.2203
132
+ 2024-05-25 14:03:55,789 - INFO - (24343,)
133
+ 2024-05-25 14:04:16,107 - INFO - Split ID: 0
134
+ 2024-05-25 14:04:16,116 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 2.8
135
+ 2024-05-25 14:04:16,116 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 6.85
136
+ 2024-05-25 14:04:16,117 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 10.09
137
+ 2024-05-25 14:04:16,118 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 16.96
138
+ 2024-05-25 14:04:16,224 - INFO -
139
+ No prior
140
+ 2024-05-25 14:04:16,448 - INFO - (24426,)
141
+ 2024-05-25 14:04:26,012 - INFO - Split ID: 0
142
+ 2024-05-25 14:04:26,013 - INFO - Top 1 (Epoch 20)acc (%): 60.2
143
+ 2024-05-25 14:04:26,013 - INFO - Top 3 (Epoch 20)acc (%): 77.9
144
+ 2024-05-25 14:04:26,013 - INFO - Top 5 (Epoch 20)acc (%): 83.29
145
+ 2024-05-25 14:04:26,013 - INFO - Top 10 (Epoch 20)acc (%): 88.5
146
+ 2024-05-25 14:04:49,521 - INFO - Split ID: 0
147
+ 2024-05-25 14:04:49,521 - INFO - Top 1 (Epoch 20)acc (%): 72.84
148
+ 2024-05-25 14:04:49,521 - INFO - Top 3 (Epoch 20)acc (%): 87.48
149
+ 2024-05-25 14:04:49,521 - INFO - Top 5 (Epoch 20)acc (%): 90.84
150
+ 2024-05-25 14:04:49,521 - INFO - Top 10 (Epoch 20)acc (%): 94.01
151
+ 2024-05-25 14:04:49,522 - INFO -
152
+ Epoch 21
153
+ 2024-05-25 14:05:22,712 - INFO - [204800/436063] Loss : 0.3167
154
+ 2024-05-25 14:05:31,573 - INFO - [262144/436063] Loss : 0.3182
155
+ 2024-05-25 14:05:34,755 - INFO - Test loss : 0.2460
156
+ 2024-05-25 14:05:34,755 - INFO -
157
+ Epoch 22
158
+ 2024-05-25 14:06:08,812 - INFO - [204800/436063] Loss : 0.3146
159
+ 2024-05-25 14:06:17,529 - INFO - [262144/436063] Loss : 0.3155
160
+ 2024-05-25 14:06:21,020 - INFO - Test loss : 0.2313
161
+ 2024-05-25 14:06:21,020 - INFO -
162
+ Epoch 23
163
+ 2024-05-25 14:06:55,790 - INFO - [204800/436063] Loss : 0.3109
164
+ 2024-05-25 14:07:04,096 - INFO - [262144/436063] Loss : 0.3127
165
+ 2024-05-25 14:07:07,491 - INFO - Test loss : 0.2331
166
+ 2024-05-25 14:07:07,492 - INFO -
167
+ Epoch 24
168
+ 2024-05-25 14:07:41,000 - INFO - [204800/436063] Loss : 0.3108
169
+ 2024-05-25 14:07:49,860 - INFO - [262144/436063] Loss : 0.3114
170
+ 2024-05-25 14:07:53,371 - INFO - Test loss : 0.2555
171
+ 2024-05-25 14:07:53,371 - INFO -
172
+ Epoch 25
173
+ 2024-05-25 14:08:26,402 - INFO - [204800/436063] Loss : 0.3070
174
+ 2024-05-25 14:08:34,839 - INFO - [262144/436063] Loss : 0.3079
175
+ 2024-05-25 14:08:38,159 - INFO - Test loss : 0.2531
176
+ 2024-05-25 14:08:38,159 - INFO -
177
+ Epoch 26
178
+ 2024-05-25 14:09:10,065 - INFO - [204800/436063] Loss : 0.3049
179
+ 2024-05-25 14:09:18,135 - INFO - [262144/436063] Loss : 0.3060
180
+ 2024-05-25 14:09:21,559 - INFO - Test loss : 0.2498
181
+ 2024-05-25 14:09:21,560 - INFO -
182
+ Epoch 27
183
+ 2024-05-25 14:09:56,302 - INFO - [204800/436063] Loss : 0.3026
184
+ 2024-05-25 14:10:04,545 - INFO - [262144/436063] Loss : 0.3041
185
+ 2024-05-25 14:10:08,047 - INFO - Test loss : 0.2438
186
+ 2024-05-25 14:10:08,048 - INFO -
187
+ Epoch 28
188
+ 2024-05-25 14:10:40,986 - INFO - [204800/436063] Loss : 0.3005
189
+ 2024-05-25 14:10:49,100 - INFO - [262144/436063] Loss : 0.3018
190
+ 2024-05-25 14:10:52,294 - INFO - Test loss : 0.2505
191
+ 2024-05-25 14:10:52,294 - INFO -
192
+ Epoch 29
193
+ 2024-05-25 14:11:24,212 - INFO - [204800/436063] Loss : 0.2992
194
+ 2024-05-25 14:11:32,278 - INFO - [262144/436063] Loss : 0.2997
195
+ 2024-05-25 14:11:35,602 - INFO - Test loss : 0.2768
196
+ 2024-05-25 14:11:35,603 - INFO -
197
+ Epoch 30
198
+ 2024-05-25 14:12:07,177 - INFO - [204800/436063] Loss : 0.2967
199
+ 2024-05-25 14:12:15,644 - INFO - [262144/436063] Loss : 0.2977
200
+ 2024-05-25 14:12:19,276 - INFO - Test loss : 0.2587
201
+ 2024-05-25 14:12:19,976 - INFO - (24343,)
202
+ 2024-05-25 14:12:40,314 - INFO - Split ID: 0
203
+ 2024-05-25 14:12:40,323 - INFO - Top 1 LocEnc (Epoch 30)acc (%): 3.1
204
+ 2024-05-25 14:12:40,323 - INFO - Top 3 LocEnc (Epoch 30)acc (%): 7.77
205
+ 2024-05-25 14:12:40,324 - INFO - Top 5 LocEnc (Epoch 30)acc (%): 11.6
206
+ 2024-05-25 14:12:40,325 - INFO - Top 10 LocEnc (Epoch 30)acc (%): 19.37
207
+ 2024-05-25 14:12:40,425 - INFO -
208
+ No prior
209
+ 2024-05-25 14:12:40,637 - INFO - (24426,)
210
+ 2024-05-25 14:12:50,159 - INFO - Split ID: 0
211
+ 2024-05-25 14:12:50,160 - INFO - Top 1 (Epoch 30)acc (%): 60.2
212
+ 2024-05-25 14:12:50,160 - INFO - Top 3 (Epoch 30)acc (%): 77.9
213
+ 2024-05-25 14:12:50,160 - INFO - Top 5 (Epoch 30)acc (%): 83.29
214
+ 2024-05-25 14:12:50,160 - INFO - Top 10 (Epoch 30)acc (%): 88.5
215
+ 2024-05-25 14:13:14,446 - INFO - Split ID: 0
216
+ 2024-05-25 14:13:14,447 - INFO - Top 1 (Epoch 30)acc (%): 73.0
217
+ 2024-05-25 14:13:14,447 - INFO - Top 3 (Epoch 30)acc (%): 87.55
218
+ 2024-05-25 14:13:14,447 - INFO - Top 5 (Epoch 30)acc (%): 90.93
219
+ 2024-05-25 14:13:14,447 - INFO - Top 10 (Epoch 30)acc (%): 94.05
220
+ 2024-05-25 14:13:14,447 - INFO -
221
+ Epoch 31
222
+ 2024-05-25 14:13:53,037 - INFO - [204800/436063] Loss : 0.2955
223
+ 2024-05-25 14:14:04,141 - INFO - [262144/436063] Loss : 0.2967
224
+ 2024-05-25 14:14:08,257 - INFO - Test loss : 0.2607
225
+ 2024-05-25 14:14:08,257 - INFO -
226
+ Epoch 32
227
+ 2024-05-25 14:14:41,603 - INFO - [204800/436063] Loss : 0.2937
228
+ 2024-05-25 14:14:50,237 - INFO - [262144/436063] Loss : 0.2945
229
+ 2024-05-25 14:14:53,384 - INFO - Test loss : 0.2871
230
+ 2024-05-25 14:14:53,384 - INFO -
231
+ Epoch 33
232
+ 2024-05-25 14:15:24,249 - INFO - [204800/436063] Loss : 0.2905
233
+ 2024-05-25 14:15:32,205 - INFO - [262144/436063] Loss : 0.2915
234
+ 2024-05-25 14:15:35,298 - INFO - Test loss : 0.2687
235
+ 2024-05-25 14:15:35,298 - INFO -
236
+ Epoch 34
237
+ 2024-05-25 14:16:08,114 - INFO - [204800/436063] Loss : 0.2902
238
+ 2024-05-25 14:16:16,345 - INFO - [262144/436063] Loss : 0.2913
239
+ 2024-05-25 14:16:20,065 - INFO - Test loss : 0.2996
240
+ 2024-05-25 14:16:20,066 - INFO -
241
+ Epoch 35
242
+ 2024-05-25 14:16:52,863 - INFO - [204800/436063] Loss : 0.2885
243
+ 2024-05-25 14:17:01,027 - INFO - [262144/436063] Loss : 0.2890
244
+ 2024-05-25 14:17:04,408 - INFO - Test loss : 0.2824
245
+ 2024-05-25 14:17:04,408 - INFO -
246
+ Epoch 36
247
+ 2024-05-25 14:17:36,158 - INFO - [204800/436063] Loss : 0.2879
248
+ 2024-05-25 14:17:44,229 - INFO - [262144/436063] Loss : 0.2887
249
+ 2024-05-25 14:17:47,450 - INFO - Test loss : 0.2986
250
+ 2024-05-25 14:17:47,450 - INFO -
251
+ Epoch 37
252
+ 2024-05-25 14:18:19,214 - INFO - [204800/436063] Loss : 0.2854
253
+ 2024-05-25 14:18:27,443 - INFO - [262144/436063] Loss : 0.2863
254
+ 2024-05-25 14:18:30,648 - INFO - Test loss : 0.3049
255
+ 2024-05-25 14:18:30,648 - INFO -
256
+ Epoch 38
257
+ 2024-05-25 14:19:03,688 - INFO - [204800/436063] Loss : 0.2835
258
+ 2024-05-25 14:19:12,481 - INFO - [262144/436063] Loss : 0.2847
259
+ 2024-05-25 14:19:16,045 - INFO - Test loss : 0.2744
260
+ 2024-05-25 14:19:16,045 - INFO -
261
+ Epoch 39
262
+ 2024-05-25 14:19:51,684 - INFO - [204800/436063] Loss : 0.2825
263
+ 2024-05-25 14:20:00,384 - INFO - [262144/436063] Loss : 0.2832
264
+ 2024-05-25 14:20:03,860 - INFO - Test loss : 0.3075
265
+ 2024-05-25 14:20:03,860 - INFO -
266
+ Epoch 40
267
+ 2024-05-25 14:20:35,403 - INFO - [204800/436063] Loss : 0.2819
268
+ 2024-05-25 14:20:43,261 - INFO - [262144/436063] Loss : 0.2823
269
+ 2024-05-25 14:20:46,693 - INFO - Test loss : 0.2933
270
+ 2024-05-25 14:20:47,392 - INFO - (24343,)
271
+ 2024-05-25 14:21:07,841 - INFO - Split ID: 0
272
+ 2024-05-25 14:21:07,850 - INFO - Top 1 LocEnc (Epoch 40)acc (%): 3.74
273
+ 2024-05-25 14:21:07,851 - INFO - Top 3 LocEnc (Epoch 40)acc (%): 8.92
274
+ 2024-05-25 14:21:07,852 - INFO - Top 5 LocEnc (Epoch 40)acc (%): 13.15
275
+ 2024-05-25 14:21:07,853 - INFO - Top 10 LocEnc (Epoch 40)acc (%): 21.02
276
+ 2024-05-25 14:21:07,953 - INFO -
277
+ No prior
278
+ 2024-05-25 14:21:08,175 - INFO - (24426,)
279
+ 2024-05-25 14:21:17,739 - INFO - Split ID: 0
280
+ 2024-05-25 14:21:17,740 - INFO - Top 1 (Epoch 40)acc (%): 60.2
281
+ 2024-05-25 14:21:17,740 - INFO - Top 3 (Epoch 40)acc (%): 77.9
282
+ 2024-05-25 14:21:17,740 - INFO - Top 5 (Epoch 40)acc (%): 83.29
283
+ 2024-05-25 14:21:17,740 - INFO - Top 10 (Epoch 40)acc (%): 88.5
284
+ 2024-05-25 14:21:41,087 - INFO - Split ID: 0
285
+ 2024-05-25 14:21:41,087 - INFO - Top 1 (Epoch 40)acc (%): 73.23
286
+ 2024-05-25 14:21:41,087 - INFO - Top 3 (Epoch 40)acc (%): 87.6
287
+ 2024-05-25 14:21:41,087 - INFO - Top 5 (Epoch 40)acc (%): 90.95
288
+ 2024-05-25 14:21:41,087 - INFO - Top 10 (Epoch 40)acc (%): 94.03
289
+ 2024-05-25 14:21:41,088 - INFO -
290
+ Epoch 41
291
+ 2024-05-25 14:22:12,432 - INFO - [204800/436063] Loss : 0.2801
292
+ 2024-05-25 14:22:20,650 - INFO - [262144/436063] Loss : 0.2810
293
+ 2024-05-25 14:22:23,964 - INFO - Test loss : 0.3059
294
+ 2024-05-25 14:22:23,964 - INFO -
295
+ Epoch 42
296
+ 2024-05-25 14:22:58,406 - INFO - [204800/436063] Loss : 0.2782
297
+ 2024-05-25 14:23:07,072 - INFO - [262144/436063] Loss : 0.2792
298
+ 2024-05-25 14:23:10,652 - INFO - Test loss : 0.3069
299
+ 2024-05-25 14:23:10,652 - INFO -
300
+ Epoch 43
301
+ 2024-05-25 14:23:43,823 - INFO - [204800/436063] Loss : 0.2776
302
+ 2024-05-25 14:23:52,033 - INFO - [262144/436063] Loss : 0.2786
303
+ 2024-05-25 14:23:55,673 - INFO - Test loss : 0.3212
304
+ 2024-05-25 14:23:55,673 - INFO -
305
+ Epoch 44
306
+ 2024-05-25 14:24:29,075 - INFO - [204800/436063] Loss : 0.2773
307
+ 2024-05-25 14:24:37,696 - INFO - [262144/436063] Loss : 0.2780
308
+ 2024-05-25 14:24:40,795 - INFO - Test loss : 0.3054
309
+ 2024-05-25 14:24:40,795 - INFO -
310
+ Epoch 45
311
+ 2024-05-25 14:25:14,175 - INFO - [204800/436063] Loss : 0.2752
312
+ 2024-05-25 14:25:22,937 - INFO - [262144/436063] Loss : 0.2760
313
+ 2024-05-25 14:25:26,609 - INFO - Test loss : 0.3236
314
+ 2024-05-25 14:25:26,610 - INFO -
315
+ Epoch 46
316
+ 2024-05-25 14:26:00,650 - INFO - [204800/436063] Loss : 0.2744
317
+ 2024-05-25 14:26:09,207 - INFO - [262144/436063] Loss : 0.2750
318
+ 2024-05-25 14:26:12,277 - INFO - Test loss : 0.3202
319
+ 2024-05-25 14:26:12,277 - INFO -
320
+ Epoch 47
321
+ 2024-05-25 14:26:46,225 - INFO - [204800/436063] Loss : 0.2729
322
+ 2024-05-25 14:26:55,321 - INFO - [262144/436063] Loss : 0.2735
323
+ 2024-05-25 14:26:58,923 - INFO - Test loss : 0.3192
324
+ 2024-05-25 14:26:58,923 - INFO -
325
+ Epoch 48
326
+ 2024-05-25 14:27:34,471 - INFO - [204800/436063] Loss : 0.2721
327
+ 2024-05-25 14:27:43,236 - INFO - [262144/436063] Loss : 0.2728
328
+ 2024-05-25 14:27:46,307 - INFO - Test loss : 0.3309
329
+ 2024-05-25 14:27:46,307 - INFO -
330
+ Epoch 49
331
+ 2024-05-25 14:28:19,132 - INFO - [204800/436063] Loss : 0.2719
332
+ 2024-05-25 14:28:27,335 - INFO - [262144/436063] Loss : 0.2726
333
+ 2024-05-25 14:28:30,586 - INFO - Test loss : 0.3131
334
+ 2024-05-25 14:28:30,587 - INFO -
335
+ Epoch 50
336
+ 2024-05-25 14:29:03,772 - INFO - [204800/436063] Loss : 0.2697
337
+ 2024-05-25 14:29:12,591 - INFO - [262144/436063] Loss : 0.2706
338
+ 2024-05-25 14:29:16,273 - INFO - Test loss : 0.3216
339
+ 2024-05-25 14:29:16,981 - INFO - (24343,)
340
+ 2024-05-25 14:29:37,369 - INFO - Split ID: 0
341
+ 2024-05-25 14:29:37,378 - INFO - Top 1 LocEnc (Epoch 50)acc (%): 3.87
342
+ 2024-05-25 14:29:37,379 - INFO - Top 3 LocEnc (Epoch 50)acc (%): 9.29
343
+ 2024-05-25 14:29:37,380 - INFO - Top 5 LocEnc (Epoch 50)acc (%): 13.69
344
+ 2024-05-25 14:29:37,381 - INFO - Top 10 LocEnc (Epoch 50)acc (%): 21.77
345
+ 2024-05-25 14:29:37,481 - INFO -
346
+ No prior
347
+ 2024-05-25 14:29:37,690 - INFO - (24426,)
348
+ 2024-05-25 14:29:47,242 - INFO - Split ID: 0
349
+ 2024-05-25 14:29:47,242 - INFO - Top 1 (Epoch 50)acc (%): 60.2
350
+ 2024-05-25 14:29:47,242 - INFO - Top 3 (Epoch 50)acc (%): 77.9
351
+ 2024-05-25 14:29:47,242 - INFO - Top 5 (Epoch 50)acc (%): 83.29
352
+ 2024-05-25 14:29:47,242 - INFO - Top 10 (Epoch 50)acc (%): 88.5
353
+ 2024-05-25 14:30:10,876 - INFO - Split ID: 0
354
+ 2024-05-25 14:30:10,877 - INFO - Top 1 (Epoch 50)acc (%): 73.29
355
+ 2024-05-25 14:30:10,877 - INFO - Top 3 (Epoch 50)acc (%): 87.61
356
+ 2024-05-25 14:30:10,877 - INFO - Top 5 (Epoch 50)acc (%): 90.94
357
+ 2024-05-25 14:30:10,877 - INFO - Top 10 (Epoch 50)acc (%): 93.95
358
+ 2024-05-25 14:30:10,877 - INFO -
359
+ Epoch 51
360
+ 2024-05-25 14:30:44,417 - INFO - [204800/436063] Loss : 0.2695
361
+ 2024-05-25 14:30:53,279 - INFO - [262144/436063] Loss : 0.2699
362
+ 2024-05-25 14:30:56,886 - INFO - Test loss : 0.3333
363
+ 2024-05-25 14:30:56,886 - INFO -
364
+ Epoch 52
365
+ 2024-05-25 14:31:30,398 - INFO - [204800/436063] Loss : 0.2682
366
+ 2024-05-25 14:31:38,986 - INFO - [262144/436063] Loss : 0.2690
367
+ 2024-05-25 14:31:42,576 - INFO - Test loss : 0.3269
368
+ 2024-05-25 14:31:42,578 - INFO -
369
+ Epoch 53
370
+ 2024-05-25 14:32:15,478 - INFO - [204800/436063] Loss : 0.2679
371
+ 2024-05-25 14:32:23,847 - INFO - [262144/436063] Loss : 0.2683
372
+ 2024-05-25 14:32:27,314 - INFO - Test loss : 0.3471
373
+ 2024-05-25 14:32:27,314 - INFO -
374
+ Epoch 54
375
+ 2024-05-25 14:33:00,614 - INFO - [204800/436063] Loss : 0.2663
376
+ 2024-05-25 14:33:09,789 - INFO - [262144/436063] Loss : 0.2674
377
+ 2024-05-25 14:33:13,276 - INFO - Test loss : 0.3280
378
+ 2024-05-25 14:33:13,276 - INFO -
379
+ Epoch 55
380
+ 2024-05-25 14:33:46,228 - INFO - [204800/436063] Loss : 0.2651
381
+ 2024-05-25 14:33:54,999 - INFO - [262144/436063] Loss : 0.2653
382
+ 2024-05-25 14:33:58,454 - INFO - Test loss : 0.3448
383
+ 2024-05-25 14:33:58,454 - INFO -
384
+ Epoch 56
385
+ 2024-05-25 14:34:31,201 - INFO - [204800/436063] Loss : 0.2650
386
+ 2024-05-25 14:34:39,646 - INFO - [262144/436063] Loss : 0.2654
387
+ 2024-05-25 14:34:43,346 - INFO - Test loss : 0.3485
388
+ 2024-05-25 14:34:43,346 - INFO -
389
+ Epoch 57
390
+ 2024-05-25 14:35:15,673 - INFO - [204800/436063] Loss : 0.2632
391
+ 2024-05-25 14:35:23,929 - INFO - [262144/436063] Loss : 0.2640
392
+ 2024-05-25 14:35:27,090 - INFO - Test loss : 0.3628
393
+ 2024-05-25 14:35:27,090 - INFO -
394
+ Epoch 58
395
+ 2024-05-25 14:36:01,364 - INFO - [204800/436063] Loss : 0.2625
396
+ 2024-05-25 14:36:10,465 - INFO - [262144/436063] Loss : 0.2636
397
+ 2024-05-25 14:36:14,000 - INFO - Test loss : 0.3654
398
+ 2024-05-25 14:36:14,000 - INFO -
399
+ Epoch 59
400
+ 2024-05-25 14:36:49,126 - INFO - [204800/436063] Loss : 0.2635
401
+ 2024-05-25 14:36:57,904 - INFO - [262144/436063] Loss : 0.2637
402
+ 2024-05-25 14:37:01,231 - INFO - Test loss : 0.3590
403
+ 2024-05-25 14:37:01,231 - INFO -
404
+ Epoch 60
405
+ 2024-05-25 14:37:32,911 - INFO - [204800/436063] Loss : 0.2614
406
+ 2024-05-25 14:37:41,178 - INFO - [262144/436063] Loss : 0.2615
407
+ 2024-05-25 14:37:44,352 - INFO - Test loss : 0.3781
408
+ 2024-05-25 14:37:45,070 - INFO - (24343,)
409
+ 2024-05-25 14:38:05,460 - INFO - Split ID: 0
410
+ 2024-05-25 14:38:05,469 - INFO - Top 1 LocEnc (Epoch 60)acc (%): 4.54
411
+ 2024-05-25 14:38:05,470 - INFO - Top 3 LocEnc (Epoch 60)acc (%): 10.28
412
+ 2024-05-25 14:38:05,471 - INFO - Top 5 LocEnc (Epoch 60)acc (%): 14.64
413
+ 2024-05-25 14:38:05,472 - INFO - Top 10 LocEnc (Epoch 60)acc (%): 23.11
414
+ 2024-05-25 14:38:05,577 - INFO -
415
+ No prior
416
+ 2024-05-25 14:38:05,799 - INFO - (24426,)
417
+ 2024-05-25 14:38:15,360 - INFO - Split ID: 0
418
+ 2024-05-25 14:38:15,360 - INFO - Top 1 (Epoch 60)acc (%): 60.2
419
+ 2024-05-25 14:38:15,360 - INFO - Top 3 (Epoch 60)acc (%): 77.9
420
+ 2024-05-25 14:38:15,360 - INFO - Top 5 (Epoch 60)acc (%): 83.29
421
+ 2024-05-25 14:38:15,360 - INFO - Top 10 (Epoch 60)acc (%): 88.5
422
+ 2024-05-25 14:38:39,115 - INFO - Split ID: 0
423
+ 2024-05-25 14:38:39,116 - INFO - Top 1 (Epoch 60)acc (%): 73.57
424
+ 2024-05-25 14:38:39,116 - INFO - Top 3 (Epoch 60)acc (%): 87.65
425
+ 2024-05-25 14:38:39,116 - INFO - Top 5 (Epoch 60)acc (%): 90.87
426
+ 2024-05-25 14:38:39,116 - INFO - Top 10 (Epoch 60)acc (%): 93.85
427
+ 2024-05-25 14:38:39,116 - INFO -
428
+ Epoch 61
429
+ 2024-05-25 14:39:11,950 - INFO - [204800/436063] Loss : 0.2602
430
+ 2024-05-25 14:39:20,269 - INFO - [262144/436063] Loss : 0.2606
431
+ 2024-05-25 14:39:23,383 - INFO - Test loss : 0.3661
432
+ 2024-05-25 14:39:23,384 - INFO -
433
+ Epoch 62
434
+ 2024-05-25 14:39:57,023 - INFO - [204800/436063] Loss : 0.2600
435
+ 2024-05-25 14:40:06,086 - INFO - [262144/436063] Loss : 0.2606
436
+ 2024-05-25 14:40:09,653 - INFO - Test loss : 0.3538
437
+ 2024-05-25 14:40:09,654 - INFO -
438
+ Epoch 63
439
+ 2024-05-25 14:40:44,325 - INFO - [204800/436063] Loss : 0.2587
440
+ 2024-05-25 14:40:53,226 - INFO - [262144/436063] Loss : 0.2596
441
+ 2024-05-25 14:40:56,827 - INFO - Test loss : 0.3623
442
+ 2024-05-25 14:40:56,827 - INFO -
443
+ Epoch 64
444
+ 2024-05-25 14:41:32,169 - INFO - [204800/436063] Loss : 0.2585
445
+ 2024-05-25 14:41:40,671 - INFO - [262144/436063] Loss : 0.2592
446
+ 2024-05-25 14:41:44,199 - INFO - Test loss : 0.3705
447
+ 2024-05-25 14:41:44,199 - INFO -
448
+ Epoch 65
449
+ 2024-05-25 14:42:17,164 - INFO - [204800/436063] Loss : 0.2576
450
+ 2024-05-25 14:42:25,363 - INFO - [262144/436063] Loss : 0.2581
451
+ 2024-05-25 14:42:28,495 - INFO - Test loss : 0.3615
452
+ 2024-05-25 14:42:28,495 - INFO -
453
+ Epoch 66
454
+ 2024-05-25 14:43:00,600 - INFO - [204800/436063] Loss : 0.2565
455
+ 2024-05-25 14:43:09,127 - INFO - [262144/436063] Loss : 0.2567
456
+ 2024-05-25 14:43:12,665 - INFO - Test loss : 0.3717
457
+ 2024-05-25 14:43:12,665 - INFO -
458
+ Epoch 67
459
+ 2024-05-25 14:43:46,965 - INFO - [204800/436063] Loss : 0.2560
460
+ 2024-05-25 14:43:55,309 - INFO - [262144/436063] Loss : 0.2566
461
+ 2024-05-25 14:43:58,641 - INFO - Test loss : 0.3782
462
+ 2024-05-25 14:43:58,642 - INFO -
463
+ Epoch 68
464
+ 2024-05-25 14:44:30,515 - INFO - [204800/436063] Loss : 0.2551
465
+ 2024-05-25 14:44:39,731 - INFO - [262144/436063] Loss : 0.2556
466
+ 2024-05-25 14:44:43,040 - INFO - Test loss : 0.3730
467
+ 2024-05-25 14:44:43,040 - INFO -
468
+ Epoch 69
469
+ 2024-05-25 14:45:15,553 - INFO - [204800/436063] Loss : 0.2537
470
+ 2024-05-25 14:45:23,526 - INFO - [262144/436063] Loss : 0.2544
471
+ 2024-05-25 14:45:26,662 - INFO - Test loss : 0.3568
472
+ 2024-05-25 14:45:26,662 - INFO -
473
+ Epoch 70
474
+ 2024-05-25 14:45:59,063 - INFO - [204800/436063] Loss : 0.2542
475
+ 2024-05-25 14:46:07,468 - INFO - [262144/436063] Loss : 0.2547
476
+ 2024-05-25 14:46:10,840 - INFO - Test loss : 0.3791
477
+ 2024-05-25 14:46:11,541 - INFO - (24343,)
478
+ 2024-05-25 14:46:31,917 - INFO - Split ID: 0
479
+ 2024-05-25 14:46:31,926 - INFO - Top 1 LocEnc (Epoch 70)acc (%): 4.94
480
+ 2024-05-25 14:46:31,927 - INFO - Top 3 LocEnc (Epoch 70)acc (%): 11.06
481
+ 2024-05-25 14:46:31,928 - INFO - Top 5 LocEnc (Epoch 70)acc (%): 15.59
482
+ 2024-05-25 14:46:31,929 - INFO - Top 10 LocEnc (Epoch 70)acc (%): 24.01
483
+ 2024-05-25 14:46:32,036 - INFO -
484
+ No prior
485
+ 2024-05-25 14:46:32,259 - INFO - (24426,)
486
+ 2024-05-25 14:46:41,839 - INFO - Split ID: 0
487
+ 2024-05-25 14:46:41,840 - INFO - Top 1 (Epoch 70)acc (%): 60.2
488
+ 2024-05-25 14:46:41,840 - INFO - Top 3 (Epoch 70)acc (%): 77.9
489
+ 2024-05-25 14:46:41,840 - INFO - Top 5 (Epoch 70)acc (%): 83.29
490
+ 2024-05-25 14:46:41,840 - INFO - Top 10 (Epoch 70)acc (%): 88.5
491
+ 2024-05-25 14:47:05,280 - INFO - Split ID: 0
492
+ 2024-05-25 14:47:05,280 - INFO - Top 1 (Epoch 70)acc (%): 73.53
493
+ 2024-05-25 14:47:05,281 - INFO - Top 3 (Epoch 70)acc (%): 87.58
494
+ 2024-05-25 14:47:05,281 - INFO - Top 5 (Epoch 70)acc (%): 90.83
495
+ 2024-05-25 14:47:05,281 - INFO - Top 10 (Epoch 70)acc (%): 93.87
496
+ 2024-05-25 14:47:05,281 - INFO -
497
+ Epoch 71
498
+ 2024-05-25 14:47:39,395 - INFO - [204800/436063] Loss : 0.2537
499
+ 2024-05-25 14:47:47,625 - INFO - [262144/436063] Loss : 0.2540
500
+ 2024-05-25 14:47:50,961 - INFO - Test loss : 0.3797
501
+ 2024-05-25 14:47:50,961 - INFO -
502
+ Epoch 72
503
+ 2024-05-25 14:48:24,263 - INFO - [204800/436063] Loss : 0.2525
504
+ 2024-05-25 14:48:32,658 - INFO - [262144/436063] Loss : 0.2536
505
+ 2024-05-25 14:48:36,058 - INFO - Test loss : 0.3802
506
+ 2024-05-25 14:48:36,058 - INFO -
507
+ Epoch 73
508
+ 2024-05-25 14:49:08,132 - INFO - [204800/436063] Loss : 0.2518
509
+ 2024-05-25 14:49:16,423 - INFO - [262144/436063] Loss : 0.2524
510
+ 2024-05-25 14:49:19,761 - INFO - Test loss : 0.3866
511
+ 2024-05-25 14:49:19,761 - INFO -
512
+ Epoch 74
513
+ 2024-05-25 14:49:53,610 - INFO - [204800/436063] Loss : 0.2513
514
+ 2024-05-25 14:50:02,227 - INFO - [262144/436063] Loss : 0.2519
515
+ 2024-05-25 14:50:05,552 - INFO - Test loss : 0.3902
516
+ 2024-05-25 14:50:05,552 - INFO -
517
+ Epoch 75
518
+ 2024-05-25 14:50:37,490 - INFO - [204800/436063] Loss : 0.2514
519
+ 2024-05-25 14:50:46,177 - INFO - [262144/436063] Loss : 0.2515
520
+ 2024-05-25 14:50:49,664 - INFO - Test loss : 0.3887
521
+ 2024-05-25 14:50:49,664 - INFO -
522
+ Epoch 76
523
+ 2024-05-25 14:51:22,500 - INFO - [204800/436063] Loss : 0.2503
524
+ 2024-05-25 14:51:30,719 - INFO - [262144/436063] Loss : 0.2507
525
+ 2024-05-25 14:51:34,039 - INFO - Test loss : 0.3757
526
+ 2024-05-25 14:51:34,039 - INFO -
527
+ Epoch 77
528
+ 2024-05-25 14:52:05,547 - INFO - [204800/436063] Loss : 0.2498
529
+ 2024-05-25 14:52:13,513 - INFO - [262144/436063] Loss : 0.2503
530
+ 2024-05-25 14:52:16,957 - INFO - Test loss : 0.3947
531
+ 2024-05-25 14:52:16,958 - INFO -
532
+ Epoch 78
533
+ 2024-05-25 14:52:51,375 - INFO - [204800/436063] Loss : 0.2484
534
+ 2024-05-25 14:53:00,916 - INFO - [262144/436063] Loss : 0.2486
535
+ 2024-05-25 14:53:04,521 - INFO - Test loss : 0.3967
536
+ 2024-05-25 14:53:04,521 - INFO -
537
+ Epoch 79
538
+ 2024-05-25 14:53:37,546 - INFO - [204800/436063] Loss : 0.2481
539
+ 2024-05-25 14:53:45,793 - INFO - [262144/436063] Loss : 0.2485
540
+ 2024-05-25 14:53:49,088 - INFO - Test loss : 0.4166
541
+ 2024-05-25 14:53:49,088 - INFO -
542
+ Epoch 80
543
+ 2024-05-25 14:54:22,087 - INFO - [204800/436063] Loss : 0.2473
544
+ 2024-05-25 14:54:30,978 - INFO - [262144/436063] Loss : 0.2480
545
+ 2024-05-25 14:54:34,660 - INFO - Test loss : 0.3973
546
+ 2024-05-25 14:54:35,381 - INFO - (24343,)
547
+ 2024-05-25 14:54:55,882 - INFO - Split ID: 0
548
+ 2024-05-25 14:54:55,891 - INFO - Top 1 LocEnc (Epoch 80)acc (%): 4.9
549
+ 2024-05-25 14:54:55,892 - INFO - Top 3 LocEnc (Epoch 80)acc (%): 11.22
550
+ 2024-05-25 14:54:55,893 - INFO - Top 5 LocEnc (Epoch 80)acc (%): 16.02
551
+ 2024-05-25 14:54:55,894 - INFO - Top 10 LocEnc (Epoch 80)acc (%): 24.33
552
+ 2024-05-25 14:54:55,993 - INFO -
553
+ No prior
554
+ 2024-05-25 14:54:56,202 - INFO - (24426,)
555
+ 2024-05-25 14:55:05,841 - INFO - Split ID: 0
556
+ 2024-05-25 14:55:05,841 - INFO - Top 1 (Epoch 80)acc (%): 60.2
557
+ 2024-05-25 14:55:05,842 - INFO - Top 3 (Epoch 80)acc (%): 77.9
558
+ 2024-05-25 14:55:05,842 - INFO - Top 5 (Epoch 80)acc (%): 83.29
559
+ 2024-05-25 14:55:05,842 - INFO - Top 10 (Epoch 80)acc (%): 88.5
560
+ 2024-05-25 14:55:29,604 - INFO - Split ID: 0
561
+ 2024-05-25 14:55:29,604 - INFO - Top 1 (Epoch 80)acc (%): 73.47
562
+ 2024-05-25 14:55:29,604 - INFO - Top 3 (Epoch 80)acc (%): 87.58
563
+ 2024-05-25 14:55:29,604 - INFO - Top 5 (Epoch 80)acc (%): 90.8
564
+ 2024-05-25 14:55:29,604 - INFO - Top 10 (Epoch 80)acc (%): 93.83
565
+ 2024-05-25 14:55:29,605 - INFO -
566
+ Epoch 81
567
+ 2024-05-25 14:56:03,149 - INFO - [204800/436063] Loss : 0.2479
568
+ 2024-05-25 14:56:11,248 - INFO - [262144/436063] Loss : 0.2483
569
+ 2024-05-25 14:56:14,611 - INFO - Test loss : 0.3979
570
+ 2024-05-25 14:56:14,611 - INFO -
571
+ Epoch 82
572
+ 2024-05-25 14:56:46,207 - INFO - [204800/436063] Loss : 0.2461
573
+ 2024-05-25 14:56:54,373 - INFO - [262144/436063] Loss : 0.2468
574
+ 2024-05-25 14:56:57,651 - INFO - Test loss : 0.4113
575
+ 2024-05-25 14:56:57,652 - INFO -
576
+ Epoch 83
577
+ 2024-05-25 14:57:32,463 - INFO - [204800/436063] Loss : 0.2461
578
+ 2024-05-25 14:57:41,224 - INFO - [262144/436063] Loss : 0.2464
579
+ 2024-05-25 14:57:44,468 - INFO - Test loss : 0.3978
580
+ 2024-05-25 14:57:44,469 - INFO -
581
+ Epoch 84
582
+ 2024-05-25 14:58:18,307 - INFO - [204800/436063] Loss : 0.2456
583
+ 2024-05-25 14:58:27,110 - INFO - [262144/436063] Loss : 0.2458
584
+ 2024-05-25 14:58:30,732 - INFO - Test loss : 0.4110
585
+ 2024-05-25 14:58:30,733 - INFO -
586
+ Epoch 85
587
+ 2024-05-25 14:59:03,476 - INFO - [204800/436063] Loss : 0.2446
588
+ 2024-05-25 14:59:11,696 - INFO - [262144/436063] Loss : 0.2448
589
+ 2024-05-25 14:59:15,165 - INFO - Test loss : 0.4138
590
+ 2024-05-25 14:59:15,165 - INFO -
591
+ Epoch 86
592
+ 2024-05-25 14:59:49,290 - INFO - [204800/436063] Loss : 0.2441
593
+ 2024-05-25 14:59:58,205 - INFO - [262144/436063] Loss : 0.2448
594
+ 2024-05-25 15:00:01,933 - INFO - Test loss : 0.4054
595
+ 2024-05-25 15:00:01,933 - INFO -
596
+ Epoch 87
597
+ 2024-05-25 15:00:36,625 - INFO - [204800/436063] Loss : 0.2443
598
+ 2024-05-25 15:00:44,894 - INFO - [262144/436063] Loss : 0.2444
599
+ 2024-05-25 15:00:48,373 - INFO - Test loss : 0.4172
600
+ 2024-05-25 15:00:48,374 - INFO -
601
+ Epoch 88
602
+ 2024-05-25 15:01:20,600 - INFO - [204800/436063] Loss : 0.2440
603
+ 2024-05-25 15:01:28,761 - INFO - [262144/436063] Loss : 0.2443
604
+ 2024-05-25 15:01:31,994 - INFO - Test loss : 0.4135
605
+ 2024-05-25 15:01:31,994 - INFO -
606
+ Epoch 89
607
+ 2024-05-25 15:02:05,725 - INFO - [204800/436063] Loss : 0.2433
608
+ 2024-05-25 15:02:13,800 - INFO - [262144/436063] Loss : 0.2435
609
+ 2024-05-25 15:02:16,996 - INFO - Test loss : 0.4212
610
+ 2024-05-25 15:02:16,996 - INFO -
611
+ Epoch 90
612
+ 2024-05-25 15:02:52,270 - INFO - [204800/436063] Loss : 0.2422
613
+ 2024-05-25 15:03:01,121 - INFO - [262144/436063] Loss : 0.2424
614
+ 2024-05-25 15:03:04,225 - INFO - Test loss : 0.4274
615
+ 2024-05-25 15:03:04,927 - INFO - (24343,)
616
+ 2024-05-25 15:03:25,333 - INFO - Split ID: 0
617
+ 2024-05-25 15:03:25,342 - INFO - Top 1 LocEnc (Epoch 90)acc (%): 5.02
618
+ 2024-05-25 15:03:25,343 - INFO - Top 3 LocEnc (Epoch 90)acc (%): 11.41
619
+ 2024-05-25 15:03:25,344 - INFO - Top 5 LocEnc (Epoch 90)acc (%): 16.19
620
+ 2024-05-25 15:03:25,345 - INFO - Top 10 LocEnc (Epoch 90)acc (%): 24.89
621
+ 2024-05-25 15:03:25,446 - INFO -
622
+ No prior
623
+ 2024-05-25 15:03:25,660 - INFO - (24426,)
624
+ 2024-05-25 15:03:35,211 - INFO - Split ID: 0
625
+ 2024-05-25 15:03:35,211 - INFO - Top 1 (Epoch 90)acc (%): 60.2
626
+ 2024-05-25 15:03:35,211 - INFO - Top 3 (Epoch 90)acc (%): 77.9
627
+ 2024-05-25 15:03:35,211 - INFO - Top 5 (Epoch 90)acc (%): 83.29
628
+ 2024-05-25 15:03:35,211 - INFO - Top 10 (Epoch 90)acc (%): 88.5
629
+ 2024-05-25 15:03:58,789 - INFO - Split ID: 0
630
+ 2024-05-25 15:03:58,790 - INFO - Top 1 (Epoch 90)acc (%): 73.45
631
+ 2024-05-25 15:03:58,790 - INFO - Top 3 (Epoch 90)acc (%): 87.42
632
+ 2024-05-25 15:03:58,790 - INFO - Top 5 (Epoch 90)acc (%): 90.63
633
+ 2024-05-25 15:03:58,790 - INFO - Top 10 (Epoch 90)acc (%): 93.67
634
+ 2024-05-25 15:03:58,790 - INFO -
635
+ Epoch 91
636
+ 2024-05-25 15:04:31,688 - INFO - [204800/436063] Loss : 0.2420
637
+ 2024-05-25 15:04:40,293 - INFO - [262144/436063] Loss : 0.2420
638
+ 2024-05-25 15:04:43,773 - INFO - Test loss : 0.4089
639
+ 2024-05-25 15:04:43,773 - INFO -
640
+ Epoch 92
641
+ 2024-05-25 15:05:16,475 - INFO - [204800/436063] Loss : 0.2419
642
+ 2024-05-25 15:05:24,762 - INFO - [262144/436063] Loss : 0.2423
643
+ 2024-05-25 15:05:28,094 - INFO - Test loss : 0.4181
644
+ 2024-05-25 15:05:28,095 - INFO -
645
+ Epoch 93
646
+ 2024-05-25 15:06:01,407 - INFO - [204800/436063] Loss : 0.2415
647
+ 2024-05-25 15:06:09,505 - INFO - [262144/436063] Loss : 0.2417
648
+ 2024-05-25 15:06:12,709 - INFO - Test loss : 0.4223
649
+ 2024-05-25 15:06:12,710 - INFO -
650
+ Epoch 94
651
+ 2024-05-25 15:06:46,420 - INFO - [204800/436063] Loss : 0.2402
652
+ 2024-05-25 15:06:54,867 - INFO - [262144/436063] Loss : 0.2408
653
+ 2024-05-25 15:06:58,132 - INFO - Test loss : 0.4275
654
+ 2024-05-25 15:06:58,132 - INFO -
655
+ Epoch 95
656
+ 2024-05-25 15:07:30,039 - INFO - [204800/436063] Loss : 0.2404
657
+ 2024-05-25 15:07:38,033 - INFO - [262144/436063] Loss : 0.2408
658
+ 2024-05-25 15:07:41,278 - INFO - Test loss : 0.4326
659
+ 2024-05-25 15:07:41,278 - INFO -
660
+ Epoch 96
661
+ 2024-05-25 15:08:13,601 - INFO - [204800/436063] Loss : 0.2392
662
+ 2024-05-25 15:08:22,422 - INFO - [262144/436063] Loss : 0.2396
663
+ 2024-05-25 15:08:26,021 - INFO - Test loss : 0.4290
664
+ 2024-05-25 15:08:26,021 - INFO -
665
+ Epoch 97
666
+ 2024-05-25 15:09:01,012 - INFO - [204800/436063] Loss : 0.2394
667
+ 2024-05-25 15:09:09,826 - INFO - [262144/436063] Loss : 0.2396
668
+ 2024-05-25 15:09:13,338 - INFO - Test loss : 0.4290
669
+ 2024-05-25 15:09:13,338 - INFO -
670
+ Epoch 98
671
+ 2024-05-25 15:09:45,685 - INFO - [204800/436063] Loss : 0.2397
672
+ 2024-05-25 15:09:53,791 - INFO - [262144/436063] Loss : 0.2398
673
+ 2024-05-25 15:09:57,253 - INFO - Test loss : 0.4344
674
+ 2024-05-25 15:09:57,253 - INFO -
675
+ Epoch 99
676
+ 2024-05-25 15:10:30,197 - INFO - [204800/436063] Loss : 0.2389
677
+ 2024-05-25 15:10:40,564 - INFO - [262144/436063] Loss : 0.2394
678
+ 2024-05-25 15:10:44,879 - INFO - Test loss : 0.4375
679
+ 2024-05-25 15:10:44,879 - INFO - Saving output model to ../models/space2vec_theory/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
680
+ 2024-05-25 15:10:44,943 - INFO - Saving output model to ../models/space2vec_theory/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
681
+ 2024-05-25 15:10:46,959 - INFO -
682
+ No prior
683
+ 2024-05-25 15:10:53,403 - INFO - (24426,)
684
+ 2024-05-25 15:11:16,449 - INFO - Split ID: 0
685
+ 2024-05-25 15:11:16,450 - INFO - Top 1 acc (%): 60.2
686
+ 2024-05-25 15:11:16,450 - INFO - Top 3 acc (%): 77.9
687
+ 2024-05-25 15:11:16,450 - INFO - Top 5 acc (%): 83.29
688
+ 2024-05-25 15:11:16,450 - INFO - Top 10 acc (%): 88.5
689
+ 2024-05-25 15:11:40,945 - INFO - Split ID: 0
690
+ 2024-05-25 15:11:40,945 - INFO - Top 1 acc (%): 73.52
691
+ 2024-05-25 15:11:40,945 - INFO - Top 3 acc (%): 87.37
692
+ 2024-05-25 15:11:40,945 - INFO - Top 5 acc (%): 90.62
693
+ 2024-05-25 15:11:40,945 - INFO - Top 10 acc (%): 93.64
694
+ 2024-05-25 15:11:40,946 - INFO -
695
+ Space2Vec-theory
696
+ 2024-05-25 15:11:40,946 - INFO - Model : model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
697
+ 2024-05-25 15:11:41,717 - INFO - (24343,)
698
+ 2024-05-25 15:12:02,123 - INFO - Split ID: 0
699
+ 2024-05-25 15:12:02,132 - INFO - Top 1 LocEnc acc (%): 5.4
700
+ 2024-05-25 15:12:02,133 - INFO - Top 3 LocEnc acc (%): 11.91
701
+ 2024-05-25 15:12:02,134 - INFO - Top 5 LocEnc acc (%): 16.67
702
+ 2024-05-25 15:12:02,135 - INFO - Top 10 LocEnc acc (%): 25.42
703
+ 2024-05-31 01:53:00,293 - INFO -
704
+ num_classes 8142
705
+ 2024-05-31 01:53:00,293 - INFO - num train 436063
706
+ 2024-05-31 01:53:00,293 - INFO - num val 24343
707
+ 2024-05-31 01:53:00,293 - INFO - train loss full_loss
708
+ 2024-05-31 01:53:00,293 - INFO - model name ../models/space2vec_theory/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
709
+ 2024-05-31 01:53:00,293 - INFO - num users 18643
710
+ 2024-05-31 01:53:01,186 - INFO -
711
+ Only Space2Vec-theory
712
+ 2024-05-31 01:53:01,187 - INFO - Model : model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
713
+ 2024-05-31 01:53:01,501 - INFO - Saving output model to ../models/space2vec_theory/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
714
+ 2024-05-31 01:53:01,712 - INFO - Saving output model to ../models/space2vec_theory/model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
715
+ 2024-05-31 01:53:02,046 - INFO -
716
+ No prior
717
+ 2024-05-31 01:53:02,277 - INFO - (24426,)
718
+ 2024-05-31 01:53:19,462 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
719
+ 2024-05-31 01:53:19,462 - INFO - Split ID: 0
720
+ 2024-05-31 01:53:19,462 - INFO - Top 1 acc (%): 60.2
721
+ 2024-05-31 01:53:19,462 - INFO - Top 3 acc (%): 77.9
722
+ 2024-05-31 01:53:19,462 - INFO - Top 5 acc (%): 83.29
723
+ 2024-05-31 01:53:19,463 - INFO - Top 10 acc (%): 88.5
724
+ 2024-05-31 01:53:45,419 - INFO - Split ID: 0
725
+ 2024-05-31 01:53:45,419 - INFO - Top 1 hit (%): 73.52
726
+ 2024-05-31 01:53:45,419 - INFO - Top 3 hit (%): 87.37
727
+ 2024-05-31 01:53:45,419 - INFO - Top 5 hit (%): 90.62
728
+ 2024-05-31 01:53:45,419 - INFO - Top 10 hit (%): 93.64
729
+ 2024-05-31 01:53:45,426 - INFO -
730
+ Only Space2Vec-theory
731
+ 2024-05-31 01:53:45,426 - INFO - Model : model_inat_2018_Space2Vec-theory_0.0200_64_0.0500000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
732
+ 2024-05-31 01:53:46,187 - INFO - (24343,)
733
+ 2024-05-31 01:54:06,271 - INFO - Split ID: 0
734
+ 2024-05-31 01:54:06,279 - INFO - Top 1 LocEnc acc (%): 5.4
735
+ 2024-05-31 01:54:06,280 - INFO - Top 3 LocEnc acc (%): 11.91
736
+ 2024-05-31 01:54:06,281 - INFO - Top 5 LocEnc acc (%): 16.67
737
+ 2024-05-31 01:54:06,282 - INFO - Top 10 LocEnc acc (%): 25.42