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Upload data/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.log with huggingface_hub

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data/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.log ADDED
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1
+ 2024-05-23 05:32:38,036 - INFO -
2
+ num_classes 8142
3
+ 2024-05-23 05:32:38,036 - INFO - num train 436063
4
+ 2024-05-23 05:32:38,036 - INFO - num val 24343
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+ 2024-05-23 05:32:38,036 - INFO - train loss full_loss
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+ 2024-05-23 05:32:38,036 - INFO - model name ../models/space2vec_grid/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
7
+ 2024-05-23 05:32:38,037 - INFO - num users 18643
8
+ 2024-05-23 05:32:38,976 - INFO -
9
+ Epoch 0
10
+ 2024-05-23 05:33:09,424 - INFO - [204800/436063] Loss : 1.1212
11
+ 2024-05-23 05:33:17,312 - INFO - [262144/436063] Loss : 1.0361
12
+ 2024-05-23 05:33:20,089 - INFO - Test loss : 0.2476
13
+ 2024-05-23 05:33:20,090 - INFO -
14
+ Epoch 1
15
+ 2024-05-23 05:33:48,853 - INFO - [204800/436063] Loss : 0.5766
16
+ 2024-05-23 05:33:56,042 - INFO - [262144/436063] Loss : 0.5677
17
+ 2024-05-23 05:33:59,213 - INFO - Test loss : 0.2012
18
+ 2024-05-23 05:33:59,214 - INFO -
19
+ Epoch 2
20
+ 2024-05-23 05:34:27,021 - INFO - [204800/436063] Loss : 0.4802
21
+ 2024-05-23 05:34:34,643 - INFO - [262144/436063] Loss : 0.4795
22
+ 2024-05-23 05:34:37,611 - INFO - Test loss : 0.1852
23
+ 2024-05-23 05:34:37,611 - INFO -
24
+ Epoch 3
25
+ 2024-05-23 05:35:06,149 - INFO - [204800/436063] Loss : 0.4398
26
+ 2024-05-23 05:35:13,347 - INFO - [262144/436063] Loss : 0.4390
27
+ 2024-05-23 05:35:16,041 - INFO - Test loss : 0.1881
28
+ 2024-05-23 05:35:16,041 - INFO -
29
+ Epoch 4
30
+ 2024-05-23 05:35:44,970 - INFO - [204800/436063] Loss : 0.4138
31
+ 2024-05-23 05:35:51,735 - INFO - [262144/436063] Loss : 0.4148
32
+ 2024-05-23 05:35:54,277 - INFO - Test loss : 0.1868
33
+ 2024-05-23 05:35:54,278 - INFO -
34
+ Epoch 5
35
+ 2024-05-23 05:36:20,959 - INFO - [204800/436063] Loss : 0.3962
36
+ 2024-05-23 05:36:28,434 - INFO - [262144/436063] Loss : 0.3973
37
+ 2024-05-23 05:36:30,978 - INFO - Test loss : 0.1967
38
+ 2024-05-23 05:36:30,978 - INFO -
39
+ Epoch 6
40
+ 2024-05-23 05:36:56,839 - INFO - [204800/436063] Loss : 0.3829
41
+ 2024-05-23 05:37:03,523 - INFO - [262144/436063] Loss : 0.3835
42
+ 2024-05-23 05:37:06,255 - INFO - Test loss : 0.2072
43
+ 2024-05-23 05:37:06,255 - INFO -
44
+ Epoch 7
45
+ 2024-05-23 05:37:32,965 - INFO - [204800/436063] Loss : 0.3708
46
+ 2024-05-23 05:37:39,903 - INFO - [262144/436063] Loss : 0.3721
47
+ 2024-05-23 05:37:42,556 - INFO - Test loss : 0.2102
48
+ 2024-05-23 05:37:42,556 - INFO -
49
+ Epoch 8
50
+ 2024-05-23 05:38:09,165 - INFO - [204800/436063] Loss : 0.3629
51
+ 2024-05-23 05:38:16,168 - INFO - [262144/436063] Loss : 0.3637
52
+ 2024-05-23 05:38:18,664 - INFO - Test loss : 0.2158
53
+ 2024-05-23 05:38:18,664 - INFO -
54
+ Epoch 9
55
+ 2024-05-23 05:38:46,007 - INFO - [204800/436063] Loss : 0.3556
56
+ 2024-05-23 05:38:53,095 - INFO - [262144/436063] Loss : 0.3558
57
+ 2024-05-23 05:38:55,843 - INFO - Test loss : 0.2321
58
+ 2024-05-23 05:38:55,843 - INFO -
59
+ Epoch 10
60
+ 2024-05-23 05:39:22,615 - INFO - [204800/436063] Loss : 0.3489
61
+ 2024-05-23 05:39:30,097 - INFO - [262144/436063] Loss : 0.3505
62
+ 2024-05-23 05:39:32,857 - INFO - Test loss : 0.2277
63
+ 2024-05-23 05:39:33,563 - INFO - (24343,)
64
+ 2024-05-23 05:39:54,106 - INFO - Split ID: 0
65
+ 2024-05-23 05:39:54,115 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.59
66
+ 2024-05-23 05:39:54,116 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.43
67
+ 2024-05-23 05:39:54,117 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 7.08
68
+ 2024-05-23 05:39:54,118 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 12.34
69
+ 2024-05-23 05:39:54,218 - INFO -
70
+ No prior
71
+ 2024-05-23 05:39:54,432 - INFO - (24426,)
72
+ 2024-05-23 05:40:04,072 - INFO - Split ID: 0
73
+ 2024-05-23 05:40:04,072 - INFO - Top 1 (Epoch 10)acc (%): 60.2
74
+ 2024-05-23 05:40:04,072 - INFO - Top 3 (Epoch 10)acc (%): 77.9
75
+ 2024-05-23 05:40:04,072 - INFO - Top 5 (Epoch 10)acc (%): 83.29
76
+ 2024-05-23 05:40:04,072 - INFO - Top 10 (Epoch 10)acc (%): 88.5
77
+ 2024-05-23 05:40:33,999 - INFO - Split ID: 0
78
+ 2024-05-23 05:40:33,999 - INFO - Top 1 (Epoch 10)acc (%): 72.64
79
+ 2024-05-23 05:40:33,999 - INFO - Top 3 (Epoch 10)acc (%): 87.13
80
+ 2024-05-23 05:40:33,999 - INFO - Top 5 (Epoch 10)acc (%): 90.68
81
+ 2024-05-23 05:40:33,999 - INFO - Top 10 (Epoch 10)acc (%): 93.9
82
+ 2024-05-23 05:40:34,000 - INFO -
83
+ Epoch 11
84
+ 2024-05-23 05:41:00,650 - INFO - [204800/436063] Loss : 0.3429
85
+ 2024-05-23 05:41:07,549 - INFO - [262144/436063] Loss : 0.3438
86
+ 2024-05-23 05:41:10,106 - INFO - Test loss : 0.2411
87
+ 2024-05-23 05:41:10,106 - INFO -
88
+ Epoch 12
89
+ 2024-05-23 05:41:36,903 - INFO - [204800/436063] Loss : 0.3382
90
+ 2024-05-23 05:41:43,738 - INFO - [262144/436063] Loss : 0.3395
91
+ 2024-05-23 05:41:46,196 - INFO - Test loss : 0.2388
92
+ 2024-05-23 05:41:46,196 - INFO -
93
+ Epoch 13
94
+ 2024-05-23 05:42:12,803 - INFO - [204800/436063] Loss : 0.3343
95
+ 2024-05-23 05:42:20,440 - INFO - [262144/436063] Loss : 0.3351
96
+ 2024-05-23 05:42:22,979 - INFO - Test loss : 0.2510
97
+ 2024-05-23 05:42:22,979 - INFO -
98
+ Epoch 14
99
+ 2024-05-23 05:42:49,782 - INFO - [204800/436063] Loss : 0.3292
100
+ 2024-05-23 05:42:57,008 - INFO - [262144/436063] Loss : 0.3304
101
+ 2024-05-23 05:42:59,922 - INFO - Test loss : 0.2415
102
+ 2024-05-23 05:42:59,922 - INFO -
103
+ Epoch 15
104
+ 2024-05-23 05:43:26,544 - INFO - [204800/436063] Loss : 0.3253
105
+ 2024-05-23 05:43:33,638 - INFO - [262144/436063] Loss : 0.3268
106
+ 2024-05-23 05:43:36,175 - INFO - Test loss : 0.2469
107
+ 2024-05-23 05:43:36,176 - INFO -
108
+ Epoch 16
109
+ 2024-05-23 05:44:02,397 - INFO - [204800/436063] Loss : 0.3220
110
+ 2024-05-23 05:44:09,172 - INFO - [262144/436063] Loss : 0.3234
111
+ 2024-05-23 05:44:11,672 - INFO - Test loss : 0.2457
112
+ 2024-05-23 05:44:11,673 - INFO -
113
+ Epoch 17
114
+ 2024-05-23 05:44:39,064 - INFO - [204800/436063] Loss : 0.3186
115
+ 2024-05-23 05:44:46,604 - INFO - [262144/436063] Loss : 0.3199
116
+ 2024-05-23 05:44:49,714 - INFO - Test loss : 0.2599
117
+ 2024-05-23 05:44:49,714 - INFO -
118
+ Epoch 18
119
+ 2024-05-23 05:45:18,186 - INFO - [204800/436063] Loss : 0.3156
120
+ 2024-05-23 05:45:24,952 - INFO - [262144/436063] Loss : 0.3167
121
+ 2024-05-23 05:45:27,605 - INFO - Test loss : 0.2643
122
+ 2024-05-23 05:45:27,605 - INFO -
123
+ Epoch 19
124
+ 2024-05-23 05:45:55,661 - INFO - [204800/436063] Loss : 0.3135
125
+ 2024-05-23 05:46:02,502 - INFO - [262144/436063] Loss : 0.3145
126
+ 2024-05-23 05:46:05,336 - INFO - Test loss : 0.2652
127
+ 2024-05-23 05:46:05,336 - INFO -
128
+ Epoch 20
129
+ 2024-05-23 05:46:32,027 - INFO - [204800/436063] Loss : 0.3110
130
+ 2024-05-23 05:46:38,750 - INFO - [262144/436063] Loss : 0.3121
131
+ 2024-05-23 05:46:41,262 - INFO - Test loss : 0.2776
132
+ 2024-05-23 05:46:41,918 - INFO - (24343,)
133
+ 2024-05-23 05:47:02,505 - INFO - Split ID: 0
134
+ 2024-05-23 05:47:02,514 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 2.27
135
+ 2024-05-23 05:47:02,515 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 5.93
136
+ 2024-05-23 05:47:02,516 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 9.08
137
+ 2024-05-23 05:47:02,517 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 15.54
138
+ 2024-05-23 05:47:02,626 - INFO -
139
+ No prior
140
+ 2024-05-23 05:47:02,860 - INFO - (24426,)
141
+ 2024-05-23 05:47:12,503 - INFO - Split ID: 0
142
+ 2024-05-23 05:47:12,503 - INFO - Top 1 (Epoch 20)acc (%): 60.2
143
+ 2024-05-23 05:47:12,503 - INFO - Top 3 (Epoch 20)acc (%): 77.9
144
+ 2024-05-23 05:47:12,503 - INFO - Top 5 (Epoch 20)acc (%): 83.29
145
+ 2024-05-23 05:47:12,503 - INFO - Top 10 (Epoch 20)acc (%): 88.5
146
+ 2024-05-23 05:47:40,595 - INFO - Split ID: 0
147
+ 2024-05-23 05:47:40,595 - INFO - Top 1 (Epoch 20)acc (%): 72.84
148
+ 2024-05-23 05:47:40,595 - INFO - Top 3 (Epoch 20)acc (%): 87.19
149
+ 2024-05-23 05:47:40,595 - INFO - Top 5 (Epoch 20)acc (%): 90.61
150
+ 2024-05-23 05:47:40,595 - INFO - Top 10 (Epoch 20)acc (%): 93.84
151
+ 2024-05-23 05:47:40,595 - INFO -
152
+ Epoch 21
153
+ 2024-05-23 05:48:06,944 - INFO - [204800/436063] Loss : 0.3080
154
+ 2024-05-23 05:48:13,877 - INFO - [262144/436063] Loss : 0.3092
155
+ 2024-05-23 05:48:16,338 - INFO - Test loss : 0.2837
156
+ 2024-05-23 05:48:16,339 - INFO -
157
+ Epoch 22
158
+ 2024-05-23 05:48:43,773 - INFO - [204800/436063] Loss : 0.3057
159
+ 2024-05-23 05:48:50,882 - INFO - [262144/436063] Loss : 0.3070
160
+ 2024-05-23 05:48:53,540 - INFO - Test loss : 0.2748
161
+ 2024-05-23 05:48:53,540 - INFO -
162
+ Epoch 23
163
+ 2024-05-23 05:49:22,125 - INFO - [204800/436063] Loss : 0.3032
164
+ 2024-05-23 05:49:29,354 - INFO - [262144/436063] Loss : 0.3043
165
+ 2024-05-23 05:49:32,110 - INFO - Test loss : 0.2850
166
+ 2024-05-23 05:49:32,110 - INFO -
167
+ Epoch 24
168
+ 2024-05-23 05:50:01,249 - INFO - [204800/436063] Loss : 0.3026
169
+ 2024-05-23 05:50:08,635 - INFO - [262144/436063] Loss : 0.3036
170
+ 2024-05-23 05:50:11,269 - INFO - Test loss : 0.3011
171
+ 2024-05-23 05:50:11,269 - INFO -
172
+ Epoch 25
173
+ 2024-05-23 05:50:39,605 - INFO - [204800/436063] Loss : 0.2990
174
+ 2024-05-23 05:50:46,553 - INFO - [262144/436063] Loss : 0.3000
175
+ 2024-05-23 05:50:49,718 - INFO - Test loss : 0.2937
176
+ 2024-05-23 05:50:49,718 - INFO -
177
+ Epoch 26
178
+ 2024-05-23 05:51:19,015 - INFO - [204800/436063] Loss : 0.2978
179
+ 2024-05-23 05:51:26,420 - INFO - [262144/436063] Loss : 0.2989
180
+ 2024-05-23 05:51:29,128 - INFO - Test loss : 0.3055
181
+ 2024-05-23 05:51:29,128 - INFO -
182
+ Epoch 27
183
+ 2024-05-23 05:51:57,573 - INFO - [204800/436063] Loss : 0.2965
184
+ 2024-05-23 05:52:05,529 - INFO - [262144/436063] Loss : 0.2973
185
+ 2024-05-23 05:52:08,328 - INFO - Test loss : 0.3043
186
+ 2024-05-23 05:52:08,328 - INFO -
187
+ Epoch 28
188
+ 2024-05-23 05:52:36,240 - INFO - [204800/436063] Loss : 0.2944
189
+ 2024-05-23 05:52:43,060 - INFO - [262144/436063] Loss : 0.2956
190
+ 2024-05-23 05:52:45,816 - INFO - Test loss : 0.3125
191
+ 2024-05-23 05:52:45,816 - INFO -
192
+ Epoch 29
193
+ 2024-05-23 05:53:26,604 - INFO - [204800/436063] Loss : 0.2924
194
+ 2024-05-23 05:53:37,679 - INFO - [262144/436063] Loss : 0.2938
195
+ 2024-05-23 05:53:41,881 - INFO - Test loss : 0.3090
196
+ 2024-05-23 05:53:41,881 - INFO -
197
+ Epoch 30
198
+ 2024-05-23 05:54:22,428 - INFO - [204800/436063] Loss : 0.2912
199
+ 2024-05-23 05:54:33,469 - INFO - [262144/436063] Loss : 0.2922
200
+ 2024-05-23 05:54:37,703 - INFO - Test loss : 0.3120
201
+ 2024-05-23 05:54:38,378 - INFO - (24343,)
202
+ 2024-05-23 05:54:58,914 - INFO - Split ID: 0
203
+ 2024-05-23 05:54:58,924 - INFO - Top 1 LocEnc (Epoch 30)acc (%): 2.88
204
+ 2024-05-23 05:54:58,924 - INFO - Top 3 LocEnc (Epoch 30)acc (%): 7.01
205
+ 2024-05-23 05:54:58,925 - INFO - Top 5 LocEnc (Epoch 30)acc (%): 10.62
206
+ 2024-05-23 05:54:58,926 - INFO - Top 10 LocEnc (Epoch 30)acc (%): 17.42
207
+ 2024-05-23 05:54:59,027 - INFO -
208
+ No prior
209
+ 2024-05-23 05:54:59,244 - INFO - (24426,)
210
+ 2024-05-23 05:55:08,869 - INFO - Split ID: 0
211
+ 2024-05-23 05:55:08,870 - INFO - Top 1 (Epoch 30)acc (%): 60.2
212
+ 2024-05-23 05:55:08,871 - INFO - Top 3 (Epoch 30)acc (%): 77.9
213
+ 2024-05-23 05:55:08,871 - INFO - Top 5 (Epoch 30)acc (%): 83.29
214
+ 2024-05-23 05:55:08,871 - INFO - Top 10 (Epoch 30)acc (%): 88.5
215
+ 2024-05-23 05:55:59,139 - INFO - Split ID: 0
216
+ 2024-05-23 05:55:59,140 - INFO - Top 1 (Epoch 30)acc (%): 72.94
217
+ 2024-05-23 05:55:59,140 - INFO - Top 3 (Epoch 30)acc (%): 87.16
218
+ 2024-05-23 05:55:59,140 - INFO - Top 5 (Epoch 30)acc (%): 90.51
219
+ 2024-05-23 05:55:59,140 - INFO - Top 10 (Epoch 30)acc (%): 93.74
220
+ 2024-05-23 05:55:59,140 - INFO -
221
+ Epoch 31
222
+ 2024-05-23 05:56:51,490 - INFO - [204800/436063] Loss : 0.2902
223
+ 2024-05-23 05:57:05,021 - INFO - [262144/436063] Loss : 0.2909
224
+ 2024-05-23 05:57:10,391 - INFO - Test loss : 0.3356
225
+ 2024-05-23 05:57:10,391 - INFO -
226
+ Epoch 32
227
+ 2024-05-23 05:58:01,783 - INFO - [204800/436063] Loss : 0.2880
228
+ 2024-05-23 05:58:14,540 - INFO - [262144/436063] Loss : 0.2888
229
+ 2024-05-23 05:58:20,035 - INFO - Test loss : 0.3137
230
+ 2024-05-23 05:58:20,035 - INFO -
231
+ Epoch 33
232
+ 2024-05-23 05:59:10,669 - INFO - [204800/436063] Loss : 0.2868
233
+ 2024-05-23 05:59:23,395 - INFO - [262144/436063] Loss : 0.2883
234
+ 2024-05-23 05:59:28,831 - INFO - Test loss : 0.3155
235
+ 2024-05-23 05:59:28,831 - INFO -
236
+ Epoch 34
237
+ 2024-05-23 06:00:20,739 - INFO - [204800/436063] Loss : 0.2864
238
+ 2024-05-23 06:00:34,139 - INFO - [262144/436063] Loss : 0.2874
239
+ 2024-05-23 06:00:38,765 - INFO - Test loss : 0.3280
240
+ 2024-05-23 06:00:38,765 - INFO -
241
+ Epoch 35
242
+ 2024-05-23 06:01:29,415 - INFO - [204800/436063] Loss : 0.2845
243
+ 2024-05-23 06:01:43,827 - INFO - [262144/436063] Loss : 0.2854
244
+ 2024-05-23 06:01:49,364 - INFO - Test loss : 0.3337
245
+ 2024-05-23 06:01:49,364 - INFO -
246
+ Epoch 36
247
+ 2024-05-23 06:02:39,119 - INFO - [204800/436063] Loss : 0.2839
248
+ 2024-05-23 06:02:52,740 - INFO - [262144/436063] Loss : 0.2848
249
+ 2024-05-23 06:02:57,592 - INFO - Test loss : 0.3352
250
+ 2024-05-23 06:02:57,592 - INFO -
251
+ Epoch 37
252
+ 2024-05-23 06:03:50,089 - INFO - [204800/436063] Loss : 0.2823
253
+ 2024-05-23 06:04:03,674 - INFO - [262144/436063] Loss : 0.2829
254
+ 2024-05-23 06:04:08,635 - INFO - Test loss : 0.3521
255
+ 2024-05-23 06:04:08,636 - INFO -
256
+ Epoch 38
257
+ 2024-05-23 06:05:00,680 - INFO - [204800/436063] Loss : 0.2814
258
+ 2024-05-23 06:05:13,938 - INFO - [262144/436063] Loss : 0.2818
259
+ 2024-05-23 06:05:18,945 - INFO - Test loss : 0.3494
260
+ 2024-05-23 06:05:18,946 - INFO -
261
+ Epoch 39
262
+ 2024-05-23 06:06:08,693 - INFO - [204800/436063] Loss : 0.2807
263
+ 2024-05-23 06:06:22,882 - INFO - [262144/436063] Loss : 0.2813
264
+ 2024-05-23 06:06:28,520 - INFO - Test loss : 0.3510
265
+ 2024-05-23 06:06:28,520 - INFO -
266
+ Epoch 40
267
+ 2024-05-23 06:07:18,836 - INFO - [204800/436063] Loss : 0.2792
268
+ 2024-05-23 06:07:32,254 - INFO - [262144/436063] Loss : 0.2800
269
+ 2024-05-23 06:07:36,876 - INFO - Test loss : 0.3501
270
+ 2024-05-23 06:07:37,604 - INFO - (24343,)
271
+ 2024-05-23 06:07:58,108 - INFO - Split ID: 0
272
+ 2024-05-23 06:07:58,117 - INFO - Top 1 LocEnc (Epoch 40)acc (%): 2.98
273
+ 2024-05-23 06:07:58,118 - INFO - Top 3 LocEnc (Epoch 40)acc (%): 7.48
274
+ 2024-05-23 06:07:58,119 - INFO - Top 5 LocEnc (Epoch 40)acc (%): 11.11
275
+ 2024-05-23 06:07:58,119 - INFO - Top 10 LocEnc (Epoch 40)acc (%): 18.35
276
+ 2024-05-23 06:07:58,224 - INFO -
277
+ No prior
278
+ 2024-05-23 06:07:58,450 - INFO - (24426,)
279
+ 2024-05-23 06:08:08,081 - INFO - Split ID: 0
280
+ 2024-05-23 06:08:08,081 - INFO - Top 1 (Epoch 40)acc (%): 60.2
281
+ 2024-05-23 06:08:08,081 - INFO - Top 3 (Epoch 40)acc (%): 77.9
282
+ 2024-05-23 06:08:08,081 - INFO - Top 5 (Epoch 40)acc (%): 83.29
283
+ 2024-05-23 06:08:08,081 - INFO - Top 10 (Epoch 40)acc (%): 88.5
284
+ 2024-05-23 06:08:58,254 - INFO - Split ID: 0
285
+ 2024-05-23 06:08:58,254 - INFO - Top 1 (Epoch 40)acc (%): 72.94
286
+ 2024-05-23 06:08:58,254 - INFO - Top 3 (Epoch 40)acc (%): 87.15
287
+ 2024-05-23 06:08:58,255 - INFO - Top 5 (Epoch 40)acc (%): 90.52
288
+ 2024-05-23 06:08:58,255 - INFO - Top 10 (Epoch 40)acc (%): 93.68
289
+ 2024-05-23 06:08:58,255 - INFO -
290
+ Epoch 41
291
+ 2024-05-23 06:09:50,745 - INFO - [204800/436063] Loss : 0.2782
292
+ 2024-05-23 06:10:04,832 - INFO - [262144/436063] Loss : 0.2792
293
+ 2024-05-23 06:10:10,411 - INFO - Test loss : 0.3579
294
+ 2024-05-23 06:10:10,411 - INFO -
295
+ Epoch 42
296
+ 2024-05-23 06:11:02,655 - INFO - [204800/436063] Loss : 0.2780
297
+ 2024-05-23 06:11:16,700 - INFO - [262144/436063] Loss : 0.2789
298
+ 2024-05-23 06:11:21,988 - INFO - Test loss : 0.3540
299
+ 2024-05-23 06:11:21,988 - INFO -
300
+ Epoch 43
301
+ 2024-05-23 06:12:14,373 - INFO - [204800/436063] Loss : 0.2770
302
+ 2024-05-23 06:12:27,142 - INFO - [262144/436063] Loss : 0.2779
303
+ 2024-05-23 06:12:32,538 - INFO - Test loss : 0.3522
304
+ 2024-05-23 06:12:32,538 - INFO -
305
+ Epoch 44
306
+ 2024-05-23 06:13:23,796 - INFO - [204800/436063] Loss : 0.2754
307
+ 2024-05-23 06:13:37,609 - INFO - [262144/436063] Loss : 0.2762
308
+ 2024-05-23 06:13:42,434 - INFO - Test loss : 0.3580
309
+ 2024-05-23 06:13:42,434 - INFO -
310
+ Epoch 45
311
+ 2024-05-23 06:14:32,888 - INFO - [204800/436063] Loss : 0.2747
312
+ 2024-05-23 06:14:46,222 - INFO - [262144/436063] Loss : 0.2755
313
+ 2024-05-23 06:14:51,946 - INFO - Test loss : 0.3681
314
+ 2024-05-23 06:14:51,946 - INFO -
315
+ Epoch 46
316
+ 2024-05-23 06:15:41,850 - INFO - [204800/436063] Loss : 0.2738
317
+ 2024-05-23 06:15:54,717 - INFO - [262144/436063] Loss : 0.2749
318
+ 2024-05-23 06:15:59,804 - INFO - Test loss : 0.3604
319
+ 2024-05-23 06:15:59,804 - INFO -
320
+ Epoch 47
321
+ 2024-05-23 06:16:50,874 - INFO - [204800/436063] Loss : 0.2731
322
+ 2024-05-23 06:17:04,516 - INFO - [262144/436063] Loss : 0.2738
323
+ 2024-05-23 06:17:10,019 - INFO - Test loss : 0.3727
324
+ 2024-05-23 06:17:10,020 - INFO -
325
+ Epoch 48
326
+ 2024-05-23 06:18:00,901 - INFO - [204800/436063] Loss : 0.2719
327
+ 2024-05-23 06:18:15,483 - INFO - [262144/436063] Loss : 0.2728
328
+ 2024-05-23 06:18:20,766 - INFO - Test loss : 0.3884
329
+ 2024-05-23 06:18:20,766 - INFO -
330
+ Epoch 49
331
+ 2024-05-23 06:19:12,540 - INFO - [204800/436063] Loss : 0.2716
332
+ 2024-05-23 06:19:26,222 - INFO - [262144/436063] Loss : 0.2720
333
+ 2024-05-23 06:19:31,131 - INFO - Test loss : 0.3862
334
+ 2024-05-23 06:19:31,131 - INFO -
335
+ Epoch 50
336
+ 2024-05-23 06:20:23,060 - INFO - [204800/436063] Loss : 0.2706
337
+ 2024-05-23 06:20:35,436 - INFO - [262144/436063] Loss : 0.2712
338
+ 2024-05-23 06:20:40,439 - INFO - Test loss : 0.3867
339
+ 2024-05-23 06:20:41,159 - INFO - (24343,)
340
+ 2024-05-23 06:21:01,712 - INFO - Split ID: 0
341
+ 2024-05-23 06:21:01,721 - INFO - Top 1 LocEnc (Epoch 50)acc (%): 3.38
342
+ 2024-05-23 06:21:01,722 - INFO - Top 3 LocEnc (Epoch 50)acc (%): 8.13
343
+ 2024-05-23 06:21:01,723 - INFO - Top 5 LocEnc (Epoch 50)acc (%): 12.21
344
+ 2024-05-23 06:21:01,723 - INFO - Top 10 LocEnc (Epoch 50)acc (%): 19.72
345
+ 2024-05-23 06:21:01,833 - INFO -
346
+ No prior
347
+ 2024-05-23 06:21:02,061 - INFO - (24426,)
348
+ 2024-05-23 06:21:11,740 - INFO - Split ID: 0
349
+ 2024-05-23 06:21:11,740 - INFO - Top 1 (Epoch 50)acc (%): 60.2
350
+ 2024-05-23 06:21:11,740 - INFO - Top 3 (Epoch 50)acc (%): 77.9
351
+ 2024-05-23 06:21:11,740 - INFO - Top 5 (Epoch 50)acc (%): 83.29
352
+ 2024-05-23 06:21:11,740 - INFO - Top 10 (Epoch 50)acc (%): 88.5
353
+ 2024-05-23 06:22:02,803 - INFO - Split ID: 0
354
+ 2024-05-23 06:22:02,803 - INFO - Top 1 (Epoch 50)acc (%): 73.04
355
+ 2024-05-23 06:22:02,803 - INFO - Top 3 (Epoch 50)acc (%): 87.08
356
+ 2024-05-23 06:22:02,803 - INFO - Top 5 (Epoch 50)acc (%): 90.44
357
+ 2024-05-23 06:22:02,803 - INFO - Top 10 (Epoch 50)acc (%): 93.56
358
+ 2024-05-23 06:22:02,804 - INFO -
359
+ Epoch 51
360
+ 2024-05-23 06:22:53,093 - INFO - [204800/436063] Loss : 0.2694
361
+ 2024-05-23 06:23:07,158 - INFO - [262144/436063] Loss : 0.2704
362
+ 2024-05-23 06:23:12,230 - INFO - Test loss : 0.3792
363
+ 2024-05-23 06:23:12,230 - INFO -
364
+ Epoch 52
365
+ 2024-05-23 06:24:04,508 - INFO - [204800/436063] Loss : 0.2696
366
+ 2024-05-23 06:24:17,541 - INFO - [262144/436063] Loss : 0.2703
367
+ 2024-05-23 06:24:22,831 - INFO - Test loss : 0.3968
368
+ 2024-05-23 06:24:22,832 - INFO -
369
+ Epoch 53
370
+ 2024-05-23 06:25:16,492 - INFO - [204800/436063] Loss : 0.2682
371
+ 2024-05-23 06:25:29,936 - INFO - [262144/436063] Loss : 0.2689
372
+ 2024-05-23 06:25:35,018 - INFO - Test loss : 0.3882
373
+ 2024-05-23 06:25:35,018 - INFO -
374
+ Epoch 54
375
+ 2024-05-23 06:26:27,551 - INFO - [204800/436063] Loss : 0.2677
376
+ 2024-05-23 06:26:41,266 - INFO - [262144/436063] Loss : 0.2682
377
+ 2024-05-23 06:26:46,778 - INFO - Test loss : 0.3907
378
+ 2024-05-23 06:26:46,778 - INFO -
379
+ Epoch 55
380
+ 2024-05-23 06:27:39,069 - INFO - [204800/436063] Loss : 0.2666
381
+ 2024-05-23 06:27:52,432 - INFO - [262144/436063] Loss : 0.2675
382
+ 2024-05-23 06:27:57,215 - INFO - Test loss : 0.3924
383
+ 2024-05-23 06:27:57,215 - INFO -
384
+ Epoch 56
385
+ 2024-05-23 06:28:49,060 - INFO - [204800/436063] Loss : 0.2661
386
+ 2024-05-23 06:29:02,600 - INFO - [262144/436063] Loss : 0.2666
387
+ 2024-05-23 06:29:07,507 - INFO - Test loss : 0.4021
388
+ 2024-05-23 06:29:07,507 - INFO -
389
+ Epoch 57
390
+ 2024-05-23 06:29:58,992 - INFO - [204800/436063] Loss : 0.2659
391
+ 2024-05-23 06:30:12,026 - INFO - [262144/436063] Loss : 0.2666
392
+ 2024-05-23 06:30:17,584 - INFO - Test loss : 0.4034
393
+ 2024-05-23 06:30:17,584 - INFO -
394
+ Epoch 58
395
+ 2024-05-23 06:31:09,088 - INFO - [204800/436063] Loss : 0.2645
396
+ 2024-05-23 06:31:19,939 - INFO - [262144/436063] Loss : 0.2651
397
+ 2024-05-23 06:31:24,554 - INFO - Test loss : 0.4077
398
+ 2024-05-23 06:31:24,555 - INFO -
399
+ Epoch 59
400
+ 2024-05-23 06:32:09,855 - INFO - [204800/436063] Loss : 0.2649
401
+ 2024-05-23 06:32:21,267 - INFO - [262144/436063] Loss : 0.2653
402
+ 2024-05-23 06:32:25,757 - INFO - Test loss : 0.4071
403
+ 2024-05-23 06:32:25,757 - INFO -
404
+ Epoch 60
405
+ 2024-05-23 06:33:09,530 - INFO - [204800/436063] Loss : 0.2630
406
+ 2024-05-23 06:33:18,870 - INFO - [262144/436063] Loss : 0.2639
407
+ 2024-05-23 06:33:24,162 - INFO - Test loss : 0.4045
408
+ 2024-05-23 06:33:24,888 - INFO - (24343,)
409
+ 2024-05-23 06:33:45,470 - INFO - Split ID: 0
410
+ 2024-05-23 06:33:45,480 - INFO - Top 1 LocEnc (Epoch 60)acc (%): 3.8
411
+ 2024-05-23 06:33:45,481 - INFO - Top 3 LocEnc (Epoch 60)acc (%): 9.0
412
+ 2024-05-23 06:33:45,481 - INFO - Top 5 LocEnc (Epoch 60)acc (%): 13.02
413
+ 2024-05-23 06:33:45,482 - INFO - Top 10 LocEnc (Epoch 60)acc (%): 20.64
414
+ 2024-05-23 06:33:45,590 - INFO -
415
+ No prior
416
+ 2024-05-23 06:33:45,817 - INFO - (24426,)
417
+ 2024-05-23 06:33:55,501 - INFO - Split ID: 0
418
+ 2024-05-23 06:33:55,501 - INFO - Top 1 (Epoch 60)acc (%): 60.2
419
+ 2024-05-23 06:33:55,501 - INFO - Top 3 (Epoch 60)acc (%): 77.9
420
+ 2024-05-23 06:33:55,501 - INFO - Top 5 (Epoch 60)acc (%): 83.29
421
+ 2024-05-23 06:33:55,501 - INFO - Top 10 (Epoch 60)acc (%): 88.5
422
+ 2024-05-23 06:34:49,730 - INFO - Split ID: 0
423
+ 2024-05-23 06:34:49,730 - INFO - Top 1 (Epoch 60)acc (%): 73.03
424
+ 2024-05-23 06:34:49,730 - INFO - Top 3 (Epoch 60)acc (%): 86.94
425
+ 2024-05-23 06:34:49,730 - INFO - Top 5 (Epoch 60)acc (%): 90.43
426
+ 2024-05-23 06:34:49,730 - INFO - Top 10 (Epoch 60)acc (%): 93.48
427
+ 2024-05-23 06:34:49,731 - INFO -
428
+ Epoch 61
429
+ 2024-05-23 06:35:46,626 - INFO - [204800/436063] Loss : 0.2631
430
+ 2024-05-23 06:36:00,787 - INFO - [262144/436063] Loss : 0.2634
431
+ 2024-05-23 06:36:06,587 - INFO - Test loss : 0.4228
432
+ 2024-05-23 06:36:06,587 - INFO -
433
+ Epoch 62
434
+ 2024-05-23 06:37:02,842 - INFO - [204800/436063] Loss : 0.2629
435
+ 2024-05-23 06:37:17,096 - INFO - [262144/436063] Loss : 0.2632
436
+ 2024-05-23 06:37:23,265 - INFO - Test loss : 0.4132
437
+ 2024-05-23 06:37:23,265 - INFO -
438
+ Epoch 63
439
+ 2024-05-23 06:38:19,866 - INFO - [204800/436063] Loss : 0.2614
440
+ 2024-05-23 06:38:34,466 - INFO - [262144/436063] Loss : 0.2625
441
+ 2024-05-23 06:38:39,981 - INFO - Test loss : 0.4119
442
+ 2024-05-23 06:38:39,982 - INFO -
443
+ Epoch 64
444
+ 2024-05-23 06:39:35,894 - INFO - [204800/436063] Loss : 0.2616
445
+ 2024-05-23 06:39:50,468 - INFO - [262144/436063] Loss : 0.2619
446
+ 2024-05-23 06:39:56,816 - INFO - Test loss : 0.4061
447
+ 2024-05-23 06:39:56,816 - INFO -
448
+ Epoch 65
449
+ 2024-05-23 06:40:53,580 - INFO - [204800/436063] Loss : 0.2605
450
+ 2024-05-23 06:41:08,347 - INFO - [262144/436063] Loss : 0.2612
451
+ 2024-05-23 06:41:14,545 - INFO - Test loss : 0.4170
452
+ 2024-05-23 06:41:14,545 - INFO -
453
+ Epoch 66
454
+ 2024-05-23 06:42:10,958 - INFO - [204800/436063] Loss : 0.2601
455
+ 2024-05-23 06:42:25,814 - INFO - [262144/436063] Loss : 0.2609
456
+ 2024-05-23 06:42:31,983 - INFO - Test loss : 0.4189
457
+ 2024-05-23 06:42:31,983 - INFO -
458
+ Epoch 67
459
+ 2024-05-23 06:43:28,712 - INFO - [204800/436063] Loss : 0.2601
460
+ 2024-05-23 06:43:43,225 - INFO - [262144/436063] Loss : 0.2603
461
+ 2024-05-23 06:43:49,510 - INFO - Test loss : 0.4320
462
+ 2024-05-23 06:43:49,510 - INFO -
463
+ Epoch 68
464
+ 2024-05-23 06:44:46,252 - INFO - [204800/436063] Loss : 0.2589
465
+ 2024-05-23 06:45:00,597 - INFO - [262144/436063] Loss : 0.2599
466
+ 2024-05-23 06:45:06,064 - INFO - Test loss : 0.4146
467
+ 2024-05-23 06:45:06,064 - INFO -
468
+ Epoch 69
469
+ 2024-05-23 06:46:02,159 - INFO - [204800/436063] Loss : 0.2591
470
+ 2024-05-23 06:46:16,781 - INFO - [262144/436063] Loss : 0.2599
471
+ 2024-05-23 06:46:22,734 - INFO - Test loss : 0.4208
472
+ 2024-05-23 06:46:22,734 - INFO -
473
+ Epoch 70
474
+ 2024-05-23 06:47:18,830 - INFO - [204800/436063] Loss : 0.2580
475
+ 2024-05-23 06:47:33,147 - INFO - [262144/436063] Loss : 0.2588
476
+ 2024-05-23 06:47:39,101 - INFO - Test loss : 0.4272
477
+ 2024-05-23 06:47:39,828 - INFO - (24343,)
478
+ 2024-05-23 06:48:00,474 - INFO - Split ID: 0
479
+ 2024-05-23 06:48:00,483 - INFO - Top 1 LocEnc (Epoch 70)acc (%): 4.01
480
+ 2024-05-23 06:48:00,484 - INFO - Top 3 LocEnc (Epoch 70)acc (%): 9.23
481
+ 2024-05-23 06:48:00,485 - INFO - Top 5 LocEnc (Epoch 70)acc (%): 13.42
482
+ 2024-05-23 06:48:00,486 - INFO - Top 10 LocEnc (Epoch 70)acc (%): 21.0
483
+ 2024-05-23 06:48:00,596 - INFO -
484
+ No prior
485
+ 2024-05-23 06:48:00,829 - INFO - (24426,)
486
+ 2024-05-23 06:48:10,518 - INFO - Split ID: 0
487
+ 2024-05-23 06:48:10,519 - INFO - Top 1 (Epoch 70)acc (%): 60.2
488
+ 2024-05-23 06:48:10,519 - INFO - Top 3 (Epoch 70)acc (%): 77.9
489
+ 2024-05-23 06:48:10,519 - INFO - Top 5 (Epoch 70)acc (%): 83.29
490
+ 2024-05-23 06:48:10,519 - INFO - Top 10 (Epoch 70)acc (%): 88.5
491
+ 2024-05-23 06:49:04,296 - INFO - Split ID: 0
492
+ 2024-05-23 06:49:04,297 - INFO - Top 1 (Epoch 70)acc (%): 73.07
493
+ 2024-05-23 06:49:04,297 - INFO - Top 3 (Epoch 70)acc (%): 86.84
494
+ 2024-05-23 06:49:04,297 - INFO - Top 5 (Epoch 70)acc (%): 90.33
495
+ 2024-05-23 06:49:04,297 - INFO - Top 10 (Epoch 70)acc (%): 93.44
496
+ 2024-05-23 06:49:04,297 - INFO -
497
+ Epoch 71
498
+ 2024-05-23 06:50:00,533 - INFO - [204800/436063] Loss : 0.2576
499
+ 2024-05-23 06:50:15,481 - INFO - [262144/436063] Loss : 0.2584
500
+ 2024-05-23 06:50:21,449 - INFO - Test loss : 0.4294
501
+ 2024-05-23 06:50:21,449 - INFO -
502
+ Epoch 72
503
+ 2024-05-23 06:51:17,146 - INFO - [204800/436063] Loss : 0.2569
504
+ 2024-05-23 06:51:31,420 - INFO - [262144/436063] Loss : 0.2576
505
+ 2024-05-23 06:51:37,154 - INFO - Test loss : 0.4235
506
+ 2024-05-23 06:51:37,154 - INFO -
507
+ Epoch 73
508
+ 2024-05-23 06:52:34,067 - INFO - [204800/436063] Loss : 0.2566
509
+ 2024-05-23 06:52:48,995 - INFO - [262144/436063] Loss : 0.2572
510
+ 2024-05-23 06:52:55,047 - INFO - Test loss : 0.4322
511
+ 2024-05-23 06:52:55,048 - INFO -
512
+ Epoch 74
513
+ 2024-05-23 06:53:51,495 - INFO - [204800/436063] Loss : 0.2565
514
+ 2024-05-23 06:54:06,498 - INFO - [262144/436063] Loss : 0.2572
515
+ 2024-05-23 06:54:12,448 - INFO - Test loss : 0.4395
516
+ 2024-05-23 06:54:12,448 - INFO -
517
+ Epoch 75
518
+ 2024-05-23 06:55:07,139 - INFO - [204800/436063] Loss : 0.2557
519
+ 2024-05-23 06:55:20,684 - INFO - [262144/436063] Loss : 0.2560
520
+ 2024-05-23 06:55:25,730 - INFO - Test loss : 0.4454
521
+ 2024-05-23 06:55:25,730 - INFO -
522
+ Epoch 76
523
+ 2024-05-23 06:56:15,942 - INFO - [204800/436063] Loss : 0.2554
524
+ 2024-05-23 06:56:29,938 - INFO - [262144/436063] Loss : 0.2559
525
+ 2024-05-23 06:56:35,450 - INFO - Test loss : 0.4328
526
+ 2024-05-23 06:56:35,450 - INFO -
527
+ Epoch 77
528
+ 2024-05-23 06:57:26,005 - INFO - [204800/436063] Loss : 0.2554
529
+ 2024-05-23 06:57:39,441 - INFO - [262144/436063] Loss : 0.2557
530
+ 2024-05-23 06:57:44,408 - INFO - Test loss : 0.4421
531
+ 2024-05-23 06:57:44,408 - INFO -
532
+ Epoch 78
533
+ 2024-05-23 06:58:36,540 - INFO - [204800/436063] Loss : 0.2546
534
+ 2024-05-23 06:58:49,836 - INFO - [262144/436063] Loss : 0.2550
535
+ 2024-05-23 06:58:55,015 - INFO - Test loss : 0.4456
536
+ 2024-05-23 06:58:55,015 - INFO -
537
+ Epoch 79
538
+ 2024-05-23 06:59:44,554 - INFO - [204800/436063] Loss : 0.2541
539
+ 2024-05-23 06:59:58,128 - INFO - [262144/436063] Loss : 0.2546
540
+ 2024-05-23 07:00:03,709 - INFO - Test loss : 0.4569
541
+ 2024-05-23 07:00:03,710 - INFO -
542
+ Epoch 80
543
+ 2024-05-23 07:00:54,351 - INFO - [204800/436063] Loss : 0.2538
544
+ 2024-05-23 07:01:07,608 - INFO - [262144/436063] Loss : 0.2544
545
+ 2024-05-23 07:01:12,587 - INFO - Test loss : 0.4421
546
+ 2024-05-23 07:01:13,322 - INFO - (24343,)
547
+ 2024-05-23 07:01:33,908 - INFO - Split ID: 0
548
+ 2024-05-23 07:01:33,917 - INFO - Top 1 LocEnc (Epoch 80)acc (%): 4.04
549
+ 2024-05-23 07:01:33,918 - INFO - Top 3 LocEnc (Epoch 80)acc (%): 9.54
550
+ 2024-05-23 07:01:33,919 - INFO - Top 5 LocEnc (Epoch 80)acc (%): 13.7
551
+ 2024-05-23 07:01:33,919 - INFO - Top 10 LocEnc (Epoch 80)acc (%): 21.68
552
+ 2024-05-23 07:01:34,020 - INFO -
553
+ No prior
554
+ 2024-05-23 07:01:34,239 - INFO - (24426,)
555
+ 2024-05-23 07:01:43,886 - INFO - Split ID: 0
556
+ 2024-05-23 07:01:43,886 - INFO - Top 1 (Epoch 80)acc (%): 60.2
557
+ 2024-05-23 07:01:43,886 - INFO - Top 3 (Epoch 80)acc (%): 77.9
558
+ 2024-05-23 07:01:43,886 - INFO - Top 5 (Epoch 80)acc (%): 83.29
559
+ 2024-05-23 07:01:43,886 - INFO - Top 10 (Epoch 80)acc (%): 88.5
560
+ 2024-05-23 07:02:32,911 - INFO - Split ID: 0
561
+ 2024-05-23 07:02:32,911 - INFO - Top 1 (Epoch 80)acc (%): 72.99
562
+ 2024-05-23 07:02:32,911 - INFO - Top 3 (Epoch 80)acc (%): 86.81
563
+ 2024-05-23 07:02:32,912 - INFO - Top 5 (Epoch 80)acc (%): 90.26
564
+ 2024-05-23 07:02:32,912 - INFO - Top 10 (Epoch 80)acc (%): 93.36
565
+ 2024-05-23 07:02:32,912 - INFO -
566
+ Epoch 81
567
+ 2024-05-23 07:03:22,695 - INFO - [204800/436063] Loss : 0.2525
568
+ 2024-05-23 07:03:36,000 - INFO - [262144/436063] Loss : 0.2537
569
+ 2024-05-23 07:03:42,014 - INFO - Test loss : 0.4454
570
+ 2024-05-23 07:03:42,014 - INFO -
571
+ Epoch 82
572
+ 2024-05-23 07:04:34,854 - INFO - [204800/436063] Loss : 0.2530
573
+ 2024-05-23 07:04:48,218 - INFO - [262144/436063] Loss : 0.2535
574
+ 2024-05-23 07:04:53,470 - INFO - Test loss : 0.4588
575
+ 2024-05-23 07:04:53,470 - INFO -
576
+ Epoch 83
577
+ 2024-05-23 07:05:43,640 - INFO - [204800/436063] Loss : 0.2527
578
+ 2024-05-23 07:05:56,787 - INFO - [262144/436063] Loss : 0.2532
579
+ 2024-05-23 07:06:02,085 - INFO - Test loss : 0.4628
580
+ 2024-05-23 07:06:02,086 - INFO -
581
+ Epoch 84
582
+ 2024-05-23 07:06:53,419 - INFO - [204800/436063] Loss : 0.2525
583
+ 2024-05-23 07:07:06,761 - INFO - [262144/436063] Loss : 0.2531
584
+ 2024-05-23 07:07:12,011 - INFO - Test loss : 0.4577
585
+ 2024-05-23 07:07:12,011 - INFO -
586
+ Epoch 85
587
+ 2024-05-23 07:08:02,864 - INFO - [204800/436063] Loss : 0.2519
588
+ 2024-05-23 07:08:11,904 - INFO - [262144/436063] Loss : 0.2523
589
+ 2024-05-23 07:08:15,306 - INFO - Test loss : 0.4559
590
+ 2024-05-23 07:08:15,306 - INFO -
591
+ Epoch 86
592
+ 2024-05-23 07:08:50,465 - INFO - [204800/436063] Loss : 0.2519
593
+ 2024-05-23 07:08:58,651 - INFO - [262144/436063] Loss : 0.2523
594
+ 2024-05-23 07:09:01,792 - INFO - Test loss : 0.4605
595
+ 2024-05-23 07:09:01,792 - INFO -
596
+ Epoch 87
597
+ 2024-05-23 07:09:17,385 - INFO - [204800/436063] Loss : 0.2508
598
+ 2024-05-23 07:09:20,873 - INFO - [262144/436063] Loss : 0.2511
599
+ 2024-05-23 07:09:22,203 - INFO - Test loss : 0.4714
600
+ 2024-05-23 07:09:22,203 - INFO -
601
+ Epoch 88
602
+ 2024-05-23 07:09:35,638 - INFO - [204800/436063] Loss : 0.2510
603
+ 2024-05-23 07:09:38,975 - INFO - [262144/436063] Loss : 0.2510
604
+ 2024-05-23 07:09:40,318 - INFO - Test loss : 0.4641
605
+ 2024-05-23 07:09:40,319 - INFO -
606
+ Epoch 89
607
+ 2024-05-23 07:09:53,814 - INFO - [204800/436063] Loss : 0.2504
608
+ 2024-05-23 07:09:57,419 - INFO - [262144/436063] Loss : 0.2501
609
+ 2024-05-23 07:09:58,835 - INFO - Test loss : 0.4725
610
+ 2024-05-23 07:09:58,836 - INFO -
611
+ Epoch 90
612
+ 2024-05-23 07:10:13,022 - INFO - [204800/436063] Loss : 0.2501
613
+ 2024-05-23 07:10:16,713 - INFO - [262144/436063] Loss : 0.2504
614
+ 2024-05-23 07:10:17,971 - INFO - Test loss : 0.4616
615
+ 2024-05-23 07:10:18,570 - INFO - (24343,)
616
+ 2024-05-23 07:10:39,074 - INFO - Split ID: 0
617
+ 2024-05-23 07:10:39,083 - INFO - Top 1 LocEnc (Epoch 90)acc (%): 4.31
618
+ 2024-05-23 07:10:39,084 - INFO - Top 3 LocEnc (Epoch 90)acc (%): 9.96
619
+ 2024-05-23 07:10:39,085 - INFO - Top 5 LocEnc (Epoch 90)acc (%): 13.92
620
+ 2024-05-23 07:10:39,086 - INFO - Top 10 LocEnc (Epoch 90)acc (%): 22.02
621
+ 2024-05-23 07:10:39,196 - INFO -
622
+ No prior
623
+ 2024-05-23 07:10:39,430 - INFO - (24426,)
624
+ 2024-05-23 07:10:49,042 - INFO - Split ID: 0
625
+ 2024-05-23 07:10:49,043 - INFO - Top 1 (Epoch 90)acc (%): 60.2
626
+ 2024-05-23 07:10:49,043 - INFO - Top 3 (Epoch 90)acc (%): 77.9
627
+ 2024-05-23 07:10:49,043 - INFO - Top 5 (Epoch 90)acc (%): 83.29
628
+ 2024-05-23 07:10:49,043 - INFO - Top 10 (Epoch 90)acc (%): 88.5
629
+ 2024-05-23 07:11:32,512 - INFO - Split ID: 0
630
+ 2024-05-23 07:11:32,512 - INFO - Top 1 (Epoch 90)acc (%): 72.99
631
+ 2024-05-23 07:11:32,512 - INFO - Top 3 (Epoch 90)acc (%): 86.67
632
+ 2024-05-23 07:11:32,512 - INFO - Top 5 (Epoch 90)acc (%): 90.17
633
+ 2024-05-23 07:11:32,512 - INFO - Top 10 (Epoch 90)acc (%): 93.28
634
+ 2024-05-23 07:11:32,513 - INFO -
635
+ Epoch 91
636
+ 2024-05-23 07:12:15,838 - INFO - [204800/436063] Loss : 0.2499
637
+ 2024-05-23 07:12:26,927 - INFO - [262144/436063] Loss : 0.2505
638
+ 2024-05-23 07:12:32,149 - INFO - Test loss : 0.4673
639
+ 2024-05-23 07:12:32,149 - INFO -
640
+ Epoch 92
641
+ 2024-05-23 07:13:04,308 - INFO - [204800/436063] Loss : 0.2490
642
+ 2024-05-23 07:13:13,509 - INFO - [262144/436063] Loss : 0.2495
643
+ 2024-05-23 07:13:16,587 - INFO - Test loss : 0.4695
644
+ 2024-05-23 07:13:16,588 - INFO -
645
+ Epoch 93
646
+ 2024-05-23 07:13:49,616 - INFO - [204800/436063] Loss : 0.2497
647
+ 2024-05-23 07:13:59,025 - INFO - [262144/436063] Loss : 0.2500
648
+ 2024-05-23 07:14:02,123 - INFO - Test loss : 0.4727
649
+ 2024-05-23 07:14:02,123 - INFO -
650
+ Epoch 94
651
+ 2024-05-23 07:14:35,299 - INFO - [204800/436063] Loss : 0.2491
652
+ 2024-05-23 07:14:44,186 - INFO - [262144/436063] Loss : 0.2499
653
+ 2024-05-23 07:14:47,777 - INFO - Test loss : 0.4638
654
+ 2024-05-23 07:14:47,778 - INFO -
655
+ Epoch 95
656
+ 2024-05-23 07:15:20,577 - INFO - [204800/436063] Loss : 0.2486
657
+ 2024-05-23 07:15:29,120 - INFO - [262144/436063] Loss : 0.2488
658
+ 2024-05-23 07:15:32,252 - INFO - Test loss : 0.4817
659
+ 2024-05-23 07:15:32,252 - INFO -
660
+ Epoch 96
661
+ 2024-05-23 07:16:04,422 - INFO - [204800/436063] Loss : 0.2482
662
+ 2024-05-23 07:16:13,100 - INFO - [262144/436063] Loss : 0.2486
663
+ 2024-05-23 07:16:17,039 - INFO - Test loss : 0.4744
664
+ 2024-05-23 07:16:17,039 - INFO -
665
+ Epoch 97
666
+ 2024-05-23 07:16:49,608 - INFO - [204800/436063] Loss : 0.2484
667
+ 2024-05-23 07:16:58,536 - INFO - [262144/436063] Loss : 0.2485
668
+ 2024-05-23 07:17:02,159 - INFO - Test loss : 0.4877
669
+ 2024-05-23 07:17:02,159 - INFO -
670
+ Epoch 98
671
+ 2024-05-23 07:17:35,470 - INFO - [204800/436063] Loss : 0.2477
672
+ 2024-05-23 07:17:43,250 - INFO - [262144/436063] Loss : 0.2480
673
+ 2024-05-23 07:17:46,796 - INFO - Test loss : 0.4879
674
+ 2024-05-23 07:17:46,797 - INFO -
675
+ Epoch 99
676
+ 2024-05-23 07:18:20,085 - INFO - [204800/436063] Loss : 0.2475
677
+ 2024-05-23 07:18:29,349 - INFO - [262144/436063] Loss : 0.2475
678
+ 2024-05-23 07:18:32,452 - INFO - Test loss : 0.4915
679
+ 2024-05-23 07:18:32,452 - INFO - Saving output model to ../models/space2vec_grid/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
680
+ 2024-05-23 07:18:32,516 - INFO - Saving output model to ../models/space2vec_grid/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
681
+ 2024-05-23 07:18:32,789 - INFO -
682
+ No prior
683
+ 2024-05-23 07:18:33,022 - INFO - (24426,)
684
+ 2024-05-23 07:18:42,651 - INFO - Split ID: 0
685
+ 2024-05-23 07:18:42,651 - INFO - Top 1 acc (%): 60.2
686
+ 2024-05-23 07:18:42,651 - INFO - Top 3 acc (%): 77.9
687
+ 2024-05-23 07:18:42,651 - INFO - Top 5 acc (%): 83.29
688
+ 2024-05-23 07:18:42,651 - INFO - Top 10 acc (%): 88.5
689
+ 2024-05-23 07:19:17,513 - INFO - Split ID: 0
690
+ 2024-05-23 07:19:17,514 - INFO - Top 1 acc (%): 73.06
691
+ 2024-05-23 07:19:17,514 - INFO - Top 3 acc (%): 86.58
692
+ 2024-05-23 07:19:17,514 - INFO - Top 5 acc (%): 90.1
693
+ 2024-05-23 07:19:17,514 - INFO - Top 10 acc (%): 93.15
694
+ 2024-05-23 07:19:17,515 - INFO -
695
+ Space2Vec-grid
696
+ 2024-05-23 07:19:17,515 - INFO - Model : model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
697
+ 2024-05-23 07:19:18,266 - INFO - (24343,)
698
+ 2024-05-23 07:19:38,749 - INFO - Split ID: 0
699
+ 2024-05-23 07:19:38,758 - INFO - Top 1 LocEnc acc (%): 4.35
700
+ 2024-05-23 07:19:38,759 - INFO - Top 3 LocEnc acc (%): 10.05
701
+ 2024-05-23 07:19:38,760 - INFO - Top 5 LocEnc acc (%): 14.25
702
+ 2024-05-23 07:19:38,761 - INFO - Top 10 LocEnc acc (%): 22.39
703
+ 2024-05-31 01:45:34,777 - INFO -
704
+ num_classes 8142
705
+ 2024-05-31 01:45:34,777 - INFO - num train 436063
706
+ 2024-05-31 01:45:34,777 - INFO - num val 24343
707
+ 2024-05-31 01:45:34,777 - INFO - train loss full_loss
708
+ 2024-05-31 01:45:34,777 - INFO - model name ../models/space2vec_grid/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
709
+ 2024-05-31 01:45:34,777 - INFO - num users 18643
710
+ 2024-05-31 01:45:35,668 - INFO -
711
+ Only Space2Vec-grid
712
+ 2024-05-31 01:45:35,668 - INFO - Model : model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
713
+ 2024-05-31 01:45:35,918 - INFO - Saving output model to ../models/space2vec_grid/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
714
+ 2024-05-31 01:45:36,175 - INFO - Saving output model to ../models/space2vec_grid/model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
715
+ 2024-05-31 01:45:36,483 - INFO -
716
+ No prior
717
+ 2024-05-31 01:45:36,739 - INFO - (24426,)
718
+ 2024-05-31 01:45:53,930 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
719
+ 2024-05-31 01:45:53,931 - INFO - Split ID: 0
720
+ 2024-05-31 01:45:53,931 - INFO - Top 1 acc (%): 60.2
721
+ 2024-05-31 01:45:53,931 - INFO - Top 3 acc (%): 77.9
722
+ 2024-05-31 01:45:53,931 - INFO - Top 5 acc (%): 83.29
723
+ 2024-05-31 01:45:53,931 - INFO - Top 10 acc (%): 88.5
724
+ 2024-05-31 01:46:19,149 - INFO - Split ID: 0
725
+ 2024-05-31 01:46:19,149 - INFO - Top 1 hit (%): 73.06
726
+ 2024-05-31 01:46:19,149 - INFO - Top 3 hit (%): 86.58
727
+ 2024-05-31 01:46:19,149 - INFO - Top 5 hit (%): 90.1
728
+ 2024-05-31 01:46:19,149 - INFO - Top 10 hit (%): 93.15
729
+ 2024-05-31 01:46:19,156 - INFO -
730
+ Only Space2Vec-grid
731
+ 2024-05-31 01:46:19,156 - INFO - Model : model_inat_2018_Space2Vec-grid_0.0100_32_0.0001000_360.000_1_512_BATCH4096_leakyrelu.pth.tar
732
+ 2024-05-31 01:46:19,816 - INFO - (24343,)
733
+ 2024-05-31 01:46:39,986 - INFO - Split ID: 0
734
+ 2024-05-31 01:46:39,995 - INFO - Top 1 LocEnc acc (%): 4.35
735
+ 2024-05-31 01:46:39,996 - INFO - Top 3 LocEnc acc (%): 10.05
736
+ 2024-05-31 01:46:39,997 - INFO - Top 5 LocEnc acc (%): 14.25
737
+ 2024-05-31 01:46:39,997 - INFO - Top 10 LocEnc acc (%): 22.39