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data/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.log ADDED
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1
+ 2024-05-20 23:58:46,232 - INFO -
2
+ num_classes 555
3
+ 2024-05-20 23:58:46,232 - INFO - num train 22599
4
+ 2024-05-20 23:58:46,232 - INFO - num val 1100
5
+ 2024-05-20 23:58:46,232 - INFO - train loss full_loss
6
+ 2024-05-20 23:58:46,232 - INFO - model name ../models/wrap/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
7
+ 2024-05-20 23:58:46,232 - INFO - num users 5331
8
+ 2024-05-20 23:58:46,232 - INFO - meta data ebird_meta
9
+ 2024-05-20 23:58:46,450 - INFO -
10
+ Epoch 0
11
+ 2024-05-20 23:58:58,272 - INFO - [22528/22599] Loss : 1.4248
12
+ 2024-05-20 23:58:58,801 - INFO - Test loss : 0.6945
13
+ 2024-05-20 23:58:58,801 - INFO -
14
+ Epoch 1
15
+ 2024-05-20 23:59:09,277 - INFO - [22528/22599] Loss : 1.1640
16
+ 2024-05-20 23:59:09,795 - INFO - Test loss : 0.5620
17
+ 2024-05-20 23:59:09,796 - INFO -
18
+ Epoch 2
19
+ 2024-05-20 23:59:20,305 - INFO - [22528/22599] Loss : 1.0598
20
+ 2024-05-20 23:59:20,832 - INFO - Test loss : 0.5143
21
+ 2024-05-20 23:59:20,833 - INFO -
22
+ Epoch 3
23
+ 2024-05-20 23:59:31,771 - INFO - [22528/22599] Loss : 1.0193
24
+ 2024-05-20 23:59:32,300 - INFO - Test loss : 0.5019
25
+ 2024-05-20 23:59:32,300 - INFO -
26
+ Epoch 4
27
+ 2024-05-20 23:59:42,763 - INFO - [22528/22599] Loss : 0.9972
28
+ 2024-05-20 23:59:43,292 - INFO - Test loss : 0.5016
29
+ 2024-05-20 23:59:43,293 - INFO -
30
+ Epoch 5
31
+ 2024-05-20 23:59:54,284 - INFO - [22528/22599] Loss : 0.9747
32
+ 2024-05-20 23:59:54,814 - INFO - Test loss : 0.4925
33
+ 2024-05-20 23:59:54,815 - INFO -
34
+ Epoch 6
35
+ 2024-05-21 00:00:05,226 - INFO - [22528/22599] Loss : 0.9569
36
+ 2024-05-21 00:00:05,755 - INFO - Test loss : 0.5041
37
+ 2024-05-21 00:00:05,755 - INFO -
38
+ Epoch 7
39
+ 2024-05-21 00:00:16,745 - INFO - [22528/22599] Loss : 0.9424
40
+ 2024-05-21 00:00:17,273 - INFO - Test loss : 0.4844
41
+ 2024-05-21 00:00:17,274 - INFO -
42
+ Epoch 8
43
+ 2024-05-21 00:00:27,748 - INFO - [22528/22599] Loss : 0.9339
44
+ 2024-05-21 00:00:28,265 - INFO - Test loss : 0.4896
45
+ 2024-05-21 00:00:28,265 - INFO -
46
+ Epoch 9
47
+ 2024-05-21 00:00:39,142 - INFO - [22528/22599] Loss : 0.9194
48
+ 2024-05-21 00:00:39,669 - INFO - Test loss : 0.5072
49
+ 2024-05-21 00:00:39,669 - INFO -
50
+ Epoch 10
51
+ 2024-05-21 00:00:50,127 - INFO - [22528/22599] Loss : 0.9141
52
+ 2024-05-21 00:00:50,658 - INFO - Test loss : 0.4925
53
+ 2024-05-21 00:00:50,670 - INFO - (1100,)
54
+ 2024-05-21 00:00:50,714 - INFO - Split ID: 0
55
+ 2024-05-21 00:00:50,714 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.09
56
+ 2024-05-21 00:00:50,714 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.36
57
+ 2024-05-21 00:00:50,714 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 6.91
58
+ 2024-05-21 00:00:50,714 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 13.82
59
+ 2024-05-21 00:00:50,715 - INFO -
60
+ No prior
61
+ 2024-05-21 00:00:50,742 - INFO - (24633,)
62
+ 2024-05-21 00:00:51,394 - INFO - Split ID: 0
63
+ 2024-05-21 00:00:51,394 - INFO - Top 1 (Epoch 10)acc (%): 76.08
64
+ 2024-05-21 00:00:51,394 - INFO - Top 3 (Epoch 10)acc (%): 90.98
65
+ 2024-05-21 00:00:51,395 - INFO - Top 5 (Epoch 10)acc (%): 94.06
66
+ 2024-05-21 00:00:51,395 - INFO - Top 10 (Epoch 10)acc (%): 96.83
67
+ 2024-05-21 00:01:04,789 - INFO - Split ID: 0
68
+ 2024-05-21 00:01:04,789 - INFO - Top 1 (Epoch 10)acc (%): 81.01
69
+ 2024-05-21 00:01:04,789 - INFO - Top 3 (Epoch 10)acc (%): 93.42
70
+ 2024-05-21 00:01:04,789 - INFO - Top 5 (Epoch 10)acc (%): 95.75
71
+ 2024-05-21 00:01:04,790 - INFO - Top 10 (Epoch 10)acc (%): 97.8
72
+ 2024-05-21 00:01:04,794 - INFO -
73
+ Epoch 11
74
+ 2024-05-21 00:01:15,296 - INFO - [22528/22599] Loss : 0.9052
75
+ 2024-05-21 00:01:15,819 - INFO - Test loss : 0.5009
76
+ 2024-05-21 00:01:15,819 - INFO -
77
+ Epoch 12
78
+ 2024-05-21 00:01:26,787 - INFO - [22528/22599] Loss : 0.8997
79
+ 2024-05-21 00:01:27,317 - INFO - Test loss : 0.4911
80
+ 2024-05-21 00:01:27,317 - INFO -
81
+ Epoch 13
82
+ 2024-05-21 00:01:37,774 - INFO - [22528/22599] Loss : 0.8881
83
+ 2024-05-21 00:01:38,302 - INFO - Test loss : 0.5125
84
+ 2024-05-21 00:01:38,302 - INFO -
85
+ Epoch 14
86
+ 2024-05-21 00:01:49,503 - INFO - [22528/22599] Loss : 0.8836
87
+ 2024-05-21 00:01:50,030 - INFO - Test loss : 0.5097
88
+ 2024-05-21 00:01:50,030 - INFO -
89
+ Epoch 15
90
+ 2024-05-21 00:02:00,505 - INFO - [22528/22599] Loss : 0.8754
91
+ 2024-05-21 00:02:01,034 - INFO - Test loss : 0.5087
92
+ 2024-05-21 00:02:01,034 - INFO -
93
+ Epoch 16
94
+ 2024-05-21 00:02:11,951 - INFO - [22528/22599] Loss : 0.8726
95
+ 2024-05-21 00:02:12,479 - INFO - Test loss : 0.5145
96
+ 2024-05-21 00:02:12,479 - INFO -
97
+ Epoch 17
98
+ 2024-05-21 00:02:23,001 - INFO - [22528/22599] Loss : 0.8685
99
+ 2024-05-21 00:02:23,531 - INFO - Test loss : 0.5108
100
+ 2024-05-21 00:02:23,531 - INFO -
101
+ Epoch 18
102
+ 2024-05-21 00:02:34,385 - INFO - [22528/22599] Loss : 0.8625
103
+ 2024-05-21 00:02:34,610 - INFO - Test loss : 0.5147
104
+ 2024-05-21 00:02:34,610 - INFO -
105
+ Epoch 19
106
+ 2024-05-21 00:02:45,574 - INFO - [22528/22599] Loss : 0.8601
107
+ 2024-05-21 00:02:46,102 - INFO - Test loss : 0.5152
108
+ 2024-05-21 00:02:46,102 - INFO -
109
+ Epoch 20
110
+ 2024-05-21 00:02:56,838 - INFO - [22528/22599] Loss : 0.8591
111
+ 2024-05-21 00:02:57,366 - INFO - Test loss : 0.5294
112
+ 2024-05-21 00:02:57,373 - INFO - (1100,)
113
+ 2024-05-21 00:02:57,417 - INFO - Split ID: 0
114
+ 2024-05-21 00:02:57,417 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 1.82
115
+ 2024-05-21 00:02:57,417 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 4.91
116
+ 2024-05-21 00:02:57,417 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 8.64
117
+ 2024-05-21 00:02:57,417 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 15.64
118
+ 2024-05-21 00:02:57,418 - INFO -
119
+ No prior
120
+ 2024-05-21 00:02:57,446 - INFO - (24633,)
121
+ 2024-05-21 00:02:58,097 - INFO - Split ID: 0
122
+ 2024-05-21 00:02:58,097 - INFO - Top 1 (Epoch 20)acc (%): 76.08
123
+ 2024-05-21 00:02:58,097 - INFO - Top 3 (Epoch 20)acc (%): 90.98
124
+ 2024-05-21 00:02:58,097 - INFO - Top 5 (Epoch 20)acc (%): 94.06
125
+ 2024-05-21 00:02:58,098 - INFO - Top 10 (Epoch 20)acc (%): 96.83
126
+ 2024-05-21 00:03:11,491 - INFO - Split ID: 0
127
+ 2024-05-21 00:03:11,491 - INFO - Top 1 (Epoch 20)acc (%): 81.55
128
+ 2024-05-21 00:03:11,491 - INFO - Top 3 (Epoch 20)acc (%): 93.54
129
+ 2024-05-21 00:03:11,491 - INFO - Top 5 (Epoch 20)acc (%): 95.9
130
+ 2024-05-21 00:03:11,491 - INFO - Top 10 (Epoch 20)acc (%): 97.84
131
+ 2024-05-21 00:03:11,496 - INFO -
132
+ Epoch 21
133
+ 2024-05-21 00:03:22,737 - INFO - [22528/22599] Loss : 0.8552
134
+ 2024-05-21 00:03:23,266 - INFO - Test loss : 0.5248
135
+ 2024-05-21 00:03:23,266 - INFO -
136
+ Epoch 22
137
+ 2024-05-21 00:03:33,698 - INFO - [22528/22599] Loss : 0.8486
138
+ 2024-05-21 00:03:34,228 - INFO - Test loss : 0.5284
139
+ 2024-05-21 00:03:34,228 - INFO -
140
+ Epoch 23
141
+ 2024-05-21 00:03:45,208 - INFO - [22528/22599] Loss : 0.8468
142
+ 2024-05-21 00:03:45,737 - INFO - Test loss : 0.5357
143
+ 2024-05-21 00:03:45,737 - INFO -
144
+ Epoch 24
145
+ 2024-05-21 00:03:56,197 - INFO - [22528/22599] Loss : 0.8427
146
+ 2024-05-21 00:03:56,724 - INFO - Test loss : 0.5487
147
+ 2024-05-21 00:03:56,724 - INFO -
148
+ Epoch 25
149
+ 2024-05-21 00:04:07,723 - INFO - [22528/22599] Loss : 0.8405
150
+ 2024-05-21 00:04:08,251 - INFO - Test loss : 0.5449
151
+ 2024-05-21 00:04:08,251 - INFO -
152
+ Epoch 26
153
+ 2024-05-21 00:04:18,075 - INFO - [22528/22599] Loss : 0.8362
154
+ 2024-05-21 00:04:18,116 - INFO - Test loss : 0.5851
155
+ 2024-05-21 00:04:18,116 - INFO -
156
+ Epoch 27
157
+ 2024-05-21 00:04:30,056 - INFO - [22528/22599] Loss : 0.8409
158
+ 2024-05-21 00:04:30,586 - INFO - Test loss : 0.5443
159
+ 2024-05-21 00:04:30,586 - INFO -
160
+ Epoch 28
161
+ 2024-05-21 00:04:41,035 - INFO - [22528/22599] Loss : 0.8328
162
+ 2024-05-21 00:04:41,565 - INFO - Test loss : 0.5653
163
+ 2024-05-21 00:04:41,565 - INFO -
164
+ Epoch 29
165
+ 2024-05-21 00:04:52,804 - INFO - [22528/22599] Loss : 0.8294
166
+ 2024-05-21 00:04:53,333 - INFO - Test loss : 0.5843
167
+ 2024-05-21 00:04:53,334 - INFO - Saving output model to ../models/wrap/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
168
+ 2024-05-21 00:04:53,360 - INFO - Saving output model to ../models/wrap/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
169
+ 2024-05-21 00:04:53,450 - INFO -
170
+ No prior
171
+ 2024-05-21 00:04:53,482 - INFO - (24633,)
172
+ 2024-05-21 00:04:54,137 - INFO - Split ID: 0
173
+ 2024-05-21 00:04:54,137 - INFO - Top 1 acc (%): 76.08
174
+ 2024-05-21 00:04:54,137 - INFO - Top 3 acc (%): 90.98
175
+ 2024-05-21 00:04:54,137 - INFO - Top 5 acc (%): 94.06
176
+ 2024-05-21 00:04:54,137 - INFO - Top 10 acc (%): 96.83
177
+ 2024-05-21 00:05:07,577 - INFO - Split ID: 0
178
+ 2024-05-21 00:05:07,577 - INFO - Top 1 acc (%): 81.78
179
+ 2024-05-21 00:05:07,577 - INFO - Top 3 acc (%): 93.64
180
+ 2024-05-21 00:05:07,577 - INFO - Top 5 acc (%): 95.87
181
+ 2024-05-21 00:05:07,577 - INFO - Top 10 acc (%): 97.81
182
+ 2024-05-21 00:05:07,583 - INFO -
183
+ wrap
184
+ 2024-05-21 00:05:07,583 - INFO - Model : model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
185
+ 2024-05-21 00:05:07,606 - INFO - (1100,)
186
+ 2024-05-21 00:05:07,653 - INFO - Split ID: 0
187
+ 2024-05-21 00:05:07,653 - INFO - Top 1 LocEnc acc (%): 2.82
188
+ 2024-05-21 00:05:07,653 - INFO - Top 3 LocEnc acc (%): 5.91
189
+ 2024-05-21 00:05:07,653 - INFO - Top 5 LocEnc acc (%): 9.09
190
+ 2024-05-21 00:05:07,653 - INFO - Top 10 LocEnc acc (%): 15.55
191
+ 2024-05-30 14:45:31,821 - INFO -
192
+ num_classes 555
193
+ 2024-05-30 14:45:31,828 - INFO - num train 22599
194
+ 2024-05-30 14:45:31,828 - INFO - num val 1100
195
+ 2024-05-30 14:45:31,828 - INFO - train loss full_loss
196
+ 2024-05-30 14:45:31,828 - INFO - model name ../models/wrap/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
197
+ 2024-05-30 14:45:31,828 - INFO - num users 5331
198
+ 2024-05-30 14:45:31,828 - INFO - meta data ebird_meta
199
+ 2024-05-30 14:45:32,045 - INFO -
200
+ Only wrap
201
+ 2024-05-30 14:45:32,045 - INFO - Model : model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
202
+ 2024-05-30 14:45:32,211 - INFO - Saving output model to ../models/wrap/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
203
+ 2024-05-30 14:45:32,295 - INFO - Saving output model to ../models/wrap/model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
204
+ 2024-05-30 14:45:32,358 - INFO -
205
+ No prior
206
+ 2024-05-30 14:45:32,391 - INFO - (24633,)
207
+ 2024-05-30 14:45:33,854 - INFO - Save results to ../eval_results/eval_nabirds_ebird_meta_test_no_prior.csv
208
+ 2024-05-30 14:45:33,854 - INFO - Split ID: 0
209
+ 2024-05-30 14:45:33,854 - INFO - Top 1 acc (%): 76.08
210
+ 2024-05-30 14:45:33,854 - INFO - Top 3 acc (%): 90.98
211
+ 2024-05-30 14:45:33,854 - INFO - Top 5 acc (%): 94.06
212
+ 2024-05-30 14:45:33,854 - INFO - Top 10 acc (%): 96.83
213
+ 2024-05-30 14:45:49,120 - INFO - Split ID: 0
214
+ 2024-05-30 14:45:49,121 - INFO - Top 1 hit (%): 81.78
215
+ 2024-05-30 14:45:49,121 - INFO - Top 3 hit (%): 93.64
216
+ 2024-05-30 14:45:49,121 - INFO - Top 5 hit (%): 95.87
217
+ 2024-05-30 14:45:49,121 - INFO - Top 10 hit (%): 97.81
218
+ 2024-05-30 14:45:49,126 - INFO -
219
+ Only wrap
220
+ 2024-05-30 14:45:49,126 - INFO - Model : model_nabirds_ebird_meta_wrap_inception_v3_0.0050_64_0.0100000_1_512.pth.tar
221
+ 2024-05-30 14:45:49,159 - INFO - (1100,)
222
+ 2024-05-30 14:45:49,202 - INFO - Split ID: 0
223
+ 2024-05-30 14:45:49,202 - INFO - Top 1 LocEnc acc (%): 2.82
224
+ 2024-05-30 14:45:49,202 - INFO - Top 3 LocEnc acc (%): 5.91
225
+ 2024-05-30 14:45:49,202 - INFO - Top 5 LocEnc acc (%): 9.09
226
+ 2024-05-30 14:45:49,202 - INFO - Top 10 LocEnc acc (%): 15.55