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  1. data/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.log +226 -0
data/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.log ADDED
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1
+ 2024-05-23 22:34:06,248 - INFO -
2
+ num_classes 500
3
+ 2024-05-23 22:34:06,248 - INFO - num train 42490
4
+ 2024-05-23 22:34:06,248 - INFO - num val 980
5
+ 2024-05-23 22:34:06,248 - INFO - train loss full_loss
6
+ 2024-05-23 22:34:06,248 - INFO - model name ../models/xyz/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
7
+ 2024-05-23 22:34:06,248 - INFO - num users 5763
8
+ 2024-05-23 22:34:06,249 - INFO - meta data ebird_meta
9
+ 2024-05-23 22:34:06,437 - INFO -
10
+ Epoch 0
11
+ 2024-05-23 22:34:08,564 - INFO - [41984/42490] Loss : 1.6804
12
+ 2024-05-23 22:34:08,601 - INFO - Test loss : 0.7009
13
+ 2024-05-23 22:34:08,602 - INFO -
14
+ Epoch 1
15
+ 2024-05-23 22:34:10,369 - INFO - [41984/42490] Loss : 1.3883
16
+ 2024-05-23 22:34:10,405 - INFO - Test loss : 0.7049
17
+ 2024-05-23 22:34:10,405 - INFO -
18
+ Epoch 2
19
+ 2024-05-23 22:34:12,272 - INFO - [41984/42490] Loss : 1.3748
20
+ 2024-05-23 22:34:12,308 - INFO - Test loss : 0.7083
21
+ 2024-05-23 22:34:12,309 - INFO -
22
+ Epoch 3
23
+ 2024-05-23 22:34:14,163 - INFO - [41984/42490] Loss : 1.3199
24
+ 2024-05-23 22:34:14,199 - INFO - Test loss : 0.6069
25
+ 2024-05-23 22:34:14,199 - INFO -
26
+ Epoch 4
27
+ 2024-05-23 22:34:15,959 - INFO - [41984/42490] Loss : 1.2136
28
+ 2024-05-23 22:34:15,996 - INFO - Test loss : 0.5018
29
+ 2024-05-23 22:34:15,996 - INFO -
30
+ Epoch 5
31
+ 2024-05-23 22:34:17,762 - INFO - [41984/42490] Loss : 1.1158
32
+ 2024-05-23 22:34:17,798 - INFO - Test loss : 0.4484
33
+ 2024-05-23 22:34:17,798 - INFO -
34
+ Epoch 6
35
+ 2024-05-23 22:34:19,568 - INFO - [41984/42490] Loss : 1.0644
36
+ 2024-05-23 22:34:19,604 - INFO - Test loss : 0.4284
37
+ 2024-05-23 22:34:19,604 - INFO -
38
+ Epoch 7
39
+ 2024-05-23 22:34:21,461 - INFO - [41984/42490] Loss : 1.0306
40
+ 2024-05-23 22:34:21,497 - INFO - Test loss : 0.4138
41
+ 2024-05-23 22:34:21,497 - INFO -
42
+ Epoch 8
43
+ 2024-05-23 22:34:23,349 - INFO - [41984/42490] Loss : 1.0093
44
+ 2024-05-23 22:34:23,385 - INFO - Test loss : 0.4016
45
+ 2024-05-23 22:34:23,385 - INFO -
46
+ Epoch 9
47
+ 2024-05-23 22:34:25,255 - INFO - [41984/42490] Loss : 0.9912
48
+ 2024-05-23 22:34:25,290 - INFO - Test loss : 0.3952
49
+ 2024-05-23 22:34:25,291 - INFO -
50
+ Epoch 10
51
+ 2024-05-23 22:34:27,140 - INFO - [41984/42490] Loss : 0.9715
52
+ 2024-05-23 22:34:27,176 - INFO - Test loss : 0.3891
53
+ 2024-05-23 22:34:27,186 - INFO - (980,)
54
+ 2024-05-23 22:34:27,222 - INFO - Split ID: 0
55
+ 2024-05-23 22:34:27,222 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 2.96
56
+ 2024-05-23 22:34:27,223 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 8.27
57
+ 2024-05-23 22:34:27,223 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 13.47
58
+ 2024-05-23 22:34:27,223 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 20.1
59
+ 2024-05-23 22:34:27,223 - INFO -
60
+ No prior
61
+ 2024-05-23 22:34:27,224 - INFO - (2262,)
62
+ 2024-05-23 22:34:27,275 - INFO - Split ID: 0
63
+ 2024-05-23 22:34:27,275 - INFO - Top 1 (Epoch 10)acc (%): 70.07
64
+ 2024-05-23 22:34:27,275 - INFO - Top 3 (Epoch 10)acc (%): 86.6
65
+ 2024-05-23 22:34:27,275 - INFO - Top 5 (Epoch 10)acc (%): 90.05
66
+ 2024-05-23 22:34:27,275 - INFO - Top 10 (Epoch 10)acc (%): 92.88
67
+ 2024-05-23 22:34:28,186 - INFO - Split ID: 0
68
+ 2024-05-23 22:34:28,186 - INFO - Top 1 (Epoch 10)acc (%): 77.28
69
+ 2024-05-23 22:34:28,187 - INFO - Top 3 (Epoch 10)acc (%): 90.45
70
+ 2024-05-23 22:34:28,187 - INFO - Top 5 (Epoch 10)acc (%): 92.88
71
+ 2024-05-23 22:34:28,187 - INFO - Top 10 (Epoch 10)acc (%): 95.4
72
+ 2024-05-23 22:34:28,187 - INFO -
73
+ Epoch 11
74
+ 2024-05-23 22:34:30,166 - INFO - [41984/42490] Loss : 0.9587
75
+ 2024-05-23 22:34:30,202 - INFO - Test loss : 0.3766
76
+ 2024-05-23 22:34:30,202 - INFO -
77
+ Epoch 12
78
+ 2024-05-23 22:34:31,961 - INFO - [41984/42490] Loss : 0.9485
79
+ 2024-05-23 22:34:31,997 - INFO - Test loss : 0.3765
80
+ 2024-05-23 22:34:31,997 - INFO -
81
+ Epoch 13
82
+ 2024-05-23 22:34:33,870 - INFO - [41984/42490] Loss : 0.9384
83
+ 2024-05-23 22:34:33,906 - INFO - Test loss : 0.3722
84
+ 2024-05-23 22:34:33,906 - INFO -
85
+ Epoch 14
86
+ 2024-05-23 22:34:35,800 - INFO - [41984/42490] Loss : 0.9280
87
+ 2024-05-23 22:34:35,836 - INFO - Test loss : 0.3751
88
+ 2024-05-23 22:34:35,836 - INFO -
89
+ Epoch 15
90
+ 2024-05-23 22:34:37,596 - INFO - [41984/42490] Loss : 0.9204
91
+ 2024-05-23 22:34:37,632 - INFO - Test loss : 0.3769
92
+ 2024-05-23 22:34:37,632 - INFO -
93
+ Epoch 16
94
+ 2024-05-23 22:34:39,611 - INFO - [41984/42490] Loss : 0.9122
95
+ 2024-05-23 22:34:39,647 - INFO - Test loss : 0.3669
96
+ 2024-05-23 22:34:39,647 - INFO -
97
+ Epoch 17
98
+ 2024-05-23 22:34:41,504 - INFO - [41984/42490] Loss : 0.9077
99
+ 2024-05-23 22:34:41,540 - INFO - Test loss : 0.3666
100
+ 2024-05-23 22:34:41,540 - INFO -
101
+ Epoch 18
102
+ 2024-05-23 22:34:43,322 - INFO - [41984/42490] Loss : 0.9011
103
+ 2024-05-23 22:34:43,422 - INFO - Test loss : 0.3646
104
+ 2024-05-23 22:34:43,468 - INFO -
105
+ Epoch 19
106
+ 2024-05-23 22:34:45,310 - INFO - [41984/42490] Loss : 0.8928
107
+ 2024-05-23 22:34:45,346 - INFO - Test loss : 0.3762
108
+ 2024-05-23 22:34:45,346 - INFO -
109
+ Epoch 20
110
+ 2024-05-23 22:34:47,087 - INFO - [41984/42490] Loss : 0.8913
111
+ 2024-05-23 22:34:47,123 - INFO - Test loss : 0.3738
112
+ 2024-05-23 22:34:47,125 - INFO - (980,)
113
+ 2024-05-23 22:34:47,158 - INFO - Split ID: 0
114
+ 2024-05-23 22:34:47,159 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 4.08
115
+ 2024-05-23 22:34:47,159 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 9.49
116
+ 2024-05-23 22:34:47,159 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 13.57
117
+ 2024-05-23 22:34:47,159 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 22.65
118
+ 2024-05-23 22:34:47,159 - INFO -
119
+ No prior
120
+ 2024-05-23 22:34:47,160 - INFO - (2262,)
121
+ 2024-05-23 22:34:47,210 - INFO - Split ID: 0
122
+ 2024-05-23 22:34:47,210 - INFO - Top 1 (Epoch 20)acc (%): 70.07
123
+ 2024-05-23 22:34:47,211 - INFO - Top 3 (Epoch 20)acc (%): 86.6
124
+ 2024-05-23 22:34:47,211 - INFO - Top 5 (Epoch 20)acc (%): 90.05
125
+ 2024-05-23 22:34:47,211 - INFO - Top 10 (Epoch 20)acc (%): 92.88
126
+ 2024-05-23 22:34:48,217 - INFO - Split ID: 0
127
+ 2024-05-23 22:34:48,217 - INFO - Top 1 (Epoch 20)acc (%): 78.6
128
+ 2024-05-23 22:34:48,217 - INFO - Top 3 (Epoch 20)acc (%): 90.67
129
+ 2024-05-23 22:34:48,217 - INFO - Top 5 (Epoch 20)acc (%): 93.1
130
+ 2024-05-23 22:34:48,217 - INFO - Top 10 (Epoch 20)acc (%): 95.67
131
+ 2024-05-23 22:34:48,217 - INFO -
132
+ Epoch 21
133
+ 2024-05-23 22:34:50,072 - INFO - [41984/42490] Loss : 0.8842
134
+ 2024-05-23 22:34:50,151 - INFO - Test loss : 0.3631
135
+ 2024-05-23 22:34:50,151 - INFO -
136
+ Epoch 22
137
+ 2024-05-23 22:34:51,862 - INFO - [41984/42490] Loss : 0.8823
138
+ 2024-05-23 22:34:51,942 - INFO - Test loss : 0.3585
139
+ 2024-05-23 22:34:51,943 - INFO -
140
+ Epoch 23
141
+ 2024-05-23 22:34:53,696 - INFO - [41984/42490] Loss : 0.8783
142
+ 2024-05-23 22:34:53,732 - INFO - Test loss : 0.3590
143
+ 2024-05-23 22:34:53,732 - INFO -
144
+ Epoch 24
145
+ 2024-05-23 22:34:55,693 - INFO - [41984/42490] Loss : 0.8726
146
+ 2024-05-23 22:34:55,729 - INFO - Test loss : 0.3599
147
+ 2024-05-23 22:34:55,729 - INFO -
148
+ Epoch 25
149
+ 2024-05-23 22:34:57,489 - INFO - [41984/42490] Loss : 0.8712
150
+ 2024-05-23 22:34:57,525 - INFO - Test loss : 0.3618
151
+ 2024-05-23 22:34:57,529 - INFO -
152
+ Epoch 26
153
+ 2024-05-23 22:34:59,497 - INFO - [41984/42490] Loss : 0.8678
154
+ 2024-05-23 22:34:59,533 - INFO - Test loss : 0.3558
155
+ 2024-05-23 22:34:59,533 - INFO -
156
+ Epoch 27
157
+ 2024-05-23 22:35:01,508 - INFO - [41984/42490] Loss : 0.8668
158
+ 2024-05-23 22:35:01,544 - INFO - Test loss : 0.3575
159
+ 2024-05-23 22:35:01,544 - INFO -
160
+ Epoch 28
161
+ 2024-05-23 22:35:03,288 - INFO - [41984/42490] Loss : 0.8622
162
+ 2024-05-23 22:35:03,325 - INFO - Test loss : 0.3557
163
+ 2024-05-23 22:35:03,325 - INFO -
164
+ Epoch 29
165
+ 2024-05-23 22:35:05,094 - INFO - [41984/42490] Loss : 0.8608
166
+ 2024-05-23 22:35:05,130 - INFO - Test loss : 0.3534
167
+ 2024-05-23 22:35:05,130 - INFO - Saving output model to ../models/xyz/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
168
+ 2024-05-23 22:35:05,148 - INFO - Saving output model to ../models/xyz/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
169
+ 2024-05-23 22:35:05,200 - INFO -
170
+ No prior
171
+ 2024-05-23 22:35:05,201 - INFO - (2262,)
172
+ 2024-05-23 22:35:05,250 - INFO - Split ID: 0
173
+ 2024-05-23 22:35:05,250 - INFO - Top 1 acc (%): 70.07
174
+ 2024-05-23 22:35:05,250 - INFO - Top 3 acc (%): 86.6
175
+ 2024-05-23 22:35:05,250 - INFO - Top 5 acc (%): 90.05
176
+ 2024-05-23 22:35:05,250 - INFO - Top 10 acc (%): 92.88
177
+ 2024-05-23 22:35:06,164 - INFO - Split ID: 0
178
+ 2024-05-23 22:35:06,164 - INFO - Top 1 acc (%): 78.96
179
+ 2024-05-23 22:35:06,165 - INFO - Top 3 acc (%): 91.07
180
+ 2024-05-23 22:35:06,165 - INFO - Top 5 acc (%): 93.02
181
+ 2024-05-23 22:35:06,165 - INFO - Top 10 acc (%): 95.67
182
+ 2024-05-23 22:35:06,165 - INFO -
183
+ xyz
184
+ 2024-05-23 22:35:06,165 - INFO - Model : model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
185
+ 2024-05-23 22:35:06,173 - INFO - (980,)
186
+ 2024-05-23 22:35:06,207 - INFO - Split ID: 0
187
+ 2024-05-23 22:35:06,207 - INFO - Top 1 LocEnc acc (%): 4.08
188
+ 2024-05-23 22:35:06,207 - INFO - Top 3 LocEnc acc (%): 10.0
189
+ 2024-05-23 22:35:06,207 - INFO - Top 5 LocEnc acc (%): 14.08
190
+ 2024-05-23 22:35:06,207 - INFO - Top 10 LocEnc acc (%): 23.78
191
+ 2024-05-30 15:45:00,154 - INFO -
192
+ num_classes 500
193
+ 2024-05-30 15:45:00,170 - INFO - num train 42490
194
+ 2024-05-30 15:45:00,170 - INFO - num val 980
195
+ 2024-05-30 15:45:00,170 - INFO - train loss full_loss
196
+ 2024-05-30 15:45:00,170 - INFO - model name ../models/xyz/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
197
+ 2024-05-30 15:45:00,170 - INFO - num users 5763
198
+ 2024-05-30 15:45:00,170 - INFO - meta data ebird_meta
199
+ 2024-05-30 15:45:00,365 - INFO -
200
+ Only xyz
201
+ 2024-05-30 15:45:00,365 - INFO - Model : model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
202
+ 2024-05-30 15:45:00,515 - INFO - Saving output model to ../models/xyz/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
203
+ 2024-05-30 15:45:00,579 - INFO - Saving output model to ../models/xyz/model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
204
+ 2024-05-30 15:45:00,631 - INFO -
205
+ No prior
206
+ 2024-05-30 15:45:00,632 - INFO - (2262,)
207
+ 2024-05-30 15:45:00,750 - INFO - Save results to ../eval_results/eval_birdsnap_ebird_meta_test_no_prior.csv
208
+ 2024-05-30 15:45:00,750 - INFO - Split ID: 0
209
+ 2024-05-30 15:45:00,750 - INFO - Top 1 acc (%): 70.07
210
+ 2024-05-30 15:45:00,750 - INFO - Top 3 acc (%): 86.6
211
+ 2024-05-30 15:45:00,750 - INFO - Top 5 acc (%): 90.05
212
+ 2024-05-30 15:45:00,750 - INFO - Top 10 acc (%): 92.88
213
+ 2024-05-30 15:45:02,748 - INFO - Split ID: 0
214
+ 2024-05-30 15:45:02,749 - INFO - Top 1 hit (%): 78.96
215
+ 2024-05-30 15:45:02,749 - INFO - Top 3 hit (%): 91.07
216
+ 2024-05-30 15:45:02,749 - INFO - Top 5 hit (%): 93.02
217
+ 2024-05-30 15:45:02,749 - INFO - Top 10 hit (%): 95.67
218
+ 2024-05-30 15:45:02,749 - INFO -
219
+ Only xyz
220
+ 2024-05-30 15:45:02,749 - INFO - Model : model_birdsnap_ebird_meta_xyz_inception_v3_0.0020_32_0.0003000_2_512.pth.tar
221
+ 2024-05-30 15:45:02,779 - INFO - (980,)
222
+ 2024-05-30 15:45:02,815 - INFO - Split ID: 0
223
+ 2024-05-30 15:45:02,815 - INFO - Top 1 LocEnc acc (%): 4.08
224
+ 2024-05-30 15:45:02,815 - INFO - Top 3 LocEnc acc (%): 10.0
225
+ 2024-05-30 15:45:02,816 - INFO - Top 5 LocEnc acc (%): 14.08
226
+ 2024-05-30 15:45:02,816 - INFO - Top 10 LocEnc acc (%): 23.78