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data/model_birdsnap_ebird_meta_wrap_ffn_inception_v3_0.0010_64_0.1000000_1_512.log ADDED
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+ 2024-05-20 22:31:11,231 - INFO -
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+ num_classes 500
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+ 2024-05-20 22:31:11,231 - INFO - num train 42490
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+ 2024-05-20 22:31:11,231 - INFO - num val 980
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+ 2024-05-20 22:31:11,231 - INFO - train loss full_loss
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+ 2024-05-20 22:31:11,231 - INFO - model name ../models/wrap_ffn/model_birdsnap_ebird_meta_wrap_ffn_inception_v3_0.0010_64_0.1000000_1_512.pth.tar
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+ 2024-05-20 22:31:11,231 - INFO - num users 5763
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+ 2024-05-20 22:31:11,231 - INFO - meta data ebird_meta
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+ 2024-05-20 22:31:11,421 - INFO -
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+ Epoch 0
11
+ 2024-05-20 22:31:23,195 - INFO - [41984/42490] Loss : 1.7689
12
+ 2024-05-20 22:31:23,652 - INFO - Test loss : 0.7027
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+ 2024-05-20 22:31:23,652 - INFO -
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+ Epoch 1
15
+ 2024-05-20 22:31:43,227 - INFO - [41984/42490] Loss : 1.4025
16
+ 2024-05-20 22:31:43,673 - INFO - Test loss : 0.6971
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+ 2024-05-20 22:31:43,673 - INFO -
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+ Epoch 2
19
+ 2024-05-20 22:32:02,595 - INFO - [41984/42490] Loss : 1.3741
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+ 2024-05-20 22:32:03,041 - INFO - Test loss : 0.6975
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+ 2024-05-20 22:32:03,041 - INFO -
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+ Epoch 3
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+ 2024-05-20 22:32:22,110 - INFO - [41984/42490] Loss : 1.2814
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+ 2024-05-20 22:32:22,561 - INFO - Test loss : 0.5563
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+ 2024-05-20 22:32:22,561 - INFO -
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+ Epoch 4
27
+ 2024-05-20 22:32:41,651 - INFO - [41984/42490] Loss : 1.1480
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+ 2024-05-20 22:32:42,094 - INFO - Test loss : 0.4497
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+ 2024-05-20 22:32:42,095 - INFO -
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+ Epoch 5
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+ 2024-05-20 22:33:01,608 - INFO - [41984/42490] Loss : 1.0775
32
+ 2024-05-20 22:33:01,969 - INFO - Test loss : 0.4301
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+ 2024-05-20 22:33:01,969 - INFO -
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+ Epoch 6
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+ 2024-05-20 22:33:13,315 - INFO - [41984/42490] Loss : 1.0433
36
+ 2024-05-20 22:33:13,540 - INFO - Test loss : 0.4150
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+ 2024-05-20 22:33:13,540 - INFO -
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+ Epoch 7
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+ 2024-05-20 22:33:29,805 - INFO - [41984/42490] Loss : 1.0156
40
+ 2024-05-20 22:33:29,841 - INFO - Test loss : 0.3981
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+ 2024-05-20 22:33:29,841 - INFO -
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+ Epoch 8
43
+ 2024-05-20 22:33:31,616 - INFO - [41984/42490] Loss : 0.9931
44
+ 2024-05-20 22:33:31,652 - INFO - Test loss : 0.3881
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+ 2024-05-20 22:33:31,652 - INFO -
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+ Epoch 9
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+ 2024-05-20 22:33:41,364 - INFO - [41984/42490] Loss : 0.9749
48
+ 2024-05-20 22:33:41,829 - INFO - Test loss : 0.3828
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+ 2024-05-20 22:33:41,829 - INFO -
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+ Epoch 10
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+ 2024-05-20 22:34:00,888 - INFO - [41984/42490] Loss : 0.9552
52
+ 2024-05-20 22:34:01,334 - INFO - Test loss : 0.3843
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+ 2024-05-20 22:34:01,345 - INFO - (980,)
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+ 2024-05-20 22:34:01,381 - INFO - Split ID: 0
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+ 2024-05-20 22:34:01,382 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 2.76
56
+ 2024-05-20 22:34:01,382 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 7.65
57
+ 2024-05-20 22:34:01,382 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 12.55
58
+ 2024-05-20 22:34:01,382 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 21.02
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+ 2024-05-20 22:34:01,382 - INFO -
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+ No prior
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+ 2024-05-20 22:34:01,383 - INFO - (2262,)
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+ 2024-05-20 22:34:01,433 - INFO - Split ID: 0
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+ 2024-05-20 22:34:01,433 - INFO - Top 1 (Epoch 10)acc (%): 70.07
64
+ 2024-05-20 22:34:01,433 - INFO - Top 3 (Epoch 10)acc (%): 86.6
65
+ 2024-05-20 22:34:01,433 - INFO - Top 5 (Epoch 10)acc (%): 90.05
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+ 2024-05-20 22:34:01,433 - INFO - Top 10 (Epoch 10)acc (%): 92.88
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+ 2024-05-20 22:34:02,902 - INFO - Split ID: 0
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+ 2024-05-20 22:34:02,902 - INFO - Top 1 (Epoch 10)acc (%): 77.37
69
+ 2024-05-20 22:34:02,902 - INFO - Top 3 (Epoch 10)acc (%): 90.54
70
+ 2024-05-20 22:34:02,902 - INFO - Top 5 (Epoch 10)acc (%): 92.93
71
+ 2024-05-20 22:34:02,903 - INFO - Top 10 (Epoch 10)acc (%): 95.53
72
+ 2024-05-20 22:34:02,903 - INFO -
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+ Epoch 11
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+ 2024-05-20 22:34:21,874 - INFO - [41984/42490] Loss : 0.9423
75
+ 2024-05-20 22:34:22,320 - INFO - Test loss : 0.3783
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+ 2024-05-20 22:34:22,320 - INFO -
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+ Epoch 12
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+ 2024-05-20 22:34:41,392 - INFO - [41984/42490] Loss : 0.9290
79
+ 2024-05-20 22:34:41,838 - INFO - Test loss : 0.3781
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+ 2024-05-20 22:34:41,838 - INFO -
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+ Epoch 13
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+ 2024-05-20 22:35:00,915 - INFO - [41984/42490] Loss : 0.9185
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+ 2024-05-20 22:35:01,375 - INFO - Test loss : 0.3733
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+ 2024-05-20 22:35:01,375 - INFO -
85
+ Epoch 14
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+ 2024-05-20 22:35:20,574 - INFO - [41984/42490] Loss : 0.9103
87
+ 2024-05-20 22:35:20,932 - INFO - Test loss : 0.3667
88
+ 2024-05-20 22:35:20,932 - INFO -
89
+ Epoch 15
90
+ 2024-05-20 22:35:32,534 - INFO - [41984/42490] Loss : 0.9034
91
+ 2024-05-20 22:35:32,989 - INFO - Test loss : 0.3667
92
+ 2024-05-20 22:35:32,989 - INFO -
93
+ Epoch 16
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+ 2024-05-20 22:35:52,257 - INFO - [41984/42490] Loss : 0.8967
95
+ 2024-05-20 22:35:52,725 - INFO - Test loss : 0.3625
96
+ 2024-05-20 22:35:52,726 - INFO -
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+ Epoch 17
98
+ 2024-05-20 22:36:12,213 - INFO - [41984/42490] Loss : 0.8909
99
+ 2024-05-20 22:36:12,291 - INFO - Test loss : 0.3631
100
+ 2024-05-20 22:36:12,291 - INFO -
101
+ Epoch 18
102
+ 2024-05-20 22:36:31,545 - INFO - [41984/42490] Loss : 0.8839
103
+ 2024-05-20 22:36:31,963 - INFO - Test loss : 0.3658
104
+ 2024-05-20 22:36:31,963 - INFO -
105
+ Epoch 19
106
+ 2024-05-20 22:36:50,932 - INFO - [41984/42490] Loss : 0.8823
107
+ 2024-05-20 22:36:51,377 - INFO - Test loss : 0.3666
108
+ 2024-05-20 22:36:51,377 - INFO -
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+ Epoch 20
110
+ 2024-05-20 22:37:10,316 - INFO - [41984/42490] Loss : 0.8758
111
+ 2024-05-20 22:37:10,763 - INFO - Test loss : 0.3660
112
+ 2024-05-20 22:37:10,765 - INFO - (980,)
113
+ 2024-05-20 22:37:10,798 - INFO - Split ID: 0
114
+ 2024-05-20 22:37:10,798 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 3.88
115
+ 2024-05-20 22:37:10,798 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 9.08
116
+ 2024-05-20 22:37:10,799 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 14.18
117
+ 2024-05-20 22:37:10,799 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 22.24
118
+ 2024-05-20 22:37:10,799 - INFO -
119
+ No prior
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+ 2024-05-20 22:37:10,800 - INFO - (2262,)
121
+ 2024-05-20 22:37:10,850 - INFO - Split ID: 0
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+ 2024-05-20 22:37:10,850 - INFO - Top 1 (Epoch 20)acc (%): 70.07
123
+ 2024-05-20 22:37:10,850 - INFO - Top 3 (Epoch 20)acc (%): 86.6
124
+ 2024-05-20 22:37:10,850 - INFO - Top 5 (Epoch 20)acc (%): 90.05
125
+ 2024-05-20 22:37:10,850 - INFO - Top 10 (Epoch 20)acc (%): 92.88
126
+ 2024-05-20 22:37:12,319 - INFO - Split ID: 0
127
+ 2024-05-20 22:37:12,319 - INFO - Top 1 (Epoch 20)acc (%): 78.56
128
+ 2024-05-20 22:37:12,319 - INFO - Top 3 (Epoch 20)acc (%): 90.89
129
+ 2024-05-20 22:37:12,319 - INFO - Top 5 (Epoch 20)acc (%): 93.24
130
+ 2024-05-20 22:37:12,319 - INFO - Top 10 (Epoch 20)acc (%): 95.58
131
+ 2024-05-20 22:37:12,319 - INFO -
132
+ Epoch 21
133
+ 2024-05-20 22:37:31,224 - INFO - [41984/42490] Loss : 0.8720
134
+ 2024-05-20 22:37:31,668 - INFO - Test loss : 0.3583
135
+ 2024-05-20 22:37:31,668 - INFO -
136
+ Epoch 22
137
+ 2024-05-20 22:37:43,595 - INFO - [41984/42490] Loss : 0.8691
138
+ 2024-05-20 22:37:44,053 - INFO - Test loss : 0.3623
139
+ 2024-05-20 22:37:44,053 - INFO -
140
+ Epoch 23
141
+ 2024-05-20 22:38:04,042 - INFO - [41984/42490] Loss : 0.8657
142
+ 2024-05-20 22:38:04,530 - INFO - Test loss : 0.3616
143
+ 2024-05-20 22:38:04,531 - INFO -
144
+ Epoch 24
145
+ 2024-05-20 22:38:23,700 - INFO - [41984/42490] Loss : 0.8617
146
+ 2024-05-20 22:38:24,192 - INFO - Test loss : 0.3649
147
+ 2024-05-20 22:38:24,192 - INFO -
148
+ Epoch 25
149
+ 2024-05-20 22:38:43,172 - INFO - [41984/42490] Loss : 0.8578
150
+ 2024-05-20 22:38:43,293 - INFO - Test loss : 0.3637
151
+ 2024-05-20 22:38:43,293 - INFO -
152
+ Epoch 26
153
+ 2024-05-20 22:39:02,673 - INFO - [41984/42490] Loss : 0.8550
154
+ 2024-05-20 22:39:02,709 - INFO - Test loss : 0.3585
155
+ 2024-05-20 22:39:02,709 - INFO -
156
+ Epoch 27
157
+ 2024-05-20 22:39:22,236 - INFO - [41984/42490] Loss : 0.8541
158
+ 2024-05-20 22:39:22,272 - INFO - Test loss : 0.3587
159
+ 2024-05-20 22:39:22,272 - INFO -
160
+ Epoch 28
161
+ 2024-05-20 22:39:33,765 - INFO - [41984/42490] Loss : 0.8490
162
+ 2024-05-20 22:39:34,228 - INFO - Test loss : 0.3595
163
+ 2024-05-20 22:39:34,228 - INFO -
164
+ Epoch 29
165
+ 2024-05-20 22:39:48,756 - INFO - [41984/42490] Loss : 0.8488
166
+ 2024-05-20 22:39:48,792 - INFO - Test loss : 0.3594
167
+ 2024-05-20 22:39:48,792 - INFO - Saving output model to ../models/wrap_ffn/model_birdsnap_ebird_meta_wrap_ffn_inception_v3_0.0010_64_0.1000000_1_512.pth.tar
168
+ 2024-05-20 22:39:48,807 - INFO - Saving output model to ../models/wrap_ffn/model_birdsnap_ebird_meta_wrap_ffn_inception_v3_0.0010_64_0.1000000_1_512.pth.tar
169
+ 2024-05-20 22:39:48,853 - INFO -
170
+ No prior
171
+ 2024-05-20 22:39:48,854 - INFO - (2262,)
172
+ 2024-05-20 22:39:48,903 - INFO - Split ID: 0
173
+ 2024-05-20 22:39:48,903 - INFO - Top 1 acc (%): 70.07
174
+ 2024-05-20 22:39:48,903 - INFO - Top 3 acc (%): 86.6
175
+ 2024-05-20 22:39:48,903 - INFO - Top 5 acc (%): 90.05
176
+ 2024-05-20 22:39:48,904 - INFO - Top 10 acc (%): 92.88
177
+ 2024-05-20 22:39:49,688 - INFO - Split ID: 0
178
+ 2024-05-20 22:39:49,689 - INFO - Top 1 acc (%): 79.05
179
+ 2024-05-20 22:39:49,689 - INFO - Top 3 acc (%): 91.29
180
+ 2024-05-20 22:39:49,689 - INFO - Top 5 acc (%): 93.32
181
+ 2024-05-20 22:39:49,689 - INFO - Top 10 acc (%): 95.89
182
+ 2024-05-20 22:39:49,689 - INFO -
183
+ wrap_ffn
184
+ 2024-05-20 22:39:49,689 - INFO - Model : model_birdsnap_ebird_meta_wrap_ffn_inception_v3_0.0010_64_0.1000000_1_512.pth.tar
185
+ 2024-05-20 22:39:49,695 - INFO - (980,)
186
+ 2024-05-20 22:39:49,728 - INFO - Split ID: 0
187
+ 2024-05-20 22:39:49,729 - INFO - Top 1 LocEnc acc (%): 4.29
188
+ 2024-05-20 22:39:49,729 - INFO - Top 3 LocEnc acc (%): 9.69
189
+ 2024-05-20 22:39:49,729 - INFO - Top 5 LocEnc acc (%): 13.47
190
+ 2024-05-20 22:39:49,729 - INFO - Top 10 LocEnc acc (%): 22.45