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data/model_birdsnap_orig_meta_wrap_ffn_inception_v3_0.0020_64_0.0100000_1_512.log ADDED
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+ 2024-05-20 18:49:26,583 - INFO -
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+ num_classes 500
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+ 2024-05-20 18:49:26,583 - INFO - num train 19133
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+ 2024-05-20 18:49:26,583 - INFO - num val 443
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+ 2024-05-20 18:49:26,583 - INFO - train loss full_loss
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+ 2024-05-20 18:49:26,583 - INFO - model name ../models/wrap_ffn/model_birdsnap_orig_meta_wrap_ffn_inception_v3_0.0020_64_0.0100000_1_512.pth.tar
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+ 2024-05-20 18:49:26,583 - INFO - num users 2872
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+ 2024-05-20 18:49:26,583 - INFO - meta data orig_meta
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+ 2024-05-20 18:49:26,762 - INFO -
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+ Epoch 0
11
+ 2024-05-20 18:49:40,699 - INFO - [18432/19133] Loss : 1.8554
12
+ 2024-05-20 18:49:41,020 - INFO - Test loss : 0.7960
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+ 2024-05-20 18:49:41,020 - INFO -
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+ Epoch 1
15
+ 2024-05-20 18:49:54,701 - INFO - [18432/19133] Loss : 1.4764
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+ 2024-05-20 18:49:55,023 - INFO - Test loss : 0.7856
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+ 2024-05-20 18:49:55,023 - INFO -
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+ Epoch 2
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+ 2024-05-20 18:50:08,726 - INFO - [18432/19133] Loss : 1.4238
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+ 2024-05-20 18:50:09,048 - INFO - Test loss : 0.7538
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+ 2024-05-20 18:50:09,048 - INFO -
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+ Epoch 3
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+ 2024-05-20 18:50:22,727 - INFO - [18432/19133] Loss : 1.3950
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+ 2024-05-20 18:50:23,049 - INFO - Test loss : 0.7335
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+ 2024-05-20 18:50:23,049 - INFO -
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+ Epoch 4
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+ 2024-05-20 18:50:36,738 - INFO - [18432/19133] Loss : 1.3646
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+ 2024-05-20 18:50:37,060 - INFO - Test loss : 0.7081
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+ 2024-05-20 18:50:37,060 - INFO -
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+ Epoch 5
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+ 2024-05-20 18:50:50,771 - INFO - [18432/19133] Loss : 1.3233
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+ 2024-05-20 18:50:51,093 - INFO - Test loss : 0.6832
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+ 2024-05-20 18:50:51,093 - INFO -
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+ Epoch 6
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+ 2024-05-20 18:51:04,747 - INFO - [18432/19133] Loss : 1.2827
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+ 2024-05-20 18:51:05,070 - INFO - Test loss : 0.6531
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+ 2024-05-20 18:51:05,070 - INFO -
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+ Epoch 7
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+ 2024-05-20 18:51:18,782 - INFO - [18432/19133] Loss : 1.2381
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+ 2024-05-20 18:51:19,104 - INFO - Test loss : 0.6063
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+ 2024-05-20 18:51:19,104 - INFO -
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+ Epoch 8
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+ 2024-05-20 18:51:32,591 - INFO - [18432/19133] Loss : 1.1999
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+ 2024-05-20 18:51:32,913 - INFO - Test loss : 0.5893
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+ 2024-05-20 18:51:32,913 - INFO -
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+ Epoch 9
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+ 2024-05-20 18:51:46,644 - INFO - [18432/19133] Loss : 1.1752
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+ 2024-05-20 18:51:46,967 - INFO - Test loss : 0.5712
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+ 2024-05-20 18:51:46,967 - INFO -
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+ Epoch 10
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+ 2024-05-20 18:52:00,609 - INFO - [18432/19133] Loss : 1.1655
52
+ 2024-05-20 18:52:00,931 - INFO - Test loss : 0.5651
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+ 2024-05-20 18:52:00,938 - INFO - (443,)
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+ 2024-05-20 18:52:00,955 - INFO - Split ID: 0
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+ 2024-05-20 18:52:00,955 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.81
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+ 2024-05-20 18:52:00,955 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.51
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+ 2024-05-20 18:52:00,955 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 7.45
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+ 2024-05-20 18:52:00,956 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 11.51
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+ 2024-05-20 18:52:00,956 - INFO -
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+ No prior
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+ 2024-05-20 18:52:00,957 - INFO - (2262,)
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+ 2024-05-20 18:52:01,008 - INFO - Split ID: 0
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+ 2024-05-20 18:52:01,008 - INFO - Top 1 (Epoch 10)acc (%): 70.07
64
+ 2024-05-20 18:52:01,008 - INFO - Top 3 (Epoch 10)acc (%): 86.6
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+ 2024-05-20 18:52:01,008 - INFO - Top 5 (Epoch 10)acc (%): 90.05
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+ 2024-05-20 18:52:01,008 - INFO - Top 10 (Epoch 10)acc (%): 92.88
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+ 2024-05-20 18:52:02,093 - INFO - Split ID: 0
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+ 2024-05-20 18:52:02,093 - INFO - Top 1 (Epoch 10)acc (%): 71.31
69
+ 2024-05-20 18:52:02,093 - INFO - Top 3 (Epoch 10)acc (%): 86.56
70
+ 2024-05-20 18:52:02,093 - INFO - Top 5 (Epoch 10)acc (%): 90.14
71
+ 2024-05-20 18:52:02,093 - INFO - Top 10 (Epoch 10)acc (%): 93.37
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+ 2024-05-20 18:52:02,094 - INFO -
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+ Epoch 11
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+ 2024-05-20 18:52:15,938 - INFO - [18432/19133] Loss : 1.1479
75
+ 2024-05-20 18:52:16,267 - INFO - Test loss : 0.5662
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+ 2024-05-20 18:52:16,267 - INFO -
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+ Epoch 12
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+ 2024-05-20 18:52:30,307 - INFO - [18432/19133] Loss : 1.1351
79
+ 2024-05-20 18:52:30,629 - INFO - Test loss : 0.5574
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+ 2024-05-20 18:52:30,629 - INFO -
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+ Epoch 13
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+ 2024-05-20 18:52:44,357 - INFO - [18432/19133] Loss : 1.1256
83
+ 2024-05-20 18:52:44,672 - INFO - Test loss : 0.5557
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+ 2024-05-20 18:52:44,672 - INFO -
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+ Epoch 14
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+ 2024-05-20 18:52:58,266 - INFO - [18432/19133] Loss : 1.1157
87
+ 2024-05-20 18:52:58,589 - INFO - Test loss : 0.5648
88
+ 2024-05-20 18:52:58,589 - INFO -
89
+ Epoch 15
90
+ 2024-05-20 18:53:12,277 - INFO - [18432/19133] Loss : 1.1023
91
+ 2024-05-20 18:53:12,631 - INFO - Test loss : 0.5528
92
+ 2024-05-20 18:53:12,631 - INFO -
93
+ Epoch 16
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+ 2024-05-20 18:53:26,319 - INFO - [18432/19133] Loss : 1.0997
95
+ 2024-05-20 18:53:26,619 - INFO - Test loss : 0.5564
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+ 2024-05-20 18:53:26,619 - INFO -
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+ Epoch 17
98
+ 2024-05-20 18:53:40,334 - INFO - [18432/19133] Loss : 1.0892
99
+ 2024-05-20 18:53:40,657 - INFO - Test loss : 0.5534
100
+ 2024-05-20 18:53:40,657 - INFO -
101
+ Epoch 18
102
+ 2024-05-20 18:53:54,367 - INFO - [18432/19133] Loss : 1.0878
103
+ 2024-05-20 18:53:54,677 - INFO - Test loss : 0.5605
104
+ 2024-05-20 18:53:54,677 - INFO -
105
+ Epoch 19
106
+ 2024-05-20 18:54:08,331 - INFO - [18432/19133] Loss : 1.0793
107
+ 2024-05-20 18:54:08,641 - INFO - Test loss : 0.5668
108
+ 2024-05-20 18:54:08,641 - INFO -
109
+ Epoch 20
110
+ 2024-05-20 18:54:22,359 - INFO - [18432/19133] Loss : 1.0720
111
+ 2024-05-20 18:54:22,676 - INFO - Test loss : 0.5629
112
+ 2024-05-20 18:54:22,678 - INFO - (443,)
113
+ 2024-05-20 18:54:22,693 - INFO - Split ID: 0
114
+ 2024-05-20 18:54:22,693 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 2.93
115
+ 2024-05-20 18:54:22,693 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 7.45
116
+ 2024-05-20 18:54:22,694 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 10.38
117
+ 2024-05-20 18:54:22,694 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 15.8
118
+ 2024-05-20 18:54:22,694 - INFO -
119
+ No prior
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+ 2024-05-20 18:54:22,695 - INFO - (2262,)
121
+ 2024-05-20 18:54:22,744 - INFO - Split ID: 0
122
+ 2024-05-20 18:54:22,745 - INFO - Top 1 (Epoch 20)acc (%): 70.07
123
+ 2024-05-20 18:54:22,745 - INFO - Top 3 (Epoch 20)acc (%): 86.6
124
+ 2024-05-20 18:54:22,745 - INFO - Top 5 (Epoch 20)acc (%): 90.05
125
+ 2024-05-20 18:54:22,745 - INFO - Top 10 (Epoch 20)acc (%): 92.88
126
+ 2024-05-20 18:54:23,885 - INFO - Split ID: 0
127
+ 2024-05-20 18:54:23,885 - INFO - Top 1 (Epoch 20)acc (%): 71.57
128
+ 2024-05-20 18:54:23,885 - INFO - Top 3 (Epoch 20)acc (%): 86.6
129
+ 2024-05-20 18:54:23,885 - INFO - Top 5 (Epoch 20)acc (%): 89.83
130
+ 2024-05-20 18:54:23,885 - INFO - Top 10 (Epoch 20)acc (%): 93.32
131
+ 2024-05-20 18:54:23,885 - INFO -
132
+ Epoch 21
133
+ 2024-05-20 18:54:37,132 - INFO - [18432/19133] Loss : 1.0658
134
+ 2024-05-20 18:54:37,447 - INFO - Test loss : 0.5685
135
+ 2024-05-20 18:54:37,447 - INFO -
136
+ Epoch 22
137
+ 2024-05-20 18:54:51,133 - INFO - [18432/19133] Loss : 1.0644
138
+ 2024-05-20 18:54:51,454 - INFO - Test loss : 0.5587
139
+ 2024-05-20 18:54:51,454 - INFO -
140
+ Epoch 23
141
+ 2024-05-20 18:55:05,047 - INFO - [18432/19133] Loss : 1.0598
142
+ 2024-05-20 18:55:05,369 - INFO - Test loss : 0.5746
143
+ 2024-05-20 18:55:05,369 - INFO -
144
+ Epoch 24
145
+ 2024-05-20 18:55:19,006 - INFO - [18432/19133] Loss : 1.0540
146
+ 2024-05-20 18:55:19,334 - INFO - Test loss : 0.5704
147
+ 2024-05-20 18:55:19,334 - INFO -
148
+ Epoch 25
149
+ 2024-05-20 18:55:33,208 - INFO - [18432/19133] Loss : 1.0502
150
+ 2024-05-20 18:55:33,395 - INFO - Test loss : 0.5737
151
+ 2024-05-20 18:55:33,395 - INFO -
152
+ Epoch 26
153
+ 2024-05-20 18:55:45,782 - INFO - [18432/19133] Loss : 1.0433
154
+ 2024-05-20 18:55:46,093 - INFO - Test loss : 0.5683
155
+ 2024-05-20 18:55:46,093 - INFO -
156
+ Epoch 27
157
+ 2024-05-20 18:55:59,855 - INFO - [18432/19133] Loss : 1.0369
158
+ 2024-05-20 18:56:00,166 - INFO - Test loss : 0.5798
159
+ 2024-05-20 18:56:00,166 - INFO -
160
+ Epoch 28
161
+ 2024-05-20 18:56:13,851 - INFO - [18432/19133] Loss : 1.0382
162
+ 2024-05-20 18:56:14,165 - INFO - Test loss : 0.5695
163
+ 2024-05-20 18:56:14,165 - INFO -
164
+ Epoch 29
165
+ 2024-05-20 18:56:27,892 - INFO - [18432/19133] Loss : 1.0289
166
+ 2024-05-20 18:56:28,215 - INFO - Test loss : 0.5647
167
+ 2024-05-20 18:56:28,215 - INFO - Saving output model to ../models/wrap_ffn/model_birdsnap_orig_meta_wrap_ffn_inception_v3_0.0020_64_0.0100000_1_512.pth.tar
168
+ 2024-05-20 18:56:28,226 - INFO - Saving output model to ../models/wrap_ffn/model_birdsnap_orig_meta_wrap_ffn_inception_v3_0.0020_64_0.0100000_1_512.pth.tar
169
+ 2024-05-20 18:56:28,255 - INFO -
170
+ No prior
171
+ 2024-05-20 18:56:28,256 - INFO - (2262,)
172
+ 2024-05-20 18:56:28,305 - INFO - Split ID: 0
173
+ 2024-05-20 18:56:28,305 - INFO - Top 1 acc (%): 70.07
174
+ 2024-05-20 18:56:28,305 - INFO - Top 3 acc (%): 86.6
175
+ 2024-05-20 18:56:28,305 - INFO - Top 5 acc (%): 90.05
176
+ 2024-05-20 18:56:28,305 - INFO - Top 10 acc (%): 92.88
177
+ 2024-05-20 18:56:29,435 - INFO - Split ID: 0
178
+ 2024-05-20 18:56:29,435 - INFO - Top 1 acc (%): 71.79
179
+ 2024-05-20 18:56:29,435 - INFO - Top 3 acc (%): 86.74
180
+ 2024-05-20 18:56:29,435 - INFO - Top 5 acc (%): 89.79
181
+ 2024-05-20 18:56:29,435 - INFO - Top 10 acc (%): 93.32
182
+ 2024-05-20 18:56:29,435 - INFO -
183
+ wrap_ffn
184
+ 2024-05-20 18:56:29,435 - INFO - Model : model_birdsnap_orig_meta_wrap_ffn_inception_v3_0.0020_64_0.0100000_1_512.pth.tar
185
+ 2024-05-20 18:56:29,445 - INFO - (443,)
186
+ 2024-05-20 18:56:29,460 - INFO - Split ID: 0
187
+ 2024-05-20 18:56:29,461 - INFO - Top 1 LocEnc acc (%): 3.39
188
+ 2024-05-20 18:56:29,461 - INFO - Top 3 LocEnc acc (%): 7.67
189
+ 2024-05-20 18:56:29,461 - INFO - Top 5 LocEnc acc (%): 11.96
190
+ 2024-05-20 18:56:29,461 - INFO - Top 10 LocEnc acc (%): 16.48