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  1. data/model_birdsnap_orig_meta_rbf_inception_v3_0.0005_64_0.0005000_1_512_200_2.0.log +190 -0
data/model_birdsnap_orig_meta_rbf_inception_v3_0.0005_64_0.0005000_1_512_200_2.0.log ADDED
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+ 2024-05-19 15:31:34,738 - INFO -
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+ num_classes 500
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+ 2024-05-19 15:31:34,738 - INFO - num train 19133
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+ 2024-05-19 15:31:34,738 - INFO - num val 443
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+ 2024-05-19 15:31:34,738 - INFO - train loss full_loss
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+ 2024-05-19 15:31:34,738 - INFO - model name ../models/rbf/model_birdsnap_orig_meta_rbf_inception_v3_0.0005_64_0.0005000_1_512_200_2.0.pth.tar
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+ 2024-05-19 15:31:34,738 - INFO - num users 2872
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+ 2024-05-19 15:31:34,738 - INFO - meta data orig_meta
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+ 2024-05-19 15:31:34,912 - INFO -
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+ Epoch 0
11
+ 2024-05-19 15:31:48,465 - INFO - [18432/19133] Loss : 2.0704
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+ 2024-05-19 15:31:48,769 - INFO - Test loss : 0.9152
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+ 2024-05-19 15:31:48,770 - INFO -
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+ Epoch 1
15
+ 2024-05-19 15:32:01,949 - INFO - [18432/19133] Loss : 1.8201
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+ 2024-05-19 15:32:02,266 - INFO - Test loss : 1.1615
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+ 2024-05-19 15:32:02,266 - INFO -
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+ Epoch 2
19
+ 2024-05-19 15:32:16,255 - INFO - [18432/19133] Loss : 1.6670
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+ 2024-05-19 15:32:16,575 - INFO - Test loss : 1.0065
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+ 2024-05-19 15:32:16,575 - INFO -
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+ Epoch 3
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+ 2024-05-19 15:32:30,264 - INFO - [18432/19133] Loss : 1.5736
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+ 2024-05-19 15:32:30,579 - INFO - Test loss : 0.9322
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+ 2024-05-19 15:32:30,579 - INFO -
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+ Epoch 4
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+ 2024-05-19 15:32:44,476 - INFO - [18432/19133] Loss : 1.5049
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+ 2024-05-19 15:32:44,783 - INFO - Test loss : 0.8897
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+ 2024-05-19 15:32:44,784 - INFO -
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+ Epoch 5
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+ 2024-05-19 15:32:58,124 - INFO - [18432/19133] Loss : 1.4511
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+ 2024-05-19 15:32:58,428 - INFO - Test loss : 0.8529
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+ 2024-05-19 15:32:58,428 - INFO -
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+ Epoch 6
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+ 2024-05-19 15:33:12,317 - INFO - [18432/19133] Loss : 1.3975
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+ 2024-05-19 15:33:12,640 - INFO - Test loss : 0.8277
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+ 2024-05-19 15:33:12,640 - INFO -
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+ Epoch 7
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+ 2024-05-19 15:33:26,001 - INFO - [18432/19133] Loss : 1.3633
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+ 2024-05-19 15:33:26,306 - INFO - Test loss : 0.8110
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+ 2024-05-19 15:33:26,306 - INFO -
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+ Epoch 8
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+ 2024-05-19 15:33:40,234 - INFO - [18432/19133] Loss : 1.3323
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+ 2024-05-19 15:33:40,548 - INFO - Test loss : 0.7866
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+ 2024-05-19 15:33:40,548 - INFO -
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+ Epoch 9
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+ 2024-05-19 15:33:54,224 - INFO - [18432/19133] Loss : 1.2983
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+ 2024-05-19 15:33:54,531 - INFO - Test loss : 0.7706
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+ 2024-05-19 15:33:54,532 - INFO -
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+ Epoch 10
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+ 2024-05-19 15:34:08,071 - INFO - [18432/19133] Loss : 1.2684
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+ 2024-05-19 15:34:08,397 - INFO - Test loss : 0.7662
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+ 2024-05-19 15:34:08,407 - INFO - (443,)
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+ 2024-05-19 15:34:08,422 - INFO - Split ID: 0
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+ 2024-05-19 15:34:08,422 - INFO - Top 1 LocEnc (Epoch 10)acc (%): 1.81
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+ 2024-05-19 15:34:08,422 - INFO - Top 3 LocEnc (Epoch 10)acc (%): 4.51
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+ 2024-05-19 15:34:08,422 - INFO - Top 5 LocEnc (Epoch 10)acc (%): 8.58
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+ 2024-05-19 15:34:08,422 - INFO - Top 10 LocEnc (Epoch 10)acc (%): 15.35
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+ 2024-05-19 15:34:08,422 - INFO -
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+ No prior
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+ 2024-05-19 15:34:08,423 - INFO - (2262,)
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+ 2024-05-19 15:34:08,474 - INFO - Split ID: 0
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+ 2024-05-19 15:34:08,474 - INFO - Top 1 (Epoch 10)acc (%): 70.07
64
+ 2024-05-19 15:34:08,474 - INFO - Top 3 (Epoch 10)acc (%): 86.6
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+ 2024-05-19 15:34:08,474 - INFO - Top 5 (Epoch 10)acc (%): 90.05
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+ 2024-05-19 15:34:08,474 - INFO - Top 10 (Epoch 10)acc (%): 92.88
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+ 2024-05-19 15:34:09,597 - INFO - Split ID: 0
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+ 2024-05-19 15:34:09,597 - INFO - Top 1 (Epoch 10)acc (%): 71.57
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+ 2024-05-19 15:34:09,597 - INFO - Top 3 (Epoch 10)acc (%): 86.74
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+ 2024-05-19 15:34:09,597 - INFO - Top 5 (Epoch 10)acc (%): 90.01
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+ 2024-05-19 15:34:09,597 - INFO - Top 10 (Epoch 10)acc (%): 93.28
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+ 2024-05-19 15:34:09,597 - INFO -
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+ Epoch 11
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+ 2024-05-19 15:34:23,350 - INFO - [18432/19133] Loss : 1.2494
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+ 2024-05-19 15:34:23,657 - INFO - Test loss : 0.7421
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+ 2024-05-19 15:34:23,657 - INFO -
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+ Epoch 12
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+ 2024-05-19 15:34:37,311 - INFO - [18432/19133] Loss : 1.2245
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+ 2024-05-19 15:34:37,638 - INFO - Test loss : 0.7433
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+ 2024-05-19 15:34:37,638 - INFO -
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+ Epoch 13
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+ 2024-05-19 15:34:51,425 - INFO - [18432/19133] Loss : 1.2076
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+ 2024-05-19 15:34:51,752 - INFO - Test loss : 0.7311
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+ 2024-05-19 15:34:51,752 - INFO -
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+ Epoch 14
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+ 2024-05-19 15:35:05,435 - INFO - [18432/19133] Loss : 1.1935
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+ 2024-05-19 15:35:05,759 - INFO - Test loss : 0.7135
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+ 2024-05-19 15:35:05,759 - INFO -
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+ Epoch 15
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+ 2024-05-19 15:35:18,393 - INFO - [18432/19133] Loss : 1.1831
91
+ 2024-05-19 15:35:18,758 - INFO - Test loss : 0.7068
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+ 2024-05-19 15:35:18,758 - INFO -
93
+ Epoch 16
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+ 2024-05-19 15:35:32,675 - INFO - [18432/19133] Loss : 1.1683
95
+ 2024-05-19 15:35:32,990 - INFO - Test loss : 0.7004
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+ 2024-05-19 15:35:32,990 - INFO -
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+ Epoch 17
98
+ 2024-05-19 15:35:46,285 - INFO - [18432/19133] Loss : 1.1521
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+ 2024-05-19 15:35:46,588 - INFO - Test loss : 0.6941
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+ 2024-05-19 15:35:46,588 - INFO -
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+ Epoch 18
102
+ 2024-05-19 15:36:00,416 - INFO - [18432/19133] Loss : 1.1467
103
+ 2024-05-19 15:36:00,721 - INFO - Test loss : 0.6875
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+ 2024-05-19 15:36:00,721 - INFO -
105
+ Epoch 19
106
+ 2024-05-19 15:36:14,037 - INFO - [18432/19133] Loss : 1.1341
107
+ 2024-05-19 15:36:14,341 - INFO - Test loss : 0.6863
108
+ 2024-05-19 15:36:14,341 - INFO -
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+ Epoch 20
110
+ 2024-05-19 15:36:28,315 - INFO - [18432/19133] Loss : 1.1243
111
+ 2024-05-19 15:36:28,444 - INFO - Test loss : 0.6808
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+ 2024-05-19 15:36:28,451 - INFO - (443,)
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+ 2024-05-19 15:36:28,466 - INFO - Split ID: 0
114
+ 2024-05-19 15:36:28,467 - INFO - Top 1 LocEnc (Epoch 20)acc (%): 2.48
115
+ 2024-05-19 15:36:28,467 - INFO - Top 3 LocEnc (Epoch 20)acc (%): 5.87
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+ 2024-05-19 15:36:28,467 - INFO - Top 5 LocEnc (Epoch 20)acc (%): 9.48
117
+ 2024-05-19 15:36:28,467 - INFO - Top 10 LocEnc (Epoch 20)acc (%): 16.03
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+ 2024-05-19 15:36:28,467 - INFO -
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+ No prior
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+ 2024-05-19 15:36:28,468 - INFO - (2262,)
121
+ 2024-05-19 15:36:28,516 - INFO - Split ID: 0
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+ 2024-05-19 15:36:28,517 - INFO - Top 1 (Epoch 20)acc (%): 70.07
123
+ 2024-05-19 15:36:28,517 - INFO - Top 3 (Epoch 20)acc (%): 86.6
124
+ 2024-05-19 15:36:28,517 - INFO - Top 5 (Epoch 20)acc (%): 90.05
125
+ 2024-05-19 15:36:28,517 - INFO - Top 10 (Epoch 20)acc (%): 92.88
126
+ 2024-05-19 15:36:29,645 - INFO - Split ID: 0
127
+ 2024-05-19 15:36:29,645 - INFO - Top 1 (Epoch 20)acc (%): 71.57
128
+ 2024-05-19 15:36:29,646 - INFO - Top 3 (Epoch 20)acc (%): 86.87
129
+ 2024-05-19 15:36:29,646 - INFO - Top 5 (Epoch 20)acc (%): 90.1
130
+ 2024-05-19 15:36:29,646 - INFO - Top 10 (Epoch 20)acc (%): 93.28
131
+ 2024-05-19 15:36:29,646 - INFO -
132
+ Epoch 21
133
+ 2024-05-19 15:36:43,686 - INFO - [18432/19133] Loss : 1.1178
134
+ 2024-05-19 15:36:44,018 - INFO - Test loss : 0.6691
135
+ 2024-05-19 15:36:44,018 - INFO -
136
+ Epoch 22
137
+ 2024-05-19 15:36:57,412 - INFO - [18432/19133] Loss : 1.1131
138
+ 2024-05-19 15:36:57,719 - INFO - Test loss : 0.6769
139
+ 2024-05-19 15:36:57,719 - INFO -
140
+ Epoch 23
141
+ 2024-05-19 15:37:10,337 - INFO - [18432/19133] Loss : 1.1050
142
+ 2024-05-19 15:37:10,639 - INFO - Test loss : 0.6746
143
+ 2024-05-19 15:37:10,639 - INFO -
144
+ Epoch 24
145
+ 2024-05-19 15:37:24,572 - INFO - [18432/19133] Loss : 1.0996
146
+ 2024-05-19 15:37:24,888 - INFO - Test loss : 0.6666
147
+ 2024-05-19 15:37:24,888 - INFO -
148
+ Epoch 25
149
+ 2024-05-19 15:37:38,668 - INFO - [18432/19133] Loss : 1.0919
150
+ 2024-05-19 15:37:38,982 - INFO - Test loss : 0.6822
151
+ 2024-05-19 15:37:38,982 - INFO -
152
+ Epoch 26
153
+ 2024-05-19 15:37:51,794 - INFO - [18432/19133] Loss : 1.0833
154
+ 2024-05-19 15:37:52,121 - INFO - Test loss : 0.6663
155
+ 2024-05-19 15:37:52,121 - INFO -
156
+ Epoch 27
157
+ 2024-05-19 15:38:05,644 - INFO - [18432/19133] Loss : 1.0807
158
+ 2024-05-19 15:38:05,959 - INFO - Test loss : 0.6541
159
+ 2024-05-19 15:38:05,959 - INFO -
160
+ Epoch 28
161
+ 2024-05-19 15:38:19,977 - INFO - [18432/19133] Loss : 1.0747
162
+ 2024-05-19 15:38:20,287 - INFO - Test loss : 0.6685
163
+ 2024-05-19 15:38:20,287 - INFO -
164
+ Epoch 29
165
+ 2024-05-19 15:38:33,889 - INFO - [18432/19133] Loss : 1.0721
166
+ 2024-05-19 15:38:34,210 - INFO - Test loss : 0.6746
167
+ 2024-05-19 15:38:34,210 - INFO - Saving output model to ../models/rbf/model_birdsnap_orig_meta_rbf_inception_v3_0.0005_64_0.0005000_1_512_200_2.0.pth.tar
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+ 2024-05-19 15:38:34,223 - INFO - Saving output model to ../models/rbf/model_birdsnap_orig_meta_rbf_inception_v3_0.0005_64_0.0005000_1_512_200_2.0.pth.tar
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+ 2024-05-19 15:38:34,249 - INFO -
170
+ No prior
171
+ 2024-05-19 15:38:34,250 - INFO - (2262,)
172
+ 2024-05-19 15:38:34,298 - INFO - Split ID: 0
173
+ 2024-05-19 15:38:34,298 - INFO - Top 1 acc (%): 70.07
174
+ 2024-05-19 15:38:34,298 - INFO - Top 3 acc (%): 86.6
175
+ 2024-05-19 15:38:34,298 - INFO - Top 5 acc (%): 90.05
176
+ 2024-05-19 15:38:34,298 - INFO - Top 10 acc (%): 92.88
177
+ 2024-05-19 15:38:35,409 - INFO - Split ID: 0
178
+ 2024-05-19 15:38:35,409 - INFO - Top 1 acc (%): 71.79
179
+ 2024-05-19 15:38:35,409 - INFO - Top 3 acc (%): 86.91
180
+ 2024-05-19 15:38:35,409 - INFO - Top 5 acc (%): 90.14
181
+ 2024-05-19 15:38:35,409 - INFO - Top 10 acc (%): 93.24
182
+ 2024-05-19 15:38:35,409 - INFO -
183
+ rbf
184
+ 2024-05-19 15:38:35,409 - INFO - Model : model_birdsnap_orig_meta_rbf_inception_v3_0.0005_64_0.0005000_1_512_200_2.0.pth.tar
185
+ 2024-05-19 15:38:35,426 - INFO - (443,)
186
+ 2024-05-19 15:38:35,440 - INFO - Split ID: 0
187
+ 2024-05-19 15:38:35,441 - INFO - Top 1 LocEnc acc (%): 2.26
188
+ 2024-05-19 15:38:35,441 - INFO - Top 3 LocEnc acc (%): 6.55
189
+ 2024-05-19 15:38:35,441 - INFO - Top 5 LocEnc acc (%): 9.48
190
+ 2024-05-19 15:38:35,441 - INFO - Top 10 LocEnc acc (%): 16.7