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  1. finetuned_models/MCIO_protocol/ICM2O/log_detail.txt +235 -0
  2. finetuned_models/MCIO_protocol/ICM2O/oulu_vit_0_shot_checkpoint_run_3.pth.tar +3 -0
  3. finetuned_models/MCIO_protocol/ICM2O/performance.csv +8 -0
finetuned_models/MCIO_protocol/ICM2O/log_detail.txt ADDED
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+
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+ ----------------------------------------------- [START 2024-09-03 22:25:47] ---------------------------------------------------
3
+
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+ ** start training target model! **
5
+ --------|------------- VALID -------------|--- classifier ---|------ Current Best ------|--------------|
6
+ iter | loss top-1 HTER AUC | loss top-1 | top-1 HTER AUC | time |
7
+ -------------------------------------------------------------------------------------------------------|
8
+ 1.0 | 0.807 90.419 9.580 95.210 | 0.168 92.271 | 90.419 9.580 95.210 | 0 hr 03 min 0
9
+ 2.0 | 1.261 89.581 10.420 94.930 | 0.098 95.708 | 90.419 9.580 95.210 | 0 hr 05 min 0
10
+ 3.0 | 0.650 90.168 9.842 95.783 | 0.071 96.944 | 90.419 9.580 95.210 | 0 hr 08 min 0
11
+ 4.0 | 1.306 91.173 8.685 96.104 | 0.058 97.575 | 91.173 8.685 96.104 | 0 hr 11 min 0
12
+ 5.0 | 0.745 90.978 9.019 96.169 | 0.050 97.948 | 91.173 8.685 96.104 | 0 hr 14 min 0
13
+ 6.0 | 1.207 91.788 8.302 96.319 | 0.044 98.184 | 91.788 8.302 96.319 | 0 hr 17 min 0
14
+ 7.0 | 1.330 88.603 11.454 94.843 | 0.040 98.385 | 91.788 8.302 96.319 | 0 hr 20 min 0
15
+ 8.0 | 3.204 81.397 12.451 91.646 | 0.036 98.539 | 91.788 8.302 96.319 | 0 hr 23 min 0
16
+ 9.0 | 4.312 77.235 15.100 91.926 | 0.034 98.656 | 91.788 8.302 96.319 | 0 hr 26 min 0
17
+ 10.0 | 2.224 88.687 12.144 94.084 | 0.032 98.741 | 91.788 8.302 96.319 | 0 hr 29 min 0
18
+ 11.0 | 3.111 86.341 10.162 93.318 | 0.030 98.817 | 91.788 8.302 96.319 | 0 hr 31 min 0
19
+ 12.0 | 2.368 88.743 8.823 95.850 | 0.028 98.895 | 91.788 8.302 96.319 | 0 hr 34 min 0
20
+ 13.0 | 2.522 89.609 9.502 95.122 | 0.027 98.955 | 91.788 8.302 96.319 | 0 hr 37 min 0
21
+ 14.0 | 1.974 90.335 9.685 95.907 | 0.025 99.005 | 91.788 8.302 96.319 | 0 hr 40 min 0
22
+ 15.0 | 1.218 92.933 7.058 97.531 | 0.024 99.051 | 92.933 7.058 97.531 | 0 hr 43 min 0
23
+ 16.0 | 1.851 90.894 8.064 97.070 | 0.023 99.095 | 92.933 7.058 97.531 | 0 hr 46 min 0
24
+ 17.0 | 2.398 87.682 9.273 96.306 | 0.022 99.133 | 92.933 7.058 97.531 | 0 hr 49 min 0
25
+ 18.0 | 3.392 82.682 11.702 95.108 | 0.022 99.166 | 92.933 7.058 97.531 | 0 hr 52 min 0
26
+ 19.0 | 2.740 86.620 9.193 95.744 | 0.021 99.198 | 92.933 7.058 97.531 | 0 hr 55 min 0
27
+ 20.0 | 1.372 91.676 8.425 96.897 | 0.020 99.222 | 92.933 7.058 97.531 | 0 hr 58 min 0
28
+ 21.0 | 5.038 75.475 16.462 89.821 | 0.020 99.240 | 92.933 7.058 97.531 | 1 hr 01 min 0
29
+ 22.0 | 2.970 89.022 8.702 96.113 | 0.020 99.254 | 92.933 7.058 97.531 | 1 hr 04 min 0
30
+ 23.0 | 2.784 86.341 10.109 94.857 | 0.019 99.278 | 92.933 7.058 97.531 | 1 hr 06 min 0
31
+ 24.0 | 3.379 84.022 11.449 93.286 | 0.019 99.300 | 92.933 7.058 97.531 | 1 hr 09 min 0
32
+ 25.0 | 1.661 91.006 9.055 96.531 | 0.018 99.322 | 92.933 7.058 97.531 | 1 hr 12 min 0
33
+ 26.0 | 4.564 76.872 14.955 95.398 | 0.018 99.338 | 92.933 7.058 97.531 | 1 hr 15 min 0
34
+ 27.0 | 4.778 77.486 14.466 94.398 | 0.017 99.351 | 92.933 7.058 97.531 | 1 hr 18 min 0
35
+ 28.0 | 1.075 89.749 10.263 95.915 | 0.017 99.364 | 92.933 7.058 97.531 | 1 hr 21 min 0
36
+ 29.0 | 3.084 85.391 9.907 97.114 | 0.017 99.373 | 92.933 7.058 97.531 | 1 hr 24 min 0
37
+ 30.0 | 3.181 85.419 10.366 96.526 | 0.017 99.384 | 92.933 7.058 97.531 | 1 hr 27 min 0
38
+ 31.0 | 3.134 85.000 10.362 96.945 | 0.016 99.398 | 92.933 7.058 97.531 | 1 hr 30 min 0
39
+ 32.0 | 4.405 77.291 14.800 96.521 | 0.016 99.407 | 92.933 7.058 97.531 | 1 hr 33 min 0
40
+ 33.0 | 2.508 89.022 9.338 95.348 | 0.016 99.406 | 92.933 7.058 97.531 | 1 hr 36 min 0
41
+ 34.0 | 2.855 86.536 9.616 95.598 | 0.016 99.417 | 92.933 7.058 97.531 | 1 hr 39 min 0
42
+ 35.0 | 3.252 84.916 10.362 96.500 | 0.016 99.430 | 92.933 7.058 97.531 | 1 hr 42 min 0
43
+ 36.0 | 1.432 91.257 8.898 96.696 | 0.015 99.442 | 92.933 7.058 97.531 | 1 hr 45 min 0
44
+ 37.0 | 3.994 79.330 13.475 94.718 | 0.015 99.455 | 92.933 7.058 97.531 | 1 hr 48 min 0
45
+ 38.0 | 3.601 81.899 11.872 95.306 | 0.015 99.465 | 92.933 7.058 97.531 | 1 hr 51 min 0
46
+ 39.0 | 3.269 85.251 10.524 95.816 | 0.015 99.473 | 92.933 7.058 97.531 | 1 hr 53 min 0
47
+ 40.0 | 2.443 88.324 10.303 95.393 | 0.014 99.481 | 92.933 7.058 97.531 | 1 hr 56 min 0
48
+
49
+ ----------------------------------------------- [START 2024-09-04 00:22:41] ---------------------------------------------------
50
+
51
+ ** start training target model! **
52
+ --------|------------- VALID -------------|--- classifier ---|------ Current Best ------|--------------|
53
+ iter | loss top-1 HTER AUC | loss top-1 | top-1 HTER AUC | time |
54
+ -------------------------------------------------------------------------------------------------------|
55
+ 1.0 | 1.282 85.196 14.799 89.637 | 0.176 91.802 | 85.196 14.799 89.637 | 0 hr 02 min 0
56
+ 2.0 | 1.415 87.961 12.226 91.974 | 0.099 95.568 | 87.961 12.226 91.974 | 0 hr 05 min 0
57
+ 3.0 | 1.937 85.615 14.113 91.487 | 0.073 96.795 | 87.961 12.226 91.974 | 0 hr 08 min 0
58
+ 4.0 | 2.675 83.883 17.154 88.883 | 0.059 97.471 | 87.961 12.226 91.974 | 0 hr 11 min 0
59
+ 5.0 | 2.390 83.883 16.147 89.061 | 0.049 97.919 | 87.961 12.226 91.974 | 0 hr 14 min 0
60
+ 6.0 | 2.475 85.279 12.997 92.458 | 0.043 98.194 | 87.961 12.226 91.974 | 0 hr 17 min 0
61
+ 7.0 | 1.628 90.922 9.213 95.652 | 0.039 98.379 | 90.922 9.213 95.652 | 0 hr 20 min 0
62
+ 8.0 | 1.253 90.810 9.177 95.823 | 0.036 98.537 | 90.810 9.177 95.823 | 0 hr 23 min 0
63
+ 9.0 | 1.769 86.676 13.451 92.417 | 0.033 98.662 | 90.810 9.177 95.823 | 0 hr 26 min 0
64
+ 10.0 | 2.450 89.078 10.522 94.418 | 0.031 98.735 | 90.810 9.177 95.823 | 0 hr 29 min 0
65
+ 11.0 | 3.090 86.061 9.382 97.178 | 0.029 98.814 | 90.810 9.177 95.823 | 0 hr 32 min 0
66
+ 12.0 | 3.855 83.184 11.389 95.951 | 0.028 98.884 | 90.810 9.177 95.823 | 0 hr 35 min 0
67
+ 13.0 | 2.398 88.687 8.646 96.330 | 0.026 98.942 | 88.687 8.646 96.330 | 0 hr 38 min 0
68
+ 14.0 | 2.777 85.531 10.137 96.487 | 0.025 98.999 | 88.687 8.646 96.330 | 0 hr 41 min 0
69
+ 15.0 | 3.166 85.475 10.861 95.148 | 0.024 99.036 | 88.687 8.646 96.330 | 0 hr 44 min 0
70
+ 16.0 | 2.596 88.436 8.644 97.014 | 0.023 99.077 | 88.436 8.644 97.014 | 0 hr 47 min 0
71
+ 17.0 | 3.580 83.883 10.741 95.671 | 0.022 99.116 | 88.436 8.644 97.014 | 0 hr 50 min 0
72
+ 18.0 | 5.672 65.196 22.184 89.327 | 0.022 99.139 | 88.436 8.644 97.014 | 0 hr 52 min 0
73
+ 19.0 | 2.317 89.190 8.597 96.465 | 0.021 99.169 | 89.190 8.597 96.465 | 0 hr 55 min 0
74
+ 20.0 | 2.643 86.425 9.580 95.891 | 0.020 99.194 | 89.190 8.597 96.465 | 0 hr 59 min 0
75
+ 21.0 | 3.351 81.927 12.332 93.216 | 0.020 99.222 | 89.190 8.597 96.465 | 1 hr 02 min 0
76
+ 22.0 | 2.590 85.810 10.599 94.859 | 0.019 99.243 | 89.190 8.597 96.465 | 1 hr 04 min 0
77
+ 23.0 | 5.637 69.497 19.448 90.251 | 0.019 99.266 | 89.190 8.597 96.465 | 1 hr 07 min 0
78
+ 24.0 | 3.373 84.218 10.797 95.020 | 0.018 99.281 | 89.190 8.597 96.465 | 1 hr 10 min 0
79
+ 25.0 | 3.075 84.721 10.484 95.143 | 0.018 99.297 | 89.190 8.597 96.465 | 1 hr 13 min 0
80
+ 26.0 | 5.089 87.877 18.479 93.097 | 0.018 99.315 | 89.190 8.597 96.465 | 1 hr 16 min 0
81
+ 27.0 | 4.250 77.682 14.079 94.876 | 0.017 99.325 | 89.190 8.597 96.465 | 1 hr 19 min 0
82
+ 28.0 | 3.204 84.218 10.267 96.189 | 0.017 99.342 | 89.190 8.597 96.465 | 1 hr 22 min 0
83
+ 29.0 | 3.988 79.022 13.402 95.751 | 0.017 99.354 | 89.190 8.597 96.465 | 1 hr 25 min 0
84
+ 30.0 | 4.717 90.978 12.252 94.380 | 0.016 99.369 | 89.190 8.597 96.465 | 1 hr 28 min 0
85
+ 31.0 | 4.387 90.140 9.012 93.918 | 0.016 99.382 | 89.190 8.597 96.465 | 1 hr 31 min 0
86
+ 32.0 | 4.198 81.201 13.633 92.854 | 0.016 99.384 | 89.190 8.597 96.465 | 1 hr 34 min 0
87
+ 33.0 | 2.603 88.156 9.878 95.214 | 0.016 99.397 | 89.190 8.597 96.465 | 1 hr 37 min 0
88
+ 34.0 | 2.242 88.436 11.135 94.296 | 0.015 99.408 | 89.190 8.597 96.465 | 1 hr 40 min 0
89
+ 35.0 | 3.818 79.078 16.176 90.117 | 0.015 99.420 | 89.190 8.597 96.465 | 1 hr 43 min 0
90
+ 36.0 | 5.090 72.067 18.217 92.229 | 0.015 99.430 | 89.190 8.597 96.465 | 1 hr 46 min 0
91
+ 37.0 | 5.285 70.810 18.577 90.953 | 0.015 99.442 | 89.190 8.597 96.465 | 1 hr 49 min 0
92
+ 38.0 | 4.054 80.587 12.956 95.141 | 0.014 99.448 | 89.190 8.597 96.465 | 1 hr 52 min 0
93
+ 39.0 | 3.054 84.246 10.568 95.572 | 0.014 99.459 | 89.190 8.597 96.465 | 1 hr 55 min 0
94
+ 40.0 | 3.349 86.173 9.525 96.810 | 0.014 99.467 | 89.190 8.597 96.465 | 1 hr 58 min 0
95
+
96
+ ----------------------------------------------- [START 2024-09-04 02:21:19] ---------------------------------------------------
97
+
98
+ ** start training target model! **
99
+ --------|------------- VALID -------------|--- classifier ---|------ Current Best ------|--------------|
100
+ iter | loss top-1 HTER AUC | loss top-1 | top-1 HTER AUC | time |
101
+ -------------------------------------------------------------------------------------------------------|
102
+ 1.0 | 1.099 90.531 9.510 94.696 | 0.180 91.552 | 90.531 9.510 94.696 | 0 hr 02 min 0
103
+ 2.0 | 1.055 88.240 11.734 93.297 | 0.105 95.307 | 90.531 9.510 94.696 | 0 hr 05 min 0
104
+ 3.0 | 1.253 88.939 10.980 94.879 | 0.075 96.691 | 90.531 9.510 94.696 | 0 hr 08 min 0
105
+ 4.0 | 2.223 85.419 14.765 92.161 | 0.062 97.339 | 90.531 9.510 94.696 | 0 hr 11 min 0
106
+ 5.0 | 1.015 86.201 13.800 94.188 | 0.052 97.775 | 90.531 9.510 94.696 | 0 hr 14 min 0
107
+ 6.0 | 2.539 88.827 11.368 94.895 | 0.046 98.068 | 90.531 9.510 94.696 | 0 hr 17 min 0
108
+ 7.0 | 2.500 84.777 15.166 91.557 | 0.042 98.268 | 90.531 9.510 94.696 | 0 hr 20 min 0
109
+ 8.0 | 0.929 90.922 9.054 96.654 | 0.039 98.402 | 90.922 9.054 96.654 | 0 hr 23 min 0
110
+ 9.0 | 1.250 90.475 9.439 96.171 | 0.036 98.526 | 90.922 9.054 96.654 | 0 hr 25 min 0
111
+ 10.0 | 1.771 91.564 8.759 96.319 | 0.033 98.634 | 91.564 8.759 96.319 | 0 hr 28 min 0
112
+ 11.0 | 0.920 90.838 9.159 96.949 | 0.031 98.736 | 91.564 8.759 96.319 | 0 hr 31 min 0
113
+ 12.0 | 2.205 90.642 8.380 96.541 | 0.030 98.795 | 90.642 8.380 96.541 | 0 hr 34 min 0
114
+ 13.0 | 2.600 88.408 10.039 95.726 | 0.028 98.864 | 90.642 8.380 96.541 | 0 hr 37 min 0
115
+ 14.0 | 2.658 85.950 10.247 96.635 | 0.026 98.934 | 90.642 8.380 96.541 | 0 hr 40 min 0
116
+ 15.0 | 1.097 90.419 9.580 96.055 | 0.025 98.985 | 90.642 8.380 96.541 | 0 hr 43 min 0
117
+ 16.0 | 3.520 79.609 13.566 93.268 | 0.024 99.031 | 90.642 8.380 96.541 | 0 hr 46 min 0
118
+ 17.0 | 2.018 89.609 9.078 96.432 | 0.023 99.075 | 90.642 8.380 96.541 | 0 hr 48 min 0
119
+ 18.0 | 2.997 84.106 10.973 94.827 | 0.022 99.113 | 90.642 8.380 96.541 | 0 hr 51 min 0
120
+ 19.0 | 1.538 90.279 9.826 95.603 | 0.021 99.142 | 90.642 8.380 96.541 | 0 hr 54 min 0
121
+ 20.0 | 2.903 84.832 14.230 91.768 | 0.021 99.162 | 90.642 8.380 96.541 | 0 hr 57 min 0
122
+ 21.0 | 2.667 87.067 13.313 93.418 | 0.021 99.183 | 90.642 8.380 96.541 | 1 hr 00 min 0
123
+ 22.0 | 3.974 80.196 13.677 93.120 | 0.020 99.206 | 90.642 8.380 96.541 | 1 hr 03 min 0
124
+ 23.0 | 4.229 78.380 14.597 93.269 | 0.020 99.233 | 90.642 8.380 96.541 | 1 hr 06 min 0
125
+ 24.0 | 3.080 85.307 11.973 93.537 | 0.019 99.254 | 90.642 8.380 96.541 | 1 hr 09 min 0
126
+ 25.0 | 3.619 84.469 10.799 95.242 | 0.019 99.276 | 90.642 8.380 96.541 | 1 hr 12 min 0
127
+ 26.0 | 4.654 78.883 13.436 96.187 | 0.018 99.295 | 90.642 8.380 96.541 | 1 hr 15 min 0
128
+ 27.0 | 2.623 86.397 12.512 93.149 | 0.018 99.307 | 90.642 8.380 96.541 | 1 hr 18 min 0
129
+ 28.0 | 3.645 81.816 12.507 94.352 | 0.018 99.323 | 90.642 8.380 96.541 | 1 hr 21 min 0
130
+ 29.0 | 3.303 83.352 11.231 95.149 | 0.017 99.338 | 90.642 8.380 96.541 | 1 hr 24 min 0
131
+ 30.0 | 5.499 69.860 19.169 94.742 | 0.017 99.354 | 90.642 8.380 96.541 | 1 hr 27 min 0
132
+ 31.0 | 3.559 86.620 9.723 96.334 | 0.017 99.364 | 90.642 8.380 96.541 | 1 hr 30 min 0
133
+ 32.0 | 2.678 88.128 11.008 94.776 | 0.016 99.374 | 90.642 8.380 96.541 | 1 hr 33 min 0
134
+ 33.0 | 2.367 88.128 9.153 96.503 | 0.016 99.382 | 90.642 8.380 96.541 | 1 hr 36 min 0
135
+ 34.0 | 3.792 79.860 13.515 92.974 | 0.016 99.396 | 90.642 8.380 96.541 | 1 hr 39 min 0
136
+ 35.0 | 3.443 81.676 12.330 94.910 | 0.016 99.406 | 90.642 8.380 96.541 | 1 hr 42 min 0
137
+ 36.0 | 2.776 85.307 10.330 96.861 | 0.015 99.419 | 90.642 8.380 96.541 | 1 hr 45 min 0
138
+ 37.0 | 4.454 89.944 16.183 94.506 | 0.015 99.432 | 90.642 8.380 96.541 | 1 hr 48 min 0
139
+ 38.0 | 5.270 71.648 17.895 92.608 | 0.015 99.442 | 90.642 8.380 96.541 | 1 hr 51 min 0
140
+ 39.0 | 1.801 89.050 10.910 95.468 | 0.014 99.452 | 90.642 8.380 96.541 | 1 hr 54 min 0
141
+ 40.0 | 4.877 88.883 16.898 93.629 | 0.014 99.460 | 90.642 8.380 96.541 | 1 hr 57 min 0
142
+
143
+ ----------------------------------------------- [START 2024-09-04 04:18:51] ---------------------------------------------------
144
+
145
+ ** start training target model! **
146
+ --------|------------- VALID -------------|--- classifier ---|------ Current Best ------|--------------|
147
+ iter | loss top-1 HTER AUC | loss top-1 | top-1 HTER AUC | time |
148
+ -------------------------------------------------------------------------------------------------------|
149
+ 1.0 | 0.567 82.905 17.075 91.182 | 0.172 92.260 | 82.905 17.075 91.182 | 0 hr 03 min 0
150
+ 2.0 | 1.551 87.989 12.208 93.230 | 0.100 95.698 | 87.989 12.208 93.230 | 0 hr 06 min 0
151
+ 3.0 | 2.405 86.983 13.843 93.167 | 0.072 96.931 | 87.989 12.208 93.230 | 0 hr 09 min 0
152
+ 4.0 | 1.890 87.793 12.277 93.294 | 0.059 97.539 | 87.989 12.208 93.230 | 0 hr 12 min 0
153
+ 5.0 | 2.286 88.547 12.284 94.831 | 0.051 97.919 | 87.989 12.208 93.230 | 0 hr 15 min 0
154
+ 6.0 | 2.920 84.134 12.493 92.333 | 0.045 98.170 | 87.989 12.208 93.230 | 0 hr 18 min 0
155
+ 7.0 | 1.545 89.581 10.314 95.078 | 0.040 98.372 | 89.581 10.314 95.078 | 0 hr 20 min 0
156
+ 8.0 | 2.839 86.592 10.270 94.398 | 0.038 98.495 | 86.592 10.270 94.398 | 0 hr 23 min 0
157
+ 9.0 | 2.193 86.453 13.856 91.163 | 0.035 98.631 | 86.592 10.270 94.398 | 0 hr 26 min 0
158
+ 10.0 | 1.633 89.916 10.317 94.272 | 0.032 98.729 | 86.592 10.270 94.398 | 0 hr 29 min 0
159
+ 11.0 | 2.370 87.793 11.217 93.235 | 0.031 98.801 | 86.592 10.270 94.398 | 0 hr 32 min 0
160
+ 12.0 | 1.771 88.045 12.121 93.374 | 0.029 98.872 | 86.592 10.270 94.398 | 0 hr 35 min 0
161
+ 13.0 | 2.620 87.821 11.571 93.038 | 0.028 98.922 | 86.592 10.270 94.398 | 0 hr 38 min 0
162
+ 14.0 | 3.436 85.335 10.842 94.160 | 0.026 98.979 | 86.592 10.270 94.398 | 0 hr 41 min 0
163
+ 15.0 | 2.615 86.453 11.524 93.578 | 0.025 99.024 | 86.592 10.270 94.398 | 0 hr 44 min 0
164
+ 16.0 | 2.251 88.631 11.755 94.994 | 0.024 99.056 | 86.592 10.270 94.398 | 0 hr 46 min 0
165
+ 17.0 | 3.927 80.000 13.322 94.985 | 0.024 99.091 | 86.592 10.270 94.398 | 0 hr 49 min 0
166
+ 18.0 | 5.261 69.441 19.536 91.167 | 0.023 99.120 | 86.592 10.270 94.398 | 0 hr 52 min 0
167
+ 19.0 | 2.570 89.330 7.927 97.471 | 0.022 99.151 | 89.330 7.927 97.471 | 0 hr 55 min 0
168
+ 20.0 | 4.273 79.050 14.285 94.586 | 0.021 99.181 | 89.330 7.927 97.471 | 0 hr 58 min 0
169
+ 21.0 | 4.562 73.966 16.661 93.965 | 0.021 99.209 | 89.330 7.927 97.471 | 1 hr 01 min 0
170
+ 22.0 | 4.882 72.626 17.285 94.032 | 0.020 99.234 | 89.330 7.927 97.471 | 1 hr 04 min 0
171
+ 23.0 | 3.710 79.832 13.903 94.133 | 0.019 99.255 | 89.330 7.927 97.471 | 1 hr 07 min 0
172
+ 24.0 | 3.456 81.955 12.473 94.900 | 0.019 99.277 | 89.330 7.927 97.471 | 1 hr 09 min 0
173
+ 25.0 | 2.102 88.911 9.990 95.844 | 0.018 99.295 | 89.330 7.927 97.471 | 1 hr 12 min 0
174
+ 26.0 | 1.475 91.285 8.775 97.149 | 0.018 99.310 | 89.330 7.927 97.471 | 1 hr 15 min 0
175
+ 27.0 | 1.459 90.698 9.352 96.762 | 0.018 99.327 | 89.330 7.927 97.471 | 1 hr 18 min 0
176
+ 28.0 | 2.072 88.827 8.665 97.404 | 0.017 99.341 | 89.330 7.927 97.471 | 1 hr 21 min 0
177
+ 29.0 | 3.364 83.575 11.092 96.587 | 0.017 99.355 | 89.330 7.927 97.471 | 1 hr 24 min 0
178
+ 30.0 | 3.519 81.704 12.259 96.852 | 0.017 99.371 | 89.330 7.927 97.471 | 1 hr 27 min 0
179
+ 31.0 | 2.850 87.011 9.161 97.633 | 0.016 99.385 | 89.330 7.927 97.471 | 1 hr 30 min 0
180
+ 32.0 | 3.925 80.056 13.446 95.325 | 0.016 99.396 | 89.330 7.927 97.471 | 1 hr 32 min 0
181
+ 33.0 | 1.688 91.983 6.961 97.793 | 0.016 99.408 | 91.983 6.961 97.793 | 1 hr 35 min 0
182
+ 34.0 | 3.010 84.693 10.660 96.256 | 0.015 99.420 | 91.983 6.961 97.793 | 1 hr 38 min 0
183
+ 35.0 | 3.219 83.212 11.636 96.188 | 0.015 99.435 | 91.983 6.961 97.793 | 1 hr 41 min 0
184
+ 36.0 | 1.575 87.207 12.802 94.468 | 0.015 99.435 | 91.983 6.961 97.793 | 1 hr 44 min 0
185
+ 37.0 | 1.465 90.391 9.544 96.281 | 0.015 99.443 | 91.983 6.961 97.793 | 1 hr 47 min 0
186
+ 38.0 | 3.819 81.201 12.096 96.681 | 0.015 99.453 | 91.983 6.961 97.793 | 1 hr 50 min 0
187
+ 39.0 | 2.088 90.251 7.617 97.288 | 0.014 99.463 | 91.983 6.961 97.793 | 1 hr 53 min 0
188
+ 40.0 | 3.732 80.615 12.833 96.420 | 0.014 99.474 | 91.983 6.961 97.793 | 1 hr 55 min 0
189
+
190
+ ----------------------------------------------- [START 2024-09-04 06:14:50] ---------------------------------------------------
191
+
192
+ ** start training target model! **
193
+ --------|------------- VALID -------------|--- classifier ---|------ Current Best ------|--------------|
194
+ iter | loss top-1 HTER AUC | loss top-1 | top-1 HTER AUC | time |
195
+ -------------------------------------------------------------------------------------------------------|
196
+ 1.0 | 0.975 88.743 11.261 93.988 | 0.172 91.917 | 88.743 11.261 93.988 | 0 hr 02 min 0
197
+ 2.0 | 2.336 87.654 12.629 91.106 | 0.102 95.458 | 88.743 11.261 93.988 | 0 hr 05 min 0
198
+ 3.0 | 1.809 88.715 10.960 93.901 | 0.074 96.774 | 88.715 10.960 93.901 | 0 hr 08 min 0
199
+ 4.0 | 1.710 89.972 10.335 95.607 | 0.059 97.458 | 89.972 10.335 95.607 | 0 hr 11 min 0
200
+ 5.0 | 1.983 89.637 10.438 95.041 | 0.051 97.858 | 89.972 10.335 95.607 | 0 hr 14 min 0
201
+ 6.0 | 0.954 92.430 7.530 97.322 | 0.045 98.142 | 92.430 7.530 97.322 | 0 hr 17 min 0
202
+ 7.0 | 3.473 83.883 13.815 91.469 | 0.040 98.333 | 92.430 7.530 97.322 | 0 hr 20 min 0
203
+ 8.0 | 2.039 87.682 12.506 93.422 | 0.038 98.469 | 92.430 7.530 97.322 | 0 hr 22 min 0
204
+ 9.0 | 2.670 86.061 13.145 92.320 | 0.035 98.576 | 92.430 7.530 97.322 | 0 hr 25 min 0
205
+ 10.0 | 3.483 83.743 11.782 93.421 | 0.033 98.663 | 92.430 7.530 97.322 | 0 hr 28 min 0
206
+ 11.0 | 2.073 90.587 8.733 96.294 | 0.031 98.754 | 92.430 7.530 97.322 | 0 hr 31 min 0
207
+ 12.0 | 4.871 71.369 18.493 93.467 | 0.029 98.831 | 92.430 7.530 97.322 | 0 hr 34 min 0
208
+ 13.0 | 3.767 77.933 15.353 92.151 | 0.028 98.895 | 92.430 7.530 97.322 | 0 hr 37 min 0
209
+ 14.0 | 1.716 91.341 8.846 96.831 | 0.026 98.953 | 92.430 7.530 97.322 | 0 hr 40 min 0
210
+ 15.0 | 3.605 80.028 13.516 93.291 | 0.025 99.000 | 92.430 7.530 97.322 | 0 hr 43 min 0
211
+ 16.0 | 3.372 82.179 12.493 93.868 | 0.024 99.049 | 92.430 7.530 97.322 | 0 hr 45 min 0
212
+ 17.0 | 4.142 79.721 13.072 95.176 | 0.023 99.086 | 92.430 7.530 97.322 | 0 hr 48 min 0
213
+ 18.0 | 1.671 91.313 8.439 97.215 | 0.022 99.123 | 92.430 7.530 97.322 | 0 hr 51 min 0
214
+ 19.0 | 2.917 84.916 13.330 93.955 | 0.022 99.144 | 92.430 7.530 97.322 | 0 hr 54 min 0
215
+ 20.0 | 5.983 62.989 23.243 92.703 | 0.021 99.175 | 92.430 7.530 97.322 | 0 hr 57 min 0
216
+ 21.0 | 1.211 91.397 8.652 96.175 | 0.021 99.197 | 92.430 7.530 97.322 | 1 hr 00 min 0
217
+ 22.0 | 4.404 76.397 15.198 94.909 | 0.020 99.218 | 92.430 7.530 97.322 | 1 hr 03 min 0
218
+ 23.0 | 2.522 87.374 9.730 96.733 | 0.020 99.239 | 92.430 7.530 97.322 | 1 hr 05 min 0
219
+ 24.0 | 3.738 81.480 12.929 95.558 | 0.019 99.258 | 92.430 7.530 97.322 | 1 hr 08 min 0
220
+ 25.0 | 4.445 76.927 14.708 96.286 | 0.019 99.276 | 92.430 7.530 97.322 | 1 hr 11 min 0
221
+ 26.0 | 4.380 75.754 16.129 93.105 | 0.018 99.293 | 92.430 7.530 97.322 | 1 hr 14 min 0
222
+ 27.0 | 2.014 90.251 8.465 96.527 | 0.018 99.304 | 92.430 7.530 97.322 | 1 hr 17 min 0
223
+ 28.0 | 3.531 82.514 12.125 94.147 | 0.018 99.317 | 92.430 7.530 97.322 | 1 hr 20 min 0
224
+ 29.0 | 2.682 86.648 10.077 94.329 | 0.018 99.331 | 92.430 7.530 97.322 | 1 hr 23 min 0
225
+ 30.0 | 5.750 69.385 19.147 93.526 | 0.017 99.348 | 92.430 7.530 97.322 | 1 hr 26 min 0
226
+ 31.0 | 4.366 76.899 14.938 92.580 | 0.017 99.360 | 92.430 7.530 97.322 | 1 hr 29 min 0
227
+ 32.0 | 5.056 72.346 17.406 93.718 | 0.016 99.375 | 92.430 7.530 97.322 | 1 hr 32 min 0
228
+ 33.0 | 2.086 91.369 7.397 97.241 | 0.016 99.389 | 91.369 7.397 97.241 | 1 hr 35 min 0
229
+ 34.0 | 4.245 78.827 13.630 94.706 | 0.016 99.402 | 91.369 7.397 97.241 | 1 hr 38 min 0
230
+ 35.0 | 2.820 85.866 10.458 95.735 | 0.015 99.415 | 91.369 7.397 97.241 | 1 hr 41 min 0
231
+ 36.0 | 7.352 86.397 12.088 91.299 | 0.015 99.427 | 91.369 7.397 97.241 | 1 hr 44 min 0
232
+ 37.0 | 3.002 94.358 8.819 97.264 | 0.015 99.436 | 91.369 7.397 97.241 | 1 hr 47 min 0
233
+ 38.0 | 1.497 91.508 8.529 96.910 | 0.015 99.440 | 91.369 7.397 97.241 | 1 hr 50 min 0
234
+ 39.0 | 2.692 86.732 9.176 97.030 | 0.015 99.447 | 91.369 7.397 97.241 | 1 hr 52 min 0
235
+ 40.0 | 3.289 92.849 12.675 96.872 | 0.014 99.457 | 91.369 7.397 97.241 | 1 hr 55 min 0
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