End of training
Browse files- README.md +1060 -0
- config.json +71 -0
- model.safetensors +3 -0
- training_args.bin +3 -0
README.md
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|
| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
license: apache-2.0
|
| 4 |
+
base_model: microsoft/swinv2-base-patch4-window16-256
|
| 5 |
+
tags:
|
| 6 |
+
- generated_from_trainer
|
| 7 |
+
metrics:
|
| 8 |
+
- f1
|
| 9 |
+
model-index:
|
| 10 |
+
- name: SwinV2-Base-Image-Orientation-Fixer
|
| 11 |
+
results: []
|
| 12 |
+
---
|
| 13 |
+
|
| 14 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 15 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 16 |
+
|
| 17 |
+
# SwinV2-Base-Image-Orientation-Fixer
|
| 18 |
+
|
| 19 |
+
This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window16-256](https://huggingface.co/microsoft/swinv2-base-patch4-window16-256) on the None dataset.
|
| 20 |
+
It achieves the following results on the evaluation set:
|
| 21 |
+
- Loss: 0.0924
|
| 22 |
+
- F1: 0.9635
|
| 23 |
+
|
| 24 |
+
## Model description
|
| 25 |
+
|
| 26 |
+
More information needed
|
| 27 |
+
|
| 28 |
+
## Intended uses & limitations
|
| 29 |
+
|
| 30 |
+
More information needed
|
| 31 |
+
|
| 32 |
+
## Training and evaluation data
|
| 33 |
+
|
| 34 |
+
More information needed
|
| 35 |
+
|
| 36 |
+
## Training procedure
|
| 37 |
+
|
| 38 |
+
### Training hyperparameters
|
| 39 |
+
|
| 40 |
+
The following hyperparameters were used during training:
|
| 41 |
+
- learning_rate: 5e-05
|
| 42 |
+
- train_batch_size: 32
|
| 43 |
+
- eval_batch_size: 32
|
| 44 |
+
- seed: 42
|
| 45 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 46 |
+
- lr_scheduler_type: linear
|
| 47 |
+
- training_steps: 10000
|
| 48 |
+
|
| 49 |
+
### Training results
|
| 50 |
+
|
| 51 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 |
|
| 52 |
+
|:-------------:|:-----:|:-----:|:---------------:|:------:|
|
| 53 |
+
| 1.3046 | 0.001 | 10 | 1.1785 | 0.1667 |
|
| 54 |
+
| 1.0967 | 0.002 | 20 | 1.0254 | 0.1855 |
|
| 55 |
+
| 0.9667 | 0.003 | 30 | 0.9037 | 0.3609 |
|
| 56 |
+
| 0.8572 | 0.004 | 40 | 0.8003 | 0.4600 |
|
| 57 |
+
| 0.7458 | 0.005 | 50 | 0.7281 | 0.4705 |
|
| 58 |
+
| 0.6552 | 0.006 | 60 | 0.6797 | 0.5398 |
|
| 59 |
+
| 0.61 | 0.007 | 70 | 0.6713 | 0.5176 |
|
| 60 |
+
| 0.5914 | 0.008 | 80 | 0.5854 | 0.5800 |
|
| 61 |
+
| 0.5881 | 0.009 | 90 | 0.5599 | 0.5933 |
|
| 62 |
+
| 0.5762 | 0.01 | 100 | 0.5590 | 0.6077 |
|
| 63 |
+
| 0.531 | 0.011 | 110 | 0.5302 | 0.6340 |
|
| 64 |
+
| 0.5313 | 0.012 | 120 | 0.5523 | 0.6076 |
|
| 65 |
+
| 0.6121 | 0.013 | 130 | 0.5045 | 0.6585 |
|
| 66 |
+
| 0.5299 | 0.014 | 140 | 0.4890 | 0.6588 |
|
| 67 |
+
| 0.5251 | 0.015 | 150 | 0.4963 | 0.6328 |
|
| 68 |
+
| 0.429 | 0.016 | 160 | 0.5152 | 0.5983 |
|
| 69 |
+
| 0.6077 | 0.017 | 170 | 0.4734 | 0.6230 |
|
| 70 |
+
| 0.4215 | 0.018 | 180 | 0.4949 | 0.5898 |
|
| 71 |
+
| 0.3992 | 0.019 | 190 | 0.4687 | 0.6409 |
|
| 72 |
+
| 0.45 | 0.02 | 200 | 0.4452 | 0.6813 |
|
| 73 |
+
| 0.481 | 0.021 | 210 | 0.4690 | 0.6054 |
|
| 74 |
+
| 0.4398 | 0.022 | 220 | 0.4797 | 0.6098 |
|
| 75 |
+
| 0.4517 | 0.023 | 230 | 0.4390 | 0.6280 |
|
| 76 |
+
| 0.52 | 0.024 | 240 | 0.4595 | 0.6965 |
|
| 77 |
+
| 0.3979 | 0.025 | 250 | 0.4527 | 0.7074 |
|
| 78 |
+
| 0.4215 | 0.026 | 260 | 0.4650 | 0.5986 |
|
| 79 |
+
| 0.415 | 0.027 | 270 | 0.3967 | 0.7387 |
|
| 80 |
+
| 0.4367 | 0.028 | 280 | 0.3948 | 0.7631 |
|
| 81 |
+
| 0.3662 | 0.029 | 290 | 0.4345 | 0.7525 |
|
| 82 |
+
| 0.3747 | 0.03 | 300 | 0.4109 | 0.7742 |
|
| 83 |
+
| 0.3729 | 0.031 | 310 | 0.3770 | 0.7645 |
|
| 84 |
+
| 0.3043 | 0.032 | 320 | 0.3834 | 0.7539 |
|
| 85 |
+
| 0.3792 | 0.033 | 330 | 0.3965 | 0.7712 |
|
| 86 |
+
| 0.3789 | 0.034 | 340 | 0.3485 | 0.7788 |
|
| 87 |
+
| 0.3965 | 0.035 | 350 | 0.3677 | 0.7791 |
|
| 88 |
+
| 0.4678 | 0.036 | 360 | 0.3301 | 0.8166 |
|
| 89 |
+
| 0.3586 | 0.037 | 370 | 0.3815 | 0.7679 |
|
| 90 |
+
| 0.2844 | 0.038 | 380 | 0.3125 | 0.8438 |
|
| 91 |
+
| 0.3924 | 0.039 | 390 | 0.3143 | 0.8413 |
|
| 92 |
+
| 0.3238 | 0.04 | 400 | 0.2931 | 0.8539 |
|
| 93 |
+
| 0.3012 | 0.041 | 410 | 0.3338 | 0.8121 |
|
| 94 |
+
| 0.3167 | 0.042 | 420 | 0.3083 | 0.8450 |
|
| 95 |
+
| 0.2967 | 0.043 | 430 | 0.2867 | 0.8564 |
|
| 96 |
+
| 0.2814 | 0.044 | 440 | 0.3096 | 0.8568 |
|
| 97 |
+
| 0.3444 | 0.045 | 450 | 0.3317 | 0.8343 |
|
| 98 |
+
| 0.2967 | 0.046 | 460 | 0.2874 | 0.8405 |
|
| 99 |
+
| 0.2322 | 0.047 | 470 | 0.3670 | 0.8167 |
|
| 100 |
+
| 0.3059 | 0.048 | 480 | 0.2545 | 0.8877 |
|
| 101 |
+
| 0.3292 | 0.049 | 490 | 0.2861 | 0.8417 |
|
| 102 |
+
| 0.2424 | 0.05 | 500 | 0.2495 | 0.8907 |
|
| 103 |
+
| 0.3755 | 0.051 | 510 | 0.2718 | 0.8643 |
|
| 104 |
+
| 0.2947 | 0.052 | 520 | 0.2508 | 0.8869 |
|
| 105 |
+
| 0.3016 | 0.053 | 530 | 0.2657 | 0.8573 |
|
| 106 |
+
| 0.267 | 0.054 | 540 | 0.2614 | 0.8795 |
|
| 107 |
+
| 0.2392 | 0.055 | 550 | 0.2439 | 0.8848 |
|
| 108 |
+
| 0.2854 | 0.056 | 560 | 0.2385 | 0.8819 |
|
| 109 |
+
| 0.2351 | 0.057 | 570 | 0.2378 | 0.8891 |
|
| 110 |
+
| 0.2754 | 0.058 | 580 | 0.2460 | 0.8823 |
|
| 111 |
+
| 0.1995 | 0.059 | 590 | 0.2999 | 0.8682 |
|
| 112 |
+
| 0.3265 | 0.06 | 600 | 0.2723 | 0.8744 |
|
| 113 |
+
| 0.2846 | 0.061 | 610 | 0.2497 | 0.8839 |
|
| 114 |
+
| 0.2682 | 0.062 | 620 | 0.2169 | 0.8984 |
|
| 115 |
+
| 0.2638 | 0.063 | 630 | 0.2229 | 0.8948 |
|
| 116 |
+
| 0.2671 | 0.064 | 640 | 0.2378 | 0.8920 |
|
| 117 |
+
| 0.2592 | 0.065 | 650 | 0.2450 | 0.8851 |
|
| 118 |
+
| 0.2986 | 0.066 | 660 | 0.2892 | 0.8623 |
|
| 119 |
+
| 0.2298 | 0.067 | 670 | 0.2424 | 0.8834 |
|
| 120 |
+
| 0.2615 | 0.068 | 680 | 0.2162 | 0.9064 |
|
| 121 |
+
| 0.2662 | 0.069 | 690 | 0.2125 | 0.8949 |
|
| 122 |
+
| 0.2525 | 0.07 | 700 | 0.2207 | 0.9006 |
|
| 123 |
+
| 0.227 | 0.071 | 710 | 0.2087 | 0.8918 |
|
| 124 |
+
| 0.332 | 0.072 | 720 | 0.2256 | 0.8763 |
|
| 125 |
+
| 0.2561 | 0.073 | 730 | 0.2026 | 0.8912 |
|
| 126 |
+
| 0.301 | 0.074 | 740 | 0.2040 | 0.8899 |
|
| 127 |
+
| 0.2552 | 0.075 | 750 | 0.2120 | 0.8973 |
|
| 128 |
+
| 0.3022 | 0.076 | 760 | 0.1941 | 0.9016 |
|
| 129 |
+
| 0.1451 | 0.077 | 770 | 0.2122 | 0.9066 |
|
| 130 |
+
| 0.2306 | 0.078 | 780 | 0.2030 | 0.9044 |
|
| 131 |
+
| 0.273 | 0.079 | 790 | 0.2165 | 0.9067 |
|
| 132 |
+
| 0.2372 | 0.08 | 800 | 0.2155 | 0.9024 |
|
| 133 |
+
| 0.1764 | 0.081 | 810 | 0.2170 | 0.8947 |
|
| 134 |
+
| 0.242 | 0.082 | 820 | 0.2073 | 0.9076 |
|
| 135 |
+
| 0.1671 | 0.083 | 830 | 0.2003 | 0.9045 |
|
| 136 |
+
| 0.1997 | 0.084 | 840 | 0.2013 | 0.9050 |
|
| 137 |
+
| 0.2505 | 0.085 | 850 | 0.2005 | 0.9118 |
|
| 138 |
+
| 0.3903 | 0.086 | 860 | 0.1985 | 0.9060 |
|
| 139 |
+
| 0.2414 | 0.087 | 870 | 0.2029 | 0.8934 |
|
| 140 |
+
| 0.1736 | 0.088 | 880 | 0.2204 | 0.8981 |
|
| 141 |
+
| 0.2021 | 0.089 | 890 | 0.2224 | 0.8957 |
|
| 142 |
+
| 0.2444 | 0.09 | 900 | 0.1999 | 0.9083 |
|
| 143 |
+
| 0.2421 | 0.091 | 910 | 0.2020 | 0.9137 |
|
| 144 |
+
| 0.2236 | 0.092 | 920 | 0.2061 | 0.9046 |
|
| 145 |
+
| 0.2506 | 0.093 | 930 | 0.1785 | 0.9181 |
|
| 146 |
+
| 0.1927 | 0.094 | 940 | 0.2108 | 0.9058 |
|
| 147 |
+
| 0.1788 | 0.095 | 950 | 0.2186 | 0.9066 |
|
| 148 |
+
| 0.3639 | 0.096 | 960 | 0.2675 | 0.8831 |
|
| 149 |
+
| 0.2453 | 0.097 | 970 | 0.1987 | 0.9130 |
|
| 150 |
+
| 0.2392 | 0.098 | 980 | 0.1882 | 0.9168 |
|
| 151 |
+
| 0.2163 | 0.099 | 990 | 0.1781 | 0.9201 |
|
| 152 |
+
| 0.1698 | 0.1 | 1000 | 0.1819 | 0.9134 |
|
| 153 |
+
| 0.2052 | 0.101 | 1010 | 0.1769 | 0.9169 |
|
| 154 |
+
| 0.2801 | 0.102 | 1020 | 0.1947 | 0.9080 |
|
| 155 |
+
| 0.178 | 0.103 | 1030 | 0.2178 | 0.8992 |
|
| 156 |
+
| 0.2536 | 0.104 | 1040 | 0.1958 | 0.9127 |
|
| 157 |
+
| 0.1838 | 0.105 | 1050 | 0.1920 | 0.9158 |
|
| 158 |
+
| 0.1842 | 0.106 | 1060 | 0.1991 | 0.9120 |
|
| 159 |
+
| 0.1234 | 0.107 | 1070 | 0.2048 | 0.9110 |
|
| 160 |
+
| 0.1796 | 0.108 | 1080 | 0.2002 | 0.9127 |
|
| 161 |
+
| 0.2058 | 0.109 | 1090 | 0.1993 | 0.9118 |
|
| 162 |
+
| 0.3132 | 0.11 | 1100 | 0.2430 | 0.8866 |
|
| 163 |
+
| 0.2435 | 0.111 | 1110 | 0.2068 | 0.9015 |
|
| 164 |
+
| 0.2194 | 0.112 | 1120 | 0.2248 | 0.8917 |
|
| 165 |
+
| 0.173 | 0.113 | 1130 | 0.1959 | 0.9111 |
|
| 166 |
+
| 0.2021 | 0.114 | 1140 | 0.1971 | 0.9133 |
|
| 167 |
+
| 0.2715 | 0.115 | 1150 | 0.1925 | 0.9108 |
|
| 168 |
+
| 0.194 | 0.116 | 1160 | 0.1879 | 0.9141 |
|
| 169 |
+
| 0.2136 | 0.117 | 1170 | 0.1827 | 0.9203 |
|
| 170 |
+
| 0.2287 | 0.118 | 1180 | 0.1899 | 0.9159 |
|
| 171 |
+
| 0.2405 | 0.119 | 1190 | 0.1748 | 0.9182 |
|
| 172 |
+
| 0.2304 | 0.12 | 1200 | 0.1768 | 0.9208 |
|
| 173 |
+
| 0.1708 | 0.121 | 1210 | 0.1901 | 0.9151 |
|
| 174 |
+
| 0.24 | 0.122 | 1220 | 0.1758 | 0.9232 |
|
| 175 |
+
| 0.2263 | 0.123 | 1230 | 0.1856 | 0.9227 |
|
| 176 |
+
| 0.1736 | 0.124 | 1240 | 0.1863 | 0.9239 |
|
| 177 |
+
| 0.2156 | 0.125 | 1250 | 0.1832 | 0.9151 |
|
| 178 |
+
| 0.2162 | 0.126 | 1260 | 0.1844 | 0.9110 |
|
| 179 |
+
| 0.1869 | 0.127 | 1270 | 0.1743 | 0.9182 |
|
| 180 |
+
| 0.1229 | 0.128 | 1280 | 0.1851 | 0.9099 |
|
| 181 |
+
| 0.1727 | 0.129 | 1290 | 0.2133 | 0.9049 |
|
| 182 |
+
| 0.1622 | 0.13 | 1300 | 0.1941 | 0.9048 |
|
| 183 |
+
| 0.1489 | 0.131 | 1310 | 0.1887 | 0.9126 |
|
| 184 |
+
| 0.2461 | 0.132 | 1320 | 0.1853 | 0.9091 |
|
| 185 |
+
| 0.1594 | 0.133 | 1330 | 0.2238 | 0.9105 |
|
| 186 |
+
| 0.1757 | 0.134 | 1340 | 0.2073 | 0.9057 |
|
| 187 |
+
| 0.2236 | 0.135 | 1350 | 0.1845 | 0.9165 |
|
| 188 |
+
| 0.1982 | 0.136 | 1360 | 0.1754 | 0.9191 |
|
| 189 |
+
| 0.1574 | 0.137 | 1370 | 0.1909 | 0.9077 |
|
| 190 |
+
| 0.1849 | 0.138 | 1380 | 0.2140 | 0.8993 |
|
| 191 |
+
| 0.1934 | 0.139 | 1390 | 0.1845 | 0.9185 |
|
| 192 |
+
| 0.2507 | 0.14 | 1400 | 0.1798 | 0.9106 |
|
| 193 |
+
| 0.189 | 0.141 | 1410 | 0.1926 | 0.9169 |
|
| 194 |
+
| 0.298 | 0.142 | 1420 | 0.1697 | 0.9120 |
|
| 195 |
+
| 0.2144 | 0.143 | 1430 | 0.1602 | 0.9169 |
|
| 196 |
+
| 0.2412 | 0.144 | 1440 | 0.1580 | 0.9262 |
|
| 197 |
+
| 0.1631 | 0.145 | 1450 | 0.1708 | 0.9137 |
|
| 198 |
+
| 0.1751 | 0.146 | 1460 | 0.1647 | 0.9277 |
|
| 199 |
+
| 0.2574 | 0.147 | 1470 | 0.1648 | 0.9262 |
|
| 200 |
+
| 0.1879 | 0.148 | 1480 | 0.1760 | 0.9226 |
|
| 201 |
+
| 0.1842 | 0.149 | 1490 | 0.1991 | 0.9054 |
|
| 202 |
+
| 0.2321 | 0.15 | 1500 | 0.1722 | 0.9201 |
|
| 203 |
+
| 0.1636 | 0.151 | 1510 | 0.1820 | 0.9146 |
|
| 204 |
+
| 0.1886 | 0.152 | 1520 | 0.1736 | 0.9232 |
|
| 205 |
+
| 0.1654 | 0.153 | 1530 | 0.2215 | 0.9056 |
|
| 206 |
+
| 0.1791 | 0.154 | 1540 | 0.1673 | 0.9181 |
|
| 207 |
+
| 0.2331 | 0.155 | 1550 | 0.1646 | 0.9254 |
|
| 208 |
+
| 0.148 | 0.156 | 1560 | 0.1661 | 0.9344 |
|
| 209 |
+
| 0.182 | 0.157 | 1570 | 0.1782 | 0.9234 |
|
| 210 |
+
| 0.2281 | 0.158 | 1580 | 0.1903 | 0.9148 |
|
| 211 |
+
| 0.1722 | 0.159 | 1590 | 0.1746 | 0.9192 |
|
| 212 |
+
| 0.1831 | 0.16 | 1600 | 0.1783 | 0.9210 |
|
| 213 |
+
| 0.1706 | 0.161 | 1610 | 0.1984 | 0.9160 |
|
| 214 |
+
| 0.2302 | 0.162 | 1620 | 0.1673 | 0.9245 |
|
| 215 |
+
| 0.1693 | 0.163 | 1630 | 0.1805 | 0.9261 |
|
| 216 |
+
| 0.1713 | 0.164 | 1640 | 0.1859 | 0.9219 |
|
| 217 |
+
| 0.1338 | 0.165 | 1650 | 0.1698 | 0.9374 |
|
| 218 |
+
| 0.1764 | 0.166 | 1660 | 0.1817 | 0.9338 |
|
| 219 |
+
| 0.1962 | 0.167 | 1670 | 0.1712 | 0.9316 |
|
| 220 |
+
| 0.2398 | 0.168 | 1680 | 0.2094 | 0.9054 |
|
| 221 |
+
| 0.1995 | 0.169 | 1690 | 0.2064 | 0.9131 |
|
| 222 |
+
| 0.2224 | 0.17 | 1700 | 0.1631 | 0.9332 |
|
| 223 |
+
| 0.1301 | 0.171 | 1710 | 0.1615 | 0.9399 |
|
| 224 |
+
| 0.1988 | 0.172 | 1720 | 0.1712 | 0.9255 |
|
| 225 |
+
| 0.1306 | 0.173 | 1730 | 0.2045 | 0.9156 |
|
| 226 |
+
| 0.1966 | 0.174 | 1740 | 0.1788 | 0.9282 |
|
| 227 |
+
| 0.2249 | 0.175 | 1750 | 0.1666 | 0.9348 |
|
| 228 |
+
| 0.1978 | 0.176 | 1760 | 0.1581 | 0.9330 |
|
| 229 |
+
| 0.2055 | 0.177 | 1770 | 0.2069 | 0.9070 |
|
| 230 |
+
| 0.1782 | 0.178 | 1780 | 0.1576 | 0.9279 |
|
| 231 |
+
| 0.2514 | 0.179 | 1790 | 0.1644 | 0.9258 |
|
| 232 |
+
| 0.1755 | 0.18 | 1800 | 0.1622 | 0.9254 |
|
| 233 |
+
| 0.1898 | 0.181 | 1810 | 0.1706 | 0.9351 |
|
| 234 |
+
| 0.1902 | 0.182 | 1820 | 0.1713 | 0.9291 |
|
| 235 |
+
| 0.1238 | 0.183 | 1830 | 0.1768 | 0.9329 |
|
| 236 |
+
| 0.17 | 0.184 | 1840 | 0.1625 | 0.9251 |
|
| 237 |
+
| 0.1936 | 0.185 | 1850 | 0.1641 | 0.9266 |
|
| 238 |
+
| 0.1434 | 0.186 | 1860 | 0.1747 | 0.9238 |
|
| 239 |
+
| 0.1645 | 0.187 | 1870 | 0.1884 | 0.9326 |
|
| 240 |
+
| 0.2199 | 0.188 | 1880 | 0.1790 | 0.9245 |
|
| 241 |
+
| 0.2055 | 0.189 | 1890 | 0.1839 | 0.9131 |
|
| 242 |
+
| 0.2003 | 0.19 | 1900 | 0.1883 | 0.9211 |
|
| 243 |
+
| 0.165 | 0.191 | 1910 | 0.1757 | 0.9311 |
|
| 244 |
+
| 0.1775 | 0.192 | 1920 | 0.1734 | 0.9195 |
|
| 245 |
+
| 0.2516 | 0.193 | 1930 | 0.1835 | 0.9253 |
|
| 246 |
+
| 0.1957 | 0.194 | 1940 | 0.1737 | 0.9247 |
|
| 247 |
+
| 0.2249 | 0.195 | 1950 | 0.1658 | 0.9286 |
|
| 248 |
+
| 0.1842 | 0.196 | 1960 | 0.1824 | 0.9231 |
|
| 249 |
+
| 0.1549 | 0.197 | 1970 | 0.1723 | 0.9204 |
|
| 250 |
+
| 0.1594 | 0.198 | 1980 | 0.1860 | 0.9238 |
|
| 251 |
+
| 0.1944 | 0.199 | 1990 | 0.1765 | 0.9259 |
|
| 252 |
+
| 0.2162 | 0.2 | 2000 | 0.1619 | 0.9289 |
|
| 253 |
+
| 0.1757 | 0.201 | 2010 | 0.1657 | 0.9247 |
|
| 254 |
+
| 0.1368 | 0.202 | 2020 | 0.1727 | 0.9342 |
|
| 255 |
+
| 0.1619 | 0.203 | 2030 | 0.1788 | 0.9211 |
|
| 256 |
+
| 0.1571 | 0.204 | 2040 | 0.1755 | 0.9259 |
|
| 257 |
+
| 0.1471 | 0.205 | 2050 | 0.1678 | 0.9277 |
|
| 258 |
+
| 0.1335 | 0.206 | 2060 | 0.1701 | 0.9283 |
|
| 259 |
+
| 0.1701 | 0.207 | 2070 | 0.1646 | 0.9410 |
|
| 260 |
+
| 0.1096 | 0.208 | 2080 | 0.1667 | 0.9389 |
|
| 261 |
+
| 0.1539 | 0.209 | 2090 | 0.1855 | 0.9258 |
|
| 262 |
+
| 0.1841 | 0.21 | 2100 | 0.1742 | 0.9323 |
|
| 263 |
+
| 0.1637 | 0.211 | 2110 | 0.1700 | 0.9316 |
|
| 264 |
+
| 0.1968 | 0.212 | 2120 | 0.1733 | 0.9228 |
|
| 265 |
+
| 0.0999 | 0.213 | 2130 | 0.1641 | 0.9310 |
|
| 266 |
+
| 0.2125 | 0.214 | 2140 | 0.1709 | 0.9298 |
|
| 267 |
+
| 0.2028 | 0.215 | 2150 | 0.1727 | 0.9241 |
|
| 268 |
+
| 0.1905 | 0.216 | 2160 | 0.1575 | 0.9295 |
|
| 269 |
+
| 0.1975 | 0.217 | 2170 | 0.1569 | 0.9262 |
|
| 270 |
+
| 0.1643 | 0.218 | 2180 | 0.1798 | 0.9253 |
|
| 271 |
+
| 0.2005 | 0.219 | 2190 | 0.1871 | 0.9133 |
|
| 272 |
+
| 0.175 | 0.22 | 2200 | 0.1573 | 0.9334 |
|
| 273 |
+
| 0.1351 | 0.221 | 2210 | 0.1601 | 0.9394 |
|
| 274 |
+
| 0.1696 | 0.222 | 2220 | 0.1670 | 0.9380 |
|
| 275 |
+
| 0.1466 | 0.223 | 2230 | 0.1532 | 0.9422 |
|
| 276 |
+
| 0.1761 | 0.224 | 2240 | 0.1598 | 0.9338 |
|
| 277 |
+
| 0.1581 | 0.225 | 2250 | 0.1605 | 0.9355 |
|
| 278 |
+
| 0.1766 | 0.226 | 2260 | 0.1636 | 0.9394 |
|
| 279 |
+
| 0.1336 | 0.227 | 2270 | 0.1501 | 0.9412 |
|
| 280 |
+
| 0.1727 | 0.228 | 2280 | 0.1529 | 0.9487 |
|
| 281 |
+
| 0.1692 | 0.229 | 2290 | 0.1658 | 0.9321 |
|
| 282 |
+
| 0.2364 | 0.23 | 2300 | 0.1637 | 0.9301 |
|
| 283 |
+
| 0.1447 | 0.231 | 2310 | 0.1539 | 0.9343 |
|
| 284 |
+
| 0.2093 | 0.232 | 2320 | 0.1447 | 0.9414 |
|
| 285 |
+
| 0.1655 | 0.233 | 2330 | 0.1465 | 0.9456 |
|
| 286 |
+
| 0.1288 | 0.234 | 2340 | 0.1480 | 0.9377 |
|
| 287 |
+
| 0.1502 | 0.235 | 2350 | 0.1453 | 0.9383 |
|
| 288 |
+
| 0.1769 | 0.236 | 2360 | 0.1429 | 0.9420 |
|
| 289 |
+
| 0.1584 | 0.237 | 2370 | 0.1392 | 0.9440 |
|
| 290 |
+
| 0.139 | 0.238 | 2380 | 0.1689 | 0.9385 |
|
| 291 |
+
| 0.2196 | 0.239 | 2390 | 0.1444 | 0.9365 |
|
| 292 |
+
| 0.1839 | 0.24 | 2400 | 0.1389 | 0.9373 |
|
| 293 |
+
| 0.1579 | 0.241 | 2410 | 0.1763 | 0.9294 |
|
| 294 |
+
| 0.1482 | 0.242 | 2420 | 0.1507 | 0.9407 |
|
| 295 |
+
| 0.185 | 0.243 | 2430 | 0.1645 | 0.9351 |
|
| 296 |
+
| 0.1434 | 0.244 | 2440 | 0.1408 | 0.9405 |
|
| 297 |
+
| 0.1877 | 0.245 | 2450 | 0.1440 | 0.9420 |
|
| 298 |
+
| 0.158 | 0.246 | 2460 | 0.1616 | 0.9380 |
|
| 299 |
+
| 0.2043 | 0.247 | 2470 | 0.1634 | 0.9296 |
|
| 300 |
+
| 0.206 | 0.248 | 2480 | 0.1483 | 0.9324 |
|
| 301 |
+
| 0.1442 | 0.249 | 2490 | 0.1752 | 0.9306 |
|
| 302 |
+
| 0.1845 | 0.25 | 2500 | 0.1589 | 0.9344 |
|
| 303 |
+
| 0.235 | 0.251 | 2510 | 0.1421 | 0.9322 |
|
| 304 |
+
| 0.1588 | 0.252 | 2520 | 0.1452 | 0.9364 |
|
| 305 |
+
| 0.1737 | 0.253 | 2530 | 0.1493 | 0.9379 |
|
| 306 |
+
| 0.1116 | 0.254 | 2540 | 0.1557 | 0.9434 |
|
| 307 |
+
| 0.1495 | 0.255 | 2550 | 0.1609 | 0.9389 |
|
| 308 |
+
| 0.1233 | 0.256 | 2560 | 0.1466 | 0.9476 |
|
| 309 |
+
| 0.1877 | 0.257 | 2570 | 0.1614 | 0.9446 |
|
| 310 |
+
| 0.1277 | 0.258 | 2580 | 0.1648 | 0.9395 |
|
| 311 |
+
| 0.1699 | 0.259 | 2590 | 0.1795 | 0.9281 |
|
| 312 |
+
| 0.1503 | 0.26 | 2600 | 0.1685 | 0.9236 |
|
| 313 |
+
| 0.2193 | 0.261 | 2610 | 0.1432 | 0.9406 |
|
| 314 |
+
| 0.1673 | 0.262 | 2620 | 0.1575 | 0.9385 |
|
| 315 |
+
| 0.1269 | 0.263 | 2630 | 0.1639 | 0.9397 |
|
| 316 |
+
| 0.2096 | 0.264 | 2640 | 0.1657 | 0.9301 |
|
| 317 |
+
| 0.1886 | 0.265 | 2650 | 0.1515 | 0.9311 |
|
| 318 |
+
| 0.1216 | 0.266 | 2660 | 0.1402 | 0.9436 |
|
| 319 |
+
| 0.1949 | 0.267 | 2670 | 0.1632 | 0.9408 |
|
| 320 |
+
| 0.1801 | 0.268 | 2680 | 0.1530 | 0.9404 |
|
| 321 |
+
| 0.1534 | 0.269 | 2690 | 0.1556 | 0.9298 |
|
| 322 |
+
| 0.1301 | 0.27 | 2700 | 0.1581 | 0.9339 |
|
| 323 |
+
| 0.1746 | 0.271 | 2710 | 0.1495 | 0.9364 |
|
| 324 |
+
| 0.1247 | 0.272 | 2720 | 0.1592 | 0.9347 |
|
| 325 |
+
| 0.1203 | 0.273 | 2730 | 0.2003 | 0.9321 |
|
| 326 |
+
| 0.1107 | 0.274 | 2740 | 0.2021 | 0.9249 |
|
| 327 |
+
| 0.191 | 0.275 | 2750 | 0.1603 | 0.9382 |
|
| 328 |
+
| 0.2211 | 0.276 | 2760 | 0.1781 | 0.9275 |
|
| 329 |
+
| 0.1604 | 0.277 | 2770 | 0.1530 | 0.9343 |
|
| 330 |
+
| 0.1792 | 0.278 | 2780 | 0.1584 | 0.9317 |
|
| 331 |
+
| 0.1681 | 0.279 | 2790 | 0.1683 | 0.9393 |
|
| 332 |
+
| 0.1964 | 0.28 | 2800 | 0.1620 | 0.9312 |
|
| 333 |
+
| 0.1104 | 0.281 | 2810 | 0.1573 | 0.9445 |
|
| 334 |
+
| 0.1229 | 0.282 | 2820 | 0.1555 | 0.9410 |
|
| 335 |
+
| 0.151 | 0.283 | 2830 | 0.1730 | 0.9393 |
|
| 336 |
+
| 0.1412 | 0.284 | 2840 | 0.1887 | 0.9340 |
|
| 337 |
+
| 0.1142 | 0.285 | 2850 | 0.1738 | 0.9423 |
|
| 338 |
+
| 0.1183 | 0.286 | 2860 | 0.1759 | 0.9372 |
|
| 339 |
+
| 0.1394 | 0.287 | 2870 | 0.1853 | 0.9235 |
|
| 340 |
+
| 0.173 | 0.288 | 2880 | 0.1622 | 0.9358 |
|
| 341 |
+
| 0.2284 | 0.289 | 2890 | 0.1586 | 0.9408 |
|
| 342 |
+
| 0.1238 | 0.29 | 2900 | 0.1522 | 0.9405 |
|
| 343 |
+
| 0.1021 | 0.291 | 2910 | 0.1548 | 0.9308 |
|
| 344 |
+
| 0.2042 | 0.292 | 2920 | 0.1587 | 0.9347 |
|
| 345 |
+
| 0.2018 | 0.293 | 2930 | 0.1574 | 0.9275 |
|
| 346 |
+
| 0.2465 | 0.294 | 2940 | 0.1423 | 0.9359 |
|
| 347 |
+
| 0.1287 | 0.295 | 2950 | 0.1379 | 0.9422 |
|
| 348 |
+
| 0.213 | 0.296 | 2960 | 0.1414 | 0.9432 |
|
| 349 |
+
| 0.157 | 0.297 | 2970 | 0.1502 | 0.9458 |
|
| 350 |
+
| 0.1351 | 0.298 | 2980 | 0.1743 | 0.9287 |
|
| 351 |
+
| 0.213 | 0.299 | 2990 | 0.1525 | 0.9405 |
|
| 352 |
+
| 0.1704 | 0.3 | 3000 | 0.1363 | 0.9425 |
|
| 353 |
+
| 0.124 | 0.301 | 3010 | 0.1318 | 0.9454 |
|
| 354 |
+
| 0.2253 | 0.302 | 3020 | 0.1509 | 0.9369 |
|
| 355 |
+
| 0.1325 | 0.303 | 3030 | 0.1422 | 0.9386 |
|
| 356 |
+
| 0.1133 | 0.304 | 3040 | 0.1424 | 0.9438 |
|
| 357 |
+
| 0.1399 | 0.305 | 3050 | 0.1405 | 0.9440 |
|
| 358 |
+
| 0.2106 | 0.306 | 3060 | 0.1450 | 0.9373 |
|
| 359 |
+
| 0.1066 | 0.307 | 3070 | 0.1351 | 0.9406 |
|
| 360 |
+
| 0.1708 | 0.308 | 3080 | 0.1307 | 0.9412 |
|
| 361 |
+
| 0.1801 | 0.309 | 3090 | 0.1427 | 0.9413 |
|
| 362 |
+
| 0.1614 | 0.31 | 3100 | 0.1255 | 0.9443 |
|
| 363 |
+
| 0.1158 | 0.311 | 3110 | 0.1404 | 0.9477 |
|
| 364 |
+
| 0.1464 | 0.312 | 3120 | 0.1490 | 0.9428 |
|
| 365 |
+
| 0.1715 | 0.313 | 3130 | 0.1714 | 0.9366 |
|
| 366 |
+
| 0.1207 | 0.314 | 3140 | 0.1378 | 0.9488 |
|
| 367 |
+
| 0.1472 | 0.315 | 3150 | 0.1367 | 0.9438 |
|
| 368 |
+
| 0.1494 | 0.316 | 3160 | 0.1386 | 0.9429 |
|
| 369 |
+
| 0.1403 | 0.317 | 3170 | 0.1395 | 0.9451 |
|
| 370 |
+
| 0.1557 | 0.318 | 3180 | 0.1347 | 0.9511 |
|
| 371 |
+
| 0.1512 | 0.319 | 3190 | 0.1300 | 0.9436 |
|
| 372 |
+
| 0.1576 | 0.32 | 3200 | 0.1425 | 0.9464 |
|
| 373 |
+
| 0.1573 | 0.321 | 3210 | 0.1570 | 0.9444 |
|
| 374 |
+
| 0.187 | 0.322 | 3220 | 0.1285 | 0.9482 |
|
| 375 |
+
| 0.1336 | 0.323 | 3230 | 0.1338 | 0.9526 |
|
| 376 |
+
| 0.1287 | 0.324 | 3240 | 0.1378 | 0.9506 |
|
| 377 |
+
| 0.172 | 0.325 | 3250 | 0.1404 | 0.9501 |
|
| 378 |
+
| 0.1418 | 0.326 | 3260 | 0.1440 | 0.9471 |
|
| 379 |
+
| 0.0769 | 0.327 | 3270 | 0.1392 | 0.9470 |
|
| 380 |
+
| 0.084 | 0.328 | 3280 | 0.1490 | 0.9444 |
|
| 381 |
+
| 0.2166 | 0.329 | 3290 | 0.1588 | 0.9474 |
|
| 382 |
+
| 0.1391 | 0.33 | 3300 | 0.1606 | 0.9396 |
|
| 383 |
+
| 0.145 | 0.331 | 3310 | 0.1766 | 0.9383 |
|
| 384 |
+
| 0.208 | 0.332 | 3320 | 0.1420 | 0.9449 |
|
| 385 |
+
| 0.1392 | 0.333 | 3330 | 0.1355 | 0.9466 |
|
| 386 |
+
| 0.1253 | 0.334 | 3340 | 0.1402 | 0.9405 |
|
| 387 |
+
| 0.1866 | 0.335 | 3350 | 0.1322 | 0.9466 |
|
| 388 |
+
| 0.1742 | 0.336 | 3360 | 0.1325 | 0.9388 |
|
| 389 |
+
| 0.1845 | 0.337 | 3370 | 0.1428 | 0.9345 |
|
| 390 |
+
| 0.1476 | 0.338 | 3380 | 0.1344 | 0.9422 |
|
| 391 |
+
| 0.1262 | 0.339 | 3390 | 0.1329 | 0.9471 |
|
| 392 |
+
| 0.1776 | 0.34 | 3400 | 0.1413 | 0.9427 |
|
| 393 |
+
| 0.1612 | 0.341 | 3410 | 0.1318 | 0.9381 |
|
| 394 |
+
| 0.1133 | 0.342 | 3420 | 0.1348 | 0.9459 |
|
| 395 |
+
| 0.1923 | 0.343 | 3430 | 0.1514 | 0.9389 |
|
| 396 |
+
| 0.0712 | 0.344 | 3440 | 0.1527 | 0.9348 |
|
| 397 |
+
| 0.1511 | 0.345 | 3450 | 0.1448 | 0.9414 |
|
| 398 |
+
| 0.2022 | 0.346 | 3460 | 0.1359 | 0.9434 |
|
| 399 |
+
| 0.2197 | 0.347 | 3470 | 0.1301 | 0.9413 |
|
| 400 |
+
| 0.1566 | 0.348 | 3480 | 0.1502 | 0.9338 |
|
| 401 |
+
| 0.149 | 0.349 | 3490 | 0.1340 | 0.9472 |
|
| 402 |
+
| 0.0817 | 0.35 | 3500 | 0.1370 | 0.9423 |
|
| 403 |
+
| 0.1393 | 0.351 | 3510 | 0.1476 | 0.9412 |
|
| 404 |
+
| 0.1905 | 0.352 | 3520 | 0.1647 | 0.9425 |
|
| 405 |
+
| 0.1482 | 0.353 | 3530 | 0.1533 | 0.9451 |
|
| 406 |
+
| 0.1821 | 0.354 | 3540 | 0.1401 | 0.9455 |
|
| 407 |
+
| 0.1627 | 0.355 | 3550 | 0.1359 | 0.9450 |
|
| 408 |
+
| 0.1422 | 0.356 | 3560 | 0.1499 | 0.9433 |
|
| 409 |
+
| 0.147 | 0.357 | 3570 | 0.1475 | 0.9447 |
|
| 410 |
+
| 0.1738 | 0.358 | 3580 | 0.1240 | 0.9532 |
|
| 411 |
+
| 0.0913 | 0.359 | 3590 | 0.1264 | 0.9497 |
|
| 412 |
+
| 0.1363 | 0.36 | 3600 | 0.1256 | 0.9530 |
|
| 413 |
+
| 0.145 | 0.361 | 3610 | 0.1578 | 0.9389 |
|
| 414 |
+
| 0.1462 | 0.362 | 3620 | 0.1723 | 0.9383 |
|
| 415 |
+
| 0.118 | 0.363 | 3630 | 0.1528 | 0.9462 |
|
| 416 |
+
| 0.1504 | 0.364 | 3640 | 0.1258 | 0.9513 |
|
| 417 |
+
| 0.1966 | 0.365 | 3650 | 0.1220 | 0.9542 |
|
| 418 |
+
| 0.0933 | 0.366 | 3660 | 0.1342 | 0.9527 |
|
| 419 |
+
| 0.1509 | 0.367 | 3670 | 0.1381 | 0.9514 |
|
| 420 |
+
| 0.1264 | 0.368 | 3680 | 0.1253 | 0.9492 |
|
| 421 |
+
| 0.145 | 0.369 | 3690 | 0.1270 | 0.9485 |
|
| 422 |
+
| 0.1461 | 0.37 | 3700 | 0.1278 | 0.9486 |
|
| 423 |
+
| 0.1305 | 0.371 | 3710 | 0.1452 | 0.9508 |
|
| 424 |
+
| 0.1785 | 0.372 | 3720 | 0.1270 | 0.9517 |
|
| 425 |
+
| 0.161 | 0.373 | 3730 | 0.1289 | 0.9508 |
|
| 426 |
+
| 0.1524 | 0.374 | 3740 | 0.1191 | 0.9531 |
|
| 427 |
+
| 0.1756 | 0.375 | 3750 | 0.1134 | 0.9504 |
|
| 428 |
+
| 0.1559 | 0.376 | 3760 | 0.1123 | 0.9504 |
|
| 429 |
+
| 0.1509 | 0.377 | 3770 | 0.1196 | 0.9537 |
|
| 430 |
+
| 0.1177 | 0.378 | 3780 | 0.1327 | 0.9484 |
|
| 431 |
+
| 0.131 | 0.379 | 3790 | 0.1349 | 0.9464 |
|
| 432 |
+
| 0.1532 | 0.38 | 3800 | 0.1356 | 0.9389 |
|
| 433 |
+
| 0.1367 | 0.381 | 3810 | 0.1240 | 0.9459 |
|
| 434 |
+
| 0.0947 | 0.382 | 3820 | 0.1321 | 0.9455 |
|
| 435 |
+
| 0.1161 | 0.383 | 3830 | 0.1430 | 0.9473 |
|
| 436 |
+
| 0.1935 | 0.384 | 3840 | 0.1245 | 0.9432 |
|
| 437 |
+
| 0.1432 | 0.385 | 3850 | 0.1190 | 0.9462 |
|
| 438 |
+
| 0.114 | 0.386 | 3860 | 0.1220 | 0.9542 |
|
| 439 |
+
| 0.146 | 0.387 | 3870 | 0.1302 | 0.9561 |
|
| 440 |
+
| 0.0941 | 0.388 | 3880 | 0.1322 | 0.9530 |
|
| 441 |
+
| 0.1432 | 0.389 | 3890 | 0.1239 | 0.9563 |
|
| 442 |
+
| 0.1642 | 0.39 | 3900 | 0.1257 | 0.9548 |
|
| 443 |
+
| 0.1382 | 0.391 | 3910 | 0.1235 | 0.9512 |
|
| 444 |
+
| 0.1874 | 0.392 | 3920 | 0.1261 | 0.9464 |
|
| 445 |
+
| 0.1495 | 0.393 | 3930 | 0.1200 | 0.9507 |
|
| 446 |
+
| 0.1771 | 0.394 | 3940 | 0.1260 | 0.9539 |
|
| 447 |
+
| 0.1358 | 0.395 | 3950 | 0.1212 | 0.9503 |
|
| 448 |
+
| 0.137 | 0.396 | 3960 | 0.1248 | 0.9428 |
|
| 449 |
+
| 0.1558 | 0.397 | 3970 | 0.1378 | 0.9419 |
|
| 450 |
+
| 0.1533 | 0.398 | 3980 | 0.1478 | 0.9509 |
|
| 451 |
+
| 0.1381 | 0.399 | 3990 | 0.1387 | 0.9431 |
|
| 452 |
+
| 0.1205 | 0.4 | 4000 | 0.1347 | 0.9444 |
|
| 453 |
+
| 0.16 | 0.401 | 4010 | 0.1407 | 0.9436 |
|
| 454 |
+
| 0.1452 | 0.402 | 4020 | 0.1348 | 0.9419 |
|
| 455 |
+
| 0.1417 | 0.403 | 4030 | 0.1400 | 0.9445 |
|
| 456 |
+
| 0.1663 | 0.404 | 4040 | 0.1416 | 0.9445 |
|
| 457 |
+
| 0.1659 | 0.405 | 4050 | 0.1354 | 0.9436 |
|
| 458 |
+
| 0.1154 | 0.406 | 4060 | 0.1251 | 0.9450 |
|
| 459 |
+
| 0.1591 | 0.407 | 4070 | 0.1212 | 0.9466 |
|
| 460 |
+
| 0.1489 | 0.408 | 4080 | 0.1248 | 0.9463 |
|
| 461 |
+
| 0.1686 | 0.409 | 4090 | 0.1252 | 0.9482 |
|
| 462 |
+
| 0.142 | 0.41 | 4100 | 0.1279 | 0.9503 |
|
| 463 |
+
| 0.1512 | 0.411 | 4110 | 0.1263 | 0.9452 |
|
| 464 |
+
| 0.0975 | 0.412 | 4120 | 0.1362 | 0.9498 |
|
| 465 |
+
| 0.2003 | 0.413 | 4130 | 0.1541 | 0.9476 |
|
| 466 |
+
| 0.2609 | 0.414 | 4140 | 0.1325 | 0.9464 |
|
| 467 |
+
| 0.1445 | 0.415 | 4150 | 0.1268 | 0.9472 |
|
| 468 |
+
| 0.1474 | 0.416 | 4160 | 0.1296 | 0.9492 |
|
| 469 |
+
| 0.1358 | 0.417 | 4170 | 0.1341 | 0.9476 |
|
| 470 |
+
| 0.1647 | 0.418 | 4180 | 0.1335 | 0.9503 |
|
| 471 |
+
| 0.1223 | 0.419 | 4190 | 0.1343 | 0.9481 |
|
| 472 |
+
| 0.1343 | 0.42 | 4200 | 0.1365 | 0.9473 |
|
| 473 |
+
| 0.1588 | 0.421 | 4210 | 0.1327 | 0.9455 |
|
| 474 |
+
| 0.1919 | 0.422 | 4220 | 0.1359 | 0.9415 |
|
| 475 |
+
| 0.1428 | 0.423 | 4230 | 0.1281 | 0.9427 |
|
| 476 |
+
| 0.15 | 0.424 | 4240 | 0.1369 | 0.9427 |
|
| 477 |
+
| 0.1278 | 0.425 | 4250 | 0.1291 | 0.9446 |
|
| 478 |
+
| 0.0895 | 0.426 | 4260 | 0.1301 | 0.9418 |
|
| 479 |
+
| 0.1029 | 0.427 | 4270 | 0.1389 | 0.9415 |
|
| 480 |
+
| 0.1408 | 0.428 | 4280 | 0.1414 | 0.9377 |
|
| 481 |
+
| 0.1239 | 0.429 | 4290 | 0.1464 | 0.9365 |
|
| 482 |
+
| 0.1582 | 0.43 | 4300 | 0.1583 | 0.9414 |
|
| 483 |
+
| 0.1126 | 0.431 | 4310 | 0.1691 | 0.9460 |
|
| 484 |
+
| 0.2452 | 0.432 | 4320 | 0.1550 | 0.9439 |
|
| 485 |
+
| 0.1783 | 0.433 | 4330 | 0.1290 | 0.9442 |
|
| 486 |
+
| 0.1855 | 0.434 | 4340 | 0.1214 | 0.9441 |
|
| 487 |
+
| 0.1274 | 0.435 | 4350 | 0.1213 | 0.9482 |
|
| 488 |
+
| 0.1558 | 0.436 | 4360 | 0.1237 | 0.9484 |
|
| 489 |
+
| 0.1185 | 0.437 | 4370 | 0.1256 | 0.9467 |
|
| 490 |
+
| 0.1112 | 0.438 | 4380 | 0.1293 | 0.9436 |
|
| 491 |
+
| 0.1439 | 0.439 | 4390 | 0.1248 | 0.9432 |
|
| 492 |
+
| 0.1692 | 0.44 | 4400 | 0.1254 | 0.9375 |
|
| 493 |
+
| 0.1518 | 0.441 | 4410 | 0.1241 | 0.9460 |
|
| 494 |
+
| 0.1197 | 0.442 | 4420 | 0.1244 | 0.9481 |
|
| 495 |
+
| 0.1393 | 0.443 | 4430 | 0.1283 | 0.9406 |
|
| 496 |
+
| 0.1126 | 0.444 | 4440 | 0.1500 | 0.9384 |
|
| 497 |
+
| 0.1823 | 0.445 | 4450 | 0.1326 | 0.9430 |
|
| 498 |
+
| 0.173 | 0.446 | 4460 | 0.1267 | 0.9509 |
|
| 499 |
+
| 0.1224 | 0.447 | 4470 | 0.1239 | 0.9466 |
|
| 500 |
+
| 0.1288 | 0.448 | 4480 | 0.1284 | 0.9469 |
|
| 501 |
+
| 0.1814 | 0.449 | 4490 | 0.1205 | 0.9452 |
|
| 502 |
+
| 0.2074 | 0.45 | 4500 | 0.1168 | 0.9460 |
|
| 503 |
+
| 0.1049 | 0.451 | 4510 | 0.1185 | 0.9498 |
|
| 504 |
+
| 0.1228 | 0.452 | 4520 | 0.1286 | 0.9510 |
|
| 505 |
+
| 0.1925 | 0.453 | 4530 | 0.1250 | 0.9526 |
|
| 506 |
+
| 0.1221 | 0.454 | 4540 | 0.1257 | 0.9495 |
|
| 507 |
+
| 0.1726 | 0.455 | 4550 | 0.1267 | 0.9490 |
|
| 508 |
+
| 0.1214 | 0.456 | 4560 | 0.1251 | 0.9483 |
|
| 509 |
+
| 0.1045 | 0.457 | 4570 | 0.1246 | 0.9481 |
|
| 510 |
+
| 0.0807 | 0.458 | 4580 | 0.1273 | 0.9481 |
|
| 511 |
+
| 0.1589 | 0.459 | 4590 | 0.1355 | 0.9475 |
|
| 512 |
+
| 0.1984 | 0.46 | 4600 | 0.1369 | 0.9481 |
|
| 513 |
+
| 0.152 | 0.461 | 4610 | 0.1339 | 0.9490 |
|
| 514 |
+
| 0.2013 | 0.462 | 4620 | 0.1339 | 0.9450 |
|
| 515 |
+
| 0.1347 | 0.463 | 4630 | 0.1325 | 0.9452 |
|
| 516 |
+
| 0.1802 | 0.464 | 4640 | 0.1305 | 0.9413 |
|
| 517 |
+
| 0.1182 | 0.465 | 4650 | 0.1350 | 0.9448 |
|
| 518 |
+
| 0.1301 | 0.466 | 4660 | 0.1460 | 0.9392 |
|
| 519 |
+
| 0.1719 | 0.467 | 4670 | 0.1324 | 0.9441 |
|
| 520 |
+
| 0.1287 | 0.468 | 4680 | 0.1320 | 0.9431 |
|
| 521 |
+
| 0.1078 | 0.469 | 4690 | 0.1347 | 0.9436 |
|
| 522 |
+
| 0.1455 | 0.47 | 4700 | 0.1398 | 0.9437 |
|
| 523 |
+
| 0.127 | 0.471 | 4710 | 0.1456 | 0.9423 |
|
| 524 |
+
| 0.1987 | 0.472 | 4720 | 0.1377 | 0.9481 |
|
| 525 |
+
| 0.1558 | 0.473 | 4730 | 0.1299 | 0.9470 |
|
| 526 |
+
| 0.1459 | 0.474 | 4740 | 0.1294 | 0.9447 |
|
| 527 |
+
| 0.1511 | 0.475 | 4750 | 0.1236 | 0.9478 |
|
| 528 |
+
| 0.1751 | 0.476 | 4760 | 0.1245 | 0.9434 |
|
| 529 |
+
| 0.1041 | 0.477 | 4770 | 0.1261 | 0.9450 |
|
| 530 |
+
| 0.1327 | 0.478 | 4780 | 0.1294 | 0.9426 |
|
| 531 |
+
| 0.1387 | 0.479 | 4790 | 0.1271 | 0.9435 |
|
| 532 |
+
| 0.1403 | 0.48 | 4800 | 0.1250 | 0.9453 |
|
| 533 |
+
| 0.1479 | 0.481 | 4810 | 0.1278 | 0.9450 |
|
| 534 |
+
| 0.0902 | 0.482 | 4820 | 0.1329 | 0.9443 |
|
| 535 |
+
| 0.1071 | 0.483 | 4830 | 0.1333 | 0.9405 |
|
| 536 |
+
| 0.1998 | 0.484 | 4840 | 0.1226 | 0.9483 |
|
| 537 |
+
| 0.1466 | 0.485 | 4850 | 0.1315 | 0.9482 |
|
| 538 |
+
| 0.1729 | 0.486 | 4860 | 0.1189 | 0.9542 |
|
| 539 |
+
| 0.1332 | 0.487 | 4870 | 0.1184 | 0.9536 |
|
| 540 |
+
| 0.1094 | 0.488 | 4880 | 0.1231 | 0.9508 |
|
| 541 |
+
| 0.1701 | 0.489 | 4890 | 0.1272 | 0.9492 |
|
| 542 |
+
| 0.1459 | 0.49 | 4900 | 0.1304 | 0.9492 |
|
| 543 |
+
| 0.0939 | 0.491 | 4910 | 0.1288 | 0.9508 |
|
| 544 |
+
| 0.0889 | 0.492 | 4920 | 0.1315 | 0.9471 |
|
| 545 |
+
| 0.1763 | 0.493 | 4930 | 0.1355 | 0.9492 |
|
| 546 |
+
| 0.0879 | 0.494 | 4940 | 0.1485 | 0.9466 |
|
| 547 |
+
| 0.1201 | 0.495 | 4950 | 0.1394 | 0.9473 |
|
| 548 |
+
| 0.132 | 0.496 | 4960 | 0.1472 | 0.9459 |
|
| 549 |
+
| 0.1839 | 0.497 | 4970 | 0.1381 | 0.9469 |
|
| 550 |
+
| 0.1854 | 0.498 | 4980 | 0.1536 | 0.9409 |
|
| 551 |
+
| 0.2015 | 0.499 | 4990 | 0.1539 | 0.9385 |
|
| 552 |
+
| 0.1445 | 0.5 | 5000 | 0.1501 | 0.9447 |
|
| 553 |
+
| 0.1063 | 0.501 | 5010 | 0.1539 | 0.9403 |
|
| 554 |
+
| 0.1106 | 0.502 | 5020 | 0.1390 | 0.9412 |
|
| 555 |
+
| 0.1281 | 0.503 | 5030 | 0.1322 | 0.9440 |
|
| 556 |
+
| 0.1055 | 0.504 | 5040 | 0.1409 | 0.9471 |
|
| 557 |
+
| 0.124 | 0.505 | 5050 | 0.1340 | 0.9518 |
|
| 558 |
+
| 0.1657 | 0.506 | 5060 | 0.1368 | 0.9477 |
|
| 559 |
+
| 0.0669 | 0.507 | 5070 | 0.1524 | 0.9454 |
|
| 560 |
+
| 0.1713 | 0.508 | 5080 | 0.1476 | 0.9405 |
|
| 561 |
+
| 0.0922 | 0.509 | 5090 | 0.1373 | 0.9469 |
|
| 562 |
+
| 0.1665 | 0.51 | 5100 | 0.1365 | 0.9476 |
|
| 563 |
+
| 0.1703 | 0.511 | 5110 | 0.1378 | 0.9445 |
|
| 564 |
+
| 0.0942 | 0.512 | 5120 | 0.1310 | 0.9476 |
|
| 565 |
+
| 0.1081 | 0.513 | 5130 | 0.1312 | 0.9517 |
|
| 566 |
+
| 0.115 | 0.514 | 5140 | 0.1387 | 0.9480 |
|
| 567 |
+
| 0.1961 | 0.515 | 5150 | 0.1392 | 0.9454 |
|
| 568 |
+
| 0.2039 | 0.516 | 5160 | 0.1367 | 0.9454 |
|
| 569 |
+
| 0.129 | 0.517 | 5170 | 0.1255 | 0.9471 |
|
| 570 |
+
| 0.1249 | 0.518 | 5180 | 0.1267 | 0.9465 |
|
| 571 |
+
| 0.0697 | 0.519 | 5190 | 0.1388 | 0.9434 |
|
| 572 |
+
| 0.1175 | 0.52 | 5200 | 0.1363 | 0.9431 |
|
| 573 |
+
| 0.1679 | 0.521 | 5210 | 0.1279 | 0.9514 |
|
| 574 |
+
| 0.1798 | 0.522 | 5220 | 0.1272 | 0.9511 |
|
| 575 |
+
| 0.2157 | 0.523 | 5230 | 0.1208 | 0.9471 |
|
| 576 |
+
| 0.0988 | 0.524 | 5240 | 0.1262 | 0.9482 |
|
| 577 |
+
| 0.1294 | 0.525 | 5250 | 0.1404 | 0.9487 |
|
| 578 |
+
| 0.1342 | 0.526 | 5260 | 0.1367 | 0.9483 |
|
| 579 |
+
| 0.2312 | 0.527 | 5270 | 0.1239 | 0.9532 |
|
| 580 |
+
| 0.1265 | 0.528 | 5280 | 0.1181 | 0.9485 |
|
| 581 |
+
| 0.117 | 0.529 | 5290 | 0.1236 | 0.9484 |
|
| 582 |
+
| 0.1345 | 0.53 | 5300 | 0.1282 | 0.9518 |
|
| 583 |
+
| 0.1069 | 0.531 | 5310 | 0.1245 | 0.9528 |
|
| 584 |
+
| 0.1731 | 0.532 | 5320 | 0.1182 | 0.9530 |
|
| 585 |
+
| 0.1387 | 0.533 | 5330 | 0.1195 | 0.9510 |
|
| 586 |
+
| 0.1406 | 0.534 | 5340 | 0.1184 | 0.9507 |
|
| 587 |
+
| 0.1015 | 0.535 | 5350 | 0.1198 | 0.9542 |
|
| 588 |
+
| 0.1269 | 0.536 | 5360 | 0.1172 | 0.9518 |
|
| 589 |
+
| 0.1183 | 0.537 | 5370 | 0.1203 | 0.9531 |
|
| 590 |
+
| 0.1092 | 0.538 | 5380 | 0.1182 | 0.9516 |
|
| 591 |
+
| 0.1158 | 0.539 | 5390 | 0.1216 | 0.9556 |
|
| 592 |
+
| 0.1167 | 0.54 | 5400 | 0.1234 | 0.9504 |
|
| 593 |
+
| 0.1742 | 0.541 | 5410 | 0.1189 | 0.9493 |
|
| 594 |
+
| 0.1916 | 0.542 | 5420 | 0.1132 | 0.9535 |
|
| 595 |
+
| 0.0835 | 0.543 | 5430 | 0.1155 | 0.9557 |
|
| 596 |
+
| 0.0984 | 0.544 | 5440 | 0.1242 | 0.9525 |
|
| 597 |
+
| 0.1087 | 0.545 | 5450 | 0.1374 | 0.9461 |
|
| 598 |
+
| 0.1898 | 0.546 | 5460 | 0.1253 | 0.9519 |
|
| 599 |
+
| 0.1964 | 0.547 | 5470 | 0.1158 | 0.9547 |
|
| 600 |
+
| 0.0955 | 0.548 | 5480 | 0.1143 | 0.9529 |
|
| 601 |
+
| 0.1548 | 0.549 | 5490 | 0.1168 | 0.9568 |
|
| 602 |
+
| 0.1662 | 0.55 | 5500 | 0.1157 | 0.9544 |
|
| 603 |
+
| 0.1896 | 0.551 | 5510 | 0.1117 | 0.9553 |
|
| 604 |
+
| 0.1801 | 0.552 | 5520 | 0.1098 | 0.9497 |
|
| 605 |
+
| 0.1309 | 0.553 | 5530 | 0.1104 | 0.9547 |
|
| 606 |
+
| 0.161 | 0.554 | 5540 | 0.1137 | 0.9558 |
|
| 607 |
+
| 0.1687 | 0.555 | 5550 | 0.1117 | 0.9522 |
|
| 608 |
+
| 0.0879 | 0.556 | 5560 | 0.1262 | 0.9463 |
|
| 609 |
+
| 0.1305 | 0.557 | 5570 | 0.1218 | 0.9491 |
|
| 610 |
+
| 0.1331 | 0.558 | 5580 | 0.1113 | 0.9493 |
|
| 611 |
+
| 0.1129 | 0.559 | 5590 | 0.1086 | 0.9538 |
|
| 612 |
+
| 0.1674 | 0.56 | 5600 | 0.1075 | 0.9552 |
|
| 613 |
+
| 0.1344 | 0.561 | 5610 | 0.1211 | 0.9582 |
|
| 614 |
+
| 0.1499 | 0.562 | 5620 | 0.1196 | 0.9577 |
|
| 615 |
+
| 0.1397 | 0.563 | 5630 | 0.1135 | 0.9523 |
|
| 616 |
+
| 0.1993 | 0.564 | 5640 | 0.1081 | 0.9537 |
|
| 617 |
+
| 0.0954 | 0.565 | 5650 | 0.1133 | 0.9570 |
|
| 618 |
+
| 0.1377 | 0.566 | 5660 | 0.1159 | 0.9527 |
|
| 619 |
+
| 0.1095 | 0.567 | 5670 | 0.1372 | 0.9511 |
|
| 620 |
+
| 0.1091 | 0.568 | 5680 | 0.1304 | 0.9503 |
|
| 621 |
+
| 0.1122 | 0.569 | 5690 | 0.1163 | 0.9538 |
|
| 622 |
+
| 0.1723 | 0.57 | 5700 | 0.1159 | 0.9519 |
|
| 623 |
+
| 0.1304 | 0.571 | 5710 | 0.1132 | 0.9525 |
|
| 624 |
+
| 0.1405 | 0.572 | 5720 | 0.1087 | 0.9543 |
|
| 625 |
+
| 0.1568 | 0.573 | 5730 | 0.1068 | 0.9565 |
|
| 626 |
+
| 0.1134 | 0.574 | 5740 | 0.1100 | 0.9576 |
|
| 627 |
+
| 0.1315 | 0.575 | 5750 | 0.1142 | 0.9575 |
|
| 628 |
+
| 0.1618 | 0.576 | 5760 | 0.1141 | 0.9542 |
|
| 629 |
+
| 0.1779 | 0.577 | 5770 | 0.1143 | 0.9502 |
|
| 630 |
+
| 0.0914 | 0.578 | 5780 | 0.1101 | 0.9553 |
|
| 631 |
+
| 0.1755 | 0.579 | 5790 | 0.1074 | 0.9594 |
|
| 632 |
+
| 0.1149 | 0.58 | 5800 | 0.1091 | 0.9604 |
|
| 633 |
+
| 0.1014 | 0.581 | 5810 | 0.1107 | 0.9589 |
|
| 634 |
+
| 0.1803 | 0.582 | 5820 | 0.1097 | 0.9593 |
|
| 635 |
+
| 0.0981 | 0.583 | 5830 | 0.1140 | 0.9538 |
|
| 636 |
+
| 0.1476 | 0.584 | 5840 | 0.1094 | 0.9541 |
|
| 637 |
+
| 0.0866 | 0.585 | 5850 | 0.1068 | 0.9586 |
|
| 638 |
+
| 0.1642 | 0.586 | 5860 | 0.1039 | 0.9603 |
|
| 639 |
+
| 0.1041 | 0.587 | 5870 | 0.1024 | 0.9542 |
|
| 640 |
+
| 0.1067 | 0.588 | 5880 | 0.1106 | 0.9525 |
|
| 641 |
+
| 0.1615 | 0.589 | 5890 | 0.1096 | 0.9574 |
|
| 642 |
+
| 0.1088 | 0.59 | 5900 | 0.1230 | 0.9559 |
|
| 643 |
+
| 0.1466 | 0.591 | 5910 | 0.1412 | 0.9487 |
|
| 644 |
+
| 0.1703 | 0.592 | 5920 | 0.1094 | 0.9505 |
|
| 645 |
+
| 0.0816 | 0.593 | 5930 | 0.1059 | 0.9545 |
|
| 646 |
+
| 0.1347 | 0.594 | 5940 | 0.1067 | 0.9536 |
|
| 647 |
+
| 0.2193 | 0.595 | 5950 | 0.1086 | 0.9559 |
|
| 648 |
+
| 0.1613 | 0.596 | 5960 | 0.1077 | 0.9539 |
|
| 649 |
+
| 0.1264 | 0.597 | 5970 | 0.1052 | 0.9537 |
|
| 650 |
+
| 0.1019 | 0.598 | 5980 | 0.1098 | 0.9565 |
|
| 651 |
+
| 0.1097 | 0.599 | 5990 | 0.1184 | 0.9581 |
|
| 652 |
+
| 0.1714 | 0.6 | 6000 | 0.1181 | 0.9570 |
|
| 653 |
+
| 0.1278 | 0.601 | 6010 | 0.1126 | 0.9583 |
|
| 654 |
+
| 0.1165 | 0.602 | 6020 | 0.1152 | 0.9580 |
|
| 655 |
+
| 0.1614 | 0.603 | 6030 | 0.1063 | 0.9558 |
|
| 656 |
+
| 0.1737 | 0.604 | 6040 | 0.1053 | 0.9611 |
|
| 657 |
+
| 0.0792 | 0.605 | 6050 | 0.1035 | 0.9579 |
|
| 658 |
+
| 0.1022 | 0.606 | 6060 | 0.1009 | 0.9560 |
|
| 659 |
+
| 0.1372 | 0.607 | 6070 | 0.1122 | 0.9623 |
|
| 660 |
+
| 0.1375 | 0.608 | 6080 | 0.1199 | 0.9585 |
|
| 661 |
+
| 0.1252 | 0.609 | 6090 | 0.1178 | 0.9579 |
|
| 662 |
+
| 0.1304 | 0.61 | 6100 | 0.1118 | 0.9569 |
|
| 663 |
+
| 0.1271 | 0.611 | 6110 | 0.1085 | 0.9559 |
|
| 664 |
+
| 0.1578 | 0.612 | 6120 | 0.1015 | 0.9569 |
|
| 665 |
+
| 0.132 | 0.613 | 6130 | 0.0999 | 0.9565 |
|
| 666 |
+
| 0.1694 | 0.614 | 6140 | 0.0995 | 0.9543 |
|
| 667 |
+
| 0.1205 | 0.615 | 6150 | 0.0990 | 0.9595 |
|
| 668 |
+
| 0.1276 | 0.616 | 6160 | 0.1016 | 0.9605 |
|
| 669 |
+
| 0.075 | 0.617 | 6170 | 0.0977 | 0.9605 |
|
| 670 |
+
| 0.1536 | 0.618 | 6180 | 0.1025 | 0.9563 |
|
| 671 |
+
| 0.1529 | 0.619 | 6190 | 0.1045 | 0.9609 |
|
| 672 |
+
| 0.1125 | 0.62 | 6200 | 0.1043 | 0.9618 |
|
| 673 |
+
| 0.1359 | 0.621 | 6210 | 0.1023 | 0.9628 |
|
| 674 |
+
| 0.1305 | 0.622 | 6220 | 0.0988 | 0.9597 |
|
| 675 |
+
| 0.0748 | 0.623 | 6230 | 0.1060 | 0.9585 |
|
| 676 |
+
| 0.1601 | 0.624 | 6240 | 0.1010 | 0.9633 |
|
| 677 |
+
| 0.1336 | 0.625 | 6250 | 0.0994 | 0.9586 |
|
| 678 |
+
| 0.1368 | 0.626 | 6260 | 0.0980 | 0.9588 |
|
| 679 |
+
| 0.1317 | 0.627 | 6270 | 0.1081 | 0.9541 |
|
| 680 |
+
| 0.1327 | 0.628 | 6280 | 0.1051 | 0.9578 |
|
| 681 |
+
| 0.0933 | 0.629 | 6290 | 0.1080 | 0.9577 |
|
| 682 |
+
| 0.1016 | 0.63 | 6300 | 0.1023 | 0.9542 |
|
| 683 |
+
| 0.1068 | 0.631 | 6310 | 0.1078 | 0.9548 |
|
| 684 |
+
| 0.1291 | 0.632 | 6320 | 0.1086 | 0.9529 |
|
| 685 |
+
| 0.1531 | 0.633 | 6330 | 0.1105 | 0.9542 |
|
| 686 |
+
| 0.1839 | 0.634 | 6340 | 0.1085 | 0.9586 |
|
| 687 |
+
| 0.1275 | 0.635 | 6350 | 0.1095 | 0.9583 |
|
| 688 |
+
| 0.1282 | 0.636 | 6360 | 0.1077 | 0.9594 |
|
| 689 |
+
| 0.1003 | 0.637 | 6370 | 0.1155 | 0.9573 |
|
| 690 |
+
| 0.124 | 0.638 | 6380 | 0.1063 | 0.9578 |
|
| 691 |
+
| 0.1177 | 0.639 | 6390 | 0.1036 | 0.9585 |
|
| 692 |
+
| 0.1466 | 0.64 | 6400 | 0.0973 | 0.9622 |
|
| 693 |
+
| 0.1424 | 0.641 | 6410 | 0.0985 | 0.9601 |
|
| 694 |
+
| 0.1093 | 0.642 | 6420 | 0.0961 | 0.9566 |
|
| 695 |
+
| 0.1294 | 0.643 | 6430 | 0.0989 | 0.9549 |
|
| 696 |
+
| 0.1213 | 0.644 | 6440 | 0.1046 | 0.9566 |
|
| 697 |
+
| 0.0971 | 0.645 | 6450 | 0.1047 | 0.9583 |
|
| 698 |
+
| 0.09 | 0.646 | 6460 | 0.1086 | 0.9569 |
|
| 699 |
+
| 0.1537 | 0.647 | 6470 | 0.1112 | 0.9554 |
|
| 700 |
+
| 0.0985 | 0.648 | 6480 | 0.1111 | 0.9537 |
|
| 701 |
+
| 0.0931 | 0.649 | 6490 | 0.1077 | 0.9549 |
|
| 702 |
+
| 0.1276 | 0.65 | 6500 | 0.1030 | 0.9576 |
|
| 703 |
+
| 0.1109 | 0.651 | 6510 | 0.1062 | 0.9546 |
|
| 704 |
+
| 0.117 | 0.652 | 6520 | 0.1051 | 0.9568 |
|
| 705 |
+
| 0.1263 | 0.653 | 6530 | 0.1042 | 0.9543 |
|
| 706 |
+
| 0.0768 | 0.654 | 6540 | 0.1068 | 0.9570 |
|
| 707 |
+
| 0.1723 | 0.655 | 6550 | 0.1152 | 0.9593 |
|
| 708 |
+
| 0.1528 | 0.656 | 6560 | 0.1196 | 0.9615 |
|
| 709 |
+
| 0.1335 | 0.657 | 6570 | 0.1092 | 0.9609 |
|
| 710 |
+
| 0.1511 | 0.658 | 6580 | 0.1037 | 0.9589 |
|
| 711 |
+
| 0.1429 | 0.659 | 6590 | 0.1035 | 0.9602 |
|
| 712 |
+
| 0.1052 | 0.66 | 6600 | 0.1008 | 0.9604 |
|
| 713 |
+
| 0.1395 | 0.661 | 6610 | 0.1032 | 0.9652 |
|
| 714 |
+
| 0.1446 | 0.662 | 6620 | 0.1015 | 0.9649 |
|
| 715 |
+
| 0.133 | 0.663 | 6630 | 0.0987 | 0.9613 |
|
| 716 |
+
| 0.2145 | 0.664 | 6640 | 0.0959 | 0.9601 |
|
| 717 |
+
| 0.0956 | 0.665 | 6650 | 0.0945 | 0.9622 |
|
| 718 |
+
| 0.0803 | 0.666 | 6660 | 0.0946 | 0.9625 |
|
| 719 |
+
| 0.1121 | 0.667 | 6670 | 0.0998 | 0.9610 |
|
| 720 |
+
| 0.1474 | 0.668 | 6680 | 0.0981 | 0.9619 |
|
| 721 |
+
| 0.157 | 0.669 | 6690 | 0.1006 | 0.9607 |
|
| 722 |
+
| 0.1018 | 0.67 | 6700 | 0.1057 | 0.9603 |
|
| 723 |
+
| 0.1375 | 0.671 | 6710 | 0.1037 | 0.9624 |
|
| 724 |
+
| 0.1285 | 0.672 | 6720 | 0.1049 | 0.9589 |
|
| 725 |
+
| 0.0978 | 0.673 | 6730 | 0.1115 | 0.9541 |
|
| 726 |
+
| 0.1166 | 0.674 | 6740 | 0.1057 | 0.9599 |
|
| 727 |
+
| 0.1323 | 0.675 | 6750 | 0.1027 | 0.9602 |
|
| 728 |
+
| 0.1044 | 0.676 | 6760 | 0.1013 | 0.9613 |
|
| 729 |
+
| 0.1374 | 0.677 | 6770 | 0.1023 | 0.9628 |
|
| 730 |
+
| 0.1121 | 0.678 | 6780 | 0.1069 | 0.9602 |
|
| 731 |
+
| 0.1206 | 0.679 | 6790 | 0.1091 | 0.9588 |
|
| 732 |
+
| 0.1206 | 0.68 | 6800 | 0.1029 | 0.9606 |
|
| 733 |
+
| 0.1024 | 0.681 | 6810 | 0.1028 | 0.9591 |
|
| 734 |
+
| 0.0986 | 0.682 | 6820 | 0.1056 | 0.9579 |
|
| 735 |
+
| 0.0697 | 0.683 | 6830 | 0.1057 | 0.9583 |
|
| 736 |
+
| 0.1543 | 0.684 | 6840 | 0.1093 | 0.9564 |
|
| 737 |
+
| 0.1309 | 0.685 | 6850 | 0.1075 | 0.9613 |
|
| 738 |
+
| 0.1435 | 0.686 | 6860 | 0.1086 | 0.9598 |
|
| 739 |
+
| 0.1109 | 0.687 | 6870 | 0.1079 | 0.9565 |
|
| 740 |
+
| 0.1201 | 0.688 | 6880 | 0.1145 | 0.9526 |
|
| 741 |
+
| 0.1092 | 0.689 | 6890 | 0.1212 | 0.9542 |
|
| 742 |
+
| 0.1189 | 0.69 | 6900 | 0.1213 | 0.9538 |
|
| 743 |
+
| 0.087 | 0.691 | 6910 | 0.1189 | 0.9574 |
|
| 744 |
+
| 0.072 | 0.692 | 6920 | 0.1225 | 0.9578 |
|
| 745 |
+
| 0.1714 | 0.693 | 6930 | 0.1211 | 0.9558 |
|
| 746 |
+
| 0.1186 | 0.694 | 6940 | 0.1182 | 0.9553 |
|
| 747 |
+
| 0.1462 | 0.695 | 6950 | 0.1165 | 0.9559 |
|
| 748 |
+
| 0.1073 | 0.696 | 6960 | 0.1162 | 0.9547 |
|
| 749 |
+
| 0.1997 | 0.697 | 6970 | 0.1141 | 0.9559 |
|
| 750 |
+
| 0.0994 | 0.698 | 6980 | 0.1181 | 0.9555 |
|
| 751 |
+
| 0.0946 | 0.699 | 6990 | 0.1316 | 0.9474 |
|
| 752 |
+
| 0.1417 | 0.7 | 7000 | 0.1239 | 0.9523 |
|
| 753 |
+
| 0.1427 | 0.701 | 7010 | 0.1076 | 0.9556 |
|
| 754 |
+
| 0.0866 | 0.702 | 7020 | 0.1038 | 0.9581 |
|
| 755 |
+
| 0.1027 | 0.703 | 7030 | 0.1073 | 0.9544 |
|
| 756 |
+
| 0.1397 | 0.704 | 7040 | 0.1090 | 0.9533 |
|
| 757 |
+
| 0.1127 | 0.705 | 7050 | 0.1074 | 0.9553 |
|
| 758 |
+
| 0.1351 | 0.706 | 7060 | 0.1084 | 0.9568 |
|
| 759 |
+
| 0.1317 | 0.707 | 7070 | 0.1080 | 0.9529 |
|
| 760 |
+
| 0.1466 | 0.708 | 7080 | 0.1056 | 0.9544 |
|
| 761 |
+
| 0.1601 | 0.709 | 7090 | 0.1065 | 0.9570 |
|
| 762 |
+
| 0.0874 | 0.71 | 7100 | 0.1101 | 0.9588 |
|
| 763 |
+
| 0.1075 | 0.711 | 7110 | 0.1038 | 0.9601 |
|
| 764 |
+
| 0.1119 | 0.712 | 7120 | 0.1017 | 0.9551 |
|
| 765 |
+
| 0.1245 | 0.713 | 7130 | 0.1025 | 0.9571 |
|
| 766 |
+
| 0.1321 | 0.714 | 7140 | 0.1029 | 0.9557 |
|
| 767 |
+
| 0.1578 | 0.715 | 7150 | 0.1068 | 0.9570 |
|
| 768 |
+
| 0.0825 | 0.716 | 7160 | 0.1191 | 0.9469 |
|
| 769 |
+
| 0.1472 | 0.717 | 7170 | 0.1127 | 0.9480 |
|
| 770 |
+
| 0.165 | 0.718 | 7180 | 0.1021 | 0.9556 |
|
| 771 |
+
| 0.1621 | 0.719 | 7190 | 0.1026 | 0.9576 |
|
| 772 |
+
| 0.1279 | 0.72 | 7200 | 0.1008 | 0.9593 |
|
| 773 |
+
| 0.0802 | 0.721 | 7210 | 0.1029 | 0.9569 |
|
| 774 |
+
| 0.0998 | 0.722 | 7220 | 0.1095 | 0.9571 |
|
| 775 |
+
| 0.1701 | 0.723 | 7230 | 0.1076 | 0.9574 |
|
| 776 |
+
| 0.1527 | 0.724 | 7240 | 0.1044 | 0.9552 |
|
| 777 |
+
| 0.1193 | 0.725 | 7250 | 0.1033 | 0.9593 |
|
| 778 |
+
| 0.0913 | 0.726 | 7260 | 0.1074 | 0.9578 |
|
| 779 |
+
| 0.1231 | 0.727 | 7270 | 0.1091 | 0.9547 |
|
| 780 |
+
| 0.0972 | 0.728 | 7280 | 0.1069 | 0.9547 |
|
| 781 |
+
| 0.1113 | 0.729 | 7290 | 0.1064 | 0.9579 |
|
| 782 |
+
| 0.1419 | 0.73 | 7300 | 0.1060 | 0.9543 |
|
| 783 |
+
| 0.0979 | 0.731 | 7310 | 0.1035 | 0.9555 |
|
| 784 |
+
| 0.112 | 0.732 | 7320 | 0.1037 | 0.9596 |
|
| 785 |
+
| 0.1093 | 0.733 | 7330 | 0.1040 | 0.9525 |
|
| 786 |
+
| 0.1248 | 0.734 | 7340 | 0.1028 | 0.9557 |
|
| 787 |
+
| 0.1565 | 0.735 | 7350 | 0.0989 | 0.9622 |
|
| 788 |
+
| 0.1449 | 0.736 | 7360 | 0.0994 | 0.9592 |
|
| 789 |
+
| 0.1122 | 0.737 | 7370 | 0.1005 | 0.9598 |
|
| 790 |
+
| 0.1557 | 0.738 | 7380 | 0.0980 | 0.9561 |
|
| 791 |
+
| 0.1123 | 0.739 | 7390 | 0.0987 | 0.9569 |
|
| 792 |
+
| 0.1834 | 0.74 | 7400 | 0.0977 | 0.9565 |
|
| 793 |
+
| 0.143 | 0.741 | 7410 | 0.1013 | 0.9545 |
|
| 794 |
+
| 0.1131 | 0.742 | 7420 | 0.1003 | 0.9566 |
|
| 795 |
+
| 0.1747 | 0.743 | 7430 | 0.1019 | 0.9575 |
|
| 796 |
+
| 0.0972 | 0.744 | 7440 | 0.1058 | 0.9573 |
|
| 797 |
+
| 0.0946 | 0.745 | 7450 | 0.1088 | 0.9586 |
|
| 798 |
+
| 0.1026 | 0.746 | 7460 | 0.1092 | 0.9577 |
|
| 799 |
+
| 0.1408 | 0.747 | 7470 | 0.1083 | 0.9524 |
|
| 800 |
+
| 0.083 | 0.748 | 7480 | 0.1142 | 0.9491 |
|
| 801 |
+
| 0.104 | 0.749 | 7490 | 0.1204 | 0.9507 |
|
| 802 |
+
| 0.179 | 0.75 | 7500 | 0.1137 | 0.9537 |
|
| 803 |
+
| 0.1486 | 0.751 | 7510 | 0.1046 | 0.9640 |
|
| 804 |
+
| 0.1689 | 0.752 | 7520 | 0.1023 | 0.9625 |
|
| 805 |
+
| 0.0989 | 0.753 | 7530 | 0.1013 | 0.9624 |
|
| 806 |
+
| 0.1584 | 0.754 | 7540 | 0.1056 | 0.9569 |
|
| 807 |
+
| 0.0649 | 0.755 | 7550 | 0.1109 | 0.9584 |
|
| 808 |
+
| 0.1154 | 0.756 | 7560 | 0.1164 | 0.9577 |
|
| 809 |
+
| 0.1418 | 0.757 | 7570 | 0.1242 | 0.9546 |
|
| 810 |
+
| 0.1251 | 0.758 | 7580 | 0.1279 | 0.9521 |
|
| 811 |
+
| 0.1734 | 0.759 | 7590 | 0.1203 | 0.9531 |
|
| 812 |
+
| 0.1383 | 0.76 | 7600 | 0.1037 | 0.9569 |
|
| 813 |
+
| 0.1047 | 0.761 | 7610 | 0.1018 | 0.9595 |
|
| 814 |
+
| 0.1307 | 0.762 | 7620 | 0.1010 | 0.9610 |
|
| 815 |
+
| 0.187 | 0.763 | 7630 | 0.0993 | 0.9593 |
|
| 816 |
+
| 0.119 | 0.764 | 7640 | 0.1017 | 0.9544 |
|
| 817 |
+
| 0.1587 | 0.765 | 7650 | 0.0998 | 0.9542 |
|
| 818 |
+
| 0.1698 | 0.766 | 7660 | 0.0973 | 0.9553 |
|
| 819 |
+
| 0.0922 | 0.767 | 7670 | 0.0991 | 0.9554 |
|
| 820 |
+
| 0.1019 | 0.768 | 7680 | 0.1047 | 0.9588 |
|
| 821 |
+
| 0.1067 | 0.769 | 7690 | 0.1086 | 0.9576 |
|
| 822 |
+
| 0.1465 | 0.77 | 7700 | 0.1086 | 0.9598 |
|
| 823 |
+
| 0.1708 | 0.771 | 7710 | 0.1076 | 0.9603 |
|
| 824 |
+
| 0.1571 | 0.772 | 7720 | 0.1038 | 0.9593 |
|
| 825 |
+
| 0.1141 | 0.773 | 7730 | 0.1013 | 0.9589 |
|
| 826 |
+
| 0.1237 | 0.774 | 7740 | 0.1008 | 0.9575 |
|
| 827 |
+
| 0.1284 | 0.775 | 7750 | 0.0987 | 0.9604 |
|
| 828 |
+
| 0.1201 | 0.776 | 7760 | 0.0996 | 0.9582 |
|
| 829 |
+
| 0.1216 | 0.777 | 7770 | 0.1015 | 0.9576 |
|
| 830 |
+
| 0.1216 | 0.778 | 7780 | 0.1023 | 0.9578 |
|
| 831 |
+
| 0.1086 | 0.779 | 7790 | 0.1011 | 0.9588 |
|
| 832 |
+
| 0.2078 | 0.78 | 7800 | 0.1051 | 0.9589 |
|
| 833 |
+
| 0.2024 | 0.781 | 7810 | 0.1036 | 0.9590 |
|
| 834 |
+
| 0.1161 | 0.782 | 7820 | 0.1000 | 0.9602 |
|
| 835 |
+
| 0.1147 | 0.783 | 7830 | 0.0992 | 0.9604 |
|
| 836 |
+
| 0.1173 | 0.784 | 7840 | 0.0968 | 0.9588 |
|
| 837 |
+
| 0.103 | 0.785 | 7850 | 0.1001 | 0.9563 |
|
| 838 |
+
| 0.1224 | 0.786 | 7860 | 0.1021 | 0.9589 |
|
| 839 |
+
| 0.0929 | 0.787 | 7870 | 0.1009 | 0.9617 |
|
| 840 |
+
| 0.0943 | 0.788 | 7880 | 0.1003 | 0.9633 |
|
| 841 |
+
| 0.1207 | 0.789 | 7890 | 0.1020 | 0.9582 |
|
| 842 |
+
| 0.1406 | 0.79 | 7900 | 0.0997 | 0.9563 |
|
| 843 |
+
| 0.079 | 0.791 | 7910 | 0.0984 | 0.9583 |
|
| 844 |
+
| 0.1269 | 0.792 | 7920 | 0.0975 | 0.9570 |
|
| 845 |
+
| 0.101 | 0.793 | 7930 | 0.0994 | 0.9605 |
|
| 846 |
+
| 0.1 | 0.794 | 7940 | 0.1017 | 0.9588 |
|
| 847 |
+
| 0.1322 | 0.795 | 7950 | 0.1060 | 0.9578 |
|
| 848 |
+
| 0.0792 | 0.796 | 7960 | 0.1034 | 0.9575 |
|
| 849 |
+
| 0.099 | 0.797 | 7970 | 0.0986 | 0.9601 |
|
| 850 |
+
| 0.1085 | 0.798 | 7980 | 0.0960 | 0.9607 |
|
| 851 |
+
| 0.0929 | 0.799 | 7990 | 0.0975 | 0.9617 |
|
| 852 |
+
| 0.1864 | 0.8 | 8000 | 0.0984 | 0.9633 |
|
| 853 |
+
| 0.1044 | 0.801 | 8010 | 0.0993 | 0.9602 |
|
| 854 |
+
| 0.1457 | 0.802 | 8020 | 0.0944 | 0.9602 |
|
| 855 |
+
| 0.0915 | 0.803 | 8030 | 0.0925 | 0.9608 |
|
| 856 |
+
| 0.1467 | 0.804 | 8040 | 0.0953 | 0.9623 |
|
| 857 |
+
| 0.1397 | 0.805 | 8050 | 0.0990 | 0.9615 |
|
| 858 |
+
| 0.126 | 0.806 | 8060 | 0.1032 | 0.9590 |
|
| 859 |
+
| 0.1064 | 0.807 | 8070 | 0.1040 | 0.9583 |
|
| 860 |
+
| 0.1016 | 0.808 | 8080 | 0.1029 | 0.9605 |
|
| 861 |
+
| 0.0654 | 0.809 | 8090 | 0.1070 | 0.9605 |
|
| 862 |
+
| 0.1171 | 0.81 | 8100 | 0.1126 | 0.9615 |
|
| 863 |
+
| 0.0904 | 0.811 | 8110 | 0.1098 | 0.9615 |
|
| 864 |
+
| 0.0936 | 0.812 | 8120 | 0.1071 | 0.9599 |
|
| 865 |
+
| 0.1255 | 0.813 | 8130 | 0.1078 | 0.9605 |
|
| 866 |
+
| 0.1269 | 0.814 | 8140 | 0.1085 | 0.9605 |
|
| 867 |
+
| 0.0974 | 0.815 | 8150 | 0.1073 | 0.9614 |
|
| 868 |
+
| 0.1113 | 0.816 | 8160 | 0.1082 | 0.9605 |
|
| 869 |
+
| 0.092 | 0.817 | 8170 | 0.1111 | 0.9591 |
|
| 870 |
+
| 0.1926 | 0.818 | 8180 | 0.1118 | 0.9607 |
|
| 871 |
+
| 0.1334 | 0.819 | 8190 | 0.1093 | 0.9641 |
|
| 872 |
+
| 0.1785 | 0.82 | 8200 | 0.1065 | 0.9621 |
|
| 873 |
+
| 0.1014 | 0.821 | 8210 | 0.1009 | 0.9591 |
|
| 874 |
+
| 0.1601 | 0.822 | 8220 | 0.0990 | 0.9587 |
|
| 875 |
+
| 0.1115 | 0.823 | 8230 | 0.0986 | 0.9581 |
|
| 876 |
+
| 0.1023 | 0.824 | 8240 | 0.0971 | 0.9596 |
|
| 877 |
+
| 0.078 | 0.825 | 8250 | 0.0962 | 0.9611 |
|
| 878 |
+
| 0.1002 | 0.826 | 8260 | 0.0984 | 0.9593 |
|
| 879 |
+
| 0.1421 | 0.827 | 8270 | 0.0983 | 0.9593 |
|
| 880 |
+
| 0.1609 | 0.828 | 8280 | 0.0976 | 0.9627 |
|
| 881 |
+
| 0.1463 | 0.829 | 8290 | 0.0960 | 0.9627 |
|
| 882 |
+
| 0.1551 | 0.83 | 8300 | 0.0965 | 0.9605 |
|
| 883 |
+
| 0.0877 | 0.831 | 8310 | 0.0979 | 0.9619 |
|
| 884 |
+
| 0.162 | 0.832 | 8320 | 0.0978 | 0.9624 |
|
| 885 |
+
| 0.1553 | 0.833 | 8330 | 0.0966 | 0.9609 |
|
| 886 |
+
| 0.0988 | 0.834 | 8340 | 0.0976 | 0.9620 |
|
| 887 |
+
| 0.1023 | 0.835 | 8350 | 0.0993 | 0.9648 |
|
| 888 |
+
| 0.1159 | 0.836 | 8360 | 0.0997 | 0.9615 |
|
| 889 |
+
| 0.1587 | 0.837 | 8370 | 0.0999 | 0.9611 |
|
| 890 |
+
| 0.1424 | 0.838 | 8380 | 0.0999 | 0.9627 |
|
| 891 |
+
| 0.1725 | 0.839 | 8390 | 0.0994 | 0.9611 |
|
| 892 |
+
| 0.1092 | 0.84 | 8400 | 0.0967 | 0.9596 |
|
| 893 |
+
| 0.1284 | 0.841 | 8410 | 0.0984 | 0.9575 |
|
| 894 |
+
| 0.1223 | 0.842 | 8420 | 0.1019 | 0.9589 |
|
| 895 |
+
| 0.0811 | 0.843 | 8430 | 0.1040 | 0.9594 |
|
| 896 |
+
| 0.105 | 0.844 | 8440 | 0.1026 | 0.9574 |
|
| 897 |
+
| 0.1166 | 0.845 | 8450 | 0.1001 | 0.9589 |
|
| 898 |
+
| 0.0922 | 0.846 | 8460 | 0.0985 | 0.9577 |
|
| 899 |
+
| 0.1605 | 0.847 | 8470 | 0.0978 | 0.9588 |
|
| 900 |
+
| 0.0939 | 0.848 | 8480 | 0.0973 | 0.9600 |
|
| 901 |
+
| 0.1707 | 0.849 | 8490 | 0.0970 | 0.9584 |
|
| 902 |
+
| 0.1487 | 0.85 | 8500 | 0.0968 | 0.9574 |
|
| 903 |
+
| 0.1114 | 0.851 | 8510 | 0.1001 | 0.9584 |
|
| 904 |
+
| 0.0925 | 0.852 | 8520 | 0.1017 | 0.9584 |
|
| 905 |
+
| 0.0996 | 0.853 | 8530 | 0.0992 | 0.9559 |
|
| 906 |
+
| 0.1426 | 0.854 | 8540 | 0.0971 | 0.9571 |
|
| 907 |
+
| 0.1298 | 0.855 | 8550 | 0.0949 | 0.9585 |
|
| 908 |
+
| 0.1835 | 0.856 | 8560 | 0.0945 | 0.9600 |
|
| 909 |
+
| 0.1437 | 0.857 | 8570 | 0.0947 | 0.9585 |
|
| 910 |
+
| 0.0814 | 0.858 | 8580 | 0.0951 | 0.9588 |
|
| 911 |
+
| 0.1227 | 0.859 | 8590 | 0.0966 | 0.9619 |
|
| 912 |
+
| 0.0656 | 0.86 | 8600 | 0.0972 | 0.9629 |
|
| 913 |
+
| 0.1859 | 0.861 | 8610 | 0.0983 | 0.9617 |
|
| 914 |
+
| 0.0912 | 0.862 | 8620 | 0.1003 | 0.9586 |
|
| 915 |
+
| 0.1367 | 0.863 | 8630 | 0.1018 | 0.9597 |
|
| 916 |
+
| 0.111 | 0.864 | 8640 | 0.1010 | 0.9581 |
|
| 917 |
+
| 0.1265 | 0.865 | 8650 | 0.0984 | 0.9585 |
|
| 918 |
+
| 0.0951 | 0.866 | 8660 | 0.0972 | 0.9585 |
|
| 919 |
+
| 0.0596 | 0.867 | 8670 | 0.0986 | 0.9585 |
|
| 920 |
+
| 0.1446 | 0.868 | 8680 | 0.1014 | 0.9585 |
|
| 921 |
+
| 0.1543 | 0.869 | 8690 | 0.1028 | 0.9585 |
|
| 922 |
+
| 0.1013 | 0.87 | 8700 | 0.1033 | 0.9585 |
|
| 923 |
+
| 0.1218 | 0.871 | 8710 | 0.1018 | 0.9585 |
|
| 924 |
+
| 0.1618 | 0.872 | 8720 | 0.1011 | 0.9596 |
|
| 925 |
+
| 0.0913 | 0.873 | 8730 | 0.1012 | 0.9590 |
|
| 926 |
+
| 0.1516 | 0.874 | 8740 | 0.1038 | 0.9593 |
|
| 927 |
+
| 0.1435 | 0.875 | 8750 | 0.1042 | 0.9604 |
|
| 928 |
+
| 0.1625 | 0.876 | 8760 | 0.1023 | 0.9599 |
|
| 929 |
+
| 0.1262 | 0.877 | 8770 | 0.1012 | 0.9610 |
|
| 930 |
+
| 0.1316 | 0.878 | 8780 | 0.1026 | 0.9584 |
|
| 931 |
+
| 0.0909 | 0.879 | 8790 | 0.1042 | 0.9590 |
|
| 932 |
+
| 0.1033 | 0.88 | 8800 | 0.1035 | 0.9599 |
|
| 933 |
+
| 0.1971 | 0.881 | 8810 | 0.1022 | 0.9610 |
|
| 934 |
+
| 0.1318 | 0.882 | 8820 | 0.1009 | 0.9600 |
|
| 935 |
+
| 0.1685 | 0.883 | 8830 | 0.0981 | 0.9585 |
|
| 936 |
+
| 0.0926 | 0.884 | 8840 | 0.0956 | 0.9610 |
|
| 937 |
+
| 0.1241 | 0.885 | 8850 | 0.0947 | 0.9585 |
|
| 938 |
+
| 0.1377 | 0.886 | 8860 | 0.0961 | 0.9597 |
|
| 939 |
+
| 0.0814 | 0.887 | 8870 | 0.1021 | 0.9611 |
|
| 940 |
+
| 0.1107 | 0.888 | 8880 | 0.1026 | 0.9600 |
|
| 941 |
+
| 0.1239 | 0.889 | 8890 | 0.0997 | 0.9600 |
|
| 942 |
+
| 0.1478 | 0.89 | 8900 | 0.0978 | 0.9585 |
|
| 943 |
+
| 0.1299 | 0.891 | 8910 | 0.0972 | 0.9556 |
|
| 944 |
+
| 0.1329 | 0.892 | 8920 | 0.0968 | 0.9546 |
|
| 945 |
+
| 0.1357 | 0.893 | 8930 | 0.0966 | 0.9546 |
|
| 946 |
+
| 0.0863 | 0.894 | 8940 | 0.0981 | 0.9598 |
|
| 947 |
+
| 0.0889 | 0.895 | 8950 | 0.1005 | 0.9609 |
|
| 948 |
+
| 0.1627 | 0.896 | 8960 | 0.1011 | 0.9609 |
|
| 949 |
+
| 0.0811 | 0.897 | 8970 | 0.1010 | 0.9615 |
|
| 950 |
+
| 0.1117 | 0.898 | 8980 | 0.1011 | 0.9588 |
|
| 951 |
+
| 0.1274 | 0.899 | 8990 | 0.1002 | 0.9588 |
|
| 952 |
+
| 0.1246 | 0.9 | 9000 | 0.0979 | 0.9594 |
|
| 953 |
+
| 0.0935 | 0.901 | 9010 | 0.0973 | 0.9598 |
|
| 954 |
+
| 0.1241 | 0.902 | 9020 | 0.0968 | 0.9610 |
|
| 955 |
+
| 0.1382 | 0.903 | 9030 | 0.0970 | 0.9620 |
|
| 956 |
+
| 0.094 | 0.904 | 9040 | 0.0965 | 0.9620 |
|
| 957 |
+
| 0.0805 | 0.905 | 9050 | 0.0970 | 0.9595 |
|
| 958 |
+
| 0.103 | 0.906 | 9060 | 0.0975 | 0.9595 |
|
| 959 |
+
| 0.0979 | 0.907 | 9070 | 0.0982 | 0.9610 |
|
| 960 |
+
| 0.0955 | 0.908 | 9080 | 0.0999 | 0.9595 |
|
| 961 |
+
| 0.1477 | 0.909 | 9090 | 0.0999 | 0.9595 |
|
| 962 |
+
| 0.0856 | 0.91 | 9100 | 0.0974 | 0.9598 |
|
| 963 |
+
| 0.1227 | 0.911 | 9110 | 0.0959 | 0.9597 |
|
| 964 |
+
| 0.071 | 0.912 | 9120 | 0.0953 | 0.9571 |
|
| 965 |
+
| 0.1084 | 0.913 | 9130 | 0.0963 | 0.9590 |
|
| 966 |
+
| 0.1726 | 0.914 | 9140 | 0.0951 | 0.9571 |
|
| 967 |
+
| 0.1019 | 0.915 | 9150 | 0.0938 | 0.9571 |
|
| 968 |
+
| 0.1209 | 0.916 | 9160 | 0.0926 | 0.9554 |
|
| 969 |
+
| 0.1258 | 0.917 | 9170 | 0.0929 | 0.9571 |
|
| 970 |
+
| 0.1668 | 0.918 | 9180 | 0.0926 | 0.9580 |
|
| 971 |
+
| 0.1428 | 0.919 | 9190 | 0.0920 | 0.9609 |
|
| 972 |
+
| 0.1654 | 0.92 | 9200 | 0.0915 | 0.9584 |
|
| 973 |
+
| 0.0904 | 0.921 | 9210 | 0.0917 | 0.9580 |
|
| 974 |
+
| 0.126 | 0.922 | 9220 | 0.0918 | 0.9573 |
|
| 975 |
+
| 0.1639 | 0.923 | 9230 | 0.0922 | 0.9600 |
|
| 976 |
+
| 0.127 | 0.924 | 9240 | 0.0926 | 0.9625 |
|
| 977 |
+
| 0.1341 | 0.925 | 9250 | 0.0925 | 0.9615 |
|
| 978 |
+
| 0.0697 | 0.926 | 9260 | 0.0928 | 0.9615 |
|
| 979 |
+
| 0.0925 | 0.927 | 9270 | 0.0930 | 0.9625 |
|
| 980 |
+
| 0.1614 | 0.928 | 9280 | 0.0929 | 0.9615 |
|
| 981 |
+
| 0.0976 | 0.929 | 9290 | 0.0922 | 0.9601 |
|
| 982 |
+
| 0.0902 | 0.93 | 9300 | 0.0918 | 0.9601 |
|
| 983 |
+
| 0.1089 | 0.931 | 9310 | 0.0918 | 0.9615 |
|
| 984 |
+
| 0.1104 | 0.932 | 9320 | 0.0928 | 0.9630 |
|
| 985 |
+
| 0.0873 | 0.933 | 9330 | 0.0943 | 0.9613 |
|
| 986 |
+
| 0.1396 | 0.934 | 9340 | 0.0952 | 0.9625 |
|
| 987 |
+
| 0.1011 | 0.935 | 9350 | 0.0957 | 0.9621 |
|
| 988 |
+
| 0.0913 | 0.936 | 9360 | 0.0956 | 0.9621 |
|
| 989 |
+
| 0.0841 | 0.937 | 9370 | 0.0961 | 0.9621 |
|
| 990 |
+
| 0.121 | 0.938 | 9380 | 0.0957 | 0.9621 |
|
| 991 |
+
| 0.1697 | 0.939 | 9390 | 0.0955 | 0.9621 |
|
| 992 |
+
| 0.1181 | 0.94 | 9400 | 0.0951 | 0.9621 |
|
| 993 |
+
| 0.0963 | 0.941 | 9410 | 0.0954 | 0.9621 |
|
| 994 |
+
| 0.1074 | 0.942 | 9420 | 0.0952 | 0.9621 |
|
| 995 |
+
| 0.0945 | 0.943 | 9430 | 0.0940 | 0.9635 |
|
| 996 |
+
| 0.0967 | 0.944 | 9440 | 0.0936 | 0.9635 |
|
| 997 |
+
| 0.0785 | 0.945 | 9450 | 0.0942 | 0.9635 |
|
| 998 |
+
| 0.1045 | 0.946 | 9460 | 0.0948 | 0.9635 |
|
| 999 |
+
| 0.0975 | 0.947 | 9470 | 0.0954 | 0.9624 |
|
| 1000 |
+
| 0.0752 | 0.948 | 9480 | 0.0961 | 0.9602 |
|
| 1001 |
+
| 0.1591 | 0.949 | 9490 | 0.0962 | 0.9602 |
|
| 1002 |
+
| 0.1609 | 0.95 | 9500 | 0.0957 | 0.9602 |
|
| 1003 |
+
| 0.1262 | 0.951 | 9510 | 0.0954 | 0.9602 |
|
| 1004 |
+
| 0.0718 | 0.952 | 9520 | 0.0953 | 0.9624 |
|
| 1005 |
+
| 0.1145 | 0.953 | 9530 | 0.0951 | 0.9635 |
|
| 1006 |
+
| 0.1157 | 0.954 | 9540 | 0.0948 | 0.9635 |
|
| 1007 |
+
| 0.1152 | 0.955 | 9550 | 0.0938 | 0.9635 |
|
| 1008 |
+
| 0.1329 | 0.956 | 9560 | 0.0932 | 0.9635 |
|
| 1009 |
+
| 0.1134 | 0.957 | 9570 | 0.0930 | 0.9635 |
|
| 1010 |
+
| 0.0788 | 0.958 | 9580 | 0.0932 | 0.9635 |
|
| 1011 |
+
| 0.1184 | 0.959 | 9590 | 0.0935 | 0.9635 |
|
| 1012 |
+
| 0.1068 | 0.96 | 9600 | 0.0939 | 0.9635 |
|
| 1013 |
+
| 0.1454 | 0.961 | 9610 | 0.0936 | 0.9635 |
|
| 1014 |
+
| 0.0958 | 0.962 | 9620 | 0.0932 | 0.9635 |
|
| 1015 |
+
| 0.0912 | 0.963 | 9630 | 0.0927 | 0.9635 |
|
| 1016 |
+
| 0.1249 | 0.964 | 9640 | 0.0924 | 0.9625 |
|
| 1017 |
+
| 0.1085 | 0.965 | 9650 | 0.0924 | 0.9625 |
|
| 1018 |
+
| 0.1768 | 0.966 | 9660 | 0.0921 | 0.9625 |
|
| 1019 |
+
| 0.1227 | 0.967 | 9670 | 0.0915 | 0.9625 |
|
| 1020 |
+
| 0.1665 | 0.968 | 9680 | 0.0914 | 0.9625 |
|
| 1021 |
+
| 0.1045 | 0.969 | 9690 | 0.0913 | 0.9625 |
|
| 1022 |
+
| 0.1167 | 0.97 | 9700 | 0.0913 | 0.9625 |
|
| 1023 |
+
| 0.1182 | 0.971 | 9710 | 0.0918 | 0.9625 |
|
| 1024 |
+
| 0.1098 | 0.972 | 9720 | 0.0921 | 0.9625 |
|
| 1025 |
+
| 0.1022 | 0.973 | 9730 | 0.0927 | 0.9625 |
|
| 1026 |
+
| 0.0694 | 0.974 | 9740 | 0.0924 | 0.9625 |
|
| 1027 |
+
| 0.1964 | 0.975 | 9750 | 0.0919 | 0.9625 |
|
| 1028 |
+
| 0.0955 | 0.976 | 9760 | 0.0918 | 0.9625 |
|
| 1029 |
+
| 0.076 | 0.977 | 9770 | 0.0920 | 0.9635 |
|
| 1030 |
+
| 0.0717 | 0.978 | 9780 | 0.0924 | 0.9635 |
|
| 1031 |
+
| 0.1496 | 0.979 | 9790 | 0.0922 | 0.9635 |
|
| 1032 |
+
| 0.0998 | 0.98 | 9800 | 0.0921 | 0.9635 |
|
| 1033 |
+
| 0.1014 | 0.981 | 9810 | 0.0920 | 0.9635 |
|
| 1034 |
+
| 0.0591 | 0.982 | 9820 | 0.0922 | 0.9635 |
|
| 1035 |
+
| 0.1578 | 0.983 | 9830 | 0.0923 | 0.9635 |
|
| 1036 |
+
| 0.0936 | 0.984 | 9840 | 0.0920 | 0.9635 |
|
| 1037 |
+
| 0.1008 | 0.985 | 9850 | 0.0920 | 0.9635 |
|
| 1038 |
+
| 0.0849 | 0.986 | 9860 | 0.0922 | 0.9635 |
|
| 1039 |
+
| 0.1045 | 0.987 | 9870 | 0.0925 | 0.9635 |
|
| 1040 |
+
| 0.0932 | 0.988 | 9880 | 0.0926 | 0.9635 |
|
| 1041 |
+
| 0.108 | 0.989 | 9890 | 0.0925 | 0.9635 |
|
| 1042 |
+
| 0.1116 | 0.99 | 9900 | 0.0924 | 0.9635 |
|
| 1043 |
+
| 0.0982 | 0.991 | 9910 | 0.0924 | 0.9635 |
|
| 1044 |
+
| 0.0892 | 0.992 | 9920 | 0.0925 | 0.9635 |
|
| 1045 |
+
| 0.0768 | 0.993 | 9930 | 0.0924 | 0.9635 |
|
| 1046 |
+
| 0.0933 | 0.994 | 9940 | 0.0925 | 0.9635 |
|
| 1047 |
+
| 0.1017 | 0.995 | 9950 | 0.0924 | 0.9635 |
|
| 1048 |
+
| 0.0712 | 0.996 | 9960 | 0.0924 | 0.9635 |
|
| 1049 |
+
| 0.078 | 0.997 | 9970 | 0.0924 | 0.9635 |
|
| 1050 |
+
| 0.0899 | 0.998 | 9980 | 0.0924 | 0.9635 |
|
| 1051 |
+
| 0.1073 | 0.999 | 9990 | 0.0924 | 0.9635 |
|
| 1052 |
+
| 0.1625 | 1.0 | 10000 | 0.0924 | 0.9635 |
|
| 1053 |
+
|
| 1054 |
+
|
| 1055 |
+
### Framework versions
|
| 1056 |
+
|
| 1057 |
+
- Transformers 4.44.1
|
| 1058 |
+
- Pytorch 2.4.0
|
| 1059 |
+
- Datasets 2.21.0
|
| 1060 |
+
- Tokenizers 0.19.1
|
config.json
ADDED
|
@@ -0,0 +1,71 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swinv2-base-patch4-window16-256",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"Swinv2ForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "0",
|
| 21 |
+
"1": "90",
|
| 22 |
+
"2": "180",
|
| 23 |
+
"3": "270"
|
| 24 |
+
},
|
| 25 |
+
"image_size": 256,
|
| 26 |
+
"initializer_range": 0.02,
|
| 27 |
+
"label2id": {
|
| 28 |
+
"0": 0,
|
| 29 |
+
"180": 2,
|
| 30 |
+
"270": 3,
|
| 31 |
+
"90": 1
|
| 32 |
+
},
|
| 33 |
+
"layer_norm_eps": 1e-05,
|
| 34 |
+
"mlp_ratio": 4.0,
|
| 35 |
+
"model_type": "swinv2",
|
| 36 |
+
"num_channels": 3,
|
| 37 |
+
"num_heads": [
|
| 38 |
+
4,
|
| 39 |
+
8,
|
| 40 |
+
16,
|
| 41 |
+
32
|
| 42 |
+
],
|
| 43 |
+
"num_layers": 4,
|
| 44 |
+
"out_features": [
|
| 45 |
+
"stage4"
|
| 46 |
+
],
|
| 47 |
+
"out_indices": [
|
| 48 |
+
4
|
| 49 |
+
],
|
| 50 |
+
"patch_size": 4,
|
| 51 |
+
"path_norm": true,
|
| 52 |
+
"pretrained_window_sizes": [
|
| 53 |
+
0,
|
| 54 |
+
0,
|
| 55 |
+
0,
|
| 56 |
+
0
|
| 57 |
+
],
|
| 58 |
+
"problem_type": "single_label_classification",
|
| 59 |
+
"qkv_bias": true,
|
| 60 |
+
"stage_names": [
|
| 61 |
+
"stem",
|
| 62 |
+
"stage1",
|
| 63 |
+
"stage2",
|
| 64 |
+
"stage3",
|
| 65 |
+
"stage4"
|
| 66 |
+
],
|
| 67 |
+
"torch_dtype": "float32",
|
| 68 |
+
"transformers_version": "4.44.1",
|
| 69 |
+
"use_absolute_embeddings": false,
|
| 70 |
+
"window_size": 16
|
| 71 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
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version https://git-lfs.github.com/spec/v1
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oid sha256:6d37711472957de2a7728183d71bd1d6b2f31080507ce3c4412cc72826ae6843
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size 347653688
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training_args.bin
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:fe43c7990baf85c5898b28add96966ce005a92db5e4ab5b24da899e9450111b1
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| 3 |
+
size 5176
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