- 更新 README.md 中的 ONNX构建指南,增加新版本的安装步骤 - 在 runs/detect/final_model 和 runs/detect/train 目录下添加训练配置文件 args.yaml - 配置文件包含模型训练的各种参数设置,为后续训练提供详细配置
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1 | epoch | time | train/box_loss | train/cls_loss | train/dfl_loss | metrics/precision(B) | metrics/recall(B) | metrics/mAP50(B) | metrics/mAP50-95(B) | val/box_loss | val/cls_loss | val/dfl_loss | lr/pg0 | lr/pg1 | lr/pg2 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | 1 | 4.22575 | 2.7782 | 7.57178 | 4.13425 | 0 | 0 | 0 | 0 | 2.91973 | 8.32253 | 4.06595 | 0.095005 | 5e-06 | 5e-06 |
3 | 2 | 5.23112 | 2.6955 | 7.46555 | 4.12346 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0890109 | 1.09274e-05 | 1.09274e-05 |
4 | 3 | 6.59951 | 2.57207 | 7.24711 | 3.77426 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0830168 | 1.67756e-05 | 1.67756e-05 |
5 | 4 | 7.7047 | 2.51302 | 6.94236 | 3.48289 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0770225 | 2.25446e-05 | 2.25446e-05 |
6 | 5 | 8.82455 | 2.53492 | 7.00016 | 3.35894 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0710282 | 2.82344e-05 | 2.82344e-05 |
7 | 6 | 9.91134 | 2.55232 | 6.76282 | 3.21369 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0650338 | 3.3845e-05 | 3.3845e-05 |
8 | 7 | 11.0316 | 2.54301 | 6.74702 | 3.12777 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0590394 | 3.93764e-05 | 3.93764e-05 |
9 | 8 | 12.1219 | 2.47482 | 6.6322 | 3.05473 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0530448 | 4.48286e-05 | 4.48286e-05 |
10 | 9 | 13.3028 | 2.52493 | 6.63925 | 3.02724 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0470502 | 5.02016e-05 | 5.02016e-05 |
11 | 10 | 14.3756 | 2.50963 | 6.54935 | 3.00249 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0410555 | 5.54954e-05 | 5.54954e-05 |
12 | 11 | 15.4529 | 2.52248 | 6.62161 | 2.95656 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0350607 | 6.071e-05 | 6.071e-05 |
13 | 12 | 16.5447 | 2.48109 | 6.53551 | 2.97965 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0290658 | 6.58454e-05 | 6.58454e-05 |
14 | 13 | 17.6279 | 2.51516 | 6.48686 | 2.90703 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0230709 | 7.09016e-05 | 7.09016e-05 |
15 | 14 | 18.7696 | 2.50655 | 6.45021 | 2.92034 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0170759 | 7.58786e-05 | 7.58786e-05 |
16 | 15 | 19.7944 | 2.43662 | 6.58797 | 2.90623 | 0 | 0 | 0 | 0 | nan | nan | nan | 0.0110808 | 8.07764e-05 | 8.07764e-05 |
17 | 16 | 20.9287 | 2.53153 | 6.42398 | 2.8436 | 0 | 0 | 0 | 0 | 3.7978 | inf | 191.639 | 0.00508559 | 8.5595e-05 | 8.5595e-05 |
18 | 17 | 22.0344 | 2.45105 | 6.33209 | 2.89819 | 0 | 0 | 0 | 0 | 3.67548 | inf | 156.022 | 8.944e-05 | 8.944e-05 | 8.944e-05 |
19 | 18 | 23.1442 | 2.44115 | 6.39347 | 2.84954 | 0 | 0 | 0 | 0 | 3.28629 | inf | 113.754 | 8.878e-05 | 8.878e-05 | 8.878e-05 |
20 | 19 | 24.1874 | 2.42788 | 6.35252 | 2.87367 | 0 | 0 | 0 | 0 | 3.26795 | inf | 91.2757 | 8.812e-05 | 8.812e-05 | 8.812e-05 |
21 | 20 | 25.3412 | 2.42999 | 6.29528 | 2.84415 | 0 | 0 | 0 | 0 | 3.05352 | inf | 76.687 | 8.746e-05 | 8.746e-05 | 8.746e-05 |
22 | 21 | 26.3993 | 2.44914 | 6.44545 | 2.89804 | 0 | 0 | 0 | 0 | 2.79474 | inf | 65.6719 | 8.68e-05 | 8.68e-05 | 8.68e-05 |
23 | 22 | 27.5256 | 2.39667 | 6.27906 | 2.81183 | 0 | 0 | 0 | 0 | 3.01045 | 1088.31 | 51.9518 | 8.614e-05 | 8.614e-05 | 8.614e-05 |
24 | 23 | 28.5749 | 2.49917 | 6.34181 | 2.80139 | 0 | 0 | 0 | 0 | 3.25603 | 714.546 | 47.1745 | 8.548e-05 | 8.548e-05 | 8.548e-05 |
25 | 24 | 29.6691 | 2.39733 | 6.23717 | 2.82592 | 0 | 0 | 0 | 0 | 3.14326 | 138.907 | 37.3297 | 8.482e-05 | 8.482e-05 | 8.482e-05 |
26 | 25 | 30.7484 | 2.3288 | 6.11476 | 2.79569 | 0 | 0 | 0 | 0 | 3.11905 | 75.1499 | 30.9922 | 8.416e-05 | 8.416e-05 | 8.416e-05 |
27 | 26 | 31.9151 | 2.41337 | 6.13206 | 2.80742 | 0 | 0 | 0 | 0 | 2.97859 | 24.2556 | 23.194 | 8.35e-05 | 8.35e-05 | 8.35e-05 |
28 | 27 | 32.9859 | 2.46497 | 6.0852 | 2.78028 | 0 | 0 | 0 | 0 | 3.05517 | 19.0201 | 19.4818 | 8.284e-05 | 8.284e-05 | 8.284e-05 |
29 | 28 | 34.0726 | 2.28114 | 5.97888 | 2.76841 | 0 | 0 | 0 | 0 | 3.05015 | 13.659 | 14.5026 | 8.218e-05 | 8.218e-05 | 8.218e-05 |
30 | 29 | 35.1284 | 2.39589 | 6.12807 | 2.76983 | 0.00295 | 0.0625 | 0.0017 | 0.00017 | 2.90514 | 11.8056 | 10.4475 | 8.152e-05 | 8.152e-05 | 8.152e-05 |
31 | 30 | 36.2221 | 2.34755 | 6.04123 | 2.74916 | 0 | 0 | 0 | 0 | 2.86245 | 10.1171 | 7.85344 | 8.086e-05 | 8.086e-05 | 8.086e-05 |
32 | 31 | 37.2463 | 2.38976 | 5.97484 | 2.74399 | 0 | 0 | 0 | 0 | 2.86138 | 9.5939 | 6.51192 | 8.02e-05 | 8.02e-05 | 8.02e-05 |
33 | 32 | 38.411 | 2.26487 | 5.87416 | 2.68832 | 0.00303 | 0.11513 | 0.00235 | 0.00055 | 2.95984 | 9.33395 | 5.20094 | 7.954e-05 | 7.954e-05 | 7.954e-05 |
34 | 33 | 39.5153 | 2.30071 | 6.15316 | 2.77098 | 0.0026 | 0.11513 | 0.00155 | 0.00045 | 2.90552 | 9.04553 | 4.54481 | 7.888e-05 | 7.888e-05 | 7.888e-05 |
35 | 34 | 40.5892 | 2.20297 | 6.15525 | 2.67769 | 0.00163 | 0.08882 | 0.00105 | 0.00037 | 2.70587 | 9.1113 | 3.75802 | 7.822e-05 | 7.822e-05 | 7.822e-05 |
36 | 35 | 41.6565 | 2.30333 | 6.08027 | 2.68875 | 0.00339 | 0.20395 | 0.00234 | 0.00041 | 2.53921 | 8.75351 | 3.32551 | 7.756e-05 | 7.756e-05 | 7.756e-05 |
37 | 36 | 42.7449 | 2.3519 | 5.85012 | 2.69601 | 0.00471 | 0.28289 | 0.00595 | 0.00144 | 2.43722 | 8.31234 | 2.96625 | 7.69e-05 | 7.69e-05 | 7.69e-05 |
38 | 37 | 43.9109 | 2.30519 | 5.83651 | 2.71729 | 0.0055 | 0.30921 | 0.00626 | 0.00143 | 2.41648 | 8.37088 | 2.91663 | 7.624e-05 | 7.624e-05 | 7.624e-05 |
39 | 38 | 45.1243 | 2.28272 | 5.86753 | 2.67235 | 0.00527 | 0.31908 | 0.00432 | 0.00101 | 2.40972 | 8.57126 | 2.93329 | 7.558e-05 | 7.558e-05 | 7.558e-05 |
40 | 39 | 46.2167 | 2.29757 | 5.87708 | 2.71423 | 0.00554 | 0.31414 | 0.00529 | 0.00147 | 2.41163 | 8.7117 | 2.92352 | 7.492e-05 | 7.492e-05 | 7.492e-05 |
41 | 40 | 47.3411 | 2.25119 | 5.81125 | 2.64918 | 0.00549 | 0.31414 | 0.00606 | 0.00177 | 2.42196 | 8.57797 | 2.91339 | 7.426e-05 | 7.426e-05 | 7.426e-05 |
42 | 41 | 48.4181 | 2.24368 | 5.8732 | 2.66647 | 0.00599 | 0.34046 | 0.00851 | 0.00252 | 2.44358 | 8.49322 | 2.9229 | 7.36e-05 | 7.36e-05 | 7.36e-05 |
43 | 42 | 49.5727 | 2.19077 | 5.8374 | 2.66686 | 0.0048 | 0.28783 | 0.00908 | 0.00298 | 2.42969 | 8.28236 | 2.89002 | 7.294e-05 | 7.294e-05 | 7.294e-05 |
44 | 43 | 50.7322 | 2.19426 | 5.81259 | 2.63839 | 0.00603 | 0.34539 | 0.01123 | 0.0031 | 2.40818 | 8.1683 | 2.88189 | 7.228e-05 | 7.228e-05 | 7.228e-05 |
45 | 44 | 51.9763 | 2.19508 | 5.79432 | 2.63574 | 0.00574 | 0.35033 | 0.01056 | 0.00255 | 2.36623 | 8.04585 | 2.82911 | 7.162e-05 | 7.162e-05 | 7.162e-05 |
46 | 45 | 53.0719 | 2.20647 | 5.7995 | 2.62454 | 0.00535 | 0.31908 | 0.01097 | 0.00298 | 2.36748 | 8.00423 | 2.81544 | 7.096e-05 | 7.096e-05 | 7.096e-05 |
47 | 46 | 54.1994 | 2.21373 | 6.05155 | 2.62215 | 0.00631 | 0.37664 | 0.01243 | 0.00322 | 2.35879 | 7.82095 | 2.78109 | 7.03e-05 | 7.03e-05 | 7.03e-05 |
48 | 47 | 55.3289 | 2.19271 | 5.83396 | 2.61155 | 0.00657 | 0.37664 | 0.01303 | 0.00322 | 2.3626 | 7.80206 | 2.77994 | 6.964e-05 | 6.964e-05 | 6.964e-05 |
49 | 48 | 56.4709 | 2.15589 | 5.70085 | 2.60992 | 0.00588 | 0.35033 | 0.01857 | 0.00426 | 2.36726 | 7.54086 | 2.77108 | 6.898e-05 | 6.898e-05 | 6.898e-05 |
50 | 49 | 57.6197 | 2.19968 | 5.71389 | 2.6052 | 0.04421 | 0.19408 | 0.02892 | 0.00637 | 2.36538 | 7.3241 | 2.76216 | 6.832e-05 | 6.832e-05 | 6.832e-05 |
51 | 50 | 58.7718 | 2.1479 | 5.76268 | 2.58353 | 0.04455 | 0.02632 | 0.03114 | 0.00594 | 2.37388 | 7.19233 | 2.76782 | 6.766e-05 | 6.766e-05 | 6.766e-05 |
52 | 51 | 59.8127 | 2.20847 | 5.72814 | 2.60869 | 0.08548 | 0.16776 | 0.02998 | 0.00669 | 2.35495 | 7.15337 | 2.73976 | 6.7e-05 | 6.7e-05 | 6.7e-05 |
53 | 52 | 60.9605 | 2.15703 | 5.68885 | 2.58371 | 0.10537 | 0.11513 | 0.03503 | 0.00785 | 2.31974 | 7.04184 | 2.70439 | 6.634e-05 | 6.634e-05 | 6.634e-05 |
54 | 53 | 62.0733 | 2.16783 | 5.59297 | 2.61352 | 0.11051 | 0.07233 | 0.03233 | 0.00791 | 2.32089 | 7.12559 | 2.70243 | 6.568e-05 | 6.568e-05 | 6.568e-05 |
55 | 54 | 63.2677 | 2.18345 | 5.75005 | 2.60077 | 0.05658 | 0.08882 | 0.03681 | 0.00736 | 2.26996 | 7.10539 | 2.66932 | 6.502e-05 | 6.502e-05 | 6.502e-05 |
56 | 55 | 64.3483 | 2.0972 | 5.56393 | 2.56058 | 0.06313 | 0.08388 | 0.03568 | 0.00734 | 2.24933 | 7.09654 | 2.6414 | 6.436e-05 | 6.436e-05 | 6.436e-05 |
57 | 56 | 65.4887 | 2.19175 | 5.68651 | 2.56644 | 0.01777 | 0.05263 | 0.04839 | 0.01099 | 2.21542 | 7.35724 | 2.62796 | 6.37e-05 | 6.37e-05 | 6.37e-05 |
58 | 57 | 66.6107 | 2.09319 | 5.57548 | 2.5591 | 0.078 | 0.13432 | 0.05084 | 0.01148 | 2.22171 | 7.5732 | 2.61663 | 6.304e-05 | 6.304e-05 | 6.304e-05 |
59 | 58 | 67.7655 | 2.11385 | 5.47346 | 2.55806 | 0.08071 | 0.18914 | 0.0593 | 0.01271 | 2.22775 | 8.0195 | 2.62391 | 6.238e-05 | 6.238e-05 | 6.238e-05 |
60 | 59 | 68.8886 | 2.19448 | 5.58996 | 2.58819 | 0.11886 | 0.21865 | 0.04935 | 0.01197 | 2.24153 | 7.96159 | 2.6265 | 6.172e-05 | 6.172e-05 | 6.172e-05 |
61 | 60 | 70.0119 | 2.06564 | 5.43925 | 2.51426 | 0.10231 | 0.31908 | 0.04913 | 0.01116 | 2.25589 | 7.28605 | 2.61955 | 6.106e-05 | 6.106e-05 | 6.106e-05 |
62 | 61 | 71.1662 | 2.07842 | 5.52538 | 2.55334 | 0.08948 | 0.31908 | 0.05789 | 0.01206 | 2.25699 | 7.3532 | 2.61312 | 6.04e-05 | 6.04e-05 | 6.04e-05 |
63 | 62 | 72.2635 | 2.13739 | 5.44116 | 2.5431 | 0.10906 | 0.20888 | 0.06299 | 0.01452 | 2.25511 | 7.33877 | 2.61596 | 5.974e-05 | 5.974e-05 | 5.974e-05 |
64 | 63 | 73.3564 | 2.1025 | 5.44213 | 2.5429 | 0.12202 | 0.20888 | 0.06904 | 0.01585 | 2.23769 | 7.20682 | 2.61923 | 5.908e-05 | 5.908e-05 | 5.908e-05 |
65 | 64 | 74.4735 | 2.02459 | 5.52127 | 2.49365 | 0.0737 | 0.12705 | 0.05736 | 0.01634 | 2.2329 | 7.00865 | 2.61387 | 5.842e-05 | 5.842e-05 | 5.842e-05 |
66 | 65 | 75.537 | 2.03677 | 5.32441 | 2.53211 | 0.07221 | 0.12007 | 0.05637 | 0.01642 | 2.24163 | 6.84908 | 2.61692 | 5.776e-05 | 5.776e-05 | 5.776e-05 |
67 | 66 | 76.6974 | 1.99066 | 5.50323 | 2.42252 | 0.07362 | 0.12007 | 0.05852 | 0.01843 | 2.22443 | 6.59878 | 2.59227 | 5.71e-05 | 5.71e-05 | 5.71e-05 |
68 | 67 | 77.8149 | 2.04242 | 5.3005 | 2.49596 | 0.09109 | 0.1727 | 0.08697 | 0.03136 | 2.21606 | 6.5391 | 2.58699 | 5.644e-05 | 5.644e-05 | 5.644e-05 |
69 | 68 | 78.9233 | 2.05372 | 5.46241 | 2.59268 | 0.09884 | 0.1727 | 0.09357 | 0.0314 | 2.19534 | 6.24008 | 2.56057 | 5.578e-05 | 5.578e-05 | 5.578e-05 |
70 | 69 | 79.9836 | 2.02564 | 5.40103 | 2.51997 | 0.12155 | 0.1727 | 0.10508 | 0.03219 | 2.20416 | 6.10565 | 2.55716 | 5.512e-05 | 5.512e-05 | 5.512e-05 |
71 | 70 | 81.0881 | 2.02532 | 5.28916 | 2.50216 | 0.12637 | 0.20395 | 0.11848 | 0.03749 | 2.16323 | 6.01313 | 2.52224 | 5.446e-05 | 5.446e-05 | 5.446e-05 |
72 | 71 | 82.164 | 2.11121 | 5.41921 | 2.50667 | 0.16098 | 0.1727 | 0.11518 | 0.03918 | 2.13885 | 6.06704 | 2.50878 | 5.38e-05 | 5.38e-05 | 5.38e-05 |
73 | 72 | 83.368 | 2.01898 | 5.28293 | 2.48064 | 0.09539 | 0.25658 | 0.11347 | 0.04464 | 2.13718 | 6.38198 | 2.50844 | 5.314e-05 | 5.314e-05 | 5.314e-05 |
74 | 73 | 84.4666 | 1.9493 | 5.18963 | 2.43354 | 0.10086 | 0.25658 | 0.12527 | 0.0472 | 2.14715 | 6.34744 | 2.51162 | 5.248e-05 | 5.248e-05 | 5.248e-05 |
75 | 74 | 85.5849 | 2.0389 | 5.25618 | 2.47265 | 0.09038 | 0.24814 | 0.10026 | 0.04216 | 2.14896 | 6.40733 | 2.51073 | 5.182e-05 | 5.182e-05 | 5.182e-05 |
76 | 75 | 86.6235 | 2.03167 | 5.33724 | 2.44816 | 0.10169 | 0.28773 | 0.10803 | 0.03913 | 2.15443 | 6.47501 | 2.51459 | 5.116e-05 | 5.116e-05 | 5.116e-05 |
77 | 76 | 87.6828 | 2.03508 | 5.27981 | 2.52719 | 0.08619 | 0.2977 | 0.09686 | 0.03613 | 2.14625 | 6.34347 | 2.50956 | 5.05e-05 | 5.05e-05 | 5.05e-05 |
78 | 77 | 88.8589 | 1.97165 | 5.17205 | 2.44682 | 0.05305 | 0.15132 | 0.09125 | 0.03095 | 2.14076 | 6.25862 | 2.49957 | 4.984e-05 | 4.984e-05 | 4.984e-05 |
79 | 78 | 89.951 | 2.03137 | 5.40867 | 2.45857 | 0.0976 | 0.20395 | 0.10687 | 0.03012 | 2.15789 | 6.26809 | 2.53192 | 4.918e-05 | 4.918e-05 | 4.918e-05 |
80 | 79 | 90.984 | 1.96183 | 5.24751 | 2.48132 | 0.72379 | 0.0625 | 0.10103 | 0.02457 | 2.15648 | 6.32272 | 2.53655 | 4.852e-05 | 4.852e-05 | 4.852e-05 |
81 | 80 | 92.0738 | 1.98985 | 5.4896 | 2.51374 | 0.0641 | 0.16911 | 0.09417 | 0.02519 | 2.13626 | 6.52162 | 2.54126 | 4.786e-05 | 4.786e-05 | 4.786e-05 |
82 | 81 | 93.1042 | 1.98599 | 5.23874 | 2.45734 | 0.94273 | 0.0625 | 0.12001 | 0.03049 | 2.10249 | 6.44352 | 2.5153 | 4.72e-05 | 4.72e-05 | 4.72e-05 |
83 | 82 | 94.21 | 1.94762 | 5.09789 | 2.42075 | 0.06669 | 0.18257 | 0.12218 | 0.04103 | 2.07808 | 6.30327 | 2.4674 | 4.654e-05 | 4.654e-05 | 4.654e-05 |
84 | 83 | 95.3679 | 2.03087 | 5.35154 | 2.45681 | 0.66117 | 0.09375 | 0.12022 | 0.04487 | 2.06254 | 6.27148 | 2.44636 | 4.588e-05 | 4.588e-05 | 4.588e-05 |
85 | 84 | 96.462 | 2.02595 | 5.37107 | 2.49665 | 0.09637 | 0.30457 | 0.1359 | 0.04948 | 2.04707 | 6.15288 | 2.43319 | 4.522e-05 | 4.522e-05 | 4.522e-05 |
86 | 85 | 97.5516 | 1.88481 | 5.11622 | 2.39217 | 0.10436 | 0.32301 | 0.15009 | 0.05628 | 2.03379 | 6.11231 | 2.42494 | 4.456e-05 | 4.456e-05 | 4.456e-05 |
87 | 86 | 98.6592 | 1.97807 | 5.20947 | 2.41686 | 0.09489 | 0.27363 | 0.14261 | 0.04886 | 2.01436 | 6.1874 | 2.41968 | 4.39e-05 | 4.39e-05 | 4.39e-05 |
88 | 87 | 99.7189 | 2.05305 | 5.51941 | 2.518 | 0.10504 | 0.28716 | 0.13005 | 0.04264 | 1.97968 | 6.2431 | 2.41829 | 4.324e-05 | 4.324e-05 | 4.324e-05 |
89 | 88 | 100.802 | 1.97765 | 5.18978 | 2.41041 | 0.13696 | 0.26645 | 0.13383 | 0.04304 | 1.95898 | 6.29415 | 2.4219 | 4.258e-05 | 4.258e-05 | 4.258e-05 |
90 | 89 | 101.957 | 2.00827 | 5.14369 | 2.42592 | 0.13915 | 0.26645 | 0.13213 | 0.03935 | 1.98135 | 6.40406 | 2.43676 | 4.192e-05 | 4.192e-05 | 4.192e-05 |
91 | 90 | 103.103 | 1.96477 | 5.15037 | 2.39572 | 0.11489 | 0.24013 | 0.12914 | 0.03853 | 2.04785 | 6.42113 | 2.4588 | 4.126e-05 | 4.126e-05 | 4.126e-05 |
92 | 91 | 104.178 | 1.89145 | 5.11396 | 2.38505 | 0.11839 | 0.35526 | 0.13583 | 0.04161 | 2.07626 | 6.40855 | 2.46622 | 4.06e-05 | 4.06e-05 | 4.06e-05 |
93 | 92 | 105.343 | 1.90767 | 5.09338 | 2.42424 | 0.10721 | 0.35526 | 0.13927 | 0.04363 | 2.13473 | 6.25599 | 2.4772 | 3.994e-05 | 3.994e-05 | 3.994e-05 |
94 | 93 | 106.413 | 1.89301 | 5.18484 | 2.38828 | 0.10188 | 0.35526 | 0.13949 | 0.04469 | 2.13014 | 6.34123 | 2.48326 | 3.928e-05 | 3.928e-05 | 3.928e-05 |
95 | 94 | 107.625 | 1.93085 | 5.17706 | 2.40429 | 0.08704 | 0.32895 | 0.13817 | 0.0471 | 2.08404 | 6.44498 | 2.45496 | 3.862e-05 | 3.862e-05 | 3.862e-05 |
96 | 95 | 108.734 | 1.8978 | 5.06917 | 2.38727 | 0.07853 | 0.30263 | 0.13239 | 0.04508 | 2.05707 | 6.541 | 2.437 | 3.796e-05 | 3.796e-05 | 3.796e-05 |
97 | 96 | 109.857 | 1.94111 | 5.1012 | 2.39699 | 0.07855 | 0.2977 | 0.12447 | 0.04897 | 1.99589 | 6.53056 | 2.40253 | 3.73e-05 | 3.73e-05 | 3.73e-05 |
98 | 97 | 110.972 | 1.97044 | 5.02558 | 2.39883 | 0.10093 | 0.35033 | 0.13373 | 0.0508 | 1.96662 | 6.52311 | 2.38806 | 3.664e-05 | 3.664e-05 | 3.664e-05 |
99 | 98 | 112.102 | 1.97608 | 5.17785 | 2.36147 | 0.15506 | 0.43421 | 0.16046 | 0.0572 | 1.89826 | 6.56387 | 2.35197 | 3.598e-05 | 3.598e-05 | 3.598e-05 |
100 | 99 | 113.243 | 1.93921 | 5.0336 | 2.40601 | 0.16881 | 0.44144 | 0.16843 | 0.05639 | 1.86172 | 6.73713 | 2.34268 | 3.532e-05 | 3.532e-05 | 3.532e-05 |
101 | 100 | 114.464 | 1.88877 | 5.03791 | 2.39615 | 0.19629 | 0.49779 | 0.23154 | 0.06911 | 1.79633 | 6.79672 | 2.32527 | 3.466e-05 | 3.466e-05 | 3.466e-05 |
102 | 101 | 115.604 | 1.90808 | 5.04404 | 2.37996 | 0.20927 | 0.45559 | 0.25579 | 0.07931 | 1.77538 | 6.88384 | 2.31271 | 3.4e-05 | 3.4e-05 | 3.4e-05 |
103 | 102 | 116.809 | 1.90593 | 5.0691 | 2.34695 | 0.2626 | 0.48191 | 0.26567 | 0.08184 | 1.76394 | 7.0543 | 2.29883 | 3.334e-05 | 3.334e-05 | 3.334e-05 |
104 | 103 | 117.967 | 1.88943 | 4.93869 | 2.38495 | 0.28068 | 0.48191 | 0.26911 | 0.08245 | 1.77951 | 7.17721 | 2.29976 | 3.268e-05 | 3.268e-05 | 3.268e-05 |
105 | 104 | 119.164 | 1.8639 | 4.98132 | 2.35376 | 0.21019 | 0.42434 | 0.24511 | 0.08651 | 1.79608 | 7.21457 | 2.30328 | 3.202e-05 | 3.202e-05 | 3.202e-05 |
106 | 105 | 120.272 | 1.94975 | 5.21517 | 2.39862 | 0.22039 | 0.45559 | 0.21822 | 0.07999 | 1.81047 | 7.24663 | 2.30015 | 3.136e-05 | 3.136e-05 | 3.136e-05 |
107 | 106 | 121.427 | 2.02334 | 5.04977 | 2.39173 | 0.18142 | 0.42928 | 0.20882 | 0.07212 | 1.84456 | 6.81217 | 2.30979 | 3.07e-05 | 3.07e-05 | 3.07e-05 |
108 | 107 | 122.59 | 1.95284 | 5.15842 | 2.36494 | 0.18212 | 0.39803 | 0.21697 | 0.07387 | 1.84009 | 6.70958 | 2.30251 | 3.004e-05 | 3.004e-05 | 3.004e-05 |
109 | 108 | 123.744 | 1.90803 | 5.13755 | 2.35502 | 0.1953 | 0.34539 | 0.21544 | 0.07506 | 1.83451 | 6.48435 | 2.30263 | 2.938e-05 | 2.938e-05 | 2.938e-05 |
110 | 109 | 124.836 | 1.90303 | 4.9041 | 2.36527 | 0.20769 | 0.36878 | 0.2087 | 0.07457 | 1.82573 | 6.31926 | 2.29628 | 2.872e-05 | 2.872e-05 | 2.872e-05 |
111 | 110 | 125.98 | 1.96632 | 5.13816 | 2.38603 | 0.23273 | 0.40829 | 0.22283 | 0.08009 | 1.80784 | 6.24394 | 2.30075 | 2.806e-05 | 2.806e-05 | 2.806e-05 |
112 | 111 | 127.068 | 1.86532 | 4.93315 | 2.36271 | 0.2287 | 0.45559 | 0.23542 | 0.08031 | 1.79823 | 6.15585 | 2.29774 | 2.74e-05 | 2.74e-05 | 2.74e-05 |
113 | 112 | 128.282 | 1.91643 | 5.03942 | 2.35703 | 0.29452 | 0.48684 | 0.28036 | 0.0847 | 1.772 | 6.14393 | 2.29172 | 2.674e-05 | 2.674e-05 | 2.674e-05 |
114 | 113 | 129.414 | 1.82381 | 4.9361 | 2.36534 | 0.29686 | 0.48684 | 0.28257 | 0.0941 | 1.76132 | 6.18007 | 2.29081 | 2.608e-05 | 2.608e-05 | 2.608e-05 |
115 | 114 | 130.553 | 1.88533 | 4.86046 | 2.36083 | 0.28998 | 0.48684 | 0.28391 | 0.0979 | 1.73291 | 6.22702 | 2.2804 | 2.542e-05 | 2.542e-05 | 2.542e-05 |
116 | 115 | 131.67 | 1.88569 | 5.03465 | 2.37769 | 0.28777 | 0.48684 | 0.27118 | 0.09565 | 1.72275 | 6.36144 | 2.27639 | 2.476e-05 | 2.476e-05 | 2.476e-05 |
117 | 116 | 132.765 | 1.8381 | 4.83547 | 2.34331 | 0.30793 | 0.54441 | 0.29577 | 0.11413 | 1.69468 | 6.64194 | 2.26149 | 2.41e-05 | 2.41e-05 | 2.41e-05 |
118 | 117 | 133.976 | 1.81702 | 4.75415 | 2.29221 | 0.32126 | 0.54441 | 0.27741 | 0.10467 | 1.68658 | 6.71562 | 2.25423 | 2.344e-05 | 2.344e-05 | 2.344e-05 |
119 | 118 | 135.125 | 1.86147 | 4.83138 | 2.3636 | 0.30701 | 0.54441 | 0.26594 | 0.10316 | 1.68704 | 6.54627 | 2.24384 | 2.278e-05 | 2.278e-05 | 2.278e-05 |
120 | 119 | 136.224 | 1.89788 | 4.95182 | 2.3703 | 0.30143 | 0.51809 | 0.26529 | 0.10336 | 1.69363 | 6.55192 | 2.24372 | 2.212e-05 | 2.212e-05 | 2.212e-05 |
121 | 120 | 137.415 | 1.85962 | 4.87148 | 2.34587 | 0.29096 | 0.48364 | 0.27911 | 0.09904 | 1.69865 | 6.43081 | 2.24199 | 2.146e-05 | 2.146e-05 | 2.146e-05 |
122 | 121 | 138.474 | 1.91219 | 5.12945 | 2.35258 | 0.27725 | 0.46053 | 0.26701 | 0.0944 | 1.69454 | 6.40209 | 2.23772 | 2.08e-05 | 2.08e-05 | 2.08e-05 |
123 | 122 | 139.614 | 1.82834 | 5.04977 | 2.31902 | 0.27793 | 0.54622 | 0.27168 | 0.09806 | 1.69641 | 6.50368 | 2.24109 | 2.014e-05 | 2.014e-05 | 2.014e-05 |
124 | 123 | 140.826 | 1.84094 | 4.85188 | 2.35544 | 0.24867 | 0.51316 | 0.25438 | 0.10256 | 1.69075 | 6.42726 | 2.23653 | 1.948e-05 | 1.948e-05 | 1.948e-05 |
125 | 124 | 141.969 | 1.89621 | 5.09488 | 2.35748 | 0.2461 | 0.51965 | 0.24354 | 0.09163 | 1.72176 | 6.45469 | 2.24449 | 1.882e-05 | 1.882e-05 | 1.882e-05 |
126 | 125 | 143.09 | 1.87702 | 4.97712 | 2.40422 | 0.21883 | 0.46546 | 0.21424 | 0.07711 | 1.73941 | 6.39554 | 2.2507 | 1.816e-05 | 1.816e-05 | 1.816e-05 |
127 | 126 | 144.248 | 1.87371 | 4.90399 | 2.32848 | 0.22297 | 0.4807 | 0.22758 | 0.08166 | 1.77109 | 6.35268 | 2.26129 | 1.75e-05 | 1.75e-05 | 1.75e-05 |
128 | 127 | 145.359 | 1.8582 | 4.79967 | 2.35421 | 0.21315 | 0.38158 | 0.21647 | 0.08751 | 1.78285 | 6.32305 | 2.26815 | 1.684e-05 | 1.684e-05 | 1.684e-05 |
129 | 128 | 146.492 | 1.90132 | 5.06817 | 2.37605 | 0.22727 | 0.38158 | 0.21563 | 0.08754 | 1.7632 | 6.34706 | 2.26235 | 1.618e-05 | 1.618e-05 | 1.618e-05 |
130 | 129 | 147.667 | 1.84661 | 4.91293 | 2.34223 | 0.20664 | 0.38158 | 0.22333 | 0.08705 | 1.75347 | 6.33702 | 2.25669 | 1.552e-05 | 1.552e-05 | 1.552e-05 |
131 | 130 | 148.795 | 1.91271 | 4.99931 | 2.34272 | 0.2237 | 0.40789 | 0.25406 | 0.10121 | 1.73577 | 6.42416 | 2.2494 | 1.486e-05 | 1.486e-05 | 1.486e-05 |
132 | 131 | 149.902 | 1.80106 | 4.91389 | 2.28388 | 0.23376 | 0.46053 | 0.25526 | 0.10197 | 1.72472 | 6.43636 | 2.24268 | 1.42e-05 | 1.42e-05 | 1.42e-05 |
133 | 132 | 151.08 | 1.86423 | 4.88603 | 2.36201 | 0.22766 | 0.46053 | 0.26267 | 0.10041 | 1.71541 | 6.44077 | 2.23493 | 1.354e-05 | 1.354e-05 | 1.354e-05 |
134 | 133 | 152.167 | 1.92935 | 5.0231 | 2.37048 | 0.23807 | 0.49178 | 0.26475 | 0.09996 | 1.70589 | 6.49 | 2.22928 | 1.288e-05 | 1.288e-05 | 1.288e-05 |
135 | 134 | 153.281 | 1.88964 | 4.87921 | 2.38709 | 0.24906 | 0.54441 | 0.29709 | 0.10625 | 1.68356 | 6.70183 | 2.21289 | 1.222e-05 | 1.222e-05 | 1.222e-05 |
136 | 135 | 154.433 | 1.91134 | 4.91551 | 2.36796 | 0.25989 | 0.54441 | 0.29841 | 0.11424 | 1.6713 | 6.66386 | 2.20729 | 1.156e-05 | 1.156e-05 | 1.156e-05 |
137 | 136 | 155.572 | 1.93231 | 5.14309 | 2.37504 | 0.25081 | 0.54441 | 0.30612 | 0.11649 | 1.65327 | 6.92758 | 2.19487 | 1.09e-05 | 1.09e-05 | 1.09e-05 |
138 | 137 | 156.722 | 1.89473 | 4.97065 | 2.40768 | 0.25265 | 0.54441 | 0.30995 | 0.11564 | 1.64787 | 6.83632 | 2.19279 | 1.024e-05 | 1.024e-05 | 1.024e-05 |
139 | 138 | 157.864 | 1.9208 | 5.00149 | 2.42082 | 0.26904 | 0.51316 | 0.31427 | 0.12859 | 1.6333 | 6.92874 | 2.18458 | 9.58e-06 | 9.58e-06 | 9.58e-06 |
140 | 139 | 158.999 | 1.8522 | 4.86263 | 2.38982 | 0.26385 | 0.50292 | 0.30789 | 0.12023 | 1.63306 | 7.017 | 2.18343 | 8.92e-06 | 8.92e-06 | 8.92e-06 |
141 | 140 | 160.127 | 1.89974 | 5.13163 | 2.39392 | 0.23824 | 0.48684 | 0.31544 | 0.13049 | 1.6376 | 6.84443 | 2.18361 | 8.26e-06 | 8.26e-06 | 8.26e-06 |
142 | 141 | 169.537 | 1.59865 | 4.9563 | 2.36115 | 0.28493 | 0.50584 | 0.32707 | 0.12894 | 1.64106 | 6.95888 | 2.18307 | 7.6e-06 | 7.6e-06 | 7.6e-06 |
143 | 142 | 170.688 | 1.60116 | 5.35722 | 2.35059 | 0.25671 | 0.53159 | 0.25721 | 0.10407 | 1.62055 | 6.91331 | 2.17335 | 6.94e-06 | 6.94e-06 | 6.94e-06 |
144 | 143 | 171.75 | 1.65553 | 4.96134 | 2.33427 | 0.29411 | 0.54441 | 0.33328 | 0.12429 | 1.61803 | 7.00572 | 2.17078 | 6.28e-06 | 6.28e-06 | 6.28e-06 |
145 | 144 | 172.867 | 1.6832 | 5.24672 | 2.32992 | 0.53025 | 0.31908 | 0.34064 | 0.12938 | 1.61569 | 7.02209 | 2.16566 | 5.62e-06 | 5.62e-06 | 5.62e-06 |
146 | 145 | 173.964 | 1.6418 | 5.26151 | 2.36497 | 0.27565 | 0.57072 | 0.31624 | 0.11911 | 1.60973 | 7.00768 | 2.16139 | 4.96e-06 | 4.96e-06 | 4.96e-06 |
147 | 146 | 175.187 | 1.55893 | 4.80286 | 2.30122 | 0.2826 | 0.54441 | 0.32516 | 0.12161 | 1.6084 | 6.90702 | 2.15866 | 4.3e-06 | 4.3e-06 | 4.3e-06 |
148 | 147 | 176.323 | 1.66413 | 5.04688 | 2.35791 | 0.2909 | 0.54441 | 0.32568 | 0.12204 | 1.60273 | 6.8781 | 2.15819 | 3.64e-06 | 3.64e-06 | 3.64e-06 |
149 | 148 | 177.439 | 1.65542 | 5.591 | 2.51713 | 0.28861 | 0.54441 | 0.32321 | 0.11852 | 1.60285 | 6.92506 | 2.15753 | 2.98e-06 | 2.98e-06 | 2.98e-06 |
150 | 149 | 178.537 | 1.62801 | 4.9644 | 2.32488 | 0.56733 | 0.28948 | 0.34182 | 0.12084 | 1.61006 | 6.89059 | 2.15974 | 2.32e-06 | 2.32e-06 | 2.32e-06 |
151 | 150 | 179.729 | 1.65836 | 5.24775 | 2.35627 | 0.28456 | 0.54441 | 0.32228 | 0.11758 | 1.60688 | 6.65064 | 2.15771 | 1.66e-06 | 1.66e-06 | 1.66e-06 |