segformer-b0-finetuned-segments-Sixgun8-12-2024
This model is a fine-tuned version of nvidia/mit-b0 on the Saad287/SIXRay_Gun dataset. It achieves the following results on the evaluation set:
- Loss: 0.0525
- Mean Iou: 0.3669
- Mean Accuracy: 0.4931
- Overall Accuracy: 0.7435
- Accuracy No-label: nan
- Accuracy Object1: 0.7624
- Accuracy Object2: 0.7149
- Accuracy Object3: 0.7010
- Accuracy Object4: 0.7802
- Accuracy Object5: 0.0
- Accuracy Object6: 0.0
- Iou No-label: 0.0
- Iou Object1: 0.6984
- Iou Object2: 0.5866
- Iou Object3: 0.5845
- Iou Object4: 0.6987
- Iou Object5: 0.0
- Iou Object6: 0.0
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy No-label | Accuracy Object1 | Accuracy Object2 | Accuracy Object3 | Accuracy Object4 | Accuracy Object5 | Accuracy Object6 | Iou No-label | Iou Object1 | Iou Object2 | Iou Object3 | Iou Object4 | Iou Object5 | Iou Object6 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.7782 | 0.0521 | 20 | 1.8156 | 0.1047 | 0.1685 | 0.5259 | nan | 0.7663 | 0.1442 | 0.0138 | 0.0867 | 0.0 | 0.0 | 0.0 | 0.5316 | 0.1080 | 0.0130 | 0.0800 | 0.0 | 0.0 |
1.3731 | 0.1042 | 40 | 1.3167 | 0.0827 | 0.1326 | 0.4417 | nan | 0.6303 | 0.1616 | 0.0030 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.4652 | 0.1100 | 0.0030 | 0.0010 | 0.0 | 0.0 |
1.1656 | 0.1562 | 60 | 1.0239 | 0.0622 | 0.0936 | 0.3416 | nan | 0.5278 | 0.0336 | 0.0002 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.4050 | 0.0305 | 0.0002 | 0.0000 | 0.0 | 0.0 |
1.1038 | 0.2083 | 80 | 1.0165 | 0.0656 | 0.0958 | 0.3344 | nan | 0.5004 | 0.0688 | 0.0056 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3910 | 0.0628 | 0.0055 | 0.0 | 0.0 | 0.0 |
0.8362 | 0.2604 | 100 | 0.7691 | 0.0657 | 0.1018 | 0.3816 | nan | 0.6024 | 0.0084 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4513 | 0.0083 | 0.0 | 0.0 | 0.0 | 0.0 |
0.8617 | 0.3125 | 120 | 0.7640 | 0.0689 | 0.1120 | 0.4231 | nan | 0.6721 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4825 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 |
0.7336 | 0.3646 | 140 | 0.6613 | 0.0787 | 0.1173 | 0.4084 | nan | 0.6054 | 0.0985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4588 | 0.0922 | 0.0 | 0.0 | 0.0 | 0.0 |
0.6378 | 0.4167 | 160 | 0.5603 | 0.0652 | 0.1007 | 0.3747 | nan | 0.5883 | 0.0158 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4405 | 0.0156 | 0.0 | 0.0 | 0.0 | 0.0 |
0.519 | 0.4688 | 180 | 0.4807 | 0.0686 | 0.1100 | 0.4150 | nan | 0.6586 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4790 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 |
0.4605 | 0.5208 | 200 | 0.4260 | 0.0529 | 0.0748 | 0.2687 | nan | 0.4094 | 0.0395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3322 | 0.0382 | 0.0 | 0.0 | 0.0 | 0.0 |
0.3794 | 0.5729 | 220 | 0.3728 | 0.0718 | 0.1153 | 0.4335 | nan | 0.6860 | 0.0061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4966 | 0.0061 | 0.0 | 0.0 | 0.0 | 0.0 |
0.3126 | 0.625 | 240 | 0.3026 | 0.0629 | 0.0980 | 0.3700 | nan | 0.5876 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4397 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 |
0.3172 | 0.6771 | 260 | 0.2531 | 0.0662 | 0.1048 | 0.3954 | nan | 0.6277 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4623 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 |
0.2594 | 0.7292 | 280 | 0.2728 | 0.0729 | 0.1168 | 0.4360 | nan | 0.6860 | 0.0150 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4957 | 0.0149 | 0.0 | 0.0 | 0.0 | 0.0 |
0.2466 | 0.7812 | 300 | 0.2516 | 0.0752 | 0.1250 | 0.4707 | nan | 0.7459 | 0.0039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5222 | 0.0039 | 0.0 | 0.0 | 0.0 | 0.0 |
0.2188 | 0.8333 | 320 | 0.1916 | 0.0679 | 0.1079 | 0.4062 | nan | 0.6435 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4711 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1815 | 0.8854 | 340 | 0.1924 | 0.0567 | 0.0847 | 0.3199 | nan | 0.5081 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3968 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1639 | 0.9375 | 360 | 0.1626 | 0.0793 | 0.1176 | 0.4106 | nan | 0.6105 | 0.0951 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4655 | 0.0895 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1177 | 0.9896 | 380 | 0.1573 | 0.0711 | 0.1067 | 0.3870 | nan | 0.5949 | 0.0450 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4531 | 0.0442 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1432 | 1.0417 | 400 | 0.1543 | 0.0839 | 0.1232 | 0.4253 | nan | 0.6256 | 0.1136 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4783 | 0.1087 | 0.0 | 0.0 | 0.0 | 0.0 |
0.2525 | 1.0938 | 420 | 0.1413 | 0.0866 | 0.1202 | 0.3658 | nan | 0.4713 | 0.2496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3990 | 0.2073 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1047 | 1.1458 | 440 | 0.1229 | 0.0908 | 0.1293 | 0.4287 | nan | 0.6069 | 0.1687 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4812 | 0.1542 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1277 | 1.1979 | 460 | 0.1219 | 0.0941 | 0.1363 | 0.4537 | nan | 0.6447 | 0.1728 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4980 | 0.1609 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0778 | 1.25 | 480 | 0.1250 | 0.1026 | 0.1494 | 0.4933 | nan | 0.6954 | 0.2008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5317 | 0.1863 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0668 | 1.3021 | 500 | 0.1154 | 0.1050 | 0.1440 | 0.4294 | nan | 0.5395 | 0.3246 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4578 | 0.2770 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1661 | 1.3542 | 520 | 0.1177 | 0.1237 | 0.1812 | 0.5401 | nan | 0.6781 | 0.4090 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5396 | 0.3262 | 0.0 | 0.0 | 0.0 | 0.0 |
0.2616 | 1.4062 | 540 | 0.1057 | 0.1056 | 0.1470 | 0.4639 | nan | 0.6230 | 0.2589 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5023 | 0.2369 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0671 | 1.4583 | 560 | 0.1085 | 0.1149 | 0.1620 | 0.4624 | nan | 0.5481 | 0.4239 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4707 | 0.3333 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1094 | 1.5104 | 580 | 0.1005 | 0.1166 | 0.1634 | 0.5047 | nan | 0.6617 | 0.3185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5293 | 0.2867 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1112 | 1.5625 | 600 | 0.0968 | 0.1262 | 0.1789 | 0.5193 | nan | 0.6300 | 0.4435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5213 | 0.3622 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1303 | 1.6146 | 620 | 0.0961 | 0.1162 | 0.1689 | 0.4608 | nan | 0.5115 | 0.5016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4476 | 0.3659 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0999 | 1.6667 | 640 | 0.0913 | 0.1172 | 0.1670 | 0.5252 | nan | 0.7029 | 0.2990 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5461 | 0.2746 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0658 | 1.7188 | 660 | 0.0908 | 0.1128 | 0.1562 | 0.4895 | nan | 0.6523 | 0.2851 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5231 | 0.2665 | 0.0 | 0.0 | 0.0 | 0.0 |
0.1184 | 1.7708 | 680 | 0.0944 | 0.1308 | 0.1830 | 0.5447 | nan | 0.6827 | 0.4154 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5511 | 0.3643 | 0.0001 | 0.0 | 0.0 | 0.0 |
0.0504 | 1.8229 | 700 | 0.0884 | 0.1303 | 0.1835 | 0.5618 | nan | 0.7287 | 0.3725 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5757 | 0.3367 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0644 | 1.875 | 720 | 0.0885 | 0.1361 | 0.1937 | 0.5921 | nan | 0.7668 | 0.3953 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5990 | 0.3537 | 0.0 | 0.0 | 0.0 | 0.0 |
0.0321 | 1.9271 | 740 | 0.0850 | 0.1268 | 0.1748 | 0.5239 | nan | 0.6626 | 0.3860 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5390 | 0.3489 | 0.0 | 0.0 | 0.0 | 0.0 |
0.055 | 1.9792 | 760 | 0.0861 | 0.1340 | 0.1836 | 0.5486 | nan | 0.6911 | 0.4102 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5713 | 0.3665 | 0.0002 | 0.0 | 0.0 | 0.0 |
0.0594 | 2.0312 | 780 | 0.0874 | 0.1375 | 0.2017 | 0.5501 | nan | 0.6121 | 0.5945 | 0.0039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5321 | 0.4265 | 0.0039 | 0.0 | 0.0 | 0.0 |
0.048 | 2.0833 | 800 | 0.0831 | 0.1329 | 0.1843 | 0.5582 | nan | 0.7169 | 0.3856 | 0.0031 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5726 | 0.3543 | 0.0031 | 0.0 | 0.0 | 0.0 |
0.1416 | 2.1354 | 820 | 0.0788 | 0.1419 | 0.1982 | 0.5376 | nan | 0.6003 | 0.5739 | 0.0150 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5305 | 0.4479 | 0.0149 | 0.0 | 0.0 | 0.0 |
0.0714 | 2.1875 | 840 | 0.0816 | 0.1469 | 0.2043 | 0.5917 | nan | 0.7613 | 0.3911 | 0.0734 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6018 | 0.3553 | 0.0709 | 0.0 | 0.0 | 0.0 |
0.2012 | 2.2396 | 860 | 0.0789 | 0.1397 | 0.1953 | 0.5543 | nan | 0.6601 | 0.4991 | 0.0086 | 0.0040 | 0.0 | 0.0 | 0.0 | 0.5574 | 0.4079 | 0.0086 | 0.0040 | 0.0 | 0.0 |
0.0438 | 2.2917 | 880 | 0.0784 | 0.1672 | 0.2327 | 0.5737 | nan | 0.6641 | 0.5175 | 0.2135 | 0.0009 | 0.0 | 0.0 | 0.0 | 0.5726 | 0.4185 | 0.1782 | 0.0009 | 0.0 | 0.0 |
0.042 | 2.3438 | 900 | 0.0783 | 0.1496 | 0.2054 | 0.5857 | nan | 0.7574 | 0.3733 | 0.0893 | 0.0124 | 0.0 | 0.0 | 0.0 | 0.6073 | 0.3444 | 0.0834 | 0.0122 | 0.0 | 0.0 |
0.0961 | 2.3958 | 920 | 0.0835 | 0.1869 | 0.2618 | 0.6235 | nan | 0.7116 | 0.5920 | 0.1217 | 0.1456 | 0.0 | 0.0 | 0.0 | 0.6067 | 0.4448 | 0.1131 | 0.1437 | 0.0 | 0.0 |
0.1135 | 2.4479 | 940 | 0.0780 | 0.1550 | 0.2154 | 0.5981 | nan | 0.7238 | 0.5012 | 0.0630 | 0.0047 | 0.0 | 0.0 | 0.0 | 0.5971 | 0.4232 | 0.0599 | 0.0047 | 0.0 | 0.0 |
0.1354 | 2.5 | 960 | 0.0763 | 0.1668 | 0.2316 | 0.6148 | nan | 0.7416 | 0.5090 | 0.1008 | 0.0379 | 0.0 | 0.0 | 0.0 | 0.6077 | 0.4285 | 0.0938 | 0.0379 | 0.0 | 0.0 |
0.0295 | 2.5521 | 980 | 0.0742 | 0.1452 | 0.2020 | 0.5163 | nan | 0.5672 | 0.5573 | 0.0848 | 0.0025 | 0.0 | 0.0 | 0.0 | 0.5006 | 0.4308 | 0.0824 | 0.0025 | 0.0 | 0.0 |
0.079 | 2.6042 | 1000 | 0.0705 | 0.1819 | 0.2519 | 0.5961 | nan | 0.6845 | 0.5360 | 0.2905 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.5924 | 0.4475 | 0.2330 | 0.0002 | 0.0 | 0.0 |
0.1454 | 2.6562 | 1020 | 0.0694 | 0.1933 | 0.2562 | 0.5969 | nan | 0.7112 | 0.4814 | 0.1903 | 0.1544 | 0.0 | 0.0 | 0.0 | 0.6048 | 0.4225 | 0.1732 | 0.1526 | 0.0 | 0.0 |
0.1365 | 2.7083 | 1040 | 0.0700 | 0.1786 | 0.2362 | 0.5510 | nan | 0.6472 | 0.4665 | 0.1822 | 0.1212 | 0.0 | 0.0 | 0.0 | 0.5660 | 0.4163 | 0.1663 | 0.1020 | 0.0 | 0.0 |
0.0978 | 2.7604 | 1060 | 0.0702 | 0.2439 | 0.3302 | 0.6406 | nan | 0.6781 | 0.6712 | 0.2991 | 0.3326 | 0.0 | 0.0 | 0.0 | 0.6081 | 0.5157 | 0.2616 | 0.3216 | 0.0 | 0.0 |
0.083 | 2.8125 | 1080 | 0.0710 | 0.2049 | 0.2745 | 0.6153 | nan | 0.7616 | 0.4068 | 0.3059 | 0.1729 | 0.0 | 0.0 | 0.0 | 0.6298 | 0.3734 | 0.2604 | 0.1708 | 0.0 | 0.0 |
0.0777 | 2.8646 | 1100 | 0.0716 | 0.1569 | 0.2094 | 0.5497 | nan | 0.6415 | 0.5049 | 0.1005 | 0.0093 | 0.0 | 0.0 | 0.0 | 0.5591 | 0.4318 | 0.0982 | 0.0093 | 0.0 | 0.0 |
0.0958 | 2.9167 | 1120 | 0.0700 | 0.1992 | 0.2690 | 0.6337 | nan | 0.7393 | 0.5556 | 0.1665 | 0.1528 | 0.0 | 0.0 | 0.0 | 0.6234 | 0.4645 | 0.1559 | 0.1508 | 0.0 | 0.0 |
0.0304 | 2.9688 | 1140 | 0.0676 | 0.1912 | 0.2593 | 0.6059 | nan | 0.6600 | 0.6426 | 0.1721 | 0.0812 | 0.0 | 0.0 | 0.0 | 0.5948 | 0.5001 | 0.1625 | 0.0808 | 0.0 | 0.0 |
0.0846 | 3.0208 | 1160 | 0.0673 | 0.2129 | 0.2822 | 0.5870 | nan | 0.6357 | 0.5908 | 0.3211 | 0.1454 | 0.0 | 0.0 | 0.0 | 0.5814 | 0.4909 | 0.2764 | 0.1415 | 0.0 | 0.0 |
0.0283 | 3.0729 | 1180 | 0.0662 | 0.2263 | 0.2982 | 0.6350 | nan | 0.7287 | 0.5603 | 0.2006 | 0.2997 | 0.0 | 0.0 | 0.0 | 0.6278 | 0.4815 | 0.1863 | 0.2888 | 0.0 | 0.0 |
0.0536 | 3.125 | 1200 | 0.0675 | 0.2403 | 0.3318 | 0.6321 | nan | 0.6618 | 0.6634 | 0.4049 | 0.2608 | 0.0 | 0.0 | 0.0 | 0.6008 | 0.5120 | 0.3124 | 0.2567 | 0.0 | 0.0 |
0.038 | 3.1771 | 1220 | 0.0666 | 0.2129 | 0.2862 | 0.6392 | nan | 0.7458 | 0.5410 | 0.2362 | 0.1939 | 0.0 | 0.0 | 0.0 | 0.6309 | 0.4603 | 0.2067 | 0.1922 | 0.0 | 0.0 |
0.0382 | 3.2292 | 1240 | 0.0646 | 0.2180 | 0.2926 | 0.6254 | nan | 0.7050 | 0.5761 | 0.2694 | 0.2050 | 0.0 | 0.0 | 0.0 | 0.6105 | 0.4708 | 0.2417 | 0.2032 | 0.0 | 0.0 |
0.0236 | 3.2812 | 1260 | 0.0647 | 0.2507 | 0.3402 | 0.6246 | nan | 0.6842 | 0.5666 | 0.4524 | 0.3381 | 0.0 | 0.0 | 0.0 | 0.5982 | 0.4690 | 0.3585 | 0.3293 | 0.0 | 0.0 |
0.095 | 3.3333 | 1280 | 0.0660 | 0.2390 | 0.3094 | 0.6106 | nan | 0.7065 | 0.5002 | 0.2552 | 0.3944 | 0.0 | 0.0 | 0.0 | 0.6114 | 0.4487 | 0.2364 | 0.3762 | 0.0 | 0.0 |
0.0766 | 3.3854 | 1300 | 0.0682 | 0.2702 | 0.3624 | 0.6045 | nan | 0.6579 | 0.5273 | 0.4871 | 0.5023 | 0.0 | 0.0 | 0.0 | 0.5885 | 0.4498 | 0.3761 | 0.4770 | 0.0 | 0.0 |
0.1295 | 3.4375 | 1320 | 0.0645 | 0.2371 | 0.3069 | 0.5841 | nan | 0.6306 | 0.5750 | 0.2937 | 0.3423 | 0.0 | 0.0 | 0.0 | 0.5712 | 0.4825 | 0.2724 | 0.3338 | 0.0 | 0.0 |
0.0354 | 3.4896 | 1340 | 0.0650 | 0.2317 | 0.3009 | 0.5831 | nan | 0.6561 | 0.5047 | 0.3753 | 0.2695 | 0.0 | 0.0 | 0.0 | 0.5891 | 0.4481 | 0.3201 | 0.2644 | 0.0 | 0.0 |
0.0741 | 3.5417 | 1360 | 0.0638 | 0.2996 | 0.4073 | 0.6695 | nan | 0.7424 | 0.5543 | 0.4581 | 0.6893 | 0.0 | 0.0 | 0.0 | 0.6448 | 0.4659 | 0.3809 | 0.6053 | 0.0 | 0.0 |
0.0954 | 3.5938 | 1380 | 0.0620 | 0.2769 | 0.3725 | 0.6669 | nan | 0.6824 | 0.7270 | 0.3705 | 0.4550 | 0.0 | 0.0 | 0.0 | 0.6285 | 0.5479 | 0.3232 | 0.4387 | 0.0 | 0.0 |
0.0169 | 3.6458 | 1400 | 0.0655 | 0.2224 | 0.2881 | 0.6264 | nan | 0.7629 | 0.4530 | 0.1682 | 0.3445 | 0.0 | 0.0 | 0.0 | 0.6452 | 0.4243 | 0.1600 | 0.3271 | 0.0 | 0.0 |
0.0755 | 3.6979 | 1420 | 0.0619 | 0.2625 | 0.3417 | 0.6418 | nan | 0.7454 | 0.5017 | 0.3068 | 0.4964 | 0.0 | 0.0 | 0.0 | 0.6441 | 0.4496 | 0.2784 | 0.4655 | 0.0 | 0.0 |
0.0209 | 3.75 | 1440 | 0.0622 | 0.2727 | 0.3567 | 0.6208 | nan | 0.6529 | 0.6238 | 0.3659 | 0.4974 | 0.0 | 0.0 | 0.0 | 0.6061 | 0.5206 | 0.3183 | 0.4642 | 0.0 | 0.0 |
0.0972 | 3.8021 | 1460 | 0.0606 | 0.2833 | 0.3818 | 0.6614 | nan | 0.7380 | 0.5475 | 0.5030 | 0.5024 | 0.0 | 0.0 | 0.0 | 0.6475 | 0.4836 | 0.3783 | 0.4736 | 0.0 | 0.0 |
0.0852 | 3.8542 | 1480 | 0.0622 | 0.2712 | 0.3594 | 0.6594 | nan | 0.7491 | 0.5443 | 0.3643 | 0.4989 | 0.0 | 0.0 | 0.0 | 0.6417 | 0.4610 | 0.3232 | 0.4728 | 0.0 | 0.0 |
0.1289 | 3.9062 | 1500 | 0.0624 | 0.2439 | 0.3158 | 0.6084 | nan | 0.6843 | 0.5365 | 0.2894 | 0.3848 | 0.0 | 0.0 | 0.0 | 0.6124 | 0.4632 | 0.2646 | 0.3670 | 0.0 | 0.0 |
0.0234 | 3.9583 | 1520 | 0.0599 | 0.3161 | 0.4183 | 0.6990 | nan | 0.7579 | 0.6290 | 0.4556 | 0.6673 | 0.0 | 0.0 | 0.0 | 0.6682 | 0.5347 | 0.3858 | 0.6240 | 0.0 | 0.0 |
0.0378 | 4.0104 | 1540 | 0.0614 | 0.3102 | 0.4149 | 0.6948 | nan | 0.7385 | 0.6621 | 0.4519 | 0.6372 | 0.0 | 0.0 | 0.0 | 0.6609 | 0.5266 | 0.3809 | 0.6030 | 0.0 | 0.0 |
0.0509 | 4.0625 | 1560 | 0.0614 | 0.2775 | 0.3621 | 0.6534 | nan | 0.7256 | 0.5784 | 0.3338 | 0.5348 | 0.0 | 0.0 | 0.0 | 0.6347 | 0.4986 | 0.2991 | 0.5101 | 0.0 | 0.0 |
0.0158 | 4.1146 | 1580 | 0.0600 | 0.3161 | 0.4322 | 0.6830 | nan | 0.7321 | 0.6037 | 0.5668 | 0.6909 | 0.0 | 0.0 | 0.0 | 0.6470 | 0.5052 | 0.4461 | 0.6142 | 0.0 | 0.0 |
0.0617 | 4.1667 | 1600 | 0.0592 | 0.2490 | 0.3257 | 0.6360 | nan | 0.7123 | 0.5677 | 0.3418 | 0.3322 | 0.0 | 0.0 | 0.0 | 0.6255 | 0.4863 | 0.3071 | 0.3242 | 0.0 | 0.0 |
0.0222 | 4.2188 | 1620 | 0.0631 | 0.3211 | 0.4287 | 0.7285 | nan | 0.7743 | 0.7063 | 0.4074 | 0.6839 | 0.0 | 0.0 | 0.0 | 0.6942 | 0.5569 | 0.3640 | 0.6323 | 0.0 | 0.0 |
0.0996 | 4.2708 | 1640 | 0.0601 | 0.3267 | 0.4507 | 0.6808 | nan | 0.7458 | 0.5404 | 0.6230 | 0.7950 | 0.0 | 0.0 | 0.0 | 0.6527 | 0.4733 | 0.4784 | 0.6825 | 0.0 | 0.0 |
0.0223 | 4.3229 | 1660 | 0.0591 | 0.3030 | 0.4011 | 0.6600 | nan | 0.6984 | 0.6278 | 0.4595 | 0.6211 | 0.0 | 0.0 | 0.0 | 0.6274 | 0.5198 | 0.3935 | 0.5803 | 0.0 | 0.0 |
0.0651 | 4.375 | 1680 | 0.0588 | 0.2786 | 0.3638 | 0.6474 | nan | 0.7016 | 0.6076 | 0.3697 | 0.5037 | 0.0 | 0.0 | 0.0 | 0.6255 | 0.5119 | 0.3285 | 0.4841 | 0.0 | 0.0 |
0.085 | 4.4271 | 1700 | 0.0624 | 0.2658 | 0.3488 | 0.5993 | nan | 0.6695 | 0.5006 | 0.3727 | 0.5501 | 0.0 | 0.0 | 0.0 | 0.5804 | 0.4498 | 0.3210 | 0.5095 | 0.0 | 0.0 |
0.055 | 4.4792 | 1720 | 0.0586 | 0.3149 | 0.4165 | 0.7063 | nan | 0.7610 | 0.6648 | 0.3430 | 0.7300 | 0.0 | 0.0 | 0.0 | 0.6768 | 0.5392 | 0.3155 | 0.6732 | 0.0 | 0.0 |
0.2158 | 4.5312 | 1740 | 0.0567 | 0.3103 | 0.4116 | 0.6776 | nan | 0.7037 | 0.6751 | 0.4907 | 0.5998 | 0.0 | 0.0 | 0.0 | 0.6434 | 0.5389 | 0.4196 | 0.5705 | 0.0 | 0.0 |
0.026 | 4.5833 | 1760 | 0.0588 | 0.3073 | 0.4205 | 0.6806 | nan | 0.6598 | 0.7954 | 0.4165 | 0.6515 | 0.0 | 0.0 | 0.0 | 0.6246 | 0.5558 | 0.3682 | 0.6028 | 0.0 | 0.0 |
0.0721 | 4.6354 | 1780 | 0.0563 | 0.3063 | 0.4061 | 0.6968 | nan | 0.7313 | 0.6991 | 0.4133 | 0.5927 | 0.0 | 0.0 | 0.0 | 0.6693 | 0.5560 | 0.3672 | 0.5516 | 0.0 | 0.0 |
0.0805 | 4.6875 | 1800 | 0.0558 | 0.3183 | 0.4244 | 0.6906 | nan | 0.7343 | 0.6393 | 0.5300 | 0.6426 | 0.0 | 0.0 | 0.0 | 0.6613 | 0.5303 | 0.4337 | 0.6031 | 0.0 | 0.0 |
0.0495 | 4.7396 | 1820 | 0.0594 | 0.3179 | 0.4527 | 0.6635 | nan | 0.7167 | 0.5317 | 0.6987 | 0.7693 | 0.0 | 0.0 | 0.0 | 0.6321 | 0.4726 | 0.4532 | 0.6672 | 0.0 | 0.0 |
0.123 | 4.7917 | 1840 | 0.0579 | 0.3071 | 0.4079 | 0.6800 | nan | 0.7577 | 0.5545 | 0.5065 | 0.6285 | 0.0 | 0.0 | 0.0 | 0.6515 | 0.4776 | 0.4330 | 0.5878 | 0.0 | 0.0 |
0.0956 | 4.8438 | 1860 | 0.0560 | 0.3122 | 0.4220 | 0.6765 | nan | 0.7032 | 0.6492 | 0.6277 | 0.5518 | 0.0 | 0.0 | 0.0 | 0.6448 | 0.5511 | 0.4705 | 0.5190 | 0.0 | 0.0 |
0.0847 | 4.8958 | 1880 | 0.0572 | 0.2904 | 0.3738 | 0.6334 | nan | 0.6795 | 0.5895 | 0.4351 | 0.5384 | 0.0 | 0.0 | 0.0 | 0.6207 | 0.5285 | 0.3741 | 0.5092 | 0.0 | 0.0 |
0.046 | 4.9479 | 1900 | 0.0573 | 0.3345 | 0.4654 | 0.6885 | nan | 0.6450 | 0.8129 | 0.5644 | 0.7704 | 0.0 | 0.0 | 0.0 | 0.6184 | 0.5628 | 0.4687 | 0.6913 | 0.0 | 0.0 |
0.0273 | 5.0 | 1920 | 0.0554 | 0.2870 | 0.3884 | 0.6720 | nan | 0.7271 | 0.6011 | 0.6092 | 0.3928 | 0.0 | 0.0 | 0.0 | 0.6477 | 0.5310 | 0.4502 | 0.3799 | 0.0 | 0.0 |
0.0554 | 5.0521 | 1940 | 0.0564 | 0.3253 | 0.4332 | 0.7321 | nan | 0.7935 | 0.6573 | 0.5329 | 0.6155 | 0.0 | 0.0 | 0.0 | 0.7024 | 0.5532 | 0.4477 | 0.5738 | 0.0 | 0.0 |
0.0777 | 5.1042 | 1960 | 0.0542 | 0.3472 | 0.4691 | 0.7120 | nan | 0.7114 | 0.7385 | 0.6168 | 0.7478 | 0.0 | 0.0 | 0.0 | 0.6669 | 0.5902 | 0.4943 | 0.6788 | 0.0 | 0.0 |
0.058 | 5.1562 | 1980 | 0.0547 | 0.3367 | 0.4493 | 0.7231 | nan | 0.7360 | 0.7522 | 0.4967 | 0.7109 | 0.0 | 0.0 | 0.0 | 0.6799 | 0.5740 | 0.4410 | 0.6618 | 0.0 | 0.0 |
0.0393 | 5.2083 | 2000 | 0.0616 | 0.2903 | 0.3867 | 0.6106 | nan | 0.6812 | 0.4657 | 0.5864 | 0.5871 | 0.0 | 0.0 | 0.0 | 0.6031 | 0.4340 | 0.4448 | 0.5506 | 0.0 | 0.0 |
0.065 | 5.2604 | 2020 | 0.0561 | 0.3173 | 0.4363 | 0.6863 | nan | 0.6947 | 0.6991 | 0.6248 | 0.5990 | 0.0 | 0.0 | 0.0 | 0.6380 | 0.5411 | 0.4827 | 0.5594 | 0.0 | 0.0 |
0.0422 | 5.3125 | 2040 | 0.0566 | 0.3311 | 0.4396 | 0.7220 | nan | 0.7837 | 0.6345 | 0.5366 | 0.6826 | 0.0 | 0.0 | 0.0 | 0.6908 | 0.5355 | 0.4566 | 0.6345 | 0.0 | 0.0 |
0.0368 | 5.3646 | 2060 | 0.0581 | 0.3127 | 0.4225 | 0.6643 | nan | 0.7402 | 0.5108 | 0.6086 | 0.6757 | 0.0 | 0.0 | 0.0 | 0.6438 | 0.4619 | 0.4603 | 0.6233 | 0.0 | 0.0 |
0.1179 | 5.4167 | 2080 | 0.0528 | 0.3369 | 0.4440 | 0.7091 | nan | 0.7280 | 0.7167 | 0.5137 | 0.7054 | 0.0 | 0.0 | 0.0 | 0.6699 | 0.5867 | 0.4480 | 0.6535 | 0.0 | 0.0 |
0.0747 | 5.4688 | 2100 | 0.0542 | 0.3507 | 0.4620 | 0.7347 | nan | 0.7786 | 0.6779 | 0.5657 | 0.7499 | 0.0 | 0.0 | 0.0 | 0.7034 | 0.5900 | 0.4738 | 0.6879 | 0.0 | 0.0 |
0.0299 | 5.5208 | 2120 | 0.0553 | 0.3553 | 0.4750 | 0.7582 | nan | 0.7968 | 0.7147 | 0.6125 | 0.7263 | 0.0 | 0.0 | 0.0 | 0.7220 | 0.5995 | 0.4978 | 0.6678 | 0.0 | 0.0 |
0.0162 | 5.5729 | 2140 | 0.0557 | 0.3152 | 0.4117 | 0.7013 | nan | 0.7521 | 0.6463 | 0.5609 | 0.5108 | 0.0 | 0.0 | 0.0 | 0.6876 | 0.5746 | 0.4573 | 0.4869 | 0.0 | 0.0 |
0.0152 | 5.625 | 2160 | 0.0576 | 0.3107 | 0.4086 | 0.6815 | nan | 0.7476 | 0.5794 | 0.5545 | 0.5700 | 0.0 | 0.0 | 0.0 | 0.6549 | 0.5232 | 0.4626 | 0.5340 | 0.0 | 0.0 |
0.1569 | 5.6771 | 2180 | 0.0542 | 0.3264 | 0.4367 | 0.6904 | nan | 0.6829 | 0.7564 | 0.5110 | 0.6697 | 0.0 | 0.0 | 0.0 | 0.6439 | 0.5839 | 0.4411 | 0.6162 | 0.0 | 0.0 |
0.0498 | 5.7292 | 2200 | 0.0534 | 0.3329 | 0.4514 | 0.6977 | nan | 0.7359 | 0.6289 | 0.6646 | 0.6790 | 0.0 | 0.0 | 0.0 | 0.6647 | 0.5517 | 0.4908 | 0.6233 | 0.0 | 0.0 |
0.0317 | 5.7812 | 2220 | 0.0530 | 0.3464 | 0.4661 | 0.7177 | nan | 0.7263 | 0.7301 | 0.5947 | 0.7455 | 0.0 | 0.0 | 0.0 | 0.6718 | 0.5718 | 0.4980 | 0.6831 | 0.0 | 0.0 |
0.088 | 5.8333 | 2240 | 0.0561 | 0.2945 | 0.3911 | 0.6644 | nan | 0.7383 | 0.5482 | 0.5336 | 0.5265 | 0.0 | 0.0 | 0.0 | 0.6449 | 0.4813 | 0.4382 | 0.4972 | 0.0 | 0.0 |
0.1561 | 5.8854 | 2260 | 0.0539 | 0.3324 | 0.4448 | 0.7046 | nan | 0.7694 | 0.5887 | 0.5898 | 0.7210 | 0.0 | 0.0 | 0.0 | 0.6761 | 0.5093 | 0.4832 | 0.6581 | 0.0 | 0.0 |
0.0306 | 5.9375 | 2280 | 0.0525 | 0.3532 | 0.4938 | 0.7208 | nan | 0.7165 | 0.7322 | 0.7163 | 0.7975 | 0.0 | 0.0 | 0.0 | 0.6708 | 0.5633 | 0.5372 | 0.7013 | 0.0 | 0.0 |
0.067 | 5.9896 | 2300 | 0.0529 | 0.3460 | 0.4589 | 0.7335 | nan | 0.7698 | 0.6991 | 0.5462 | 0.7382 | 0.0 | 0.0 | 0.0 | 0.6989 | 0.5745 | 0.4732 | 0.6757 | 0.0 | 0.0 |
0.0784 | 6.0417 | 2320 | 0.0522 | 0.3510 | 0.4764 | 0.7213 | nan | 0.7350 | 0.7066 | 0.6782 | 0.7387 | 0.0 | 0.0 | 0.0 | 0.6810 | 0.5843 | 0.5201 | 0.6715 | 0.0 | 0.0 |
0.0835 | 6.0938 | 2340 | 0.0537 | 0.3479 | 0.4716 | 0.7235 | nan | 0.7668 | 0.6413 | 0.6807 | 0.7407 | 0.0 | 0.0 | 0.0 | 0.6932 | 0.5610 | 0.5176 | 0.6634 | 0.0 | 0.0 |
0.0283 | 6.1458 | 2360 | 0.0552 | 0.3451 | 0.4702 | 0.6907 | nan | 0.6955 | 0.6865 | 0.6460 | 0.7930 | 0.0 | 0.0 | 0.0 | 0.6457 | 0.5633 | 0.5064 | 0.7005 | 0.0 | 0.0 |
0.0558 | 6.1979 | 2380 | 0.0531 | 0.3518 | 0.4857 | 0.7244 | nan | 0.7520 | 0.6657 | 0.7221 | 0.7743 | 0.0 | 0.0 | 0.0 | 0.6812 | 0.5522 | 0.5352 | 0.6942 | 0.0 | 0.0 |
0.0465 | 6.25 | 2400 | 0.0538 | 0.3265 | 0.4359 | 0.7037 | nan | 0.7644 | 0.6038 | 0.5954 | 0.6516 | 0.0 | 0.0 | 0.0 | 0.6749 | 0.5290 | 0.4839 | 0.5977 | 0.0 | 0.0 |
0.1085 | 6.3021 | 2420 | 0.0529 | 0.3146 | 0.4231 | 0.7035 | nan | 0.7024 | 0.7738 | 0.5071 | 0.5550 | 0.0 | 0.0 | 0.0 | 0.6564 | 0.5876 | 0.4382 | 0.5197 | 0.0 | 0.0 |
0.0348 | 6.3542 | 2440 | 0.0517 | 0.3469 | 0.4658 | 0.7277 | nan | 0.7355 | 0.7542 | 0.5440 | 0.7610 | 0.0 | 0.0 | 0.0 | 0.6841 | 0.5783 | 0.4726 | 0.6934 | 0.0 | 0.0 |
0.0372 | 6.4062 | 2460 | 0.0526 | 0.3467 | 0.4588 | 0.7140 | nan | 0.7512 | 0.6569 | 0.6223 | 0.7225 | 0.0 | 0.0 | 0.0 | 0.6813 | 0.5741 | 0.5085 | 0.6628 | 0.0 | 0.0 |
0.0238 | 6.4583 | 2480 | 0.0505 | 0.3620 | 0.4898 | 0.7316 | nan | 0.7332 | 0.7467 | 0.6417 | 0.8173 | 0.0 | 0.0 | 0.0 | 0.6814 | 0.6017 | 0.5260 | 0.7247 | 0.0 | 0.0 |
0.0417 | 6.5104 | 2500 | 0.0532 | 0.3318 | 0.4362 | 0.6997 | nan | 0.7651 | 0.5905 | 0.5450 | 0.7169 | 0.0 | 0.0 | 0.0 | 0.6729 | 0.5218 | 0.4683 | 0.6598 | 0.0 | 0.0 |
0.0428 | 6.5625 | 2520 | 0.0511 | 0.3392 | 0.4548 | 0.7056 | nan | 0.7152 | 0.7193 | 0.5687 | 0.7258 | 0.0 | 0.0 | 0.0 | 0.6595 | 0.5604 | 0.4880 | 0.6669 | 0.0 | 0.0 |
0.017 | 6.6146 | 2540 | 0.0546 | 0.3509 | 0.4628 | 0.7280 | nan | 0.7970 | 0.6034 | 0.5835 | 0.7932 | 0.0 | 0.0 | 0.0 | 0.7003 | 0.5437 | 0.4979 | 0.7141 | 0.0 | 0.0 |
0.0235 | 6.6667 | 2560 | 0.0538 | 0.3270 | 0.4342 | 0.6934 | nan | 0.6984 | 0.7278 | 0.5615 | 0.6174 | 0.0 | 0.0 | 0.0 | 0.6511 | 0.5894 | 0.4746 | 0.5739 | 0.0 | 0.0 |
0.0188 | 6.7188 | 2580 | 0.0532 | 0.3247 | 0.4283 | 0.6997 | nan | 0.7403 | 0.6563 | 0.5566 | 0.6166 | 0.0 | 0.0 | 0.0 | 0.6674 | 0.5669 | 0.4672 | 0.5717 | 0.0 | 0.0 |
0.0246 | 6.7708 | 2600 | 0.0526 | 0.3565 | 0.4906 | 0.7176 | nan | 0.7593 | 0.6149 | 0.7340 | 0.8351 | 0.0 | 0.0 | 0.0 | 0.6809 | 0.5413 | 0.5533 | 0.7199 | 0.0 | 0.0 |
0.0623 | 6.8229 | 2620 | 0.0510 | 0.3455 | 0.4726 | 0.7040 | nan | 0.6858 | 0.7605 | 0.6647 | 0.7245 | 0.0 | 0.0 | 0.0 | 0.6463 | 0.5784 | 0.5349 | 0.6588 | 0.0 | 0.0 |
0.029 | 6.875 | 2640 | 0.0527 | 0.3571 | 0.4846 | 0.7171 | nan | 0.7450 | 0.6562 | 0.7008 | 0.8054 | 0.0 | 0.0 | 0.0 | 0.6744 | 0.5618 | 0.5472 | 0.7166 | 0.0 | 0.0 |
0.0319 | 6.9271 | 2660 | 0.0531 | 0.3545 | 0.4799 | 0.7274 | nan | 0.7697 | 0.6440 | 0.6799 | 0.7857 | 0.0 | 0.0 | 0.0 | 0.6873 | 0.5505 | 0.5395 | 0.7040 | 0.0 | 0.0 |
0.0396 | 6.9792 | 2680 | 0.0521 | 0.3509 | 0.4827 | 0.7282 | nan | 0.7470 | 0.6958 | 0.7220 | 0.7315 | 0.0 | 0.0 | 0.0 | 0.6799 | 0.5592 | 0.5511 | 0.6658 | 0.0 | 0.0 |
0.0244 | 7.0312 | 2700 | 0.0540 | 0.3279 | 0.4398 | 0.7000 | nan | 0.7604 | 0.5929 | 0.6162 | 0.6694 | 0.0 | 0.0 | 0.0 | 0.6727 | 0.5090 | 0.4966 | 0.6173 | 0.0 | 0.0 |
0.0657 | 7.0833 | 2720 | 0.0516 | 0.3490 | 0.4837 | 0.7188 | nan | 0.7304 | 0.6997 | 0.7002 | 0.7718 | 0.0 | 0.0 | 0.0 | 0.6704 | 0.5616 | 0.5400 | 0.6707 | 0.0 | 0.0 |
0.0316 | 7.1354 | 2740 | 0.0529 | 0.3422 | 0.4574 | 0.6978 | nan | 0.7197 | 0.6712 | 0.6016 | 0.7518 | 0.0 | 0.0 | 0.0 | 0.6591 | 0.5657 | 0.4973 | 0.6734 | 0.0 | 0.0 |
0.0115 | 7.1875 | 2760 | 0.0520 | 0.3535 | 0.4828 | 0.7315 | nan | 0.7624 | 0.6762 | 0.6798 | 0.7781 | 0.0 | 0.0 | 0.0 | 0.6894 | 0.5598 | 0.5377 | 0.6874 | 0.0 | 0.0 |
0.0197 | 7.2396 | 2780 | 0.0535 | 0.3478 | 0.4739 | 0.6915 | nan | 0.6798 | 0.7241 | 0.6537 | 0.7857 | 0.0 | 0.0 | 0.0 | 0.6395 | 0.5820 | 0.5279 | 0.6852 | 0.0 | 0.0 |
0.0275 | 7.2917 | 2800 | 0.0537 | 0.3539 | 0.4809 | 0.7377 | nan | 0.7856 | 0.6496 | 0.6489 | 0.8011 | 0.0 | 0.0 | 0.0 | 0.6952 | 0.5525 | 0.5276 | 0.7023 | 0.0 | 0.0 |
0.0588 | 7.3438 | 2820 | 0.0526 | 0.3387 | 0.4491 | 0.6994 | nan | 0.7338 | 0.6557 | 0.5455 | 0.7598 | 0.0 | 0.0 | 0.0 | 0.6563 | 0.5463 | 0.4784 | 0.6897 | 0.0 | 0.0 |
0.033 | 7.3958 | 2840 | 0.0530 | 0.3465 | 0.4657 | 0.7272 | nan | 0.7723 | 0.6537 | 0.6262 | 0.7423 | 0.0 | 0.0 | 0.0 | 0.6904 | 0.5497 | 0.5126 | 0.6731 | 0.0 | 0.0 |
0.1733 | 7.4479 | 2860 | 0.0527 | 0.3441 | 0.4610 | 0.7089 | nan | 0.7374 | 0.6656 | 0.6435 | 0.7192 | 0.0 | 0.0 | 0.0 | 0.6684 | 0.5573 | 0.5232 | 0.6596 | 0.0 | 0.0 |
0.0535 | 7.5 | 2880 | 0.0539 | 0.3372 | 0.4448 | 0.7057 | nan | 0.7613 | 0.6110 | 0.6068 | 0.6896 | 0.0 | 0.0 | 0.0 | 0.6761 | 0.5433 | 0.5065 | 0.6347 | 0.0 | 0.0 |
0.0167 | 7.5521 | 2900 | 0.0504 | 0.3541 | 0.4812 | 0.7306 | nan | 0.7192 | 0.7811 | 0.6621 | 0.7247 | 0.0 | 0.0 | 0.0 | 0.6763 | 0.6073 | 0.5412 | 0.6540 | 0.0 | 0.0 |
0.024 | 7.6042 | 2920 | 0.0513 | 0.3548 | 0.4787 | 0.7142 | nan | 0.7217 | 0.7064 | 0.6944 | 0.7495 | 0.0 | 0.0 | 0.0 | 0.6695 | 0.5904 | 0.5473 | 0.6762 | 0.0 | 0.0 |
0.0433 | 7.6562 | 2940 | 0.0530 | 0.3484 | 0.4779 | 0.7284 | nan | 0.7546 | 0.6814 | 0.7256 | 0.7056 | 0.0 | 0.0 | 0.0 | 0.6829 | 0.5667 | 0.5524 | 0.6370 | 0.0 | 0.0 |
0.0272 | 7.7083 | 2960 | 0.0573 | 0.3447 | 0.4643 | 0.6880 | nan | 0.7256 | 0.6029 | 0.6771 | 0.7802 | 0.0 | 0.0 | 0.0 | 0.6443 | 0.5234 | 0.5478 | 0.6971 | 0.0 | 0.0 |
0.0115 | 7.7604 | 2980 | 0.0543 | 0.3481 | 0.4744 | 0.7084 | nan | 0.7231 | 0.6832 | 0.6915 | 0.7483 | 0.0 | 0.0 | 0.0 | 0.6561 | 0.5562 | 0.5531 | 0.6712 | 0.0 | 0.0 |
0.0593 | 7.8125 | 3000 | 0.0530 | 0.3508 | 0.4706 | 0.7271 | nan | 0.7691 | 0.6544 | 0.6538 | 0.7465 | 0.0 | 0.0 | 0.0 | 0.6881 | 0.5515 | 0.5409 | 0.6754 | 0.0 | 0.0 |
0.0609 | 7.8646 | 3020 | 0.0525 | 0.3410 | 0.4827 | 0.7082 | nan | 0.7185 | 0.6811 | 0.7464 | 0.7503 | 0.0 | 0.0 | 0.0 | 0.6563 | 0.5451 | 0.5331 | 0.6523 | 0.0 | 0.0 |
0.1213 | 7.9167 | 3040 | 0.0516 | 0.3551 | 0.4803 | 0.7315 | nan | 0.7628 | 0.6815 | 0.6386 | 0.7986 | 0.0 | 0.0 | 0.0 | 0.6894 | 0.5544 | 0.5341 | 0.7076 | 0.0 | 0.0 |
0.0593 | 7.9688 | 3060 | 0.0495 | 0.3589 | 0.4858 | 0.7193 | nan | 0.7279 | 0.7093 | 0.6676 | 0.8103 | 0.0 | 0.0 | 0.0 | 0.6706 | 0.5693 | 0.5513 | 0.7211 | 0.0 | 0.0 |
0.0209 | 8.0208 | 3080 | 0.0499 | 0.3628 | 0.4984 | 0.7229 | nan | 0.7267 | 0.7132 | 0.7071 | 0.8434 | 0.0 | 0.0 | 0.0 | 0.6777 | 0.5911 | 0.5439 | 0.7268 | 0.0 | 0.0 |
0.0155 | 8.0729 | 3100 | 0.0534 | 0.3569 | 0.4865 | 0.7395 | nan | 0.7926 | 0.6369 | 0.6375 | 0.8523 | 0.0 | 0.0 | 0.0 | 0.6984 | 0.5365 | 0.5232 | 0.7405 | 0.0 | 0.0 |
0.0486 | 8.125 | 3120 | 0.0552 | 0.3423 | 0.4677 | 0.6807 | nan | 0.7124 | 0.6041 | 0.6649 | 0.8247 | 0.0 | 0.0 | 0.0 | 0.6321 | 0.5054 | 0.5355 | 0.7233 | 0.0 | 0.0 |
0.0278 | 8.1771 | 3140 | 0.0541 | 0.3349 | 0.4422 | 0.6895 | nan | 0.7215 | 0.6430 | 0.6166 | 0.6719 | 0.0 | 0.0 | 0.0 | 0.6513 | 0.5532 | 0.5091 | 0.6310 | 0.0 | 0.0 |
0.1372 | 8.2292 | 3160 | 0.0529 | 0.3578 | 0.4797 | 0.7530 | nan | 0.7729 | 0.7499 | 0.5947 | 0.7609 | 0.0 | 0.0 | 0.0 | 0.7106 | 0.5998 | 0.5085 | 0.6859 | 0.0 | 0.0 |
0.0421 | 8.2812 | 3180 | 0.0526 | 0.3563 | 0.4747 | 0.7235 | nan | 0.7633 | 0.6497 | 0.6606 | 0.7744 | 0.0 | 0.0 | 0.0 | 0.6947 | 0.5664 | 0.5460 | 0.6869 | 0.0 | 0.0 |
0.0179 | 8.3333 | 3200 | 0.0509 | 0.3545 | 0.4846 | 0.7211 | nan | 0.7349 | 0.6970 | 0.7029 | 0.7725 | 0.0 | 0.0 | 0.0 | 0.6809 | 0.5721 | 0.5629 | 0.6654 | 0.0 | 0.0 |
0.0331 | 8.3854 | 3220 | 0.0498 | 0.3587 | 0.4864 | 0.7344 | nan | 0.7152 | 0.8076 | 0.6113 | 0.7841 | 0.0 | 0.0 | 0.0 | 0.6836 | 0.6099 | 0.5243 | 0.6931 | 0.0 | 0.0 |
0.0812 | 8.4375 | 3240 | 0.0498 | 0.3648 | 0.4993 | 0.7502 | nan | 0.7805 | 0.6930 | 0.7030 | 0.8193 | 0.0 | 0.0 | 0.0 | 0.7105 | 0.5775 | 0.5586 | 0.7066 | 0.0 | 0.0 |
0.061 | 8.4896 | 3260 | 0.0489 | 0.3536 | 0.4764 | 0.7256 | nan | 0.7288 | 0.7446 | 0.6296 | 0.7553 | 0.0 | 0.0 | 0.0 | 0.6760 | 0.5923 | 0.5309 | 0.6762 | 0.0 | 0.0 |
0.0554 | 8.5417 | 3280 | 0.0535 | 0.3274 | 0.4296 | 0.7029 | nan | 0.7522 | 0.6384 | 0.5647 | 0.6226 | 0.0 | 0.0 | 0.0 | 0.6725 | 0.5451 | 0.4928 | 0.5817 | 0.0 | 0.0 |
0.0067 | 8.5938 | 3300 | 0.0496 | 0.3664 | 0.5055 | 0.7401 | nan | 0.7272 | 0.7722 | 0.7485 | 0.7852 | 0.0 | 0.0 | 0.0 | 0.6881 | 0.6099 | 0.5752 | 0.6914 | 0.0 | 0.0 |
0.0252 | 8.6458 | 3320 | 0.0516 | 0.3527 | 0.4723 | 0.7192 | nan | 0.7345 | 0.7038 | 0.6676 | 0.7278 | 0.0 | 0.0 | 0.0 | 0.6786 | 0.5832 | 0.5493 | 0.6580 | 0.0 | 0.0 |
0.0846 | 8.6979 | 3340 | 0.0517 | 0.3660 | 0.4936 | 0.7490 | nan | 0.7784 | 0.7039 | 0.6430 | 0.8360 | 0.0 | 0.0 | 0.0 | 0.7063 | 0.5847 | 0.5422 | 0.7287 | 0.0 | 0.0 |
0.0302 | 8.75 | 3360 | 0.0512 | 0.3599 | 0.5059 | 0.7139 | nan | 0.7286 | 0.6606 | 0.7544 | 0.8916 | 0.0 | 0.0 | 0.0 | 0.6680 | 0.5495 | 0.5606 | 0.7411 | 0.0 | 0.0 |
0.075 | 8.8021 | 3380 | 0.0494 | 0.3563 | 0.4808 | 0.7255 | nan | 0.7578 | 0.6654 | 0.6699 | 0.7918 | 0.0 | 0.0 | 0.0 | 0.6851 | 0.5583 | 0.5497 | 0.7008 | 0.0 | 0.0 |
0.0185 | 8.8542 | 3400 | 0.0492 | 0.3614 | 0.4895 | 0.7252 | nan | 0.7444 | 0.6906 | 0.6681 | 0.8340 | 0.0 | 0.0 | 0.0 | 0.6813 | 0.5758 | 0.5537 | 0.7189 | 0.0 | 0.0 |
0.0195 | 8.9062 | 3420 | 0.0510 | 0.3608 | 0.4794 | 0.7321 | nan | 0.7648 | 0.6827 | 0.6105 | 0.8182 | 0.0 | 0.0 | 0.0 | 0.6954 | 0.5755 | 0.5322 | 0.7224 | 0.0 | 0.0 |
0.0176 | 8.9583 | 3440 | 0.0505 | 0.3603 | 0.4878 | 0.7479 | nan | 0.7817 | 0.6908 | 0.6930 | 0.7614 | 0.0 | 0.0 | 0.0 | 0.7086 | 0.5705 | 0.5625 | 0.6802 | 0.0 | 0.0 |
0.0307 | 9.0104 | 3460 | 0.0510 | 0.3537 | 0.4722 | 0.7202 | nan | 0.7400 | 0.7001 | 0.6134 | 0.7796 | 0.0 | 0.0 | 0.0 | 0.6775 | 0.5726 | 0.5275 | 0.6980 | 0.0 | 0.0 |
0.0415 | 9.0625 | 3480 | 0.0533 | 0.3499 | 0.4681 | 0.7179 | nan | 0.7474 | 0.6723 | 0.6479 | 0.7409 | 0.0 | 0.0 | 0.0 | 0.6806 | 0.5649 | 0.5330 | 0.6711 | 0.0 | 0.0 |
0.0685 | 9.1146 | 3500 | 0.0517 | 0.3552 | 0.4812 | 0.7220 | nan | 0.7354 | 0.7077 | 0.6497 | 0.7946 | 0.0 | 0.0 | 0.0 | 0.6712 | 0.5686 | 0.5428 | 0.7040 | 0.0 | 0.0 |
0.0298 | 9.1667 | 3520 | 0.0538 | 0.3480 | 0.4698 | 0.7181 | nan | 0.7528 | 0.6550 | 0.6825 | 0.7283 | 0.0 | 0.0 | 0.0 | 0.6779 | 0.5433 | 0.5540 | 0.6607 | 0.0 | 0.0 |
0.0153 | 9.2188 | 3540 | 0.0544 | 0.3447 | 0.4629 | 0.7108 | nan | 0.7465 | 0.6482 | 0.6599 | 0.7226 | 0.0 | 0.0 | 0.0 | 0.6717 | 0.5419 | 0.5460 | 0.6533 | 0.0 | 0.0 |
0.0357 | 9.2708 | 3560 | 0.0526 | 0.3452 | 0.4754 | 0.7084 | nan | 0.7274 | 0.6684 | 0.7260 | 0.7303 | 0.0 | 0.0 | 0.0 | 0.6608 | 0.5407 | 0.5577 | 0.6574 | 0.0 | 0.0 |
0.0316 | 9.3229 | 3580 | 0.0531 | 0.3408 | 0.4673 | 0.7136 | nan | 0.7326 | 0.6848 | 0.7093 | 0.6771 | 0.0 | 0.0 | 0.0 | 0.6659 | 0.5416 | 0.5545 | 0.6234 | 0.0 | 0.0 |
0.0042 | 9.375 | 3600 | 0.0517 | 0.3617 | 0.4923 | 0.7296 | nan | 0.7452 | 0.7017 | 0.6894 | 0.8178 | 0.0 | 0.0 | 0.0 | 0.6834 | 0.5631 | 0.5636 | 0.7215 | 0.0 | 0.0 |
0.0383 | 9.4271 | 3620 | 0.0524 | 0.3484 | 0.4661 | 0.7247 | nan | 0.7777 | 0.6280 | 0.6419 | 0.7492 | 0.0 | 0.0 | 0.0 | 0.6901 | 0.5366 | 0.5340 | 0.6783 | 0.0 | 0.0 |
0.0473 | 9.4792 | 3640 | 0.0505 | 0.3620 | 0.4899 | 0.7495 | nan | 0.7693 | 0.7271 | 0.6814 | 0.7616 | 0.0 | 0.0 | 0.0 | 0.7075 | 0.5912 | 0.5535 | 0.6820 | 0.0 | 0.0 |
0.0875 | 9.5312 | 3660 | 0.0519 | 0.3542 | 0.4705 | 0.7242 | nan | 0.7532 | 0.6826 | 0.6412 | 0.7464 | 0.0 | 0.0 | 0.0 | 0.6870 | 0.5740 | 0.5374 | 0.6808 | 0.0 | 0.0 |
0.078 | 9.5833 | 3680 | 0.0487 | 0.3650 | 0.4936 | 0.7436 | nan | 0.7489 | 0.7485 | 0.6970 | 0.7672 | 0.0 | 0.0 | 0.0 | 0.6982 | 0.5942 | 0.5657 | 0.6965 | 0.0 | 0.0 |
0.0453 | 9.6354 | 3700 | 0.0495 | 0.3606 | 0.4857 | 0.7181 | nan | 0.7248 | 0.7136 | 0.6538 | 0.8220 | 0.0 | 0.0 | 0.0 | 0.6732 | 0.5823 | 0.5411 | 0.7278 | 0.0 | 0.0 |
0.026 | 9.6875 | 3720 | 0.0510 | 0.3739 | 0.5193 | 0.7559 | nan | 0.7736 | 0.7076 | 0.7946 | 0.8398 | 0.0 | 0.0 | 0.0 | 0.7107 | 0.5852 | 0.5903 | 0.7308 | 0.0 | 0.0 |
0.0218 | 9.7396 | 3740 | 0.0501 | 0.3647 | 0.4922 | 0.7384 | nan | 0.7505 | 0.7254 | 0.6880 | 0.7891 | 0.0 | 0.0 | 0.0 | 0.6922 | 0.5837 | 0.5705 | 0.7065 | 0.0 | 0.0 |
0.1011 | 9.7917 | 3760 | 0.0489 | 0.3662 | 0.4975 | 0.7379 | nan | 0.7472 | 0.7242 | 0.7137 | 0.7998 | 0.0 | 0.0 | 0.0 | 0.6900 | 0.5860 | 0.5766 | 0.7109 | 0.0 | 0.0 |
0.067 | 9.8438 | 3780 | 0.0493 | 0.3556 | 0.4746 | 0.7341 | nan | 0.7762 | 0.6699 | 0.5831 | 0.8181 | 0.0 | 0.0 | 0.0 | 0.6949 | 0.5620 | 0.5100 | 0.7221 | 0.0 | 0.0 |
0.0131 | 9.8958 | 3800 | 0.0499 | 0.3530 | 0.4733 | 0.7320 | nan | 0.7627 | 0.6912 | 0.6225 | 0.7636 | 0.0 | 0.0 | 0.0 | 0.6913 | 0.5698 | 0.5279 | 0.6819 | 0.0 | 0.0 |
0.0234 | 9.9479 | 3820 | 0.0490 | 0.3513 | 0.4748 | 0.7377 | nan | 0.7428 | 0.7615 | 0.6248 | 0.7193 | 0.0 | 0.0 | 0.0 | 0.6920 | 0.5894 | 0.5263 | 0.6514 | 0.0 | 0.0 |
0.0491 | 10.0 | 3840 | 0.0496 | 0.3587 | 0.4830 | 0.7411 | nan | 0.7624 | 0.7156 | 0.6758 | 0.7439 | 0.0 | 0.0 | 0.0 | 0.7025 | 0.5894 | 0.5543 | 0.6644 | 0.0 | 0.0 |
0.0283 | 10.0521 | 3860 | 0.0501 | 0.3586 | 0.4874 | 0.7404 | nan | 0.7541 | 0.7247 | 0.7195 | 0.7262 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.5870 | 0.5730 | 0.6535 | 0.0 | 0.0 |
0.0319 | 10.1042 | 3880 | 0.0492 | 0.3628 | 0.4873 | 0.7412 | nan | 0.7484 | 0.7539 | 0.6089 | 0.8127 | 0.0 | 0.0 | 0.0 | 0.6920 | 0.5924 | 0.5349 | 0.7205 | 0.0 | 0.0 |
0.0497 | 10.1562 | 3900 | 0.0506 | 0.3691 | 0.4954 | 0.7386 | nan | 0.7506 | 0.7265 | 0.6573 | 0.8379 | 0.0 | 0.0 | 0.0 | 0.6933 | 0.5933 | 0.5609 | 0.7360 | 0.0 | 0.0 |
0.0666 | 10.2083 | 3920 | 0.0497 | 0.3696 | 0.5022 | 0.7298 | nan | 0.7332 | 0.7199 | 0.7294 | 0.8305 | 0.0 | 0.0 | 0.0 | 0.6806 | 0.5906 | 0.5815 | 0.7346 | 0.0 | 0.0 |
0.0417 | 10.2604 | 3940 | 0.0489 | 0.3680 | 0.4928 | 0.7465 | nan | 0.7491 | 0.7637 | 0.6619 | 0.7821 | 0.0 | 0.0 | 0.0 | 0.7005 | 0.6037 | 0.5646 | 0.7075 | 0.0 | 0.0 |
0.0158 | 10.3125 | 3960 | 0.0516 | 0.3705 | 0.5027 | 0.7293 | nan | 0.7465 | 0.6866 | 0.7169 | 0.8662 | 0.0 | 0.0 | 0.0 | 0.6850 | 0.5736 | 0.5814 | 0.7536 | 0.0 | 0.0 |
0.0103 | 10.3646 | 3980 | 0.0483 | 0.3645 | 0.4922 | 0.7477 | nan | 0.7484 | 0.7710 | 0.6631 | 0.7707 | 0.0 | 0.0 | 0.0 | 0.7000 | 0.6038 | 0.5594 | 0.6885 | 0.0 | 0.0 |
0.0274 | 10.4167 | 4000 | 0.0515 | 0.3550 | 0.4748 | 0.7317 | nan | 0.7707 | 0.6650 | 0.6601 | 0.7533 | 0.0 | 0.0 | 0.0 | 0.6953 | 0.5578 | 0.5563 | 0.6754 | 0.0 | 0.0 |
0.0089 | 10.4688 | 4020 | 0.0503 | 0.3542 | 0.4792 | 0.7363 | nan | 0.7506 | 0.7275 | 0.6798 | 0.7172 | 0.0 | 0.0 | 0.0 | 0.6913 | 0.5723 | 0.5647 | 0.6513 | 0.0 | 0.0 |
0.0662 | 10.5208 | 4040 | 0.0506 | 0.3522 | 0.4767 | 0.7233 | nan | 0.7493 | 0.6755 | 0.7147 | 0.7209 | 0.0 | 0.0 | 0.0 | 0.6803 | 0.5515 | 0.5796 | 0.6539 | 0.0 | 0.0 |
0.0263 | 10.5729 | 4060 | 0.0507 | 0.3539 | 0.4821 | 0.7170 | nan | 0.7479 | 0.6472 | 0.7334 | 0.7643 | 0.0 | 0.0 | 0.0 | 0.6757 | 0.5388 | 0.5806 | 0.6822 | 0.0 | 0.0 |
0.0197 | 10.625 | 4080 | 0.0507 | 0.3724 | 0.5106 | 0.7477 | nan | 0.7766 | 0.6792 | 0.7422 | 0.8656 | 0.0 | 0.0 | 0.0 | 0.7061 | 0.5614 | 0.5937 | 0.7459 | 0.0 | 0.0 |
0.0504 | 10.6771 | 4100 | 0.0519 | 0.3631 | 0.4906 | 0.7280 | nan | 0.7606 | 0.6597 | 0.6826 | 0.8407 | 0.0 | 0.0 | 0.0 | 0.6855 | 0.5511 | 0.5695 | 0.7359 | 0.0 | 0.0 |
0.0373 | 10.7292 | 4120 | 0.0522 | 0.3665 | 0.5027 | 0.7338 | nan | 0.7556 | 0.6796 | 0.7465 | 0.8347 | 0.0 | 0.0 | 0.0 | 0.6869 | 0.5583 | 0.5874 | 0.7328 | 0.0 | 0.0 |
0.0209 | 10.7812 | 4140 | 0.0561 | 0.3508 | 0.4693 | 0.7125 | nan | 0.7673 | 0.6000 | 0.6527 | 0.7960 | 0.0 | 0.0 | 0.0 | 0.6759 | 0.5207 | 0.5506 | 0.7085 | 0.0 | 0.0 |
0.0808 | 10.8333 | 4160 | 0.0552 | 0.3535 | 0.4736 | 0.7229 | nan | 0.7646 | 0.6465 | 0.6466 | 0.7836 | 0.0 | 0.0 | 0.0 | 0.6822 | 0.5435 | 0.5529 | 0.6961 | 0.0 | 0.0 |
0.0334 | 10.8854 | 4180 | 0.0546 | 0.3559 | 0.4876 | 0.7284 | nan | 0.7706 | 0.6329 | 0.7420 | 0.7801 | 0.0 | 0.0 | 0.0 | 0.6920 | 0.5381 | 0.5741 | 0.6872 | 0.0 | 0.0 |
0.0178 | 10.9375 | 4200 | 0.0547 | 0.3501 | 0.4715 | 0.7265 | nan | 0.7702 | 0.6462 | 0.6745 | 0.7382 | 0.0 | 0.0 | 0.0 | 0.6888 | 0.5365 | 0.5577 | 0.6674 | 0.0 | 0.0 |
0.0191 | 10.9896 | 4220 | 0.0517 | 0.3646 | 0.4946 | 0.7408 | nan | 0.7532 | 0.7226 | 0.7232 | 0.7688 | 0.0 | 0.0 | 0.0 | 0.6953 | 0.5832 | 0.5858 | 0.6878 | 0.0 | 0.0 |
0.091 | 11.0417 | 4240 | 0.0523 | 0.3631 | 0.4913 | 0.7256 | nan | 0.7410 | 0.6952 | 0.7039 | 0.8078 | 0.0 | 0.0 | 0.0 | 0.6825 | 0.5761 | 0.5752 | 0.7080 | 0.0 | 0.0 |
0.0247 | 11.0938 | 4260 | 0.0530 | 0.3657 | 0.4998 | 0.7436 | nan | 0.7694 | 0.6883 | 0.7462 | 0.7948 | 0.0 | 0.0 | 0.0 | 0.7038 | 0.5796 | 0.5770 | 0.6993 | 0.0 | 0.0 |
0.0397 | 11.1458 | 4280 | 0.0539 | 0.3612 | 0.4928 | 0.7333 | nan | 0.7647 | 0.6632 | 0.7451 | 0.7838 | 0.0 | 0.0 | 0.0 | 0.6946 | 0.5613 | 0.5739 | 0.6984 | 0.0 | 0.0 |
0.0342 | 11.1979 | 4300 | 0.0528 | 0.3657 | 0.4892 | 0.7422 | nan | 0.7702 | 0.6973 | 0.6661 | 0.8019 | 0.0 | 0.0 | 0.0 | 0.6996 | 0.5782 | 0.5636 | 0.7185 | 0.0 | 0.0 |
0.0456 | 11.25 | 4320 | 0.0517 | 0.3582 | 0.4818 | 0.7317 | nan | 0.7590 | 0.6867 | 0.6724 | 0.7728 | 0.0 | 0.0 | 0.0 | 0.6895 | 0.5709 | 0.5598 | 0.6876 | 0.0 | 0.0 |
0.0278 | 11.3021 | 4340 | 0.0515 | 0.3568 | 0.4816 | 0.7334 | nan | 0.7597 | 0.6910 | 0.6867 | 0.7525 | 0.0 | 0.0 | 0.0 | 0.6900 | 0.5717 | 0.5652 | 0.6709 | 0.0 | 0.0 |
0.0156 | 11.3542 | 4360 | 0.0500 | 0.3617 | 0.4872 | 0.7453 | nan | 0.7549 | 0.7474 | 0.6788 | 0.7423 | 0.0 | 0.0 | 0.0 | 0.7000 | 0.6014 | 0.5624 | 0.6679 | 0.0 | 0.0 |
0.0531 | 11.4062 | 4380 | 0.0538 | 0.3571 | 0.4816 | 0.7285 | nan | 0.7669 | 0.6541 | 0.6785 | 0.7901 | 0.0 | 0.0 | 0.0 | 0.6877 | 0.5457 | 0.5639 | 0.7022 | 0.0 | 0.0 |
0.0362 | 11.4583 | 4400 | 0.0511 | 0.3636 | 0.4935 | 0.7371 | nan | 0.7544 | 0.7070 | 0.7081 | 0.7912 | 0.0 | 0.0 | 0.0 | 0.6900 | 0.5681 | 0.5854 | 0.7019 | 0.0 | 0.0 |
0.0257 | 11.5104 | 4420 | 0.0505 | 0.3637 | 0.4907 | 0.7336 | nan | 0.7651 | 0.6699 | 0.6982 | 0.8107 | 0.0 | 0.0 | 0.0 | 0.6945 | 0.5593 | 0.5746 | 0.7177 | 0.0 | 0.0 |
0.0758 | 11.5625 | 4440 | 0.0532 | 0.3566 | 0.4830 | 0.7258 | nan | 0.7752 | 0.6200 | 0.6959 | 0.8068 | 0.0 | 0.0 | 0.0 | 0.6914 | 0.5269 | 0.5636 | 0.7143 | 0.0 | 0.0 |
0.1465 | 11.6146 | 4460 | 0.0513 | 0.3707 | 0.5028 | 0.7492 | nan | 0.7550 | 0.7502 | 0.6836 | 0.8283 | 0.0 | 0.0 | 0.0 | 0.6997 | 0.5895 | 0.5782 | 0.7278 | 0.0 | 0.0 |
0.0571 | 11.6667 | 4480 | 0.0529 | 0.3533 | 0.4752 | 0.7262 | nan | 0.7686 | 0.6452 | 0.6787 | 0.7588 | 0.0 | 0.0 | 0.0 | 0.6854 | 0.5406 | 0.5643 | 0.6831 | 0.0 | 0.0 |
0.0115 | 11.7188 | 4500 | 0.0532 | 0.3610 | 0.4903 | 0.7404 | nan | 0.7664 | 0.6944 | 0.7037 | 0.7774 | 0.0 | 0.0 | 0.0 | 0.6945 | 0.5679 | 0.5741 | 0.6902 | 0.0 | 0.0 |
0.1223 | 11.7708 | 4520 | 0.0554 | 0.3481 | 0.4631 | 0.7217 | nan | 0.7652 | 0.6537 | 0.5960 | 0.7637 | 0.0 | 0.0 | 0.0 | 0.6819 | 0.5505 | 0.5166 | 0.6878 | 0.0 | 0.0 |
0.033 | 11.8229 | 4540 | 0.0523 | 0.3604 | 0.4855 | 0.7325 | nan | 0.7601 | 0.6812 | 0.7032 | 0.7684 | 0.0 | 0.0 | 0.0 | 0.6903 | 0.5723 | 0.5776 | 0.6826 | 0.0 | 0.0 |
0.0173 | 11.875 | 4560 | 0.0516 | 0.3612 | 0.4891 | 0.7301 | nan | 0.7409 | 0.7172 | 0.6891 | 0.7873 | 0.0 | 0.0 | 0.0 | 0.6837 | 0.5851 | 0.5654 | 0.6942 | 0.0 | 0.0 |
0.0884 | 11.9271 | 4580 | 0.0517 | 0.3571 | 0.4784 | 0.7413 | nan | 0.7697 | 0.7022 | 0.6750 | 0.7235 | 0.0 | 0.0 | 0.0 | 0.7045 | 0.5812 | 0.5575 | 0.6563 | 0.0 | 0.0 |
0.0642 | 11.9792 | 4600 | 0.0496 | 0.3620 | 0.4855 | 0.7468 | nan | 0.7776 | 0.7015 | 0.6622 | 0.7719 | 0.0 | 0.0 | 0.0 | 0.7094 | 0.5799 | 0.5579 | 0.6868 | 0.0 | 0.0 |
0.0417 | 12.0312 | 4620 | 0.0521 | 0.3592 | 0.4780 | 0.7213 | nan | 0.7491 | 0.6797 | 0.5965 | 0.8426 | 0.0 | 0.0 | 0.0 | 0.6795 | 0.5708 | 0.5307 | 0.7333 | 0.0 | 0.0 |
0.019 | 12.0833 | 4640 | 0.0520 | 0.3768 | 0.5183 | 0.7387 | nan | 0.7413 | 0.7221 | 0.7468 | 0.8994 | 0.0 | 0.0 | 0.0 | 0.6862 | 0.5913 | 0.5956 | 0.7642 | 0.0 | 0.0 |
0.0472 | 12.1354 | 4660 | 0.0528 | 0.3673 | 0.4907 | 0.7415 | nan | 0.7599 | 0.7238 | 0.6151 | 0.8454 | 0.0 | 0.0 | 0.0 | 0.6986 | 0.5958 | 0.5381 | 0.7389 | 0.0 | 0.0 |
0.0414 | 12.1875 | 4680 | 0.0516 | 0.3687 | 0.4969 | 0.7457 | nan | 0.7469 | 0.7674 | 0.6183 | 0.8487 | 0.0 | 0.0 | 0.0 | 0.6957 | 0.6027 | 0.5391 | 0.7436 | 0.0 | 0.0 |
0.0286 | 12.2396 | 4700 | 0.0514 | 0.3729 | 0.5017 | 0.7438 | nan | 0.7531 | 0.7342 | 0.6803 | 0.8428 | 0.0 | 0.0 | 0.0 | 0.6961 | 0.5989 | 0.5727 | 0.7424 | 0.0 | 0.0 |
0.0123 | 12.2917 | 4720 | 0.0541 | 0.3690 | 0.5006 | 0.7291 | nan | 0.7386 | 0.7050 | 0.7330 | 0.8272 | 0.0 | 0.0 | 0.0 | 0.6817 | 0.5832 | 0.5848 | 0.7330 | 0.0 | 0.0 |
0.0504 | 12.3438 | 4740 | 0.0524 | 0.3644 | 0.5175 | 0.7399 | nan | 0.7278 | 0.7532 | 0.8167 | 0.8071 | 0.0 | 0.0 | 0.0 | 0.6849 | 0.5896 | 0.5707 | 0.7052 | 0.0 | 0.0 |
0.0198 | 12.3958 | 4760 | 0.0526 | 0.3641 | 0.4869 | 0.7319 | nan | 0.7411 | 0.7280 | 0.6646 | 0.7879 | 0.0 | 0.0 | 0.0 | 0.6839 | 0.5894 | 0.5676 | 0.7078 | 0.0 | 0.0 |
0.0136 | 12.4479 | 4780 | 0.0522 | 0.3618 | 0.4824 | 0.7355 | nan | 0.7665 | 0.6841 | 0.6677 | 0.7759 | 0.0 | 0.0 | 0.0 | 0.6943 | 0.5722 | 0.5703 | 0.6955 | 0.0 | 0.0 |
0.045 | 12.5 | 4800 | 0.0516 | 0.3672 | 0.4943 | 0.7344 | nan | 0.7568 | 0.6936 | 0.6693 | 0.8459 | 0.0 | 0.0 | 0.0 | 0.6895 | 0.5753 | 0.5745 | 0.7313 | 0.0 | 0.0 |
0.0346 | 12.5521 | 4820 | 0.0518 | 0.3708 | 0.5141 | 0.7462 | nan | 0.7749 | 0.6712 | 0.7717 | 0.8668 | 0.0 | 0.0 | 0.0 | 0.7060 | 0.5725 | 0.5918 | 0.7252 | 0.0 | 0.0 |
0.0149 | 12.6042 | 4840 | 0.0531 | 0.3649 | 0.4936 | 0.7336 | nan | 0.7542 | 0.6912 | 0.7273 | 0.7887 | 0.0 | 0.0 | 0.0 | 0.6889 | 0.5856 | 0.5774 | 0.7022 | 0.0 | 0.0 |
0.0457 | 12.6562 | 4860 | 0.0523 | 0.3623 | 0.4874 | 0.7427 | nan | 0.7697 | 0.7002 | 0.6852 | 0.7691 | 0.0 | 0.0 | 0.0 | 0.6998 | 0.5775 | 0.5680 | 0.6911 | 0.0 | 0.0 |
0.0201 | 12.7083 | 4880 | 0.0507 | 0.3611 | 0.4858 | 0.7342 | nan | 0.7513 | 0.7095 | 0.7013 | 0.7527 | 0.0 | 0.0 | 0.0 | 0.6917 | 0.5808 | 0.5703 | 0.6847 | 0.0 | 0.0 |
0.0649 | 12.7604 | 4900 | 0.0502 | 0.3626 | 0.4847 | 0.7321 | nan | 0.7360 | 0.7423 | 0.6754 | 0.7547 | 0.0 | 0.0 | 0.0 | 0.6839 | 0.5970 | 0.5669 | 0.6905 | 0.0 | 0.0 |
0.0148 | 12.8125 | 4920 | 0.0510 | 0.3638 | 0.4891 | 0.7429 | nan | 0.7737 | 0.6896 | 0.6863 | 0.7849 | 0.0 | 0.0 | 0.0 | 0.7035 | 0.5663 | 0.5699 | 0.7066 | 0.0 | 0.0 |
0.0694 | 12.8646 | 4940 | 0.0512 | 0.3602 | 0.4841 | 0.7231 | nan | 0.7468 | 0.6781 | 0.6898 | 0.7897 | 0.0 | 0.0 | 0.0 | 0.6764 | 0.5598 | 0.5733 | 0.7120 | 0.0 | 0.0 |
0.0186 | 12.9167 | 4960 | 0.0508 | 0.3692 | 0.4937 | 0.7486 | nan | 0.7655 | 0.7322 | 0.6596 | 0.8048 | 0.0 | 0.0 | 0.0 | 0.7026 | 0.5905 | 0.5670 | 0.7240 | 0.0 | 0.0 |
0.0202 | 12.9688 | 4980 | 0.0504 | 0.3660 | 0.4976 | 0.7317 | nan | 0.7398 | 0.7141 | 0.7417 | 0.7903 | 0.0 | 0.0 | 0.0 | 0.6852 | 0.5837 | 0.5844 | 0.7090 | 0.0 | 0.0 |
0.0502 | 13.0208 | 5000 | 0.0523 | 0.3587 | 0.4957 | 0.7368 | nan | 0.7668 | 0.6678 | 0.7669 | 0.7729 | 0.0 | 0.0 | 0.0 | 0.6961 | 0.5480 | 0.5773 | 0.6895 | 0.0 | 0.0 |
0.0234 | 13.0729 | 5020 | 0.0564 | 0.3450 | 0.4710 | 0.7089 | nan | 0.7630 | 0.5874 | 0.7178 | 0.7577 | 0.0 | 0.0 | 0.0 | 0.6706 | 0.4917 | 0.5690 | 0.6836 | 0.0 | 0.0 |
0.0677 | 13.125 | 5040 | 0.0583 | 0.3488 | 0.4760 | 0.7158 | nan | 0.7703 | 0.5950 | 0.7070 | 0.7834 | 0.0 | 0.0 | 0.0 | 0.6727 | 0.4958 | 0.5758 | 0.6975 | 0.0 | 0.0 |
0.0564 | 13.1771 | 5060 | 0.0546 | 0.3540 | 0.4835 | 0.7270 | nan | 0.7609 | 0.6591 | 0.6962 | 0.7848 | 0.0 | 0.0 | 0.0 | 0.6803 | 0.5249 | 0.5737 | 0.6988 | 0.0 | 0.0 |
0.0104 | 13.2292 | 5080 | 0.0521 | 0.3643 | 0.4962 | 0.7324 | nan | 0.7495 | 0.6986 | 0.7013 | 0.8279 | 0.0 | 0.0 | 0.0 | 0.6832 | 0.5544 | 0.5864 | 0.7265 | 0.0 | 0.0 |
0.043 | 13.2812 | 5100 | 0.0522 | 0.3618 | 0.4847 | 0.7288 | nan | 0.7571 | 0.6790 | 0.6573 | 0.8145 | 0.0 | 0.0 | 0.0 | 0.6879 | 0.5617 | 0.5604 | 0.7224 | 0.0 | 0.0 |
0.0092 | 13.3333 | 5120 | 0.0520 | 0.3725 | 0.5071 | 0.7484 | nan | 0.7599 | 0.7274 | 0.7262 | 0.8290 | 0.0 | 0.0 | 0.0 | 0.7026 | 0.5934 | 0.5832 | 0.7281 | 0.0 | 0.0 |
0.0381 | 13.3854 | 5140 | 0.0532 | 0.3728 | 0.5096 | 0.7197 | nan | 0.7255 | 0.6918 | 0.7258 | 0.9147 | 0.0 | 0.0 | 0.0 | 0.6681 | 0.5781 | 0.5875 | 0.7758 | 0.0 | 0.0 |
0.0213 | 13.4375 | 5160 | 0.0509 | 0.3727 | 0.5000 | 0.7478 | nan | 0.7687 | 0.7154 | 0.6658 | 0.8502 | 0.0 | 0.0 | 0.0 | 0.7040 | 0.5871 | 0.5696 | 0.7483 | 0.0 | 0.0 |
0.068 | 13.4896 | 5180 | 0.0517 | 0.3624 | 0.4845 | 0.7424 | nan | 0.7799 | 0.6792 | 0.6560 | 0.7917 | 0.0 | 0.0 | 0.0 | 0.7037 | 0.5653 | 0.5598 | 0.7077 | 0.0 | 0.0 |
0.0278 | 13.5417 | 5200 | 0.0499 | 0.3658 | 0.4973 | 0.7405 | nan | 0.7489 | 0.7285 | 0.7368 | 0.7699 | 0.0 | 0.0 | 0.0 | 0.6927 | 0.5874 | 0.5888 | 0.6920 | 0.0 | 0.0 |
0.1043 | 13.5938 | 5220 | 0.0501 | 0.3650 | 0.5002 | 0.7303 | nan | 0.7199 | 0.7543 | 0.7487 | 0.7786 | 0.0 | 0.0 | 0.0 | 0.6779 | 0.5999 | 0.5785 | 0.6987 | 0.0 | 0.0 |
0.015 | 13.6458 | 5240 | 0.0491 | 0.3717 | 0.5045 | 0.7462 | nan | 0.7497 | 0.7456 | 0.7218 | 0.8098 | 0.0 | 0.0 | 0.0 | 0.6994 | 0.6019 | 0.5826 | 0.7181 | 0.0 | 0.0 |
0.035 | 13.6979 | 5260 | 0.0514 | 0.3676 | 0.4958 | 0.7361 | nan | 0.7609 | 0.6846 | 0.7148 | 0.8145 | 0.0 | 0.0 | 0.0 | 0.6915 | 0.5699 | 0.5871 | 0.7244 | 0.0 | 0.0 |
0.0175 | 13.75 | 5280 | 0.0518 | 0.3686 | 0.4998 | 0.7353 | nan | 0.7515 | 0.6985 | 0.7389 | 0.8099 | 0.0 | 0.0 | 0.0 | 0.6897 | 0.5802 | 0.5931 | 0.7173 | 0.0 | 0.0 |
0.0494 | 13.8021 | 5300 | 0.0521 | 0.3694 | 0.4978 | 0.7455 | nan | 0.7622 | 0.7195 | 0.7030 | 0.8020 | 0.0 | 0.0 | 0.0 | 0.6998 | 0.5886 | 0.5818 | 0.7152 | 0.0 | 0.0 |
0.0199 | 13.8542 | 5320 | 0.0528 | 0.3592 | 0.4763 | 0.7341 | nan | 0.7579 | 0.7059 | 0.6497 | 0.7445 | 0.0 | 0.0 | 0.0 | 0.6904 | 0.5838 | 0.5555 | 0.6844 | 0.0 | 0.0 |
0.0872 | 13.9062 | 5340 | 0.0520 | 0.3583 | 0.4763 | 0.7371 | nan | 0.7666 | 0.6945 | 0.6777 | 0.7189 | 0.0 | 0.0 | 0.0 | 0.6990 | 0.5804 | 0.5659 | 0.6630 | 0.0 | 0.0 |
0.0138 | 13.9583 | 5360 | 0.0526 | 0.3645 | 0.4910 | 0.7470 | nan | 0.7843 | 0.6775 | 0.6996 | 0.7845 | 0.0 | 0.0 | 0.0 | 0.7105 | 0.5690 | 0.5694 | 0.7027 | 0.0 | 0.0 |
0.0162 | 14.0104 | 5380 | 0.0553 | 0.3534 | 0.4770 | 0.7238 | nan | 0.7720 | 0.6251 | 0.6864 | 0.7787 | 0.0 | 0.0 | 0.0 | 0.6868 | 0.5303 | 0.5591 | 0.6972 | 0.0 | 0.0 |
0.0279 | 14.0625 | 5400 | 0.0549 | 0.3599 | 0.4888 | 0.7374 | nan | 0.7707 | 0.6719 | 0.7120 | 0.7780 | 0.0 | 0.0 | 0.0 | 0.6940 | 0.5482 | 0.5831 | 0.6943 | 0.0 | 0.0 |
0.0148 | 14.1146 | 5420 | 0.0504 | 0.3636 | 0.4970 | 0.7281 | nan | 0.7100 | 0.7784 | 0.6865 | 0.8073 | 0.0 | 0.0 | 0.0 | 0.6689 | 0.5944 | 0.5697 | 0.7124 | 0.0 | 0.0 |
0.1248 | 14.1667 | 5440 | 0.0497 | 0.3668 | 0.4972 | 0.7479 | nan | 0.7575 | 0.7421 | 0.6976 | 0.7858 | 0.0 | 0.0 | 0.0 | 0.7028 | 0.5916 | 0.5742 | 0.6994 | 0.0 | 0.0 |
0.0385 | 14.2188 | 5460 | 0.0507 | 0.3707 | 0.5035 | 0.7537 | nan | 0.7767 | 0.7108 | 0.7271 | 0.8065 | 0.0 | 0.0 | 0.0 | 0.7126 | 0.5868 | 0.5849 | 0.7107 | 0.0 | 0.0 |
0.0314 | 14.2708 | 5480 | 0.0506 | 0.3618 | 0.4843 | 0.7367 | nan | 0.7638 | 0.6932 | 0.6768 | 0.7717 | 0.0 | 0.0 | 0.0 | 0.6982 | 0.5764 | 0.5653 | 0.6928 | 0.0 | 0.0 |
0.0104 | 14.3229 | 5500 | 0.0517 | 0.3640 | 0.4904 | 0.7386 | nan | 0.7699 | 0.6791 | 0.6968 | 0.7965 | 0.0 | 0.0 | 0.0 | 0.6975 | 0.5672 | 0.5755 | 0.7079 | 0.0 | 0.0 |
0.033 | 14.375 | 5520 | 0.0510 | 0.3613 | 0.4827 | 0.7399 | nan | 0.7667 | 0.7043 | 0.6382 | 0.7870 | 0.0 | 0.0 | 0.0 | 0.6981 | 0.5790 | 0.5469 | 0.7050 | 0.0 | 0.0 |
0.0218 | 14.4271 | 5540 | 0.0519 | 0.3602 | 0.4812 | 0.7328 | nan | 0.7554 | 0.7040 | 0.6427 | 0.7850 | 0.0 | 0.0 | 0.0 | 0.6879 | 0.5792 | 0.5489 | 0.7055 | 0.0 | 0.0 |
0.0369 | 14.4792 | 5560 | 0.0531 | 0.3674 | 0.4985 | 0.7369 | nan | 0.7582 | 0.6912 | 0.7274 | 0.8144 | 0.0 | 0.0 | 0.0 | 0.6910 | 0.5718 | 0.5897 | 0.7194 | 0.0 | 0.0 |
0.0208 | 14.5312 | 5580 | 0.0527 | 0.3650 | 0.4999 | 0.7352 | nan | 0.7558 | 0.6861 | 0.7553 | 0.8022 | 0.0 | 0.0 | 0.0 | 0.6915 | 0.5664 | 0.5884 | 0.7087 | 0.0 | 0.0 |
0.0171 | 14.5833 | 5600 | 0.0510 | 0.3642 | 0.4956 | 0.7376 | nan | 0.7620 | 0.6867 | 0.7301 | 0.7948 | 0.0 | 0.0 | 0.0 | 0.6925 | 0.5646 | 0.5867 | 0.7059 | 0.0 | 0.0 |
0.0779 | 14.6354 | 5620 | 0.0517 | 0.3590 | 0.4873 | 0.7333 | nan | 0.7751 | 0.6449 | 0.7173 | 0.7865 | 0.0 | 0.0 | 0.0 | 0.6929 | 0.5382 | 0.5765 | 0.7051 | 0.0 | 0.0 |
0.0225 | 14.6875 | 5640 | 0.0521 | 0.3594 | 0.4859 | 0.7270 | nan | 0.7508 | 0.6816 | 0.6993 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.6808 | 0.5532 | 0.5752 | 0.7063 | 0.0 | 0.0 |
0.0709 | 14.7396 | 5660 | 0.0529 | 0.3565 | 0.4782 | 0.7186 | nan | 0.7435 | 0.6729 | 0.6832 | 0.7697 | 0.0 | 0.0 | 0.0 | 0.6735 | 0.5557 | 0.5701 | 0.6961 | 0.0 | 0.0 |
0.0205 | 14.7917 | 5680 | 0.0533 | 0.3625 | 0.4880 | 0.7359 | nan | 0.7685 | 0.6767 | 0.6650 | 0.8176 | 0.0 | 0.0 | 0.0 | 0.6901 | 0.5557 | 0.5649 | 0.7268 | 0.0 | 0.0 |
0.0354 | 14.8438 | 5700 | 0.0530 | 0.3646 | 0.4934 | 0.7337 | nan | 0.7621 | 0.6749 | 0.7032 | 0.8203 | 0.0 | 0.0 | 0.0 | 0.6879 | 0.5529 | 0.5844 | 0.7269 | 0.0 | 0.0 |
0.0209 | 14.8958 | 5720 | 0.0519 | 0.3681 | 0.4957 | 0.7430 | nan | 0.7561 | 0.7249 | 0.7141 | 0.7790 | 0.0 | 0.0 | 0.0 | 0.6997 | 0.5923 | 0.5876 | 0.6972 | 0.0 | 0.0 |
0.0505 | 14.9479 | 5740 | 0.0517 | 0.3692 | 0.4977 | 0.7444 | nan | 0.7596 | 0.7184 | 0.7331 | 0.7752 | 0.0 | 0.0 | 0.0 | 0.7018 | 0.5906 | 0.5959 | 0.6957 | 0.0 | 0.0 |
0.0092 | 15.0 | 5760 | 0.0517 | 0.3717 | 0.5014 | 0.7436 | nan | 0.7633 | 0.7038 | 0.7263 | 0.8148 | 0.0 | 0.0 | 0.0 | 0.6995 | 0.5843 | 0.5962 | 0.7218 | 0.0 | 0.0 |
0.0172 | 15.0521 | 5780 | 0.0521 | 0.3666 | 0.4945 | 0.7333 | nan | 0.7541 | 0.6896 | 0.7251 | 0.7984 | 0.0 | 0.0 | 0.0 | 0.6882 | 0.5780 | 0.5888 | 0.7114 | 0.0 | 0.0 |
0.0298 | 15.1042 | 5800 | 0.0519 | 0.3724 | 0.5057 | 0.7618 | nan | 0.7799 | 0.7325 | 0.7423 | 0.7798 | 0.0 | 0.0 | 0.0 | 0.7170 | 0.5978 | 0.5981 | 0.6942 | 0.0 | 0.0 |
0.0486 | 15.1562 | 5820 | 0.0518 | 0.3624 | 0.4854 | 0.7361 | nan | 0.7532 | 0.7145 | 0.6873 | 0.7575 | 0.0 | 0.0 | 0.0 | 0.6903 | 0.5873 | 0.5763 | 0.6827 | 0.0 | 0.0 |
0.0476 | 15.2083 | 5840 | 0.0529 | 0.3555 | 0.4759 | 0.7353 | nan | 0.7775 | 0.6600 | 0.6819 | 0.7361 | 0.0 | 0.0 | 0.0 | 0.6986 | 0.5549 | 0.5660 | 0.6690 | 0.0 | 0.0 |
0.0153 | 15.2604 | 5860 | 0.0515 | 0.3653 | 0.4918 | 0.7534 | nan | 0.7775 | 0.7205 | 0.6909 | 0.7617 | 0.0 | 0.0 | 0.0 | 0.7104 | 0.5864 | 0.5757 | 0.6848 | 0.0 | 0.0 |
0.0198 | 15.3125 | 5880 | 0.0519 | 0.3625 | 0.4883 | 0.7302 | nan | 0.7321 | 0.7396 | 0.6886 | 0.7695 | 0.0 | 0.0 | 0.0 | 0.6802 | 0.5937 | 0.5743 | 0.6895 | 0.0 | 0.0 |
0.0232 | 15.3646 | 5900 | 0.0534 | 0.3645 | 0.4910 | 0.7393 | nan | 0.7591 | 0.7076 | 0.6994 | 0.7802 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.5866 | 0.5751 | 0.6938 | 0.0 | 0.0 |
0.0214 | 15.4167 | 5920 | 0.0541 | 0.3587 | 0.4765 | 0.7326 | nan | 0.7629 | 0.6882 | 0.6460 | 0.7618 | 0.0 | 0.0 | 0.0 | 0.6935 | 0.5754 | 0.5543 | 0.6877 | 0.0 | 0.0 |
0.025 | 15.4688 | 5940 | 0.0540 | 0.3634 | 0.4852 | 0.7448 | nan | 0.7784 | 0.6922 | 0.6558 | 0.7846 | 0.0 | 0.0 | 0.0 | 0.7055 | 0.5756 | 0.5606 | 0.7022 | 0.0 | 0.0 |
0.0724 | 15.5208 | 5960 | 0.0517 | 0.3655 | 0.4873 | 0.7421 | nan | 0.7675 | 0.7057 | 0.6585 | 0.7923 | 0.0 | 0.0 | 0.0 | 0.7010 | 0.5805 | 0.5668 | 0.7103 | 0.0 | 0.0 |
0.0635 | 15.5729 | 5980 | 0.0524 | 0.3606 | 0.4815 | 0.7362 | nan | 0.7580 | 0.7075 | 0.6752 | 0.7485 | 0.0 | 0.0 | 0.0 | 0.6948 | 0.5822 | 0.5672 | 0.6797 | 0.0 | 0.0 |
0.0364 | 15.625 | 6000 | 0.0522 | 0.3646 | 0.4892 | 0.7446 | nan | 0.7698 | 0.7058 | 0.6879 | 0.7719 | 0.0 | 0.0 | 0.0 | 0.7030 | 0.5846 | 0.5730 | 0.6914 | 0.0 | 0.0 |
0.0328 | 15.6771 | 6020 | 0.0520 | 0.3636 | 0.4863 | 0.7457 | nan | 0.7682 | 0.7193 | 0.6594 | 0.7711 | 0.0 | 0.0 | 0.0 | 0.7035 | 0.5921 | 0.5591 | 0.6908 | 0.0 | 0.0 |
0.0133 | 15.7292 | 6040 | 0.0524 | 0.3611 | 0.4848 | 0.7417 | nan | 0.7764 | 0.6812 | 0.6880 | 0.7633 | 0.0 | 0.0 | 0.0 | 0.7018 | 0.5684 | 0.5736 | 0.6841 | 0.0 | 0.0 |
0.048 | 15.7812 | 6060 | 0.0523 | 0.3645 | 0.4901 | 0.7463 | nan | 0.7784 | 0.6896 | 0.7006 | 0.7721 | 0.0 | 0.0 | 0.0 | 0.7055 | 0.5720 | 0.5820 | 0.6920 | 0.0 | 0.0 |
0.0363 | 15.8333 | 6080 | 0.0512 | 0.3697 | 0.5032 | 0.7446 | nan | 0.7636 | 0.7037 | 0.7474 | 0.8047 | 0.0 | 0.0 | 0.0 | 0.7009 | 0.5809 | 0.5957 | 0.7105 | 0.0 | 0.0 |
0.0612 | 15.8854 | 6100 | 0.0509 | 0.3712 | 0.5046 | 0.7531 | nan | 0.7679 | 0.7267 | 0.7481 | 0.7850 | 0.0 | 0.0 | 0.0 | 0.7092 | 0.5948 | 0.5961 | 0.6984 | 0.0 | 0.0 |
0.0742 | 15.9375 | 6120 | 0.0519 | 0.3692 | 0.4990 | 0.7441 | nan | 0.7596 | 0.7163 | 0.7296 | 0.7885 | 0.0 | 0.0 | 0.0 | 0.7006 | 0.5903 | 0.5922 | 0.7016 | 0.0 | 0.0 |
0.0418 | 15.9896 | 6140 | 0.0523 | 0.3686 | 0.4933 | 0.7395 | nan | 0.7623 | 0.6994 | 0.6938 | 0.8042 | 0.0 | 0.0 | 0.0 | 0.6976 | 0.5827 | 0.5851 | 0.7150 | 0.0 | 0.0 |
0.0074 | 16.0417 | 6160 | 0.0512 | 0.3662 | 0.4914 | 0.7439 | nan | 0.7579 | 0.7294 | 0.6931 | 0.7683 | 0.0 | 0.0 | 0.0 | 0.6974 | 0.5906 | 0.5835 | 0.6918 | 0.0 | 0.0 |
0.0077 | 16.0938 | 6180 | 0.0518 | 0.3650 | 0.4931 | 0.7400 | nan | 0.7522 | 0.7227 | 0.7277 | 0.7560 | 0.0 | 0.0 | 0.0 | 0.6925 | 0.5896 | 0.5912 | 0.6817 | 0.0 | 0.0 |
0.0174 | 16.1458 | 6200 | 0.0524 | 0.3688 | 0.5009 | 0.7468 | nan | 0.7588 | 0.7264 | 0.7449 | 0.7752 | 0.0 | 0.0 | 0.0 | 0.6997 | 0.5917 | 0.5969 | 0.6933 | 0.0 | 0.0 |
0.0883 | 16.1979 | 6220 | 0.0515 | 0.3718 | 0.5025 | 0.7506 | nan | 0.7684 | 0.7191 | 0.7269 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.7058 | 0.5883 | 0.5974 | 0.7110 | 0.0 | 0.0 |
0.0168 | 16.25 | 6240 | 0.0509 | 0.3665 | 0.4921 | 0.7398 | nan | 0.7617 | 0.7023 | 0.7023 | 0.7861 | 0.0 | 0.0 | 0.0 | 0.6968 | 0.5806 | 0.5843 | 0.7041 | 0.0 | 0.0 |
0.0386 | 16.3021 | 6260 | 0.0509 | 0.3667 | 0.4925 | 0.7425 | nan | 0.7663 | 0.7026 | 0.6935 | 0.7927 | 0.0 | 0.0 | 0.0 | 0.6986 | 0.5804 | 0.5814 | 0.7066 | 0.0 | 0.0 |
0.0165 | 16.3542 | 6280 | 0.0501 | 0.3728 | 0.5044 | 0.7502 | nan | 0.7666 | 0.7208 | 0.7209 | 0.8178 | 0.0 | 0.0 | 0.0 | 0.7024 | 0.5896 | 0.5959 | 0.7215 | 0.0 | 0.0 |
0.0098 | 16.4062 | 6300 | 0.0505 | 0.3690 | 0.4956 | 0.7444 | nan | 0.7677 | 0.7040 | 0.6953 | 0.8065 | 0.0 | 0.0 | 0.0 | 0.7001 | 0.5831 | 0.5834 | 0.7165 | 0.0 | 0.0 |
0.0283 | 16.4583 | 6320 | 0.0507 | 0.3656 | 0.4880 | 0.7432 | nan | 0.7694 | 0.7043 | 0.6651 | 0.7894 | 0.0 | 0.0 | 0.0 | 0.7014 | 0.5828 | 0.5686 | 0.7064 | 0.0 | 0.0 |
0.0237 | 16.5104 | 6340 | 0.0523 | 0.3661 | 0.4894 | 0.7350 | nan | 0.7588 | 0.6938 | 0.6803 | 0.8035 | 0.0 | 0.0 | 0.0 | 0.6927 | 0.5779 | 0.5772 | 0.7147 | 0.0 | 0.0 |
0.0331 | 16.5625 | 6360 | 0.0521 | 0.3679 | 0.4944 | 0.7382 | nan | 0.7639 | 0.6888 | 0.6978 | 0.8159 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.5754 | 0.5830 | 0.7205 | 0.0 | 0.0 |
0.041 | 16.6146 | 6380 | 0.0513 | 0.3677 | 0.4950 | 0.7426 | nan | 0.7739 | 0.6828 | 0.6922 | 0.8210 | 0.0 | 0.0 | 0.0 | 0.6988 | 0.5681 | 0.5829 | 0.7238 | 0.0 | 0.0 |
0.0179 | 16.6667 | 6400 | 0.0521 | 0.3675 | 0.4965 | 0.7424 | nan | 0.7707 | 0.6870 | 0.7041 | 0.8170 | 0.0 | 0.0 | 0.0 | 0.6975 | 0.5675 | 0.5872 | 0.7200 | 0.0 | 0.0 |
0.0305 | 16.7188 | 6420 | 0.0527 | 0.3616 | 0.4836 | 0.7315 | nan | 0.7597 | 0.6840 | 0.6623 | 0.7955 | 0.0 | 0.0 | 0.0 | 0.6881 | 0.5653 | 0.5679 | 0.7098 | 0.0 | 0.0 |
0.0181 | 16.7708 | 6440 | 0.0524 | 0.3642 | 0.4874 | 0.7388 | nan | 0.7666 | 0.6938 | 0.6653 | 0.7988 | 0.0 | 0.0 | 0.0 | 0.6957 | 0.5713 | 0.5701 | 0.7124 | 0.0 | 0.0 |
0.0168 | 16.8229 | 6460 | 0.0525 | 0.3620 | 0.4853 | 0.7381 | nan | 0.7678 | 0.6887 | 0.6725 | 0.7826 | 0.0 | 0.0 | 0.0 | 0.6962 | 0.5695 | 0.5692 | 0.6990 | 0.0 | 0.0 |
0.0093 | 16.875 | 6480 | 0.0528 | 0.3636 | 0.4877 | 0.7322 | nan | 0.7521 | 0.6998 | 0.6835 | 0.7910 | 0.0 | 0.0 | 0.0 | 0.6874 | 0.5753 | 0.5770 | 0.7055 | 0.0 | 0.0 |
0.0144 | 16.9271 | 6500 | 0.0521 | 0.3680 | 0.4939 | 0.7394 | nan | 0.7589 | 0.7056 | 0.7039 | 0.7951 | 0.0 | 0.0 | 0.0 | 0.6960 | 0.5827 | 0.5863 | 0.7109 | 0.0 | 0.0 |
0.0201 | 16.9792 | 6520 | 0.0524 | 0.3691 | 0.4952 | 0.7417 | nan | 0.7627 | 0.7051 | 0.7010 | 0.8025 | 0.0 | 0.0 | 0.0 | 0.6993 | 0.5839 | 0.5848 | 0.7158 | 0.0 | 0.0 |
0.0216 | 17.0312 | 6540 | 0.0520 | 0.3683 | 0.4921 | 0.7414 | nan | 0.7640 | 0.7050 | 0.6849 | 0.7989 | 0.0 | 0.0 | 0.0 | 0.7000 | 0.5826 | 0.5800 | 0.7156 | 0.0 | 0.0 |
0.0555 | 17.0833 | 6560 | 0.0511 | 0.3703 | 0.4971 | 0.7434 | nan | 0.7625 | 0.7107 | 0.7039 | 0.8056 | 0.0 | 0.0 | 0.0 | 0.7001 | 0.5857 | 0.5877 | 0.7184 | 0.0 | 0.0 |
0.0134 | 17.1354 | 6580 | 0.0523 | 0.3662 | 0.4878 | 0.7413 | nan | 0.7691 | 0.6984 | 0.6589 | 0.8008 | 0.0 | 0.0 | 0.0 | 0.6994 | 0.5811 | 0.5654 | 0.7175 | 0.0 | 0.0 |
0.0053 | 17.1875 | 6600 | 0.0519 | 0.3686 | 0.4928 | 0.7477 | nan | 0.7716 | 0.7139 | 0.6619 | 0.8093 | 0.0 | 0.0 | 0.0 | 0.7043 | 0.5873 | 0.5678 | 0.7210 | 0.0 | 0.0 |
0.0213 | 17.2396 | 6620 | 0.0516 | 0.3658 | 0.4871 | 0.7433 | nan | 0.7698 | 0.7063 | 0.6495 | 0.7968 | 0.0 | 0.0 | 0.0 | 0.7020 | 0.5835 | 0.5607 | 0.7146 | 0.0 | 0.0 |
0.0343 | 17.2917 | 6640 | 0.0521 | 0.3711 | 0.5014 | 0.7485 | nan | 0.7633 | 0.7252 | 0.7139 | 0.8060 | 0.0 | 0.0 | 0.0 | 0.7026 | 0.5896 | 0.5910 | 0.7143 | 0.0 | 0.0 |
0.0148 | 17.3438 | 6660 | 0.0532 | 0.3708 | 0.4998 | 0.7461 | nan | 0.7656 | 0.7119 | 0.7072 | 0.8140 | 0.0 | 0.0 | 0.0 | 0.7012 | 0.5853 | 0.5879 | 0.7212 | 0.0 | 0.0 |
0.0299 | 17.3958 | 6680 | 0.0538 | 0.3675 | 0.4962 | 0.7416 | nan | 0.7670 | 0.6912 | 0.7244 | 0.7945 | 0.0 | 0.0 | 0.0 | 0.6986 | 0.5747 | 0.5909 | 0.7083 | 0.0 | 0.0 |
0.0212 | 17.4479 | 6700 | 0.0539 | 0.3675 | 0.4957 | 0.7468 | nan | 0.7721 | 0.7005 | 0.7202 | 0.7814 | 0.0 | 0.0 | 0.0 | 0.7035 | 0.5795 | 0.5898 | 0.6995 | 0.0 | 0.0 |
0.0077 | 17.5 | 6720 | 0.0536 | 0.3673 | 0.4933 | 0.7413 | nan | 0.7594 | 0.7134 | 0.7000 | 0.7868 | 0.0 | 0.0 | 0.0 | 0.6954 | 0.5858 | 0.5856 | 0.7040 | 0.0 | 0.0 |
0.0076 | 17.5521 | 6740 | 0.0542 | 0.3667 | 0.4927 | 0.7386 | nan | 0.7610 | 0.6983 | 0.7031 | 0.7940 | 0.0 | 0.0 | 0.0 | 0.6938 | 0.5799 | 0.5861 | 0.7070 | 0.0 | 0.0 |
0.0408 | 17.6042 | 6760 | 0.0540 | 0.3651 | 0.4885 | 0.7317 | nan | 0.7508 | 0.7004 | 0.6829 | 0.7972 | 0.0 | 0.0 | 0.0 | 0.6852 | 0.5812 | 0.5783 | 0.7113 | 0.0 | 0.0 |
0.0157 | 17.6562 | 6780 | 0.0534 | 0.3643 | 0.4901 | 0.7412 | nan | 0.7685 | 0.6930 | 0.7000 | 0.7789 | 0.0 | 0.0 | 0.0 | 0.6981 | 0.5774 | 0.5801 | 0.6947 | 0.0 | 0.0 |
0.0442 | 17.7083 | 6800 | 0.0532 | 0.3610 | 0.4805 | 0.7379 | nan | 0.7652 | 0.7000 | 0.6560 | 0.7620 | 0.0 | 0.0 | 0.0 | 0.6956 | 0.5814 | 0.5619 | 0.6883 | 0.0 | 0.0 |
0.0135 | 17.7604 | 6820 | 0.0546 | 0.3639 | 0.4887 | 0.7346 | nan | 0.7526 | 0.7055 | 0.7039 | 0.7702 | 0.0 | 0.0 | 0.0 | 0.6895 | 0.5852 | 0.5825 | 0.6903 | 0.0 | 0.0 |
0.0246 | 17.8125 | 6840 | 0.0519 | 0.3631 | 0.4871 | 0.7401 | nan | 0.7649 | 0.7004 | 0.6945 | 0.7630 | 0.0 | 0.0 | 0.0 | 0.6976 | 0.5824 | 0.5780 | 0.6839 | 0.0 | 0.0 |
0.0182 | 17.8646 | 6860 | 0.0522 | 0.3619 | 0.4837 | 0.7344 | nan | 0.7551 | 0.7050 | 0.6788 | 0.7633 | 0.0 | 0.0 | 0.0 | 0.6894 | 0.5849 | 0.5724 | 0.6866 | 0.0 | 0.0 |
0.0198 | 17.9167 | 6880 | 0.0530 | 0.3625 | 0.4853 | 0.7328 | nan | 0.7523 | 0.7030 | 0.6933 | 0.7632 | 0.0 | 0.0 | 0.0 | 0.6874 | 0.5840 | 0.5779 | 0.6881 | 0.0 | 0.0 |
0.0141 | 17.9688 | 6900 | 0.0536 | 0.3652 | 0.4934 | 0.7354 | nan | 0.7550 | 0.6973 | 0.7221 | 0.7858 | 0.0 | 0.0 | 0.0 | 0.6884 | 0.5801 | 0.5889 | 0.6993 | 0.0 | 0.0 |
0.0172 | 18.0208 | 6920 | 0.0541 | 0.3660 | 0.4942 | 0.7415 | nan | 0.7647 | 0.6993 | 0.7087 | 0.7926 | 0.0 | 0.0 | 0.0 | 0.6948 | 0.5803 | 0.5858 | 0.7014 | 0.0 | 0.0 |
0.0349 | 18.0729 | 6940 | 0.0534 | 0.3634 | 0.4861 | 0.7319 | nan | 0.7483 | 0.7108 | 0.6708 | 0.7866 | 0.0 | 0.0 | 0.0 | 0.6840 | 0.5862 | 0.5710 | 0.7022 | 0.0 | 0.0 |
0.0325 | 18.125 | 6960 | 0.0536 | 0.3616 | 0.4826 | 0.7297 | nan | 0.7531 | 0.6926 | 0.6707 | 0.7791 | 0.0 | 0.0 | 0.0 | 0.6850 | 0.5770 | 0.5704 | 0.6989 | 0.0 | 0.0 |
0.0217 | 18.1771 | 6980 | 0.0539 | 0.3635 | 0.4882 | 0.7324 | nan | 0.7543 | 0.6935 | 0.6982 | 0.7830 | 0.0 | 0.0 | 0.0 | 0.6873 | 0.5772 | 0.5811 | 0.6992 | 0.0 | 0.0 |
0.0115 | 18.2292 | 7000 | 0.0530 | 0.3654 | 0.4888 | 0.7433 | nan | 0.7730 | 0.6949 | 0.6686 | 0.7963 | 0.0 | 0.0 | 0.0 | 0.7004 | 0.5781 | 0.5702 | 0.7094 | 0.0 | 0.0 |
0.0163 | 18.2812 | 7020 | 0.0527 | 0.3710 | 0.5011 | 0.7496 | nan | 0.7698 | 0.7140 | 0.7158 | 0.8070 | 0.0 | 0.0 | 0.0 | 0.7041 | 0.5879 | 0.5928 | 0.7119 | 0.0 | 0.0 |
0.0297 | 18.3333 | 7040 | 0.0518 | 0.3681 | 0.4946 | 0.7377 | nan | 0.7563 | 0.7042 | 0.7067 | 0.8006 | 0.0 | 0.0 | 0.0 | 0.6926 | 0.5837 | 0.5888 | 0.7115 | 0.0 | 0.0 |
0.0414 | 18.3854 | 7060 | 0.0524 | 0.3669 | 0.4918 | 0.7366 | nan | 0.7577 | 0.6999 | 0.6955 | 0.7979 | 0.0 | 0.0 | 0.0 | 0.6921 | 0.5822 | 0.5837 | 0.7102 | 0.0 | 0.0 |
0.0326 | 18.4375 | 7080 | 0.0535 | 0.3648 | 0.4863 | 0.7393 | nan | 0.7654 | 0.6998 | 0.6613 | 0.7911 | 0.0 | 0.0 | 0.0 | 0.6972 | 0.5815 | 0.5670 | 0.7080 | 0.0 | 0.0 |
0.0857 | 18.4896 | 7100 | 0.0531 | 0.3674 | 0.4927 | 0.7409 | nan | 0.7619 | 0.7069 | 0.6887 | 0.7987 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.5839 | 0.5808 | 0.7106 | 0.0 | 0.0 |
0.0262 | 18.5417 | 7120 | 0.0536 | 0.3668 | 0.4908 | 0.7394 | nan | 0.7623 | 0.7017 | 0.6848 | 0.7958 | 0.0 | 0.0 | 0.0 | 0.6959 | 0.5826 | 0.5798 | 0.7091 | 0.0 | 0.0 |
0.0569 | 18.5938 | 7140 | 0.0543 | 0.3681 | 0.4935 | 0.7450 | nan | 0.7685 | 0.7070 | 0.6890 | 0.7966 | 0.0 | 0.0 | 0.0 | 0.7012 | 0.5853 | 0.5817 | 0.7088 | 0.0 | 0.0 |
0.0143 | 18.6458 | 7160 | 0.0523 | 0.3692 | 0.4953 | 0.7464 | nan | 0.7695 | 0.7074 | 0.7021 | 0.7928 | 0.0 | 0.0 | 0.0 | 0.7033 | 0.5854 | 0.5886 | 0.7075 | 0.0 | 0.0 |
0.0136 | 18.6979 | 7180 | 0.0524 | 0.3677 | 0.4942 | 0.7432 | nan | 0.7654 | 0.7044 | 0.7118 | 0.7834 | 0.0 | 0.0 | 0.0 | 0.7002 | 0.5840 | 0.5904 | 0.6996 | 0.0 | 0.0 |
0.034 | 18.75 | 7200 | 0.0528 | 0.3679 | 0.4925 | 0.7456 | nan | 0.7736 | 0.6971 | 0.6960 | 0.7884 | 0.0 | 0.0 | 0.0 | 0.7045 | 0.5807 | 0.5846 | 0.7052 | 0.0 | 0.0 |
0.0172 | 18.8021 | 7220 | 0.0524 | 0.3690 | 0.4950 | 0.7458 | nan | 0.7700 | 0.7045 | 0.6973 | 0.7981 | 0.0 | 0.0 | 0.0 | 0.7021 | 0.5836 | 0.5866 | 0.7110 | 0.0 | 0.0 |
0.0415 | 18.8542 | 7240 | 0.0520 | 0.3685 | 0.4953 | 0.7422 | nan | 0.7661 | 0.6979 | 0.7072 | 0.8007 | 0.0 | 0.0 | 0.0 | 0.6979 | 0.5801 | 0.5902 | 0.7114 | 0.0 | 0.0 |
0.0157 | 18.9062 | 7260 | 0.0526 | 0.3677 | 0.4928 | 0.7443 | nan | 0.7704 | 0.7000 | 0.6889 | 0.7976 | 0.0 | 0.0 | 0.0 | 0.7010 | 0.5808 | 0.5821 | 0.7101 | 0.0 | 0.0 |
0.0099 | 18.9583 | 7280 | 0.0525 | 0.3691 | 0.4954 | 0.7476 | nan | 0.7718 | 0.7071 | 0.6999 | 0.7935 | 0.0 | 0.0 | 0.0 | 0.7042 | 0.5844 | 0.5874 | 0.7079 | 0.0 | 0.0 |
0.0165 | 19.0104 | 7300 | 0.0529 | 0.3673 | 0.4925 | 0.7427 | nan | 0.7638 | 0.7094 | 0.6938 | 0.7879 | 0.0 | 0.0 | 0.0 | 0.6983 | 0.5855 | 0.5832 | 0.7038 | 0.0 | 0.0 |
0.0287 | 19.0625 | 7320 | 0.0531 | 0.3655 | 0.4889 | 0.7383 | nan | 0.7598 | 0.7053 | 0.6812 | 0.7870 | 0.0 | 0.0 | 0.0 | 0.6940 | 0.5839 | 0.5768 | 0.7041 | 0.0 | 0.0 |
0.0155 | 19.1146 | 7340 | 0.0535 | 0.3666 | 0.4925 | 0.7438 | nan | 0.7696 | 0.6993 | 0.6997 | 0.7863 | 0.0 | 0.0 | 0.0 | 0.7007 | 0.5806 | 0.5839 | 0.7012 | 0.0 | 0.0 |
0.02 | 19.1667 | 7360 | 0.0528 | 0.3674 | 0.4932 | 0.7433 | nan | 0.7664 | 0.7051 | 0.6933 | 0.7941 | 0.0 | 0.0 | 0.0 | 0.6990 | 0.5828 | 0.5827 | 0.7074 | 0.0 | 0.0 |
0.0099 | 19.2188 | 7380 | 0.0521 | 0.3673 | 0.4925 | 0.7397 | nan | 0.7609 | 0.7044 | 0.6926 | 0.7969 | 0.0 | 0.0 | 0.0 | 0.6946 | 0.5829 | 0.5828 | 0.7104 | 0.0 | 0.0 |
0.0096 | 19.2708 | 7400 | 0.0526 | 0.3666 | 0.4938 | 0.7403 | nan | 0.7597 | 0.7072 | 0.7091 | 0.7866 | 0.0 | 0.0 | 0.0 | 0.6945 | 0.5840 | 0.5872 | 0.7007 | 0.0 | 0.0 |
0.0212 | 19.3229 | 7420 | 0.0534 | 0.3665 | 0.4928 | 0.7414 | nan | 0.7644 | 0.7014 | 0.7015 | 0.7897 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.5808 | 0.5847 | 0.7035 | 0.0 | 0.0 |
0.1154 | 19.375 | 7440 | 0.0537 | 0.3662 | 0.4911 | 0.7447 | nan | 0.7693 | 0.7063 | 0.6836 | 0.7875 | 0.0 | 0.0 | 0.0 | 0.7007 | 0.5827 | 0.5770 | 0.7034 | 0.0 | 0.0 |
0.0048 | 19.4271 | 7460 | 0.0526 | 0.3652 | 0.4886 | 0.7435 | nan | 0.7682 | 0.7080 | 0.6650 | 0.7903 | 0.0 | 0.0 | 0.0 | 0.6993 | 0.5825 | 0.5684 | 0.7064 | 0.0 | 0.0 |
0.0591 | 19.4792 | 7480 | 0.0529 | 0.3654 | 0.4895 | 0.7421 | nan | 0.7674 | 0.7025 | 0.6754 | 0.7919 | 0.0 | 0.0 | 0.0 | 0.6979 | 0.5800 | 0.5736 | 0.7065 | 0.0 | 0.0 |
0.063 | 19.5312 | 7500 | 0.0529 | 0.3670 | 0.4917 | 0.7422 | nan | 0.7613 | 0.7159 | 0.6756 | 0.7972 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.5858 | 0.5754 | 0.7115 | 0.0 | 0.0 |
0.0237 | 19.5833 | 7520 | 0.0523 | 0.3663 | 0.4914 | 0.7409 | nan | 0.7604 | 0.7117 | 0.6885 | 0.7876 | 0.0 | 0.0 | 0.0 | 0.6954 | 0.5846 | 0.5796 | 0.7041 | 0.0 | 0.0 |
0.0184 | 19.6354 | 7540 | 0.0525 | 0.3680 | 0.4938 | 0.7461 | nan | 0.7685 | 0.7117 | 0.6867 | 0.7956 | 0.0 | 0.0 | 0.0 | 0.7017 | 0.5848 | 0.5804 | 0.7094 | 0.0 | 0.0 |
0.0322 | 19.6875 | 7560 | 0.0529 | 0.3677 | 0.4936 | 0.7462 | nan | 0.7675 | 0.7142 | 0.6901 | 0.7896 | 0.0 | 0.0 | 0.0 | 0.7014 | 0.5858 | 0.5814 | 0.7056 | 0.0 | 0.0 |
0.0226 | 19.7396 | 7580 | 0.0521 | 0.3679 | 0.4951 | 0.7417 | nan | 0.7593 | 0.7132 | 0.7032 | 0.7947 | 0.0 | 0.0 | 0.0 | 0.6956 | 0.5856 | 0.5868 | 0.7076 | 0.0 | 0.0 |
0.0243 | 19.7917 | 7600 | 0.0527 | 0.3692 | 0.4969 | 0.7472 | nan | 0.7687 | 0.7116 | 0.7005 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.7020 | 0.5851 | 0.5863 | 0.7108 | 0.0 | 0.0 |
0.0238 | 19.8438 | 7620 | 0.0521 | 0.3679 | 0.4953 | 0.7438 | nan | 0.7650 | 0.7073 | 0.7070 | 0.7922 | 0.0 | 0.0 | 0.0 | 0.6990 | 0.5835 | 0.5872 | 0.7059 | 0.0 | 0.0 |
0.0295 | 19.8958 | 7640 | 0.0524 | 0.3682 | 0.4952 | 0.7421 | nan | 0.7600 | 0.7134 | 0.7014 | 0.7965 | 0.0 | 0.0 | 0.0 | 0.6962 | 0.5860 | 0.5863 | 0.7089 | 0.0 | 0.0 |
0.0255 | 19.9479 | 7660 | 0.0520 | 0.3658 | 0.4907 | 0.7407 | nan | 0.7628 | 0.7046 | 0.6968 | 0.7803 | 0.0 | 0.0 | 0.0 | 0.6969 | 0.5825 | 0.5819 | 0.6993 | 0.0 | 0.0 |
0.0098 | 20.0 | 7680 | 0.0525 | 0.3669 | 0.4931 | 0.7435 | nan | 0.7624 | 0.7149 | 0.7010 | 0.7802 | 0.0 | 0.0 | 0.0 | 0.6984 | 0.5866 | 0.5845 | 0.6987 | 0.0 | 0.0 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Downloads last month
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Model tree for saad7489/segformer-b0-finetuned-segments-Sixgun8-12-2024
Base model
nvidia/mit-b0