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---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-GDxrayknife8-13-2024
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b0-finetuned-segments-GDxrayknife8-13-2024
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the saad7489/SIXray_Gun dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0561
- Mean Iou: 0.4235
- Mean Accuracy: 0.5927
- Overall Accuracy: 0.7225
- Accuracy No-label: nan
- Accuracy Object1: 0.7526
- Accuracy Object2: 0.6585
- Accuracy Object3: 0.6838
- Accuracy Object4: 0.8686
- Accuracy Object5: 0.0
- Accuracy Object6: nan
- Iou No-label: 0.0
- Iou Object1: 0.6864
- Iou Object2: 0.5293
- Iou Object3: 0.5653
- Iou Object4: 0.7603
- Iou Object5: 0.0
- Iou Object6: nan
## 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 |
|:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-----------------:|:----------------:|:----------------:|:----------------:|:----------------:|:----------------:|:----------------:|:------------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|
| 1.7488 | 0.0521 | 20 | 1.7775 | 0.0993 | 0.1939 | 0.4986 | nan | 0.7082 | 0.1747 | 0.0854 | 0.0013 | 0.0 | nan | 0.0 | 0.5077 | 0.1311 | 0.0549 | 0.0012 | 0.0 | 0.0 |
| 1.3386 | 0.1042 | 40 | 1.3230 | 0.1026 | 0.1949 | 0.4450 | nan | 0.5158 | 0.4505 | 0.0083 | 0.0 | 0.0 | nan | 0.0 | 0.4229 | 0.2870 | 0.0080 | 0.0 | 0.0 | 0.0 |
| 1.1443 | 0.1562 | 60 | 0.9849 | 0.0671 | 0.1181 | 0.3460 | nan | 0.5198 | 0.0707 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.4029 | 0.0668 | 0.0001 | 0.0 | 0.0 | 0.0 |
| 1.0437 | 0.2083 | 80 | 1.0213 | 0.0657 | 0.1207 | 0.3716 | nan | 0.5803 | 0.0234 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.4372 | 0.0230 | 0.0000 | 0.0 | 0.0 | 0.0 |
| 0.9232 | 0.2604 | 100 | 0.8117 | 0.0609 | 0.1097 | 0.3390 | nan | 0.5310 | 0.0175 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4088 | 0.0173 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7744 | 0.3125 | 120 | 0.7445 | 0.0856 | 0.1428 | 0.3541 | nan | 0.4517 | 0.2625 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3822 | 0.2170 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8207 | 0.3646 | 140 | 0.6269 | 0.0656 | 0.0965 | 0.2921 | nan | 0.4505 | 0.0318 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3621 | 0.0314 | 0.0 | 0.0 | 0.0 | nan |
| 0.5874 | 0.4167 | 160 | 0.5686 | 0.0716 | 0.1124 | 0.3527 | nan | 0.5590 | 0.0029 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4264 | 0.0029 | 0.0 | 0.0 | 0.0 | nan |
| 0.4709 | 0.4688 | 180 | 0.4631 | 0.0611 | 0.0926 | 0.2915 | nan | 0.4630 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3664 | 0.0001 | 0.0 | 0.0 | 0.0 | nan |
| 0.404 | 0.5208 | 200 | 0.4336 | 0.0731 | 0.1171 | 0.3672 | nan | 0.5814 | 0.0044 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4343 | 0.0043 | 0.0 | 0.0 | 0.0 | nan |
| 0.3699 | 0.5729 | 220 | 0.3326 | 0.0572 | 0.0854 | 0.2689 | nan | 0.4270 | 0.0001 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3433 | 0.0001 | 0.0 | 0.0 | 0.0 | nan |
| 0.297 | 0.625 | 240 | 0.2986 | 0.0648 | 0.0959 | 0.2912 | nan | 0.4504 | 0.0289 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3605 | 0.0284 | 0.0 | 0.0 | 0.0 | nan |
| 0.2458 | 0.6771 | 260 | 0.2437 | 0.0767 | 0.1159 | 0.3426 | nan | 0.5184 | 0.0610 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4036 | 0.0565 | 0.0 | 0.0 | 0.0 | nan |
| 0.2374 | 0.7292 | 280 | 0.2428 | 0.0814 | 0.1244 | 0.3258 | nan | 0.4413 | 0.1808 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3536 | 0.1347 | 0.0 | 0.0 | 0.0 | nan |
| 0.1888 | 0.7812 | 300 | 0.2050 | 0.0563 | 0.0779 | 0.2362 | nan | 0.3646 | 0.0250 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3129 | 0.0248 | 0.0 | 0.0 | 0.0 | nan |
| 0.1678 | 0.8333 | 320 | 0.2032 | 0.0734 | 0.1122 | 0.3495 | nan | 0.5506 | 0.0105 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4301 | 0.0105 | 0.0 | 0.0 | 0.0 | nan |
| 0.2112 | 0.8854 | 340 | 0.1793 | 0.0750 | 0.1175 | 0.3697 | nan | 0.5871 | 0.0005 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4493 | 0.0005 | 0.0 | 0.0 | 0.0 | nan |
| 0.2223 | 0.9375 | 360 | 0.1728 | 0.0695 | 0.1005 | 0.3038 | nan | 0.4681 | 0.0343 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3838 | 0.0335 | 0.0 | 0.0 | 0.0 | nan |
| 0.1834 | 0.9896 | 380 | 0.1593 | 0.0838 | 0.1369 | 0.4297 | nan | 0.6811 | 0.0036 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4989 | 0.0036 | 0.0 | 0.0 | 0.0 | nan |
| 0.1505 | 1.0417 | 400 | 0.1495 | 0.0812 | 0.1206 | 0.3591 | nan | 0.5465 | 0.0567 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4318 | 0.0552 | 0.0 | 0.0 | 0.0 | nan |
| 0.2999 | 1.0938 | 420 | 0.1437 | 0.0749 | 0.1151 | 0.3586 | nan | 0.5654 | 0.0102 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4390 | 0.0102 | 0.0 | 0.0 | 0.0 | nan |
| 0.1422 | 1.1458 | 440 | 0.1278 | 0.0888 | 0.1342 | 0.3967 | nan | 0.6002 | 0.0708 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4643 | 0.0686 | 0.0 | 0.0 | 0.0 | nan |
| 0.0899 | 1.1979 | 460 | 0.1277 | 0.0796 | 0.1236 | 0.3780 | nan | 0.5876 | 0.0305 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4473 | 0.0301 | 0.0 | 0.0 | 0.0 | nan |
| 0.0842 | 1.25 | 480 | 0.1211 | 0.1106 | 0.1557 | 0.3951 | nan | 0.5174 | 0.2611 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4364 | 0.2271 | 0.0 | 0.0 | 0.0 | nan |
| 0.1132 | 1.3021 | 500 | 0.1445 | 0.1158 | 0.1918 | 0.5614 | nan | 0.8427 | 0.1163 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5814 | 0.1136 | 0.0 | 0.0 | 0.0 | nan |
| 0.1057 | 1.3542 | 520 | 0.1170 | 0.0899 | 0.1212 | 0.3288 | nan | 0.4611 | 0.1449 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.3993 | 0.1399 | 0.0 | 0.0 | 0.0 | nan |
| 0.0707 | 1.4062 | 540 | 0.1086 | 0.1301 | 0.1872 | 0.4588 | nan | 0.5775 | 0.3588 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4877 | 0.2931 | 0.0 | 0.0 | 0.0 | nan |
| 0.088 | 1.4583 | 560 | 0.1073 | 0.1269 | 0.1817 | 0.4716 | nan | 0.6330 | 0.2754 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5072 | 0.2540 | 0.0 | 0.0 | 0.0 | nan |
| 0.1467 | 1.5104 | 580 | 0.1011 | 0.1167 | 0.1653 | 0.4414 | nan | 0.6094 | 0.2173 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4911 | 0.2091 | 0.0 | 0.0 | 0.0 | nan |
| 0.1067 | 1.5625 | 600 | 0.1076 | 0.1498 | 0.2209 | 0.5721 | nan | 0.7660 | 0.3383 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5899 | 0.3087 | 0.0 | 0.0 | 0.0 | nan |
| 0.0877 | 1.6146 | 620 | 0.0994 | 0.1405 | 0.2044 | 0.5174 | nan | 0.6757 | 0.3463 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5323 | 0.3105 | 0.0 | 0.0 | 0.0 | nan |
| 0.0393 | 1.6667 | 640 | 0.0929 | 0.1489 | 0.2148 | 0.5343 | nan | 0.6840 | 0.3902 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5511 | 0.3424 | 0.0 | 0.0 | 0.0 | nan |
| 0.0527 | 1.7188 | 660 | 0.0982 | 0.1307 | 0.1835 | 0.4623 | nan | 0.6006 | 0.3171 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4941 | 0.2901 | 0.0 | 0.0 | 0.0 | nan |
| 0.1103 | 1.7708 | 680 | 0.0913 | 0.1336 | 0.1960 | 0.5202 | nan | 0.7140 | 0.2662 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5462 | 0.2552 | 0.0 | 0.0 | 0.0 | nan |
| 0.0817 | 1.8229 | 700 | 0.0919 | 0.1429 | 0.2010 | 0.4741 | nan | 0.5693 | 0.4357 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4841 | 0.3735 | 0.0 | 0.0 | 0.0 | nan |
| 0.0711 | 1.875 | 720 | 0.0891 | 0.1288 | 0.1812 | 0.4703 | nan | 0.6312 | 0.2746 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5098 | 0.2633 | 0.0 | 0.0 | 0.0 | nan |
| 0.0764 | 1.9271 | 740 | 0.0846 | 0.1471 | 0.2170 | 0.4952 | nan | 0.5688 | 0.5161 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4870 | 0.3957 | 0.0 | 0.0 | 0.0 | nan |
| 0.0709 | 1.9792 | 760 | 0.0943 | 0.1707 | 0.2460 | 0.6089 | nan | 0.7754 | 0.4546 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6166 | 0.4077 | 0.0 | 0.0 | 0.0 | nan |
| 0.0839 | 2.0312 | 780 | 0.0960 | 0.1642 | 0.2490 | 0.5599 | nan | 0.6298 | 0.6153 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5420 | 0.4434 | 0.0 | 0.0 | 0.0 | nan |
| 0.0455 | 2.0833 | 800 | 0.0802 | 0.1549 | 0.2157 | 0.5326 | nan | 0.6763 | 0.4021 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5553 | 0.3743 | 0.0 | 0.0 | 0.0 | nan |
| 0.0693 | 2.1354 | 820 | 0.0802 | 0.1600 | 0.2285 | 0.5269 | nan | 0.6139 | 0.5287 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5183 | 0.4415 | 0.0 | 0.0 | 0.0 | nan |
| 0.1028 | 2.1875 | 840 | 0.0799 | 0.1622 | 0.2300 | 0.5289 | nan | 0.6140 | 0.5360 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.5317 | 0.4417 | 0.0000 | 0.0 | 0.0 | nan |
| 0.0397 | 2.2396 | 860 | 0.0824 | 0.1723 | 0.2485 | 0.6090 | nan | 0.7666 | 0.4761 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.6133 | 0.4203 | 0.0 | 0.0 | 0.0 | nan |
| 0.1475 | 2.2917 | 880 | 0.0794 | 0.1728 | 0.2457 | 0.5931 | nan | 0.7333 | 0.4951 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.5962 | 0.4405 | 0.0 | 0.0 | 0.0 | nan |
| 0.0418 | 2.3438 | 900 | 0.0801 | 0.1784 | 0.2626 | 0.6157 | nan | 0.7342 | 0.5776 | 0.0013 | 0.0 | 0.0 | nan | 0.0 | 0.6090 | 0.4601 | 0.0013 | 0.0 | 0.0 | nan |
| 0.0647 | 2.3958 | 920 | 0.0785 | 0.1609 | 0.2179 | 0.4971 | nan | 0.5744 | 0.5082 | 0.0070 | 0.0 | 0.0 | nan | 0.0 | 0.5167 | 0.4415 | 0.0070 | 0.0 | 0.0 | nan |
| 0.0972 | 2.4479 | 940 | 0.0756 | 0.1723 | 0.2404 | 0.5674 | nan | 0.6818 | 0.5202 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.5774 | 0.4565 | 0.0001 | 0.0 | 0.0 | nan |
| 0.0824 | 2.5 | 960 | 0.0801 | 0.1758 | 0.2720 | 0.5958 | nan | 0.6488 | 0.7046 | 0.0007 | 0.0056 | 0.0 | nan | 0.0 | 0.5650 | 0.4835 | 0.0007 | 0.0056 | 0.0 | nan |
| 0.2557 | 2.5521 | 980 | 0.0908 | 0.1394 | 0.1843 | 0.4334 | nan | 0.5182 | 0.4034 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.4690 | 0.3673 | 0.0 | 0.0 | 0.0 | nan |
| 0.086 | 2.6042 | 1000 | 0.0758 | 0.1812 | 0.2556 | 0.5616 | nan | 0.6238 | 0.6289 | 0.0248 | 0.0008 | 0.0 | nan | 0.0 | 0.5605 | 0.5011 | 0.0247 | 0.0008 | 0.0 | nan |
| 0.105 | 2.6562 | 1020 | 0.0726 | 0.1902 | 0.2639 | 0.5977 | nan | 0.7339 | 0.4855 | 0.0860 | 0.0140 | 0.0 | nan | 0.0 | 0.6103 | 0.4337 | 0.0835 | 0.0140 | 0.0 | nan |
| 0.0608 | 2.7083 | 1040 | 0.0721 | 0.2068 | 0.2909 | 0.5581 | nan | 0.6183 | 0.5601 | 0.2719 | 0.0044 | 0.0 | nan | 0.0 | 0.5591 | 0.4681 | 0.2095 | 0.0044 | 0.0 | nan |
| 0.0654 | 2.7604 | 1060 | 0.0702 | 0.2152 | 0.3037 | 0.6229 | nan | 0.7132 | 0.5993 | 0.1985 | 0.0074 | 0.0 | nan | 0.0 | 0.6063 | 0.4944 | 0.1830 | 0.0074 | 0.0 | nan |
| 0.0697 | 2.8125 | 1080 | 0.0764 | 0.2428 | 0.3580 | 0.6306 | nan | 0.6600 | 0.7048 | 0.3540 | 0.0711 | 0.0 | nan | 0.0 | 0.5994 | 0.5203 | 0.2675 | 0.0695 | 0.0 | nan |
| 0.0727 | 2.8646 | 1100 | 0.0762 | 0.2222 | 0.3180 | 0.6748 | nan | 0.8030 | 0.5918 | 0.1458 | 0.0493 | 0.0 | nan | 0.0 | 0.6545 | 0.4886 | 0.1409 | 0.0490 | 0.0 | nan |
| 0.056 | 2.9167 | 1120 | 0.0747 | 0.1802 | 0.2442 | 0.5356 | nan | 0.6446 | 0.4581 | 0.1055 | 0.0128 | 0.0 | nan | 0.0 | 0.5422 | 0.4248 | 0.1014 | 0.0128 | 0.0 | nan |
| 0.1619 | 2.9688 | 1140 | 0.0690 | 0.1990 | 0.2730 | 0.5805 | nan | 0.6863 | 0.5175 | 0.1421 | 0.0190 | 0.0 | nan | 0.0 | 0.5848 | 0.4566 | 0.1334 | 0.0189 | 0.0 | nan |
| 0.0559 | 3.0208 | 1160 | 0.0671 | 0.2141 | 0.2937 | 0.5962 | nan | 0.6951 | 0.5498 | 0.1397 | 0.0836 | 0.0 | nan | 0.0 | 0.5967 | 0.4733 | 0.1324 | 0.0824 | 0.0 | nan |
| 0.0208 | 3.0729 | 1180 | 0.0675 | 0.2355 | 0.3215 | 0.6161 | nan | 0.7208 | 0.5394 | 0.2068 | 0.1406 | 0.0 | nan | 0.0 | 0.6058 | 0.4810 | 0.1907 | 0.1357 | 0.0 | nan |
| 0.0485 | 3.125 | 1200 | 0.0659 | 0.2525 | 0.3529 | 0.6397 | nan | 0.7210 | 0.5982 | 0.3216 | 0.1238 | 0.0 | nan | 0.0 | 0.6238 | 0.4961 | 0.2742 | 0.1210 | 0.0 | nan |
| 0.0513 | 3.1771 | 1220 | 0.0655 | 0.2361 | 0.3307 | 0.6303 | nan | 0.7034 | 0.6353 | 0.2210 | 0.0937 | 0.0 | nan | 0.0 | 0.6230 | 0.4974 | 0.2030 | 0.0930 | 0.0 | nan |
| 0.0493 | 3.2292 | 1240 | 0.0662 | 0.2428 | 0.3282 | 0.6218 | nan | 0.7538 | 0.4574 | 0.3060 | 0.1239 | 0.0 | nan | 0.0 | 0.6342 | 0.4322 | 0.2685 | 0.1219 | 0.0 | nan |
| 0.1719 | 3.2812 | 1260 | 0.0653 | 0.2821 | 0.3972 | 0.6473 | nan | 0.6991 | 0.6439 | 0.4044 | 0.2385 | 0.0 | nan | 0.0 | 0.6286 | 0.5154 | 0.3164 | 0.2322 | 0.0 | nan |
| 0.0398 | 3.3333 | 1280 | 0.0661 | 0.2521 | 0.3503 | 0.5903 | nan | 0.6230 | 0.6429 | 0.3076 | 0.1783 | 0.0 | nan | 0.0 | 0.5716 | 0.5070 | 0.2639 | 0.1702 | 0.0 | nan |
| 0.028 | 3.3854 | 1300 | 0.0663 | 0.2631 | 0.3656 | 0.6215 | nan | 0.7133 | 0.5149 | 0.4195 | 0.1804 | 0.0 | nan | 0.0 | 0.6137 | 0.4597 | 0.3279 | 0.1771 | 0.0 | nan |
| 0.0383 | 3.4375 | 1320 | 0.0657 | 0.2703 | 0.3721 | 0.6452 | nan | 0.7477 | 0.5419 | 0.3264 | 0.2443 | 0.0 | nan | 0.0 | 0.6347 | 0.4747 | 0.2757 | 0.2365 | 0.0 | nan |
| 0.0385 | 3.4896 | 1340 | 0.0654 | 0.2708 | 0.3699 | 0.6214 | nan | 0.6961 | 0.5752 | 0.3189 | 0.2595 | 0.0 | nan | 0.0 | 0.6065 | 0.4883 | 0.2783 | 0.2518 | 0.0 | nan |
| 0.0343 | 3.5417 | 1360 | 0.0630 | 0.2717 | 0.3738 | 0.6152 | nan | 0.6851 | 0.5730 | 0.3266 | 0.2846 | 0.0 | nan | 0.0 | 0.6019 | 0.4777 | 0.2737 | 0.2771 | 0.0 | nan |
| 0.0299 | 3.5938 | 1380 | 0.0700 | 0.2141 | 0.2863 | 0.5474 | nan | 0.6247 | 0.5294 | 0.1288 | 0.1484 | 0.0 | nan | 0.0 | 0.5567 | 0.4590 | 0.1232 | 0.1457 | 0.0 | nan |
| 0.0523 | 3.6458 | 1400 | 0.0642 | 0.2783 | 0.3739 | 0.6239 | nan | 0.7070 | 0.5591 | 0.3013 | 0.3020 | 0.0 | nan | 0.0 | 0.6178 | 0.4877 | 0.2713 | 0.2929 | 0.0 | nan |
| 0.0249 | 3.6979 | 1420 | 0.0611 | 0.2832 | 0.3813 | 0.6522 | nan | 0.7469 | 0.5781 | 0.2750 | 0.3063 | 0.0 | nan | 0.0 | 0.6492 | 0.5089 | 0.2474 | 0.2938 | 0.0 | nan |
| 0.027 | 3.75 | 1440 | 0.0606 | 0.3146 | 0.4311 | 0.6604 | nan | 0.7337 | 0.6038 | 0.3453 | 0.4726 | 0.0 | nan | 0.0 | 0.6441 | 0.5085 | 0.2953 | 0.4399 | 0.0 | nan |
| 0.0203 | 3.8021 | 1460 | 0.0617 | 0.2824 | 0.3863 | 0.6247 | nan | 0.6963 | 0.5719 | 0.3560 | 0.3071 | 0.0 | nan | 0.0 | 0.6128 | 0.4998 | 0.2962 | 0.2857 | 0.0 | nan |
| 0.186 | 3.8542 | 1480 | 0.0643 | 0.2506 | 0.3433 | 0.6712 | nan | 0.8070 | 0.5435 | 0.1926 | 0.1733 | 0.0 | nan | 0.0 | 0.6632 | 0.4821 | 0.1878 | 0.1702 | 0.0 | nan |
| 0.0974 | 3.9062 | 1500 | 0.0669 | 0.3100 | 0.4658 | 0.6139 | nan | 0.5535 | 0.8422 | 0.3568 | 0.5766 | 0.0 | nan | 0.0 | 0.5351 | 0.5100 | 0.3045 | 0.5105 | 0.0 | nan |
| 0.018 | 3.9583 | 1520 | 0.0590 | 0.3436 | 0.4837 | 0.6773 | nan | 0.7118 | 0.6681 | 0.5093 | 0.5294 | 0.0 | nan | 0.0 | 0.6505 | 0.5483 | 0.3681 | 0.4947 | 0.0 | nan |
| 0.0549 | 4.0104 | 1540 | 0.0600 | 0.3403 | 0.4853 | 0.6616 | nan | 0.6610 | 0.7336 | 0.4899 | 0.5422 | 0.0 | nan | 0.0 | 0.6140 | 0.5540 | 0.3660 | 0.5076 | 0.0 | nan |
| 0.0488 | 4.0625 | 1560 | 0.0574 | 0.3375 | 0.4653 | 0.6577 | nan | 0.7125 | 0.6122 | 0.4183 | 0.5833 | 0.0 | nan | 0.0 | 0.6348 | 0.5041 | 0.3440 | 0.5421 | 0.0 | nan |
| 0.0638 | 4.1146 | 1580 | 0.0608 | 0.3650 | 0.5275 | 0.6955 | nan | 0.7029 | 0.7444 | 0.4969 | 0.6933 | 0.0 | nan | 0.0 | 0.6525 | 0.5517 | 0.3800 | 0.6059 | 0.0 | nan |
| 0.0209 | 4.1667 | 1600 | 0.0598 | 0.3314 | 0.4515 | 0.6648 | nan | 0.7662 | 0.5102 | 0.4400 | 0.5413 | 0.0 | nan | 0.0 | 0.6567 | 0.4665 | 0.3620 | 0.5030 | 0.0 | nan |
| 0.0163 | 4.2188 | 1620 | 0.0601 | 0.3318 | 0.4701 | 0.6519 | nan | 0.7058 | 0.5896 | 0.4828 | 0.5724 | 0.0 | nan | 0.0 | 0.6271 | 0.4871 | 0.3735 | 0.5029 | 0.0 | nan |
| 0.034 | 4.2708 | 1640 | 0.0591 | 0.3179 | 0.4354 | 0.6561 | nan | 0.7183 | 0.6323 | 0.2931 | 0.5332 | 0.0 | nan | 0.0 | 0.6370 | 0.5065 | 0.2701 | 0.4939 | 0.0 | nan |
| 0.0556 | 4.3229 | 1660 | 0.0612 | 0.2836 | 0.3866 | 0.6048 | nan | 0.6450 | 0.6219 | 0.3351 | 0.3311 | 0.0 | nan | 0.0 | 0.5951 | 0.5099 | 0.2764 | 0.3204 | 0.0 | nan |
| 0.0462 | 4.375 | 1680 | 0.0572 | 0.3603 | 0.5191 | 0.6764 | nan | 0.6858 | 0.6957 | 0.5828 | 0.6313 | 0.0 | nan | 0.0 | 0.6357 | 0.5470 | 0.4000 | 0.5795 | 0.0 | nan |
| 0.0357 | 4.4271 | 1700 | 0.0578 | 0.3595 | 0.5265 | 0.6840 | nan | 0.7017 | 0.6714 | 0.6440 | 0.6152 | 0.0 | nan | 0.0 | 0.6445 | 0.5396 | 0.4178 | 0.5550 | 0.0 | nan |
| 0.0289 | 4.4792 | 1720 | 0.0602 | 0.3371 | 0.4512 | 0.6432 | nan | 0.7166 | 0.5461 | 0.4330 | 0.5601 | 0.0 | nan | 0.0 | 0.6346 | 0.5063 | 0.3623 | 0.5197 | 0.0 | nan |
| 0.0431 | 4.5312 | 1740 | 0.0620 | 0.3117 | 0.4435 | 0.6280 | nan | 0.6850 | 0.5562 | 0.4867 | 0.4896 | 0.0 | nan | 0.0 | 0.6123 | 0.4897 | 0.3361 | 0.4318 | 0.0 | nan |
| 0.0345 | 4.5833 | 1760 | 0.0574 | 0.3744 | 0.5303 | 0.7008 | nan | 0.7639 | 0.6084 | 0.5092 | 0.7701 | 0.0 | nan | 0.0 | 0.6751 | 0.5277 | 0.3954 | 0.6485 | 0.0 | nan |
| 0.0426 | 4.6354 | 1780 | 0.0614 | 0.3057 | 0.4212 | 0.6100 | nan | 0.6275 | 0.6492 | 0.4325 | 0.3965 | 0.0 | nan | 0.0 | 0.5883 | 0.5238 | 0.3454 | 0.3768 | 0.0 | nan |
| 0.0286 | 4.6875 | 1800 | 0.0571 | 0.3854 | 0.5537 | 0.7047 | nan | 0.7264 | 0.7067 | 0.5072 | 0.8284 | 0.0 | nan | 0.0 | 0.6614 | 0.5599 | 0.4138 | 0.6770 | 0.0 | nan |
| 0.0492 | 4.7396 | 1820 | 0.0556 | 0.3567 | 0.4969 | 0.7100 | nan | 0.7808 | 0.6227 | 0.5136 | 0.5673 | 0.0 | nan | 0.0 | 0.6903 | 0.5256 | 0.4041 | 0.5199 | 0.0 | nan |
| 0.0652 | 4.7917 | 1840 | 0.0568 | 0.3467 | 0.4766 | 0.6894 | nan | 0.7692 | 0.5909 | 0.4422 | 0.5808 | 0.0 | nan | 0.0 | 0.6734 | 0.5045 | 0.3779 | 0.5246 | 0.0 | nan |
| 0.0246 | 4.8438 | 1860 | 0.0583 | 0.3547 | 0.5191 | 0.6569 | nan | 0.6256 | 0.7766 | 0.5293 | 0.6640 | 0.0 | nan | 0.0 | 0.5951 | 0.5326 | 0.4224 | 0.5782 | 0.0 | nan |
| 0.0309 | 4.8958 | 1880 | 0.0536 | 0.3635 | 0.5035 | 0.6926 | nan | 0.7284 | 0.6711 | 0.5508 | 0.5672 | 0.0 | nan | 0.0 | 0.6674 | 0.5620 | 0.4211 | 0.5303 | 0.0 | nan |
| 0.0604 | 4.9479 | 1900 | 0.0561 | 0.3824 | 0.5359 | 0.7162 | nan | 0.7807 | 0.6042 | 0.6292 | 0.6653 | 0.0 | nan | 0.0 | 0.6957 | 0.5450 | 0.4486 | 0.6050 | 0.0 | nan |
| 0.0907 | 5.0 | 1920 | 0.0556 | 0.3600 | 0.5043 | 0.6709 | nan | 0.6965 | 0.6537 | 0.5826 | 0.5889 | 0.0 | nan | 0.0 | 0.6379 | 0.5455 | 0.4265 | 0.5501 | 0.0 | nan |
| 0.1061 | 5.0521 | 1940 | 0.0545 | 0.3724 | 0.5133 | 0.7083 | nan | 0.7874 | 0.5869 | 0.5260 | 0.6660 | 0.0 | nan | 0.0 | 0.6896 | 0.5248 | 0.4229 | 0.5968 | 0.0 | nan |
| 0.1241 | 5.1042 | 1960 | 0.0571 | 0.3459 | 0.4947 | 0.6270 | nan | 0.5981 | 0.7421 | 0.4880 | 0.6451 | 0.0 | nan | 0.0 | 0.5718 | 0.5213 | 0.3977 | 0.5843 | 0.0 | nan |
| 0.0725 | 5.1562 | 1980 | 0.0561 | 0.3741 | 0.5282 | 0.6964 | nan | 0.7128 | 0.7174 | 0.5247 | 0.6858 | 0.0 | nan | 0.0 | 0.6563 | 0.5417 | 0.4268 | 0.6200 | 0.0 | nan |
| 0.1249 | 5.2083 | 2000 | 0.0560 | 0.3550 | 0.5036 | 0.6614 | nan | 0.6806 | 0.6571 | 0.5703 | 0.6099 | 0.0 | nan | 0.0 | 0.6303 | 0.5328 | 0.4068 | 0.5598 | 0.0 | nan |
| 0.026 | 5.2604 | 2020 | 0.0550 | 0.3846 | 0.5464 | 0.6993 | nan | 0.7432 | 0.6317 | 0.5812 | 0.7758 | 0.0 | nan | 0.0 | 0.6708 | 0.5348 | 0.4394 | 0.6624 | 0.0 | nan |
| 0.0376 | 5.3125 | 2040 | 0.0547 | 0.3858 | 0.5561 | 0.7009 | nan | 0.7435 | 0.6190 | 0.6474 | 0.7704 | 0.0 | nan | 0.0 | 0.6662 | 0.5255 | 0.4608 | 0.6625 | 0.0 | nan |
| 0.0381 | 5.3646 | 2060 | 0.0540 | 0.3747 | 0.5198 | 0.7117 | nan | 0.7716 | 0.6291 | 0.5702 | 0.6281 | 0.0 | nan | 0.0 | 0.6844 | 0.5377 | 0.4541 | 0.5718 | 0.0 | nan |
| 0.0281 | 5.4167 | 2080 | 0.0611 | 0.3256 | 0.4469 | 0.6180 | nan | 0.6623 | 0.5615 | 0.5291 | 0.4818 | 0.0 | nan | 0.0 | 0.6025 | 0.5005 | 0.3934 | 0.4570 | 0.0 | nan |
| 0.0156 | 5.4688 | 2100 | 0.0547 | 0.3512 | 0.4916 | 0.6825 | nan | 0.6881 | 0.7449 | 0.5109 | 0.5143 | 0.0 | nan | 0.0 | 0.6405 | 0.5615 | 0.4156 | 0.4897 | 0.0 | nan |
| 0.0231 | 5.5208 | 2120 | 0.0564 | 0.3758 | 0.5319 | 0.7176 | nan | 0.7288 | 0.7544 | 0.5719 | 0.6043 | 0.0 | nan | 0.0 | 0.6677 | 0.5621 | 0.4580 | 0.5671 | 0.0 | nan |
| 0.0922 | 5.5729 | 2140 | 0.0564 | 0.3630 | 0.5228 | 0.6524 | nan | 0.6480 | 0.6817 | 0.6178 | 0.6664 | 0.0 | nan | 0.0 | 0.6041 | 0.5378 | 0.4604 | 0.5759 | 0.0 | nan |
| 0.0271 | 5.625 | 2160 | 0.0532 | 0.3775 | 0.5279 | 0.6913 | nan | 0.6962 | 0.7384 | 0.5233 | 0.6814 | 0.0 | nan | 0.0 | 0.6440 | 0.5689 | 0.4394 | 0.6128 | 0.0 | nan |
| 0.0357 | 5.6771 | 2180 | 0.0563 | 0.3919 | 0.5857 | 0.6995 | nan | 0.7035 | 0.6790 | 0.7417 | 0.8044 | 0.0 | nan | 0.0 | 0.6517 | 0.5432 | 0.4517 | 0.7049 | 0.0 | nan |
| 0.0411 | 5.7292 | 2200 | 0.0550 | 0.3702 | 0.5231 | 0.6666 | nan | 0.7058 | 0.6070 | 0.5557 | 0.7471 | 0.0 | nan | 0.0 | 0.6376 | 0.5183 | 0.4257 | 0.6396 | 0.0 | nan |
| 0.039 | 5.7812 | 2220 | 0.0545 | 0.3784 | 0.5626 | 0.6915 | nan | 0.7010 | 0.6945 | 0.5907 | 0.8269 | 0.0 | nan | 0.0 | 0.6528 | 0.5461 | 0.4186 | 0.6530 | 0.0 | nan |
| 0.0379 | 5.8333 | 2240 | 0.0531 | 0.3862 | 0.5619 | 0.7008 | nan | 0.7220 | 0.6931 | 0.5252 | 0.8691 | 0.0 | nan | 0.0 | 0.6665 | 0.5430 | 0.4271 | 0.6803 | 0.0 | nan |
| 0.0267 | 5.8854 | 2260 | 0.0521 | 0.3769 | 0.5314 | 0.6957 | nan | 0.7401 | 0.6547 | 0.4677 | 0.7947 | 0.0 | nan | 0.0 | 0.6654 | 0.5357 | 0.4042 | 0.6563 | 0.0 | nan |
| 0.0146 | 5.9375 | 2280 | 0.0563 | 0.3892 | 0.5388 | 0.6972 | nan | 0.7805 | 0.5307 | 0.5923 | 0.7907 | 0.0 | nan | 0.0 | 0.6761 | 0.4854 | 0.4766 | 0.6968 | 0.0 | nan |
| 0.0257 | 5.9896 | 2300 | 0.0553 | 0.3569 | 0.4979 | 0.6450 | nan | 0.6822 | 0.6067 | 0.4714 | 0.7293 | 0.0 | nan | 0.0 | 0.6126 | 0.4932 | 0.3872 | 0.6482 | 0.0 | nan |
| 0.019 | 6.0417 | 2320 | 0.0545 | 0.3777 | 0.5287 | 0.6774 | nan | 0.7191 | 0.6194 | 0.5353 | 0.7698 | 0.0 | nan | 0.0 | 0.6470 | 0.5221 | 0.4176 | 0.6793 | 0.0 | nan |
| 0.1099 | 6.0938 | 2340 | 0.0527 | 0.4007 | 0.5754 | 0.7029 | nan | 0.7397 | 0.6313 | 0.6222 | 0.8836 | 0.0 | nan | 0.0 | 0.6664 | 0.5325 | 0.4578 | 0.7477 | 0.0 | nan |
| 0.0517 | 6.1458 | 2360 | 0.0547 | 0.3903 | 0.5613 | 0.6914 | nan | 0.7316 | 0.6056 | 0.6499 | 0.8195 | 0.0 | nan | 0.0 | 0.6581 | 0.5265 | 0.4576 | 0.6996 | 0.0 | nan |
| 0.0276 | 6.1979 | 2380 | 0.0537 | 0.3780 | 0.5190 | 0.6890 | nan | 0.7285 | 0.6687 | 0.4379 | 0.7600 | 0.0 | nan | 0.0 | 0.6572 | 0.5368 | 0.3906 | 0.6833 | 0.0 | nan |
| 0.0324 | 6.25 | 2400 | 0.0539 | 0.3775 | 0.5235 | 0.6860 | nan | 0.7295 | 0.6337 | 0.5273 | 0.7269 | 0.0 | nan | 0.0 | 0.6528 | 0.5181 | 0.4405 | 0.6537 | 0.0 | nan |
| 0.0399 | 6.3021 | 2420 | 0.0566 | 0.4081 | 0.5984 | 0.7171 | nan | 0.7087 | 0.7543 | 0.6292 | 0.8995 | 0.0 | nan | 0.0 | 0.6651 | 0.5682 | 0.4875 | 0.7277 | 0.0 | nan |
| 0.0479 | 6.3542 | 2440 | 0.0559 | 0.3655 | 0.5078 | 0.6856 | nan | 0.7344 | 0.6536 | 0.3984 | 0.7526 | 0.0 | nan | 0.0 | 0.6538 | 0.5211 | 0.3594 | 0.6585 | 0.0 | nan |
| 0.0445 | 6.4062 | 2460 | 0.0579 | 0.3737 | 0.5715 | 0.6739 | nan | 0.6662 | 0.6691 | 0.7669 | 0.7550 | 0.0 | nan | 0.0 | 0.6243 | 0.5174 | 0.4446 | 0.6558 | 0.0 | nan |
| 0.0925 | 6.4583 | 2480 | 0.0561 | 0.3801 | 0.5446 | 0.6793 | nan | 0.7354 | 0.5595 | 0.6267 | 0.8015 | 0.0 | nan | 0.0 | 0.6504 | 0.4734 | 0.4619 | 0.6947 | 0.0 | nan |
| 0.0475 | 6.5104 | 2500 | 0.0566 | 0.3560 | 0.5153 | 0.6572 | nan | 0.6605 | 0.6752 | 0.6127 | 0.6282 | 0.0 | nan | 0.0 | 0.6153 | 0.5171 | 0.4290 | 0.5745 | 0.0 | nan |
| 0.0092 | 6.5625 | 2520 | 0.0563 | 0.3728 | 0.5342 | 0.6934 | nan | 0.6982 | 0.7169 | 0.6352 | 0.6205 | 0.0 | nan | 0.0 | 0.6507 | 0.5443 | 0.4685 | 0.5732 | 0.0 | nan |
| 0.0701 | 6.6146 | 2540 | 0.0575 | 0.4037 | 0.5685 | 0.7178 | nan | 0.7708 | 0.6235 | 0.5980 | 0.8500 | 0.0 | nan | 0.0 | 0.6841 | 0.5131 | 0.4949 | 0.7302 | 0.0 | nan |
| 0.051 | 6.6667 | 2560 | 0.0564 | 0.3939 | 0.5465 | 0.6774 | nan | 0.7243 | 0.5806 | 0.6156 | 0.8122 | 0.0 | nan | 0.0 | 0.6530 | 0.5164 | 0.4913 | 0.7028 | 0.0 | nan |
| 0.057 | 6.7188 | 2580 | 0.0544 | 0.3714 | 0.5148 | 0.6754 | nan | 0.7086 | 0.6407 | 0.5615 | 0.6630 | 0.0 | nan | 0.0 | 0.6488 | 0.5345 | 0.4448 | 0.6003 | 0.0 | nan |
| 0.0713 | 6.7708 | 2600 | 0.0541 | 0.3908 | 0.5461 | 0.6963 | nan | 0.7074 | 0.7107 | 0.5750 | 0.7374 | 0.0 | nan | 0.0 | 0.6568 | 0.5505 | 0.4774 | 0.6598 | 0.0 | nan |
| 0.0528 | 6.8229 | 2620 | 0.0543 | 0.3949 | 0.5537 | 0.7125 | nan | 0.7420 | 0.6781 | 0.6190 | 0.7293 | 0.0 | nan | 0.0 | 0.6778 | 0.5458 | 0.4953 | 0.6505 | 0.0 | nan |
| 0.018 | 6.875 | 2640 | 0.0561 | 0.3946 | 0.5464 | 0.7232 | nan | 0.7928 | 0.6026 | 0.5999 | 0.7365 | 0.0 | nan | 0.0 | 0.7011 | 0.5177 | 0.4884 | 0.6604 | 0.0 | nan |
| 0.0351 | 6.9271 | 2660 | 0.0545 | 0.3936 | 0.5793 | 0.6999 | nan | 0.7187 | 0.6535 | 0.7041 | 0.8203 | 0.0 | nan | 0.0 | 0.6609 | 0.5237 | 0.4807 | 0.6961 | 0.0 | nan |
| 0.0252 | 6.9792 | 2680 | 0.0626 | 0.3456 | 0.4813 | 0.6351 | nan | 0.6246 | 0.7290 | 0.4268 | 0.6262 | 0.0 | nan | 0.0 | 0.6014 | 0.5505 | 0.3686 | 0.5534 | 0.0 | nan |
| 0.0481 | 7.0312 | 2700 | 0.0545 | 0.3984 | 0.5723 | 0.6881 | nan | 0.6981 | 0.6726 | 0.6387 | 0.8520 | 0.0 | nan | 0.0 | 0.6455 | 0.5444 | 0.4818 | 0.7189 | 0.0 | nan |
| 0.0433 | 7.0833 | 2720 | 0.0515 | 0.3940 | 0.5373 | 0.7041 | nan | 0.7593 | 0.6178 | 0.5715 | 0.7380 | 0.0 | nan | 0.0 | 0.6788 | 0.5333 | 0.4770 | 0.6748 | 0.0 | nan |
| 0.0308 | 7.1354 | 2740 | 0.0539 | 0.4030 | 0.5773 | 0.6941 | nan | 0.6972 | 0.6954 | 0.6480 | 0.8457 | 0.0 | nan | 0.0 | 0.6487 | 0.5518 | 0.4873 | 0.7305 | 0.0 | nan |
| 0.0144 | 7.1875 | 2760 | 0.0562 | 0.3788 | 0.5363 | 0.6707 | nan | 0.6946 | 0.6263 | 0.6499 | 0.7108 | 0.0 | nan | 0.0 | 0.6376 | 0.5334 | 0.4630 | 0.6387 | 0.0 | nan |
| 0.1334 | 7.2396 | 2780 | 0.0531 | 0.4151 | 0.5809 | 0.7184 | nan | 0.7543 | 0.6491 | 0.6566 | 0.8443 | 0.0 | nan | 0.0 | 0.6808 | 0.5508 | 0.5154 | 0.7435 | 0.0 | nan |
| 0.0228 | 7.2917 | 2800 | 0.0527 | 0.4104 | 0.5814 | 0.7156 | nan | 0.7531 | 0.6389 | 0.6638 | 0.8512 | 0.0 | nan | 0.0 | 0.6856 | 0.5312 | 0.5092 | 0.7366 | 0.0 | nan |
| 0.0551 | 7.3438 | 2820 | 0.0518 | 0.4067 | 0.5754 | 0.7188 | nan | 0.7334 | 0.7083 | 0.6485 | 0.7866 | 0.0 | nan | 0.0 | 0.6759 | 0.5623 | 0.5007 | 0.7014 | 0.0 | nan |
| 0.0324 | 7.3958 | 2840 | 0.0533 | 0.4022 | 0.5844 | 0.7028 | nan | 0.6993 | 0.7050 | 0.7383 | 0.7794 | 0.0 | nan | 0.0 | 0.6545 | 0.5567 | 0.5017 | 0.7002 | 0.0 | nan |
| 0.0344 | 7.4479 | 2860 | 0.0515 | 0.3889 | 0.5384 | 0.7052 | nan | 0.7260 | 0.7140 | 0.5299 | 0.7218 | 0.0 | nan | 0.0 | 0.6682 | 0.5582 | 0.4488 | 0.6580 | 0.0 | nan |
| 0.0227 | 7.5 | 2880 | 0.0518 | 0.3820 | 0.5465 | 0.7058 | nan | 0.7221 | 0.6993 | 0.6479 | 0.6632 | 0.0 | nan | 0.0 | 0.6645 | 0.5501 | 0.4725 | 0.6050 | 0.0 | nan |
| 0.0191 | 7.5521 | 2900 | 0.0528 | 0.3880 | 0.5527 | 0.6932 | nan | 0.6997 | 0.7070 | 0.6084 | 0.7485 | 0.0 | nan | 0.0 | 0.6509 | 0.5545 | 0.4692 | 0.6532 | 0.0 | nan |
| 0.0679 | 7.6042 | 2920 | 0.0522 | 0.4005 | 0.5570 | 0.7034 | nan | 0.7412 | 0.6526 | 0.5561 | 0.8353 | 0.0 | nan | 0.0 | 0.6698 | 0.5174 | 0.4802 | 0.7355 | 0.0 | nan |
| 0.0858 | 7.6562 | 2940 | 0.0575 | 0.3742 | 0.5199 | 0.6595 | nan | 0.7058 | 0.5775 | 0.5649 | 0.7513 | 0.0 | nan | 0.0 | 0.6388 | 0.4836 | 0.4586 | 0.6642 | 0.0 | nan |
| 0.0118 | 7.7083 | 2960 | 0.0530 | 0.3887 | 0.5402 | 0.6931 | nan | 0.7278 | 0.6471 | 0.5847 | 0.7414 | 0.0 | nan | 0.0 | 0.6624 | 0.5267 | 0.4736 | 0.6694 | 0.0 | nan |
| 0.0486 | 7.7604 | 2980 | 0.0524 | 0.3824 | 0.5313 | 0.6928 | nan | 0.7311 | 0.6395 | 0.6021 | 0.6836 | 0.0 | nan | 0.0 | 0.6642 | 0.5217 | 0.4779 | 0.6305 | 0.0 | nan |
| 0.0679 | 7.8125 | 3000 | 0.0526 | 0.4176 | 0.5966 | 0.7230 | nan | 0.7178 | 0.7494 | 0.6689 | 0.8471 | 0.0 | nan | 0.0 | 0.6729 | 0.5732 | 0.5154 | 0.7441 | 0.0 | nan |
| 0.0208 | 7.8646 | 3020 | 0.0542 | 0.3959 | 0.5634 | 0.6716 | nan | 0.7126 | 0.5631 | 0.6847 | 0.8566 | 0.0 | nan | 0.0 | 0.6350 | 0.4793 | 0.5047 | 0.7565 | 0.0 | nan |
| 0.0682 | 7.9167 | 3040 | 0.0530 | 0.4099 | 0.5885 | 0.7091 | nan | 0.7464 | 0.6189 | 0.6921 | 0.8851 | 0.0 | nan | 0.0 | 0.6701 | 0.5084 | 0.5150 | 0.7658 | 0.0 | nan |
| 0.0258 | 7.9688 | 3060 | 0.0519 | 0.3922 | 0.5475 | 0.6910 | nan | 0.7262 | 0.6380 | 0.5871 | 0.7864 | 0.0 | nan | 0.0 | 0.6593 | 0.5243 | 0.4768 | 0.6929 | 0.0 | nan |
| 0.0115 | 8.0208 | 3080 | 0.0518 | 0.3993 | 0.5633 | 0.7050 | nan | 0.7140 | 0.7135 | 0.6132 | 0.7760 | 0.0 | nan | 0.0 | 0.6625 | 0.5511 | 0.4924 | 0.6896 | 0.0 | nan |
| 0.0185 | 8.0729 | 3100 | 0.0532 | 0.3821 | 0.5374 | 0.7011 | nan | 0.7493 | 0.6216 | 0.6176 | 0.6985 | 0.0 | nan | 0.0 | 0.6768 | 0.5164 | 0.4808 | 0.6184 | 0.0 | nan |
| 0.0176 | 8.125 | 3120 | 0.0534 | 0.3964 | 0.5588 | 0.7083 | nan | 0.7569 | 0.6286 | 0.5766 | 0.8318 | 0.0 | nan | 0.0 | 0.6792 | 0.5161 | 0.4757 | 0.7077 | 0.0 | nan |
| 0.02 | 8.1771 | 3140 | 0.0546 | 0.3983 | 0.5712 | 0.6980 | nan | 0.7321 | 0.6301 | 0.6317 | 0.8620 | 0.0 | nan | 0.0 | 0.6661 | 0.5238 | 0.4831 | 0.7167 | 0.0 | nan |
| 0.0523 | 8.2292 | 3160 | 0.0540 | 0.4125 | 0.5822 | 0.7156 | nan | 0.7601 | 0.6191 | 0.6712 | 0.8608 | 0.0 | nan | 0.0 | 0.6874 | 0.5272 | 0.5125 | 0.7478 | 0.0 | nan |
| 0.0204 | 8.2812 | 3180 | 0.0549 | 0.3932 | 0.5491 | 0.6960 | nan | 0.7394 | 0.6292 | 0.5635 | 0.8133 | 0.0 | nan | 0.0 | 0.6718 | 0.5335 | 0.4542 | 0.7000 | 0.0 | nan |
| 0.0179 | 8.3333 | 3200 | 0.0518 | 0.4021 | 0.5643 | 0.7130 | nan | 0.7409 | 0.6949 | 0.5273 | 0.8586 | 0.0 | nan | 0.0 | 0.6834 | 0.5523 | 0.4450 | 0.7322 | 0.0 | nan |
| 0.0504 | 8.3854 | 3220 | 0.0529 | 0.4027 | 0.5650 | 0.7073 | nan | 0.7437 | 0.6428 | 0.6341 | 0.8044 | 0.0 | nan | 0.0 | 0.6767 | 0.5254 | 0.5086 | 0.7058 | 0.0 | nan |
| 0.0651 | 8.4375 | 3240 | 0.0546 | 0.4034 | 0.5820 | 0.7159 | nan | 0.6993 | 0.7777 | 0.6529 | 0.7800 | 0.0 | nan | 0.0 | 0.6669 | 0.5713 | 0.4903 | 0.6921 | 0.0 | nan |
| 0.0536 | 8.4896 | 3260 | 0.0565 | 0.3948 | 0.5431 | 0.7102 | nan | 0.7721 | 0.6097 | 0.5619 | 0.7720 | 0.0 | nan | 0.0 | 0.6915 | 0.5226 | 0.4639 | 0.6906 | 0.0 | nan |
| 0.0256 | 8.5417 | 3280 | 0.0545 | 0.3971 | 0.5640 | 0.7081 | nan | 0.7224 | 0.7018 | 0.6281 | 0.7677 | 0.0 | nan | 0.0 | 0.6682 | 0.5568 | 0.4802 | 0.6777 | 0.0 | nan |
| 0.026 | 8.5938 | 3300 | 0.0551 | 0.3963 | 0.5629 | 0.7006 | nan | 0.7121 | 0.6929 | 0.6501 | 0.7595 | 0.0 | nan | 0.0 | 0.6633 | 0.5568 | 0.4834 | 0.6742 | 0.0 | nan |
| 0.0525 | 8.6458 | 3320 | 0.0573 | 0.3808 | 0.5369 | 0.6908 | nan | 0.7256 | 0.6306 | 0.6598 | 0.6683 | 0.0 | nan | 0.0 | 0.6605 | 0.5320 | 0.4823 | 0.6102 | 0.0 | nan |
| 0.028 | 8.6979 | 3340 | 0.0591 | 0.3884 | 0.5532 | 0.7012 | nan | 0.7517 | 0.5861 | 0.7242 | 0.7040 | 0.0 | nan | 0.0 | 0.6691 | 0.5108 | 0.5148 | 0.6358 | 0.0 | nan |
| 0.0202 | 8.75 | 3360 | 0.0572 | 0.4119 | 0.5925 | 0.7113 | nan | 0.7268 | 0.6684 | 0.7282 | 0.8393 | 0.0 | nan | 0.0 | 0.6681 | 0.5405 | 0.5291 | 0.7338 | 0.0 | nan |
| 0.0214 | 8.8021 | 3380 | 0.0550 | 0.4018 | 0.5634 | 0.7050 | nan | 0.7309 | 0.6654 | 0.6388 | 0.7821 | 0.0 | nan | 0.0 | 0.6700 | 0.5352 | 0.5105 | 0.6951 | 0.0 | nan |
| 0.0329 | 8.8542 | 3400 | 0.0543 | 0.4077 | 0.5878 | 0.7133 | nan | 0.7244 | 0.6911 | 0.7007 | 0.8230 | 0.0 | nan | 0.0 | 0.6699 | 0.5399 | 0.5263 | 0.7098 | 0.0 | nan |
| 0.0124 | 8.9062 | 3420 | 0.0546 | 0.3967 | 0.5816 | 0.7014 | nan | 0.7005 | 0.6977 | 0.7378 | 0.7719 | 0.0 | nan | 0.0 | 0.6536 | 0.5413 | 0.5206 | 0.6648 | 0.0 | nan |
| 0.0608 | 8.9583 | 3440 | 0.0530 | 0.4099 | 0.5871 | 0.7160 | nan | 0.7365 | 0.6713 | 0.7048 | 0.8230 | 0.0 | nan | 0.0 | 0.6745 | 0.5328 | 0.5338 | 0.7183 | 0.0 | nan |
| 0.0414 | 9.0104 | 3460 | 0.0530 | 0.3932 | 0.5572 | 0.6961 | nan | 0.7317 | 0.6260 | 0.6583 | 0.7699 | 0.0 | nan | 0.0 | 0.6587 | 0.5127 | 0.5092 | 0.6786 | 0.0 | nan |
| 0.0138 | 9.0625 | 3480 | 0.0546 | 0.4000 | 0.5671 | 0.7247 | nan | 0.7765 | 0.6214 | 0.6868 | 0.7507 | 0.0 | nan | 0.0 | 0.6901 | 0.5125 | 0.5238 | 0.6736 | 0.0 | nan |
| 0.0386 | 9.1146 | 3500 | 0.0562 | 0.3973 | 0.5663 | 0.6992 | nan | 0.7375 | 0.6135 | 0.6879 | 0.7926 | 0.0 | nan | 0.0 | 0.6595 | 0.4988 | 0.5265 | 0.6991 | 0.0 | nan |
| 0.029 | 9.1667 | 3520 | 0.0558 | 0.3927 | 0.5491 | 0.6996 | nan | 0.7471 | 0.6103 | 0.6377 | 0.7504 | 0.0 | nan | 0.0 | 0.6654 | 0.4979 | 0.5265 | 0.6667 | 0.0 | nan |
| 0.0334 | 9.2188 | 3540 | 0.0572 | 0.4047 | 0.6024 | 0.7119 | nan | 0.7323 | 0.6365 | 0.8059 | 0.8375 | 0.0 | nan | 0.0 | 0.6636 | 0.5080 | 0.5351 | 0.7213 | 0.0 | nan |
| 0.0514 | 9.2708 | 3560 | 0.0557 | 0.4001 | 0.5720 | 0.6904 | nan | 0.7245 | 0.6088 | 0.6734 | 0.8534 | 0.0 | nan | 0.0 | 0.6579 | 0.4961 | 0.5128 | 0.7337 | 0.0 | nan |
| 0.0197 | 9.3229 | 3580 | 0.0549 | 0.3965 | 0.5573 | 0.6976 | nan | 0.7155 | 0.6904 | 0.5685 | 0.8122 | 0.0 | nan | 0.0 | 0.6577 | 0.5316 | 0.4842 | 0.7055 | 0.0 | nan |
| 0.0626 | 9.375 | 3600 | 0.0543 | 0.3940 | 0.5472 | 0.7085 | nan | 0.7477 | 0.6510 | 0.6185 | 0.7187 | 0.0 | nan | 0.0 | 0.6770 | 0.5280 | 0.5092 | 0.6496 | 0.0 | nan |
| 0.0205 | 9.4271 | 3620 | 0.0525 | 0.4050 | 0.5745 | 0.7175 | nan | 0.7422 | 0.6693 | 0.7112 | 0.7498 | 0.0 | nan | 0.0 | 0.6784 | 0.5400 | 0.5383 | 0.6732 | 0.0 | nan |
| 0.0496 | 9.4792 | 3640 | 0.0517 | 0.4082 | 0.5706 | 0.7185 | nan | 0.7432 | 0.6877 | 0.6361 | 0.7861 | 0.0 | nan | 0.0 | 0.6791 | 0.5470 | 0.5226 | 0.7007 | 0.0 | nan |
| 0.0395 | 9.5312 | 3660 | 0.0523 | 0.4097 | 0.5820 | 0.7057 | nan | 0.7239 | 0.6703 | 0.6653 | 0.8503 | 0.0 | nan | 0.0 | 0.6668 | 0.5264 | 0.5152 | 0.7498 | 0.0 | nan |
| 0.022 | 9.5833 | 3680 | 0.0529 | 0.3935 | 0.5552 | 0.6893 | nan | 0.7079 | 0.6658 | 0.6210 | 0.7814 | 0.0 | nan | 0.0 | 0.6514 | 0.5290 | 0.4851 | 0.6953 | 0.0 | nan |
| 0.012 | 9.6354 | 3700 | 0.0535 | 0.3917 | 0.5439 | 0.6945 | nan | 0.7228 | 0.6714 | 0.5444 | 0.7809 | 0.0 | nan | 0.0 | 0.6586 | 0.5332 | 0.4680 | 0.6904 | 0.0 | nan |
| 0.1063 | 9.6875 | 3720 | 0.0545 | 0.3841 | 0.5351 | 0.6868 | nan | 0.7175 | 0.6486 | 0.5906 | 0.7186 | 0.0 | nan | 0.0 | 0.6566 | 0.5262 | 0.4848 | 0.6372 | 0.0 | nan |
| 0.0231 | 9.7396 | 3740 | 0.0511 | 0.4032 | 0.5588 | 0.7196 | nan | 0.7567 | 0.6739 | 0.5897 | 0.7738 | 0.0 | nan | 0.0 | 0.6851 | 0.5434 | 0.5000 | 0.6908 | 0.0 | nan |
| 0.0238 | 9.7917 | 3760 | 0.0534 | 0.3908 | 0.5437 | 0.6931 | nan | 0.7228 | 0.6532 | 0.6086 | 0.7337 | 0.0 | nan | 0.0 | 0.6559 | 0.5246 | 0.5078 | 0.6563 | 0.0 | nan |
| 0.0296 | 9.8438 | 3780 | 0.0533 | 0.3945 | 0.5571 | 0.6954 | nan | 0.7262 | 0.6338 | 0.6736 | 0.7516 | 0.0 | nan | 0.0 | 0.6596 | 0.5187 | 0.5206 | 0.6678 | 0.0 | nan |
| 0.0539 | 9.8958 | 3800 | 0.0542 | 0.3923 | 0.5530 | 0.7080 | nan | 0.7414 | 0.6533 | 0.6611 | 0.7094 | 0.0 | nan | 0.0 | 0.6727 | 0.5288 | 0.5178 | 0.6345 | 0.0 | nan |
| 0.0185 | 9.9479 | 3820 | 0.0557 | 0.3893 | 0.5568 | 0.7001 | nan | 0.7216 | 0.6610 | 0.6973 | 0.7040 | 0.0 | nan | 0.0 | 0.6625 | 0.5308 | 0.5095 | 0.6329 | 0.0 | nan |
| 0.0421 | 10.0 | 3840 | 0.0556 | 0.3891 | 0.5516 | 0.7051 | nan | 0.7318 | 0.6716 | 0.6321 | 0.7223 | 0.0 | nan | 0.0 | 0.6701 | 0.5333 | 0.4893 | 0.6420 | 0.0 | nan |
| 0.0148 | 10.0521 | 3860 | 0.0528 | 0.3998 | 0.5673 | 0.7004 | nan | 0.7132 | 0.6853 | 0.6572 | 0.7809 | 0.0 | nan | 0.0 | 0.6618 | 0.5460 | 0.5044 | 0.6866 | 0.0 | nan |
| 0.0406 | 10.1042 | 3880 | 0.0511 | 0.4066 | 0.5751 | 0.7016 | nan | 0.7194 | 0.6782 | 0.6148 | 0.8633 | 0.0 | nan | 0.0 | 0.6636 | 0.5393 | 0.5040 | 0.7326 | 0.0 | nan |
| 0.067 | 10.1562 | 3900 | 0.0535 | 0.4114 | 0.5876 | 0.7135 | nan | 0.7254 | 0.6920 | 0.6862 | 0.8346 | 0.0 | nan | 0.0 | 0.6692 | 0.5442 | 0.5277 | 0.7274 | 0.0 | nan |
| 0.0273 | 10.2083 | 3920 | 0.0557 | 0.3915 | 0.5440 | 0.6986 | nan | 0.7388 | 0.6307 | 0.6347 | 0.7159 | 0.0 | nan | 0.0 | 0.6672 | 0.5176 | 0.5207 | 0.6433 | 0.0 | nan |
| 0.0118 | 10.2604 | 3940 | 0.0545 | 0.4043 | 0.5619 | 0.7229 | nan | 0.7658 | 0.6600 | 0.6041 | 0.7798 | 0.0 | nan | 0.0 | 0.6887 | 0.5339 | 0.5156 | 0.6873 | 0.0 | nan |
| 0.0256 | 10.3125 | 3960 | 0.0549 | 0.3929 | 0.5481 | 0.7102 | nan | 0.7423 | 0.6687 | 0.6312 | 0.6982 | 0.0 | nan | 0.0 | 0.6770 | 0.5389 | 0.5149 | 0.6267 | 0.0 | nan |
| 0.0092 | 10.3646 | 3980 | 0.0558 | 0.3996 | 0.5709 | 0.7077 | nan | 0.7364 | 0.6411 | 0.7300 | 0.7469 | 0.0 | nan | 0.0 | 0.6706 | 0.5206 | 0.5391 | 0.6674 | 0.0 | nan |
| 0.037 | 10.4167 | 4000 | 0.0528 | 0.4182 | 0.5900 | 0.7151 | nan | 0.7357 | 0.6697 | 0.6948 | 0.8498 | 0.0 | nan | 0.0 | 0.6742 | 0.5371 | 0.5545 | 0.7435 | 0.0 | nan |
| 0.028 | 10.4688 | 4020 | 0.0533 | 0.3755 | 0.5156 | 0.6833 | nan | 0.7240 | 0.6444 | 0.5086 | 0.7010 | 0.0 | nan | 0.0 | 0.6569 | 0.5270 | 0.4498 | 0.6191 | 0.0 | nan |
| 0.026 | 10.5208 | 4040 | 0.0502 | 0.4024 | 0.5593 | 0.7092 | nan | 0.7384 | 0.6724 | 0.6081 | 0.7773 | 0.0 | nan | 0.0 | 0.6758 | 0.5423 | 0.5083 | 0.6879 | 0.0 | nan |
| 0.0385 | 10.5729 | 4060 | 0.0517 | 0.4177 | 0.5885 | 0.7255 | nan | 0.7498 | 0.6785 | 0.6949 | 0.8192 | 0.0 | nan | 0.0 | 0.6852 | 0.5468 | 0.5470 | 0.7273 | 0.0 | nan |
| 0.039 | 10.625 | 4080 | 0.0516 | 0.4186 | 0.5985 | 0.7283 | nan | 0.7492 | 0.6743 | 0.7564 | 0.8124 | 0.0 | nan | 0.0 | 0.6854 | 0.5416 | 0.5642 | 0.7205 | 0.0 | nan |
| 0.0168 | 10.6771 | 4100 | 0.0555 | 0.4027 | 0.5637 | 0.6993 | nan | 0.7211 | 0.6591 | 0.6749 | 0.7632 | 0.0 | nan | 0.0 | 0.6638 | 0.5342 | 0.5385 | 0.6797 | 0.0 | nan |
| 0.0195 | 10.7292 | 4120 | 0.0560 | 0.4137 | 0.5905 | 0.7274 | nan | 0.7607 | 0.6480 | 0.7459 | 0.7978 | 0.0 | nan | 0.0 | 0.6907 | 0.5241 | 0.5598 | 0.7074 | 0.0 | nan |
| 0.0196 | 10.7812 | 4140 | 0.0584 | 0.3875 | 0.5421 | 0.6920 | nan | 0.7389 | 0.6086 | 0.6087 | 0.7544 | 0.0 | nan | 0.0 | 0.6664 | 0.5002 | 0.4984 | 0.6602 | 0.0 | nan |
| 0.009 | 10.8333 | 4160 | 0.0552 | 0.4097 | 0.5836 | 0.7030 | nan | 0.7220 | 0.6572 | 0.6958 | 0.8429 | 0.0 | nan | 0.0 | 0.6661 | 0.5302 | 0.5410 | 0.7206 | 0.0 | nan |
| 0.0286 | 10.8854 | 4180 | 0.0531 | 0.4212 | 0.5953 | 0.7295 | nan | 0.7489 | 0.7062 | 0.6313 | 0.8901 | 0.0 | nan | 0.0 | 0.6902 | 0.5516 | 0.5314 | 0.7538 | 0.0 | nan |
| 0.0602 | 10.9375 | 4200 | 0.0539 | 0.3992 | 0.5585 | 0.7107 | nan | 0.7493 | 0.6466 | 0.6357 | 0.7608 | 0.0 | nan | 0.0 | 0.6797 | 0.5273 | 0.5153 | 0.6728 | 0.0 | nan |
| 0.0212 | 10.9896 | 4220 | 0.0543 | 0.3984 | 0.5623 | 0.6942 | nan | 0.7101 | 0.6784 | 0.6133 | 0.8098 | 0.0 | nan | 0.0 | 0.6590 | 0.5349 | 0.4935 | 0.7026 | 0.0 | nan |
| 0.0152 | 11.0417 | 4240 | 0.0538 | 0.4164 | 0.5803 | 0.7197 | nan | 0.7563 | 0.6545 | 0.6344 | 0.8562 | 0.0 | nan | 0.0 | 0.6855 | 0.5312 | 0.5313 | 0.7505 | 0.0 | nan |
| 0.0461 | 11.0938 | 4260 | 0.0538 | 0.4217 | 0.5990 | 0.7359 | nan | 0.7589 | 0.6874 | 0.7256 | 0.8231 | 0.0 | nan | 0.0 | 0.6937 | 0.5467 | 0.5609 | 0.7290 | 0.0 | nan |
| 0.0061 | 11.1458 | 4280 | 0.0562 | 0.4125 | 0.5771 | 0.7072 | nan | 0.7397 | 0.6390 | 0.6685 | 0.8381 | 0.0 | nan | 0.0 | 0.6730 | 0.5250 | 0.5452 | 0.7319 | 0.0 | nan |
| 0.0257 | 11.1979 | 4300 | 0.0561 | 0.4113 | 0.5757 | 0.7138 | nan | 0.7270 | 0.7002 | 0.6660 | 0.7853 | 0.0 | nan | 0.0 | 0.6715 | 0.5517 | 0.5485 | 0.6961 | 0.0 | nan |
| 0.0165 | 11.25 | 4320 | 0.0606 | 0.3870 | 0.5405 | 0.6959 | nan | 0.7364 | 0.6260 | 0.6407 | 0.6994 | 0.0 | nan | 0.0 | 0.6646 | 0.5092 | 0.5236 | 0.6245 | 0.0 | nan |
| 0.0544 | 11.3021 | 4340 | 0.0568 | 0.4003 | 0.5628 | 0.7027 | nan | 0.7391 | 0.6307 | 0.6636 | 0.7806 | 0.0 | nan | 0.0 | 0.6682 | 0.5114 | 0.5346 | 0.6873 | 0.0 | nan |
| 0.0376 | 11.3542 | 4360 | 0.0578 | 0.4090 | 0.5777 | 0.7039 | nan | 0.7344 | 0.6423 | 0.6472 | 0.8646 | 0.0 | nan | 0.0 | 0.6667 | 0.5194 | 0.5282 | 0.7395 | 0.0 | nan |
| 0.0721 | 11.4062 | 4380 | 0.0563 | 0.4061 | 0.5748 | 0.6981 | nan | 0.7182 | 0.6592 | 0.6557 | 0.8410 | 0.0 | nan | 0.0 | 0.6594 | 0.5297 | 0.5198 | 0.7277 | 0.0 | nan |
| 0.0487 | 11.4583 | 4400 | 0.0551 | 0.4160 | 0.5945 | 0.7080 | nan | 0.7381 | 0.6263 | 0.7222 | 0.8861 | 0.0 | nan | 0.0 | 0.6714 | 0.5135 | 0.5444 | 0.7664 | 0.0 | nan |
| 0.0167 | 11.5104 | 4420 | 0.0550 | 0.3967 | 0.5468 | 0.6990 | nan | 0.7338 | 0.6591 | 0.5529 | 0.7883 | 0.0 | nan | 0.0 | 0.6725 | 0.5363 | 0.4786 | 0.6931 | 0.0 | nan |
| 0.032 | 11.5625 | 4440 | 0.0504 | 0.4173 | 0.5829 | 0.7210 | nan | 0.7499 | 0.6742 | 0.6358 | 0.8545 | 0.0 | nan | 0.0 | 0.6868 | 0.5423 | 0.5221 | 0.7524 | 0.0 | nan |
| 0.0735 | 11.6146 | 4460 | 0.0517 | 0.4124 | 0.5769 | 0.7047 | nan | 0.7335 | 0.6557 | 0.6092 | 0.8861 | 0.0 | nan | 0.0 | 0.6716 | 0.5301 | 0.4983 | 0.7744 | 0.0 | nan |
| 0.0077 | 11.6667 | 4480 | 0.0539 | 0.4046 | 0.5654 | 0.7013 | nan | 0.7238 | 0.6791 | 0.5749 | 0.8495 | 0.0 | nan | 0.0 | 0.6676 | 0.5350 | 0.4809 | 0.7440 | 0.0 | nan |
| 0.0115 | 11.7188 | 4500 | 0.0535 | 0.4298 | 0.6031 | 0.7312 | nan | 0.7555 | 0.6856 | 0.6660 | 0.9087 | 0.0 | nan | 0.0 | 0.6901 | 0.5467 | 0.5569 | 0.7849 | 0.0 | nan |
| 0.0479 | 11.7708 | 4520 | 0.0541 | 0.4118 | 0.5716 | 0.7064 | nan | 0.7381 | 0.6503 | 0.6295 | 0.8398 | 0.0 | nan | 0.0 | 0.6700 | 0.5288 | 0.5304 | 0.7416 | 0.0 | nan |
| 0.035 | 11.8229 | 4540 | 0.0558 | 0.4021 | 0.5630 | 0.7020 | nan | 0.7540 | 0.5916 | 0.6553 | 0.8139 | 0.0 | nan | 0.0 | 0.6722 | 0.4966 | 0.5267 | 0.7169 | 0.0 | nan |
| 0.0081 | 11.875 | 4560 | 0.0551 | 0.4033 | 0.5584 | 0.6923 | nan | 0.7218 | 0.6429 | 0.6130 | 0.8143 | 0.0 | nan | 0.0 | 0.6615 | 0.5288 | 0.5061 | 0.7235 | 0.0 | nan |
| 0.0892 | 11.9271 | 4580 | 0.0521 | 0.4199 | 0.5928 | 0.7228 | nan | 0.7547 | 0.6530 | 0.6927 | 0.8636 | 0.0 | nan | 0.0 | 0.6885 | 0.5308 | 0.5470 | 0.7532 | 0.0 | nan |
| 0.0512 | 11.9792 | 4600 | 0.0520 | 0.4173 | 0.5946 | 0.7193 | nan | 0.7521 | 0.6410 | 0.7074 | 0.8725 | 0.0 | nan | 0.0 | 0.6848 | 0.5204 | 0.5418 | 0.7571 | 0.0 | nan |
| 0.0102 | 12.0312 | 4620 | 0.0506 | 0.4159 | 0.5877 | 0.7191 | nan | 0.7534 | 0.6497 | 0.6614 | 0.8743 | 0.0 | nan | 0.0 | 0.6849 | 0.5177 | 0.5349 | 0.7582 | 0.0 | nan |
| 0.0327 | 12.0833 | 4640 | 0.0534 | 0.4067 | 0.5703 | 0.7102 | nan | 0.7507 | 0.6295 | 0.6597 | 0.8116 | 0.0 | nan | 0.0 | 0.6823 | 0.5140 | 0.5247 | 0.7190 | 0.0 | nan |
| 0.0417 | 12.1354 | 4660 | 0.0535 | 0.4127 | 0.5818 | 0.7178 | nan | 0.7527 | 0.6451 | 0.6838 | 0.8276 | 0.0 | nan | 0.0 | 0.6859 | 0.5231 | 0.5348 | 0.7324 | 0.0 | nan |
| 0.0167 | 12.1875 | 4680 | 0.0540 | 0.4049 | 0.5647 | 0.7088 | nan | 0.7491 | 0.6461 | 0.5809 | 0.8472 | 0.0 | nan | 0.0 | 0.6780 | 0.5245 | 0.4908 | 0.7360 | 0.0 | nan |
| 0.0399 | 12.2396 | 4700 | 0.0522 | 0.4176 | 0.5848 | 0.7190 | nan | 0.7441 | 0.6823 | 0.6206 | 0.8769 | 0.0 | nan | 0.0 | 0.6809 | 0.5454 | 0.5186 | 0.7609 | 0.0 | nan |
| 0.0123 | 12.2917 | 4720 | 0.0536 | 0.4221 | 0.5978 | 0.7204 | nan | 0.7560 | 0.6313 | 0.7199 | 0.8820 | 0.0 | nan | 0.0 | 0.6822 | 0.5141 | 0.5661 | 0.7700 | 0.0 | nan |
| 0.0131 | 12.3438 | 4740 | 0.0521 | 0.4173 | 0.5887 | 0.7209 | nan | 0.7531 | 0.6537 | 0.6817 | 0.8549 | 0.0 | nan | 0.0 | 0.6837 | 0.5272 | 0.5502 | 0.7425 | 0.0 | nan |
| 0.0315 | 12.3958 | 4760 | 0.0511 | 0.4262 | 0.5980 | 0.7281 | nan | 0.7517 | 0.6789 | 0.6964 | 0.8630 | 0.0 | nan | 0.0 | 0.6902 | 0.5424 | 0.5634 | 0.7614 | 0.0 | nan |
| 0.1156 | 12.4479 | 4780 | 0.0523 | 0.4187 | 0.5895 | 0.7106 | nan | 0.7427 | 0.6358 | 0.6820 | 0.8871 | 0.0 | nan | 0.0 | 0.6730 | 0.5197 | 0.5538 | 0.7658 | 0.0 | nan |
| 0.0352 | 12.5 | 4800 | 0.0554 | 0.4174 | 0.5934 | 0.7082 | nan | 0.7306 | 0.6455 | 0.7276 | 0.8635 | 0.0 | nan | 0.0 | 0.6673 | 0.5257 | 0.5528 | 0.7583 | 0.0 | nan |
| 0.0382 | 12.5521 | 4820 | 0.0543 | 0.4212 | 0.5951 | 0.7209 | nan | 0.7456 | 0.6662 | 0.6942 | 0.8693 | 0.0 | nan | 0.0 | 0.6827 | 0.5361 | 0.5513 | 0.7573 | 0.0 | nan |
| 0.0246 | 12.6042 | 4840 | 0.0523 | 0.4179 | 0.5841 | 0.7233 | nan | 0.7555 | 0.6720 | 0.6193 | 0.8735 | 0.0 | nan | 0.0 | 0.6902 | 0.5376 | 0.5268 | 0.7526 | 0.0 | nan |
| 0.0221 | 12.6562 | 4860 | 0.0530 | 0.4217 | 0.6018 | 0.7185 | nan | 0.7263 | 0.7040 | 0.6801 | 0.8984 | 0.0 | nan | 0.0 | 0.6761 | 0.5448 | 0.5406 | 0.7688 | 0.0 | nan |
| 0.0228 | 12.7083 | 4880 | 0.0529 | 0.4216 | 0.6027 | 0.7157 | nan | 0.7400 | 0.6507 | 0.7113 | 0.9114 | 0.0 | nan | 0.0 | 0.6801 | 0.5219 | 0.5513 | 0.7764 | 0.0 | nan |
| 0.0093 | 12.7604 | 4900 | 0.0561 | 0.4077 | 0.5657 | 0.7063 | nan | 0.7472 | 0.6300 | 0.6294 | 0.8220 | 0.0 | nan | 0.0 | 0.6798 | 0.5184 | 0.5246 | 0.7232 | 0.0 | nan |
| 0.0334 | 12.8125 | 4920 | 0.0529 | 0.4182 | 0.5842 | 0.7219 | nan | 0.7569 | 0.6554 | 0.6569 | 0.8520 | 0.0 | nan | 0.0 | 0.6884 | 0.5298 | 0.5435 | 0.7478 | 0.0 | nan |
| 0.0166 | 12.8646 | 4940 | 0.0548 | 0.4150 | 0.5912 | 0.7113 | nan | 0.7386 | 0.6496 | 0.6767 | 0.8910 | 0.0 | nan | 0.0 | 0.6753 | 0.5289 | 0.5464 | 0.7394 | 0.0 | nan |
| 0.0561 | 12.9167 | 4960 | 0.0546 | 0.4202 | 0.5967 | 0.7123 | nan | 0.7394 | 0.6376 | 0.7324 | 0.8743 | 0.0 | nan | 0.0 | 0.6767 | 0.5219 | 0.5636 | 0.7588 | 0.0 | nan |
| 0.0172 | 12.9688 | 4980 | 0.0556 | 0.4230 | 0.5983 | 0.7185 | nan | 0.7494 | 0.6336 | 0.7521 | 0.8563 | 0.0 | nan | 0.0 | 0.6827 | 0.5186 | 0.5766 | 0.7602 | 0.0 | nan |
| 0.0617 | 13.0208 | 5000 | 0.0538 | 0.4258 | 0.5900 | 0.7218 | nan | 0.7521 | 0.6583 | 0.6862 | 0.8531 | 0.0 | nan | 0.0 | 0.6866 | 0.5318 | 0.5684 | 0.7681 | 0.0 | nan |
| 0.017 | 13.0729 | 5020 | 0.0555 | 0.4149 | 0.5837 | 0.7127 | nan | 0.7385 | 0.6564 | 0.6930 | 0.8308 | 0.0 | nan | 0.0 | 0.6791 | 0.5301 | 0.5448 | 0.7356 | 0.0 | nan |
| 0.0413 | 13.125 | 5040 | 0.0534 | 0.4149 | 0.5777 | 0.7161 | nan | 0.7508 | 0.6452 | 0.6828 | 0.8096 | 0.0 | nan | 0.0 | 0.6846 | 0.5245 | 0.5579 | 0.7224 | 0.0 | nan |
| 0.0144 | 13.1771 | 5060 | 0.0553 | 0.4119 | 0.5730 | 0.7173 | nan | 0.7482 | 0.6655 | 0.6506 | 0.8005 | 0.0 | nan | 0.0 | 0.6856 | 0.5390 | 0.5448 | 0.7018 | 0.0 | nan |
| 0.0208 | 13.2292 | 5080 | 0.0567 | 0.4193 | 0.5863 | 0.7193 | nan | 0.7528 | 0.6509 | 0.6710 | 0.8565 | 0.0 | nan | 0.0 | 0.6857 | 0.5298 | 0.5640 | 0.7363 | 0.0 | nan |
| 0.0618 | 13.2812 | 5100 | 0.0552 | 0.4280 | 0.6039 | 0.7263 | nan | 0.7580 | 0.6451 | 0.7331 | 0.8834 | 0.0 | nan | 0.0 | 0.6905 | 0.5263 | 0.5751 | 0.7761 | 0.0 | nan |
| 0.0402 | 13.3333 | 5120 | 0.0605 | 0.3891 | 0.5420 | 0.6892 | nan | 0.7451 | 0.5782 | 0.6265 | 0.7600 | 0.0 | nan | 0.0 | 0.6683 | 0.4843 | 0.5065 | 0.6757 | 0.0 | nan |
| 0.0143 | 13.3854 | 5140 | 0.0579 | 0.4148 | 0.5896 | 0.7219 | nan | 0.7496 | 0.6567 | 0.7288 | 0.8130 | 0.0 | nan | 0.0 | 0.6865 | 0.5287 | 0.5475 | 0.7259 | 0.0 | nan |
| 0.057 | 13.4375 | 5160 | 0.0557 | 0.4162 | 0.5810 | 0.7136 | nan | 0.7587 | 0.6130 | 0.6836 | 0.8499 | 0.0 | nan | 0.0 | 0.6829 | 0.5031 | 0.5556 | 0.7557 | 0.0 | nan |
| 0.0338 | 13.4896 | 5180 | 0.0560 | 0.4173 | 0.5900 | 0.7164 | nan | 0.7542 | 0.6271 | 0.7009 | 0.8678 | 0.0 | nan | 0.0 | 0.6808 | 0.5085 | 0.5594 | 0.7553 | 0.0 | nan |
| 0.0312 | 13.5417 | 5200 | 0.0550 | 0.4249 | 0.6023 | 0.7172 | nan | 0.7363 | 0.6734 | 0.6781 | 0.9238 | 0.0 | nan | 0.0 | 0.6759 | 0.5307 | 0.5603 | 0.7823 | 0.0 | nan |
| 0.0049 | 13.5938 | 5220 | 0.0559 | 0.4179 | 0.5935 | 0.7167 | nan | 0.7467 | 0.6554 | 0.6494 | 0.9159 | 0.0 | nan | 0.0 | 0.6817 | 0.5225 | 0.5453 | 0.7579 | 0.0 | nan |
| 0.048 | 13.6458 | 5240 | 0.0589 | 0.4161 | 0.5965 | 0.7084 | nan | 0.7351 | 0.6401 | 0.6929 | 0.9145 | 0.0 | nan | 0.0 | 0.6680 | 0.5128 | 0.5543 | 0.7616 | 0.0 | nan |
| 0.0196 | 13.6979 | 5260 | 0.0562 | 0.4248 | 0.6052 | 0.7185 | nan | 0.7380 | 0.6636 | 0.7271 | 0.8973 | 0.0 | nan | 0.0 | 0.6741 | 0.5258 | 0.5605 | 0.7886 | 0.0 | nan |
| 0.0259 | 13.75 | 5280 | 0.0559 | 0.4236 | 0.5993 | 0.7198 | nan | 0.7473 | 0.6495 | 0.7234 | 0.8764 | 0.0 | nan | 0.0 | 0.6808 | 0.5226 | 0.5611 | 0.7769 | 0.0 | nan |
| 0.0591 | 13.8021 | 5300 | 0.0562 | 0.4178 | 0.5835 | 0.7118 | nan | 0.7413 | 0.6465 | 0.6897 | 0.8398 | 0.0 | nan | 0.0 | 0.6752 | 0.5226 | 0.5617 | 0.7472 | 0.0 | nan |
| 0.0561 | 13.8542 | 5320 | 0.0544 | 0.4231 | 0.5954 | 0.7290 | nan | 0.7703 | 0.6316 | 0.7257 | 0.8492 | 0.0 | nan | 0.0 | 0.6937 | 0.5137 | 0.5747 | 0.7567 | 0.0 | nan |
| 0.0195 | 13.9062 | 5340 | 0.0547 | 0.4192 | 0.5964 | 0.7190 | nan | 0.7522 | 0.6328 | 0.7355 | 0.8616 | 0.0 | nan | 0.0 | 0.6826 | 0.5124 | 0.5612 | 0.7588 | 0.0 | nan |
| 0.0519 | 13.9583 | 5360 | 0.0548 | 0.4040 | 0.5607 | 0.7051 | nan | 0.7379 | 0.6560 | 0.6066 | 0.8030 | 0.0 | nan | 0.0 | 0.6756 | 0.5321 | 0.5100 | 0.7064 | 0.0 | nan |
| 0.0347 | 14.0104 | 5380 | 0.0533 | 0.4120 | 0.5750 | 0.7305 | nan | 0.7636 | 0.6825 | 0.6420 | 0.7869 | 0.0 | nan | 0.0 | 0.6983 | 0.5447 | 0.5351 | 0.6936 | 0.0 | nan |
| 0.0066 | 14.0625 | 5400 | 0.0564 | 0.4032 | 0.5732 | 0.7210 | nan | 0.7482 | 0.6735 | 0.6903 | 0.7539 | 0.0 | nan | 0.0 | 0.6873 | 0.5370 | 0.5306 | 0.6645 | 0.0 | nan |
| 0.0242 | 14.1146 | 5420 | 0.0574 | 0.4078 | 0.5717 | 0.7194 | nan | 0.7529 | 0.6593 | 0.6726 | 0.7737 | 0.0 | nan | 0.0 | 0.6849 | 0.5327 | 0.5416 | 0.6875 | 0.0 | nan |
| 0.0225 | 14.1667 | 5440 | 0.0563 | 0.4046 | 0.5719 | 0.7090 | nan | 0.7447 | 0.6303 | 0.7015 | 0.7832 | 0.0 | nan | 0.0 | 0.6742 | 0.5132 | 0.5455 | 0.6950 | 0.0 | nan |
| 0.0178 | 14.2188 | 5460 | 0.0542 | 0.4166 | 0.5906 | 0.7241 | nan | 0.7439 | 0.6847 | 0.7044 | 0.8200 | 0.0 | nan | 0.0 | 0.6831 | 0.5401 | 0.5586 | 0.7180 | 0.0 | nan |
| 0.0618 | 14.2708 | 5480 | 0.0535 | 0.4121 | 0.5787 | 0.7189 | nan | 0.7431 | 0.6804 | 0.6578 | 0.8120 | 0.0 | nan | 0.0 | 0.6809 | 0.5413 | 0.5405 | 0.7097 | 0.0 | nan |
| 0.0155 | 14.3229 | 5500 | 0.0535 | 0.4123 | 0.5863 | 0.7140 | nan | 0.7345 | 0.6716 | 0.6882 | 0.8372 | 0.0 | nan | 0.0 | 0.6738 | 0.5306 | 0.5502 | 0.7191 | 0.0 | nan |
| 0.0253 | 14.375 | 5520 | 0.0525 | 0.4184 | 0.5933 | 0.7113 | nan | 0.7367 | 0.6476 | 0.7052 | 0.8773 | 0.0 | nan | 0.0 | 0.6730 | 0.5240 | 0.5573 | 0.7565 | 0.0 | nan |
| 0.0273 | 14.4271 | 5540 | 0.0554 | 0.4218 | 0.6017 | 0.7245 | nan | 0.7520 | 0.6521 | 0.7434 | 0.8609 | 0.0 | nan | 0.0 | 0.6857 | 0.5268 | 0.5646 | 0.7539 | 0.0 | nan |
| 0.0539 | 14.4792 | 5560 | 0.0558 | 0.4054 | 0.5698 | 0.7107 | nan | 0.7477 | 0.6350 | 0.6809 | 0.7853 | 0.0 | nan | 0.0 | 0.6801 | 0.5167 | 0.5390 | 0.6963 | 0.0 | nan |
| 0.0346 | 14.5312 | 5580 | 0.0585 | 0.3901 | 0.5431 | 0.6996 | nan | 0.7397 | 0.6375 | 0.6108 | 0.7274 | 0.0 | nan | 0.0 | 0.6752 | 0.5164 | 0.5021 | 0.6467 | 0.0 | nan |
| 0.0421 | 14.5833 | 5600 | 0.0527 | 0.4190 | 0.5883 | 0.7221 | nan | 0.7501 | 0.6638 | 0.6930 | 0.8347 | 0.0 | nan | 0.0 | 0.6860 | 0.5298 | 0.5575 | 0.7410 | 0.0 | nan |
| 0.0215 | 14.6354 | 5620 | 0.0526 | 0.4177 | 0.5824 | 0.7173 | nan | 0.7489 | 0.6536 | 0.6763 | 0.8331 | 0.0 | nan | 0.0 | 0.6823 | 0.5265 | 0.5551 | 0.7423 | 0.0 | nan |
| 0.0404 | 14.6875 | 5640 | 0.0525 | 0.4213 | 0.5921 | 0.7255 | nan | 0.7521 | 0.6697 | 0.6998 | 0.8391 | 0.0 | nan | 0.0 | 0.6880 | 0.5358 | 0.5620 | 0.7422 | 0.0 | nan |
| 0.0326 | 14.7396 | 5660 | 0.0524 | 0.4221 | 0.5937 | 0.7194 | nan | 0.7449 | 0.6617 | 0.6982 | 0.8635 | 0.0 | nan | 0.0 | 0.6806 | 0.5310 | 0.5597 | 0.7613 | 0.0 | nan |
| 0.0265 | 14.7917 | 5680 | 0.0538 | 0.4205 | 0.5909 | 0.7156 | nan | 0.7421 | 0.6590 | 0.6753 | 0.8782 | 0.0 | nan | 0.0 | 0.6782 | 0.5304 | 0.5498 | 0.7648 | 0.0 | nan |
| 0.0106 | 14.8438 | 5700 | 0.0553 | 0.4177 | 0.5879 | 0.7123 | nan | 0.7419 | 0.6479 | 0.6730 | 0.8769 | 0.0 | nan | 0.0 | 0.6775 | 0.5236 | 0.5436 | 0.7618 | 0.0 | nan |
| 0.0457 | 14.8958 | 5720 | 0.0550 | 0.4192 | 0.5862 | 0.7147 | nan | 0.7470 | 0.6503 | 0.6515 | 0.8820 | 0.0 | nan | 0.0 | 0.6798 | 0.5227 | 0.5468 | 0.7659 | 0.0 | nan |
| 0.0423 | 14.9479 | 5740 | 0.0543 | 0.4226 | 0.5948 | 0.7131 | nan | 0.7358 | 0.6631 | 0.6720 | 0.9031 | 0.0 | nan | 0.0 | 0.6722 | 0.5253 | 0.5580 | 0.7801 | 0.0 | nan |
| 0.0355 | 15.0 | 5760 | 0.0548 | 0.4210 | 0.5915 | 0.7158 | nan | 0.7487 | 0.6403 | 0.6882 | 0.8802 | 0.0 | nan | 0.0 | 0.6791 | 0.5197 | 0.5659 | 0.7615 | 0.0 | nan |
| 0.0427 | 15.0521 | 5780 | 0.0553 | 0.4116 | 0.5706 | 0.6976 | nan | 0.7337 | 0.6227 | 0.6421 | 0.8547 | 0.0 | nan | 0.0 | 0.6627 | 0.5094 | 0.5455 | 0.7522 | 0.0 | nan |
| 0.0078 | 15.1042 | 5800 | 0.0544 | 0.4262 | 0.5954 | 0.7225 | nan | 0.7480 | 0.6692 | 0.6819 | 0.8780 | 0.0 | nan | 0.0 | 0.6858 | 0.5359 | 0.5599 | 0.7758 | 0.0 | nan |
| 0.0176 | 15.1562 | 5820 | 0.0562 | 0.4148 | 0.5789 | 0.7052 | nan | 0.7310 | 0.6496 | 0.6794 | 0.8347 | 0.0 | nan | 0.0 | 0.6707 | 0.5261 | 0.5508 | 0.7411 | 0.0 | nan |
| 0.095 | 15.2083 | 5840 | 0.0546 | 0.4151 | 0.5746 | 0.7133 | nan | 0.7499 | 0.6462 | 0.6369 | 0.8400 | 0.0 | nan | 0.0 | 0.6814 | 0.5262 | 0.5408 | 0.7421 | 0.0 | nan |
| 0.0124 | 15.2604 | 5860 | 0.0546 | 0.4155 | 0.5750 | 0.7179 | nan | 0.7512 | 0.6623 | 0.6367 | 0.8250 | 0.0 | nan | 0.0 | 0.6828 | 0.5345 | 0.5411 | 0.7345 | 0.0 | nan |
| 0.0247 | 15.3125 | 5880 | 0.0566 | 0.4098 | 0.5790 | 0.7116 | nan | 0.7363 | 0.6594 | 0.6968 | 0.8026 | 0.0 | nan | 0.0 | 0.6732 | 0.5285 | 0.5487 | 0.7083 | 0.0 | nan |
| 0.0366 | 15.3646 | 5900 | 0.0555 | 0.4103 | 0.5805 | 0.7150 | nan | 0.7432 | 0.6579 | 0.6838 | 0.8177 | 0.0 | nan | 0.0 | 0.6784 | 0.5240 | 0.5418 | 0.7176 | 0.0 | nan |
| 0.0236 | 15.4167 | 5920 | 0.0555 | 0.4173 | 0.5852 | 0.7191 | nan | 0.7478 | 0.6634 | 0.6700 | 0.8448 | 0.0 | nan | 0.0 | 0.6821 | 0.5302 | 0.5468 | 0.7446 | 0.0 | nan |
| 0.0282 | 15.4688 | 5940 | 0.0537 | 0.4189 | 0.5925 | 0.7125 | nan | 0.7293 | 0.6690 | 0.7193 | 0.8451 | 0.0 | nan | 0.0 | 0.6699 | 0.5296 | 0.5604 | 0.7532 | 0.0 | nan |
| 0.0291 | 15.5208 | 5960 | 0.0551 | 0.4165 | 0.5901 | 0.7103 | nan | 0.7354 | 0.6452 | 0.7209 | 0.8489 | 0.0 | nan | 0.0 | 0.6708 | 0.5223 | 0.5574 | 0.7487 | 0.0 | nan |
| 0.0313 | 15.5729 | 5980 | 0.0532 | 0.4175 | 0.5927 | 0.7132 | nan | 0.7282 | 0.6795 | 0.6932 | 0.8626 | 0.0 | nan | 0.0 | 0.6705 | 0.5401 | 0.5454 | 0.7488 | 0.0 | nan |
| 0.0157 | 15.625 | 6000 | 0.0528 | 0.4152 | 0.5811 | 0.7138 | nan | 0.7375 | 0.6733 | 0.6512 | 0.8433 | 0.0 | nan | 0.0 | 0.6763 | 0.5377 | 0.5334 | 0.7436 | 0.0 | nan |
| 0.0188 | 15.6771 | 6020 | 0.0560 | 0.4077 | 0.5730 | 0.7072 | nan | 0.7332 | 0.6609 | 0.6527 | 0.8180 | 0.0 | nan | 0.0 | 0.6730 | 0.5304 | 0.5246 | 0.7179 | 0.0 | nan |
| 0.0473 | 15.7292 | 6040 | 0.0546 | 0.4037 | 0.5623 | 0.7089 | nan | 0.7395 | 0.6639 | 0.6236 | 0.7846 | 0.0 | nan | 0.0 | 0.6773 | 0.5317 | 0.5125 | 0.7011 | 0.0 | nan |
| 0.0318 | 15.7812 | 6060 | 0.0535 | 0.4221 | 0.5924 | 0.7197 | nan | 0.7483 | 0.6592 | 0.6780 | 0.8766 | 0.0 | nan | 0.0 | 0.6832 | 0.5298 | 0.5515 | 0.7679 | 0.0 | nan |
| 0.0376 | 15.8333 | 6080 | 0.0549 | 0.4172 | 0.5843 | 0.7105 | nan | 0.7372 | 0.6550 | 0.6689 | 0.8605 | 0.0 | nan | 0.0 | 0.6759 | 0.5273 | 0.5425 | 0.7575 | 0.0 | nan |
| 0.0158 | 15.8854 | 6100 | 0.0544 | 0.4230 | 0.5932 | 0.7229 | nan | 0.7540 | 0.6578 | 0.6773 | 0.8771 | 0.0 | nan | 0.0 | 0.6878 | 0.5291 | 0.5579 | 0.7635 | 0.0 | nan |
| 0.0252 | 15.9375 | 6120 | 0.0562 | 0.4121 | 0.5753 | 0.7087 | nan | 0.7444 | 0.6389 | 0.6462 | 0.8471 | 0.0 | nan | 0.0 | 0.6765 | 0.5180 | 0.5408 | 0.7371 | 0.0 | nan |
| 0.0458 | 15.9896 | 6140 | 0.0591 | 0.4048 | 0.5629 | 0.7051 | nan | 0.7525 | 0.6202 | 0.5962 | 0.8457 | 0.0 | nan | 0.0 | 0.6769 | 0.5054 | 0.5164 | 0.7303 | 0.0 | nan |
| 0.0112 | 16.0417 | 6160 | 0.0553 | 0.4167 | 0.5845 | 0.7150 | nan | 0.7535 | 0.6258 | 0.7034 | 0.8397 | 0.0 | nan | 0.0 | 0.6795 | 0.5095 | 0.5662 | 0.7450 | 0.0 | nan |
| 0.0347 | 16.0938 | 6180 | 0.0572 | 0.4140 | 0.5856 | 0.7142 | nan | 0.7444 | 0.6412 | 0.7238 | 0.8188 | 0.0 | nan | 0.0 | 0.6763 | 0.5186 | 0.5655 | 0.7236 | 0.0 | nan |
| 0.0411 | 16.1458 | 6200 | 0.0579 | 0.4172 | 0.5860 | 0.7195 | nan | 0.7591 | 0.6304 | 0.7008 | 0.8396 | 0.0 | nan | 0.0 | 0.6841 | 0.5103 | 0.5691 | 0.7397 | 0.0 | nan |
| 0.0524 | 16.1979 | 6220 | 0.0581 | 0.4209 | 0.5917 | 0.7218 | nan | 0.7571 | 0.6437 | 0.6908 | 0.8669 | 0.0 | nan | 0.0 | 0.6849 | 0.5174 | 0.5690 | 0.7542 | 0.0 | nan |
| 0.0531 | 16.25 | 6240 | 0.0568 | 0.4252 | 0.5988 | 0.7266 | nan | 0.7608 | 0.6510 | 0.6876 | 0.8947 | 0.0 | nan | 0.0 | 0.6897 | 0.5220 | 0.5695 | 0.7700 | 0.0 | nan |
| 0.0254 | 16.3021 | 6260 | 0.0571 | 0.4228 | 0.5942 | 0.7204 | nan | 0.7445 | 0.6693 | 0.6849 | 0.8721 | 0.0 | nan | 0.0 | 0.6821 | 0.5322 | 0.5607 | 0.7616 | 0.0 | nan |
| 0.0488 | 16.3542 | 6280 | 0.0550 | 0.4203 | 0.5886 | 0.7227 | nan | 0.7520 | 0.6665 | 0.6682 | 0.8560 | 0.0 | nan | 0.0 | 0.6881 | 0.5330 | 0.5483 | 0.7525 | 0.0 | nan |
| 0.0387 | 16.4062 | 6300 | 0.0536 | 0.4181 | 0.5848 | 0.7214 | nan | 0.7559 | 0.6578 | 0.6450 | 0.8656 | 0.0 | nan | 0.0 | 0.6885 | 0.5284 | 0.5396 | 0.7520 | 0.0 | nan |
| 0.0103 | 16.4583 | 6320 | 0.0533 | 0.4209 | 0.5879 | 0.7231 | nan | 0.7503 | 0.6756 | 0.6545 | 0.8592 | 0.0 | nan | 0.0 | 0.6868 | 0.5383 | 0.5470 | 0.7532 | 0.0 | nan |
| 0.0183 | 16.5104 | 6340 | 0.0541 | 0.4192 | 0.5887 | 0.7181 | nan | 0.7403 | 0.6788 | 0.6568 | 0.8677 | 0.0 | nan | 0.0 | 0.6805 | 0.5403 | 0.5465 | 0.7482 | 0.0 | nan |
| 0.0956 | 16.5625 | 6360 | 0.0520 | 0.4189 | 0.5857 | 0.7105 | nan | 0.7414 | 0.6448 | 0.6623 | 0.8798 | 0.0 | nan | 0.0 | 0.6745 | 0.5206 | 0.5543 | 0.7640 | 0.0 | nan |
| 0.0504 | 16.6146 | 6380 | 0.0539 | 0.4224 | 0.5973 | 0.7174 | nan | 0.7470 | 0.6453 | 0.7012 | 0.8929 | 0.0 | nan | 0.0 | 0.6790 | 0.5207 | 0.5688 | 0.7658 | 0.0 | nan |
| 0.0537 | 16.6667 | 6400 | 0.0564 | 0.4155 | 0.5883 | 0.7057 | nan | 0.7395 | 0.6190 | 0.7079 | 0.8750 | 0.0 | nan | 0.0 | 0.6689 | 0.5039 | 0.5651 | 0.7550 | 0.0 | nan |
| 0.0294 | 16.7188 | 6420 | 0.0545 | 0.4122 | 0.5753 | 0.7050 | nan | 0.7487 | 0.6072 | 0.6732 | 0.8474 | 0.0 | nan | 0.0 | 0.6725 | 0.4970 | 0.5578 | 0.7459 | 0.0 | nan |
| 0.0516 | 16.7708 | 6440 | 0.0543 | 0.4101 | 0.5708 | 0.7063 | nan | 0.7455 | 0.6292 | 0.6425 | 0.8368 | 0.0 | nan | 0.0 | 0.6727 | 0.5094 | 0.5446 | 0.7337 | 0.0 | nan |
| 0.0126 | 16.8229 | 6460 | 0.0548 | 0.4156 | 0.5843 | 0.7160 | nan | 0.7503 | 0.6432 | 0.6784 | 0.8496 | 0.0 | nan | 0.0 | 0.6805 | 0.5175 | 0.5544 | 0.7412 | 0.0 | nan |
| 0.0073 | 16.875 | 6480 | 0.0549 | 0.4116 | 0.5749 | 0.7122 | nan | 0.7470 | 0.6493 | 0.6356 | 0.8427 | 0.0 | nan | 0.0 | 0.6798 | 0.5224 | 0.5332 | 0.7340 | 0.0 | nan |
| 0.0475 | 16.9271 | 6500 | 0.0535 | 0.4158 | 0.5788 | 0.7164 | nan | 0.7539 | 0.6480 | 0.6306 | 0.8617 | 0.0 | nan | 0.0 | 0.6846 | 0.5217 | 0.5369 | 0.7516 | 0.0 | nan |
| 0.0235 | 16.9792 | 6520 | 0.0531 | 0.4246 | 0.5972 | 0.7230 | nan | 0.7476 | 0.6717 | 0.6793 | 0.8871 | 0.0 | nan | 0.0 | 0.6838 | 0.5345 | 0.5591 | 0.7702 | 0.0 | nan |
| 0.0455 | 17.0312 | 6540 | 0.0540 | 0.4152 | 0.5810 | 0.7063 | nan | 0.7384 | 0.6367 | 0.6654 | 0.8642 | 0.0 | nan | 0.0 | 0.6712 | 0.5150 | 0.5520 | 0.7531 | 0.0 | nan |
| 0.0333 | 17.0833 | 6560 | 0.0565 | 0.4089 | 0.5730 | 0.7032 | nan | 0.7412 | 0.6232 | 0.6570 | 0.8435 | 0.0 | nan | 0.0 | 0.6704 | 0.5056 | 0.5462 | 0.7313 | 0.0 | nan |
| 0.0061 | 17.1354 | 6580 | 0.0573 | 0.4105 | 0.5736 | 0.7103 | nan | 0.7526 | 0.6244 | 0.6546 | 0.8363 | 0.0 | nan | 0.0 | 0.6784 | 0.5053 | 0.5479 | 0.7312 | 0.0 | nan |
| 0.0597 | 17.1875 | 6600 | 0.0548 | 0.4146 | 0.5770 | 0.7180 | nan | 0.7585 | 0.6410 | 0.6465 | 0.8392 | 0.0 | nan | 0.0 | 0.6855 | 0.5155 | 0.5470 | 0.7396 | 0.0 | nan |
| 0.0755 | 17.2396 | 6620 | 0.0539 | 0.4261 | 0.5963 | 0.7266 | nan | 0.7639 | 0.6435 | 0.6927 | 0.8813 | 0.0 | nan | 0.0 | 0.6904 | 0.5203 | 0.5722 | 0.7738 | 0.0 | nan |
| 0.0231 | 17.2917 | 6640 | 0.0546 | 0.4230 | 0.5957 | 0.7227 | nan | 0.7565 | 0.6411 | 0.7199 | 0.8611 | 0.0 | nan | 0.0 | 0.6854 | 0.5200 | 0.5739 | 0.7585 | 0.0 | nan |
| 0.0835 | 17.3438 | 6660 | 0.0551 | 0.4130 | 0.5756 | 0.7088 | nan | 0.7485 | 0.6245 | 0.6673 | 0.8378 | 0.0 | nan | 0.0 | 0.6769 | 0.5116 | 0.5527 | 0.7367 | 0.0 | nan |
| 0.033 | 17.3958 | 6680 | 0.0566 | 0.4118 | 0.5747 | 0.7138 | nan | 0.7548 | 0.6320 | 0.6584 | 0.8286 | 0.0 | nan | 0.0 | 0.6823 | 0.5137 | 0.5496 | 0.7249 | 0.0 | nan |
| 0.0668 | 17.4479 | 6700 | 0.0548 | 0.4157 | 0.5776 | 0.7168 | nan | 0.7561 | 0.6429 | 0.6396 | 0.8492 | 0.0 | nan | 0.0 | 0.6845 | 0.5191 | 0.5467 | 0.7436 | 0.0 | nan |
| 0.0321 | 17.5 | 6720 | 0.0562 | 0.4095 | 0.5682 | 0.7036 | nan | 0.7437 | 0.6267 | 0.6287 | 0.8417 | 0.0 | nan | 0.0 | 0.6708 | 0.5081 | 0.5394 | 0.7390 | 0.0 | nan |
| 0.0362 | 17.5521 | 6740 | 0.0565 | 0.4147 | 0.5804 | 0.7092 | nan | 0.7417 | 0.6407 | 0.6655 | 0.8542 | 0.0 | nan | 0.0 | 0.6717 | 0.5156 | 0.5554 | 0.7454 | 0.0 | nan |
| 0.0221 | 17.6042 | 6760 | 0.0555 | 0.4160 | 0.5838 | 0.7157 | nan | 0.7462 | 0.6521 | 0.6805 | 0.8402 | 0.0 | nan | 0.0 | 0.6772 | 0.5214 | 0.5594 | 0.7378 | 0.0 | nan |
| 0.0231 | 17.6562 | 6780 | 0.0560 | 0.4155 | 0.5773 | 0.7131 | nan | 0.7450 | 0.6536 | 0.6514 | 0.8364 | 0.0 | nan | 0.0 | 0.6751 | 0.5220 | 0.5520 | 0.7438 | 0.0 | nan |
| 0.0552 | 17.7083 | 6800 | 0.0560 | 0.4137 | 0.5728 | 0.7136 | nan | 0.7426 | 0.6692 | 0.6252 | 0.8269 | 0.0 | nan | 0.0 | 0.6765 | 0.5312 | 0.5380 | 0.7364 | 0.0 | nan |
| 0.0196 | 17.7604 | 6820 | 0.0559 | 0.4267 | 0.6004 | 0.7295 | nan | 0.7518 | 0.6848 | 0.6887 | 0.8768 | 0.0 | nan | 0.0 | 0.6885 | 0.5401 | 0.5663 | 0.7651 | 0.0 | nan |
| 0.0372 | 17.8125 | 6840 | 0.0565 | 0.4268 | 0.6037 | 0.7296 | nan | 0.7489 | 0.6885 | 0.6992 | 0.8819 | 0.0 | nan | 0.0 | 0.6880 | 0.5423 | 0.5661 | 0.7642 | 0.0 | nan |
| 0.0438 | 17.8646 | 6860 | 0.0551 | 0.4203 | 0.5911 | 0.7194 | nan | 0.7479 | 0.6611 | 0.6706 | 0.8758 | 0.0 | nan | 0.0 | 0.6829 | 0.5292 | 0.5519 | 0.7579 | 0.0 | nan |
| 0.0245 | 17.9167 | 6880 | 0.0559 | 0.4256 | 0.6010 | 0.7252 | nan | 0.7521 | 0.6615 | 0.7105 | 0.8809 | 0.0 | nan | 0.0 | 0.6859 | 0.5298 | 0.5690 | 0.7691 | 0.0 | nan |
| 0.0051 | 17.9688 | 6900 | 0.0577 | 0.4216 | 0.5932 | 0.7168 | nan | 0.7436 | 0.6567 | 0.6879 | 0.8779 | 0.0 | nan | 0.0 | 0.6794 | 0.5270 | 0.5588 | 0.7642 | 0.0 | nan |
| 0.0157 | 18.0208 | 6920 | 0.0561 | 0.4156 | 0.5797 | 0.7102 | nan | 0.7353 | 0.6639 | 0.6547 | 0.8444 | 0.0 | nan | 0.0 | 0.6741 | 0.5308 | 0.5451 | 0.7437 | 0.0 | nan |
| 0.009 | 18.0729 | 6940 | 0.0574 | 0.4206 | 0.5877 | 0.7187 | nan | 0.7482 | 0.6601 | 0.6672 | 0.8631 | 0.0 | nan | 0.0 | 0.6824 | 0.5291 | 0.5565 | 0.7557 | 0.0 | nan |
| 0.0839 | 18.125 | 6960 | 0.0564 | 0.4208 | 0.5881 | 0.7182 | nan | 0.7472 | 0.6593 | 0.6717 | 0.8625 | 0.0 | nan | 0.0 | 0.6820 | 0.5293 | 0.5585 | 0.7551 | 0.0 | nan |
| 0.0502 | 18.1771 | 6980 | 0.0572 | 0.4172 | 0.5815 | 0.7160 | nan | 0.7500 | 0.6513 | 0.6471 | 0.8588 | 0.0 | nan | 0.0 | 0.6825 | 0.5250 | 0.5468 | 0.7489 | 0.0 | nan |
| 0.021 | 18.2292 | 7000 | 0.0576 | 0.4218 | 0.5920 | 0.7213 | nan | 0.7549 | 0.6491 | 0.6795 | 0.8767 | 0.0 | nan | 0.0 | 0.6864 | 0.5238 | 0.5596 | 0.7610 | 0.0 | nan |
| 0.0143 | 18.2812 | 7020 | 0.0587 | 0.4232 | 0.5967 | 0.7245 | nan | 0.7577 | 0.6479 | 0.7055 | 0.8723 | 0.0 | nan | 0.0 | 0.6885 | 0.5231 | 0.5670 | 0.7607 | 0.0 | nan |
| 0.0413 | 18.3333 | 7040 | 0.0577 | 0.4233 | 0.5933 | 0.7249 | nan | 0.7574 | 0.6560 | 0.6859 | 0.8673 | 0.0 | nan | 0.0 | 0.6885 | 0.5281 | 0.5624 | 0.7611 | 0.0 | nan |
| 0.0532 | 18.3854 | 7060 | 0.0573 | 0.4207 | 0.5885 | 0.7219 | nan | 0.7542 | 0.6572 | 0.6705 | 0.8608 | 0.0 | nan | 0.0 | 0.6858 | 0.5286 | 0.5555 | 0.7543 | 0.0 | nan |
| 0.015 | 18.4375 | 7080 | 0.0567 | 0.4232 | 0.5929 | 0.7239 | nan | 0.7521 | 0.6647 | 0.6889 | 0.8588 | 0.0 | nan | 0.0 | 0.6862 | 0.5325 | 0.5638 | 0.7564 | 0.0 | nan |
| 0.0412 | 18.4896 | 7100 | 0.0549 | 0.4173 | 0.5816 | 0.7165 | nan | 0.7466 | 0.6580 | 0.6688 | 0.8346 | 0.0 | nan | 0.0 | 0.6812 | 0.5292 | 0.5541 | 0.7392 | 0.0 | nan |
| 0.0363 | 18.5417 | 7120 | 0.0565 | 0.4178 | 0.5861 | 0.7145 | nan | 0.7436 | 0.6501 | 0.6925 | 0.8441 | 0.0 | nan | 0.0 | 0.6791 | 0.5251 | 0.5603 | 0.7426 | 0.0 | nan |
| 0.0084 | 18.5938 | 7140 | 0.0556 | 0.4186 | 0.5869 | 0.7180 | nan | 0.7522 | 0.6416 | 0.6976 | 0.8432 | 0.0 | nan | 0.0 | 0.6842 | 0.5201 | 0.5638 | 0.7436 | 0.0 | nan |
| 0.0558 | 18.6458 | 7160 | 0.0560 | 0.4143 | 0.5762 | 0.7128 | nan | 0.7467 | 0.6473 | 0.6579 | 0.8291 | 0.0 | nan | 0.0 | 0.6803 | 0.5231 | 0.5490 | 0.7335 | 0.0 | nan |
| 0.0291 | 18.6979 | 7180 | 0.0578 | 0.4156 | 0.5815 | 0.7162 | nan | 0.7472 | 0.6519 | 0.6861 | 0.8221 | 0.0 | nan | 0.0 | 0.6821 | 0.5255 | 0.5587 | 0.7274 | 0.0 | nan |
| 0.0354 | 18.75 | 7200 | 0.0577 | 0.4174 | 0.5839 | 0.7178 | nan | 0.7510 | 0.6485 | 0.6829 | 0.8369 | 0.0 | nan | 0.0 | 0.6846 | 0.5230 | 0.5597 | 0.7373 | 0.0 | nan |
| 0.0472 | 18.8021 | 7220 | 0.0559 | 0.4182 | 0.5822 | 0.7167 | nan | 0.7522 | 0.6446 | 0.6669 | 0.8475 | 0.0 | nan | 0.0 | 0.6840 | 0.5208 | 0.5579 | 0.7464 | 0.0 | nan |
| 0.0608 | 18.8542 | 7240 | 0.0547 | 0.4200 | 0.5844 | 0.7184 | nan | 0.7532 | 0.6477 | 0.6699 | 0.8514 | 0.0 | nan | 0.0 | 0.6844 | 0.5230 | 0.5609 | 0.7514 | 0.0 | nan |
| 0.03 | 18.9062 | 7260 | 0.0567 | 0.4121 | 0.5728 | 0.7152 | nan | 0.7511 | 0.6490 | 0.6543 | 0.8099 | 0.0 | nan | 0.0 | 0.6829 | 0.5239 | 0.5478 | 0.7181 | 0.0 | nan |
| 0.0317 | 18.9583 | 7280 | 0.0575 | 0.4145 | 0.5780 | 0.7199 | nan | 0.7533 | 0.6594 | 0.6576 | 0.8200 | 0.0 | nan | 0.0 | 0.6864 | 0.5292 | 0.5488 | 0.7226 | 0.0 | nan |
| 0.0161 | 19.0104 | 7300 | 0.0567 | 0.4139 | 0.5776 | 0.7162 | nan | 0.7445 | 0.6681 | 0.6486 | 0.8266 | 0.0 | nan | 0.0 | 0.6810 | 0.5337 | 0.5448 | 0.7240 | 0.0 | nan |
| 0.0149 | 19.0625 | 7320 | 0.0558 | 0.4166 | 0.5828 | 0.7200 | nan | 0.7546 | 0.6519 | 0.6682 | 0.8392 | 0.0 | nan | 0.0 | 0.6864 | 0.5256 | 0.5536 | 0.7340 | 0.0 | nan |
| 0.0142 | 19.1146 | 7340 | 0.0559 | 0.4222 | 0.5931 | 0.7243 | nan | 0.7510 | 0.6706 | 0.6821 | 0.8616 | 0.0 | nan | 0.0 | 0.6869 | 0.5351 | 0.5615 | 0.7500 | 0.0 | nan |
| 0.0702 | 19.1667 | 7360 | 0.0559 | 0.4236 | 0.5933 | 0.7259 | nan | 0.7524 | 0.6746 | 0.6777 | 0.8618 | 0.0 | nan | 0.0 | 0.6878 | 0.5370 | 0.5631 | 0.7536 | 0.0 | nan |
| 0.0396 | 19.2188 | 7380 | 0.0559 | 0.4198 | 0.5881 | 0.7195 | nan | 0.7472 | 0.6632 | 0.6798 | 0.8504 | 0.0 | nan | 0.0 | 0.6828 | 0.5314 | 0.5602 | 0.7443 | 0.0 | nan |
| 0.0384 | 19.2708 | 7400 | 0.0564 | 0.4231 | 0.5963 | 0.7247 | nan | 0.7530 | 0.6614 | 0.7018 | 0.8654 | 0.0 | nan | 0.0 | 0.6870 | 0.5310 | 0.5692 | 0.7515 | 0.0 | nan |
| 0.0533 | 19.3229 | 7420 | 0.0569 | 0.4202 | 0.5876 | 0.7167 | nan | 0.7463 | 0.6534 | 0.6815 | 0.8568 | 0.0 | nan | 0.0 | 0.6804 | 0.5267 | 0.5632 | 0.7512 | 0.0 | nan |
| 0.0344 | 19.375 | 7440 | 0.0580 | 0.4234 | 0.5938 | 0.7205 | nan | 0.7473 | 0.6613 | 0.6939 | 0.8665 | 0.0 | nan | 0.0 | 0.6824 | 0.5306 | 0.5691 | 0.7585 | 0.0 | nan |
| 0.0267 | 19.4271 | 7460 | 0.0567 | 0.4210 | 0.5881 | 0.7162 | nan | 0.7460 | 0.6533 | 0.6754 | 0.8657 | 0.0 | nan | 0.0 | 0.6805 | 0.5265 | 0.5616 | 0.7577 | 0.0 | nan |
| 0.0475 | 19.4792 | 7480 | 0.0582 | 0.4214 | 0.5913 | 0.7185 | nan | 0.7513 | 0.6437 | 0.6969 | 0.8648 | 0.0 | nan | 0.0 | 0.6836 | 0.5212 | 0.5684 | 0.7553 | 0.0 | nan |
| 0.0207 | 19.5312 | 7500 | 0.0567 | 0.4212 | 0.5882 | 0.7181 | nan | 0.7510 | 0.6484 | 0.6762 | 0.8654 | 0.0 | nan | 0.0 | 0.6831 | 0.5239 | 0.5625 | 0.7578 | 0.0 | nan |
| 0.0451 | 19.5833 | 7520 | 0.0562 | 0.4215 | 0.5891 | 0.7170 | nan | 0.7479 | 0.6525 | 0.6677 | 0.8776 | 0.0 | nan | 0.0 | 0.6816 | 0.5261 | 0.5590 | 0.7621 | 0.0 | nan |
| 0.0455 | 19.6354 | 7540 | 0.0563 | 0.4212 | 0.5886 | 0.7185 | nan | 0.7516 | 0.6495 | 0.6697 | 0.8719 | 0.0 | nan | 0.0 | 0.6839 | 0.5245 | 0.5597 | 0.7592 | 0.0 | nan |
| 0.0236 | 19.6875 | 7560 | 0.0568 | 0.4208 | 0.5888 | 0.7181 | nan | 0.7476 | 0.6562 | 0.6781 | 0.8619 | 0.0 | nan | 0.0 | 0.6822 | 0.5279 | 0.5609 | 0.7538 | 0.0 | nan |
| 0.0533 | 19.7396 | 7580 | 0.0571 | 0.4193 | 0.5860 | 0.7170 | nan | 0.7500 | 0.6458 | 0.6854 | 0.8485 | 0.0 | nan | 0.0 | 0.6829 | 0.5225 | 0.5626 | 0.7478 | 0.0 | nan |
| 0.0108 | 19.7917 | 7600 | 0.0560 | 0.4194 | 0.5863 | 0.7160 | nan | 0.7486 | 0.6471 | 0.6736 | 0.8622 | 0.0 | nan | 0.0 | 0.6819 | 0.5232 | 0.5584 | 0.7527 | 0.0 | nan |
| 0.0128 | 19.8438 | 7620 | 0.0552 | 0.4211 | 0.5871 | 0.7190 | nan | 0.7520 | 0.6505 | 0.6751 | 0.8576 | 0.0 | nan | 0.0 | 0.6845 | 0.5251 | 0.5614 | 0.7554 | 0.0 | nan |
| 0.0146 | 19.8958 | 7640 | 0.0562 | 0.4235 | 0.5929 | 0.7213 | nan | 0.7483 | 0.6630 | 0.6908 | 0.8623 | 0.0 | nan | 0.0 | 0.6836 | 0.5317 | 0.5674 | 0.7583 | 0.0 | nan |
| 0.0216 | 19.9479 | 7660 | 0.0561 | 0.4196 | 0.5876 | 0.7177 | nan | 0.7519 | 0.6422 | 0.6895 | 0.8547 | 0.0 | nan | 0.0 | 0.6839 | 0.5205 | 0.5636 | 0.7494 | 0.0 | nan |
| 0.0037 | 20.0 | 7680 | 0.0561 | 0.4235 | 0.5927 | 0.7225 | nan | 0.7526 | 0.6585 | 0.6838 | 0.8686 | 0.0 | nan | 0.0 | 0.6864 | 0.5293 | 0.5653 | 0.7603 | 0.0 | nan |
### Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
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