README.md

---
library_name: transformers
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-pallet-detection
  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-pallet-detection

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0875
- Mean Iou: 0.5491
- Mean Accuracy: 0.8268
- Overall Accuracy: 0.9234
- Accuracy Background: nan
- Accuracy Ground: 0.9626
- Accuracy Pallet: 0.6910
- Iou Background: 0.0
- Iou Ground: 0.9623
- Iou Pallet: 0.6850

## 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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 50

### Training results

| Training Loss | Epoch   | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Ground | Accuracy Pallet | Iou Background | Iou Ground | Iou Pallet |
|:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:---------------:|:---------------:|:--------------:|:----------:|:----------:|
| 0.6288        | 0.1227  | 20   | 0.8578          | 0.2512   | 0.3776        | 0.6391           | nan                 | 0.7452          | 0.0099          | 0.0            | 0.7450     | 0.0087     |
| 0.7189        | 0.2454  | 40   | 0.5850          | 0.2915   | 0.4396        | 0.7440           | nan                 | 0.8676          | 0.0115          | 0.0            | 0.8631     | 0.0115     |
| 0.6089        | 0.3681  | 60   | 0.4628          | 0.2700   | 0.4061        | 0.6910           | nan                 | 0.8066          | 0.0056          | 0.0            | 0.8044     | 0.0056     |
| 0.3748        | 0.4908  | 80   | 0.4588          | 0.3008   | 0.4536        | 0.7592           | nan                 | 0.8832          | 0.0240          | 0.0            | 0.8785     | 0.0239     |
| 0.308         | 0.6135  | 100  | 0.4624          | 0.3028   | 0.4584        | 0.7778           | nan                 | 0.9074          | 0.0094          | 0.0            | 0.8991     | 0.0093     |
| 0.5434        | 0.7362  | 120  | 0.4649          | 0.2973   | 0.4498        | 0.7585           | nan                 | 0.8838          | 0.0157          | 0.0            | 0.8764     | 0.0157     |
| 0.3178        | 0.8589  | 140  | 0.5073          | 0.3036   | 0.4590        | 0.7704           | nan                 | 0.8968          | 0.0212          | 0.0            | 0.8897     | 0.0212     |
| 0.2856        | 0.9816  | 160  | 0.3759          | 0.3004   | 0.4518        | 0.7476           | nan                 | 0.8677          | 0.0358          | 0.0            | 0.8654     | 0.0357     |
| 0.2272        | 1.1043  | 180  | 0.3637          | 0.3340   | 0.5028        | 0.7942           | nan                 | 0.9125          | 0.0930          | 0.0            | 0.9092     | 0.0929     |
| 0.2823        | 1.2270  | 200  | 0.2762          | 0.2995   | 0.4498        | 0.7280           | nan                 | 0.8409          | 0.0588          | 0.0            | 0.8398     | 0.0586     |
| 0.2911        | 1.3497  | 220  | 0.4361          | 0.3507   | 0.5276        | 0.7997           | nan                 | 0.9101          | 0.1452          | 0.0            | 0.9075     | 0.1446     |
| 0.1527        | 1.4724  | 240  | 0.2464          | 0.3440   | 0.5171        | 0.7850           | nan                 | 0.8937          | 0.1405          | 0.0            | 0.8919     | 0.1400     |
| 0.2161        | 1.5951  | 260  | 0.2411          | 0.3386   | 0.5086        | 0.7751           | nan                 | 0.8832          | 0.1340          | 0.0            | 0.8824     | 0.1335     |
| 0.1434        | 1.7178  | 280  | 0.2563          | 0.3617   | 0.5436        | 0.8026           | nan                 | 0.9077          | 0.1794          | 0.0            | 0.9072     | 0.1780     |
| 0.3045        | 1.8405  | 300  | 0.3075          | 0.2661   | 0.3997        | 0.5917           | nan                 | 0.6696          | 0.1298          | 0.0            | 0.6691     | 0.1292     |
| 0.1123        | 1.9632  | 320  | 0.3347          | 0.3598   | 0.5416        | 0.8089           | nan                 | 0.9174          | 0.1658          | 0.0            | 0.9141     | 0.1653     |
| 0.5724        | 2.0859  | 340  | 0.3249          | 0.4045   | 0.6117        | 0.8391           | nan                 | 0.9314          | 0.2919          | 0.0            | 0.9239     | 0.2895     |
| 0.1898        | 2.2086  | 360  | 0.2471          | 0.3923   | 0.5927        | 0.8304           | nan                 | 0.9269          | 0.2585          | 0.0            | 0.9212     | 0.2558     |
| 0.1742        | 2.3313  | 380  | 0.2217          | 0.3704   | 0.5568        | 0.7857           | nan                 | 0.8786          | 0.2351          | 0.0            | 0.8781     | 0.2332     |
| 0.1968        | 2.4540  | 400  | 0.2207          | 0.3709   | 0.5606        | 0.7917           | nan                 | 0.8856          | 0.2355          | 0.0            | 0.8795     | 0.2333     |
| 0.1402        | 2.5767  | 420  | 0.2088          | 0.4216   | 0.6345        | 0.8474           | nan                 | 0.9339          | 0.3351          | 0.0            | 0.9325     | 0.3323     |
| 0.0926        | 2.6994  | 440  | 0.2372          | 0.4077   | 0.6139        | 0.8349           | nan                 | 0.9247          | 0.3031          | 0.0            | 0.9239     | 0.2993     |
| 0.1664        | 2.8221  | 460  | 0.2039          | 0.3597   | 0.5403        | 0.7742           | nan                 | 0.8692          | 0.2113          | 0.0            | 0.8687     | 0.2105     |
| 0.1059        | 2.9448  | 480  | 0.2024          | 0.3962   | 0.5959        | 0.8265           | nan                 | 0.9201          | 0.2716          | 0.0            | 0.9191     | 0.2695     |
| 0.1445        | 3.0675  | 500  | 0.1953          | 0.3809   | 0.5724        | 0.8227           | nan                 | 0.9244          | 0.2205          | 0.0            | 0.9236     | 0.2192     |
| 0.6358        | 3.1902  | 520  | 0.2057          | 0.4049   | 0.6088        | 0.8413           | nan                 | 0.9358          | 0.2819          | 0.0            | 0.9350     | 0.2796     |
| 0.0811        | 3.3129  | 540  | 0.1819          | 0.4345   | 0.6547        | 0.8526           | nan                 | 0.9330          | 0.3764          | 0.0            | 0.9322     | 0.3712     |
| 0.1276        | 3.4356  | 560  | 0.1660          | 0.4601   | 0.6958        | 0.8538           | nan                 | 0.9179          | 0.4737          | 0.0            | 0.9176     | 0.4627     |
| 0.1655        | 3.5583  | 580  | 0.1575          | 0.4330   | 0.6529        | 0.8349           | nan                 | 0.9089          | 0.3969          | 0.0            | 0.9086     | 0.3905     |
| 0.1085        | 3.6810  | 600  | 0.1451          | 0.4170   | 0.6265        | 0.8376           | nan                 | 0.9234          | 0.3295          | 0.0            | 0.9226     | 0.3283     |
| 0.0539        | 3.8037  | 620  | 0.1582          | 0.4736   | 0.7146        | 0.8778           | nan                 | 0.9441          | 0.4851          | 0.0            | 0.9434     | 0.4775     |
| 0.2292        | 3.9264  | 640  | 0.1490          | 0.4538   | 0.6844        | 0.8557           | nan                 | 0.9253          | 0.4435          | 0.0            | 0.9248     | 0.4365     |
| 0.1184        | 4.0491  | 660  | 0.1570          | 0.4417   | 0.6662        | 0.8593           | nan                 | 0.9377          | 0.3948          | 0.0            | 0.9337     | 0.3914     |
| 0.2224        | 4.1718  | 680  | 0.1653          | 0.4968   | 0.7524        | 0.8828           | nan                 | 0.9358          | 0.5690          | 0.0            | 0.9332     | 0.5572     |
| 0.17          | 4.2945  | 700  | 0.1645          | 0.3846   | 0.5777        | 0.8324           | nan                 | 0.9358          | 0.2196          | 0.0            | 0.9353     | 0.2187     |
| 0.0733        | 4.4172  | 720  | 0.1589          | 0.3817   | 0.5732        | 0.8235           | nan                 | 0.9252          | 0.2213          | 0.0            | 0.9247     | 0.2203     |
| 0.1638        | 4.5399  | 740  | 0.1603          | 0.4751   | 0.7191        | 0.8722           | nan                 | 0.9344          | 0.5037          | 0.0            | 0.9337     | 0.4917     |
| 0.16          | 4.6626  | 760  | 0.1490          | 0.3802   | 0.5709        | 0.8305           | nan                 | 0.9359          | 0.2060          | 0.0            | 0.9353     | 0.2054     |
| 0.167         | 4.7853  | 780  | 0.1385          | 0.4829   | 0.7305        | 0.8960           | nan                 | 0.9632          | 0.4977          | 0.0            | 0.9564     | 0.4924     |
| 0.0911        | 4.9080  | 800  | 0.1240          | 0.4551   | 0.6853        | 0.8657           | nan                 | 0.9390          | 0.4317          | 0.0            | 0.9384     | 0.4269     |
| 0.0534        | 5.0307  | 820  | 0.1394          | 0.4692   | 0.7071        | 0.8789           | nan                 | 0.9486          | 0.4656          | 0.0            | 0.9460     | 0.4617     |
| 0.0562        | 5.1534  | 840  | 0.1305          | 0.4792   | 0.7230        | 0.8634           | nan                 | 0.9204          | 0.5256          | 0.0            | 0.9202     | 0.5175     |
| 0.0479        | 5.2761  | 860  | 0.1368          | 0.4135   | 0.6212        | 0.8446           | nan                 | 0.9354          | 0.3071          | 0.0            | 0.9344     | 0.3061     |
| 0.1066        | 5.3988  | 880  | 0.1475          | 0.4355   | 0.6553        | 0.8526           | nan                 | 0.9327          | 0.3780          | 0.0            | 0.9319     | 0.3746     |
| 0.0827        | 5.5215  | 900  | 0.1358          | 0.4878   | 0.7370        | 0.8786           | nan                 | 0.9361          | 0.5378          | 0.0            | 0.9356     | 0.5280     |
| 0.092         | 5.6442  | 920  | 0.1473          | 0.4381   | 0.6589        | 0.8371           | nan                 | 0.9095          | 0.4083          | 0.0            | 0.9086     | 0.4058     |
| 0.0641        | 5.7669  | 940  | 0.1328          | 0.4655   | 0.7008        | 0.8539           | nan                 | 0.9161          | 0.4856          | 0.0            | 0.9155     | 0.4811     |
| 0.1034        | 5.8896  | 960  | 0.1293          | 0.4711   | 0.7099        | 0.8568           | nan                 | 0.9164          | 0.5034          | 0.0            | 0.9161     | 0.4973     |
| 0.1067        | 6.0123  | 980  | 0.1185          | 0.4734   | 0.7142        | 0.8778           | nan                 | 0.9443          | 0.4840          | 0.0            | 0.9431     | 0.4771     |
| 0.1078        | 6.1350  | 1000 | 0.1223          | 0.4644   | 0.6998        | 0.8732           | nan                 | 0.9436          | 0.4560          | 0.0            | 0.9428     | 0.4503     |
| 0.0642        | 6.2577  | 1020 | 0.1215          | 0.4332   | 0.6511        | 0.8511           | nan                 | 0.9323          | 0.3698          | 0.0            | 0.9316     | 0.3679     |
| 0.0532        | 6.3804  | 1040 | 0.1312          | 0.4428   | 0.6661        | 0.8443           | nan                 | 0.9167          | 0.4154          | 0.0            | 0.9164     | 0.4120     |
| 0.1149        | 6.5031  | 1060 | 0.1154          | 0.4648   | 0.6998        | 0.8742           | nan                 | 0.9451          | 0.4545          | 0.0            | 0.9443     | 0.4503     |
| 0.0823        | 6.6258  | 1080 | 0.1139          | 0.4611   | 0.6945        | 0.8700           | nan                 | 0.9412          | 0.4477          | 0.0            | 0.9404     | 0.4429     |
| 0.0661        | 6.7485  | 1100 | 0.1094          | 0.4529   | 0.6812        | 0.8696           | nan                 | 0.9461          | 0.4162          | 0.0            | 0.9457     | 0.4131     |
| 0.0531        | 6.8712  | 1120 | 0.1189          | 0.4635   | 0.6988        | 0.8573           | nan                 | 0.9217          | 0.4758          | 0.0            | 0.9215     | 0.4690     |
| 0.1291        | 6.9939  | 1140 | 0.1218          | 0.5099   | 0.7713        | 0.8913           | nan                 | 0.9401          | 0.6026          | 0.0            | 0.9394     | 0.5904     |
| 0.0867        | 7.1166  | 1160 | 0.1050          | 0.5039   | 0.7600        | 0.8904           | nan                 | 0.9434          | 0.5765          | 0.0            | 0.9425     | 0.5692     |
| 0.0675        | 7.2393  | 1180 | 0.1068          | 0.4700   | 0.7075        | 0.8808           | nan                 | 0.9512          | 0.4638          | 0.0            | 0.9506     | 0.4593     |
| 0.1253        | 7.3620  | 1200 | 0.1077          | 0.4490   | 0.6752        | 0.8718           | nan                 | 0.9516          | 0.3988          | 0.0            | 0.9500     | 0.3969     |
| 0.0351        | 7.4847  | 1220 | 0.1050          | 0.5161   | 0.7802        | 0.9007           | nan                 | 0.9497          | 0.6107          | 0.0            | 0.9489     | 0.5993     |
| 0.0278        | 7.6074  | 1240 | 0.1299          | 0.4516   | 0.6803        | 0.8703           | nan                 | 0.9474          | 0.4132          | 0.0            | 0.9471     | 0.4078     |
| 0.0889        | 7.7301  | 1260 | 0.1078          | 0.4807   | 0.7232        | 0.8692           | nan                 | 0.9285          | 0.5179          | 0.0            | 0.9280     | 0.5140     |
| 0.1384        | 7.8528  | 1280 | 0.1045          | 0.4801   | 0.7231        | 0.8768           | nan                 | 0.9393          | 0.5069          | 0.0            | 0.9388     | 0.5015     |
| 0.0934        | 7.9755  | 1300 | 0.1193          | 0.4587   | 0.6895        | 0.8638           | nan                 | 0.9345          | 0.4445          | 0.0            | 0.9339     | 0.4423     |
| 0.0888        | 8.0982  | 1320 | 0.1040          | 0.4815   | 0.7245        | 0.8830           | nan                 | 0.9473          | 0.5018          | 0.0            | 0.9467     | 0.4979     |
| 0.0707        | 8.2209  | 1340 | 0.1191          | 0.4506   | 0.6771        | 0.8580           | nan                 | 0.9315          | 0.4227          | 0.0            | 0.9312     | 0.4206     |
| 0.1217        | 8.3436  | 1360 | 0.0995          | 0.4944   | 0.7451        | 0.8850           | nan                 | 0.9417          | 0.5484          | 0.0            | 0.9412     | 0.5421     |
| 0.045         | 8.4663  | 1380 | 0.0961          | 0.5106   | 0.7701        | 0.8918           | nan                 | 0.9412          | 0.5989          | 0.0            | 0.9408     | 0.5910     |
| 0.0878        | 8.5890  | 1400 | 0.0930          | 0.5041   | 0.7592        | 0.8928           | nan                 | 0.9471          | 0.5712          | 0.0            | 0.9466     | 0.5656     |
| 0.0226        | 8.7117  | 1420 | 0.1167          | 0.4407   | 0.6620        | 0.8601           | nan                 | 0.9405          | 0.3836          | 0.0            | 0.9398     | 0.3823     |
| 0.0583        | 8.8344  | 1440 | 0.1002          | 0.4944   | 0.7446        | 0.8848           | nan                 | 0.9417          | 0.5474          | 0.0            | 0.9412     | 0.5420     |
| 0.0286        | 8.9571  | 1460 | 0.1019          | 0.5077   | 0.7657        | 0.8968           | nan                 | 0.9501          | 0.5813          | 0.0            | 0.9492     | 0.5739     |
| 0.0344        | 9.0798  | 1480 | 0.0920          | 0.4995   | 0.7524        | 0.8921           | nan                 | 0.9488          | 0.5559          | 0.0            | 0.9484     | 0.5502     |
| 0.0788        | 9.2025  | 1500 | 0.0883          | 0.5302   | 0.8005        | 0.9159           | nan                 | 0.9628          | 0.6383          | 0.0            | 0.9621     | 0.6284     |
| 0.0469        | 9.3252  | 1520 | 0.0944          | 0.5148   | 0.7759        | 0.9011           | nan                 | 0.9519          | 0.5999          | 0.0            | 0.9513     | 0.5932     |
| 0.0546        | 9.4479  | 1540 | 0.0979          | 0.5137   | 0.7739        | 0.9119           | nan                 | 0.9679          | 0.5800          | 0.0            | 0.9672     | 0.5740     |
| 0.0684        | 9.5706  | 1560 | 0.0902          | 0.5114   | 0.7705        | 0.9040           | nan                 | 0.9581          | 0.5829          | 0.0            | 0.9575     | 0.5766     |
| 0.0508        | 9.6933  | 1580 | 0.0939          | 0.4982   | 0.7503        | 0.8903           | nan                 | 0.9472          | 0.5533          | 0.0            | 0.9467     | 0.5479     |
| 0.0578        | 9.8160  | 1600 | 0.1032          | 0.5008   | 0.7543        | 0.8957           | nan                 | 0.9531          | 0.5556          | 0.0            | 0.9524     | 0.5500     |
| 0.0475        | 9.9387  | 1620 | 0.1143          | 0.4718   | 0.7092        | 0.8709           | nan                 | 0.9365          | 0.4819          | 0.0            | 0.9359     | 0.4794     |
| 0.0622        | 10.0613 | 1640 | 0.0951          | 0.5194   | 0.7828        | 0.9067           | nan                 | 0.9570          | 0.6086          | 0.0            | 0.9565     | 0.6016     |
| 0.0312        | 10.1840 | 1660 | 0.1021          | 0.4815   | 0.7243        | 0.8881           | nan                 | 0.9546          | 0.4941          | 0.0            | 0.9541     | 0.4903     |
| 0.0618        | 10.3067 | 1680 | 0.1146          | 0.4930   | 0.7432        | 0.8695           | nan                 | 0.9208          | 0.5657          | 0.0            | 0.9204     | 0.5586     |
| 0.0572        | 10.4294 | 1700 | 0.0911          | 0.5149   | 0.7759        | 0.9094           | nan                 | 0.9636          | 0.5883          | 0.0            | 0.9630     | 0.5818     |
| 0.0429        | 10.5521 | 1720 | 0.0909          | 0.5371   | 0.8113        | 0.9118           | nan                 | 0.9526          | 0.6700          | 0.0            | 0.9521     | 0.6594     |
| 0.0519        | 10.6748 | 1740 | 0.0920          | 0.5123   | 0.7729        | 0.9034           | nan                 | 0.9563          | 0.5896          | 0.0            | 0.9559     | 0.5810     |
| 0.0541        | 10.7975 | 1760 | 0.0878          | 0.5035   | 0.7581        | 0.8994           | nan                 | 0.9568          | 0.5595          | 0.0            | 0.9564     | 0.5541     |
| 0.0469        | 10.9202 | 1780 | 0.0870          | 0.5272   | 0.7966        | 0.9029           | nan                 | 0.9461          | 0.6471          | 0.0            | 0.9459     | 0.6357     |
| 0.0514        | 11.0429 | 1800 | 0.0912          | 0.5108   | 0.7710        | 0.8943           | nan                 | 0.9444          | 0.5976          | 0.0            | 0.9441     | 0.5884     |
| 0.0429        | 11.1656 | 1820 | 0.0894          | 0.5045   | 0.7595        | 0.8941           | nan                 | 0.9488          | 0.5702          | 0.0            | 0.9485     | 0.5651     |
| 0.0709        | 11.2883 | 1840 | 0.0847          | 0.5189   | 0.7822        | 0.9067           | nan                 | 0.9572          | 0.6071          | 0.0            | 0.9568     | 0.6000     |
| 0.0683        | 11.4110 | 1860 | 0.0936          | 0.4982   | 0.7496        | 0.8917           | nan                 | 0.9494          | 0.5498          | 0.0            | 0.9488     | 0.5458     |
| 0.0282        | 11.5337 | 1880 | 0.0864          | 0.5314   | 0.8017        | 0.9107           | nan                 | 0.9550          | 0.6483          | 0.0            | 0.9549     | 0.6392     |
| 0.0436        | 11.6564 | 1900 | 0.0950          | 0.4990   | 0.7512        | 0.8867           | nan                 | 0.9417          | 0.5606          | 0.0            | 0.9416     | 0.5553     |
| 0.0258        | 11.7791 | 1920 | 0.0840          | 0.5277   | 0.7955        | 0.9111           | nan                 | 0.9580          | 0.6329          | 0.0            | 0.9576     | 0.6254     |
| 0.0433        | 11.9018 | 1940 | 0.0992          | 0.5163   | 0.7782        | 0.9007           | nan                 | 0.9504          | 0.6059          | 0.0            | 0.9500     | 0.5990     |
| 0.0235        | 12.0245 | 1960 | 0.1110          | 0.4768   | 0.7167        | 0.8736           | nan                 | 0.9373          | 0.4960          | 0.0            | 0.9370     | 0.4934     |
| 0.0254        | 12.1472 | 1980 | 0.1039          | 0.5066   | 0.7641        | 0.8846           | nan                 | 0.9335          | 0.5947          | 0.0            | 0.9330     | 0.5868     |
| 0.0581        | 12.2699 | 2000 | 0.0892          | 0.5060   | 0.7611        | 0.8878           | nan                 | 0.9392          | 0.5830          | 0.0            | 0.9389     | 0.5791     |
| 0.0233        | 12.3926 | 2020 | 0.1076          | 0.5048   | 0.7594        | 0.8852           | nan                 | 0.9363          | 0.5826          | 0.0            | 0.9359     | 0.5787     |
| 0.0447        | 12.5153 | 2040 | 0.0838          | 0.5317   | 0.8011        | 0.9151           | nan                 | 0.9614          | 0.6409          | 0.0            | 0.9608     | 0.6341     |
| 0.0876        | 12.6380 | 2060 | 0.0855          | 0.5227   | 0.7870        | 0.9109           | nan                 | 0.9612          | 0.6128          | 0.0            | 0.9606     | 0.6073     |
| 0.044         | 12.7607 | 2080 | 0.0816          | 0.5299   | 0.7989        | 0.9131           | nan                 | 0.9595          | 0.6384          | 0.0            | 0.9590     | 0.6308     |
| 0.0427        | 12.8834 | 2100 | 0.0861          | 0.5261   | 0.7925        | 0.9080           | nan                 | 0.9548          | 0.6302          | 0.0            | 0.9542     | 0.6241     |
| 0.0458        | 13.0061 | 2120 | 0.1022          | 0.4944   | 0.7439        | 0.8971           | nan                 | 0.9594          | 0.5284          | 0.0            | 0.9589     | 0.5242     |
| 0.0633        | 13.1288 | 2140 | 0.0875          | 0.5107   | 0.7690        | 0.9021           | nan                 | 0.9561          | 0.5818          | 0.0            | 0.9557     | 0.5764     |
| 0.0543        | 13.2515 | 2160 | 0.0896          | 0.5093   | 0.7667        | 0.8949           | nan                 | 0.9470          | 0.5864          | 0.0            | 0.9467     | 0.5813     |
| 0.0183        | 13.3742 | 2180 | 0.0924          | 0.4932   | 0.7417        | 0.8965           | nan                 | 0.9594          | 0.5239          | 0.0            | 0.9588     | 0.5209     |
| 0.0432        | 13.4969 | 2200 | 0.0801          | 0.5383   | 0.8113        | 0.9137           | nan                 | 0.9552          | 0.6673          | 0.0            | 0.9550     | 0.6598     |
| 0.1578        | 13.6196 | 2220 | 0.0973          | 0.4854   | 0.7298        | 0.8898           | nan                 | 0.9547          | 0.5050          | 0.0            | 0.9543     | 0.5018     |
| 0.0318        | 13.7423 | 2240 | 0.0876          | 0.5287   | 0.7968        | 0.9041           | nan                 | 0.9476          | 0.6461          | 0.0            | 0.9473     | 0.6388     |
| 0.0203        | 13.8650 | 2260 | 0.0903          | 0.5274   | 0.7954        | 0.9135           | nan                 | 0.9614          | 0.6295          | 0.0            | 0.9608     | 0.6214     |
| 0.0264        | 13.9877 | 2280 | 0.0926          | 0.5083   | 0.7657        | 0.9006           | nan                 | 0.9553          | 0.5760          | 0.0            | 0.9550     | 0.5699     |
| 0.0187        | 14.1104 | 2300 | 0.0932          | 0.5303   | 0.8011        | 0.9011           | nan                 | 0.9417          | 0.6605          | 0.0            | 0.9415     | 0.6494     |
| 0.022         | 14.2331 | 2320 | 0.0968          | 0.4984   | 0.7504        | 0.8920           | nan                 | 0.9494          | 0.5514          | 0.0            | 0.9491     | 0.5462     |
| 0.0207        | 14.3558 | 2340 | 0.1010          | 0.4976   | 0.7487        | 0.8880           | nan                 | 0.9446          | 0.5528          | 0.0            | 0.9441     | 0.5487     |
| 0.0642        | 14.4785 | 2360 | 0.0978          | 0.5072   | 0.7636        | 0.8939           | nan                 | 0.9469          | 0.5803          | 0.0            | 0.9465     | 0.5751     |
| 0.0376        | 14.6012 | 2380 | 0.0939          | 0.5043   | 0.7591        | 0.8932           | nan                 | 0.9476          | 0.5706          | 0.0            | 0.9473     | 0.5656     |
| 0.0424        | 14.7239 | 2400 | 0.0781          | 0.5437   | 0.8199        | 0.9133           | nan                 | 0.9513          | 0.6885          | 0.0            | 0.9509     | 0.6801     |
| 0.0567        | 14.8466 | 2420 | 0.0820          | 0.5346   | 0.8051        | 0.9190           | nan                 | 0.9652          | 0.6450          | 0.0            | 0.9646     | 0.6393     |
| 0.0507        | 14.9693 | 2440 | 0.0900          | 0.5312   | 0.8005        | 0.9033           | nan                 | 0.9450          | 0.6560          | 0.0            | 0.9447     | 0.6488     |
| 0.0219        | 15.0920 | 2460 | 0.0912          | 0.5100   | 0.7676        | 0.8989           | nan                 | 0.9522          | 0.5829          | 0.0            | 0.9519     | 0.5781     |
| 0.02          | 15.2147 | 2480 | 0.0972          | 0.5057   | 0.7612        | 0.8937           | nan                 | 0.9475          | 0.5750          | 0.0            | 0.9472     | 0.5699     |
| 0.0323        | 15.3374 | 2500 | 0.0837          | 0.5403   | 0.8142        | 0.9127           | nan                 | 0.9528          | 0.6756          | 0.0            | 0.9524     | 0.6684     |
| 0.0162        | 15.4601 | 2520 | 0.0857          | 0.5291   | 0.7958        | 0.9115           | nan                 | 0.9584          | 0.6333          | 0.0            | 0.9577     | 0.6295     |
| 0.0206        | 15.5828 | 2540 | 0.0884          | 0.5360   | 0.8090        | 0.9156           | nan                 | 0.9588          | 0.6592          | 0.0            | 0.9585     | 0.6495     |
| 0.0233        | 15.7055 | 2560 | 0.0818          | 0.5391   | 0.8122        | 0.9155           | nan                 | 0.9575          | 0.6669          | 0.0            | 0.9570     | 0.6603     |
| 0.0401        | 15.8282 | 2580 | 0.0918          | 0.5312   | 0.7991        | 0.9013           | nan                 | 0.9429          | 0.6553          | 0.0            | 0.9425     | 0.6511     |
| 0.0424        | 15.9509 | 2600 | 0.0864          | 0.5297   | 0.7972        | 0.9042           | nan                 | 0.9476          | 0.6468          | 0.0            | 0.9473     | 0.6417     |
| 0.0412        | 16.0736 | 2620 | 0.0958          | 0.5134   | 0.7730        | 0.8929           | nan                 | 0.9416          | 0.6045          | 0.0            | 0.9412     | 0.5991     |
| 0.0237        | 16.1963 | 2640 | 0.0909          | 0.5212   | 0.7850        | 0.9026           | nan                 | 0.9504          | 0.6195          | 0.0            | 0.9500     | 0.6134     |
| 0.0281        | 16.3190 | 2660 | 0.0792          | 0.5404   | 0.8142        | 0.9173           | nan                 | 0.9592          | 0.6692          | 0.0            | 0.9586     | 0.6626     |
| 0.0227        | 16.4417 | 2680 | 0.0761          | 0.5399   | 0.8129        | 0.9178           | nan                 | 0.9603          | 0.6656          | 0.0            | 0.9597     | 0.6601     |
| 0.0313        | 16.5644 | 2700 | 0.0874          | 0.5135   | 0.7724        | 0.9064           | nan                 | 0.9608          | 0.5840          | 0.0            | 0.9603     | 0.5803     |
| 0.0237        | 16.6871 | 2720 | 0.0932          | 0.5084   | 0.7651        | 0.8887           | nan                 | 0.9388          | 0.5915          | 0.0            | 0.9385     | 0.5867     |
| 0.09          | 16.8098 | 2740 | 0.0881          | 0.5245   | 0.7905        | 0.9037           | nan                 | 0.9497          | 0.6313          | 0.0            | 0.9492     | 0.6244     |
| 0.0388        | 16.9325 | 2760 | 0.0802          | 0.5397   | 0.8131        | 0.9204           | nan                 | 0.9640          | 0.6623          | 0.0            | 0.9633     | 0.6557     |
| 0.0214        | 17.0552 | 2780 | 0.0812          | 0.5280   | 0.7952        | 0.9057           | nan                 | 0.9505          | 0.6398          | 0.0            | 0.9503     | 0.6337     |
| 0.0279        | 17.1779 | 2800 | 0.0827          | 0.5306   | 0.7990        | 0.9149           | nan                 | 0.9620          | 0.6361          | 0.0            | 0.9615     | 0.6302     |
| 0.0394        | 17.3006 | 2820 | 0.0844          | 0.5243   | 0.7895        | 0.9116           | nan                 | 0.9612          | 0.6179          | 0.0            | 0.9605     | 0.6124     |
| 0.0312        | 17.4233 | 2840 | 0.0811          | 0.5572   | 0.8419        | 0.9204           | nan                 | 0.9522          | 0.7317          | 0.0            | 0.9520     | 0.7196     |
| 0.0409        | 17.5460 | 2860 | 0.0820          | 0.5335   | 0.8033        | 0.9159           | nan                 | 0.9616          | 0.6450          | 0.0            | 0.9611     | 0.6393     |
| 0.0523        | 17.6687 | 2880 | 0.0820          | 0.5403   | 0.8148        | 0.9172           | nan                 | 0.9588          | 0.6707          | 0.0            | 0.9583     | 0.6627     |
| 0.0329        | 17.7914 | 2900 | 0.0870          | 0.5197   | 0.7828        | 0.9130           | nan                 | 0.9659          | 0.5996          | 0.0            | 0.9653     | 0.5939     |
| 0.0412        | 17.9141 | 2920 | 0.1020          | 0.4830   | 0.7260        | 0.8876           | nan                 | 0.9533          | 0.4988          | 0.0            | 0.9524     | 0.4967     |
| 0.0278        | 18.0368 | 2940 | 0.1000          | 0.5357   | 0.8075        | 0.9011           | nan                 | 0.9390          | 0.6759          | 0.0            | 0.9388     | 0.6684     |
| 0.0183        | 18.1595 | 2960 | 0.1061          | 0.5256   | 0.7919        | 0.8935           | nan                 | 0.9348          | 0.6490          | 0.0            | 0.9347     | 0.6421     |
| 0.0296        | 18.2822 | 2980 | 0.0944          | 0.5091   | 0.7658        | 0.9018           | nan                 | 0.9570          | 0.5747          | 0.0            | 0.9565     | 0.5709     |
| 0.0288        | 18.4049 | 3000 | 0.0884          | 0.5509   | 0.8313        | 0.9135           | nan                 | 0.9469          | 0.7158          | 0.0            | 0.9464     | 0.7065     |
| 0.0469        | 18.5276 | 3020 | 0.0937          | 0.5228   | 0.7870        | 0.8961           | nan                 | 0.9404          | 0.6336          | 0.0            | 0.9399     | 0.6286     |
| 0.0399        | 18.6503 | 3040 | 0.0923          | 0.5106   | 0.7679        | 0.8984           | nan                 | 0.9513          | 0.5845          | 0.0            | 0.9505     | 0.5811     |
| 0.0142        | 18.7730 | 3060 | 0.0840          | 0.5439   | 0.8205        | 0.9141           | nan                 | 0.9520          | 0.6890          | 0.0            | 0.9516     | 0.6801     |
| 0.0374        | 18.8957 | 3080 | 0.0854          | 0.5288   | 0.7963        | 0.9004           | nan                 | 0.9427          | 0.6500          | 0.0            | 0.9424     | 0.6439     |
| 0.024         | 19.0184 | 3100 | 0.0895          | 0.5201   | 0.7826        | 0.8963           | nan                 | 0.9425          | 0.6226          | 0.0            | 0.9421     | 0.6182     |
| 0.0653        | 19.1411 | 3120 | 0.0788          | 0.5576   | 0.8410        | 0.9207           | nan                 | 0.9530          | 0.7289          | 0.0            | 0.9525     | 0.7204     |
| 0.0241        | 19.2638 | 3140 | 0.0777          | 0.5462   | 0.8229        | 0.9205           | nan                 | 0.9602          | 0.6856          | 0.0            | 0.9597     | 0.6788     |
| 0.0278        | 19.3865 | 3160 | 0.1060          | 0.5211   | 0.7842        | 0.9001           | nan                 | 0.9472          | 0.6211          | 0.0            | 0.9468     | 0.6163     |
| 0.0521        | 19.5092 | 3180 | 0.0844          | 0.5367   | 0.8089        | 0.9147           | nan                 | 0.9577          | 0.6601          | 0.0            | 0.9572     | 0.6530     |
| 0.0207        | 19.6319 | 3200 | 0.1017          | 0.5121   | 0.7706        | 0.8902           | nan                 | 0.9387          | 0.6024          | 0.0            | 0.9385     | 0.5979     |
| 0.03          | 19.7546 | 3220 | 0.0796          | 0.5439   | 0.8208        | 0.9129           | nan                 | 0.9503          | 0.6914          | 0.0            | 0.9501     | 0.6815     |
| 0.0231        | 19.8773 | 3240 | 0.0848          | 0.5547   | 0.8371        | 0.9139           | nan                 | 0.9451          | 0.7292          | 0.0            | 0.9446     | 0.7195     |
| 0.0344        | 20.0    | 3260 | 0.0837          | 0.5391   | 0.8122        | 0.9126           | nan                 | 0.9534          | 0.6711          | 0.0            | 0.9529     | 0.6644     |
| 0.0256        | 20.1227 | 3280 | 0.0772          | 0.5567   | 0.8401        | 0.9186           | nan                 | 0.9505          | 0.7298          | 0.0            | 0.9502     | 0.7198     |
| 0.0238        | 20.2454 | 3300 | 0.1001          | 0.5191   | 0.7813        | 0.8946           | nan                 | 0.9406          | 0.6221          | 0.0            | 0.9401     | 0.6172     |
| 0.0268        | 20.3681 | 3320 | 0.0885          | 0.5286   | 0.7956        | 0.9005           | nan                 | 0.9431          | 0.6481          | 0.0            | 0.9428     | 0.6429     |
| 0.0221        | 20.4908 | 3340 | 0.0912          | 0.5504   | 0.8305        | 0.9097           | nan                 | 0.9419          | 0.7191          | 0.0            | 0.9415     | 0.7097     |
| 0.0247        | 20.6135 | 3360 | 0.0917          | 0.5467   | 0.8236        | 0.9127           | nan                 | 0.9490          | 0.6982          | 0.0            | 0.9485     | 0.6915     |
| 0.0397        | 20.7362 | 3380 | 0.0914          | 0.5342   | 0.8047        | 0.9090           | nan                 | 0.9513          | 0.6581          | 0.0            | 0.9507     | 0.6519     |
| 0.0793        | 20.8589 | 3400 | 0.0897          | 0.5279   | 0.7950        | 0.9038           | nan                 | 0.9479          | 0.6421          | 0.0            | 0.9475     | 0.6363     |
| 0.0481        | 20.9816 | 3420 | 0.0996          | 0.5127   | 0.7710        | 0.8946           | nan                 | 0.9447          | 0.5973          | 0.0            | 0.9443     | 0.5939     |
| 0.0215        | 21.1043 | 3440 | 0.1023          | 0.5287   | 0.7959        | 0.8989           | nan                 | 0.9407          | 0.6511          | 0.0            | 0.9404     | 0.6456     |
| 0.0234        | 21.2270 | 3460 | 0.0937          | 0.5304   | 0.7987        | 0.9078           | nan                 | 0.9520          | 0.6453          | 0.0            | 0.9517     | 0.6395     |
| 0.0286        | 21.3497 | 3480 | 0.0956          | 0.5320   | 0.8015        | 0.9051           | nan                 | 0.9471          | 0.6558          | 0.0            | 0.9467     | 0.6493     |
| 0.0203        | 21.4724 | 3500 | 0.0932          | 0.5215   | 0.7848        | 0.9057           | nan                 | 0.9547          | 0.6149          | 0.0            | 0.9543     | 0.6101     |
| 0.0756        | 21.5951 | 3520 | 0.0915          | 0.5302   | 0.7978        | 0.9159           | nan                 | 0.9639          | 0.6318          | 0.0            | 0.9630     | 0.6275     |
| 0.0292        | 21.7178 | 3540 | 0.0927          | 0.5364   | 0.8081        | 0.9079           | nan                 | 0.9485          | 0.6678          | 0.0            | 0.9480     | 0.6613     |
| 0.0167        | 21.8405 | 3560 | 0.0847          | 0.5462   | 0.8226        | 0.9155           | nan                 | 0.9532          | 0.6919          | 0.0            | 0.9528     | 0.6859     |
| 0.0426        | 21.9632 | 3580 | 0.0828          | 0.5584   | 0.8422        | 0.9262           | nan                 | 0.9603          | 0.7240          | 0.0            | 0.9599     | 0.7154     |
| 0.0281        | 22.0859 | 3600 | 0.0866          | 0.5361   | 0.8071        | 0.9165           | nan                 | 0.9609          | 0.6532          | 0.0            | 0.9604     | 0.6480     |
| 0.0299        | 22.2086 | 3620 | 0.0865          | 0.5402   | 0.8139        | 0.9081           | nan                 | 0.9464          | 0.6814          | 0.0            | 0.9462     | 0.6744     |
| 0.0288        | 22.3313 | 3640 | 0.0957          | 0.5338   | 0.8032        | 0.9021           | nan                 | 0.9422          | 0.6641          | 0.0            | 0.9418     | 0.6596     |
| 0.0376        | 22.4540 | 3660 | 0.0930          | 0.5243   | 0.7888        | 0.9022           | nan                 | 0.9482          | 0.6294          | 0.0            | 0.9480     | 0.6249     |
| 0.0231        | 22.5767 | 3680 | 0.0869          | 0.5464   | 0.8232        | 0.9157           | nan                 | 0.9532          | 0.6932          | 0.0            | 0.9529     | 0.6863     |
| 0.0323        | 22.6994 | 3700 | 0.0840          | 0.5418   | 0.8158        | 0.9080           | nan                 | 0.9455          | 0.6860          | 0.0            | 0.9453     | 0.6802     |
| 0.0201        | 22.8221 | 3720 | 0.0827          | 0.5393   | 0.8117        | 0.9133           | nan                 | 0.9545          | 0.6688          | 0.0            | 0.9542     | 0.6637     |
| 0.0367        | 22.9448 | 3740 | 0.0897          | 0.5485   | 0.8266        | 0.9160           | nan                 | 0.9523          | 0.7008          | 0.0            | 0.9519     | 0.6936     |
| 0.2495        | 23.0675 | 3760 | 0.0880          | 0.5298   | 0.7978        | 0.9080           | nan                 | 0.9527          | 0.6429          | 0.0            | 0.9523     | 0.6370     |
| 0.0116        | 23.1902 | 3780 | 0.0922          | 0.5216   | 0.7847        | 0.9098           | nan                 | 0.9606          | 0.6088          | 0.0            | 0.9599     | 0.6049     |
| 0.0165        | 23.3129 | 3800 | 0.0820          | 0.5620   | 0.8489        | 0.9260           | nan                 | 0.9574          | 0.7404          | 0.0            | 0.9570     | 0.7291     |
| 0.0462        | 23.4356 | 3820 | 0.0841          | 0.5562   | 0.8390        | 0.9159           | nan                 | 0.9471          | 0.7308          | 0.0            | 0.9467     | 0.7220     |
| 0.0265        | 23.5583 | 3840 | 0.0864          | 0.5447   | 0.8208        | 0.9199           | nan                 | 0.9602          | 0.6813          | 0.0            | 0.9598     | 0.6743     |
| 0.021         | 23.6810 | 3860 | 0.0885          | 0.5344   | 0.8051        | 0.9163           | nan                 | 0.9614          | 0.6488          | 0.0            | 0.9609     | 0.6424     |
| 0.0249        | 23.8037 | 3880 | 0.0824          | 0.5511   | 0.8312        | 0.9246           | nan                 | 0.9625          | 0.7000          | 0.0            | 0.9619     | 0.6913     |
| 0.0294        | 23.9264 | 3900 | 0.0823          | 0.5420   | 0.8166        | 0.9185           | nan                 | 0.9599          | 0.6734          | 0.0            | 0.9594     | 0.6666     |
| 0.0388        | 24.0491 | 3920 | 0.0866          | 0.5361   | 0.8072        | 0.9139           | nan                 | 0.9572          | 0.6572          | 0.0            | 0.9567     | 0.6516     |
| 0.0162        | 24.1718 | 3940 | 0.0850          | 0.5355   | 0.8067        | 0.9178           | nan                 | 0.9629          | 0.6504          | 0.0            | 0.9625     | 0.6440     |
| 0.0188        | 24.2945 | 3960 | 0.0918          | 0.5258   | 0.7918        | 0.9162           | nan                 | 0.9667          | 0.6168          | 0.0            | 0.9662     | 0.6112     |
| 0.0268        | 24.4172 | 3980 | 0.0918          | 0.5223   | 0.7863        | 0.9096           | nan                 | 0.9597          | 0.6129          | 0.0            | 0.9592     | 0.6078     |
| 0.0194        | 24.5399 | 4000 | 0.0873          | 0.5355   | 0.8063        | 0.9153           | nan                 | 0.9596          | 0.6531          | 0.0            | 0.9589     | 0.6474     |
| 0.0266        | 24.6626 | 4020 | 0.0801          | 0.5390   | 0.8113        | 0.9172           | nan                 | 0.9602          | 0.6624          | 0.0            | 0.9597     | 0.6573     |
| 0.0377        | 24.7853 | 4040 | 0.0878          | 0.5296   | 0.7967        | 0.9177           | nan                 | 0.9669          | 0.6265          | 0.0            | 0.9663     | 0.6226     |
| 0.0149        | 24.9080 | 4060 | 0.0913          | 0.5284   | 0.7952        | 0.9132           | nan                 | 0.9611          | 0.6294          | 0.0            | 0.9607     | 0.6244     |
| 0.0243        | 25.0307 | 4080 | 0.0869          | 0.5497   | 0.8288        | 0.9288           | nan                 | 0.9695          | 0.6882          | 0.0            | 0.9689     | 0.6803     |
| 0.0311        | 25.1534 | 4100 | 0.0832          | 0.5352   | 0.8053        | 0.9203           | nan                 | 0.9670          | 0.6436          | 0.0            | 0.9666     | 0.6390     |
| 0.0443        | 25.2761 | 4120 | 0.0920          | 0.5207   | 0.7833        | 0.9065           | nan                 | 0.9566          | 0.6099          | 0.0            | 0.9562     | 0.6060     |
| 0.0362        | 25.3988 | 4140 | 0.0834          | 0.5365   | 0.8073        | 0.9227           | nan                 | 0.9695          | 0.6450          | 0.0            | 0.9690     | 0.6404     |
| 0.0203        | 25.5215 | 4160 | 0.0865          | 0.5271   | 0.7933        | 0.9148           | nan                 | 0.9641          | 0.6224          | 0.0            | 0.9636     | 0.6177     |
| 0.0231        | 25.6442 | 4180 | 0.0912          | 0.5292   | 0.7964        | 0.9155           | nan                 | 0.9639          | 0.6288          | 0.0            | 0.9632     | 0.6244     |
| 0.0203        | 25.7669 | 4200 | 0.0861          | 0.5409   | 0.8150        | 0.9180           | nan                 | 0.9599          | 0.6701          | 0.0            | 0.9594     | 0.6634     |
| 0.0194        | 25.8896 | 4220 | 0.0928          | 0.5173   | 0.7780        | 0.9085           | nan                 | 0.9615          | 0.5945          | 0.0            | 0.9609     | 0.5911     |
| 0.0249        | 26.0123 | 4240 | 0.0887          | 0.5329   | 0.8017        | 0.9125           | nan                 | 0.9575          | 0.6460          | 0.0            | 0.9570     | 0.6418     |
| 0.0128        | 26.1350 | 4260 | 0.0802          | 0.5514   | 0.8304        | 0.9230           | nan                 | 0.9606          | 0.7003          | 0.0            | 0.9603     | 0.6938     |
| 0.021         | 26.2577 | 4280 | 0.0805          | 0.5469   | 0.8233        | 0.9207           | nan                 | 0.9603          | 0.6864          | 0.0            | 0.9599     | 0.6809     |
| 0.0319        | 26.3804 | 4300 | 0.0800          | 0.5519   | 0.8312        | 0.9240           | nan                 | 0.9617          | 0.7008          | 0.0            | 0.9614     | 0.6942     |
| 0.024         | 26.5031 | 4320 | 0.0775          | 0.5558   | 0.8374        | 0.9267           | nan                 | 0.9629          | 0.7119          | 0.0            | 0.9626     | 0.7049     |
| 0.0189        | 26.6258 | 4340 | 0.0827          | 0.5388   | 0.8112        | 0.9188           | nan                 | 0.9625          | 0.6600          | 0.0            | 0.9622     | 0.6541     |
| 0.0141        | 26.7485 | 4360 | 0.0870          | 0.5400   | 0.8131        | 0.9217           | nan                 | 0.9658          | 0.6605          | 0.0            | 0.9654     | 0.6546     |
| 0.0233        | 26.8712 | 4380 | 0.0849          | 0.5386   | 0.8112        | 0.9183           | nan                 | 0.9618          | 0.6605          | 0.0            | 0.9615     | 0.6544     |
| 0.0138        | 26.9939 | 4400 | 0.0897          | 0.5352   | 0.8057        | 0.9181           | nan                 | 0.9637          | 0.6477          | 0.0            | 0.9634     | 0.6421     |
| 0.0348        | 27.1166 | 4420 | 0.0894          | 0.5279   | 0.7942        | 0.9135           | nan                 | 0.9619          | 0.6266          | 0.0            | 0.9615     | 0.6223     |
| 0.0322        | 27.2393 | 4440 | 0.0834          | 0.5460   | 0.8222        | 0.9199           | nan                 | 0.9596          | 0.6847          | 0.0            | 0.9592     | 0.6788     |
| 0.025         | 27.3620 | 4460 | 0.0872          | 0.5386   | 0.8107        | 0.9207           | nan                 | 0.9654          | 0.6559          | 0.0            | 0.9649     | 0.6508     |
| 0.0164        | 27.4847 | 4480 | 0.0844          | 0.5371   | 0.8086        | 0.9154           | nan                 | 0.9587          | 0.6585          | 0.0            | 0.9584     | 0.6531     |
| 0.0245        | 27.6074 | 4500 | 0.0824          | 0.5477   | 0.8249        | 0.9151           | nan                 | 0.9517          | 0.6981          | 0.0            | 0.9514     | 0.6917     |
| 0.0174        | 27.7301 | 4520 | 0.0860          | 0.5298   | 0.7970        | 0.9121           | nan                 | 0.9589          | 0.6352          | 0.0            | 0.9585     | 0.6307     |
| 0.022         | 27.8528 | 4540 | 0.0748          | 0.5717   | 0.8626        | 0.9321           | nan                 | 0.9603          | 0.7649          | 0.0            | 0.9601     | 0.7551     |
| 0.0329        | 27.9755 | 4560 | 0.0831          | 0.5411   | 0.8143        | 0.9190           | nan                 | 0.9616          | 0.6670          | 0.0            | 0.9612     | 0.6622     |
| 0.0151        | 28.0982 | 4580 | 0.0813          | 0.5577   | 0.8410        | 0.9287           | nan                 | 0.9644          | 0.7177          | 0.0            | 0.9640     | 0.7090     |
| 0.0225        | 28.2209 | 4600 | 0.0910          | 0.5338   | 0.8037        | 0.9165           | nan                 | 0.9623          | 0.6450          | 0.0            | 0.9620     | 0.6393     |
| 0.0294        | 28.3436 | 4620 | 0.0827          | 0.5551   | 0.8367        | 0.9260           | nan                 | 0.9623          | 0.7112          | 0.0            | 0.9619     | 0.7035     |
| 0.025         | 28.4663 | 4640 | 0.0857          | 0.5365   | 0.8076        | 0.9168           | nan                 | 0.9612          | 0.6540          | 0.0            | 0.9608     | 0.6487     |
| 0.0315        | 28.5890 | 4660 | 0.0830          | 0.5498   | 0.8276        | 0.9230           | nan                 | 0.9617          | 0.6935          | 0.0            | 0.9614     | 0.6880     |
| 0.037         | 28.7117 | 4680 | 0.0849          | 0.5473   | 0.8239        | 0.9171           | nan                 | 0.9549          | 0.6930          | 0.0            | 0.9545     | 0.6875     |
| 0.0232        | 28.8344 | 4700 | 0.0821          | 0.5559   | 0.8380        | 0.9225           | nan                 | 0.9567          | 0.7193          | 0.0            | 0.9564     | 0.7113     |
| 0.0236        | 28.9571 | 4720 | 0.0817          | 0.5624   | 0.8478        | 0.9279           | nan                 | 0.9605          | 0.7350          | 0.0            | 0.9601     | 0.7269     |
| 0.0292        | 29.0798 | 4740 | 0.0806          | 0.5641   | 0.8502        | 0.9297           | nan                 | 0.9621          | 0.7383          | 0.0            | 0.9616     | 0.7308     |
| 0.0325        | 29.2025 | 4760 | 0.0853          | 0.5440   | 0.8189        | 0.9174           | nan                 | 0.9573          | 0.6806          | 0.0            | 0.9570     | 0.6750     |
| 0.0163        | 29.3252 | 4780 | 0.0892          | 0.5486   | 0.8263        | 0.9097           | nan                 | 0.9436          | 0.7090          | 0.0            | 0.9433     | 0.7024     |
| 0.0124        | 29.4479 | 4800 | 0.0798          | 0.5513   | 0.8303        | 0.9211           | nan                 | 0.9579          | 0.7028          | 0.0            | 0.9575     | 0.6963     |
| 0.0595        | 29.5706 | 4820 | 0.0845          | 0.5439   | 0.8187        | 0.9130           | nan                 | 0.9512          | 0.6862          | 0.0            | 0.9510     | 0.6806     |
| 0.0104        | 29.6933 | 4840 | 0.0851          | 0.5519   | 0.8325        | 0.9219           | nan                 | 0.9583          | 0.7066          | 0.0            | 0.9580     | 0.6976     |
| 0.0177        | 29.8160 | 4860 | 0.0898          | 0.5314   | 0.7992        | 0.9110           | nan                 | 0.9565          | 0.6419          | 0.0            | 0.9561     | 0.6380     |
| 0.0243        | 29.9387 | 4880 | 0.0786          | 0.5606   | 0.8442        | 0.9270           | nan                 | 0.9606          | 0.7278          | 0.0            | 0.9602     | 0.7215     |
| 0.024         | 30.0613 | 4900 | 0.0847          | 0.5428   | 0.8167        | 0.9169           | nan                 | 0.9576          | 0.6758          | 0.0            | 0.9571     | 0.6712     |
| 0.0532        | 30.1840 | 4920 | 0.0845          | 0.5529   | 0.8333        | 0.9240           | nan                 | 0.9609          | 0.7057          | 0.0            | 0.9604     | 0.6985     |
| 0.0203        | 30.3067 | 4940 | 0.0807          | 0.5552   | 0.8363        | 0.9226           | nan                 | 0.9576          | 0.7150          | 0.0            | 0.9572     | 0.7084     |
| 0.0358        | 30.4294 | 4960 | 0.0845          | 0.5515   | 0.8305        | 0.9201           | nan                 | 0.9565          | 0.7044          | 0.0            | 0.9562     | 0.6983     |
| 0.0202        | 30.5521 | 4980 | 0.0830          | 0.5535   | 0.8337        | 0.9229           | nan                 | 0.9591          | 0.7083          | 0.0            | 0.9587     | 0.7018     |
| 0.0248        | 30.6748 | 5000 | 0.0804          | 0.5609   | 0.8457        | 0.9263           | nan                 | 0.9590          | 0.7325          | 0.0            | 0.9586     | 0.7240     |
| 0.0491        | 30.7975 | 5020 | 0.0840          | 0.5416   | 0.8156        | 0.9186           | nan                 | 0.9604          | 0.6707          | 0.0            | 0.9600     | 0.6649     |
| 0.0327        | 30.9202 | 5040 | 0.0858          | 0.5574   | 0.8404        | 0.9276           | nan                 | 0.9630          | 0.7178          | 0.0            | 0.9625     | 0.7098     |
| 0.0178        | 31.0429 | 5060 | 0.0863          | 0.5457   | 0.8214        | 0.9207           | nan                 | 0.9610          | 0.6819          | 0.0            | 0.9605     | 0.6766     |
| 0.0473        | 31.1656 | 5080 | 0.0775          | 0.5709   | 0.8612        | 0.9338           | nan                 | 0.9633          | 0.7592          | 0.0            | 0.9628     | 0.7498     |
| 0.0398        | 31.2883 | 5100 | 0.0870          | 0.5515   | 0.8310        | 0.9137           | nan                 | 0.9472          | 0.7148          | 0.0            | 0.9468     | 0.7078     |
| 0.0228        | 31.4110 | 5120 | 0.0913          | 0.5441   | 0.8199        | 0.9131           | nan                 | 0.9509          | 0.6889          | 0.0            | 0.9504     | 0.6819     |
| 0.0351        | 31.5337 | 5140 | 0.0900          | 0.5366   | 0.8078        | 0.9125           | nan                 | 0.9550          | 0.6605          | 0.0            | 0.9546     | 0.6553     |
| 0.0383        | 31.6564 | 5160 | 0.0828          | 0.5529   | 0.8327        | 0.9239           | nan                 | 0.9609          | 0.7044          | 0.0            | 0.9605     | 0.6982     |
| 0.0235        | 31.7791 | 5180 | 0.0824          | 0.5476   | 0.8243        | 0.9207           | nan                 | 0.9598          | 0.6888          | 0.0            | 0.9594     | 0.6835     |
| 0.0159        | 31.9018 | 5200 | 0.0843          | 0.5477   | 0.8249        | 0.9187           | nan                 | 0.9568          | 0.6930          | 0.0            | 0.9564     | 0.6867     |
| 0.0201        | 32.0245 | 5220 | 0.0821          | 0.5566   | 0.8384        | 0.9245           | nan                 | 0.9595          | 0.7174          | 0.0            | 0.9591     | 0.7108     |
| 0.03          | 32.1472 | 5240 | 0.0791          | 0.5572   | 0.8394        | 0.9246           | nan                 | 0.9592          | 0.7197          | 0.0            | 0.9589     | 0.7126     |
| 0.0224        | 32.2699 | 5260 | 0.0788          | 0.5548   | 0.8357        | 0.9231           | nan                 | 0.9585          | 0.7130          | 0.0            | 0.9583     | 0.7061     |
| 0.0404        | 32.3926 | 5280 | 0.0849          | 0.5452   | 0.8207        | 0.9170           | nan                 | 0.9560          | 0.6854          | 0.0            | 0.9557     | 0.6798     |
| 0.0556        | 32.5153 | 5300 | 0.0819          | 0.5469   | 0.8234        | 0.9187           | nan                 | 0.9575          | 0.6893          | 0.0            | 0.9571     | 0.6835     |
| 0.0159        | 32.6380 | 5320 | 0.0867          | 0.5386   | 0.8106        | 0.9166           | nan                 | 0.9597          | 0.6614          | 0.0            | 0.9594     | 0.6563     |
| 0.0253        | 32.7607 | 5340 | 0.0901          | 0.5377   | 0.8090        | 0.9172           | nan                 | 0.9611          | 0.6569          | 0.0            | 0.9609     | 0.6522     |
| 0.0571        | 32.8834 | 5360 | 0.0980          | 0.5258   | 0.7909        | 0.9092           | nan                 | 0.9573          | 0.6245          | 0.0            | 0.9569     | 0.6206     |
| 0.0165        | 33.0061 | 5380 | 0.0924          | 0.5359   | 0.8070        | 0.9131           | nan                 | 0.9562          | 0.6577          | 0.0            | 0.9560     | 0.6518     |
| 0.013         | 33.1288 | 5400 | 0.0842          | 0.5439   | 0.8194        | 0.9200           | nan                 | 0.9609          | 0.6779          | 0.0            | 0.9605     | 0.6712     |
| 0.0268        | 33.2515 | 5420 | 0.0883          | 0.5312   | 0.7995        | 0.9130           | nan                 | 0.9591          | 0.6399          | 0.0            | 0.9587     | 0.6349     |
| 0.0285        | 33.3742 | 5440 | 0.0823          | 0.5537   | 0.8341        | 0.9252           | nan                 | 0.9621          | 0.7061          | 0.0            | 0.9618     | 0.6992     |
| 0.0128        | 33.4969 | 5460 | 0.0850          | 0.5324   | 0.8010        | 0.9131           | nan                 | 0.9586          | 0.6434          | 0.0            | 0.9584     | 0.6389     |
| 0.0112        | 33.6196 | 5480 | 0.0833          | 0.5588   | 0.8420        | 0.9271           | nan                 | 0.9617          | 0.7223          | 0.0            | 0.9614     | 0.7149     |
| 0.0196        | 33.7423 | 5500 | 0.0850          | 0.5500   | 0.8279        | 0.9228           | nan                 | 0.9614          | 0.6945          | 0.0            | 0.9610     | 0.6889     |
| 0.0088        | 33.8650 | 5520 | 0.0889          | 0.5418   | 0.8153        | 0.9197           | nan                 | 0.9622          | 0.6684          | 0.0            | 0.9618     | 0.6636     |
| 0.0142        | 33.9877 | 5540 | 0.0861          | 0.5516   | 0.8310        | 0.9223           | nan                 | 0.9593          | 0.7027          | 0.0            | 0.9591     | 0.6959     |
| 0.0457        | 34.1104 | 5560 | 0.0864          | 0.5443   | 0.8193        | 0.9214           | nan                 | 0.9629          | 0.6758          | 0.0            | 0.9625     | 0.6705     |
| 0.0269        | 34.2331 | 5580 | 0.0868          | 0.5495   | 0.8277        | 0.9235           | nan                 | 0.9623          | 0.6931          | 0.0            | 0.9619     | 0.6866     |
| 0.0412        | 34.3558 | 5600 | 0.0865          | 0.5413   | 0.8148        | 0.9182           | nan                 | 0.9602          | 0.6694          | 0.0            | 0.9599     | 0.6639     |
| 0.0159        | 34.4785 | 5620 | 0.0861          | 0.5550   | 0.8371        | 0.9262           | nan                 | 0.9624          | 0.7118          | 0.0            | 0.9621     | 0.7029     |
| 0.0207        | 34.6012 | 5640 | 0.0862          | 0.5458   | 0.8223        | 0.9209           | nan                 | 0.9609          | 0.6838          | 0.0            | 0.9605     | 0.6770     |
| 0.0139        | 34.7239 | 5660 | 0.0849          | 0.5439   | 0.8191        | 0.9205           | nan                 | 0.9617          | 0.6764          | 0.0            | 0.9612     | 0.6706     |
| 0.0187        | 34.8466 | 5680 | 0.0867          | 0.5474   | 0.8244        | 0.9191           | nan                 | 0.9575          | 0.6914          | 0.0            | 0.9572     | 0.6849     |
| 0.0143        | 34.9693 | 5700 | 0.0830          | 0.5539   | 0.8345        | 0.9256           | nan                 | 0.9626          | 0.7064          | 0.0            | 0.9623     | 0.6995     |
| 0.0166        | 35.0920 | 5720 | 0.0837          | 0.5531   | 0.8332        | 0.9245           | nan                 | 0.9616          | 0.7048          | 0.0            | 0.9613     | 0.6980     |
| 0.048         | 35.2147 | 5740 | 0.0884          | 0.5422   | 0.8168        | 0.9186           | nan                 | 0.9599          | 0.6736          | 0.0            | 0.9597     | 0.6671     |
| 0.0078        | 35.3374 | 5760 | 0.0906          | 0.5477   | 0.8252        | 0.9230           | nan                 | 0.9628          | 0.6877          | 0.0            | 0.9623     | 0.6807     |
| 0.0081        | 35.4601 | 5780 | 0.0954          | 0.5309   | 0.7992        | 0.9118           | nan                 | 0.9575          | 0.6408          | 0.0            | 0.9571     | 0.6355     |
| 0.0791        | 35.5828 | 5800 | 0.0914          | 0.5352   | 0.8052        | 0.9179           | nan                 | 0.9637          | 0.6467          | 0.0            | 0.9632     | 0.6424     |
| 0.0171        | 35.7055 | 5820 | 0.0841          | 0.5516   | 0.8307        | 0.9233           | nan                 | 0.9609          | 0.7006          | 0.0            | 0.9605     | 0.6944     |
| 0.0118        | 35.8282 | 5840 | 0.0855          | 0.5515   | 0.8311        | 0.9220           | nan                 | 0.9589          | 0.7033          | 0.0            | 0.9586     | 0.6960     |
| 0.027         | 35.9509 | 5860 | 0.0892          | 0.5516   | 0.8314        | 0.9271           | nan                 | 0.9659          | 0.6968          | 0.0            | 0.9656     | 0.6891     |
| 0.0256        | 36.0736 | 5880 | 0.0885          | 0.5483   | 0.8262        | 0.9234           | nan                 | 0.9629          | 0.6894          | 0.0            | 0.9627     | 0.6821     |
| 0.0233        | 36.1963 | 5900 | 0.0899          | 0.5441   | 0.8194        | 0.9197           | nan                 | 0.9604          | 0.6784          | 0.0            | 0.9601     | 0.6722     |
| 0.0295        | 36.3190 | 5920 | 0.0860          | 0.5492   | 0.8269        | 0.9203           | nan                 | 0.9582          | 0.6956          | 0.0            | 0.9579     | 0.6895     |
| 0.0243        | 36.4417 | 5940 | 0.0863          | 0.5472   | 0.8240        | 0.9222           | nan                 | 0.9621          | 0.6859          | 0.0            | 0.9618     | 0.6798     |
| 0.0256        | 36.5644 | 5960 | 0.0894          | 0.5369   | 0.8083        | 0.9172           | nan                 | 0.9614          | 0.6552          | 0.0            | 0.9611     | 0.6496     |
| 0.0334        | 36.6871 | 5980 | 0.0885          | 0.5428   | 0.8176        | 0.9195           | nan                 | 0.9609          | 0.6744          | 0.0            | 0.9606     | 0.6678     |
| 0.0281        | 36.8098 | 6000 | 0.0850          | 0.5481   | 0.8253        | 0.9210           | nan                 | 0.9599          | 0.6908          | 0.0            | 0.9595     | 0.6847     |
| 0.0239        | 36.9325 | 6020 | 0.0875          | 0.5499   | 0.8281        | 0.9234           | nan                 | 0.9620          | 0.6942          | 0.0            | 0.9617     | 0.6880     |
| 0.0097        | 37.0552 | 6040 | 0.0833          | 0.5552   | 0.8365        | 0.9246           | nan                 | 0.9604          | 0.7127          | 0.0            | 0.9601     | 0.7056     |
| 0.0326        | 37.1779 | 6060 | 0.0940          | 0.5347   | 0.8047        | 0.9157           | nan                 | 0.9607          | 0.6486          | 0.0            | 0.9604     | 0.6437     |
| 0.0164        | 37.3006 | 6080 | 0.0931          | 0.5397   | 0.8126        | 0.9198           | nan                 | 0.9634          | 0.6618          | 0.0            | 0.9631     | 0.6559     |
| 0.0133        | 37.4233 | 6100 | 0.0885          | 0.5463   | 0.8226        | 0.9213           | nan                 | 0.9613          | 0.6840          | 0.0            | 0.9610     | 0.6780     |
| 0.0141        | 37.5460 | 6120 | 0.0910          | 0.5458   | 0.8221        | 0.9199           | nan                 | 0.9596          | 0.6846          | 0.0            | 0.9593     | 0.6781     |
| 0.0149        | 37.6687 | 6140 | 0.0831          | 0.5571   | 0.8395        | 0.9236           | nan                 | 0.9577          | 0.7214          | 0.0            | 0.9575     | 0.7140     |
| 0.0178        | 37.7914 | 6160 | 0.0847          | 0.5521   | 0.8315        | 0.9218           | nan                 | 0.9585          | 0.7045          | 0.0            | 0.9582     | 0.6982     |
| 0.0092        | 37.9141 | 6180 | 0.0891          | 0.5458   | 0.8219        | 0.9195           | nan                 | 0.9592          | 0.6847          | 0.0            | 0.9589     | 0.6787     |
| 0.0248        | 38.0368 | 6200 | 0.0866          | 0.5450   | 0.8207        | 0.9201           | nan                 | 0.9605          | 0.6809          | 0.0            | 0.9603     | 0.6747     |
| 0.016         | 38.1595 | 6220 | 0.0835          | 0.5541   | 0.8349        | 0.9246           | nan                 | 0.9610          | 0.7088          | 0.0            | 0.9608     | 0.7016     |
| 0.0255        | 38.2822 | 6240 | 0.0880          | 0.5452   | 0.8213        | 0.9196           | nan                 | 0.9595          | 0.6831          | 0.0            | 0.9593     | 0.6764     |
| 0.0201        | 38.4049 | 6260 | 0.0887          | 0.5405   | 0.8135        | 0.9191           | nan                 | 0.9620          | 0.6649          | 0.0            | 0.9617     | 0.6597     |
| 0.0184        | 38.5276 | 6280 | 0.0888          | 0.5466   | 0.8233        | 0.9218           | nan                 | 0.9618          | 0.6848          | 0.0            | 0.9616     | 0.6781     |
| 0.0195        | 38.6503 | 6300 | 0.0925          | 0.5376   | 0.8090        | 0.9164           | nan                 | 0.9601          | 0.6580          | 0.0            | 0.9598     | 0.6529     |
| 0.0235        | 38.7730 | 6320 | 0.0903          | 0.5376   | 0.8090        | 0.9171           | nan                 | 0.9611          | 0.6569          | 0.0            | 0.9608     | 0.6520     |
| 0.0336        | 38.8957 | 6340 | 0.0896          | 0.5432   | 0.8180        | 0.9191           | nan                 | 0.9602          | 0.6759          | 0.0            | 0.9598     | 0.6699     |
| 0.0208        | 39.0184 | 6360 | 0.0871          | 0.5485   | 0.8261        | 0.9186           | nan                 | 0.9561          | 0.6960          | 0.0            | 0.9559     | 0.6897     |
| 0.0277        | 39.1411 | 6380 | 0.0858          | 0.5438   | 0.8186        | 0.9196           | nan                 | 0.9606          | 0.6766          | 0.0            | 0.9603     | 0.6711     |
| 0.0337        | 39.2638 | 6400 | 0.0874          | 0.5427   | 0.8169        | 0.9181           | nan                 | 0.9592          | 0.6746          | 0.0            | 0.9589     | 0.6693     |
| 0.0229        | 39.3865 | 6420 | 0.0889          | 0.5425   | 0.8165        | 0.9187           | nan                 | 0.9603          | 0.6726          | 0.0            | 0.9599     | 0.6674     |
| 0.0163        | 39.5092 | 6440 | 0.0895          | 0.5446   | 0.8199        | 0.9207           | nan                 | 0.9617          | 0.6781          | 0.0            | 0.9613     | 0.6726     |
| 0.0312        | 39.6319 | 6460 | 0.0834          | 0.5515   | 0.8306        | 0.9223           | nan                 | 0.9595          | 0.7016          | 0.0            | 0.9593     | 0.6952     |
| 0.0139        | 39.7546 | 6480 | 0.0849          | 0.5501   | 0.8283        | 0.9255           | nan                 | 0.9650          | 0.6917          | 0.0            | 0.9646     | 0.6856     |
| 0.0276        | 39.8773 | 6500 | 0.0850          | 0.5442   | 0.8194        | 0.9210           | nan                 | 0.9623          | 0.6765          | 0.0            | 0.9620     | 0.6706     |
| 0.0202        | 40.0    | 6520 | 0.0831          | 0.5524   | 0.8321        | 0.9260           | nan                 | 0.9642          | 0.7001          | 0.0            | 0.9638     | 0.6933     |
| 0.027         | 40.1227 | 6540 | 0.0795          | 0.5607   | 0.8451        | 0.9289           | nan                 | 0.9629          | 0.7273          | 0.0            | 0.9626     | 0.7196     |
| 0.0178        | 40.2454 | 6560 | 0.0880          | 0.5440   | 0.8191        | 0.9152           | nan                 | 0.9543          | 0.6839          | 0.0            | 0.9540     | 0.6781     |
| 0.0389        | 40.3681 | 6580 | 0.0905          | 0.5453   | 0.8212        | 0.9165           | nan                 | 0.9552          | 0.6872          | 0.0            | 0.9549     | 0.6811     |
| 0.0113        | 40.4908 | 6600 | 0.0928          | 0.5411   | 0.8144        | 0.9143           | nan                 | 0.9548          | 0.6739          | 0.0            | 0.9546     | 0.6686     |
| 0.0189        | 40.6135 | 6620 | 0.0895          | 0.5461   | 0.8223        | 0.9185           | nan                 | 0.9576          | 0.6869          | 0.0            | 0.9573     | 0.6809     |
| 0.0196        | 40.7362 | 6640 | 0.0820          | 0.5564   | 0.8383        | 0.9260           | nan                 | 0.9616          | 0.7150          | 0.0            | 0.9613     | 0.7079     |
| 0.0376        | 40.8589 | 6660 | 0.0847          | 0.5443   | 0.8189        | 0.9213           | nan                 | 0.9629          | 0.6750          | 0.0            | 0.9625     | 0.6704     |
| 0.0143        | 40.9816 | 6680 | 0.0826          | 0.5590   | 0.8424        | 0.9284           | nan                 | 0.9633          | 0.7215          | 0.0            | 0.9630     | 0.7139     |
| 0.0175        | 41.1043 | 6700 | 0.0857          | 0.5511   | 0.8300        | 0.9238           | nan                 | 0.9618          | 0.6981          | 0.0            | 0.9615     | 0.6917     |
| 0.0212        | 41.2270 | 6720 | 0.0871          | 0.5494   | 0.8275        | 0.9220           | nan                 | 0.9603          | 0.6946          | 0.0            | 0.9601     | 0.6882     |
| 0.0183        | 41.3497 | 6740 | 0.0855          | 0.5490   | 0.8268        | 0.9211           | nan                 | 0.9594          | 0.6942          | 0.0            | 0.9591     | 0.6879     |
| 0.0297        | 41.4724 | 6760 | 0.0855          | 0.5564   | 0.8385        | 0.9221           | nan                 | 0.9560          | 0.7210          | 0.0            | 0.9557     | 0.7135     |
| 0.0148        | 41.5951 | 6780 | 0.0906          | 0.5393   | 0.8116        | 0.9160           | nan                 | 0.9583          | 0.6648          | 0.0            | 0.9580     | 0.6600     |
| 0.0202        | 41.7178 | 6800 | 0.0852          | 0.5597   | 0.8435        | 0.9253           | nan                 | 0.9585          | 0.7285          | 0.0            | 0.9583     | 0.7209     |
| 0.0197        | 41.8405 | 6820 | 0.0900          | 0.5523   | 0.8317        | 0.9198           | nan                 | 0.9555          | 0.7079          | 0.0            | 0.9552     | 0.7016     |
| 0.0128        | 41.9632 | 6840 | 0.0897          | 0.5477   | 0.8243        | 0.9199           | nan                 | 0.9587          | 0.6899          | 0.0            | 0.9583     | 0.6847     |
| 0.0089        | 42.0859 | 6860 | 0.0908          | 0.5498   | 0.8281        | 0.9194           | nan                 | 0.9564          | 0.6998          | 0.0            | 0.9561     | 0.6934     |
| 0.0163        | 42.2086 | 6880 | 0.0882          | 0.5489   | 0.8263        | 0.9198           | nan                 | 0.9577          | 0.6949          | 0.0            | 0.9574     | 0.6892     |
| 0.014         | 42.3313 | 6900 | 0.0869          | 0.5527   | 0.8321        | 0.9226           | nan                 | 0.9594          | 0.7048          | 0.0            | 0.9590     | 0.6992     |
| 0.0312        | 42.4540 | 6920 | 0.0856          | 0.5502   | 0.8284        | 0.9208           | nan                 | 0.9584          | 0.6984          | 0.0            | 0.9580     | 0.6927     |
| 0.0107        | 42.5767 | 6940 | 0.0851          | 0.5543   | 0.8348        | 0.9236           | nan                 | 0.9596          | 0.7100          | 0.0            | 0.9593     | 0.7037     |
| 0.0225        | 42.6994 | 6960 | 0.0866          | 0.5480   | 0.8250        | 0.9206           | nan                 | 0.9595          | 0.6905          | 0.0            | 0.9591     | 0.6850     |
| 0.0098        | 42.8221 | 6980 | 0.0838          | 0.5562   | 0.8378        | 0.9265           | nan                 | 0.9625          | 0.7130          | 0.0            | 0.9622     | 0.7063     |
| 0.0219        | 42.9448 | 7000 | 0.0843          | 0.5542   | 0.8346        | 0.9232           | nan                 | 0.9592          | 0.7101          | 0.0            | 0.9590     | 0.7037     |
| 0.0123        | 43.0675 | 7020 | 0.0876          | 0.5434   | 0.8177        | 0.9181           | nan                 | 0.9588          | 0.6767          | 0.0            | 0.9585     | 0.6718     |
| 0.0204        | 43.1902 | 7040 | 0.0891          | 0.5402   | 0.8128        | 0.9160           | nan                 | 0.9579          | 0.6677          | 0.0            | 0.9575     | 0.6629     |
| 0.0205        | 43.3129 | 7060 | 0.0872          | 0.5491   | 0.8268        | 0.9222           | nan                 | 0.9610          | 0.6927          | 0.0            | 0.9607     | 0.6865     |
| 0.0148        | 43.4356 | 7080 | 0.0861          | 0.5521   | 0.8316        | 0.9222           | nan                 | 0.9591          | 0.7041          | 0.0            | 0.9588     | 0.6974     |
| 0.0348        | 43.5583 | 7100 | 0.0842          | 0.5538   | 0.8339        | 0.9238           | nan                 | 0.9604          | 0.7074          | 0.0            | 0.9600     | 0.7013     |
| 0.013         | 43.6810 | 7120 | 0.0847          | 0.5543   | 0.8347        | 0.9242           | nan                 | 0.9605          | 0.7089          | 0.0            | 0.9602     | 0.7027     |
| 0.0176        | 43.8037 | 7140 | 0.0798          | 0.5641   | 0.8501        | 0.9308           | nan                 | 0.9636          | 0.7366          | 0.0            | 0.9633     | 0.7289     |
| 0.0154        | 43.9264 | 7160 | 0.0814          | 0.5538   | 0.8340        | 0.9264           | nan                 | 0.9639          | 0.7041          | 0.0            | 0.9635     | 0.6979     |
| 0.0225        | 44.0491 | 7180 | 0.0826          | 0.5574   | 0.8399        | 0.9270           | nan                 | 0.9623          | 0.7174          | 0.0            | 0.9620     | 0.7101     |
| 0.0179        | 44.1718 | 7200 | 0.0846          | 0.5521   | 0.8316        | 0.9221           | nan                 | 0.9588          | 0.7044          | 0.0            | 0.9586     | 0.6978     |
| 0.0204        | 44.2945 | 7220 | 0.0903          | 0.5446   | 0.8199        | 0.9171           | nan                 | 0.9566          | 0.6833          | 0.0            | 0.9563     | 0.6775     |
| 0.0355        | 44.4172 | 7240 | 0.0885          | 0.5517   | 0.8311        | 0.9193           | nan                 | 0.9551          | 0.7072          | 0.0            | 0.9548     | 0.7002     |
| 0.0105        | 44.5399 | 7260 | 0.0833          | 0.5569   | 0.8392        | 0.9261           | nan                 | 0.9613          | 0.7171          | 0.0            | 0.9610     | 0.7097     |
| 0.0202        | 44.6626 | 7280 | 0.0895          | 0.5486   | 0.8262        | 0.9195           | nan                 | 0.9574          | 0.6950          | 0.0            | 0.9571     | 0.6887     |
| 0.0109        | 44.7853 | 7300 | 0.0872          | 0.5487   | 0.8261        | 0.9216           | nan                 | 0.9604          | 0.6919          | 0.0            | 0.9600     | 0.6862     |
| 0.0098        | 44.9080 | 7320 | 0.0847          | 0.5530   | 0.8331        | 0.9234           | nan                 | 0.9601          | 0.7060          | 0.0            | 0.9598     | 0.6994     |
| 0.0329        | 45.0307 | 7340 | 0.0841          | 0.5521   | 0.8315        | 0.9229           | nan                 | 0.9600          | 0.7030          | 0.0            | 0.9597     | 0.6965     |
| 0.0196        | 45.1534 | 7360 | 0.0854          | 0.5479   | 0.8248        | 0.9212           | nan                 | 0.9603          | 0.6893          | 0.0            | 0.9600     | 0.6836     |
| 0.0144        | 45.2761 | 7380 | 0.0814          | 0.5523   | 0.8316        | 0.9240           | nan                 | 0.9615          | 0.7018          | 0.0            | 0.9612     | 0.6957     |
| 0.0229        | 45.3988 | 7400 | 0.0869          | 0.5516   | 0.8307        | 0.9224           | nan                 | 0.9597          | 0.7016          | 0.0            | 0.9594     | 0.6953     |
| 0.0282        | 45.5215 | 7420 | 0.0854          | 0.5517   | 0.8307        | 0.9242           | nan                 | 0.9622          | 0.6992          | 0.0            | 0.9619     | 0.6931     |
| 0.0143        | 45.6442 | 7440 | 0.0841          | 0.5499   | 0.8281        | 0.9238           | nan                 | 0.9627          | 0.6935          | 0.0            | 0.9624     | 0.6874     |
| 0.0206        | 45.7669 | 7460 | 0.0872          | 0.5501   | 0.8284        | 0.9216           | nan                 | 0.9595          | 0.6973          | 0.0            | 0.9592     | 0.6909     |
| 0.0111        | 45.8896 | 7480 | 0.0875          | 0.5485   | 0.8258        | 0.9212           | nan                 | 0.9599          | 0.6916          | 0.0            | 0.9597     | 0.6858     |
| 0.013         | 46.0123 | 7500 | 0.0859          | 0.5509   | 0.8294        | 0.9237           | nan                 | 0.9620          | 0.6969          | 0.0            | 0.9617     | 0.6910     |
| 0.0224        | 46.1350 | 7520 | 0.0855          | 0.5466   | 0.8227        | 0.9228           | nan                 | 0.9634          | 0.6820          | 0.0            | 0.9631     | 0.6767     |
| 0.0173        | 46.2577 | 7540 | 0.0861          | 0.5432   | 0.8176        | 0.9216           | nan                 | 0.9638          | 0.6714          | 0.0            | 0.9635     | 0.6662     |
| 0.0121        | 46.3804 | 7560 | 0.0858          | 0.5520   | 0.8315        | 0.9246           | nan                 | 0.9625          | 0.7005          | 0.0            | 0.9622     | 0.6939     |
| 0.0253        | 46.5031 | 7580 | 0.0865          | 0.5485   | 0.8258        | 0.9228           | nan                 | 0.9621          | 0.6894          | 0.0            | 0.9618     | 0.6836     |
| 0.0153        | 46.6258 | 7600 | 0.0861          | 0.5455   | 0.8212        | 0.9207           | nan                 | 0.9612          | 0.6812          | 0.0            | 0.9609     | 0.6755     |
| 0.0133        | 46.7485 | 7620 | 0.0882          | 0.5440   | 0.8188        | 0.9211           | nan                 | 0.9626          | 0.6750          | 0.0            | 0.9623     | 0.6697     |
| 0.0238        | 46.8712 | 7640 | 0.0863          | 0.5469   | 0.8234        | 0.9220           | nan                 | 0.9621          | 0.6847          | 0.0            | 0.9618     | 0.6789     |
| 0.0212        | 46.9939 | 7660 | 0.0848          | 0.5516   | 0.8307        | 0.9237           | nan                 | 0.9615          | 0.6999          | 0.0            | 0.9612     | 0.6934     |
| 0.0095        | 47.1166 | 7680 | 0.0848          | 0.5534   | 0.8334        | 0.9257           | nan                 | 0.9632          | 0.7036          | 0.0            | 0.9629     | 0.6972     |
| 0.0201        | 47.2393 | 7700 | 0.0903          | 0.5420   | 0.8156        | 0.9195           | nan                 | 0.9617          | 0.6696          | 0.0            | 0.9614     | 0.6647     |
| 0.0805        | 47.3620 | 7720 | 0.0892          | 0.5387   | 0.8105        | 0.9177           | nan                 | 0.9612          | 0.6598          | 0.0            | 0.9609     | 0.6551     |
| 0.0129        | 47.4847 | 7740 | 0.0859          | 0.5479   | 0.8250        | 0.9218           | nan                 | 0.9612          | 0.6889          | 0.0            | 0.9609     | 0.6829     |
| 0.0244        | 47.6074 | 7760 | 0.0889          | 0.5459   | 0.8220        | 0.9196           | nan                 | 0.9592          | 0.6848          | 0.0            | 0.9590     | 0.6787     |
| 0.0253        | 47.7301 | 7780 | 0.0874          | 0.5445   | 0.8197        | 0.9203           | nan                 | 0.9611          | 0.6782          | 0.0            | 0.9608     | 0.6728     |
| 0.0204        | 47.8528 | 7800 | 0.0837          | 0.5460   | 0.8218        | 0.9233           | nan                 | 0.9645          | 0.6791          | 0.0            | 0.9641     | 0.6740     |
| 0.022         | 47.9755 | 7820 | 0.0841          | 0.5489   | 0.8265        | 0.9228           | nan                 | 0.9618          | 0.6911          | 0.0            | 0.9616     | 0.6852     |
| 0.0087        | 48.0982 | 7840 | 0.0885          | 0.5480   | 0.8251        | 0.9218           | nan                 | 0.9610          | 0.6891          | 0.0            | 0.9608     | 0.6831     |
| 0.0117        | 48.2209 | 7860 | 0.0846          | 0.5518   | 0.8310        | 0.9251           | nan                 | 0.9633          | 0.6987          | 0.0            | 0.9629     | 0.6923     |
| 0.0267        | 48.3436 | 7880 | 0.0878          | 0.5480   | 0.8251        | 0.9228           | nan                 | 0.9624          | 0.6878          | 0.0            | 0.9621     | 0.6818     |
| 0.0238        | 48.4663 | 7900 | 0.0862          | 0.5482   | 0.8255        | 0.9226           | nan                 | 0.9621          | 0.6889          | 0.0            | 0.9618     | 0.6829     |
| 0.0174        | 48.5890 | 7920 | 0.0895          | 0.5439   | 0.8188        | 0.9201           | nan                 | 0.9612          | 0.6763          | 0.0            | 0.9610     | 0.6706     |
| 0.0852        | 48.7117 | 7940 | 0.0903          | 0.5364   | 0.8069        | 0.9170           | nan                 | 0.9617          | 0.6522          | 0.0            | 0.9614     | 0.6479     |
| 0.0116        | 48.8344 | 7960 | 0.0862          | 0.5489   | 0.8264        | 0.9229           | nan                 | 0.9621          | 0.6908          | 0.0            | 0.9618     | 0.6850     |
| 0.0089        | 48.9571 | 7980 | 0.0842          | 0.5516   | 0.8305        | 0.9243           | nan                 | 0.9624          | 0.6986          | 0.0            | 0.9621     | 0.6925     |
| 0.0192        | 49.0798 | 8000 | 0.0838          | 0.5540   | 0.8344        | 0.9256           | nan                 | 0.9626          | 0.7062          | 0.0            | 0.9624     | 0.6998     |
| 0.0144        | 49.2025 | 8020 | 0.0866          | 0.5460   | 0.8218        | 0.9222           | nan                 | 0.9629          | 0.6807          | 0.0            | 0.9626     | 0.6754     |
| 0.0132        | 49.3252 | 8040 | 0.0879          | 0.5481   | 0.8251        | 0.9224           | nan                 | 0.9619          | 0.6883          | 0.0            | 0.9617     | 0.6826     |
| 0.0165        | 49.4479 | 8060 | 0.0854          | 0.5451   | 0.8205        | 0.9210           | nan                 | 0.9618          | 0.6791          | 0.0            | 0.9615     | 0.6739     |
| 0.0308        | 49.5706 | 8080 | 0.0845          | 0.5498   | 0.8278        | 0.9241           | nan                 | 0.9632          | 0.6924          | 0.0            | 0.9629     | 0.6865     |
| 0.011         | 49.6933 | 8100 | 0.0872          | 0.5461   | 0.8221        | 0.9226           | nan                 | 0.9634          | 0.6808          | 0.0            | 0.9631     | 0.6753     |
| 0.0315        | 49.8160 | 8120 | 0.0902          | 0.5455   | 0.8213        | 0.9200           | nan                 | 0.9601          | 0.6826          | 0.0            | 0.9598     | 0.6768     |
| 0.0205        | 49.9387 | 8140 | 0.0875          | 0.5491   | 0.8268        | 0.9234           | nan                 | 0.9626          | 0.6910          | 0.0            | 0.9623     | 0.6850     |


### Framework versions

- Transformers 4.46.3
- Pytorch 2.5.1+cu121
- Datasets 3.1.0
- Tokenizers 0.20.3