transformers safetensors swin image-classification generated_from_trainer base_model:microsoft/swin-tiny-patch4-window7-224 license:apache-2.0 autotrain_compatible endpoints_compatible region:us
---
license: apache-2.0
base_model: microsoft/swin-tiny-patch4-window7-224
tags:
- generated_from_trainer
metrics:
- accuracy
- precision
- recall
- f1
model-index:
- name: swin-finetuned-output_dim2
  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. -->

# swin-finetuned-output_dim2

This model is a fine-tuned version of [microsoft/swin-tiny-patch4-window7-224](https://huggingface.co/microsoft/swin-tiny-patch4-window7-224) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 2.3851
- Accuracy: 0.5088
- Precision: 0.4677
- Recall: 0.5024
- F1: 0.4844

## 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: 2e-05
- train_batch_size: 24
- eval_batch_size: 6
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 96
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 50

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1     |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
| 0.6931        | 0.1   | 10   | 0.6931          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6931        | 0.2   | 20   | 0.6931          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.693         | 0.3   | 30   | 0.6930          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6929        | 0.4   | 40   | 0.6928          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6925        | 0.5   | 50   | 0.6925          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6929        | 0.59  | 60   | 0.6924          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6921        | 0.69  | 70   | 0.6922          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6919        | 0.79  | 80   | 0.6918          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6927        | 0.89  | 90   | 0.6915          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6927        | 0.99  | 100  | 0.6911          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6922        | 1.09  | 110  | 0.6910          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6914        | 1.19  | 120  | 0.6909          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6924        | 1.29  | 130  | 0.6912          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.692         | 1.39  | 140  | 0.6915          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6901        | 1.49  | 150  | 0.6906          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6923        | 1.58  | 160  | 0.6903          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6925        | 1.68  | 170  | 0.6908          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6908        | 1.78  | 180  | 0.6905          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6919        | 1.88  | 190  | 0.6904          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6917        | 1.98  | 200  | 0.6902          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6874        | 2.08  | 210  | 0.6897          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6966        | 2.18  | 220  | 0.6898          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6905        | 2.28  | 230  | 0.6907          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.691         | 2.38  | 240  | 0.6905          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6899        | 2.48  | 250  | 0.6899          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.694         | 2.57  | 260  | 0.6911          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6913        | 2.67  | 270  | 0.6913          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6917        | 2.77  | 280  | 0.6911          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6914        | 2.87  | 290  | 0.6903          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6942        | 2.97  | 300  | 0.6914          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6921        | 3.07  | 310  | 0.6919          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.692         | 3.17  | 320  | 0.6913          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6912        | 3.27  | 330  | 0.6902          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6923        | 3.37  | 340  | 0.6900          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6894        | 3.47  | 350  | 0.6900          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6878        | 3.56  | 360  | 0.6900          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6938        | 3.66  | 370  | 0.6909          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6905        | 3.76  | 380  | 0.6912          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6916        | 3.86  | 390  | 0.6903          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.693         | 3.96  | 400  | 0.6909          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.691         | 4.06  | 410  | 0.6903          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.689         | 4.16  | 420  | 0.6901          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.696         | 4.26  | 430  | 0.6901          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6921        | 4.36  | 440  | 0.6905          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.693         | 4.46  | 450  | 0.6912          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6894        | 4.55  | 460  | 0.6903          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6879        | 4.65  | 470  | 0.6900          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6945        | 4.75  | 480  | 0.6896          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6915        | 4.85  | 490  | 0.6900          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6919        | 4.95  | 500  | 0.6901          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6931        | 5.05  | 510  | 0.6912          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.692         | 5.15  | 520  | 0.6918          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6901        | 5.25  | 530  | 0.6898          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6948        | 5.35  | 540  | 0.6904          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6899        | 5.45  | 550  | 0.6900          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6892        | 5.54  | 560  | 0.6901          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6874        | 5.64  | 570  | 0.6902          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6952        | 5.74  | 580  | 0.6909          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6928        | 5.84  | 590  | 0.6923          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6919        | 5.94  | 600  | 0.6914          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6931        | 6.04  | 610  | 0.6909          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6914        | 6.14  | 620  | 0.6911          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6917        | 6.24  | 630  | 0.6905          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6883        | 6.34  | 640  | 0.6901          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6902        | 6.44  | 650  | 0.6915          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6963        | 6.53  | 660  | 0.6910          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6914        | 6.63  | 670  | 0.6918          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6882        | 6.73  | 680  | 0.6904          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.69          | 6.83  | 690  | 0.6909          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6903        | 6.93  | 700  | 0.6917          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6912        | 7.03  | 710  | 0.6934          | 0.5044   | 0.4057    | 0.1699 | 0.2395 |
| 0.6912        | 7.13  | 720  | 0.6978          | 0.4538   | 0.4395    | 0.6866 | 0.5359 |
| 0.6841        | 7.23  | 730  | 0.6936          | 0.5253   | 0.4054    | 0.0718 | 0.1220 |
| 0.6899        | 7.33  | 740  | 0.6920          | 0.5385   | 0.4872    | 0.0909 | 0.1532 |
| 0.6938        | 7.43  | 750  | 0.6902          | 0.5396   | 0.0       | 0.0    | 0.0    |
| 0.6887        | 7.52  | 760  | 0.6897          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6937        | 7.62  | 770  | 0.6907          | 0.5396   | 0.3333    | 0.0024 | 0.0048 |
| 0.6876        | 7.72  | 780  | 0.6922          | 0.5374   | 0.4444    | 0.0287 | 0.0539 |
| 0.6877        | 7.82  | 790  | 0.6941          | 0.5374   | 0.4483    | 0.0311 | 0.0582 |
| 0.6864        | 7.92  | 800  | 0.6952          | 0.4956   | 0.4591    | 0.5502 | 0.5005 |
| 0.6824        | 8.02  | 810  | 0.6910          | 0.5407   | 0.0       | 0.0    | 0.0    |
| 0.6941        | 8.12  | 820  | 0.6925          | 0.5341   | 0.4464    | 0.0598 | 0.1055 |
| 0.6878        | 8.22  | 830  | 0.6957          | 0.4516   | 0.4434    | 0.7584 | 0.5596 |
| 0.6881        | 8.32  | 840  | 0.6990          | 0.5022   | 0.4493    | 0.3708 | 0.4063 |
| 0.6868        | 8.42  | 850  | 0.6960          | 0.4923   | 0.4225    | 0.2871 | 0.3419 |
| 0.6845        | 8.51  | 860  | 0.6965          | 0.4901   | 0.4378    | 0.3876 | 0.4112 |
| 0.6863        | 8.61  | 870  | 0.6955          | 0.5077   | 0.3828    | 0.1172 | 0.1795 |
| 0.6788        | 8.71  | 880  | 0.7016          | 0.4593   | 0.4155    | 0.4354 | 0.4252 |
| 0.6835        | 8.81  | 890  | 0.7028          | 0.4626   | 0.4489    | 0.7464 | 0.5606 |
| 0.6862        | 8.91  | 900  | 0.7061          | 0.5121   | 0.3839    | 0.1029 | 0.1623 |
| 0.7011        | 9.01  | 910  | 0.6953          | 0.4802   | 0.4478    | 0.5646 | 0.4995 |
| 0.6858        | 9.11  | 920  | 0.6938          | 0.5176   | 0.4604    | 0.2919 | 0.3572 |
| 0.6849        | 9.21  | 930  | 0.6980          | 0.4989   | 0.4438    | 0.3589 | 0.3968 |
| 0.6792        | 9.31  | 940  | 0.6982          | 0.5055   | 0.4579    | 0.4163 | 0.4361 |
| 0.6801        | 9.41  | 950  | 0.6990          | 0.5055   | 0.4556    | 0.3923 | 0.4216 |
| 0.6815        | 9.5   | 960  | 0.7024          | 0.5      | 0.4593    | 0.5    | 0.4788 |
| 0.6816        | 9.6   | 970  | 0.7126          | 0.4945   | 0.4521    | 0.4737 | 0.4626 |
| 0.675         | 9.7   | 980  | 0.7096          | 0.5132   | 0.4658    | 0.4067 | 0.4342 |
| 0.6758        | 9.8   | 990  | 0.6992          | 0.5198   | 0.4642    | 0.2943 | 0.3602 |
| 0.6861        | 9.9   | 1000 | 0.6934          | 0.5253   | 0.4739    | 0.3038 | 0.3703 |
| 0.6843        | 10.0  | 1010 | 0.6939          | 0.5264   | 0.4833    | 0.4498 | 0.4659 |
| 0.6826        | 10.1  | 1020 | 0.7014          | 0.4868   | 0.4607    | 0.6866 | 0.5514 |
| 0.6599        | 10.2  | 1030 | 0.7142          | 0.4923   | 0.4540    | 0.5191 | 0.4844 |
| 0.6644        | 10.3  | 1040 | 0.7180          | 0.4813   | 0.45      | 0.5813 | 0.5073 |
| 0.6948        | 10.4  | 1050 | 0.7138          | 0.4681   | 0.4531    | 0.7632 | 0.5686 |
| 0.6613        | 10.5  | 1060 | 0.7181          | 0.4934   | 0.4108    | 0.2368 | 0.3005 |
| 0.6745        | 10.59 | 1070 | 0.7224          | 0.4538   | 0.4513    | 0.8756 | 0.5956 |
| 0.6917        | 10.69 | 1080 | 0.7040          | 0.4901   | 0.4559    | 0.5694 | 0.5064 |
| 0.6764        | 10.79 | 1090 | 0.6936          | 0.5275   | 0.4727    | 0.2488 | 0.3260 |
| 0.6698        | 10.89 | 1100 | 0.6977          | 0.5242   | 0.4615    | 0.2153 | 0.2936 |
| 0.6679        | 10.99 | 1110 | 0.7073          | 0.5242   | 0.4788    | 0.4043 | 0.4384 |
| 0.6626        | 11.09 | 1120 | 0.7122          | 0.4736   | 0.4526    | 0.6962 | 0.5485 |
| 0.6482        | 11.19 | 1130 | 0.7241          | 0.4758   | 0.4566    | 0.7416 | 0.5652 |
| 0.6526        | 11.29 | 1140 | 0.7236          | 0.5077   | 0.4599    | 0.4115 | 0.4343 |
| 0.6563        | 11.39 | 1150 | 0.7291          | 0.4725   | 0.4511    | 0.6842 | 0.5437 |
| 0.6528        | 11.49 | 1160 | 0.7212          | 0.5165   | 0.4732    | 0.4641 | 0.4686 |
| 0.644         | 11.58 | 1170 | 0.7130          | 0.5341   | 0.4924    | 0.4665 | 0.4791 |
| 0.6566        | 11.68 | 1180 | 0.7185          | 0.4769   | 0.4558    | 0.7153 | 0.5568 |
| 0.6783        | 11.78 | 1190 | 0.7211          | 0.5253   | 0.4817    | 0.4402 | 0.46   |
| 0.6726        | 11.88 | 1200 | 0.7195          | 0.5022   | 0.4713    | 0.6866 | 0.5589 |
| 0.658         | 11.98 | 1210 | 0.7189          | 0.5253   | 0.4733    | 0.2967 | 0.3647 |
| 0.6505        | 12.08 | 1220 | 0.7184          | 0.4923   | 0.4556    | 0.5407 | 0.4945 |
| 0.6411        | 12.18 | 1230 | 0.7531          | 0.4912   | 0.4514    | 0.5    | 0.4745 |
| 0.6507        | 12.28 | 1240 | 0.7700          | 0.4659   | 0.4450    | 0.6579 | 0.5309 |
| 0.6382        | 12.38 | 1250 | 0.7520          | 0.4945   | 0.4555    | 0.5144 | 0.4831 |
| 0.6393        | 12.48 | 1260 | 0.7335          | 0.4967   | 0.4548    | 0.4809 | 0.4674 |
| 0.6353        | 12.57 | 1270 | 0.7525          | 0.4725   | 0.4566    | 0.7799 | 0.5760 |
| 0.6476        | 12.67 | 1280 | 0.7404          | 0.5011   | 0.4622    | 0.5263 | 0.4922 |
| 0.6155        | 12.77 | 1290 | 0.7564          | 0.5011   | 0.4659    | 0.5885 | 0.5201 |
| 0.6102        | 12.87 | 1300 | 0.7757          | 0.5      | 0.4626    | 0.5478 | 0.5016 |
| 0.6436        | 12.97 | 1310 | 0.7670          | 0.4945   | 0.4662    | 0.6938 | 0.5577 |
| 0.5986        | 13.07 | 1320 | 0.7703          | 0.5      | 0.4705    | 0.7057 | 0.5646 |
| 0.6127        | 13.17 | 1330 | 0.7815          | 0.5198   | 0.4775    | 0.4833 | 0.4804 |
| 0.6191        | 13.27 | 1340 | 0.7723          | 0.5099   | 0.4714    | 0.5526 | 0.5088 |
| 0.5921        | 13.37 | 1350 | 0.7924          | 0.4857   | 0.4598    | 0.6842 | 0.55   |
| 0.6179        | 13.47 | 1360 | 0.7995          | 0.4857   | 0.4583    | 0.6579 | 0.5403 |
| 0.6021        | 13.56 | 1370 | 0.7742          | 0.4956   | 0.4675    | 0.7057 | 0.5624 |
| 0.6047        | 13.66 | 1380 | 0.7930          | 0.5231   | 0.4770    | 0.3971 | 0.4334 |
| 0.6218        | 13.76 | 1390 | 0.7713          | 0.4857   | 0.4602    | 0.6914 | 0.5526 |
| 0.5966        | 13.86 | 1400 | 0.7635          | 0.5077   | 0.4704    | 0.5694 | 0.5152 |
| 0.587         | 13.96 | 1410 | 0.7922          | 0.5088   | 0.4681    | 0.5096 | 0.4880 |
| 0.5508        | 14.06 | 1420 | 0.8150          | 0.4879   | 0.4632    | 0.7225 | 0.5645 |
| 0.5498        | 14.16 | 1430 | 0.8510          | 0.4989   | 0.4708    | 0.7321 | 0.5730 |
| 0.5746        | 14.26 | 1440 | 0.8129          | 0.5165   | 0.4757    | 0.5144 | 0.4943 |
| 0.5433        | 14.36 | 1450 | 0.8512          | 0.5066   | 0.4737    | 0.6675 | 0.5541 |
| 0.5509        | 14.46 | 1460 | 0.8718          | 0.4956   | 0.4614    | 0.5861 | 0.5163 |
| 0.5687        | 14.55 | 1470 | 0.8289          | 0.4912   | 0.4637    | 0.6866 | 0.5535 |
| 0.5495        | 14.65 | 1480 | 0.8390          | 0.5176   | 0.4729    | 0.4378 | 0.4547 |
| 0.5376        | 14.75 | 1490 | 0.8566          | 0.4945   | 0.4677    | 0.7273 | 0.5693 |
| 0.5832        | 14.85 | 1500 | 0.7991          | 0.5198   | 0.4797    | 0.5359 | 0.5062 |
| 0.5663        | 14.95 | 1510 | 0.8092          | 0.4945   | 0.4604    | 0.5837 | 0.5148 |
| 0.5417        | 15.05 | 1520 | 0.8595          | 0.5      | 0.4695    | 0.6818 | 0.5561 |
| 0.5143        | 15.15 | 1530 | 0.8894          | 0.5110   | 0.4632    | 0.4067 | 0.4331 |
| 0.4905        | 15.25 | 1540 | 0.8943          | 0.5      | 0.4593    | 0.5    | 0.4788 |
| 0.4928        | 15.35 | 1550 | 0.9057          | 0.5011   | 0.4663    | 0.5957 | 0.5231 |
| 0.5079        | 15.45 | 1560 | 0.8770          | 0.5231   | 0.4833    | 0.5550 | 0.5167 |
| 0.4985        | 15.54 | 1570 | 0.9009          | 0.5033   | 0.4719    | 0.6818 | 0.5577 |
| 0.5223        | 15.64 | 1580 | 0.9104          | 0.5066   | 0.4678    | 0.5383 | 0.5006 |
| 0.4982        | 15.74 | 1590 | 0.9134          | 0.5121   | 0.4645    | 0.4067 | 0.4337 |
| 0.5268        | 15.84 | 1600 | 0.8799          | 0.5110   | 0.4740    | 0.5885 | 0.5251 |
| 0.5138        | 15.94 | 1610 | 0.9454          | 0.4835   | 0.4626    | 0.7703 | 0.5781 |
| 0.5308        | 16.04 | 1620 | 0.8870          | 0.5      | 0.4602    | 0.5120 | 0.4847 |
| 0.4535        | 16.14 | 1630 | 0.9438          | 0.5121   | 0.4652    | 0.4163 | 0.4394 |
| 0.4684        | 16.24 | 1640 | 0.9885          | 0.5110   | 0.4712    | 0.5287 | 0.4983 |
| 0.4454        | 16.34 | 1650 | 0.9837          | 0.4934   | 0.4615    | 0.6172 | 0.5281 |
| 0.4352        | 16.44 | 1660 | 1.0165          | 0.5022   | 0.4694    | 0.6411 | 0.5420 |
| 0.433         | 16.53 | 1670 | 1.0183          | 0.4890   | 0.4608    | 0.6603 | 0.5428 |
| 0.4868        | 16.63 | 1680 | 0.9493          | 0.4989   | 0.4681    | 0.6675 | 0.5503 |
| 0.4758        | 16.73 | 1690 | 0.9099          | 0.4824   | 0.4499    | 0.5694 | 0.5026 |
| 0.4697        | 16.83 | 1700 | 0.9493          | 0.4967   | 0.4644    | 0.6244 | 0.5327 |
| 0.4595        | 16.93 | 1710 | 0.9750          | 0.5022   | 0.4658    | 0.5694 | 0.5124 |
| 0.4468        | 17.03 | 1720 | 0.9663          | 0.5066   | 0.4650    | 0.4928 | 0.4785 |
| 0.4202        | 17.13 | 1730 | 1.0212          | 0.4956   | 0.4486    | 0.4282 | 0.4382 |
| 0.4067        | 17.23 | 1740 | 1.0480          | 0.4956   | 0.4543    | 0.4880 | 0.4706 |
| 0.4076        | 17.33 | 1750 | 1.0637          | 0.5022   | 0.4627    | 0.5191 | 0.4893 |
| 0.3949        | 17.43 | 1760 | 1.0986          | 0.4835   | 0.4587    | 0.6914 | 0.5515 |
| 0.4204        | 17.52 | 1770 | 1.0845          | 0.4989   | 0.4661    | 0.6244 | 0.5337 |
| 0.4199        | 17.62 | 1780 | 1.0097          | 0.5110   | 0.4708    | 0.5215 | 0.4949 |
| 0.4258        | 17.72 | 1790 | 0.9844          | 0.5055   | 0.4690    | 0.5789 | 0.5182 |
| 0.4006        | 17.82 | 1800 | 1.0503          | 0.5033   | 0.4647    | 0.5359 | 0.4978 |
| 0.4193        | 17.92 | 1810 | 1.0635          | 0.5077   | 0.4654    | 0.4833 | 0.4742 |
| 0.4193        | 18.02 | 1820 | 0.9981          | 0.5121   | 0.4683    | 0.4593 | 0.4638 |
| 0.3659        | 18.12 | 1830 | 1.0970          | 0.5121   | 0.4780    | 0.6746 | 0.5595 |
| 0.3792        | 18.22 | 1840 | 1.1004          | 0.5110   | 0.4710    | 0.5239 | 0.4960 |
| 0.3463        | 18.32 | 1850 | 1.1114          | 0.5132   | 0.4739    | 0.5431 | 0.5061 |
| 0.3689        | 18.42 | 1860 | 1.0942          | 0.5143   | 0.4746    | 0.5359 | 0.5034 |
| 0.3568        | 18.51 | 1870 | 1.1142          | 0.5033   | 0.4661    | 0.5598 | 0.5087 |
| 0.3903        | 18.61 | 1880 | 1.1551          | 0.5      | 0.4653    | 0.5933 | 0.5216 |
| 0.3606        | 18.71 | 1890 | 1.1708          | 0.5011   | 0.4665    | 0.6005 | 0.5251 |
| 0.3514        | 18.81 | 1900 | 1.1328          | 0.5099   | 0.4685    | 0.4976 | 0.4826 |
| 0.3892        | 18.91 | 1910 | 1.1357          | 0.5066   | 0.4705    | 0.5909 | 0.5239 |
| 0.3593        | 19.01 | 1920 | 1.1000          | 0.5099   | 0.4739    | 0.6077 | 0.5325 |
| 0.3061        | 19.11 | 1930 | 1.2081          | 0.5231   | 0.4846    | 0.6029 | 0.5373 |
| 0.352         | 19.21 | 1940 | 1.1939          | 0.5121   | 0.4790    | 0.7081 | 0.5714 |
| 0.4023        | 19.31 | 1950 | 1.0680          | 0.5143   | 0.4764    | 0.5789 | 0.5227 |
| 0.3053        | 19.41 | 1960 | 1.2004          | 0.5044   | 0.4591    | 0.4426 | 0.4507 |
| 0.3656        | 19.5  | 1970 | 1.2460          | 0.4978   | 0.4614    | 0.5574 | 0.5049 |
| 0.3284        | 19.6  | 1980 | 1.2034          | 0.5055   | 0.4671    | 0.5431 | 0.5022 |
| 0.3629        | 19.7  | 1990 | 1.1308          | 0.5099   | 0.4729    | 0.5837 | 0.5225 |
| 0.3082        | 19.8  | 2000 | 1.2077          | 0.5077   | 0.4707    | 0.5766 | 0.5183 |
| 0.335         | 19.9  | 2010 | 1.2057          | 0.5088   | 0.4692    | 0.5287 | 0.4972 |
| 0.3233        | 20.0  | 2020 | 1.1871          | 0.5055   | 0.4626    | 0.4737 | 0.4681 |
| 0.2813        | 20.1  | 2030 | 1.2896          | 0.5044   | 0.4663    | 0.5455 | 0.5028 |
| 0.2746        | 20.2  | 2040 | 1.3054          | 0.5165   | 0.4769    | 0.5431 | 0.5078 |
| 0.2848        | 20.3  | 2050 | 1.3196          | 0.4857   | 0.4560    | 0.6196 | 0.5254 |
| 0.3281        | 20.4  | 2060 | 1.3152          | 0.4978   | 0.4596    | 0.5311 | 0.4928 |
| 0.3057        | 20.5  | 2070 | 1.2997          | 0.5099   | 0.4718    | 0.5598 | 0.5120 |
| 0.3119        | 20.59 | 2080 | 1.2248          | 0.4956   | 0.4628    | 0.6100 | 0.5263 |
| 0.3049        | 20.69 | 2090 | 1.2603          | 0.5132   | 0.4744    | 0.5550 | 0.5116 |
| 0.2884        | 20.79 | 2100 | 1.3128          | 0.5242   | 0.4817    | 0.4713 | 0.4764 |
| 0.2976        | 20.89 | 2110 | 1.2636          | 0.5099   | 0.4719    | 0.5622 | 0.5131 |
| 0.3018        | 20.99 | 2120 | 1.2754          | 0.4967   | 0.4631    | 0.6005 | 0.5229 |
| 0.2592        | 21.09 | 2130 | 1.3369          | 0.5099   | 0.4693    | 0.5120 | 0.4897 |
| 0.2635        | 21.19 | 2140 | 1.4117          | 0.5      | 0.4615    | 0.5311 | 0.4939 |
| 0.2777        | 21.29 | 2150 | 1.3780          | 0.4956   | 0.4650    | 0.6507 | 0.5424 |
| 0.2852        | 21.39 | 2160 | 1.2945          | 0.4967   | 0.4567    | 0.5048 | 0.4795 |
| 0.2733        | 21.49 | 2170 | 1.3155          | 0.5165   | 0.4730    | 0.4617 | 0.4673 |
| 0.2832        | 21.58 | 2180 | 1.3760          | 0.4934   | 0.4611    | 0.6100 | 0.5252 |
| 0.2548        | 21.68 | 2190 | 1.3889          | 0.4989   | 0.4572    | 0.4856 | 0.4710 |
| 0.2819        | 21.78 | 2200 | 1.3685          | 0.5044   | 0.4569    | 0.4187 | 0.4370 |
| 0.2588        | 21.88 | 2210 | 1.3512          | 0.5044   | 0.4667    | 0.5526 | 0.5060 |
| 0.2995        | 21.98 | 2220 | 1.2891          | 0.4923   | 0.4621    | 0.6411 | 0.5371 |
| 0.2861        | 22.08 | 2230 | 1.3926          | 0.5077   | 0.4599    | 0.4115 | 0.4343 |
| 0.2619        | 22.18 | 2240 | 1.4049          | 0.5055   | 0.4683    | 0.5646 | 0.5119 |
| 0.2154        | 22.28 | 2250 | 1.4520          | 0.5      | 0.4645    | 0.5789 | 0.5154 |
| 0.2592        | 22.38 | 2260 | 1.4432          | 0.5      | 0.4565    | 0.4641 | 0.4603 |
| 0.2362        | 22.48 | 2270 | 1.4400          | 0.5066   | 0.4701    | 0.5837 | 0.5208 |
| 0.2534        | 22.57 | 2280 | 1.3972          | 0.4945   | 0.4588    | 0.5598 | 0.5043 |
| 0.2437        | 22.67 | 2290 | 1.3943          | 0.5055   | 0.4633    | 0.4833 | 0.4731 |
| 0.2252        | 22.77 | 2300 | 1.4743          | 0.5066   | 0.4619    | 0.4498 | 0.4558 |
| 0.2657        | 22.87 | 2310 | 1.4640          | 0.5088   | 0.4678    | 0.5048 | 0.4856 |
| 0.2501        | 22.97 | 2320 | 1.4328          | 0.5121   | 0.4762    | 0.6220 | 0.5394 |
| 0.2473        | 23.07 | 2330 | 1.4163          | 0.5077   | 0.4631    | 0.4498 | 0.4563 |
| 0.2382        | 23.17 | 2340 | 1.5845          | 0.4791   | 0.4524    | 0.6364 | 0.5288 |
| 0.2497        | 23.27 | 2350 | 1.4014          | 0.5033   | 0.4587    | 0.4522 | 0.4554 |
| 0.2401        | 23.37 | 2360 | 1.3488          | 0.5033   | 0.4635    | 0.5167 | 0.4887 |
| 0.2185        | 23.47 | 2370 | 1.4671          | 0.4945   | 0.4590    | 0.5622 | 0.5054 |
| 0.2           | 23.56 | 2380 | 1.5153          | 0.4846   | 0.4447    | 0.4904 | 0.4664 |
| 0.2614        | 23.66 | 2390 | 1.4911          | 0.4945   | 0.4555    | 0.5144 | 0.4831 |
| 0.2117        | 23.76 | 2400 | 1.4923          | 0.4978   | 0.4589    | 0.5215 | 0.4882 |
| 0.2383        | 23.86 | 2410 | 1.4842          | 0.5011   | 0.4625    | 0.5311 | 0.4944 |
| 0.2466        | 23.96 | 2420 | 1.4529          | 0.5132   | 0.4719    | 0.5024 | 0.4867 |
| 0.2218        | 24.06 | 2430 | 1.4223          | 0.4967   | 0.4588    | 0.5335 | 0.4934 |
| 0.1857        | 24.16 | 2440 | 1.5669          | 0.5033   | 0.4585    | 0.4498 | 0.4541 |
| 0.2053        | 24.26 | 2450 | 1.5503          | 0.5110   | 0.4697    | 0.5    | 0.4844 |
| 0.227         | 24.36 | 2460 | 1.5109          | 0.5132   | 0.4731    | 0.5263 | 0.4983 |
| 0.1927        | 24.46 | 2470 | 1.5388          | 0.5143   | 0.4762    | 0.5742 | 0.5206 |
| 0.2133        | 24.55 | 2480 | 1.5083          | 0.4989   | 0.4570    | 0.4833 | 0.4698 |
| 0.2454        | 24.65 | 2490 | 1.5215          | 0.5143   | 0.4789    | 0.6531 | 0.5526 |
| 0.2302        | 24.75 | 2500 | 1.4555          | 0.4923   | 0.4577    | 0.5694 | 0.5075 |
| 0.2324        | 24.85 | 2510 | 1.4294          | 0.5088   | 0.4691    | 0.5263 | 0.4961 |
| 0.2193        | 24.95 | 2520 | 1.4512          | 0.5154   | 0.4772    | 0.5766 | 0.5222 |
| 0.1973        | 25.05 | 2530 | 1.5369          | 0.5022   | 0.4601    | 0.4833 | 0.4714 |
| 0.1882        | 25.15 | 2540 | 1.5999          | 0.4901   | 0.4517    | 0.5144 | 0.4810 |
| 0.2012        | 25.25 | 2550 | 1.5917          | 0.5099   | 0.4713    | 0.5502 | 0.5077 |
| 0.1773        | 25.35 | 2560 | 1.5543          | 0.4989   | 0.4587    | 0.5048 | 0.4806 |
| 0.1827        | 25.45 | 2570 | 1.6074          | 0.5022   | 0.4620    | 0.5096 | 0.4846 |
| 0.1784        | 25.54 | 2580 | 1.6887          | 0.4934   | 0.4527    | 0.4928 | 0.4719 |
| 0.2172        | 25.64 | 2590 | 1.6902          | 0.4901   | 0.4542    | 0.5455 | 0.4957 |
| 0.2038        | 25.74 | 2600 | 1.6347          | 0.4912   | 0.4566    | 0.5670 | 0.5059 |
| 0.2211        | 25.84 | 2610 | 1.5360          | 0.5055   | 0.4671    | 0.5431 | 0.5022 |
| 0.2084        | 25.94 | 2620 | 1.6047          | 0.5088   | 0.4678    | 0.5048 | 0.4856 |
| 0.1848        | 26.04 | 2630 | 1.6064          | 0.4989   | 0.4556    | 0.4665 | 0.4610 |
| 0.1802        | 26.14 | 2640 | 1.6417          | 0.5055   | 0.4677    | 0.5550 | 0.5077 |
| 0.1702        | 26.24 | 2650 | 1.6046          | 0.5011   | 0.4589    | 0.4809 | 0.4696 |
| 0.171         | 26.34 | 2660 | 1.6522          | 0.5      | 0.4582    | 0.4856 | 0.4715 |
| 0.1766        | 26.44 | 2670 | 1.6750          | 0.4912   | 0.4542    | 0.5335 | 0.4906 |
| 0.1928        | 26.53 | 2680 | 1.6669          | 0.4912   | 0.4553    | 0.5478 | 0.4973 |
| 0.2055        | 26.63 | 2690 | 1.6340          | 0.5066   | 0.4644    | 0.4833 | 0.4736 |
| 0.1908        | 26.73 | 2700 | 1.6952          | 0.5044   | 0.4660    | 0.5407 | 0.5006 |
| 0.1867        | 26.83 | 2710 | 1.6238          | 0.5033   | 0.4649    | 0.5383 | 0.4989 |
| 0.1694        | 26.93 | 2720 | 1.6618          | 0.5033   | 0.4691    | 0.6172 | 0.5331 |
| 0.1829        | 27.03 | 2730 | 1.6839          | 0.5154   | 0.4712    | 0.4498 | 0.4602 |
| 0.2044        | 27.13 | 2740 | 1.7790          | 0.4945   | 0.4656    | 0.6794 | 0.5525 |
| 0.1778        | 27.23 | 2750 | 1.6826          | 0.5      | 0.4539    | 0.4354 | 0.4444 |
| 0.1677        | 27.33 | 2760 | 1.7339          | 0.5066   | 0.4699    | 0.5789 | 0.5188 |
| 0.1934        | 27.43 | 2770 | 1.7476          | 0.4956   | 0.4561    | 0.5096 | 0.4814 |
| 0.2149        | 27.52 | 2780 | 1.6146          | 0.5110   | 0.4681    | 0.4737 | 0.4709 |
| 0.1767        | 27.62 | 2790 | 1.6051          | 0.4989   | 0.4623    | 0.5574 | 0.5054 |
| 0.1588        | 27.72 | 2800 | 1.7543          | 0.5033   | 0.4630    | 0.5096 | 0.4852 |
| 0.1958        | 27.82 | 2810 | 1.7977          | 0.4978   | 0.4614    | 0.5574 | 0.5049 |
| 0.1719        | 27.92 | 2820 | 1.7153          | 0.4967   | 0.4603    | 0.5550 | 0.5033 |
| 0.1775        | 28.02 | 2830 | 1.6980          | 0.4956   | 0.4572    | 0.5239 | 0.4883 |
| 0.1235        | 28.12 | 2840 | 1.8467          | 0.4989   | 0.4617    | 0.5478 | 0.5011 |
| 0.1432        | 28.22 | 2850 | 1.8957          | 0.5022   | 0.4625    | 0.5167 | 0.4881 |
| 0.2081        | 28.32 | 2860 | 1.8517          | 0.5033   | 0.4673    | 0.5813 | 0.5181 |
| 0.1713        | 28.42 | 2870 | 1.7427          | 0.4989   | 0.4615    | 0.5455 | 0.5000 |
| 0.1553        | 28.51 | 2880 | 1.7227          | 0.5011   | 0.4639    | 0.5526 | 0.5044 |
| 0.1733        | 28.61 | 2890 | 1.7550          | 0.4934   | 0.4544    | 0.5120 | 0.4814 |
| 0.1778        | 28.71 | 2900 | 1.7158          | 0.4945   | 0.4562    | 0.5239 | 0.4878 |
| 0.1589        | 28.81 | 2910 | 1.7666          | 0.4934   | 0.4527    | 0.4928 | 0.4719 |
| 0.182         | 28.91 | 2920 | 1.8048          | 0.4989   | 0.4635    | 0.5766 | 0.5139 |
| 0.1579        | 29.01 | 2930 | 1.7952          | 0.4934   | 0.4479    | 0.4426 | 0.4452 |
| 0.1716        | 29.11 | 2940 | 1.7790          | 0.4945   | 0.4598    | 0.5742 | 0.5106 |
| 0.1598        | 29.21 | 2950 | 1.7497          | 0.4967   | 0.4593    | 0.5407 | 0.4967 |
| 0.1743        | 29.31 | 2960 | 1.7378          | 0.4978   | 0.4528    | 0.4474 | 0.4501 |
| 0.1486        | 29.41 | 2970 | 1.8025          | 0.5022   | 0.4705    | 0.6675 | 0.5519 |
| 0.1609        | 29.5  | 2980 | 1.7530          | 0.5121   | 0.4649    | 0.4115 | 0.4365 |
| 0.14          | 29.6  | 2990 | 1.8207          | 0.5077   | 0.4685    | 0.5335 | 0.4989 |
| 0.1639        | 29.7  | 3000 | 1.8235          | 0.5      | 0.4563    | 0.4617 | 0.4590 |
| 0.1589        | 29.8  | 3010 | 1.7896          | 0.5022   | 0.4644    | 0.5455 | 0.5017 |
| 0.1668        | 29.9  | 3020 | 1.7719          | 0.5110   | 0.4685    | 0.4809 | 0.4746 |
| 0.1683        | 30.0  | 3030 | 1.7143          | 0.5044   | 0.4677    | 0.5718 | 0.5145 |
| 0.1442        | 30.1  | 3040 | 1.8204          | 0.5143   | 0.4713    | 0.4713 | 0.4713 |
| 0.1783        | 30.2  | 3050 | 1.9409          | 0.5066   | 0.4688    | 0.5574 | 0.5093 |
| 0.1399        | 30.3  | 3060 | 1.9196          | 0.4967   | 0.4578    | 0.5191 | 0.4865 |
| 0.1396        | 30.4  | 3070 | 1.8497          | 0.5011   | 0.4627    | 0.5335 | 0.4956 |
| 0.1605        | 30.5  | 3080 | 1.8745          | 0.5011   | 0.4659    | 0.5885 | 0.5201 |
| 0.1748        | 30.59 | 3090 | 1.8298          | 0.5011   | 0.4650    | 0.5718 | 0.5129 |
| 0.1468        | 30.69 | 3100 | 1.8500          | 0.5066   | 0.4680    | 0.5431 | 0.5028 |
| 0.1416        | 30.79 | 3110 | 1.9355          | 0.4967   | 0.4593    | 0.5407 | 0.4967 |
| 0.1364        | 30.89 | 3120 | 1.9258          | 0.4956   | 0.4617    | 0.5909 | 0.5184 |
| 0.155         | 30.99 | 3130 | 1.8446          | 0.5088   | 0.4688    | 0.5215 | 0.4938 |
| 0.1281        | 31.09 | 3140 | 1.8884          | 0.5011   | 0.4634    | 0.5455 | 0.5011 |
| 0.1513        | 31.19 | 3150 | 1.9357          | 0.4934   | 0.4559    | 0.5311 | 0.4906 |
| 0.1454        | 31.29 | 3160 | 1.9112          | 0.5044   | 0.4634    | 0.5    | 0.4810 |
| 0.1334        | 31.39 | 3170 | 1.9049          | 0.5022   | 0.4628    | 0.5215 | 0.4904 |
| 0.1622        | 31.49 | 3180 | 1.8650          | 0.5066   | 0.4693    | 0.5670 | 0.5135 |
| 0.1112        | 31.58 | 3190 | 1.9197          | 0.5033   | 0.4647    | 0.5359 | 0.4978 |
| 0.1323        | 31.68 | 3200 | 1.9855          | 0.5110   | 0.4630    | 0.4043 | 0.4317 |
| 0.1091        | 31.78 | 3210 | 2.0638          | 0.5044   | 0.4678    | 0.5742 | 0.5156 |
| 0.1441        | 31.88 | 3220 | 2.0540          | 0.4956   | 0.4559    | 0.5072 | 0.4802 |
| 0.1486        | 31.98 | 3230 | 1.9791          | 0.5077   | 0.4656    | 0.4856 | 0.4754 |
| 0.1303        | 32.08 | 3240 | 1.9271          | 0.5066   | 0.4697    | 0.5742 | 0.5167 |
| 0.1189        | 32.18 | 3250 | 1.8931          | 0.5231   | 0.4816    | 0.5    | 0.4906 |
| 0.1243        | 32.28 | 3260 | 1.9401          | 0.5099   | 0.4703    | 0.5311 | 0.4989 |
| 0.1147        | 32.38 | 3270 | 1.9619          | 0.5055   | 0.4675    | 0.5502 | 0.5055 |
| 0.1134        | 32.48 | 3280 | 1.9958          | 0.5143   | 0.4698    | 0.4474 | 0.4583 |
| 0.1211        | 32.57 | 3290 | 2.0501          | 0.4967   | 0.4580    | 0.5215 | 0.4877 |
| 0.1394        | 32.67 | 3300 | 2.0231          | 0.5044   | 0.4658    | 0.5383 | 0.4994 |
| 0.1157        | 32.77 | 3310 | 2.0500          | 0.4956   | 0.4597    | 0.5598 | 0.5049 |
| 0.156         | 32.87 | 3320 | 1.9984          | 0.5121   | 0.4690    | 0.4713 | 0.4702 |
| 0.1406        | 32.97 | 3330 | 1.9976          | 0.4912   | 0.4568    | 0.5694 | 0.5069 |
| 0.1379        | 33.07 | 3340 | 1.9001          | 0.5143   | 0.4722    | 0.4880 | 0.48   |
| 0.1372        | 33.17 | 3350 | 1.9292          | 0.5198   | 0.4774    | 0.4809 | 0.4791 |
| 0.1211        | 33.27 | 3360 | 2.0667          | 0.5033   | 0.4646    | 0.5335 | 0.4967 |
| 0.1086        | 33.37 | 3370 | 2.1113          | 0.5154   | 0.4749    | 0.5215 | 0.4971 |
| 0.1285        | 33.47 | 3380 | 2.1482          | 0.5033   | 0.4644    | 0.5311 | 0.4955 |
| 0.1404        | 33.56 | 3390 | 2.0883          | 0.5099   | 0.4688    | 0.5024 | 0.4850 |
| 0.1483        | 33.66 | 3400 | 2.0259          | 0.5011   | 0.4637    | 0.5502 | 0.5033 |
| 0.175         | 33.76 | 3410 | 1.9645          | 0.4890   | 0.4521    | 0.5311 | 0.4884 |
| 0.1199        | 33.86 | 3420 | 1.9896          | 0.4978   | 0.4570    | 0.4952 | 0.4753 |
| 0.1259        | 33.96 | 3430 | 2.0485          | 0.4857   | 0.4486    | 0.5215 | 0.4823 |
| 0.1472        | 34.06 | 3440 | 2.0220          | 0.4945   | 0.4527    | 0.4809 | 0.4664 |
| 0.1207        | 34.16 | 3450 | 2.0023          | 0.4956   | 0.4581    | 0.5359 | 0.4939 |
| 0.1022        | 34.26 | 3460 | 2.0544          | 0.4956   | 0.4577    | 0.5311 | 0.4917 |
| 0.1334        | 34.36 | 3470 | 2.1080          | 0.4945   | 0.4588    | 0.5598 | 0.5043 |
| 0.118         | 34.46 | 3480 | 2.0726          | 0.4956   | 0.4582    | 0.5383 | 0.4950 |
| 0.1527        | 34.55 | 3490 | 1.9606          | 0.4945   | 0.4502    | 0.4545 | 0.4524 |
| 0.13          | 34.65 | 3500 | 1.9395          | 0.4967   | 0.4595    | 0.5431 | 0.4978 |
| 0.1235        | 34.75 | 3510 | 1.9903          | 0.5055   | 0.4646    | 0.5024 | 0.4828 |
| 0.1616        | 34.85 | 3520 | 1.9800          | 0.4989   | 0.4626    | 0.5622 | 0.5076 |
| 0.1361        | 34.95 | 3530 | 1.9061          | 0.5011   | 0.4593    | 0.4856 | 0.4721 |
| 0.1188        | 35.05 | 3540 | 1.9699          | 0.4956   | 0.4586    | 0.5431 | 0.4973 |
| 0.144         | 35.15 | 3550 | 2.0882          | 0.4967   | 0.4635    | 0.6077 | 0.5259 |
| 0.1353        | 35.25 | 3560 | 2.0487          | 0.4967   | 0.4569    | 0.5072 | 0.4807 |
| 0.1136        | 35.35 | 3570 | 2.0453          | 0.5      | 0.4625    | 0.5455 | 0.5005 |
| 0.1208        | 35.45 | 3580 | 2.0445          | 0.5044   | 0.4619    | 0.4785 | 0.4700 |
| 0.1077        | 35.54 | 3590 | 2.0570          | 0.5033   | 0.4591    | 0.4569 | 0.4580 |
| 0.1038        | 35.64 | 3600 | 2.0791          | 0.5055   | 0.4658    | 0.5215 | 0.4921 |
| 0.1197        | 35.74 | 3610 | 2.0838          | 0.5044   | 0.4663    | 0.5455 | 0.5028 |
| 0.138         | 35.84 | 3620 | 2.0788          | 0.4967   | 0.4543    | 0.4761 | 0.4650 |
| 0.1348        | 35.94 | 3630 | 2.0215          | 0.4912   | 0.4497    | 0.4809 | 0.4647 |
| 0.1015        | 36.04 | 3640 | 2.0355          | 0.4945   | 0.4535    | 0.4904 | 0.4713 |
| 0.115         | 36.14 | 3650 | 2.0643          | 0.4901   | 0.4502    | 0.4976 | 0.4727 |
| 0.1085        | 36.24 | 3660 | 2.0985          | 0.4967   | 0.4526    | 0.4569 | 0.4548 |
| 0.1024        | 36.34 | 3670 | 2.1480          | 0.4967   | 0.4583    | 0.5263 | 0.4900 |
| 0.0993        | 36.44 | 3680 | 2.1946          | 0.4879   | 0.4518    | 0.5383 | 0.4913 |
| 0.1269        | 36.53 | 3690 | 2.1727          | 0.5      | 0.4569    | 0.4689 | 0.4628 |
| 0.0976        | 36.63 | 3700 | 2.1584          | 0.4934   | 0.4549    | 0.5191 | 0.4849 |
| 0.1099        | 36.73 | 3710 | 2.1804          | 0.4978   | 0.4579    | 0.5072 | 0.4813 |
| 0.1103        | 36.83 | 3720 | 2.1581          | 0.5154   | 0.4709    | 0.4450 | 0.4576 |
| 0.1168        | 36.93 | 3730 | 2.1793          | 0.4923   | 0.4567    | 0.5550 | 0.5011 |
| 0.1096        | 37.03 | 3740 | 2.1582          | 0.4956   | 0.4577    | 0.5311 | 0.4917 |
| 0.0967        | 37.13 | 3750 | 2.1912          | 0.5044   | 0.4657    | 0.5359 | 0.4983 |
| 0.1195        | 37.23 | 3760 | 2.1604          | 0.5055   | 0.4628    | 0.4761 | 0.4693 |
| 0.1331        | 37.33 | 3770 | 2.1033          | 0.5066   | 0.4671    | 0.5263 | 0.4949 |
| 0.1028        | 37.43 | 3780 | 2.1223          | 0.5055   | 0.4652    | 0.5120 | 0.4875 |
| 0.1225        | 37.52 | 3790 | 2.1905          | 0.5022   | 0.4648    | 0.5526 | 0.5049 |
| 0.1112        | 37.62 | 3800 | 2.1669          | 0.5033   | 0.4626    | 0.5024 | 0.4817 |
| 0.1155        | 37.72 | 3810 | 2.1987          | 0.5077   | 0.4702    | 0.5670 | 0.5141 |
| 0.126         | 37.82 | 3820 | 2.1550          | 0.5121   | 0.4706    | 0.4976 | 0.4837 |
| 0.0846        | 37.92 | 3830 | 2.1935          | 0.5110   | 0.4711    | 0.5263 | 0.4972 |
| 0.1035        | 38.02 | 3840 | 2.2105          | 0.5121   | 0.4725    | 0.5335 | 0.5011 |
| 0.1138        | 38.12 | 3850 | 2.1942          | 0.5      | 0.4619    | 0.5359 | 0.4961 |
| 0.0927        | 38.22 | 3860 | 2.1349          | 0.5132   | 0.4717    | 0.4976 | 0.4843 |
| 0.0941        | 38.32 | 3870 | 2.1465          | 0.5044   | 0.4665    | 0.5502 | 0.5049 |
| 0.0993        | 38.42 | 3880 | 2.1494          | 0.5121   | 0.4715    | 0.5144 | 0.4920 |
| 0.093         | 38.51 | 3890 | 2.1811          | 0.5209   | 0.4796    | 0.5072 | 0.4930 |
| 0.1153        | 38.61 | 3900 | 2.1946          | 0.5099   | 0.4706    | 0.5359 | 0.5011 |
| 0.0941        | 38.71 | 3910 | 2.1963          | 0.5165   | 0.4763    | 0.5287 | 0.5011 |
| 0.1027        | 38.81 | 3920 | 2.1836          | 0.5176   | 0.4709    | 0.4067 | 0.4365 |
| 0.1247        | 38.91 | 3930 | 2.1881          | 0.5088   | 0.4688    | 0.5215 | 0.4938 |
| 0.1107        | 39.01 | 3940 | 2.1822          | 0.5055   | 0.4664    | 0.5311 | 0.4966 |
| 0.0906        | 39.11 | 3950 | 2.1764          | 0.5      | 0.4565    | 0.4641 | 0.4603 |
| 0.1067        | 39.21 | 3960 | 2.2267          | 0.5033   | 0.4654    | 0.5478 | 0.5033 |
| 0.1187        | 39.31 | 3970 | 2.1916          | 0.5088   | 0.4670    | 0.4904 | 0.4784 |
| 0.1002        | 39.41 | 3980 | 2.1903          | 0.5044   | 0.4619    | 0.4785 | 0.4700 |
| 0.0716        | 39.5  | 3990 | 2.2750          | 0.5055   | 0.4655    | 0.5167 | 0.4898 |
| 0.133         | 39.6  | 4000 | 2.3035          | 0.5022   | 0.4625    | 0.5167 | 0.4881 |
| 0.0781        | 39.7  | 4010 | 2.3517          | 0.4967   | 0.4625    | 0.5909 | 0.5189 |
| 0.1077        | 39.8  | 4020 | 2.2651          | 0.5099   | 0.4697    | 0.5191 | 0.4932 |
| 0.112         | 39.9  | 4030 | 2.2087          | 0.5099   | 0.4673    | 0.4785 | 0.4728 |
| 0.1035        | 40.0  | 4040 | 2.1908          | 0.5077   | 0.4658    | 0.4880 | 0.4766 |
| 0.089         | 40.1  | 4050 | 2.2144          | 0.5110   | 0.4701    | 0.5072 | 0.4879 |
| 0.101         | 40.2  | 4060 | 2.2210          | 0.5110   | 0.4695    | 0.4976 | 0.4832 |
| 0.0869        | 40.3  | 4070 | 2.2460          | 0.5099   | 0.4698    | 0.5215 | 0.4943 |
| 0.0975        | 40.4  | 4080 | 2.2820          | 0.5121   | 0.4731    | 0.5478 | 0.5078 |
| 0.097         | 40.5  | 4090 | 2.2620          | 0.5099   | 0.4690    | 0.5072 | 0.4874 |
| 0.0985        | 40.59 | 4100 | 2.2593          | 0.5066   | 0.4678    | 0.5383 | 0.5006 |
| 0.1102        | 40.69 | 4110 | 2.2689          | 0.5022   | 0.4658    | 0.5694 | 0.5124 |
| 0.1101        | 40.79 | 4120 | 2.2530          | 0.5      | 0.4620    | 0.5383 | 0.4972 |
| 0.124         | 40.89 | 4130 | 2.1621          | 0.5132   | 0.4679    | 0.4354 | 0.4511 |
| 0.1342        | 40.99 | 4140 | 2.1030          | 0.5044   | 0.4641    | 0.5096 | 0.4857 |
| 0.1111        | 41.09 | 4150 | 2.0685          | 0.5110   | 0.4684    | 0.4785 | 0.4734 |
| 0.1144        | 41.19 | 4160 | 2.0743          | 0.5077   | 0.4654    | 0.4833 | 0.4742 |
| 0.0943        | 41.29 | 4170 | 2.0994          | 0.5143   | 0.47      | 0.4498 | 0.4597 |
| 0.0974        | 41.39 | 4180 | 2.1449          | 0.5033   | 0.4608    | 0.4785 | 0.4695 |
| 0.0955        | 41.49 | 4190 | 2.2387          | 0.4945   | 0.4557    | 0.5167 | 0.4843 |
| 0.0921        | 41.58 | 4200 | 2.2540          | 0.4967   | 0.4548    | 0.4809 | 0.4674 |
| 0.1114        | 41.68 | 4210 | 2.2426          | 0.5066   | 0.4625    | 0.4569 | 0.4597 |
| 0.1085        | 41.78 | 4220 | 2.2554          | 0.5066   | 0.4675    | 0.5335 | 0.4983 |
| 0.1082        | 41.88 | 4230 | 2.2176          | 0.5110   | 0.4697    | 0.5    | 0.4844 |
| 0.0884        | 41.98 | 4240 | 2.2295          | 0.5132   | 0.4710    | 0.4856 | 0.4782 |
| 0.1174        | 42.08 | 4250 | 2.2404          | 0.5099   | 0.4686    | 0.5    | 0.4838 |
| 0.1116        | 42.18 | 4260 | 2.2222          | 0.5121   | 0.4689    | 0.4689 | 0.4689 |
| 0.0931        | 42.28 | 4270 | 2.2391          | 0.5055   | 0.4671    | 0.5431 | 0.5022 |
| 0.0966        | 42.38 | 4280 | 2.2378          | 0.5033   | 0.4617    | 0.4904 | 0.4756 |
| 0.0775        | 42.48 | 4290 | 2.2732          | 0.5099   | 0.4645    | 0.4378 | 0.4507 |
| 0.0851        | 42.57 | 4300 | 2.3274          | 0.4978   | 0.4581    | 0.5096 | 0.4824 |
| 0.0953        | 42.67 | 4310 | 2.3597          | 0.4989   | 0.4606    | 0.5311 | 0.4933 |
| 0.095         | 42.77 | 4320 | 2.3421          | 0.5      | 0.4607    | 0.5191 | 0.4882 |
| 0.0894        | 42.87 | 4330 | 2.3274          | 0.5022   | 0.4642    | 0.5431 | 0.5006 |
| 0.1045        | 42.97 | 4340 | 2.2580          | 0.4967   | 0.4531    | 0.4617 | 0.4573 |
| 0.0749        | 43.07 | 4350 | 2.2307          | 0.5022   | 0.4582    | 0.4593 | 0.4588 |
| 0.0928        | 43.17 | 4360 | 2.2475          | 0.4989   | 0.4589    | 0.5072 | 0.4818 |
| 0.1116        | 43.27 | 4370 | 2.2234          | 0.5022   | 0.4615    | 0.5024 | 0.4811 |
| 0.1058        | 43.37 | 4380 | 2.1949          | 0.5055   | 0.4662    | 0.5287 | 0.4955 |
| 0.1032        | 43.47 | 4390 | 2.2132          | 0.5011   | 0.4627    | 0.5335 | 0.4956 |
| 0.0973        | 43.56 | 4400 | 2.2195          | 0.4989   | 0.4583    | 0.5    | 0.4783 |
| 0.0922        | 43.66 | 4410 | 2.2767          | 0.5044   | 0.4672    | 0.5622 | 0.5103 |
| 0.0899        | 43.76 | 4420 | 2.2685          | 0.5011   | 0.4595    | 0.4880 | 0.4733 |
| 0.0933        | 43.86 | 4430 | 2.2780          | 0.4956   | 0.4563    | 0.5120 | 0.4825 |
| 0.0978        | 43.96 | 4440 | 2.2994          | 0.4967   | 0.4582    | 0.5239 | 0.4888 |
| 0.1219        | 44.06 | 4450 | 2.2724          | 0.5033   | 0.4626    | 0.5024 | 0.4817 |
| 0.0878        | 44.16 | 4460 | 2.2600          | 0.5055   | 0.4636    | 0.4880 | 0.4755 |
| 0.0791        | 44.26 | 4470 | 2.2903          | 0.5055   | 0.4658    | 0.5215 | 0.4921 |
| 0.1081        | 44.36 | 4480 | 2.2805          | 0.5077   | 0.4674    | 0.5144 | 0.4897 |
| 0.095         | 44.46 | 4490 | 2.2506          | 0.5044   | 0.4629    | 0.4928 | 0.4774 |
| 0.101         | 44.55 | 4500 | 2.2338          | 0.5154   | 0.4707    | 0.4426 | 0.4562 |
| 0.0833        | 44.65 | 4510 | 2.2744          | 0.5011   | 0.4589    | 0.4809 | 0.4696 |
| 0.0987        | 44.75 | 4520 | 2.3038          | 0.4989   | 0.4604    | 0.5287 | 0.4922 |
| 0.095         | 44.85 | 4530 | 2.2748          | 0.5055   | 0.4626    | 0.4737 | 0.4681 |
| 0.083         | 44.95 | 4540 | 2.2818          | 0.5055   | 0.4630    | 0.4785 | 0.4706 |
| 0.0853        | 45.05 | 4550 | 2.3144          | 0.4989   | 0.4591    | 0.5096 | 0.4830 |
| 0.1026        | 45.15 | 4560 | 2.3211          | 0.4956   | 0.4568    | 0.5191 | 0.4860 |
| 0.1015        | 45.25 | 4570 | 2.2939          | 0.5033   | 0.4619    | 0.4928 | 0.4769 |
| 0.0843        | 45.35 | 4580 | 2.2916          | 0.5055   | 0.4638    | 0.4904 | 0.4767 |
| 0.0799        | 45.45 | 4590 | 2.2901          | 0.5088   | 0.4665    | 0.4833 | 0.4747 |
| 0.1088        | 45.54 | 4600 | 2.2795          | 0.5077   | 0.4648    | 0.4737 | 0.4692 |
| 0.0574        | 45.64 | 4610 | 2.3172          | 0.5154   | 0.4756    | 0.5359 | 0.5039 |
| 0.0968        | 45.74 | 4620 | 2.3217          | 0.5077   | 0.4670    | 0.5072 | 0.4862 |
| 0.0942        | 45.84 | 4630 | 2.3094          | 0.5110   | 0.4692    | 0.4928 | 0.4807 |
| 0.0735        | 45.94 | 4640 | 2.3088          | 0.5099   | 0.4670    | 0.4737 | 0.4703 |
| 0.0796        | 46.04 | 4650 | 2.3114          | 0.5099   | 0.4665    | 0.4665 | 0.4665 |
| 0.1033        | 46.14 | 4660 | 2.3266          | 0.5088   | 0.4665    | 0.4833 | 0.4747 |
| 0.1134        | 46.24 | 4670 | 2.3229          | 0.5099   | 0.4690    | 0.5072 | 0.4874 |
| 0.0845        | 46.34 | 4680 | 2.3422          | 0.5044   | 0.4667    | 0.5526 | 0.5060 |
| 0.0788        | 46.44 | 4690 | 2.3420          | 0.5022   | 0.4645    | 0.5478 | 0.5027 |
| 0.0762        | 46.53 | 4700 | 2.3169          | 0.5044   | 0.4606    | 0.4617 | 0.4612 |
| 0.081         | 46.63 | 4710 | 2.3352          | 0.5088   | 0.4656    | 0.4689 | 0.4672 |
| 0.093         | 46.73 | 4720 | 2.3560          | 0.5066   | 0.4655    | 0.5    | 0.4821 |
| 0.0795        | 46.83 | 4730 | 2.3509          | 0.5044   | 0.4626    | 0.4880 | 0.4750 |
| 0.0869        | 46.93 | 4740 | 2.3430          | 0.5055   | 0.4640    | 0.4928 | 0.4780 |
| 0.066         | 47.03 | 4750 | 2.3332          | 0.5066   | 0.4644    | 0.4833 | 0.4736 |
| 0.0805        | 47.13 | 4760 | 2.3379          | 0.5077   | 0.4658    | 0.4880 | 0.4766 |
| 0.0836        | 47.23 | 4770 | 2.3580          | 0.5055   | 0.4654    | 0.5144 | 0.4886 |
| 0.1056        | 47.33 | 4780 | 2.3479          | 0.5044   | 0.4639    | 0.5072 | 0.4846 |
| 0.079         | 47.43 | 4790 | 2.3445          | 0.5055   | 0.4646    | 0.5024 | 0.4828 |
| 0.1065        | 47.52 | 4800 | 2.3466          | 0.5044   | 0.4634    | 0.5    | 0.4810 |
| 0.0775        | 47.62 | 4810 | 2.3591          | 0.5      | 0.4607    | 0.5191 | 0.4882 |
| 0.0957        | 47.72 | 4820 | 2.3579          | 0.5011   | 0.4619    | 0.5215 | 0.4899 |
| 0.0952        | 47.82 | 4830 | 2.3498          | 0.5099   | 0.4693    | 0.5120 | 0.4897 |
| 0.0846        | 47.92 | 4840 | 2.3352          | 0.5066   | 0.4640    | 0.4785 | 0.4711 |
| 0.0943        | 48.02 | 4850 | 2.3375          | 0.5066   | 0.4642    | 0.4809 | 0.4724 |
| 0.084         | 48.12 | 4860 | 2.3523          | 0.5088   | 0.4681    | 0.5096 | 0.4880 |
| 0.0912        | 48.22 | 4870 | 2.3669          | 0.4989   | 0.4601    | 0.5239 | 0.4899 |
| 0.0911        | 48.32 | 4880 | 2.3715          | 0.5033   | 0.4640    | 0.5239 | 0.4921 |
| 0.0844        | 48.42 | 4890 | 2.3650          | 0.5088   | 0.4681    | 0.5096 | 0.4880 |
| 0.0784        | 48.51 | 4900 | 2.3656          | 0.5088   | 0.4681    | 0.5096 | 0.4880 |
| 0.0879        | 48.61 | 4910 | 2.3643          | 0.5088   | 0.4681    | 0.5096 | 0.4880 |
| 0.0872        | 48.71 | 4920 | 2.3633          | 0.5088   | 0.4677    | 0.5024 | 0.4844 |
| 0.0614        | 48.81 | 4930 | 2.3737          | 0.5110   | 0.4705    | 0.5144 | 0.4914 |
| 0.0827        | 48.91 | 4940 | 2.3759          | 0.5099   | 0.4689    | 0.5048 | 0.4862 |
| 0.0791        | 49.01 | 4950 | 2.3732          | 0.5066   | 0.4653    | 0.4976 | 0.4809 |
| 0.0903        | 49.11 | 4960 | 2.3698          | 0.5033   | 0.4614    | 0.4856 | 0.4732 |
| 0.0811        | 49.21 | 4970 | 2.3728          | 0.5055   | 0.4640    | 0.4928 | 0.4780 |
| 0.0721        | 49.31 | 4980 | 2.3783          | 0.5077   | 0.4665    | 0.5    | 0.4827 |
| 0.0729        | 49.41 | 4990 | 2.3762          | 0.5066   | 0.4652    | 0.4952 | 0.4797 |
| 0.0642        | 49.5  | 5000 | 2.3771          | 0.5066   | 0.4652    | 0.4952 | 0.4797 |
| 0.0675        | 49.6  | 5010 | 2.3800          | 0.5055   | 0.4641    | 0.4952 | 0.4792 |
| 0.0603        | 49.7  | 5020 | 2.3833          | 0.5088   | 0.4677    | 0.5024 | 0.4844 |
| 0.0744        | 49.8  | 5030 | 2.3854          | 0.5088   | 0.4677    | 0.5024 | 0.4844 |
| 0.0886        | 49.9  | 5040 | 2.3853          | 0.5088   | 0.4677    | 0.5024 | 0.4844 |
| 0.0843        | 50.0  | 5050 | 2.3851          | 0.5088   | 0.4677    | 0.5024 | 0.4844 |


### Framework versions

- Transformers 4.36.2
- Pytorch 1.13.1+cu116
- Datasets 2.16.1
- Tokenizers 0.15.0
