transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b4-finetuned-cityscapes-1024-1024 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-cityscapes-512-512-finetuned-coastTrain
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b4-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5730
- Mean Iou: 0.7157
- Mean Accuracy: 0.8145
- Overall Accuracy: 0.8866
- Accuracy Water: 0.9491
- Accuracy Whitewater: 0.8195
- Accuracy Sediment: 0.8684
- Accuracy Other Natural Terrain: 0.5106
- Accuracy Vegetation: 0.9154
- Accuracy Development: 0.8773
- Accuracy Unknown: 0.7612
- Iou Water: 0.8883
- Iou Whitewater: 0.7016
- Iou Sediment: 0.7771
- Iou Other Natural Terrain: 0.4328
- Iou Vegetation: 0.8130
- Iou Development: 0.6795
- Iou Unknown: 0.7176

## 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: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 25

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.8255        | 0.05  | 20   | 1.7027          | 0.1290   | 0.2258        | 0.4395           | 0.4512         | 0.0062              | 0.0230            | 0.0071                         | 0.8969              | 0.1962               | 0.0001           | 0.3734    | 0.0056         | 0.0201       | 0.0061                    | 0.3645         | 0.1328          | 0.0001      |
| 1.6284        | 0.11  | 40   | 1.3704          | 0.1980   | 0.2989        | 0.5788           | 0.7902         | 0.0050              | 0.0527            | 0.0005                         | 0.9144              | 0.2868               | 0.0429           | 0.5340    | 0.0050         | 0.0485       | 0.0005                    | 0.5122         | 0.2432          | 0.0428      |
| 1.3093        | 0.16  | 60   | 1.2415          | 0.2585   | 0.3548        | 0.6245           | 0.7540         | 0.0105              | 0.0165            | 0.0                            | 0.9710              | 0.4103               | 0.3215           | 0.6036    | 0.0104         | 0.0161       | 0.0                       | 0.5026         | 0.3555          | 0.3210      |
| 1.0099        | 0.22  | 80   | 1.1327          | 0.2676   | 0.3591        | 0.6431           | 0.8175         | 0.0050              | 0.0401            | 0.0                            | 0.9532              | 0.3186               | 0.3795           | 0.6247    | 0.0050         | 0.0390       | 0.0                       | 0.5219         | 0.3035          | 0.3792      |
| 1.1127        | 0.27  | 100  | 1.0871          | 0.3127   | 0.4101        | 0.6672           | 0.8090         | 0.0084              | 0.1632            | 0.0                            | 0.9318              | 0.5647               | 0.3937           | 0.6501    | 0.0084         | 0.1461       | 0.0                       | 0.5354         | 0.4560          | 0.3931      |
| 0.8616        | 0.32  | 120  | 0.9837          | 0.3545   | 0.4519        | 0.7101           | 0.8676         | 0.0024              | 0.3230            | 0.0                            | 0.9290              | 0.5953               | 0.4461           | 0.7064    | 0.0024         | 0.2692       | 0.0                       | 0.5894         | 0.4795          | 0.4347      |
| 1.1509        | 0.38  | 140  | 0.9333          | 0.3801   | 0.4882        | 0.7212           | 0.8515         | 0.0000              | 0.5253            | 0.0                            | 0.8948              | 0.6991               | 0.4468           | 0.6908    | 0.0000         | 0.4022       | 0.0                       | 0.6143         | 0.5514          | 0.4020      |
| 1.3826        | 0.43  | 160  | 0.8626          | 0.3873   | 0.5027        | 0.7342           | 0.9122         | 0.0044              | 0.4573            | 0.0                            | 0.8399              | 0.8457               | 0.4594           | 0.7047    | 0.0044         | 0.3826       | 0.0                       | 0.6363         | 0.5382          | 0.4451      |
| 1.0346        | 0.49  | 180  | 0.8790          | 0.3828   | 0.4928        | 0.7264           | 0.8471         | 0.0000              | 0.4274            | 0.0                            | 0.9077              | 0.7813               | 0.4861           | 0.7062    | 0.0000         | 0.3443       | 0.0                       | 0.6096         | 0.5432          | 0.4764      |
| 1.0385        | 0.54  | 200  | 0.8776          | 0.4044   | 0.5424        | 0.7318           | 0.8723         | 0.0757              | 0.6913            | 0.0                            | 0.7709              | 0.8850               | 0.5015           | 0.7417    | 0.0736         | 0.5008       | 0.0                       | 0.6157         | 0.4206          | 0.4786      |
| 0.9166        | 0.59  | 220  | 0.7701          | 0.4368   | 0.5589        | 0.7637           | 0.8764         | 0.0895              | 0.7560            | 0.0                            | 0.8723              | 0.8130               | 0.5050           | 0.7467    | 0.0886         | 0.5264       | 0.0                       | 0.6674         | 0.5346          | 0.4938      |
| 1.4187        | 0.65  | 240  | 0.7735          | 0.4290   | 0.5393        | 0.7602           | 0.9057         | 0.0370              | 0.7644            | 0.0                            | 0.8616              | 0.7105               | 0.4957           | 0.7142    | 0.0368         | 0.5090       | 0.0                       | 0.6780         | 0.5785          | 0.4866      |
| 0.8127        | 0.7   | 260  | 0.7394          | 0.4581   | 0.5633        | 0.7750           | 0.9069         | 0.1810              | 0.6709            | 0.0                            | 0.8976              | 0.7690               | 0.5175           | 0.7359    | 0.1733         | 0.5022       | 0.0                       | 0.6971         | 0.5938          | 0.5042      |
| 0.8323        | 0.76  | 280  | 0.7582          | 0.4824   | 0.5878        | 0.7812           | 0.8859         | 0.3329              | 0.7904            | 0.0                            | 0.9308              | 0.7197               | 0.4552           | 0.7473    | 0.3141         | 0.5890       | 0.0                       | 0.6938         | 0.5846          | 0.4479      |
| 0.6184        | 0.81  | 300  | 0.7331          | 0.4920   | 0.6193        | 0.7724           | 0.9022         | 0.5065              | 0.7736            | 0.0                            | 0.8107              | 0.8244               | 0.5180           | 0.7508    | 0.4264         | 0.5756       | 0.0                       | 0.6518         | 0.5494          | 0.4902      |
| 2.0827        | 0.86  | 320  | 0.7559          | 0.4796   | 0.5820        | 0.7740           | 0.9007         | 0.4211              | 0.7026            | 0.0                            | 0.9247              | 0.7033               | 0.4214           | 0.7534    | 0.3776         | 0.5706       | 0.0                       | 0.6708         | 0.5757          | 0.4092      |
| 0.748         | 0.92  | 340  | 0.7179          | 0.5110   | 0.6444        | 0.7866           | 0.8798         | 0.5538              | 0.8472            | 0.0                            | 0.8461              | 0.8625               | 0.5213           | 0.7634    | 0.4670         | 0.5656       | 0.0                       | 0.6901         | 0.5830          | 0.5081      |
| 0.5084        | 0.97  | 360  | 0.7135          | 0.5228   | 0.6294        | 0.8001           | 0.9061         | 0.5449              | 0.7269            | 0.0                            | 0.9150              | 0.7655               | 0.5472           | 0.7876    | 0.4646         | 0.5806       | 0.0                       | 0.6971         | 0.6069          | 0.5232      |
| 0.7817        | 1.03  | 380  | 0.6495          | 0.5343   | 0.6487        | 0.8037           | 0.8974         | 0.6201              | 0.8332            | 0.0                            | 0.9078              | 0.7533               | 0.5291           | 0.7931    | 0.5062         | 0.6344       | 0.0                       | 0.6950         | 0.5964          | 0.5153      |
| 1.0043        | 1.08  | 400  | 0.6443          | 0.5413   | 0.6538        | 0.8097           | 0.9058         | 0.6272              | 0.8076            | 0.0                            | 0.9135              | 0.7883               | 0.5340           | 0.8026    | 0.5179         | 0.6382       | 0.0                       | 0.7066         | 0.6063          | 0.5175      |
| 0.7235        | 1.14  | 420  | 0.6647          | 0.5199   | 0.6546        | 0.7918           | 0.9328         | 0.5814              | 0.8595            | 0.0                            | 0.7731              | 0.8745               | 0.5611           | 0.7687    | 0.4716         | 0.5782       | 0.0                       | 0.6840         | 0.6070          | 0.5295      |
| 0.4646        | 1.19  | 440  | 0.6397          | 0.5485   | 0.6677        | 0.8114           | 0.8968         | 0.7575              | 0.8333            | 0.0                            | 0.9229              | 0.7192               | 0.5441           | 0.8101    | 0.5574         | 0.6348       | 0.0                       | 0.7036         | 0.6153          | 0.5185      |
| 0.3387        | 1.24  | 460  | 0.6339          | 0.5459   | 0.6488        | 0.8134           | 0.9239         | 0.6487              | 0.7729            | 0.0                            | 0.9299              | 0.7393               | 0.5268           | 0.8161    | 0.5459         | 0.6296       | 0.0                       | 0.7084         | 0.6191          | 0.5019      |
| 0.4492        | 1.3   | 480  | 0.6280          | 0.5590   | 0.6748        | 0.8210           | 0.9198         | 0.7297              | 0.8350            | 0.0                            | 0.9139              | 0.7842               | 0.5409           | 0.8212    | 0.5670         | 0.6290       | 0.0                       | 0.7244         | 0.6477          | 0.5236      |
| 0.7281        | 1.35  | 500  | 0.6056          | 0.5607   | 0.6783        | 0.8223           | 0.9169         | 0.7259              | 0.8499            | 0.0                            | 0.9134              | 0.8056               | 0.5364           | 0.8212    | 0.5672         | 0.6353       | 0.0                       | 0.7296         | 0.6536          | 0.5177      |
| 0.4626        | 1.41  | 520  | 0.6378          | 0.5516   | 0.6765        | 0.8136           | 0.9113         | 0.7343              | 0.8006            | 0.0001                         | 0.8891              | 0.8723               | 0.5278           | 0.8083    | 0.5583         | 0.6237       | 0.0001                    | 0.7103         | 0.6468          | 0.5137      |
| 0.3665        | 1.46  | 540  | 0.6123          | 0.5573   | 0.6768        | 0.8179           | 0.9093         | 0.7674              | 0.7990            | 0.0                            | 0.9153              | 0.7991               | 0.5477           | 0.8177    | 0.5699         | 0.6271       | 0.0                       | 0.7142         | 0.6435          | 0.5283      |
| 0.3533        | 1.51  | 560  | 0.6079          | 0.5586   | 0.6627        | 0.8206           | 0.9350         | 0.7048              | 0.7373            | 0.0001                         | 0.9192              | 0.7832               | 0.5594           | 0.8146    | 0.5719         | 0.6252       | 0.0001                    | 0.7216         | 0.6390          | 0.5378      |
| 0.3662        | 1.57  | 580  | 0.6387          | 0.5443   | 0.6593        | 0.8103           | 0.9371         | 0.6781              | 0.7947            | 0.0000                         | 0.8765              | 0.8076               | 0.5212           | 0.8181    | 0.5589         | 0.6010       | 0.0000                    | 0.6942         | 0.6216          | 0.5163      |
| 0.5607        | 1.62  | 600  | 0.6234          | 0.5623   | 0.6999        | 0.8215           | 0.9081         | 0.8504              | 0.8616            | 0.0000                         | 0.8935              | 0.8640               | 0.5214           | 0.8246    | 0.5843         | 0.6351       | 0.0000                    | 0.7276         | 0.6550          | 0.5091      |
| 0.3321        | 1.68  | 620  | 0.6355          | 0.5625   | 0.7020        | 0.8178           | 0.9242         | 0.8198              | 0.8432            | 0.0001                         | 0.8295              | 0.9079               | 0.5891           | 0.8362    | 0.6050         | 0.6528       | 0.0001                    | 0.6967         | 0.5816          | 0.5654      |
| 0.4281        | 1.73  | 640  | 0.5823          | 0.5826   | 0.6897        | 0.8327           | 0.9162         | 0.7880              | 0.8567            | 0.0001                         | 0.9397              | 0.7525               | 0.5747           | 0.8327    | 0.6281         | 0.6770       | 0.0001                    | 0.7332         | 0.6576          | 0.5498      |
| 1.1026        | 1.78  | 660  | 0.6229          | 0.5613   | 0.6920        | 0.8202           | 0.8902         | 0.7902              | 0.8338            | 0.0                            | 0.9101              | 0.8561               | 0.5637           | 0.8177    | 0.5813         | 0.6500       | 0.0                       | 0.7279         | 0.6087          | 0.5433      |
| 0.7561        | 1.84  | 680  | 0.5747          | 0.5691   | 0.6735        | 0.8313           | 0.9400         | 0.6768              | 0.8304            | 0.0005                         | 0.9305              | 0.8062               | 0.5301           | 0.8284    | 0.5407         | 0.6685       | 0.0005                    | 0.7425         | 0.6838          | 0.5195      |
| 0.4515        | 1.89  | 700  | 0.5821          | 0.5899   | 0.7094        | 0.8352           | 0.9120         | 0.8155              | 0.8818            | 0.0004                         | 0.9025              | 0.8512               | 0.6024           | 0.8364    | 0.6455         | 0.6447       | 0.0004                    | 0.7347         | 0.6910          | 0.5768      |
| 0.656         | 1.95  | 720  | 0.5716          | 0.5744   | 0.7042        | 0.8273           | 0.9093         | 0.8491              | 0.8100            | 0.0135                         | 0.8979              | 0.8535               | 0.5961           | 0.8312    | 0.6026         | 0.6656       | 0.0135                    | 0.7323         | 0.6279          | 0.5480      |
| 1.8132        | 2.0   | 740  | 0.6120          | 0.5628   | 0.6812        | 0.8240           | 0.9300         | 0.7314              | 0.7887            | 0.0045                         | 0.9009              | 0.8757               | 0.5373           | 0.8285    | 0.5719         | 0.6497       | 0.0045                    | 0.7315         | 0.6488          | 0.5045      |
| 0.3921        | 2.05  | 760  | 0.6014          | 0.5614   | 0.6818        | 0.8244           | 0.9345         | 0.7816              | 0.8711            | 0.0013                         | 0.9060              | 0.7507               | 0.5273           | 0.8359    | 0.5958         | 0.6178       | 0.0013                    | 0.7377         | 0.6382          | 0.5032      |
| 0.3895        | 2.11  | 780  | 0.5443          | 0.5774   | 0.7023        | 0.8314           | 0.9292         | 0.8344              | 0.8295            | 0.0112                         | 0.9049              | 0.8754               | 0.5318           | 0.8454    | 0.6221         | 0.6890       | 0.0112                    | 0.7366         | 0.6206          | 0.5169      |
| 0.4646        | 2.16  | 800  | 0.5058          | 0.6009   | 0.7123        | 0.8419           | 0.9413         | 0.7920              | 0.8638            | 0.0227                         | 0.8874              | 0.8643               | 0.6147           | 0.8449    | 0.6440         | 0.7120       | 0.0227                    | 0.7376         | 0.6632          | 0.5822      |
| 1.5981        | 2.22  | 820  | 0.5296          | 0.5873   | 0.7007        | 0.8341           | 0.9262         | 0.8121              | 0.8398            | 0.0178                         | 0.9116              | 0.8115               | 0.5860           | 0.8290    | 0.6369         | 0.7060       | 0.0178                    | 0.7434         | 0.6298          | 0.5478      |
| 0.2858        | 2.27  | 840  | 0.5685          | 0.5681   | 0.6855        | 0.8217           | 0.9064         | 0.7037              | 0.8602            | 0.0124                         | 0.8864              | 0.8159               | 0.6137           | 0.8260    | 0.5791         | 0.6695       | 0.0124                    | 0.7102         | 0.6297          | 0.5500      |
| 0.6615        | 2.32  | 860  | 0.5751          | 0.5570   | 0.6922        | 0.8197           | 0.9255         | 0.7319              | 0.8747            | 0.0328                         | 0.8655              | 0.9026               | 0.5123           | 0.8337    | 0.5578         | 0.6328       | 0.0326                    | 0.7287         | 0.6141          | 0.4993      |
| 0.2149        | 2.38  | 880  | 0.5294          | 0.5844   | 0.7083        | 0.8302           | 0.9128         | 0.8525              | 0.7967            | 0.0995                         | 0.9335              | 0.8352               | 0.5282           | 0.8335    | 0.5610         | 0.7156       | 0.0986                    | 0.7350         | 0.6344          | 0.5127      |
| 0.576         | 2.43  | 900  | 0.5266          | 0.6100   | 0.7118        | 0.8432           | 0.9210         | 0.7831              | 0.8250            | 0.0737                         | 0.9333              | 0.8283               | 0.6183           | 0.8536    | 0.6435         | 0.7215       | 0.0735                    | 0.7310         | 0.6642          | 0.5828      |
| 1.1175        | 2.49  | 920  | 0.5370          | 0.6007   | 0.7203        | 0.8394           | 0.9294         | 0.8115              | 0.8496            | 0.0324                         | 0.8635              | 0.8747               | 0.6810           | 0.8532    | 0.6487         | 0.6791       | 0.0323                    | 0.7280         | 0.6755          | 0.5880      |
| 0.4719        | 2.54  | 940  | 0.5447          | 0.5940   | 0.7022        | 0.8367           | 0.9405         | 0.7849              | 0.7967            | 0.0279                         | 0.8949              | 0.8637               | 0.6066           | 0.8399    | 0.6297         | 0.7051       | 0.0279                    | 0.7272         | 0.6622          | 0.5662      |
| 0.4847        | 2.59  | 960  | 0.5860          | 0.5878   | 0.7206        | 0.8323           | 0.8983         | 0.8799              | 0.8445            | 0.0374                         | 0.8901              | 0.8314               | 0.6622           | 0.8313    | 0.6254         | 0.6237       | 0.0373                    | 0.7429         | 0.6653          | 0.5884      |
| 0.302         | 2.65  | 980  | 0.5840          | 0.5856   | 0.6936        | 0.8341           | 0.9409         | 0.7526              | 0.8375            | 0.0304                         | 0.9118              | 0.8478               | 0.5342           | 0.8369    | 0.6371         | 0.7121       | 0.0302                    | 0.7432         | 0.6225          | 0.5167      |
| 0.4162        | 2.7   | 1000 | 0.5942          | 0.5833   | 0.7201        | 0.8296           | 0.9197         | 0.8478              | 0.8826            | 0.0437                         | 0.8636              | 0.9211               | 0.5621           | 0.8460    | 0.6394         | 0.7000       | 0.0435                    | 0.7351         | 0.5969          | 0.5222      |
| 0.3414        | 2.76  | 1020 | 0.5377          | 0.6057   | 0.7151        | 0.8433           | 0.9477         | 0.8133              | 0.8716            | 0.0617                         | 0.8910              | 0.7917               | 0.6287           | 0.8431    | 0.6460         | 0.6754       | 0.0611                    | 0.7427         | 0.6597          | 0.6119      |
| 0.2947        | 2.81  | 1040 | 0.4663          | 0.6194   | 0.7372        | 0.8499           | 0.9337         | 0.8449              | 0.8461            | 0.0507                         | 0.8663              | 0.8996               | 0.7191           | 0.8582    | 0.6537         | 0.7134       | 0.0504                    | 0.7373         | 0.6829          | 0.6398      |
| 0.4344        | 2.86  | 1060 | 0.5806          | 0.6026   | 0.7025        | 0.8429           | 0.9336         | 0.7909              | 0.8411            | 0.0344                         | 0.9330              | 0.7716               | 0.6131           | 0.8478    | 0.6418         | 0.6993       | 0.0343                    | 0.7356         | 0.6656          | 0.5937      |
| 0.4233        | 2.92  | 1080 | 0.4980          | 0.5976   | 0.7286        | 0.8404           | 0.9283         | 0.8777              | 0.8380            | 0.0629                         | 0.8873              | 0.9085               | 0.5975           | 0.8496    | 0.5984         | 0.6865       | 0.0613                    | 0.7413         | 0.6624          | 0.5838      |
| 0.2809        | 2.97  | 1100 | 0.4464          | 0.6203   | 0.7265        | 0.8519           | 0.9372         | 0.7880              | 0.8750            | 0.0615                         | 0.9051              | 0.8789               | 0.6399           | 0.8554    | 0.6481         | 0.7150       | 0.0607                    | 0.7479         | 0.6885          | 0.6265      |
| 0.3447        | 3.03  | 1120 | 0.5340          | 0.6096   | 0.7311        | 0.8446           | 0.9362         | 0.8434              | 0.9080            | 0.0769                         | 0.8855              | 0.8803               | 0.5874           | 0.8509    | 0.6528         | 0.6686       | 0.0754                    | 0.7471         | 0.6900          | 0.5824      |
| 0.6117        | 3.08  | 1140 | 0.5048          | 0.6125   | 0.7187        | 0.8489           | 0.9346         | 0.7252              | 0.8101            | 0.0746                         | 0.9008              | 0.9181               | 0.6672           | 0.8479    | 0.6072         | 0.6968       | 0.0736                    | 0.7532         | 0.6794          | 0.6292      |
| 0.6382        | 3.14  | 1160 | 0.5120          | 0.6234   | 0.7304        | 0.8506           | 0.9355         | 0.8197              | 0.8209            | 0.1160                         | 0.9205              | 0.8901               | 0.6098           | 0.8504    | 0.6514         | 0.7115       | 0.1151                    | 0.7543         | 0.6798          | 0.6014      |
| 0.3643        | 3.19  | 1180 | 0.5157          | 0.6176   | 0.7319        | 0.8476           | 0.9328         | 0.8273              | 0.8711            | 0.0748                         | 0.8946              | 0.9140               | 0.6090           | 0.8503    | 0.6656         | 0.7162       | 0.0739                    | 0.7441         | 0.6719          | 0.6013      |
| 0.335         | 3.24  | 1200 | 0.4938          | 0.6277   | 0.7405        | 0.8549           | 0.9294         | 0.8180              | 0.8617            | 0.0679                         | 0.8867              | 0.9114               | 0.7081           | 0.8449    | 0.6650         | 0.7021       | 0.0665                    | 0.7641         | 0.6626          | 0.6890      |
| 0.3088        | 3.3   | 1220 | 0.4818          | 0.6334   | 0.7421        | 0.8592           | 0.9182         | 0.8099              | 0.8625            | 0.0526                         | 0.8875              | 0.8356               | 0.8282           | 0.8452    | 0.6720         | 0.6992       | 0.0521                    | 0.7738         | 0.6848          | 0.7070      |
| 0.3001        | 3.35  | 1240 | 0.4130          | 0.6576   | 0.7557        | 0.8750           | 0.9338         | 0.8285              | 0.8234            | 0.0863                         | 0.9177              | 0.8631               | 0.8369           | 0.8570    | 0.6648         | 0.7077       | 0.0845                    | 0.7983         | 0.6981          | 0.7925      |
| 0.8804        | 3.41  | 1260 | 0.4606          | 0.6584   | 0.7540        | 0.8712           | 0.9287         | 0.8165              | 0.8108            | 0.1195                         | 0.9197              | 0.8575               | 0.8252           | 0.8494    | 0.6774         | 0.6906       | 0.1175                    | 0.7892         | 0.6961          | 0.7887      |
| 0.5654        | 3.46  | 1280 | 0.4339          | 0.6784   | 0.7748        | 0.8766           | 0.9276         | 0.7883              | 0.8747            | 0.2341                         | 0.9035              | 0.8320               | 0.8635           | 0.8527    | 0.6715         | 0.7439       | 0.2239                    | 0.8017         | 0.6826          | 0.7725      |
| 0.4404        | 3.51  | 1300 | 0.4618          | 0.6788   | 0.7941        | 0.8709           | 0.8789         | 0.8413              | 0.8772            | 0.2895                         | 0.9032              | 0.8595               | 0.9091           | 0.8389    | 0.6576         | 0.7442       | 0.2706                    | 0.7937         | 0.6782          | 0.7682      |
| 0.2588        | 3.57  | 1320 | 0.4554          | 0.6466   | 0.7515        | 0.8629           | 0.9428         | 0.8192              | 0.8849            | 0.1429                         | 0.8958              | 0.8621               | 0.7131           | 0.8538    | 0.6659         | 0.6922       | 0.1351                    | 0.7757         | 0.7061          | 0.6971      |
| 0.3708        | 3.62  | 1340 | 0.4490          | 0.6492   | 0.7439        | 0.8677           | 0.9405         | 0.8127              | 0.8779            | 0.1198                         | 0.9245              | 0.7643               | 0.7675           | 0.8659    | 0.6714         | 0.7057       | 0.1145                    | 0.7774         | 0.6797          | 0.7300      |
| 0.2473        | 3.68  | 1360 | 0.4512          | 0.6770   | 0.7850        | 0.8695           | 0.9276         | 0.8334              | 0.8249            | 0.3246                         | 0.8914              | 0.8975               | 0.7953           | 0.8627    | 0.6569         | 0.7381       | 0.2889                    | 0.7695         | 0.6736          | 0.7495      |
| 0.5854        | 3.73  | 1380 | 0.5085          | 0.6547   | 0.7673        | 0.8568           | 0.9400         | 0.8039              | 0.8561            | 0.3414                         | 0.8908              | 0.8975               | 0.6413           | 0.8545    | 0.6506         | 0.7473       | 0.2727                    | 0.7627         | 0.6719          | 0.6233      |
| 0.3184        | 3.78  | 1400 | 0.4128          | 0.7026   | 0.8062        | 0.8809           | 0.9382         | 0.8183              | 0.8458            | 0.4538                         | 0.8986              | 0.8688               | 0.8198           | 0.8668    | 0.6766         | 0.7399       | 0.3684                    | 0.8005         | 0.6885          | 0.7779      |
| 0.2659        | 3.84  | 1420 | 0.4764          | 0.6760   | 0.7831        | 0.8647           | 0.9331         | 0.8080              | 0.8572            | 0.4071                         | 0.9059              | 0.8980               | 0.6726           | 0.8548    | 0.6742         | 0.7513       | 0.3663                    | 0.7851         | 0.6526          | 0.6474      |
| 0.5461        | 3.89  | 1440 | 0.4907          | 0.6658   | 0.7655        | 0.8657           | 0.9465         | 0.8436              | 0.8388            | 0.2799                         | 0.9066              | 0.8154               | 0.7277           | 0.8493    | 0.6674         | 0.7187       | 0.2653                    | 0.7801         | 0.6828          | 0.6968      |
| 0.8689        | 3.95  | 1460 | 0.5126          | 0.6689   | 0.7649        | 0.8665           | 0.9300         | 0.7880              | 0.8115            | 0.2581                         | 0.9069              | 0.8927               | 0.7673           | 0.8536    | 0.6609         | 0.7237       | 0.2470                    | 0.7633         | 0.7085          | 0.7254      |
| 0.3114        | 4.0   | 1480 | 0.4235          | 0.6895   | 0.7862        | 0.8760           | 0.9233         | 0.7425              | 0.9042            | 0.3645                         | 0.8984              | 0.8139               | 0.8569           | 0.8617    | 0.6431         | 0.7323       | 0.3351                    | 0.7835         | 0.7035          | 0.7672      |
| 0.2212        | 4.05  | 1500 | 0.4079          | 0.7026   | 0.8032        | 0.8804           | 0.9379         | 0.8310              | 0.8791            | 0.3948                         | 0.8940              | 0.8782               | 0.8071           | 0.8635    | 0.6828         | 0.7379       | 0.3420                    | 0.7890         | 0.7159          | 0.7872      |
| 0.2255        | 4.11  | 1520 | 0.4434          | 0.6915   | 0.7917        | 0.8725           | 0.9461         | 0.8008              | 0.8509            | 0.4038                         | 0.8854              | 0.9057               | 0.7489           | 0.8494    | 0.6724         | 0.7475       | 0.3462                    | 0.7813         | 0.7120          | 0.7320      |
| 0.4276        | 4.16  | 1540 | 0.4964          | 0.6539   | 0.7529        | 0.8599           | 0.9204         | 0.7102              | 0.7869            | 0.3103                         | 0.9190              | 0.8669               | 0.7565           | 0.8426    | 0.5873         | 0.6978       | 0.2811                    | 0.7713         | 0.7043          | 0.6927      |
| 0.3546        | 4.22  | 1560 | 0.4651          | 0.6833   | 0.7967        | 0.8719           | 0.9391         | 0.8591              | 0.8344            | 0.3577                         | 0.8636              | 0.8925               | 0.8305           | 0.8508    | 0.6643         | 0.7106       | 0.3147                    | 0.7884         | 0.6734          | 0.7807      |
| 0.6319        | 4.27  | 1580 | 0.5045          | 0.6774   | 0.7742        | 0.8705           | 0.9391         | 0.8038              | 0.8128            | 0.3067                         | 0.9066              | 0.8871               | 0.7631           | 0.8577    | 0.6715         | 0.7080       | 0.2822                    | 0.7769         | 0.7059          | 0.7394      |
| 0.1278        | 4.32  | 1600 | 0.4677          | 0.6871   | 0.7975        | 0.8728           | 0.9081         | 0.8464              | 0.8881            | 0.3378                         | 0.8858              | 0.8394               | 0.8769           | 0.8455    | 0.6695         | 0.7213       | 0.3104                    | 0.7873         | 0.7045          | 0.7714      |
| 0.5714        | 4.38  | 1620 | 0.5400          | 0.6707   | 0.7809        | 0.8585           | 0.9036         | 0.8117              | 0.8734            | 0.3903                         | 0.9088              | 0.8717               | 0.7069           | 0.8373    | 0.6764         | 0.7166       | 0.3348                    | 0.7639         | 0.6929          | 0.6734      |
| 0.3133        | 4.43  | 1640 | 0.4833          | 0.6799   | 0.7794        | 0.8662           | 0.9333         | 0.7892              | 0.8423            | 0.4244                         | 0.9109              | 0.8198               | 0.7359           | 0.8487    | 0.6663         | 0.7420       | 0.3508                    | 0.7801         | 0.6974          | 0.6741      |
| 0.3715        | 4.49  | 1660 | 0.5050          | 0.6704   | 0.7804        | 0.8613           | 0.9366         | 0.8461              | 0.8313            | 0.4135                         | 0.9013              | 0.8468               | 0.6875           | 0.8484    | 0.6532         | 0.7305       | 0.3480                    | 0.7732         | 0.7007          | 0.6392      |
| 0.1323        | 4.54  | 1680 | 0.5311          | 0.6734   | 0.7806        | 0.8635           | 0.9393         | 0.7934              | 0.8662            | 0.3869                         | 0.8824              | 0.8856               | 0.7102           | 0.8438    | 0.6655         | 0.7268       | 0.3332                    | 0.7771         | 0.6867          | 0.6810      |
| 0.1881        | 4.59  | 1700 | 0.4877          | 0.6843   | 0.7969        | 0.8674           | 0.9471         | 0.7914              | 0.8588            | 0.5029                         | 0.8649              | 0.8440               | 0.7692           | 0.8484    | 0.6692         | 0.7375       | 0.3308                    | 0.7776         | 0.6966          | 0.7299      |
| 0.2152        | 4.65  | 1720 | 0.4798          | 0.6882   | 0.7839        | 0.8724           | 0.9245         | 0.8341              | 0.8486            | 0.3639                         | 0.9262              | 0.8153               | 0.7745           | 0.8580    | 0.6814         | 0.7361       | 0.3281                    | 0.7761         | 0.6992          | 0.7385      |
| 0.3887        | 4.7   | 1740 | 0.4644          | 0.7012   | 0.8003        | 0.8819           | 0.9379         | 0.8008              | 0.8847            | 0.3497                         | 0.8749              | 0.8713               | 0.8825           | 0.8635    | 0.6746         | 0.7379       | 0.3251                    | 0.7904         | 0.7130          | 0.8038      |
| 0.2631        | 4.76  | 1760 | 0.4940          | 0.6659   | 0.7949        | 0.8606           | 0.9269         | 0.8436              | 0.8987            | 0.4448                         | 0.8751              | 0.8829               | 0.6924           | 0.8572    | 0.6441         | 0.7060       | 0.3300                    | 0.7757         | 0.6825          | 0.6655      |
| 0.4283        | 4.81  | 1780 | 0.4320          | 0.6947   | 0.8103        | 0.8754           | 0.9436         | 0.8065              | 0.8544            | 0.5058                         | 0.8668              | 0.8860               | 0.8094           | 0.8621    | 0.6621         | 0.7540       | 0.3441                    | 0.7907         | 0.6833          | 0.7664      |
| 0.3054        | 4.86  | 1800 | 0.4334          | 0.7004   | 0.7989        | 0.8815           | 0.9294         | 0.7659              | 0.8483            | 0.4166                         | 0.8972              | 0.8472               | 0.8873           | 0.8632    | 0.6416         | 0.7601       | 0.3584                    | 0.8010         | 0.7122          | 0.7665      |
| 0.1428        | 4.92  | 1820 | 0.4784          | 0.6906   | 0.7981        | 0.8694           | 0.8965         | 0.8180              | 0.8675            | 0.4166                         | 0.9119              | 0.8736               | 0.8028           | 0.8436    | 0.6657         | 0.7591       | 0.3677                    | 0.7810         | 0.7052          | 0.7118      |
| 0.3282        | 4.97  | 1840 | 0.5367          | 0.6541   | 0.7560        | 0.8568           | 0.9197         | 0.5980              | 0.8085            | 0.3944                         | 0.8714              | 0.8405               | 0.8592           | 0.8507    | 0.5273         | 0.7325       | 0.3621                    | 0.7652         | 0.6905          | 0.6502      |
| 0.1473        | 5.03  | 1860 | 0.5241          | 0.6629   | 0.7788        | 0.8601           | 0.9506         | 0.8008              | 0.8766            | 0.3883                         | 0.8625              | 0.8822               | 0.6903           | 0.8565    | 0.6732         | 0.7043       | 0.2914                    | 0.7715         | 0.6797          | 0.6636      |
| 0.2876        | 5.08  | 1880 | 0.5098          | 0.6670   | 0.7931        | 0.8575           | 0.9390         | 0.8178              | 0.8405            | 0.5598                         | 0.8914              | 0.8885               | 0.6148           | 0.8641    | 0.6641         | 0.7620       | 0.3736                    | 0.7730         | 0.6419          | 0.5902      |
| 0.3245        | 5.14  | 1900 | 0.4614          | 0.6892   | 0.7963        | 0.8730           | 0.9335         | 0.8429              | 0.8633            | 0.4376                         | 0.9102              | 0.8412               | 0.7457           | 0.8608    | 0.6662         | 0.7528       | 0.3396                    | 0.7869         | 0.7092          | 0.7089      |
| 0.1845        | 5.19  | 1920 | 0.4727          | 0.6916   | 0.8029        | 0.8729           | 0.9283         | 0.8445              | 0.8746            | 0.4636                         | 0.9062              | 0.8636               | 0.7394           | 0.8629    | 0.6711         | 0.7548       | 0.3453                    | 0.7829         | 0.7166          | 0.7076      |
| 0.3778        | 5.24  | 1940 | 0.3897          | 0.7174   | 0.8218        | 0.8870           | 0.9246         | 0.8508              | 0.8721            | 0.4436                         | 0.8962              | 0.8946               | 0.8709           | 0.8638    | 0.6841         | 0.7588       | 0.3789                    | 0.8043         | 0.7111          | 0.8209      |
| 0.1666        | 5.3   | 1960 | 0.5085          | 0.7030   | 0.8168        | 0.8742           | 0.8859         | 0.8128              | 0.8929            | 0.4561                         | 0.8893              | 0.8963               | 0.8845           | 0.8337    | 0.6773         | 0.7603       | 0.3874                    | 0.7952         | 0.6983          | 0.7688      |
| 0.2797        | 5.35  | 1980 | 0.4200          | 0.7082   | 0.8209        | 0.8806           | 0.8983         | 0.8547              | 0.8556            | 0.4783                         | 0.9093              | 0.8617               | 0.8883           | 0.8478    | 0.6716         | 0.7616       | 0.3822                    | 0.8097         | 0.7045          | 0.7803      |
| 0.224         | 5.41  | 2000 | 0.4688          | 0.6861   | 0.7851        | 0.8735           | 0.9341         | 0.8084              | 0.8583            | 0.3831                         | 0.9198              | 0.8447               | 0.7475           | 0.8738    | 0.6856         | 0.7582       | 0.3415                    | 0.7872         | 0.6484          | 0.7079      |
| 0.5611        | 5.46  | 2020 | 0.4441          | 0.6910   | 0.8066        | 0.8761           | 0.9356         | 0.8532              | 0.8875            | 0.4061                         | 0.8749              | 0.8800               | 0.8085           | 0.8715    | 0.6672         | 0.7510       | 0.3214                    | 0.7862         | 0.6892          | 0.7506      |
| 0.1683        | 5.51  | 2040 | 0.3961          | 0.7104   | 0.8077        | 0.8853           | 0.9415         | 0.8228              | 0.8612            | 0.4269                         | 0.9047              | 0.8746               | 0.8221           | 0.8766    | 0.6841         | 0.7638       | 0.3432                    | 0.7926         | 0.7286          | 0.7838      |
| 0.3154        | 5.57  | 2060 | 0.4080          | 0.7152   | 0.8181        | 0.8861           | 0.9464         | 0.7938              | 0.8720            | 0.4826                         | 0.8735              | 0.8999               | 0.8581           | 0.8709    | 0.6691         | 0.7536       | 0.3816                    | 0.7939         | 0.7150          | 0.8226      |
| 0.2562        | 5.62  | 2080 | 0.4422          | 0.6994   | 0.8111        | 0.8763           | 0.9414         | 0.8246              | 0.8581            | 0.5367                         | 0.8926              | 0.8574               | 0.7672           | 0.8716    | 0.6805         | 0.7577       | 0.3594                    | 0.7838         | 0.7073          | 0.7356      |
| 0.1811        | 5.68  | 2100 | 0.4773          | 0.6787   | 0.7844        | 0.8694           | 0.9499         | 0.8335              | 0.8197            | 0.3995                         | 0.8987              | 0.8679               | 0.7221           | 0.8664    | 0.6778         | 0.7325       | 0.3394                    | 0.7867         | 0.6598          | 0.6884      |
| 0.1138        | 5.73  | 2120 | 0.4266          | 0.7052   | 0.8091        | 0.8813           | 0.9388         | 0.8631              | 0.8415            | 0.4379                         | 0.9006              | 0.8727               | 0.8090           | 0.8738    | 0.6846         | 0.7567       | 0.3493                    | 0.7851         | 0.7140          | 0.7732      |
| 0.579         | 5.78  | 2140 | 0.4989          | 0.6872   | 0.7884        | 0.8717           | 0.9399         | 0.7968              | 0.8438            | 0.4222                         | 0.9029              | 0.8656               | 0.7476           | 0.8663    | 0.6690         | 0.7555       | 0.3329                    | 0.7736         | 0.6991          | 0.7140      |
| 0.1794        | 5.84  | 2160 | 0.5081          | 0.6811   | 0.7963        | 0.8677           | 0.9440         | 0.7649              | 0.8931            | 0.5043                         | 0.8772              | 0.8830               | 0.7075           | 0.8640    | 0.6566         | 0.7499       | 0.3653                    | 0.7819         | 0.6693          | 0.6807      |
| 0.1926        | 5.89  | 2180 | 0.5154          | 0.6944   | 0.7977        | 0.8718           | 0.9258         | 0.8272              | 0.8597            | 0.4614                         | 0.9156              | 0.8595               | 0.7345           | 0.8614    | 0.6734         | 0.7521       | 0.3866                    | 0.7737         | 0.7073          | 0.7064      |
| 0.3038        | 5.95  | 2200 | 0.4670          | 0.6979   | 0.8117        | 0.8725           | 0.9245         | 0.8293              | 0.8655            | 0.5393                         | 0.8979              | 0.8653               | 0.7598           | 0.8646    | 0.6823         | 0.7638       | 0.3757                    | 0.7748         | 0.7063          | 0.7178      |
| 0.1976        | 6.0   | 2220 | 0.4768          | 0.6954   | 0.8009        | 0.8741           | 0.9431         | 0.8201              | 0.8658            | 0.4713                         | 0.8949              | 0.8725               | 0.7389           | 0.8671    | 0.6891         | 0.7576       | 0.3684                    | 0.7826         | 0.6959          | 0.7070      |
| 0.2534        | 6.05  | 2240 | 0.5165          | 0.6970   | 0.7963        | 0.8733           | 0.9298         | 0.7971              | 0.8566            | 0.4890                         | 0.9202              | 0.8399               | 0.7413           | 0.8660    | 0.6805         | 0.7571       | 0.3885                    | 0.7755         | 0.7027          | 0.7089      |
| 0.2402        | 6.11  | 2260 | 0.5051          | 0.6957   | 0.7932        | 0.8760           | 0.9516         | 0.7848              | 0.8780            | 0.4310                         | 0.8930              | 0.8626               | 0.7512           | 0.8666    | 0.6840         | 0.7517       | 0.3449                    | 0.7837         | 0.7232          | 0.7157      |
| 0.2262        | 6.16  | 2280 | 0.5177          | 0.6854   | 0.7966        | 0.8700           | 0.9447         | 0.8283              | 0.8758            | 0.4599                         | 0.8916              | 0.8737               | 0.7019           | 0.8695    | 0.6826         | 0.7566       | 0.3348                    | 0.7770         | 0.7060          | 0.6714      |
| 0.2841        | 6.22  | 2300 | 0.5127          | 0.6839   | 0.8061        | 0.8684           | 0.9396         | 0.8420              | 0.8691            | 0.5321                         | 0.8822              | 0.8526               | 0.7250           | 0.8687    | 0.6730         | 0.7610       | 0.3082                    | 0.7777         | 0.7073          | 0.6914      |
| 0.2022        | 6.27  | 2320 | 0.5386          | 0.6777   | 0.7793        | 0.8685           | 0.9408         | 0.7534              | 0.8473            | 0.4556                         | 0.9167              | 0.8285               | 0.7132           | 0.8725    | 0.6393         | 0.7588       | 0.3621                    | 0.7773         | 0.6558          | 0.6779      |
| 0.1901        | 6.32  | 2340 | 0.4924          | 0.6871   | 0.7987        | 0.8710           | 0.9375         | 0.7970              | 0.8885            | 0.4797                         | 0.8937              | 0.8756               | 0.7189           | 0.8695    | 0.6687         | 0.7599       | 0.3746                    | 0.7853         | 0.6676          | 0.6845      |
| 0.2208        | 6.38  | 2360 | 0.5389          | 0.6861   | 0.8009        | 0.8682           | 0.9315         | 0.8403              | 0.8698            | 0.4793                         | 0.8963              | 0.8889               | 0.7004           | 0.8597    | 0.6837         | 0.7579       | 0.3689                    | 0.7824         | 0.6779          | 0.6720      |
| 0.271         | 6.43  | 2380 | 0.5640          | 0.6791   | 0.7982        | 0.8656           | 0.9444         | 0.8256              | 0.8696            | 0.5044                         | 0.8835              | 0.8885               | 0.6716           | 0.8593    | 0.6764         | 0.7580       | 0.3823                    | 0.7933         | 0.6377          | 0.6468      |
| 0.3052        | 6.49  | 2400 | 0.5183          | 0.6923   | 0.8067        | 0.8740           | 0.9172         | 0.8531              | 0.8967            | 0.4502                         | 0.9072              | 0.8558               | 0.7670           | 0.8632    | 0.6733         | 0.7492       | 0.3753                    | 0.7948         | 0.6692          | 0.7215      |
| 0.2231        | 6.54  | 2420 | 0.4668          | 0.7057   | 0.8195        | 0.8806           | 0.9258         | 0.8521              | 0.8744            | 0.5260                         | 0.9067              | 0.8522               | 0.7996           | 0.8706    | 0.6697         | 0.7653       | 0.3900                    | 0.7994         | 0.6888          | 0.7561      |
| 0.1938        | 6.59  | 2440 | 0.4231          | 0.7169   | 0.8120        | 0.8906           | 0.9442         | 0.7319              | 0.8659            | 0.5043                         | 0.9025              | 0.8605               | 0.8748           | 0.8697    | 0.6252         | 0.7687       | 0.3992                    | 0.8180         | 0.7250          | 0.8123      |
| 0.254         | 6.65  | 2460 | 0.4882          | 0.6926   | 0.7963        | 0.8751           | 0.9251         | 0.7666              | 0.8937            | 0.4443                         | 0.9112              | 0.8747               | 0.7581           | 0.8661    | 0.6522         | 0.7609       | 0.3719                    | 0.7895         | 0.6919          | 0.7157      |
| 0.1238        | 6.7   | 2480 | 0.4999          | 0.6924   | 0.8059        | 0.8727           | 0.9324         | 0.8651              | 0.8602            | 0.4791                         | 0.9025              | 0.8682               | 0.7340           | 0.8633    | 0.6806         | 0.7667       | 0.3598                    | 0.7865         | 0.6862          | 0.7038      |
| 0.4076        | 6.76  | 2500 | 0.4681          | 0.7106   | 0.8064        | 0.8827           | 0.9433         | 0.8205              | 0.8791            | 0.4448                         | 0.9002              | 0.8515               | 0.8053           | 0.8595    | 0.6908         | 0.7675       | 0.3738                    | 0.7989         | 0.7138          | 0.7699      |
| 0.2787        | 6.81  | 2520 | 0.5266          | 0.6905   | 0.8069        | 0.8703           | 0.9270         | 0.8405              | 0.8784            | 0.5025                         | 0.8978              | 0.8831               | 0.7190           | 0.8610    | 0.6846         | 0.7659       | 0.4059                    | 0.7972         | 0.6412          | 0.6779      |
| 0.1893        | 6.86  | 2540 | 0.4335          | 0.7157   | 0.8059        | 0.8873           | 0.9430         | 0.7788              | 0.8718            | 0.4508                         | 0.9068              | 0.8388               | 0.8515           | 0.8613    | 0.6716         | 0.7709       | 0.3921                    | 0.8125         | 0.7100          | 0.7915      |
| 0.3215        | 6.92  | 2560 | 0.4307          | 0.7213   | 0.8210        | 0.8907           | 0.9415         | 0.8498              | 0.8715            | 0.4441                         | 0.8982              | 0.8899               | 0.8519           | 0.8722    | 0.6850         | 0.7734       | 0.3884                    | 0.8140         | 0.7099          | 0.8062      |
| 0.2359        | 6.97  | 2580 | 0.3978          | 0.7187   | 0.8141        | 0.8893           | 0.9339         | 0.8156              | 0.8696            | 0.4648                         | 0.9135              | 0.8281               | 0.8731           | 0.8706    | 0.6849         | 0.7627       | 0.3884                    | 0.8116         | 0.6967          | 0.8162      |
| 0.1723        | 7.03  | 2600 | 0.5384          | 0.6821   | 0.7998        | 0.8656           | 0.9334         | 0.8197              | 0.8839            | 0.4736                         | 0.8771              | 0.9076               | 0.7034           | 0.8584    | 0.6867         | 0.7449       | 0.3970                    | 0.7900         | 0.6248          | 0.6726      |
| 0.2198        | 7.08  | 2620 | 0.5005          | 0.6910   | 0.7960        | 0.8729           | 0.9388         | 0.8048              | 0.8743            | 0.4808                         | 0.9120              | 0.8466               | 0.7147           | 0.8675    | 0.6817         | 0.7668       | 0.3986                    | 0.7977         | 0.6429          | 0.6815      |
| 0.6163        | 7.14  | 2640 | 0.4799          | 0.6943   | 0.8060        | 0.8751           | 0.9327         | 0.8127              | 0.8350            | 0.5384                         | 0.9133              | 0.8557               | 0.7545           | 0.8726    | 0.6698         | 0.7592       | 0.3937                    | 0.7988         | 0.6512          | 0.7148      |
| 0.0603        | 7.19  | 2660 | 0.4724          | 0.6998   | 0.8133        | 0.8786           | 0.9442         | 0.8708              | 0.8613            | 0.4953                         | 0.8946              | 0.8629               | 0.7644           | 0.8767    | 0.6846         | 0.7633       | 0.3903                    | 0.8013         | 0.6581          | 0.7246      |
| 0.2466        | 7.24  | 2680 | 0.4975          | 0.7031   | 0.8059        | 0.8791           | 0.9401         | 0.8165              | 0.8756            | 0.4891                         | 0.9092              | 0.8555               | 0.7555           | 0.8787    | 0.6972         | 0.7731       | 0.3893                    | 0.7929         | 0.6728          | 0.7177      |
| 0.2087        | 7.3   | 2700 | 0.4788          | 0.7118   | 0.8103        | 0.8830           | 0.9365         | 0.8503              | 0.8741            | 0.4746                         | 0.9179              | 0.8286               | 0.7903           | 0.8748    | 0.6950         | 0.7713       | 0.4020                    | 0.7944         | 0.6956          | 0.7496      |
| 0.2716        | 7.35  | 2720 | 0.4957          | 0.6940   | 0.8011        | 0.8742           | 0.9388         | 0.8149              | 0.8513            | 0.5038                         | 0.9121              | 0.8683               | 0.7187           | 0.8703    | 0.6834         | 0.7586       | 0.4026                    | 0.7982         | 0.6622          | 0.6825      |
| 0.1851        | 7.41  | 2740 | 0.4543          | 0.7050   | 0.8120        | 0.8802           | 0.9414         | 0.8445              | 0.8650            | 0.4935                         | 0.9010              | 0.8670               | 0.7715           | 0.8749    | 0.6802         | 0.7678       | 0.4062                    | 0.7976         | 0.6809          | 0.7272      |
| 0.1417        | 7.46  | 2760 | 0.4831          | 0.7025   | 0.7985        | 0.8793           | 0.9302         | 0.8298              | 0.8786            | 0.4342                         | 0.9250              | 0.8018               | 0.7899           | 0.8739    | 0.6898         | 0.7694       | 0.3831                    | 0.7886         | 0.6824          | 0.7308      |
| 0.3012        | 7.51  | 2780 | 0.4962          | 0.7097   | 0.8119        | 0.8825           | 0.9359         | 0.8398              | 0.8710            | 0.4752                         | 0.9096              | 0.8621               | 0.7895           | 0.8791    | 0.6931         | 0.7672       | 0.3864                    | 0.7914         | 0.7086          | 0.7423      |
| 0.2088        | 7.57  | 2800 | 0.5037          | 0.7037   | 0.8058        | 0.8798           | 0.9420         | 0.8133              | 0.8885            | 0.4733                         | 0.9066              | 0.8682               | 0.7486           | 0.8749    | 0.6862         | 0.7613       | 0.3783                    | 0.7918         | 0.7145          | 0.7187      |
| 0.2388        | 7.62  | 2820 | 0.5005          | 0.7019   | 0.8039        | 0.8781           | 0.9405         | 0.8312              | 0.8574            | 0.4664                         | 0.9079              | 0.8697               | 0.7541           | 0.8686    | 0.6809         | 0.7637       | 0.3752                    | 0.7881         | 0.7190          | 0.7179      |
| 0.2092        | 7.68  | 2840 | 0.5128          | 0.6989   | 0.7928        | 0.8779           | 0.9497         | 0.7864              | 0.8845            | 0.4461                         | 0.9093              | 0.8223               | 0.7514           | 0.8714    | 0.6820         | 0.7611       | 0.3683                    | 0.7863         | 0.7057          | 0.7174      |
| 1.3557        | 7.73  | 2860 | 0.4480          | 0.7106   | 0.8094        | 0.8838           | 0.9479         | 0.8261              | 0.8706            | 0.4868                         | 0.9069              | 0.8359               | 0.7914           | 0.8731    | 0.6923         | 0.7656       | 0.3900                    | 0.8021         | 0.6976          | 0.7538      |
| 0.1944        | 7.78  | 2880 | 0.4373          | 0.7273   | 0.8192        | 0.8945           | 0.9465         | 0.8154              | 0.8761            | 0.4256                         | 0.8945              | 0.8874               | 0.8886           | 0.8724    | 0.6888         | 0.7764       | 0.3780                    | 0.8153         | 0.7169          | 0.8432      |
| 0.1646        | 7.84  | 2900 | 0.4373          | 0.7199   | 0.8296        | 0.8868           | 0.9281         | 0.8104              | 0.8877            | 0.5164                         | 0.8756              | 0.9036               | 0.8855           | 0.8755    | 0.6939         | 0.7610       | 0.3872                    | 0.7949         | 0.6832          | 0.8435      |
| 0.0828        | 7.89  | 2920 | 0.4548          | 0.7097   | 0.8098        | 0.8818           | 0.9409         | 0.8178              | 0.8686            | 0.4889                         | 0.9049              | 0.8610               | 0.7864           | 0.8735    | 0.6895         | 0.7593       | 0.3909                    | 0.7907         | 0.7110          | 0.7527      |
| 0.1143        | 7.95  | 2940 | 0.5495          | 0.7020   | 0.8016        | 0.8770           | 0.9277         | 0.8212              | 0.8506            | 0.4769                         | 0.9255              | 0.8516               | 0.7577           | 0.8701    | 0.6829         | 0.7663       | 0.3880                    | 0.7835         | 0.7044          | 0.7187      |
| 0.1333        | 8.0   | 2960 | 0.5408          | 0.6945   | 0.8034        | 0.8737           | 0.9387         | 0.8528              | 0.8671            | 0.4790                         | 0.9047              | 0.8568               | 0.7246           | 0.8726    | 0.6901         | 0.7684       | 0.3819                    | 0.7845         | 0.6774          | 0.6865      |
| 0.1862        | 8.05  | 2980 | 0.5236          | 0.7037   | 0.8026        | 0.8786           | 0.9452         | 0.8044              | 0.8722            | 0.4588                         | 0.9004              | 0.8903               | 0.7470           | 0.8739    | 0.6928         | 0.7682       | 0.3928                    | 0.7867         | 0.6961          | 0.7156      |
| 0.3287        | 8.11  | 3000 | 0.5212          | 0.7047   | 0.8057        | 0.8791           | 0.9354         | 0.8289              | 0.8537            | 0.4664                         | 0.9134              | 0.8842               | 0.7576           | 0.8788    | 0.6962         | 0.7662       | 0.4043                    | 0.7894         | 0.6790          | 0.7192      |
| 0.2988        | 8.16  | 3020 | 0.5032          | 0.7043   | 0.8064        | 0.8801           | 0.9440         | 0.8239              | 0.8728            | 0.4639                         | 0.9035              | 0.8838               | 0.7530           | 0.8802    | 0.7025         | 0.7636       | 0.3916                    | 0.7951         | 0.6832          | 0.7140      |
| 1.0718        | 8.22  | 3040 | 0.5665          | 0.6962   | 0.8043        | 0.8724           | 0.9390         | 0.8001              | 0.8733            | 0.5426                         | 0.9063              | 0.8779               | 0.6907           | 0.8688    | 0.6925         | 0.7704       | 0.4102                    | 0.7866         | 0.6793          | 0.6653      |
| 0.2106        | 8.27  | 3060 | 0.5268          | 0.6970   | 0.8074        | 0.8726           | 0.9401         | 0.8282              | 0.8458            | 0.5715                         | 0.9076              | 0.8424               | 0.7164           | 0.8712    | 0.6944         | 0.7674       | 0.4069                    | 0.7841         | 0.6746          | 0.6803      |
| 0.1997        | 8.32  | 3080 | 0.5013          | 0.6975   | 0.8025        | 0.8745           | 0.9455         | 0.8279              | 0.8610            | 0.4855                         | 0.8992              | 0.8786               | 0.7196           | 0.8690    | 0.6889         | 0.7681       | 0.4006                    | 0.7874         | 0.6832          | 0.6853      |
| 0.1327        | 8.38  | 3100 | 0.5208          | 0.6988   | 0.8045        | 0.8761           | 0.9368         | 0.8375              | 0.8737            | 0.4766                         | 0.9112              | 0.8718               | 0.7241           | 0.8755    | 0.6972         | 0.7654       | 0.4009                    | 0.7923         | 0.6695          | 0.6906      |
| 0.1801        | 8.43  | 3120 | 0.5485          | 0.6944   | 0.8047        | 0.8731           | 0.9388         | 0.8313              | 0.8677            | 0.5114                         | 0.9079              | 0.8843               | 0.6916           | 0.8770    | 0.6981         | 0.7653       | 0.4234                    | 0.7972         | 0.6440          | 0.6559      |
| 0.4261        | 8.49  | 3140 | 0.5703          | 0.6891   | 0.8029        | 0.8727           | 0.9392         | 0.8418              | 0.8875            | 0.4915                         | 0.9097              | 0.8731               | 0.6777           | 0.8796    | 0.6931         | 0.7751       | 0.4042                    | 0.8056         | 0.6218          | 0.6445      |
| 0.2176        | 8.54  | 3160 | 0.5483          | 0.6911   | 0.8102        | 0.8701           | 0.9362         | 0.8532              | 0.8700            | 0.5432                         | 0.8961              | 0.8827               | 0.6898           | 0.8734    | 0.6968         | 0.7759       | 0.4173                    | 0.7955         | 0.6385          | 0.6404      |
| 0.1166        | 8.59  | 3180 | 0.5981          | 0.6825   | 0.7929        | 0.8661           | 0.9442         | 0.7995              | 0.8892            | 0.5105                         | 0.9017              | 0.8629               | 0.6419           | 0.8664    | 0.6796         | 0.7740       | 0.4026                    | 0.7826         | 0.6613          | 0.6113      |
| 0.1617        | 8.65  | 3200 | 0.5895          | 0.6850   | 0.7953        | 0.8684           | 0.9415         | 0.8398              | 0.8774            | 0.4802                         | 0.9075              | 0.8586               | 0.6623           | 0.8641    | 0.6639         | 0.7741       | 0.3978                    | 0.7838         | 0.6783          | 0.6331      |
| 0.4853        | 8.7   | 3220 | 0.6131          | 0.6845   | 0.7921        | 0.8675           | 0.9431         | 0.8010              | 0.8777            | 0.4909                         | 0.9030              | 0.8641               | 0.6650           | 0.8665    | 0.6774         | 0.7701       | 0.3851                    | 0.7774         | 0.6796          | 0.6355      |
| 0.0873        | 8.76  | 3240 | 0.5879          | 0.6945   | 0.8076        | 0.8715           | 0.9263         | 0.8492              | 0.8761            | 0.5098                         | 0.9085              | 0.8737               | 0.7095           | 0.8708    | 0.6904         | 0.7604       | 0.3977                    | 0.7784         | 0.6854          | 0.6782      |
| 0.2865        | 8.81  | 3260 | 0.5065          | 0.7087   | 0.8131        | 0.8799           | 0.9493         | 0.8084              | 0.8635            | 0.5394                         | 0.8958              | 0.8922               | 0.7430           | 0.8802    | 0.6940         | 0.7734       | 0.4308                    | 0.7922         | 0.6798          | 0.7104      |
| 0.1574        | 8.86  | 3280 | 0.5478          | 0.6999   | 0.8128        | 0.8753           | 0.9443         | 0.8523              | 0.8829            | 0.5289                         | 0.8960              | 0.8805               | 0.7045           | 0.8748    | 0.6873         | 0.7691       | 0.4281                    | 0.7924         | 0.6736          | 0.6742      |
| 0.1511        | 8.92  | 3300 | 0.5475          | 0.6957   | 0.8082        | 0.8739           | 0.9444         | 0.8209              | 0.8979            | 0.5452                         | 0.8977              | 0.8443               | 0.7069           | 0.8774    | 0.6891         | 0.7626       | 0.4038                    | 0.7878         | 0.6735          | 0.6756      |
| 0.2231        | 8.97  | 3320 | 0.5532          | 0.7005   | 0.8012        | 0.8772           | 0.9505         | 0.8025              | 0.8818            | 0.4998                         | 0.9084              | 0.8550               | 0.7100           | 0.8786    | 0.6843         | 0.7674       | 0.4210                    | 0.7918         | 0.6848          | 0.6758      |
| 0.2062        | 9.03  | 3340 | 0.5598          | 0.7011   | 0.8072        | 0.8758           | 0.9338         | 0.8453              | 0.8817            | 0.4907                         | 0.9142              | 0.8748               | 0.7098           | 0.8736    | 0.6909         | 0.7740       | 0.4259                    | 0.7908         | 0.6757          | 0.6766      |
| 0.1339        | 9.08  | 3360 | 0.5539          | 0.7005   | 0.8029        | 0.8775           | 0.9469         | 0.8267              | 0.8669            | 0.4947                         | 0.9142              | 0.8591               | 0.7119           | 0.8770    | 0.6946         | 0.7700       | 0.4109                    | 0.7980         | 0.6757          | 0.6771      |
| 0.2409        | 9.14  | 3380 | 0.5878          | 0.6978   | 0.8020        | 0.8759           | 0.9449         | 0.8467              | 0.8800            | 0.4797                         | 0.9153              | 0.8511               | 0.6961           | 0.8760    | 0.6979         | 0.7691       | 0.4080                    | 0.7961         | 0.6742          | 0.6629      |
| 0.126         | 9.19  | 3400 | 0.5468          | 0.7010   | 0.8080        | 0.8768           | 0.9434         | 0.8312              | 0.8736            | 0.5210                         | 0.9065              | 0.8558               | 0.7249           | 0.8790    | 0.6955         | 0.7707       | 0.4111                    | 0.7921         | 0.6756          | 0.6832      |
| 0.1114        | 9.24  | 3420 | 0.5470          | 0.6995   | 0.8093        | 0.8753           | 0.9338         | 0.8088              | 0.8763            | 0.5252                         | 0.9032              | 0.8904               | 0.7272           | 0.8742    | 0.6859         | 0.7731       | 0.4094                    | 0.7900         | 0.6783          | 0.6859      |
| 0.2764        | 9.3   | 3440 | 0.5306          | 0.7005   | 0.8029        | 0.8766           | 0.9438         | 0.8092              | 0.8938            | 0.5021                         | 0.9078              | 0.8386               | 0.7253           | 0.8726    | 0.6931         | 0.7699       | 0.4084                    | 0.7922         | 0.6738          | 0.6933      |
| 0.1108        | 9.35  | 3460 | 0.5262          | 0.7115   | 0.8098        | 0.8823           | 0.9416         | 0.8476              | 0.8592            | 0.4824                         | 0.9172              | 0.8606               | 0.7602           | 0.8764    | 0.6984         | 0.7720       | 0.4012                    | 0.7918         | 0.7117          | 0.7291      |
| 0.1205        | 9.41  | 3480 | 0.5267          | 0.7118   | 0.8141        | 0.8825           | 0.9434         | 0.8254              | 0.8708            | 0.4930                         | 0.8988              | 0.8958               | 0.7717           | 0.8778    | 0.6977         | 0.7728       | 0.3959                    | 0.7916         | 0.7119          | 0.7351      |
| 0.1861        | 9.46  | 3500 | 0.5057          | 0.7114   | 0.8078        | 0.8840           | 0.9455         | 0.8284              | 0.8475            | 0.4684                         | 0.9141              | 0.8715               | 0.7791           | 0.8807    | 0.6924         | 0.7647       | 0.3923                    | 0.7946         | 0.7207          | 0.7347      |
| 0.1234        | 9.51  | 3520 | 0.5621          | 0.6939   | 0.7884        | 0.8761           | 0.9414         | 0.7444              | 0.8401            | 0.4622                         | 0.9184              | 0.8575               | 0.7549           | 0.8674    | 0.6326         | 0.7638       | 0.3922                    | 0.7912         | 0.7196          | 0.6908      |
| 0.5423        | 9.57  | 3540 | 0.5721          | 0.6916   | 0.7906        | 0.8740           | 0.9411         | 0.8123              | 0.8781            | 0.4293                         | 0.9165              | 0.8375               | 0.7192           | 0.8705    | 0.6879         | 0.7635       | 0.3708                    | 0.7891         | 0.6833          | 0.6760      |
| 0.2405        | 9.62  | 3560 | 0.5583          | 0.6991   | 0.8101        | 0.8755           | 0.9292         | 0.8411              | 0.8654            | 0.5109                         | 0.9101              | 0.8771               | 0.7370           | 0.8767    | 0.6946         | 0.7654       | 0.3852                    | 0.7855         | 0.6879          | 0.6987      |
| 0.4535        | 9.68  | 3580 | 0.5376          | 0.7052   | 0.8107        | 0.8789           | 0.9331         | 0.8328              | 0.8623            | 0.5248                         | 0.9135              | 0.8315               | 0.7768           | 0.8757    | 0.6928         | 0.7614       | 0.3834                    | 0.7872         | 0.7062          | 0.7298      |
| 0.2397        | 9.73  | 3600 | 0.5768          | 0.6989   | 0.8059        | 0.8766           | 0.9395         | 0.8361              | 0.8707            | 0.5003                         | 0.9138              | 0.8660               | 0.7151           | 0.8735    | 0.6935         | 0.7700       | 0.4069                    | 0.8007         | 0.6671          | 0.6808      |
| 0.1404        | 9.78  | 3620 | 0.5529          | 0.7027   | 0.8105        | 0.8780           | 0.9366         | 0.8407              | 0.8823            | 0.4908                         | 0.9040              | 0.8734               | 0.7454           | 0.8788    | 0.6965         | 0.7674       | 0.4182                    | 0.7965         | 0.6604          | 0.7012      |
| 0.1926        | 9.84  | 3640 | 0.5995          | 0.6965   | 0.7970        | 0.8767           | 0.9377         | 0.8165              | 0.8752            | 0.4468                         | 0.9177              | 0.8468               | 0.7379           | 0.8770    | 0.6967         | 0.7674       | 0.3957                    | 0.7982         | 0.6480          | 0.6926      |
| 0.2463        | 9.89  | 3660 | 0.5295          | 0.6975   | 0.8040        | 0.8775           | 0.9433         | 0.8240              | 0.8744            | 0.4643                         | 0.8982              | 0.8695               | 0.7545           | 0.8749    | 0.6976         | 0.7623       | 0.3815                    | 0.8015         | 0.6528          | 0.7122      |
| 0.2097        | 9.95  | 3680 | 0.5249          | 0.7013   | 0.8106        | 0.8780           | 0.9407         | 0.8411              | 0.8545            | 0.5219                         | 0.9058              | 0.8556               | 0.7544           | 0.8727    | 0.6904         | 0.7680       | 0.3781                    | 0.7956         | 0.6839          | 0.7204      |
| 0.2171        | 10.0  | 3700 | 0.5387          | 0.7062   | 0.8092        | 0.8801           | 0.9392         | 0.8415              | 0.8640            | 0.4984                         | 0.9152              | 0.8523               | 0.7540           | 0.8730    | 0.6896         | 0.7747       | 0.3987                    | 0.7958         | 0.6907          | 0.7206      |
| 0.1083        | 10.05 | 3720 | 0.5688          | 0.6990   | 0.7994        | 0.8769           | 0.9435         | 0.7578              | 0.8806            | 0.4867                         | 0.9008              | 0.8881               | 0.7385           | 0.8723    | 0.6761         | 0.7670       | 0.3956                    | 0.7903         | 0.6852          | 0.7067      |
| 0.1415        | 10.11 | 3740 | 0.5549          | 0.7112   | 0.8166        | 0.8813           | 0.9413         | 0.8001              | 0.8831            | 0.5320                         | 0.8926              | 0.8950               | 0.7725           | 0.8802    | 0.6964         | 0.7680       | 0.4117                    | 0.7886         | 0.6953          | 0.7385      |
| 0.1573        | 10.16 | 3760 | 0.5257          | 0.7071   | 0.8079        | 0.8809           | 0.9473         | 0.8075              | 0.8343            | 0.5126                         | 0.9060              | 0.8802               | 0.7679           | 0.8758    | 0.6892         | 0.7649       | 0.4158                    | 0.8002         | 0.6728          | 0.7314      |
| 0.215         | 10.22 | 3780 | 0.5679          | 0.6982   | 0.8041        | 0.8751           | 0.9341         | 0.8082              | 0.8800            | 0.5118                         | 0.9143              | 0.8624               | 0.7182           | 0.8756    | 0.6927         | 0.7713       | 0.4135                    | 0.7926         | 0.6580          | 0.6840      |
| 0.1497        | 10.27 | 3800 | 0.5854          | 0.6996   | 0.8092        | 0.8759           | 0.9391         | 0.8183              | 0.8768            | 0.5368                         | 0.9076              | 0.8725               | 0.7134           | 0.8774    | 0.6949         | 0.7714       | 0.4184                    | 0.7968         | 0.6574          | 0.6808      |
| 0.148         | 10.32 | 3820 | 0.5874          | 0.6916   | 0.8047        | 0.8727           | 0.9434         | 0.8139              | 0.8618            | 0.5494                         | 0.9041              | 0.8556               | 0.7046           | 0.8758    | 0.6898         | 0.7754       | 0.3904                    | 0.7965         | 0.6409          | 0.6723      |
| 0.1191        | 10.38 | 3840 | 0.5505          | 0.7035   | 0.8101        | 0.8782           | 0.9408         | 0.8230              | 0.8747            | 0.5242                         | 0.9071              | 0.8634               | 0.7377           | 0.8797    | 0.7034         | 0.7731       | 0.4193                    | 0.7992         | 0.6480          | 0.7021      |
| 0.1576        | 10.43 | 3860 | 0.5698          | 0.7026   | 0.8096        | 0.8782           | 0.9362         | 0.8167              | 0.8980            | 0.4979                         | 0.9036              | 0.8709               | 0.7442           | 0.8762    | 0.6987         | 0.7720       | 0.4016                    | 0.7969         | 0.6586          | 0.7143      |
| 0.2652        | 10.49 | 3880 | 0.5395          | 0.7063   | 0.8152        | 0.8797           | 0.9346         | 0.8534              | 0.8747            | 0.5109                         | 0.9083              | 0.8707               | 0.7540           | 0.8776    | 0.6944         | 0.7709       | 0.4165                    | 0.7971         | 0.6655          | 0.7220      |
| 0.1185        | 10.54 | 3900 | 0.4813          | 0.7175   | 0.8197        | 0.8848           | 0.9364         | 0.8232              | 0.8808            | 0.5200                         | 0.9057              | 0.8802               | 0.7917           | 0.8812    | 0.7044         | 0.7731       | 0.4237                    | 0.7978         | 0.6958          | 0.7465      |
| 0.1359        | 10.59 | 3920 | 0.5336          | 0.7115   | 0.8101        | 0.8810           | 0.9387         | 0.8125              | 0.8570            | 0.5197                         | 0.9151              | 0.8655               | 0.7622           | 0.8759    | 0.6925         | 0.7724       | 0.4144                    | 0.7883         | 0.7171          | 0.7201      |
| 0.162         | 10.65 | 3940 | 0.5542          | 0.6990   | 0.8152        | 0.8748           | 0.9318         | 0.8723              | 0.8525            | 0.5301                         | 0.9048              | 0.8906               | 0.7247           | 0.8750    | 0.6851         | 0.7662       | 0.4145                    | 0.7897         | 0.6773          | 0.6854      |
| 0.0826        | 10.7  | 3960 | 0.5254          | 0.7058   | 0.8073        | 0.8798           | 0.9472         | 0.8093              | 0.8746            | 0.5037                         | 0.9059              | 0.8755               | 0.7348           | 0.8849    | 0.6986         | 0.7723       | 0.4076                    | 0.7887         | 0.6886          | 0.7002      |
| 0.1512        | 10.76 | 3980 | 0.5818          | 0.7025   | 0.8067        | 0.8782           | 0.9444         | 0.8431              | 0.8735            | 0.4959                         | 0.9145              | 0.8653               | 0.7105           | 0.8797    | 0.6914         | 0.7726       | 0.4169                    | 0.7949         | 0.6831          | 0.6787      |
| 0.1112        | 10.81 | 4000 | 0.5328          | 0.6989   | 0.8140        | 0.8762           | 0.9506         | 0.8280              | 0.8695            | 0.5660                         | 0.8930              | 0.8853               | 0.7052           | 0.8789    | 0.6894         | 0.7686       | 0.4137                    | 0.7993         | 0.6667          | 0.6757      |
| 0.1365        | 10.86 | 4020 | 0.5622          | 0.7009   | 0.8049        | 0.8792           | 0.9498         | 0.8320              | 0.8619            | 0.4901                         | 0.9124              | 0.8737               | 0.7148           | 0.8802    | 0.6866         | 0.7731       | 0.4141                    | 0.8052         | 0.6652          | 0.6819      |
| 0.2949        | 10.92 | 4040 | 0.4964          | 0.7109   | 0.8212        | 0.8819           | 0.9400         | 0.8522              | 0.8695            | 0.5443                         | 0.9028              | 0.8791               | 0.7609           | 0.8767    | 0.6897         | 0.7770       | 0.4151                    | 0.8002         | 0.6945          | 0.7235      |
| 0.9439        | 10.97 | 4060 | 0.5072          | 0.7214   | 0.8176        | 0.8862           | 0.9299         | 0.8279              | 0.8637            | 0.5209                         | 0.9264              | 0.8534               | 0.8009           | 0.8803    | 0.6983         | 0.7747       | 0.4137                    | 0.7898         | 0.7274          | 0.7654      |
| 0.2403        | 11.03 | 4080 | 0.5490          | 0.7105   | 0.8181        | 0.8822           | 0.9376         | 0.8229              | 0.8739            | 0.5492                         | 0.9107              | 0.8741               | 0.7585           | 0.8824    | 0.6969         | 0.7799       | 0.4176                    | 0.8026         | 0.6691          | 0.7250      |
| 0.1703        | 11.08 | 4100 | 0.5449          | 0.7048   | 0.8114        | 0.8799           | 0.9449         | 0.8294              | 0.8631            | 0.5379                         | 0.9095              | 0.8453               | 0.7501           | 0.8791    | 0.6835         | 0.7735       | 0.4089                    | 0.7971         | 0.6732          | 0.7184      |
| 0.0699        | 11.14 | 4120 | 0.4586          | 0.7194   | 0.8153        | 0.8891           | 0.9490         | 0.8154              | 0.8647            | 0.5070                         | 0.9171              | 0.8596               | 0.7940           | 0.8865    | 0.6939         | 0.7765       | 0.4097                    | 0.8083         | 0.7011          | 0.7595      |
| 0.1628        | 11.19 | 4140 | 0.4187          | 0.7311   | 0.8206        | 0.8977           | 0.9531         | 0.8281              | 0.8786            | 0.4440                         | 0.9092              | 0.8631               | 0.8681           | 0.8818    | 0.6975         | 0.7727       | 0.3805                    | 0.8234         | 0.7283          | 0.8334      |
| 0.0776        | 11.24 | 4160 | 0.4767          | 0.7155   | 0.8168        | 0.8860           | 0.9538         | 0.8447              | 0.8494            | 0.5159                         | 0.9056              | 0.8726               | 0.7755           | 0.8818    | 0.6948         | 0.7664       | 0.4064                    | 0.8029         | 0.7101          | 0.7463      |
| 0.1468        | 11.3  | 4180 | 0.5068          | 0.7191   | 0.8109        | 0.8872           | 0.9429         | 0.8277              | 0.8600            | 0.4666                         | 0.9181              | 0.8574               | 0.8034           | 0.8791    | 0.6986         | 0.7703       | 0.4056                    | 0.7969         | 0.7197          | 0.7636      |
| 0.263         | 11.35 | 4200 | 0.5154          | 0.7106   | 0.8081        | 0.8823           | 0.9453         | 0.8173              | 0.8603            | 0.4935                         | 0.9135              | 0.8685               | 0.7581           | 0.8791    | 0.6995         | 0.7721       | 0.4126                    | 0.7965         | 0.6920          | 0.7227      |
| 0.158         | 11.41 | 4220 | 0.4783          | 0.7111   | 0.8196        | 0.8834           | 0.9409         | 0.8612              | 0.8628            | 0.5107                         | 0.9034              | 0.8807               | 0.7778           | 0.8792    | 0.7002         | 0.7671       | 0.4089                    | 0.8069         | 0.6750          | 0.7401      |
| 0.1783        | 11.46 | 4240 | 0.5335          | 0.7011   | 0.7993        | 0.8795           | 0.9470         | 0.8421              | 0.8594            | 0.4576                         | 0.9242              | 0.8360               | 0.7288           | 0.8768    | 0.6950         | 0.7627       | 0.3903                    | 0.7996         | 0.6885          | 0.6949      |
| 0.2561        | 11.51 | 4260 | 0.5462          | 0.6994   | 0.8050        | 0.8775           | 0.9402         | 0.8519              | 0.8834            | 0.4523                         | 0.9086              | 0.8740               | 0.7246           | 0.8741    | 0.6932         | 0.7723       | 0.3841                    | 0.7947         | 0.6913          | 0.6865      |
| 0.1057        | 11.57 | 4280 | 0.5293          | 0.7015   | 0.8032        | 0.8781           | 0.9352         | 0.8174              | 0.8723            | 0.4752                         | 0.9216              | 0.8789               | 0.7216           | 0.8758    | 0.6917         | 0.7754       | 0.3968                    | 0.7953         | 0.6881          | 0.6874      |
| 0.2336        | 11.62 | 4300 | 0.5145          | 0.7074   | 0.8121        | 0.8813           | 0.9433         | 0.7996              | 0.8912            | 0.5205                         | 0.9041              | 0.8794               | 0.7466           | 0.8789    | 0.6942         | 0.7783       | 0.4039                    | 0.8019         | 0.6829          | 0.7115      |
| 0.1043        | 11.68 | 4320 | 0.5157          | 0.7088   | 0.8135        | 0.8827           | 0.9452         | 0.8270              | 0.8723            | 0.5170                         | 0.9089              | 0.8681               | 0.7558           | 0.8828    | 0.6949         | 0.7706       | 0.4052                    | 0.8023         | 0.6847          | 0.7210      |
| 0.1259        | 11.73 | 4340 | 0.5239          | 0.7089   | 0.8139        | 0.8822           | 0.9417         | 0.8217              | 0.8772            | 0.5369                         | 0.9135              | 0.8477               | 0.7587           | 0.8836    | 0.6953         | 0.7746       | 0.4047                    | 0.7996         | 0.6816          | 0.7227      |
| 0.1687        | 11.78 | 4360 | 0.5391          | 0.7043   | 0.8091        | 0.8792           | 0.9442         | 0.8146              | 0.8660            | 0.5332                         | 0.9101              | 0.8533               | 0.7422           | 0.8784    | 0.6928         | 0.7747       | 0.4095                    | 0.7977         | 0.6683          | 0.7087      |
| 0.1047        | 11.84 | 4380 | 0.4750          | 0.7148   | 0.8203        | 0.8855           | 0.9372         | 0.8505              | 0.8778            | 0.5093                         | 0.9110              | 0.8701               | 0.7859           | 0.8746    | 0.6852         | 0.7761       | 0.4141                    | 0.8101         | 0.6979          | 0.7456      |
| 0.2485        | 11.89 | 4400 | 0.5173          | 0.7093   | 0.8071        | 0.8831           | 0.9554         | 0.8275              | 0.8725            | 0.4746                         | 0.9050              | 0.8631               | 0.7517           | 0.8724    | 0.6837         | 0.7699       | 0.4132                    | 0.8065         | 0.7013          | 0.7180      |
| 0.1506        | 11.95 | 4420 | 0.4751          | 0.7194   | 0.8191        | 0.8886           | 0.9493         | 0.8387              | 0.8728            | 0.5062                         | 0.9091              | 0.8656               | 0.7920           | 0.8826    | 0.6917         | 0.7746       | 0.4199                    | 0.8108         | 0.7005          | 0.7555      |
| 0.1273        | 12.0  | 4440 | 0.4569          | 0.7234   | 0.8220        | 0.8896           | 0.9504         | 0.8180              | 0.8631            | 0.5346                         | 0.9041              | 0.8754               | 0.8088           | 0.8831    | 0.6950         | 0.7727       | 0.4262                    | 0.8082         | 0.7074          | 0.7710      |
| 0.2022        | 12.05 | 4460 | 0.4756          | 0.7224   | 0.8221        | 0.8886           | 0.9465         | 0.8296              | 0.8684            | 0.5373                         | 0.9093              | 0.8635               | 0.7999           | 0.8856    | 0.7031         | 0.7763       | 0.4204                    | 0.8037         | 0.7078          | 0.7602      |
| 0.1816        | 12.11 | 4480 | 0.5084          | 0.7203   | 0.8189        | 0.8881           | 0.9500         | 0.8369              | 0.8727            | 0.5116                         | 0.9084              | 0.8650               | 0.7876           | 0.8836    | 0.7005         | 0.7779       | 0.4135                    | 0.8041         | 0.7071          | 0.7553      |
| 0.1658        | 12.16 | 4500 | 0.5079          | 0.7220   | 0.8206        | 0.8875           | 0.9495         | 0.8525              | 0.8678            | 0.5163                         | 0.9056              | 0.8606               | 0.7921           | 0.8798    | 0.6962         | 0.7751       | 0.4180                    | 0.7972         | 0.7313          | 0.7566      |
| 0.1448        | 12.22 | 4520 | 0.4827          | 0.7244   | 0.8247        | 0.8888           | 0.9404         | 0.8200              | 0.8876            | 0.5318                         | 0.9057              | 0.8839               | 0.8036           | 0.8861    | 0.6959         | 0.7765       | 0.4248                    | 0.7977         | 0.7281          | 0.7615      |
| 0.2206        | 12.27 | 4540 | 0.4846          | 0.7228   | 0.8265        | 0.8885           | 0.9401         | 0.8284              | 0.8699            | 0.5522                         | 0.9066              | 0.8814               | 0.8069           | 0.8853    | 0.6984         | 0.7810       | 0.4195                    | 0.8034         | 0.7105          | 0.7614      |
| 0.1661        | 12.32 | 4560 | 0.5086          | 0.7228   | 0.8260        | 0.8868           | 0.9367         | 0.8356              | 0.8630            | 0.5595                         | 0.9095              | 0.8766               | 0.8013           | 0.8802    | 0.6907         | 0.7834       | 0.4237                    | 0.7947         | 0.7253          | 0.7614      |
| 0.0673        | 12.38 | 4580 | 0.5182          | 0.7216   | 0.8257        | 0.8871           | 0.9367         | 0.8264              | 0.8664            | 0.5596                         | 0.9090              | 0.8790               | 0.8028           | 0.8838    | 0.6948         | 0.7829       | 0.4189                    | 0.7980         | 0.7140          | 0.7586      |
| 0.0807        | 12.43 | 4600 | 0.5639          | 0.7060   | 0.8144        | 0.8819           | 0.9301         | 0.7602              | 0.8665            | 0.5558                         | 0.9066              | 0.8759               | 0.8057           | 0.8756    | 0.6320         | 0.7838       | 0.4131                    | 0.8029         | 0.7046          | 0.7300      |
| 0.1123        | 12.49 | 4620 | 0.5331          | 0.7034   | 0.8012        | 0.8822           | 0.9395         | 0.7271              | 0.8733            | 0.5097                         | 0.9122              | 0.8412               | 0.8049           | 0.8781    | 0.6366         | 0.7805       | 0.3934                    | 0.7990         | 0.7050          | 0.7313      |
| 0.2726        | 12.54 | 4640 | 0.5222          | 0.7156   | 0.8226        | 0.8856           | 0.9491         | 0.8325              | 0.8714            | 0.5528                         | 0.8958              | 0.8607               | 0.7958           | 0.8832    | 0.6980         | 0.7764       | 0.3879                    | 0.8000         | 0.7037          | 0.7596      |
| 0.1614        | 12.59 | 4660 | 0.5256          | 0.7181   | 0.8203        | 0.8857           | 0.9436         | 0.8265              | 0.8479            | 0.5582                         | 0.9111              | 0.8627               | 0.7920           | 0.8805    | 0.6962         | 0.7737       | 0.4047                    | 0.7979         | 0.7176          | 0.7560      |
| 0.3386        | 12.65 | 4680 | 0.5143          | 0.7201   | 0.8216        | 0.8864           | 0.9424         | 0.8322              | 0.8648            | 0.5348                         | 0.9066              | 0.8753               | 0.7949           | 0.8814    | 0.6985         | 0.7759       | 0.4044                    | 0.7946         | 0.7263          | 0.7596      |
| 0.1359        | 12.7  | 4700 | 0.5013          | 0.7232   | 0.8210        | 0.8894           | 0.9484         | 0.8014              | 0.8731            | 0.5343                         | 0.9054              | 0.8831               | 0.8012           | 0.8884    | 0.6999         | 0.7804       | 0.4117                    | 0.8013         | 0.7212          | 0.7592      |
| 0.2407        | 12.76 | 4720 | 0.5207          | 0.7236   | 0.8199        | 0.8886           | 0.9391         | 0.8283              | 0.8725            | 0.5025                         | 0.9150              | 0.8822               | 0.7998           | 0.8826    | 0.6979         | 0.7813       | 0.4160                    | 0.7977         | 0.7269          | 0.7630      |
| 0.0954        | 12.81 | 4740 | 0.5054          | 0.7236   | 0.8256        | 0.8875           | 0.9420         | 0.8355              | 0.8703            | 0.5533                         | 0.9064              | 0.8752               | 0.7963           | 0.8803    | 0.6978         | 0.7806       | 0.4233                    | 0.7977         | 0.7242          | 0.7613      |
| 0.1139        | 12.86 | 4760 | 0.5323          | 0.7228   | 0.8177        | 0.8870           | 0.9448         | 0.8083              | 0.8722            | 0.5354                         | 0.9114              | 0.8589               | 0.7932           | 0.8793    | 0.7007         | 0.7795       | 0.4228                    | 0.7952         | 0.7234          | 0.7584      |
| 0.179         | 12.92 | 4780 | 0.5952          | 0.7058   | 0.8074        | 0.8790           | 0.9434         | 0.8448              | 0.8754            | 0.4989                         | 0.9147              | 0.8433               | 0.7314           | 0.8721    | 0.6907         | 0.7763       | 0.4118                    | 0.7933         | 0.6972          | 0.6996      |
| 0.1331        | 12.97 | 4800 | 0.5669          | 0.7120   | 0.8053        | 0.8826           | 0.9395         | 0.8205              | 0.8760            | 0.4617                         | 0.9225              | 0.8632               | 0.7535           | 0.8750    | 0.6991         | 0.7773       | 0.4067                    | 0.7943         | 0.7161          | 0.7156      |
| 0.1101        | 13.03 | 4820 | 0.5638          | 0.7144   | 0.8127        | 0.8831           | 0.9408         | 0.8402              | 0.8839            | 0.4789                         | 0.9109              | 0.8755               | 0.7586           | 0.8734    | 0.6996         | 0.7776       | 0.4104                    | 0.7949         | 0.7222          | 0.7226      |
| 0.1787        | 13.08 | 4840 | 0.5823          | 0.7128   | 0.8122        | 0.8819           | 0.9405         | 0.8267              | 0.8736            | 0.4990                         | 0.9097              | 0.8788               | 0.7568           | 0.8716    | 0.6965         | 0.7683       | 0.4193                    | 0.7952         | 0.7153          | 0.7233      |
| 0.1737        | 13.14 | 4860 | 0.5370          | 0.7114   | 0.8140        | 0.8825           | 0.9406         | 0.8534              | 0.8880            | 0.4763                         | 0.9062              | 0.8707               | 0.7625           | 0.8738    | 0.6951         | 0.7744       | 0.4067                    | 0.7975         | 0.7066          | 0.7258      |
| 0.1029        | 13.19 | 4880 | 0.5663          | 0.7131   | 0.8103        | 0.8828           | 0.9431         | 0.8236              | 0.8719            | 0.4947                         | 0.9153              | 0.8718               | 0.7517           | 0.8748    | 0.6956         | 0.7756       | 0.4226                    | 0.7983         | 0.7043          | 0.7203      |
| 0.3167        | 13.24 | 4900 | 0.5383          | 0.7108   | 0.8117        | 0.8826           | 0.9394         | 0.8392              | 0.8782            | 0.4870                         | 0.9142              | 0.8599               | 0.7643           | 0.8753    | 0.7008         | 0.7733       | 0.4073                    | 0.8016         | 0.6900          | 0.7276      |
| 0.071         | 13.3  | 4920 | 0.4376          | 0.7246   | 0.8264        | 0.8914           | 0.9485         | 0.8460              | 0.8828            | 0.5167                         | 0.9025              | 0.8730               | 0.8158           | 0.8864    | 0.6978         | 0.7821       | 0.4107                    | 0.8112         | 0.7066          | 0.7771      |
| 0.2235        | 13.35 | 4940 | 0.4993          | 0.7130   | 0.8187        | 0.8838           | 0.9436         | 0.8289              | 0.8909            | 0.5379                         | 0.9085              | 0.8700               | 0.7509           | 0.8763    | 0.6922         | 0.7803       | 0.4208                    | 0.8095         | 0.6973          | 0.7149      |
| 0.2843        | 13.41 | 4960 | 0.5831          | 0.6954   | 0.8099        | 0.8732           | 0.9355         | 0.8110              | 0.8907            | 0.5463                         | 0.9006              | 0.8859               | 0.6996           | 0.8702    | 0.6843         | 0.7755       | 0.4208                    | 0.7999         | 0.6533          | 0.6640      |
| 0.1342        | 13.46 | 4980 | 0.5407          | 0.7054   | 0.8130        | 0.8802           | 0.9525         | 0.8101              | 0.8777            | 0.5310                         | 0.8905              | 0.8816               | 0.7476           | 0.8747    | 0.6908         | 0.7755       | 0.3986                    | 0.8034         | 0.6838          | 0.7108      |
| 1.0814        | 13.51 | 5000 | 0.5384          | 0.7082   | 0.8166        | 0.8821           | 0.9478         | 0.8545              | 0.8912            | 0.5104                         | 0.8989              | 0.8607               | 0.7527           | 0.8773    | 0.6916         | 0.7716       | 0.4015                    | 0.8034         | 0.6969          | 0.7148      |
| 0.0819        | 13.57 | 5020 | 0.5716          | 0.7084   | 0.8188        | 0.8800           | 0.9438         | 0.8412              | 0.8764            | 0.5473                         | 0.8958              | 0.8771               | 0.7501           | 0.8749    | 0.6956         | 0.7716       | 0.4121                    | 0.7968         | 0.6903          | 0.7173      |
| 0.1046        | 13.62 | 5040 | 0.5611          | 0.7148   | 0.8108        | 0.8837           | 0.9407         | 0.8153              | 0.8573            | 0.5236                         | 0.9245              | 0.8469               | 0.7671           | 0.8792    | 0.6993         | 0.7707       | 0.4307                    | 0.7990         | 0.6931          | 0.7314      |
| 0.2022        | 13.68 | 5060 | 0.5357          | 0.7218   | 0.8213        | 0.8879           | 0.9404         | 0.8123              | 0.8587            | 0.5567                         | 0.9161              | 0.8599               | 0.8050           | 0.8826    | 0.6976         | 0.7722       | 0.4270                    | 0.8042         | 0.7023          | 0.7666      |
| 0.1772        | 13.73 | 5080 | 0.5351          | 0.7231   | 0.8275        | 0.8895           | 0.9457         | 0.8259              | 0.8743            | 0.5677                         | 0.9056              | 0.8695               | 0.8039           | 0.8880    | 0.6968         | 0.7740       | 0.4274                    | 0.8086         | 0.7007          | 0.7665      |
| 0.1927        | 13.78 | 5100 | 0.5247          | 0.7178   | 0.8298        | 0.8845           | 0.9375         | 0.8328              | 0.8781            | 0.5797                         | 0.8896              | 0.8816               | 0.8092           | 0.8815    | 0.6978         | 0.7772       | 0.4289                    | 0.8010         | 0.6971          | 0.7408      |
| 0.0898        | 13.84 | 5120 | 0.5092          | 0.7216   | 0.8215        | 0.8884           | 0.9435         | 0.8153              | 0.8644            | 0.5390                         | 0.9102              | 0.8730               | 0.8046           | 0.8836    | 0.6992         | 0.7752       | 0.4255                    | 0.8081         | 0.6985          | 0.7609      |
| 0.2036        | 13.89 | 5140 | 0.5080          | 0.7147   | 0.8174        | 0.8849           | 0.9465         | 0.8024              | 0.8599            | 0.5614                         | 0.9098              | 0.8671               | 0.7747           | 0.8864    | 0.6991         | 0.7784       | 0.4173                    | 0.8038         | 0.6846          | 0.7331      |
| 0.0804        | 13.95 | 5160 | 0.5077          | 0.7170   | 0.8222        | 0.8859           | 0.9437         | 0.8127              | 0.8545            | 0.5719                         | 0.9063              | 0.8725               | 0.7939           | 0.8863    | 0.6993         | 0.7745       | 0.4089                    | 0.8018         | 0.6977          | 0.7507      |
| 0.1414        | 14.0  | 5180 | 0.5017          | 0.7211   | 0.8244        | 0.8876           | 0.9459         | 0.8270              | 0.8675            | 0.5556                         | 0.9025              | 0.8688               | 0.8032           | 0.8841    | 0.7019         | 0.7737       | 0.4253                    | 0.8049         | 0.7010          | 0.7571      |
| 0.0496        | 14.05 | 5200 | 0.5309          | 0.7134   | 0.8151        | 0.8843           | 0.9465         | 0.8348              | 0.8724            | 0.5161                         | 0.9133              | 0.8721               | 0.7502           | 0.8856    | 0.7054         | 0.7785       | 0.4288                    | 0.8062         | 0.6732          | 0.7158      |
| 1.5316        | 14.11 | 5220 | 0.5198          | 0.7137   | 0.8214        | 0.8833           | 0.9376         | 0.8416              | 0.8852            | 0.5400                         | 0.9093              | 0.8812               | 0.7546           | 0.8844    | 0.6970         | 0.7795       | 0.4406                    | 0.8040         | 0.6799          | 0.7109      |
| 0.1592        | 14.16 | 5240 | 0.6018          | 0.7011   | 0.8126        | 0.8769           | 0.9442         | 0.8389              | 0.8970            | 0.5286                         | 0.9017              | 0.8797               | 0.6979           | 0.8786    | 0.6960         | 0.7747       | 0.4373                    | 0.8050         | 0.6530          | 0.6632      |
| 0.1332        | 14.22 | 5260 | 0.5614          | 0.6969   | 0.8030        | 0.8744           | 0.9443         | 0.8343              | 0.8888            | 0.5003                         | 0.9095              | 0.8553               | 0.6884           | 0.8720    | 0.6960         | 0.7764       | 0.4299                    | 0.8004         | 0.6500          | 0.6537      |
| 0.0598        | 14.27 | 5280 | 0.5516          | 0.7114   | 0.8181        | 0.8816           | 0.9363         | 0.8463              | 0.8791            | 0.5307                         | 0.9135              | 0.8787               | 0.7418           | 0.8703    | 0.6905         | 0.7743       | 0.4321                    | 0.8066         | 0.6964          | 0.7096      |
| 0.1074        | 14.32 | 5300 | 0.4560          | 0.7393   | 0.8364        | 0.8971           | 0.9331         | 0.8332              | 0.8744            | 0.5512                         | 0.9167              | 0.8719               | 0.8746           | 0.8813    | 0.7050         | 0.7807       | 0.4254                    | 0.8174         | 0.7324          | 0.8327      |
| 0.177         | 14.38 | 5320 | 0.4475          | 0.7429   | 0.8297        | 0.8996           | 0.9407         | 0.8292              | 0.8672            | 0.4997                         | 0.9210              | 0.8657               | 0.8847           | 0.8805    | 0.7083         | 0.7769       | 0.4317                    | 0.8204         | 0.7409          | 0.8417      |
| 0.0884        | 14.43 | 5340 | 0.4512          | 0.7402   | 0.8307        | 0.8984           | 0.9486         | 0.8233              | 0.8730            | 0.5089                         | 0.9055              | 0.8817               | 0.8741           | 0.8809    | 0.7097         | 0.7772       | 0.4262                    | 0.8207         | 0.7318          | 0.8347      |
| 0.198         | 14.49 | 5360 | 0.4705          | 0.7277   | 0.8308        | 0.8915           | 0.9405         | 0.8401              | 0.8818            | 0.5433                         | 0.9063              | 0.8850               | 0.8186           | 0.8832    | 0.7074         | 0.7796       | 0.4278                    | 0.8152         | 0.6995          | 0.7815      |
| 0.1368        | 14.54 | 5380 | 0.5291          | 0.7053   | 0.8162        | 0.8793           | 0.9444         | 0.8350              | 0.8832            | 0.5546                         | 0.9057              | 0.8728               | 0.7174           | 0.8770    | 0.7014         | 0.7774       | 0.4180                    | 0.8071         | 0.6673          | 0.6887      |
| 0.1021        | 14.59 | 5400 | 0.5344          | 0.7093   | 0.8158        | 0.8804           | 0.9414         | 0.8290              | 0.8627            | 0.5436                         | 0.9079              | 0.8897               | 0.7365           | 0.8797    | 0.7064         | 0.7771       | 0.4310                    | 0.8018         | 0.6651          | 0.7043      |
| 0.1462        | 14.65 | 5420 | 0.5663          | 0.7113   | 0.8151        | 0.8815           | 0.9429         | 0.8510              | 0.8709            | 0.5239                         | 0.9118              | 0.8609               | 0.7443           | 0.8807    | 0.7052         | 0.7771       | 0.4325                    | 0.7983         | 0.6760          | 0.7094      |
| 0.2965        | 14.7  | 5440 | 0.5875          | 0.7073   | 0.8156        | 0.8790           | 0.9399         | 0.8509              | 0.8681            | 0.5267                         | 0.9072              | 0.8928               | 0.7235           | 0.8795    | 0.7024         | 0.7781       | 0.4273                    | 0.7957         | 0.6788          | 0.6893      |
| 0.1584        | 14.76 | 5460 | 0.5612          | 0.7053   | 0.8135        | 0.8781           | 0.9424         | 0.8380              | 0.8634            | 0.5269                         | 0.9030              | 0.8996               | 0.7215           | 0.8775    | 0.6992         | 0.7756       | 0.4249                    | 0.7962         | 0.6762          | 0.6873      |
| 0.1212        | 14.81 | 5480 | 0.5623          | 0.7061   | 0.8160        | 0.8795           | 0.9423         | 0.8549              | 0.8534            | 0.5289                         | 0.9072              | 0.9015               | 0.7239           | 0.8828    | 0.7002         | 0.7712       | 0.4230                    | 0.7988         | 0.6783          | 0.6886      |
| 0.1495        | 14.86 | 5500 | 0.5443          | 0.7135   | 0.8195        | 0.8827           | 0.9362         | 0.8541              | 0.8807            | 0.5252                         | 0.9130              | 0.8746               | 0.7530           | 0.8834    | 0.7046         | 0.7787       | 0.4249                    | 0.7968         | 0.6901          | 0.7161      |
| 0.8258        | 14.92 | 5520 | 0.5720          | 0.7139   | 0.8188        | 0.8827           | 0.9419         | 0.8406              | 0.8718            | 0.5370                         | 0.9068              | 0.8757               | 0.7580           | 0.8825    | 0.7053         | 0.7779       | 0.4217                    | 0.7949         | 0.6933          | 0.7219      |
| 0.1611        | 14.97 | 5540 | 0.5816          | 0.7114   | 0.8148        | 0.8810           | 0.9375         | 0.8299              | 0.8644            | 0.5274                         | 0.9128              | 0.8869               | 0.7450           | 0.8804    | 0.7056         | 0.7792       | 0.4318                    | 0.7978         | 0.6866          | 0.6983      |
| 0.253         | 15.03 | 5560 | 0.5703          | 0.7145   | 0.8170        | 0.8833           | 0.9381         | 0.8431              | 0.8802            | 0.5115                         | 0.9129              | 0.8754               | 0.7576           | 0.8795    | 0.7082         | 0.7793       | 0.4310                    | 0.8030         | 0.6864          | 0.7138      |
| 0.1777        | 15.08 | 5580 | 0.5662          | 0.7173   | 0.8191        | 0.8846           | 0.9434         | 0.8395              | 0.8578            | 0.5418                         | 0.9139              | 0.8766               | 0.7605           | 0.8825    | 0.7077         | 0.7775       | 0.4380                    | 0.8022         | 0.6871          | 0.7261      |
| 0.1439        | 15.14 | 5600 | 0.5368          | 0.7184   | 0.8145        | 0.8844           | 0.9367         | 0.8270              | 0.8799            | 0.5251                         | 0.9211              | 0.8265               | 0.7853           | 0.8792    | 0.7061         | 0.7796       | 0.4316                    | 0.7949         | 0.7043          | 0.7333      |
| 0.1532        | 15.19 | 5620 | 0.5855          | 0.7069   | 0.8091        | 0.8782           | 0.9397         | 0.8313              | 0.8759            | 0.5335                         | 0.9190              | 0.8442               | 0.7200           | 0.8787    | 0.7041         | 0.7726       | 0.4293                    | 0.7889         | 0.6869          | 0.6878      |
| 0.0797        | 15.24 | 5640 | 0.6323          | 0.7071   | 0.8121        | 0.8791           | 0.9391         | 0.8504              | 0.8716            | 0.5204                         | 0.9188              | 0.8718               | 0.7126           | 0.8786    | 0.7005         | 0.7771       | 0.4337                    | 0.7973         | 0.6811          | 0.6816      |
| 0.1549        | 15.3  | 5660 | 0.5341          | 0.7174   | 0.8191        | 0.8860           | 0.9489         | 0.8214              | 0.8724            | 0.5567                         | 0.9136              | 0.8658               | 0.7551           | 0.8888    | 0.7043         | 0.7798       | 0.4380                    | 0.8064         | 0.6829          | 0.7216      |
| 0.0825        | 15.35 | 5680 | 0.5877          | 0.7079   | 0.8141        | 0.8802           | 0.9491         | 0.8225              | 0.8568            | 0.5718                         | 0.9117              | 0.8665               | 0.7199           | 0.8835    | 0.6977         | 0.7734       | 0.4385                    | 0.8010         | 0.6743          | 0.6872      |
| 0.1114        | 15.41 | 5700 | 0.5888          | 0.7071   | 0.8120        | 0.8796           | 0.9490         | 0.8209              | 0.8623            | 0.5668                         | 0.9142              | 0.8568               | 0.7138           | 0.8836    | 0.6971         | 0.7758       | 0.4413                    | 0.7990         | 0.6717          | 0.6813      |
| 0.1845        | 15.46 | 5720 | 0.5980          | 0.7052   | 0.8125        | 0.8789           | 0.9400         | 0.8390              | 0.8840            | 0.5193                         | 0.9112              | 0.8786               | 0.7154           | 0.8791    | 0.6993         | 0.7772       | 0.4315                    | 0.8021         | 0.6658          | 0.6815      |
| 0.0943        | 15.51 | 5740 | 0.5980          | 0.7066   | 0.8108        | 0.8803           | 0.9498         | 0.8326              | 0.8579            | 0.5363                         | 0.9148              | 0.8706               | 0.7135           | 0.8836    | 0.6982         | 0.7729       | 0.4341                    | 0.8034         | 0.6723          | 0.6815      |
| 0.1462        | 15.57 | 5760 | 0.5699          | 0.7114   | 0.8108        | 0.8822           | 0.9451         | 0.8368              | 0.8590            | 0.5318                         | 0.9230              | 0.8341               | 0.7458           | 0.8883    | 0.7067         | 0.7726       | 0.4326                    | 0.7954         | 0.6805          | 0.7036      |
| 0.0397        | 15.62 | 5780 | 0.5557          | 0.7107   | 0.8110        | 0.8827           | 0.9490         | 0.8145              | 0.8635            | 0.5260                         | 0.9125              | 0.8647               | 0.7466           | 0.8854    | 0.7017         | 0.7678       | 0.4265                    | 0.8016         | 0.6907          | 0.7010      |
| 0.1133        | 15.68 | 5800 | 0.5547          | 0.7090   | 0.8149        | 0.8818           | 0.9483         | 0.8205              | 0.8798            | 0.5297                         | 0.9009              | 0.8832               | 0.7422           | 0.8845    | 0.6992         | 0.7715       | 0.4242                    | 0.8030         | 0.6845          | 0.6964      |
| 0.09          | 15.73 | 5820 | 0.5832          | 0.7059   | 0.8089        | 0.8801           | 0.9449         | 0.8349              | 0.8736            | 0.5085                         | 0.9165              | 0.8643               | 0.7198           | 0.8807    | 0.6956         | 0.7730       | 0.4238                    | 0.8017         | 0.6865          | 0.6800      |
| 0.1115        | 15.78 | 5840 | 0.5373          | 0.7007   | 0.8026        | 0.8807           | 0.9453         | 0.7627              | 0.8625            | 0.5072                         | 0.9113              | 0.8712               | 0.7579           | 0.8833    | 0.6534         | 0.7736       | 0.4137                    | 0.8063         | 0.6814          | 0.6930      |
| 0.1302        | 15.84 | 5860 | 0.5311          | 0.7060   | 0.8081        | 0.8820           | 0.9508         | 0.8145              | 0.8773            | 0.4971                         | 0.9064              | 0.8618               | 0.7487           | 0.8824    | 0.6973         | 0.7711       | 0.4074                    | 0.8079         | 0.6712          | 0.7047      |
| 0.1614        | 15.89 | 5880 | 0.5499          | 0.7062   | 0.8077        | 0.8819           | 0.9475         | 0.8109              | 0.8404            | 0.5094                         | 0.9142              | 0.8796               | 0.7517           | 0.8847    | 0.6976         | 0.7659       | 0.4121                    | 0.8070         | 0.6705          | 0.7059      |
| 0.2877        | 15.95 | 5900 | 0.6037          | 0.6983   | 0.8012        | 0.8798           | 0.9440         | 0.7287              | 0.8728            | 0.5228                         | 0.9093              | 0.8792               | 0.7514           | 0.8835    | 0.6398         | 0.7745       | 0.4227                    | 0.8074         | 0.6709          | 0.6892      |
| 0.1544        | 16.0  | 5920 | 0.6054          | 0.6997   | 0.7998        | 0.8805           | 0.9397         | 0.7367              | 0.8742            | 0.5066                         | 0.9204              | 0.8718               | 0.7488           | 0.8846    | 0.6425         | 0.7766       | 0.4274                    | 0.8084         | 0.6723          | 0.6860      |
| 0.0872        | 16.05 | 5940 | 0.5785          | 0.6981   | 0.7984        | 0.8803           | 0.9428         | 0.7402              | 0.8800            | 0.4933                         | 0.9170              | 0.8693               | 0.7459           | 0.8844    | 0.6397         | 0.7781       | 0.4226                    | 0.8095         | 0.6705          | 0.6819      |
| 0.1587        | 16.11 | 5960 | 0.6095          | 0.7112   | 0.8156        | 0.8822           | 0.9476         | 0.8289              | 0.8872            | 0.5422                         | 0.9101              | 0.8652               | 0.7279           | 0.8871    | 0.6977         | 0.7752       | 0.4358                    | 0.7975         | 0.6868          | 0.6979      |
| 0.1156        | 16.16 | 5980 | 0.5631          | 0.7228   | 0.8271        | 0.8878           | 0.9435         | 0.8430              | 0.8641            | 0.5728                         | 0.9099              | 0.8648               | 0.7916           | 0.8881    | 0.6966         | 0.7756       | 0.4288                    | 0.7981         | 0.7184          | 0.7537      |
| 0.5602        | 16.22 | 6000 | 0.6203          | 0.7132   | 0.8063        | 0.8859           | 0.9419         | 0.7312              | 0.8758            | 0.5216                         | 0.9165              | 0.8520               | 0.8052           | 0.8842    | 0.6383         | 0.7753       | 0.4332                    | 0.7982         | 0.7286          | 0.7345      |
| 0.1459        | 16.27 | 6020 | 0.5944          | 0.7127   | 0.8062        | 0.8857           | 0.9413         | 0.7417              | 0.8655            | 0.5203                         | 0.9210              | 0.8585               | 0.7955           | 0.8849    | 0.6412         | 0.7771       | 0.4349                    | 0.8006         | 0.7241          | 0.7257      |
| 0.0815        | 16.32 | 6040 | 0.5909          | 0.7106   | 0.8054        | 0.8846           | 0.9403         | 0.7383              | 0.8767            | 0.5181                         | 0.9192              | 0.8559               | 0.7890           | 0.8837    | 0.6412         | 0.7777       | 0.4294                    | 0.7992         | 0.7217          | 0.7215      |
| 0.0555        | 16.38 | 6060 | 0.6450          | 0.7010   | 0.7965        | 0.8791           | 0.9475         | 0.7309              | 0.8698            | 0.5238                         | 0.9174              | 0.8433               | 0.7427           | 0.8749    | 0.6325         | 0.7736       | 0.4255                    | 0.7962         | 0.7195          | 0.6847      |
| 0.1441        | 16.43 | 6080 | 0.5628          | 0.7094   | 0.8058        | 0.8829           | 0.9398         | 0.7435              | 0.8838            | 0.5203                         | 0.9130              | 0.8553               | 0.7848           | 0.8767    | 0.6403         | 0.7787       | 0.4287                    | 0.7971         | 0.7249          | 0.7197      |
| 0.1232        | 16.49 | 6100 | 0.6332          | 0.7048   | 0.7949        | 0.8809           | 0.9410         | 0.7159              | 0.8585            | 0.5052                         | 0.9246              | 0.8475               | 0.7716           | 0.8766    | 0.6354         | 0.7750       | 0.4266                    | 0.7925         | 0.7187          | 0.7091      |
| 0.0853        | 16.54 | 6120 | 0.6428          | 0.7031   | 0.7959        | 0.8797           | 0.9360         | 0.7306              | 0.8593            | 0.5026                         | 0.9271              | 0.8531               | 0.7627           | 0.8752    | 0.6342         | 0.7716       | 0.4257                    | 0.7919         | 0.7233          | 0.7000      |
| 0.7649        | 16.59 | 6140 | 0.5122          | 0.7155   | 0.8128        | 0.8858           | 0.9417         | 0.7967              | 0.8721            | 0.5045                         | 0.9136              | 0.8763               | 0.7849           | 0.8835    | 0.6709         | 0.7748       | 0.4283                    | 0.8004         | 0.7250          | 0.7252      |
| 0.09          | 16.65 | 6160 | 0.5520          | 0.7133   | 0.8116        | 0.8825           | 0.9419         | 0.8183              | 0.8705            | 0.5052                         | 0.9114              | 0.8734               | 0.7608           | 0.8778    | 0.6943         | 0.7728       | 0.4124                    | 0.7913         | 0.7264          | 0.7180      |
| 0.0908        | 16.7  | 6180 | 0.5755          | 0.7079   | 0.8069        | 0.8830           | 0.9378         | 0.7643              | 0.8731            | 0.4960                         | 0.9110              | 0.8767               | 0.7894           | 0.8806    | 0.6437         | 0.7765       | 0.4107                    | 0.7947         | 0.7246          | 0.7249      |
| 0.1677        | 16.76 | 6200 | 0.5405          | 0.7123   | 0.8083        | 0.8855           | 0.9371         | 0.7522              | 0.8811            | 0.4956                         | 0.9134              | 0.8738               | 0.8052           | 0.8814    | 0.6446         | 0.7790       | 0.4156                    | 0.7985         | 0.7305          | 0.7368      |
| 0.1951        | 16.81 | 6220 | 0.5430          | 0.7116   | 0.8042        | 0.8850           | 0.9369         | 0.7558              | 0.8673            | 0.4940                         | 0.9270              | 0.8611               | 0.7871           | 0.8812    | 0.6455         | 0.7812       | 0.4307                    | 0.8014         | 0.7181          | 0.7229      |
| 2.4185        | 16.86 | 6240 | 0.5116          | 0.7233   | 0.8135        | 0.8942           | 0.9414         | 0.7437              | 0.8883            | 0.4649                         | 0.9122              | 0.8772               | 0.8669           | 0.8806    | 0.6438         | 0.7806       | 0.4132                    | 0.8204         | 0.7283          | 0.7962      |
| 0.0651        | 16.92 | 6260 | 0.5158          | 0.7125   | 0.8141        | 0.8853           | 0.9403         | 0.7532              | 0.8742            | 0.5367                         | 0.9043              | 0.8867               | 0.8029           | 0.8820    | 0.6464         | 0.7821       | 0.4335                    | 0.8055         | 0.7020          | 0.7358      |
| 0.1278        | 16.97 | 6280 | 0.5137          | 0.7215   | 0.8240        | 0.8863           | 0.9382         | 0.8188              | 0.8786            | 0.5701                         | 0.9106              | 0.8597               | 0.7923           | 0.8807    | 0.7033         | 0.7833       | 0.4311                    | 0.8020         | 0.7094          | 0.7408      |
| 0.0665        | 17.03 | 6300 | 0.5100          | 0.7238   | 0.8289        | 0.8877           | 0.9394         | 0.8423              | 0.8729            | 0.5794                         | 0.9112              | 0.8654               | 0.7915           | 0.8850    | 0.7046         | 0.7831       | 0.4266                    | 0.8007         | 0.7122          | 0.7543      |
| 0.1191        | 17.08 | 6320 | 0.4659          | 0.7353   | 0.8338        | 0.8952           | 0.9470         | 0.8215              | 0.8865            | 0.5719                         | 0.9055              | 0.8615               | 0.8429           | 0.8900    | 0.7069         | 0.7794       | 0.4308                    | 0.8108         | 0.7305          | 0.7990      |
| 0.0746        | 17.14 | 6340 | 0.4894          | 0.7308   | 0.8299        | 0.8918           | 0.9455         | 0.8394              | 0.8799            | 0.5718                         | 0.9124              | 0.8460               | 0.8142           | 0.8892    | 0.7055         | 0.7774       | 0.4364                    | 0.8023         | 0.7291          | 0.7756      |
| 0.2034        | 17.19 | 6360 | 0.4699          | 0.7292   | 0.8226        | 0.8923           | 0.9502         | 0.8090              | 0.8897            | 0.5148                         | 0.9061              | 0.8729               | 0.8155           | 0.8856    | 0.7053         | 0.7810       | 0.4269                    | 0.8092         | 0.7282          | 0.7679      |
| 0.7434        | 17.24 | 6380 | 0.5803          | 0.7127   | 0.8102        | 0.8834           | 0.9512         | 0.8200              | 0.8672            | 0.5169                         | 0.9177              | 0.8688               | 0.7293           | 0.8867    | 0.7038         | 0.7773       | 0.4297                    | 0.7991         | 0.6949          | 0.6977      |
| 0.1345        | 17.3  | 6400 | 0.5747          | 0.7115   | 0.8166        | 0.8822           | 0.9477         | 0.8255              | 0.8825            | 0.5463                         | 0.9072              | 0.8773               | 0.7297           | 0.8873    | 0.7034         | 0.7768       | 0.4383                    | 0.8007         | 0.6783          | 0.6955      |
| 0.0724        | 17.35 | 6420 | 0.5721          | 0.7099   | 0.8186        | 0.8816           | 0.9441         | 0.8450              | 0.8664            | 0.5591                         | 0.9112              | 0.8699               | 0.7343           | 0.8862    | 0.6991         | 0.7750       | 0.4403                    | 0.8036         | 0.6678          | 0.6975      |
| 0.1157        | 17.41 | 6440 | 0.5546          | 0.7128   | 0.8164        | 0.8833           | 0.9447         | 0.8381              | 0.8653            | 0.5479                         | 0.9179              | 0.8568               | 0.7442           | 0.8868    | 0.7034         | 0.7776       | 0.4376                    | 0.8042         | 0.6753          | 0.7051      |
| 0.6272        | 17.46 | 6460 | 0.5512          | 0.7149   | 0.8170        | 0.8844           | 0.9441         | 0.8297              | 0.8799            | 0.5351                         | 0.9159              | 0.8680               | 0.7463           | 0.8877    | 0.7067         | 0.7774       | 0.4369                    | 0.8041         | 0.6810          | 0.7103      |
| 0.065         | 17.51 | 6480 | 0.4920          | 0.7197   | 0.8191        | 0.8873           | 0.9372         | 0.8093              | 0.8770            | 0.5159                         | 0.9123              | 0.8816               | 0.8003           | 0.8797    | 0.6982         | 0.7814       | 0.4296                    | 0.8122         | 0.6940          | 0.7426      |
| 0.106         | 17.57 | 6500 | 0.4874          | 0.7222   | 0.8267        | 0.8885           | 0.9392         | 0.8187              | 0.8700            | 0.5456                         | 0.8989              | 0.8848               | 0.8299           | 0.8814    | 0.7019         | 0.7773       | 0.4278                    | 0.8151         | 0.7016          | 0.7501      |
| 0.4623        | 17.62 | 6520 | 0.4663          | 0.7323   | 0.8317        | 0.8947           | 0.9397         | 0.8166              | 0.8638            | 0.5497                         | 0.9080              | 0.8808               | 0.8632           | 0.8835    | 0.7045         | 0.7775       | 0.4254                    | 0.8228         | 0.7205          | 0.7919      |
| 0.1292        | 17.68 | 6540 | 0.4846          | 0.7257   | 0.8269        | 0.8913           | 0.9345         | 0.8034              | 0.8724            | 0.5349                         | 0.9066              | 0.8832               | 0.8533           | 0.8797    | 0.6932         | 0.7775       | 0.4186                    | 0.8183         | 0.7154          | 0.7773      |
| 0.1434        | 17.73 | 6560 | 0.5075          | 0.7200   | 0.8167        | 0.8875           | 0.9376         | 0.8059              | 0.8805            | 0.5128                         | 0.9166              | 0.8592               | 0.8045           | 0.8803    | 0.6989         | 0.7812       | 0.4201                    | 0.8073         | 0.7048          | 0.7475      |
| 0.1434        | 17.78 | 6580 | 0.5273          | 0.7225   | 0.8223        | 0.8885           | 0.9346         | 0.8451              | 0.8727            | 0.5019                         | 0.9160              | 0.8788               | 0.8072           | 0.8819    | 0.7040         | 0.7806       | 0.4175                    | 0.8056         | 0.7113          | 0.7565      |
| 0.1528        | 17.84 | 6600 | 0.5419          | 0.7181   | 0.8155        | 0.8872           | 0.9382         | 0.7992              | 0.8891            | 0.4952                         | 0.9111              | 0.8707               | 0.8050           | 0.8804    | 0.6901         | 0.7771       | 0.4133                    | 0.8054         | 0.7122          | 0.7480      |
| 0.326         | 17.89 | 6620 | 0.4937          | 0.7303   | 0.8299        | 0.8931           | 0.9398         | 0.8346              | 0.8880            | 0.5239                         | 0.9072              | 0.8784               | 0.8373           | 0.8837    | 0.7059         | 0.7778       | 0.4200                    | 0.8129         | 0.7167          | 0.7948      |
| 0.1772        | 17.95 | 6640 | 0.4895          | 0.7400   | 0.8333        | 0.8983           | 0.9359         | 0.8366              | 0.8749            | 0.5061                         | 0.9152              | 0.8840               | 0.8803           | 0.8820    | 0.7049         | 0.7798       | 0.4290                    | 0.8206         | 0.7382          | 0.8255      |
| 0.1841        | 18.0  | 6660 | 0.5031          | 0.7391   | 0.8344        | 0.8978           | 0.9391         | 0.8235              | 0.8797            | 0.5181                         | 0.9049              | 0.8902               | 0.8849           | 0.8790    | 0.6979         | 0.7796       | 0.4292                    | 0.8224         | 0.7401          | 0.8252      |
| 0.1194        | 18.05 | 6680 | 0.5492          | 0.7143   | 0.8059        | 0.8879           | 0.9372         | 0.7420              | 0.8824            | 0.4740                         | 0.9203              | 0.8671               | 0.8185           | 0.8793    | 0.6432         | 0.7794       | 0.4175                    | 0.8086         | 0.7234          | 0.7489      |
| 0.0874        | 18.11 | 6700 | 0.5252          | 0.7216   | 0.8188        | 0.8915           | 0.9353         | 0.7620              | 0.8655            | 0.5191                         | 0.9150              | 0.8831               | 0.8515           | 0.8798    | 0.6392         | 0.7790       | 0.4291                    | 0.8161         | 0.7295          | 0.7785      |
| 0.2507        | 18.16 | 6720 | 0.5484          | 0.7201   | 0.8139        | 0.8907           | 0.9375         | 0.7313              | 0.8781            | 0.5032                         | 0.9110              | 0.8897               | 0.8467           | 0.8798    | 0.6401         | 0.7797       | 0.4239                    | 0.8122         | 0.7313          | 0.7739      |
| 0.1243        | 18.22 | 6740 | 0.5657          | 0.7145   | 0.8065        | 0.8860           | 0.9386         | 0.7248              | 0.8740            | 0.5135                         | 0.9162              | 0.8674               | 0.8108           | 0.8806    | 0.6408         | 0.7811       | 0.4245                    | 0.7974         | 0.7393          | 0.7375      |
| 0.5715        | 18.27 | 6760 | 0.4772          | 0.7355   | 0.8272        | 0.8990           | 0.9431         | 0.7711              | 0.8622            | 0.5217                         | 0.9133              | 0.8900               | 0.8889           | 0.8872    | 0.6662         | 0.7794       | 0.4282                    | 0.8251         | 0.7468          | 0.8159      |
| 0.1517        | 18.32 | 6780 | 0.4804          | 0.7373   | 0.8335        | 0.8981           | 0.9397         | 0.8005              | 0.8741            | 0.5403                         | 0.9090              | 0.8902               | 0.8809           | 0.8857    | 0.6945         | 0.7793       | 0.4287                    | 0.8253         | 0.7343          | 0.8133      |
| 0.2206        | 18.38 | 6800 | 0.4736          | 0.7346   | 0.8290        | 0.8989           | 0.9437         | 0.7558              | 0.8791            | 0.5499                         | 0.9095              | 0.8724               | 0.8922           | 0.8871    | 0.6593         | 0.7817       | 0.4248                    | 0.8266         | 0.7440          | 0.8187      |
| 0.1793        | 18.43 | 6820 | 0.4780          | 0.7342   | 0.8252        | 0.8993           | 0.9450         | 0.7567              | 0.8716            | 0.5234                         | 0.9136              | 0.8712               | 0.8946           | 0.8867    | 0.6529         | 0.7802       | 0.4299                    | 0.8285         | 0.7438          | 0.8172      |
| 0.1145        | 18.49 | 6840 | 0.4977          | 0.7310   | 0.8214        | 0.8983           | 0.9470         | 0.7326              | 0.8756            | 0.5149                         | 0.9097              | 0.8840               | 0.8862           | 0.8852    | 0.6395         | 0.7793       | 0.4302                    | 0.8278         | 0.7434          | 0.8114      |
| 0.1795        | 18.54 | 6860 | 0.5186          | 0.7287   | 0.8220        | 0.8965           | 0.9375         | 0.7385              | 0.8750            | 0.5185                         | 0.9131              | 0.8788               | 0.8922           | 0.8835    | 0.6419         | 0.7770       | 0.4282                    | 0.8257         | 0.7414          | 0.8030      |
| 0.1177        | 18.59 | 6880 | 0.4913          | 0.7308   | 0.8283        | 0.8929           | 0.9455         | 0.8327              | 0.8719            | 0.5425                         | 0.9121              | 0.8750               | 0.8183           | 0.8886    | 0.7052         | 0.7812       | 0.4351                    | 0.8103         | 0.7250          | 0.7701      |
| 0.1396        | 18.65 | 6900 | 0.5047          | 0.7286   | 0.8289        | 0.8917           | 0.9388         | 0.8497              | 0.8785            | 0.5495                         | 0.9213              | 0.8569               | 0.8072           | 0.8886    | 0.6988         | 0.7830       | 0.4336                    | 0.8079         | 0.7240          | 0.7644      |
| 0.074         | 18.7  | 6920 | 0.4698          | 0.7357   | 0.8362        | 0.8962           | 0.9462         | 0.8410              | 0.8769            | 0.5523                         | 0.9033              | 0.8837               | 0.8497           | 0.8881    | 0.7053         | 0.7782       | 0.4386                    | 0.8201         | 0.7173          | 0.8025      |
| 0.0895        | 18.76 | 6940 | 0.5044          | 0.7269   | 0.8271        | 0.8902           | 0.9425         | 0.8348              | 0.8692            | 0.5587                         | 0.9155              | 0.8721               | 0.7970           | 0.8874    | 0.7064         | 0.7792       | 0.4347                    | 0.8064         | 0.7169          | 0.7575      |
| 0.1672        | 18.81 | 6960 | 0.5068          | 0.7274   | 0.8261        | 0.8913           | 0.9472         | 0.8288              | 0.8699            | 0.5518                         | 0.9140              | 0.8746               | 0.7965           | 0.8897    | 0.7033         | 0.7798       | 0.4374                    | 0.8093         | 0.7149          | 0.7572      |
| 0.076         | 18.86 | 6980 | 0.5349          | 0.7284   | 0.8252        | 0.8918           | 0.9483         | 0.8235              | 0.8669            | 0.5465                         | 0.9149              | 0.8765               | 0.7995           | 0.8895    | 0.6992         | 0.7787       | 0.4395                    | 0.8084         | 0.7205          | 0.7627      |
| 0.1471        | 18.92 | 7000 | 0.5228          | 0.7277   | 0.8262        | 0.8901           | 0.9423         | 0.8316              | 0.8715            | 0.5508                         | 0.9137              | 0.8700               | 0.8033           | 0.8837    | 0.7009         | 0.7822       | 0.4341                    | 0.8035         | 0.7242          | 0.7651      |
| 0.1301        | 18.97 | 7020 | 0.5561          | 0.7258   | 0.8245        | 0.8886           | 0.9422         | 0.8108              | 0.8647            | 0.5742                         | 0.9134              | 0.8675               | 0.7990           | 0.8830    | 0.6989         | 0.7803       | 0.4329                    | 0.7996         | 0.7270          | 0.7591      |
| 0.1434        | 19.03 | 7040 | 0.5282          | 0.7269   | 0.8290        | 0.8893           | 0.9404         | 0.8378              | 0.8635            | 0.5689                         | 0.9110              | 0.8787               | 0.8030           | 0.8836    | 0.6985         | 0.7812       | 0.4389                    | 0.8024         | 0.7189          | 0.7648      |
| 0.1616        | 19.08 | 7060 | 0.5171          | 0.7264   | 0.8251        | 0.8892           | 0.9412         | 0.8066              | 0.8744            | 0.5583                         | 0.9078              | 0.8763               | 0.8110           | 0.8824    | 0.6981         | 0.7812       | 0.4352                    | 0.8022         | 0.7229          | 0.7625      |
| 0.1079        | 19.14 | 7080 | 0.5325          | 0.7246   | 0.8213        | 0.8882           | 0.9378         | 0.8086              | 0.8716            | 0.5485                         | 0.9182              | 0.8640               | 0.8003           | 0.8805    | 0.6972         | 0.7835       | 0.4347                    | 0.8022         | 0.7248          | 0.7493      |
| 0.1672        | 19.19 | 7100 | 0.5327          | 0.7273   | 0.8244        | 0.8895           | 0.9422         | 0.8242              | 0.8625            | 0.5552                         | 0.9162              | 0.8696               | 0.8007           | 0.8835    | 0.7031         | 0.7800       | 0.4388                    | 0.8020         | 0.7211          | 0.7630      |
| 0.0963        | 19.24 | 7120 | 0.5136          | 0.7248   | 0.8257        | 0.8888           | 0.9445         | 0.8344              | 0.8709            | 0.5591                         | 0.9097              | 0.8625               | 0.7989           | 0.8816    | 0.7031         | 0.7826       | 0.4284                    | 0.8054         | 0.7142          | 0.7583      |
| 0.1162        | 19.3  | 7140 | 0.5461          | 0.7254   | 0.8259        | 0.8890           | 0.9423         | 0.8372              | 0.8809            | 0.5598                         | 0.9136              | 0.8495               | 0.7981           | 0.8832    | 0.7029         | 0.7852       | 0.4180                    | 0.8011         | 0.7279          | 0.7599      |
| 0.0799        | 19.35 | 7160 | 0.5902          | 0.7158   | 0.8162        | 0.8846           | 0.9396         | 0.8302              | 0.8682            | 0.5226                         | 0.9183              | 0.8700               | 0.7646           | 0.8823    | 0.7028         | 0.7797       | 0.4299                    | 0.8037         | 0.6904          | 0.7217      |
| 0.0701        | 19.41 | 7180 | 0.5926          | 0.7038   | 0.8039        | 0.8813           | 0.9398         | 0.7416              | 0.8608            | 0.5220                         | 0.9152              | 0.8830               | 0.7649           | 0.8800    | 0.6510         | 0.7757       | 0.4271                    | 0.8067         | 0.6825          | 0.7040      |
| 0.1361        | 19.46 | 7200 | 0.6125          | 0.7163   | 0.8163        | 0.8854           | 0.9396         | 0.8311              | 0.8610            | 0.5186                         | 0.9208              | 0.8767               | 0.7662           | 0.8833    | 0.7040         | 0.7773       | 0.4328                    | 0.8075         | 0.6833          | 0.7261      |
| 0.1071        | 19.51 | 7220 | 0.5760          | 0.7155   | 0.8198        | 0.8846           | 0.9441         | 0.8383              | 0.8569            | 0.5451                         | 0.9108              | 0.8771               | 0.7661           | 0.8820    | 0.7033         | 0.7776       | 0.4297                    | 0.8069         | 0.6812          | 0.7281      |
| 0.0699        | 19.57 | 7240 | 0.5775          | 0.7124   | 0.8168        | 0.8831           | 0.9397         | 0.8000              | 0.8649            | 0.5633                         | 0.9128              | 0.8719               | 0.7653           | 0.8806    | 0.6935         | 0.7773       | 0.4268                    | 0.8061         | 0.6824          | 0.7198      |
| 0.1884        | 19.62 | 7260 | 0.5848          | 0.7082   | 0.8115        | 0.8823           | 0.9377         | 0.7771              | 0.8674            | 0.5400                         | 0.9142              | 0.8764               | 0.7675           | 0.8801    | 0.6667         | 0.7779       | 0.4339                    | 0.8078         | 0.6827          | 0.7083      |
| 0.0725        | 19.68 | 7280 | 0.5811          | 0.7066   | 0.8096        | 0.8824           | 0.9352         | 0.7375              | 0.8681            | 0.5562                         | 0.9157              | 0.8762               | 0.7785           | 0.8811    | 0.6408         | 0.7795       | 0.4366                    | 0.8070         | 0.6909          | 0.7106      |
| 0.1746        | 19.73 | 7300 | 0.6009          | 0.7088   | 0.8181        | 0.8815           | 0.9326         | 0.7889              | 0.8763            | 0.5736                         | 0.9104              | 0.8801               | 0.7648           | 0.8801    | 0.6746         | 0.7806       | 0.4304                    | 0.8057         | 0.6818          | 0.7081      |
| 0.1194        | 19.78 | 7320 | 0.6263          | 0.7068   | 0.8107        | 0.8813           | 0.9384         | 0.7763              | 0.8544            | 0.5529                         | 0.9164              | 0.8784               | 0.7579           | 0.8797    | 0.6673         | 0.7761       | 0.4356                    | 0.8072         | 0.6794          | 0.7022      |
| 1.7196        | 19.84 | 7340 | 0.6567          | 0.7014   | 0.8042        | 0.8799           | 0.9420         | 0.7219              | 0.8769            | 0.5483                         | 0.9089              | 0.8775               | 0.7536           | 0.8788    | 0.6380         | 0.7781       | 0.4355                    | 0.8059         | 0.6798          | 0.6940      |
| 1.7015        | 19.89 | 7360 | 0.6426          | 0.7102   | 0.8176        | 0.8811           | 0.9405         | 0.8053              | 0.8776            | 0.5722                         | 0.9070              | 0.8731               | 0.7477           | 0.8792    | 0.6927         | 0.7778       | 0.4370                    | 0.8043         | 0.6782          | 0.7022      |
| 0.0805        | 19.95 | 7380 | 0.5811          | 0.7063   | 0.8137        | 0.8821           | 0.9390         | 0.7647              | 0.8700            | 0.5678                         | 0.9105              | 0.8800               | 0.7642           | 0.8840    | 0.6498         | 0.7778       | 0.4389                    | 0.8088         | 0.6830          | 0.7021      |
| 0.219         | 20.0  | 7400 | 0.6208          | 0.7019   | 0.8119        | 0.8797           | 0.9378         | 0.7344              | 0.8682            | 0.5779                         | 0.9011              | 0.9001               | 0.7636           | 0.8811    | 0.6346         | 0.7778       | 0.4365                    | 0.8049         | 0.6794          | 0.6991      |
| 0.1064        | 20.05 | 7420 | 0.5930          | 0.7050   | 0.8089        | 0.8818           | 0.9378         | 0.7326              | 0.8808            | 0.5498                         | 0.9098              | 0.8809               | 0.7706           | 0.8811    | 0.6371         | 0.7809       | 0.4387                    | 0.8077         | 0.6850          | 0.7042      |
| 0.1225        | 20.11 | 7440 | 0.6141          | 0.7039   | 0.8100        | 0.8809           | 0.9367         | 0.7466              | 0.8674            | 0.5571                         | 0.9107              | 0.8868               | 0.7648           | 0.8811    | 0.6392         | 0.7790       | 0.4388                    | 0.8068         | 0.6815          | 0.7006      |
| 0.1528        | 20.16 | 7460 | 0.6091          | 0.7044   | 0.8081        | 0.8813           | 0.9361         | 0.7457              | 0.8599            | 0.5437                         | 0.9140              | 0.8863               | 0.7712           | 0.8815    | 0.6407         | 0.7758       | 0.4383                    | 0.8066         | 0.6836          | 0.7041      |
| 0.0898        | 20.22 | 7480 | 0.5996          | 0.7033   | 0.8043        | 0.8813           | 0.9391         | 0.7470              | 0.8692            | 0.5258                         | 0.9171              | 0.8669               | 0.7647           | 0.8802    | 0.6431         | 0.7788       | 0.4309                    | 0.8071         | 0.6815          | 0.7016      |
| 0.061         | 20.27 | 7500 | 0.5774          | 0.7044   | 0.8052        | 0.8817           | 0.9372         | 0.7412              | 0.8784            | 0.5365                         | 0.9187              | 0.8529               | 0.7717           | 0.8808    | 0.6412         | 0.7802       | 0.4330                    | 0.8063         | 0.6827          | 0.7064      |
| 0.2588        | 20.32 | 7520 | 0.5633          | 0.7058   | 0.8055        | 0.8833           | 0.9419         | 0.7396              | 0.8736            | 0.5311                         | 0.9182              | 0.8636               | 0.7704           | 0.8832    | 0.6404         | 0.7816       | 0.4336                    | 0.8113         | 0.6855          | 0.7049      |
| 0.1383        | 20.38 | 7540 | 0.5946          | 0.7105   | 0.8138        | 0.8830           | 0.9332         | 0.7809              | 0.8742            | 0.5516                         | 0.9208              | 0.8680               | 0.7680           | 0.8812    | 0.6698         | 0.7828       | 0.4335                    | 0.8065         | 0.6892          | 0.7105      |
| 0.0776        | 20.43 | 7560 | 0.5698          | 0.7064   | 0.8091        | 0.8828           | 0.9362         | 0.7478              | 0.8733            | 0.5394                         | 0.9164              | 0.8764               | 0.7743           | 0.8813    | 0.6379         | 0.7835       | 0.4336                    | 0.8081         | 0.6912          | 0.7094      |
| 0.0881        | 20.49 | 7580 | 0.5651          | 0.7094   | 0.8150        | 0.8828           | 0.9366         | 0.7775              | 0.8798            | 0.5485                         | 0.9111              | 0.8873               | 0.7640           | 0.8814    | 0.6707         | 0.7861       | 0.4316                    | 0.8100         | 0.6787          | 0.7070      |
| 0.0403        | 20.54 | 7600 | 0.5827          | 0.7106   | 0.8128        | 0.8831           | 0.9363         | 0.7902              | 0.8742            | 0.5418                         | 0.9200              | 0.8619               | 0.7649           | 0.8813    | 0.6770         | 0.7856       | 0.4309                    | 0.8068         | 0.6834          | 0.7090      |
| 0.078         | 20.59 | 7620 | 0.5765          | 0.7034   | 0.8061        | 0.8817           | 0.9398         | 0.7406              | 0.8713            | 0.5440                         | 0.9161              | 0.8651               | 0.7658           | 0.8804    | 0.6380         | 0.7863       | 0.4266                    | 0.8094         | 0.6814          | 0.7018      |
| 0.3356        | 20.65 | 7640 | 0.5912          | 0.7061   | 0.8074        | 0.8825           | 0.9351         | 0.7633              | 0.8712            | 0.5214                         | 0.9212              | 0.8708               | 0.7688           | 0.8810    | 0.6466         | 0.7851       | 0.4336                    | 0.8092         | 0.6836          | 0.7037      |
| 1.3171        | 20.7  | 7660 | 0.5602          | 0.7069   | 0.8083        | 0.8832           | 0.9413         | 0.7441              | 0.8743            | 0.5402                         | 0.9147              | 0.8756               | 0.7678           | 0.8830    | 0.6496         | 0.7844       | 0.4341                    | 0.8118         | 0.6810          | 0.7045      |
| 0.0977        | 20.76 | 7680 | 0.5698          | 0.7072   | 0.8097        | 0.8825           | 0.9377         | 0.7633              | 0.8650            | 0.5423                         | 0.9169              | 0.8716               | 0.7709           | 0.8809    | 0.6540         | 0.7816       | 0.4357                    | 0.8089         | 0.6823          | 0.7073      |
| 0.1241        | 20.81 | 7700 | 0.5930          | 0.7128   | 0.8143        | 0.8838           | 0.9368         | 0.8196              | 0.8633            | 0.5272                         | 0.9224              | 0.8677               | 0.7632           | 0.8826    | 0.6924         | 0.7804       | 0.4331                    | 0.8068         | 0.6794          | 0.7150      |
| 0.1504        | 20.86 | 7720 | 0.5620          | 0.7150   | 0.8158        | 0.8847           | 0.9397         | 0.8153              | 0.8756            | 0.5283                         | 0.9166              | 0.8664               | 0.7686           | 0.8833    | 0.6988         | 0.7806       | 0.4346                    | 0.8073         | 0.6799          | 0.7203      |
| 0.1303        | 20.92 | 7740 | 0.5552          | 0.7153   | 0.8169        | 0.8847           | 0.9395         | 0.8212              | 0.8648            | 0.5311                         | 0.9158              | 0.8744               | 0.7716           | 0.8826    | 0.6977         | 0.7792       | 0.4361                    | 0.8074         | 0.6829          | 0.7215      |
| 0.1769        | 20.97 | 7760 | 0.5356          | 0.7134   | 0.8102        | 0.8851           | 0.9392         | 0.8151              | 0.8748            | 0.4775                         | 0.9192              | 0.8678               | 0.7780           | 0.8807    | 0.6960         | 0.7808       | 0.4172                    | 0.8083         | 0.6865          | 0.7240      |
| 0.1076        | 21.03 | 7780 | 0.5276          | 0.7188   | 0.8172        | 0.8874           | 0.9450         | 0.8183              | 0.8750            | 0.5146                         | 0.9117              | 0.8648               | 0.7910           | 0.8823    | 0.7001         | 0.7814       | 0.4262                    | 0.8108         | 0.6883          | 0.7426      |
| 0.1167        | 21.08 | 7800 | 0.5451          | 0.7170   | 0.8193        | 0.8858           | 0.9412         | 0.8274              | 0.8671            | 0.5280                         | 0.9127              | 0.8857               | 0.7729           | 0.8844    | 0.7033         | 0.7808       | 0.4294                    | 0.8082         | 0.6814          | 0.7314      |
| 0.1505        | 21.14 | 7820 | 0.5803          | 0.7127   | 0.8187        | 0.8832           | 0.9381         | 0.8204              | 0.8707            | 0.5503                         | 0.9121              | 0.8756               | 0.7634           | 0.8813    | 0.6950         | 0.7812       | 0.4298                    | 0.8071         | 0.6792          | 0.7150      |
| 0.0978        | 21.19 | 7840 | 0.5547          | 0.7092   | 0.8096        | 0.8844           | 0.9383         | 0.7414              | 0.8759            | 0.5400                         | 0.9153              | 0.8644               | 0.7917           | 0.8814    | 0.6410         | 0.7830       | 0.4297                    | 0.8081         | 0.6970          | 0.7243      |
| 0.1336        | 21.24 | 7860 | 0.5842          | 0.7095   | 0.8124        | 0.8827           | 0.9349         | 0.7769              | 0.8704            | 0.5432                         | 0.9180              | 0.8778               | 0.7655           | 0.8821    | 0.6664         | 0.7837       | 0.4352                    | 0.8053         | 0.6874          | 0.7065      |
| 0.0434        | 21.3  | 7880 | 0.5824          | 0.7172   | 0.8205        | 0.8851           | 0.9390         | 0.8237              | 0.8763            | 0.5484                         | 0.9144              | 0.8757               | 0.7663           | 0.8843    | 0.7015         | 0.7813       | 0.4384                    | 0.8057         | 0.6847          | 0.7243      |
| 0.1369        | 21.35 | 7900 | 0.5607          | 0.7172   | 0.8203        | 0.8853           | 0.9390         | 0.8351              | 0.8760            | 0.5374                         | 0.9153              | 0.8710               | 0.7682           | 0.8840    | 0.7032         | 0.7807       | 0.4363                    | 0.8061         | 0.6832          | 0.7268      |
| 0.1912        | 21.41 | 7920 | 0.5439          | 0.7188   | 0.8225        | 0.8860           | 0.9412         | 0.8383              | 0.8626            | 0.5567                         | 0.9149              | 0.8707               | 0.7735           | 0.8836    | 0.7002         | 0.7822       | 0.4392                    | 0.8070         | 0.6885          | 0.7313      |
| 0.1582        | 21.46 | 7940 | 0.5571          | 0.7187   | 0.8151        | 0.8865           | 0.9447         | 0.8064              | 0.8735            | 0.5326                         | 0.9194              | 0.8584               | 0.7709           | 0.8837    | 0.6987         | 0.7832       | 0.4385                    | 0.8061         | 0.6871          | 0.7338      |
| 0.0929        | 21.51 | 7960 | 0.5337          | 0.7203   | 0.8231        | 0.8872           | 0.9407         | 0.8339              | 0.8734            | 0.5499                         | 0.9157              | 0.8705               | 0.7774           | 0.8847    | 0.7018         | 0.7832       | 0.4407                    | 0.8099         | 0.6832          | 0.7386      |
| 0.1048        | 21.57 | 7980 | 0.5401          | 0.7217   | 0.8233        | 0.8878           | 0.9426         | 0.8309              | 0.8764            | 0.5440                         | 0.9125              | 0.8753               | 0.7813           | 0.8846    | 0.7013         | 0.7822       | 0.4391                    | 0.8081         | 0.6919          | 0.7445      |
| 0.0727        | 21.62 | 8000 | 0.5514          | 0.7187   | 0.8208        | 0.8866           | 0.9422         | 0.8335              | 0.8697            | 0.5334                         | 0.9141              | 0.8796               | 0.7729           | 0.8846    | 0.7021         | 0.7798       | 0.4371                    | 0.8094         | 0.6822          | 0.7359      |
| 0.1216        | 21.68 | 8020 | 0.5111          | 0.7226   | 0.8245        | 0.8889           | 0.9420         | 0.8297              | 0.8737            | 0.5383                         | 0.9105              | 0.8795               | 0.7974           | 0.8835    | 0.7019         | 0.7824       | 0.4371                    | 0.8148         | 0.6878          | 0.7510      |
| 0.1459        | 21.73 | 8040 | 0.5444          | 0.7199   | 0.8168        | 0.8878           | 0.9379         | 0.7841              | 0.8657            | 0.5358                         | 0.9194              | 0.8734               | 0.8014           | 0.8822    | 0.6837         | 0.7813       | 0.4348                    | 0.8096         | 0.7035          | 0.7441      |
| 0.1852        | 21.78 | 8060 | 0.5350          | 0.7223   | 0.8247        | 0.8883           | 0.9412         | 0.8266              | 0.8679            | 0.5547                         | 0.9128              | 0.8788               | 0.7905           | 0.8842    | 0.6993         | 0.7834       | 0.4344                    | 0.8094         | 0.6983          | 0.7473      |
| 0.0647        | 21.84 | 8080 | 0.5759          | 0.7213   | 0.8262        | 0.8876           | 0.9390         | 0.8241              | 0.8713            | 0.5653                         | 0.9112              | 0.8879               | 0.7847           | 0.8849    | 0.6995         | 0.7828       | 0.4386                    | 0.8101         | 0.6906          | 0.7428      |
| 0.0837        | 21.89 | 8100 | 0.5525          | 0.7246   | 0.8235        | 0.8892           | 0.9365         | 0.8146              | 0.8732            | 0.5414                         | 0.9164              | 0.8750               | 0.8076           | 0.8825    | 0.6975         | 0.7816       | 0.4392                    | 0.8094         | 0.7085          | 0.7536      |
| 0.1846        | 21.95 | 8120 | 0.5484          | 0.7272   | 0.8259        | 0.8903           | 0.9411         | 0.8181              | 0.8788            | 0.5542                         | 0.9149              | 0.8741               | 0.8000           | 0.8854    | 0.7019         | 0.7838       | 0.4427                    | 0.8078         | 0.7078          | 0.7613      |
| 0.1278        | 22.0  | 8140 | 0.5386          | 0.7271   | 0.8272        | 0.8903           | 0.9422         | 0.8282              | 0.8812            | 0.5455                         | 0.9091              | 0.8811               | 0.8034           | 0.8848    | 0.7038         | 0.7827       | 0.4411                    | 0.8086         | 0.7062          | 0.7624      |
| 0.0926        | 22.05 | 8160 | 0.5304          | 0.7240   | 0.8272        | 0.8884           | 0.9430         | 0.8241              | 0.8711            | 0.5746                         | 0.9093              | 0.8793               | 0.7889           | 0.8853    | 0.7035         | 0.7825       | 0.4416                    | 0.8078         | 0.6965          | 0.7508      |
| 0.0592        | 22.11 | 8180 | 0.5332          | 0.7264   | 0.8229        | 0.8897           | 0.9448         | 0.7984              | 0.8755            | 0.5636                         | 0.9139              | 0.8657               | 0.7982           | 0.8845    | 0.6999         | 0.7810       | 0.4400                    | 0.8052         | 0.7133          | 0.7609      |
| 0.1817        | 22.16 | 8200 | 0.5291          | 0.7277   | 0.8281        | 0.8906           | 0.9411         | 0.8406              | 0.8751            | 0.5480                         | 0.9136              | 0.8761               | 0.8023           | 0.8867    | 0.7046         | 0.7813       | 0.4389                    | 0.8071         | 0.7117          | 0.7635      |
| 0.1515        | 22.22 | 8220 | 0.5509          | 0.7275   | 0.8269        | 0.8899           | 0.9381         | 0.8363              | 0.8703            | 0.5463                         | 0.9162              | 0.8772               | 0.8036           | 0.8853    | 0.7055         | 0.7811       | 0.4376                    | 0.8038         | 0.7167          | 0.7626      |
| 0.0848        | 22.27 | 8240 | 0.5433          | 0.7264   | 0.8255        | 0.8893           | 0.9358         | 0.8325              | 0.8701            | 0.5449                         | 0.9185              | 0.8714               | 0.8053           | 0.8843    | 0.7060         | 0.7813       | 0.4374                    | 0.8047         | 0.7139          | 0.7571      |
| 0.1139        | 22.32 | 8260 | 0.5632          | 0.7250   | 0.8267        | 0.8885           | 0.9403         | 0.8277              | 0.8736            | 0.5600                         | 0.9104              | 0.8801               | 0.7947           | 0.8853    | 0.7076         | 0.7814       | 0.4367                    | 0.8042         | 0.7079          | 0.7520      |
| 0.5177        | 22.38 | 8280 | 0.5729          | 0.7166   | 0.8211        | 0.8844           | 0.9378         | 0.8310              | 0.8771            | 0.5467                         | 0.9130              | 0.8809               | 0.7614           | 0.8841    | 0.7072         | 0.7815       | 0.4379                    | 0.8050         | 0.6824          | 0.7180      |
| 0.1236        | 22.43 | 8300 | 0.5515          | 0.7227   | 0.8228        | 0.8876           | 0.9373         | 0.8245              | 0.8667            | 0.5507                         | 0.9181              | 0.8692               | 0.7929           | 0.8847    | 0.7048         | 0.7820       | 0.4356                    | 0.8045         | 0.7037          | 0.7436      |
| 0.0984        | 22.49 | 8320 | 0.5298          | 0.7214   | 0.8218        | 0.8873           | 0.9408         | 0.8249              | 0.8826            | 0.5460                         | 0.9139              | 0.8556               | 0.7888           | 0.8849    | 0.7065         | 0.7813       | 0.4306                    | 0.8041         | 0.7011          | 0.7414      |
| 0.1006        | 22.54 | 8340 | 0.5768          | 0.7127   | 0.8163        | 0.8828           | 0.9398         | 0.8122              | 0.8649            | 0.5427                         | 0.9112              | 0.8830               | 0.7603           | 0.8829    | 0.6986         | 0.7779       | 0.4356                    | 0.8037         | 0.6797          | 0.7106      |
| 0.0579        | 22.59 | 8360 | 0.5445          | 0.7139   | 0.8163        | 0.8843           | 0.9388         | 0.7999              | 0.8679            | 0.5413                         | 0.9121              | 0.8746               | 0.7797           | 0.8817    | 0.6815         | 0.7797       | 0.4354                    | 0.8059         | 0.6923          | 0.7205      |
| 0.1172        | 22.65 | 8380 | 0.5767          | 0.7125   | 0.8174        | 0.8829           | 0.9411         | 0.8318              | 0.8663            | 0.5422                         | 0.9132              | 0.8758               | 0.7515           | 0.8836    | 0.7009         | 0.7782       | 0.4367                    | 0.8055         | 0.6759          | 0.7066      |
| 0.1545        | 22.7  | 8400 | 0.5854          | 0.7114   | 0.8146        | 0.8826           | 0.9431         | 0.8138              | 0.8676            | 0.5363                         | 0.9106              | 0.8776               | 0.7532           | 0.8817    | 0.6967         | 0.7797       | 0.4359                    | 0.8069         | 0.6733          | 0.7054      |
| 0.044         | 22.76 | 8420 | 0.5867          | 0.7099   | 0.8126        | 0.8820           | 0.9393         | 0.7963              | 0.8624            | 0.5450                         | 0.9164              | 0.8751               | 0.7537           | 0.8821    | 0.6883         | 0.7795       | 0.4381                    | 0.8062         | 0.6744          | 0.7010      |
| 1.4577        | 22.81 | 8440 | 0.5761          | 0.7130   | 0.8154        | 0.8834           | 0.9432         | 0.8199              | 0.8782            | 0.5466                         | 0.9156              | 0.8492               | 0.7549           | 0.8830    | 0.7022         | 0.7797       | 0.4339                    | 0.8057         | 0.6749          | 0.7115      |
| 0.0514        | 22.86 | 8460 | 0.5602          | 0.7105   | 0.8134        | 0.8827           | 0.9396         | 0.7937              | 0.8748            | 0.5392                         | 0.9123              | 0.8670               | 0.7669           | 0.8806    | 0.6785         | 0.7804       | 0.4358                    | 0.8063         | 0.6832          | 0.7089      |
| 0.1701        | 22.92 | 8480 | 0.5568          | 0.7102   | 0.8095        | 0.8845           | 0.9435         | 0.7661              | 0.8802            | 0.5273                         | 0.9157              | 0.8635               | 0.7700           | 0.8852    | 0.6639         | 0.7805       | 0.4355                    | 0.8095         | 0.6884          | 0.7085      |
| 0.2267        | 22.97 | 8500 | 0.5569          | 0.7140   | 0.8135        | 0.8869           | 0.9431         | 0.7740              | 0.8688            | 0.5302                         | 0.9161              | 0.8754               | 0.7872           | 0.8867    | 0.6592         | 0.7804       | 0.4364                    | 0.8123         | 0.6997          | 0.7236      |
| 1.5935        | 23.03 | 8520 | 0.5874          | 0.7177   | 0.8183        | 0.8870           | 0.9469         | 0.8319              | 0.8723            | 0.5303                         | 0.9167              | 0.8651               | 0.7652           | 0.8882    | 0.7028         | 0.7791       | 0.4344                    | 0.8107         | 0.6866          | 0.7223      |
| 0.6755        | 23.08 | 8540 | 0.5885          | 0.7161   | 0.8164        | 0.8863           | 0.9459         | 0.8387              | 0.8614            | 0.5197                         | 0.9204              | 0.8699               | 0.7590           | 0.8881    | 0.7025         | 0.7776       | 0.4350                    | 0.8115         | 0.6814          | 0.7165      |
| 0.1699        | 23.14 | 8560 | 0.6035          | 0.7135   | 0.8146        | 0.8847           | 0.9442         | 0.8125              | 0.8636            | 0.5385                         | 0.9202              | 0.8734               | 0.7500           | 0.8878    | 0.6985         | 0.7782       | 0.4376                    | 0.8108         | 0.6770          | 0.7045      |
| 0.1138        | 23.19 | 8580 | 0.5666          | 0.7141   | 0.8161        | 0.8854           | 0.9437         | 0.8091              | 0.8734            | 0.5387                         | 0.9166              | 0.8676               | 0.7637           | 0.8866    | 0.6898         | 0.7817       | 0.4364                    | 0.8126         | 0.6824          | 0.7093      |
| 0.1108        | 23.24 | 8600 | 0.5712          | 0.7106   | 0.8111        | 0.8845           | 0.9438         | 0.7839              | 0.8629            | 0.5341                         | 0.9185              | 0.8688               | 0.7653           | 0.8860    | 0.6706         | 0.7797       | 0.4363                    | 0.8111         | 0.6847          | 0.7060      |
| 0.1703        | 23.3  | 8620 | 0.5907          | 0.7072   | 0.8013        | 0.8835           | 0.9442         | 0.7530              | 0.8611            | 0.4989                         | 0.9236              | 0.8639               | 0.7644           | 0.8830    | 0.6628         | 0.7778       | 0.4292                    | 0.8091         | 0.6837          | 0.7049      |
| 0.0848        | 23.35 | 8640 | 0.5342          | 0.7174   | 0.8175        | 0.8870           | 0.9437         | 0.8071              | 0.8808            | 0.5276                         | 0.9124              | 0.8675               | 0.7836           | 0.8853    | 0.6915         | 0.7805       | 0.4328                    | 0.8114         | 0.6940          | 0.7262      |
| 1.6408        | 23.41 | 8660 | 0.5582          | 0.7182   | 0.8200        | 0.8871           | 0.9482         | 0.8185              | 0.8802            | 0.5473                         | 0.9122              | 0.8686               | 0.7649           | 0.8895    | 0.7045         | 0.7806       | 0.4331                    | 0.8106         | 0.6851          | 0.7238      |
| 0.6283        | 23.46 | 8680 | 0.5693          | 0.7172   | 0.8205        | 0.8865           | 0.9473         | 0.8239              | 0.8726            | 0.5542                         | 0.9129              | 0.8692               | 0.7630           | 0.8891    | 0.7038         | 0.7793       | 0.4306                    | 0.8098         | 0.6865          | 0.7214      |
| 0.1606        | 23.51 | 8700 | 0.5917          | 0.7163   | 0.8129        | 0.8864           | 0.9509         | 0.8091              | 0.8720            | 0.5277                         | 0.9195              | 0.8548               | 0.7562           | 0.8889    | 0.7031         | 0.7773       | 0.4331                    | 0.8082         | 0.6832          | 0.7201      |
| 0.1161        | 23.57 | 8720 | 0.6089          | 0.7168   | 0.8195        | 0.8860           | 0.9475         | 0.8214              | 0.8728            | 0.5599                         | 0.9157              | 0.8650               | 0.7543           | 0.8904    | 0.7053         | 0.7780       | 0.4349                    | 0.8078         | 0.6814          | 0.7196      |
| 0.1304        | 23.62 | 8740 | 0.5523          | 0.7186   | 0.8239        | 0.8871           | 0.9478         | 0.8349              | 0.8764            | 0.5601                         | 0.9090              | 0.8720               | 0.7670           | 0.8898    | 0.7043         | 0.7802       | 0.4340                    | 0.8107         | 0.6829          | 0.7281      |
| 0.2109        | 23.68 | 8760 | 0.5618          | 0.7186   | 0.8233        | 0.8871           | 0.9446         | 0.8397              | 0.8707            | 0.5553                         | 0.9146              | 0.8713               | 0.7669           | 0.8900    | 0.7040         | 0.7781       | 0.4362                    | 0.8101         | 0.6834          | 0.7285      |
| 0.1242        | 23.73 | 8780 | 0.5724          | 0.7172   | 0.8240        | 0.8863           | 0.9453         | 0.8427              | 0.8659            | 0.5634                         | 0.9120              | 0.8768               | 0.7620           | 0.8901    | 0.7032         | 0.7769       | 0.4348                    | 0.8096         | 0.6804          | 0.7255      |
| 0.096         | 23.78 | 8800 | 0.5456          | 0.7191   | 0.8223        | 0.8876           | 0.9454         | 0.8300              | 0.8713            | 0.5517                         | 0.9142              | 0.8710               | 0.7728           | 0.8903    | 0.7041         | 0.7792       | 0.4345                    | 0.8112         | 0.6846          | 0.7300      |
| 0.038         | 23.84 | 8820 | 0.5495          | 0.7185   | 0.8226        | 0.8872           | 0.9476         | 0.8372              | 0.8645            | 0.5558                         | 0.9120              | 0.8695               | 0.7717           | 0.8894    | 0.7038         | 0.7779       | 0.4326                    | 0.8108         | 0.6854          | 0.7294      |
| 0.0602        | 23.89 | 8840 | 0.5613          | 0.7167   | 0.8211        | 0.8864           | 0.9478         | 0.8359              | 0.8614            | 0.5557                         | 0.9139              | 0.8709               | 0.7617           | 0.8895    | 0.7036         | 0.7775       | 0.4344                    | 0.8117         | 0.6782          | 0.7219      |
| 0.1238        | 23.95 | 8860 | 0.5696          | 0.7171   | 0.8175        | 0.8871           | 0.9462         | 0.8324              | 0.8678            | 0.5188                         | 0.9186              | 0.8775               | 0.7614           | 0.8899    | 0.7057         | 0.7779       | 0.4349                    | 0.8139         | 0.6769          | 0.7207      |
| 0.1268        | 24.0  | 8880 | 0.5892          | 0.7174   | 0.8176        | 0.8870           | 0.9473         | 0.8282              | 0.8697            | 0.5272                         | 0.9173              | 0.8702               | 0.7632           | 0.8899    | 0.7058         | 0.7766       | 0.4351                    | 0.8116         | 0.6793          | 0.7234      |
| 0.9054        | 24.05 | 8900 | 0.5655          | 0.7181   | 0.8187        | 0.8875           | 0.9479         | 0.8362              | 0.8659            | 0.5280                         | 0.9168              | 0.8688               | 0.7676           | 0.8892    | 0.7046         | 0.7777       | 0.4341                    | 0.8125         | 0.6826          | 0.7261      |
| 0.1283        | 24.11 | 8920 | 0.5632          | 0.7171   | 0.8178        | 0.8869           | 0.9482         | 0.8309              | 0.8656            | 0.5287                         | 0.9161              | 0.8735               | 0.7619           | 0.8894    | 0.7046         | 0.7774       | 0.4353                    | 0.8122         | 0.6794          | 0.7211      |
| 0.0349        | 24.16 | 8940 | 0.5627          | 0.7162   | 0.8183        | 0.8862           | 0.9484         | 0.8265              | 0.8731            | 0.5375                         | 0.9129              | 0.8696               | 0.7597           | 0.8889    | 0.7042         | 0.7771       | 0.4342                    | 0.8110         | 0.6794          | 0.7187      |
| 0.0946        | 24.22 | 8960 | 0.5439          | 0.7179   | 0.8220        | 0.8870           | 0.9458         | 0.8346              | 0.8661            | 0.5505                         | 0.9131              | 0.8720               | 0.7716           | 0.8890    | 0.7021         | 0.7783       | 0.4345                    | 0.8121         | 0.6837          | 0.7257      |
| 0.1334        | 24.27 | 8980 | 0.5707          | 0.7171   | 0.8200        | 0.8866           | 0.9482         | 0.8326              | 0.8735            | 0.5463                         | 0.9140              | 0.8660               | 0.7592           | 0.8893    | 0.7041         | 0.7774       | 0.4353                    | 0.8106         | 0.6815          | 0.7215      |
| 0.2462        | 24.32 | 9000 | 0.5530          | 0.7177   | 0.8201        | 0.8868           | 0.9479         | 0.8347              | 0.8630            | 0.5536                         | 0.9169              | 0.8588               | 0.7654           | 0.8892    | 0.7029         | 0.7772       | 0.4349                    | 0.8100         | 0.6840          | 0.7255      |
| 0.0308        | 24.38 | 9020 | 0.5783          | 0.7160   | 0.8188        | 0.8860           | 0.9486         | 0.8234              | 0.8695            | 0.5480                         | 0.9137              | 0.8751               | 0.7531           | 0.8896    | 0.7035         | 0.7776       | 0.4377                    | 0.8113         | 0.6764          | 0.7159      |
| 0.1121        | 24.43 | 9040 | 0.5726          | 0.7172   | 0.8172        | 0.8870           | 0.9479         | 0.8297              | 0.8665            | 0.5224                         | 0.9164              | 0.8729               | 0.7642           | 0.8885    | 0.7033         | 0.7770       | 0.4357                    | 0.8128         | 0.6811          | 0.7217      |
| 0.1291        | 24.49 | 9060 | 0.5862          | 0.7159   | 0.8174        | 0.8860           | 0.9478         | 0.8177              | 0.8648            | 0.5422                         | 0.9146              | 0.8765               | 0.7586           | 0.8892    | 0.7029         | 0.7756       | 0.4369                    | 0.8108         | 0.6792          | 0.7167      |
| 0.1289        | 24.54 | 9080 | 0.5864          | 0.7164   | 0.8193        | 0.8861           | 0.9460         | 0.8289              | 0.8662            | 0.5458                         | 0.9153              | 0.8725               | 0.7606           | 0.8890    | 0.7027         | 0.7759       | 0.4366                    | 0.8102         | 0.6818          | 0.7187      |
| 0.0567        | 24.59 | 9100 | 0.5724          | 0.7158   | 0.8205        | 0.8859           | 0.9461         | 0.8304              | 0.8682            | 0.5551                         | 0.9141              | 0.8710               | 0.7584           | 0.8895    | 0.7022         | 0.7774       | 0.4353                    | 0.8110         | 0.6786          | 0.7168      |
| 0.1257        | 24.65 | 9120 | 0.5750          | 0.7161   | 0.8160        | 0.8864           | 0.9491         | 0.8211              | 0.8637            | 0.5284                         | 0.9160              | 0.8747               | 0.7591           | 0.8888    | 0.7023         | 0.7764       | 0.4366                    | 0.8124         | 0.6789          | 0.7172      |
| 0.2258        | 24.7  | 9140 | 0.5831          | 0.7155   | 0.8183        | 0.8858           | 0.9494         | 0.8261              | 0.8642            | 0.5451                         | 0.9132              | 0.8756               | 0.7542           | 0.8889    | 0.7032         | 0.7765       | 0.4357                    | 0.8115         | 0.6774          | 0.7152      |
| 0.2915        | 24.76 | 9160 | 0.5914          | 0.7157   | 0.8146        | 0.8859           | 0.9467         | 0.8228              | 0.8711            | 0.5348                         | 0.9219              | 0.8440               | 0.7607           | 0.8888    | 0.7030         | 0.7755       | 0.4369                    | 0.8080         | 0.6786          | 0.7194      |
| 0.0542        | 24.81 | 9180 | 0.5788          | 0.7164   | 0.8172        | 0.8863           | 0.9466         | 0.8288              | 0.8637            | 0.5341                         | 0.9183              | 0.8676               | 0.7613           | 0.8887    | 0.7013         | 0.7760       | 0.4378                    | 0.8109         | 0.6817          | 0.7182      |
| 0.1377        | 24.86 | 9200 | 0.5759          | 0.7158   | 0.8140        | 0.8865           | 0.9482         | 0.8175              | 0.8650            | 0.5166                         | 0.9187              | 0.8715               | 0.7605           | 0.8886    | 0.7011         | 0.7763       | 0.4350                    | 0.8119         | 0.6806          | 0.7173      |
| 0.0852        | 24.92 | 9220 | 0.5892          | 0.7156   | 0.8164        | 0.8862           | 0.9496         | 0.8265              | 0.8628            | 0.5355                         | 0.9172              | 0.8691               | 0.7543           | 0.8888    | 0.7034         | 0.7772       | 0.4361                    | 0.8126         | 0.6759          | 0.7154      |
| 0.1275        | 24.97 | 9240 | 0.5730          | 0.7157   | 0.8145        | 0.8866           | 0.9491         | 0.8195              | 0.8684            | 0.5106                         | 0.9154              | 0.8773               | 0.7612           | 0.8883    | 0.7016         | 0.7771       | 0.4328                    | 0.8130         | 0.6795          | 0.7176      |


### Framework versions

- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
