transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b3-finetuned-ade-512-512 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b3-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-ade-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-b3-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7613
- Mean Iou: 0.7092
- Mean Accuracy: 0.8104
- Overall Accuracy: 0.8790
- Accuracy Water: 0.9352
- Accuracy Whitewater: 0.8067
- Accuracy Sediment: 0.8732
- Accuracy Other Natural Terrain: 0.5054
- Accuracy Vegetation: 0.8997
- Accuracy Development: 0.8714
- Accuracy Unknown: 0.7814
- Iou Water: 0.8677
- Iou Whitewater: 0.6795
- Iou Sediment: 0.7649
- Iou Other Natural Terrain: 0.4259
- Iou Vegetation: 0.7883
- Iou Development: 0.7211
- Iou Unknown: 0.7170

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7642        | 0.05  | 20   | 1.6699          | 0.1741   | 0.2887        | 0.4511           | 0.3629         | 0.3020              | 0.0122            | 0.0013                         | 0.8998              | 0.1317               | 0.3106           | 0.3310    | 0.0708         | 0.0112       | 0.0013                    | 0.3953         | 0.1007          | 0.3084      |
| 1.6158        | 0.11  | 40   | 1.3903          | 0.1804   | 0.2783        | 0.5516           | 0.6957         | 0.0198              | 0.1032            | 0.0000                         | 0.9605              | 0.1077               | 0.0616           | 0.5309    | 0.0184         | 0.0965       | 0.0000                    | 0.4589         | 0.0973          | 0.0606      |
| 1.3168        | 0.16  | 60   | 1.1710          | 0.2583   | 0.3483        | 0.6425           | 0.8324         | 0.0359              | 0.0669            | 0.0                            | 0.9578              | 0.1157               | 0.4296           | 0.6688    | 0.0344         | 0.0630       | 0.0                       | 0.5089         | 0.1094          | 0.4233      |
| 1.1024        | 0.22  | 80   | 1.0398          | 0.3143   | 0.4032        | 0.6865           | 0.8815         | 0.1083              | 0.1413            | 0.0                            | 0.9619              | 0.2673               | 0.4620           | 0.6970    | 0.1041         | 0.1261       | 0.0                       | 0.5725         | 0.2452          | 0.4549      |
| 1.0384        | 0.27  | 100  | 0.9307          | 0.3388   | 0.4315        | 0.7113           | 0.8919         | 0.0379              | 0.3662            | 0.0                            | 0.9582              | 0.2753               | 0.4913           | 0.7137    | 0.0374         | 0.2526       | 0.0                       | 0.6316         | 0.2550          | 0.4813      |
| 0.9056        | 0.32  | 120  | 0.8649          | 0.3988   | 0.5060        | 0.7415           | 0.9191         | 0.1051              | 0.4270            | 0.0                            | 0.8743              | 0.7201               | 0.4965           | 0.7159    | 0.1038         | 0.3178       | 0.0                       | 0.6739         | 0.4951          | 0.4849      |
| 1.1867        | 0.38  | 140  | 0.8470          | 0.4027   | 0.5076        | 0.7418           | 0.8363         | 0.0329              | 0.6586            | 0.0                            | 0.9529              | 0.5761               | 0.4960           | 0.7494    | 0.0326         | 0.4722       | 0.0                       | 0.6188         | 0.4643          | 0.4815      |
| 1.2778        | 0.43  | 160  | 0.8108          | 0.4419   | 0.5491        | 0.7656           | 0.8973         | 0.1895              | 0.5864            | 0.0                            | 0.9145              | 0.7679               | 0.4885           | 0.7758    | 0.1848         | 0.4732       | 0.0                       | 0.6536         | 0.5269          | 0.4791      |
| 0.8217        | 0.49  | 180  | 0.7507          | 0.4544   | 0.5750        | 0.7728           | 0.8801         | 0.1928              | 0.7543            | 0.0                            | 0.8893              | 0.7924               | 0.5161           | 0.7912    | 0.1858         | 0.5100       | 0.0                       | 0.6678         | 0.5398          | 0.4859      |
| 0.9801        | 0.54  | 200  | 0.7149          | 0.4827   | 0.5995        | 0.7819           | 0.9016         | 0.3829              | 0.7254            | 0.0                            | 0.8848              | 0.7904               | 0.5117           | 0.8007    | 0.3571         | 0.5615       | 0.0                       | 0.6774         | 0.4859          | 0.4966      |
| 0.7374        | 0.59  | 220  | 0.6885          | 0.4950   | 0.6159        | 0.7894           | 0.9068         | 0.3910              | 0.8448            | 0.0                            | 0.8656              | 0.7859               | 0.5169           | 0.7839    | 0.3448         | 0.5749       | 0.0                       | 0.6942         | 0.5774          | 0.4895      |
| 1.0931        | 0.65  | 240  | 0.6884          | 0.4889   | 0.6134        | 0.7885           | 0.9106         | 0.3515              | 0.8590            | 0.0                            | 0.8554              | 0.8118               | 0.5059           | 0.7804    | 0.3041         | 0.5561       | 0.0                       | 0.7017         | 0.5858          | 0.4941      |
| 0.7106        | 0.7   | 260  | 0.8052          | 0.4413   | 0.5511        | 0.7563           | 0.9400         | 0.3677              | 0.3526            | 0.0                            | 0.8507              | 0.8081               | 0.5382           | 0.7137    | 0.3061         | 0.2825       | 0.0                       | 0.6967         | 0.5709          | 0.5193      |
| 0.7133        | 0.76  | 280  | 0.6507          | 0.5368   | 0.6542        | 0.8106           | 0.8931         | 0.6564              | 0.8631            | 0.0                            | 0.9353              | 0.6824               | 0.5491           | 0.8105    | 0.5066         | 0.5893       | 0.0                       | 0.7211         | 0.5953          | 0.5350      |
| 0.5858        | 0.81  | 300  | 0.6587          | 0.5212   | 0.6453        | 0.7979           | 0.9158         | 0.6788              | 0.6528            | 0.0                            | 0.8872              | 0.8580               | 0.5241           | 0.8226    | 0.5180         | 0.5725       | 0.0                       | 0.6814         | 0.5427          | 0.5113      |
| 1.9447        | 0.86  | 320  | 0.6674          | 0.5300   | 0.6268        | 0.8098           | 0.9182         | 0.4960              | 0.7161            | 0.0                            | 0.9369              | 0.7516               | 0.5691           | 0.8130    | 0.4323         | 0.6061       | 0.0                       | 0.6974         | 0.6098          | 0.5515      |
| 0.6724        | 0.92  | 340  | 0.6814          | 0.5191   | 0.6635        | 0.7901           | 0.8573         | 0.6785              | 0.8412            | 0.0                            | 0.8680              | 0.8745               | 0.5251           | 0.7797    | 0.5249         | 0.5634       | 0.0                       | 0.7007         | 0.5512          | 0.5139      |
| 0.6738        | 0.97  | 360  | 0.6131          | 0.5509   | 0.6663        | 0.8173           | 0.9235         | 0.6190              | 0.8401            | 0.0                            | 0.8883              | 0.8535               | 0.5396           | 0.8125    | 0.5326         | 0.6451       | 0.0                       | 0.7219         | 0.6215          | 0.5229      |
| 0.7131        | 1.03  | 380  | 0.6163          | 0.5582   | 0.6734        | 0.8172           | 0.8994         | 0.7309              | 0.8445            | 0.0                            | 0.9282              | 0.7832               | 0.5272           | 0.8228    | 0.5820         | 0.6580       | 0.0                       | 0.7059         | 0.6249          | 0.5137      |
| 0.8373        | 1.08  | 400  | 0.6077          | 0.5569   | 0.6737        | 0.8216           | 0.9115         | 0.7745              | 0.8120            | 0.0                            | 0.9381              | 0.7219               | 0.5579           | 0.8242    | 0.5463         | 0.6524       | 0.0                       | 0.7230         | 0.6089          | 0.5435      |
| 0.7344        | 1.14  | 420  | 0.6830          | 0.5195   | 0.6628        | 0.7866           | 0.9541         | 0.6517              | 0.8366            | 0.0                            | 0.7106              | 0.8978               | 0.5890           | 0.7943    | 0.5367         | 0.5415       | 0.0                       | 0.6433         | 0.5580          | 0.5626      |
| 0.4357        | 1.19  | 440  | 0.5908          | 0.5761   | 0.6867        | 0.8298           | 0.9183         | 0.7028              | 0.8313            | 0.0                            | 0.9032              | 0.8332               | 0.6181           | 0.8259    | 0.5906         | 0.6593       | 0.0                       | 0.7274         | 0.6289          | 0.6005      |
| 0.3423        | 1.24  | 460  | 0.5857          | 0.5864   | 0.7004        | 0.8332           | 0.9054         | 0.7249              | 0.8626            | 0.0                            | 0.8887              | 0.8351               | 0.6862           | 0.8155    | 0.6248         | 0.6348       | 0.0                       | 0.7415         | 0.6395          | 0.6484      |
| 0.5952        | 1.3   | 480  | 0.6290          | 0.5592   | 0.6560        | 0.8170           | 0.9176         | 0.7224              | 0.7925            | 0.0                            | 0.9532              | 0.6852               | 0.5208           | 0.8244    | 0.6165         | 0.6594       | 0.0                       | 0.7002         | 0.6048          | 0.5091      |
| 0.7312        | 1.35  | 500  | 0.6103          | 0.5637   | 0.6829        | 0.8213           | 0.9303         | 0.7779              | 0.8384            | 0.0                            | 0.8961              | 0.8243               | 0.5137           | 0.8265    | 0.6301         | 0.6668       | 0.0                       | 0.7254         | 0.5968          | 0.5000      |
| 0.4683        | 1.41  | 520  | 0.6372          | 0.5599   | 0.6809        | 0.8165           | 0.9056         | 0.7946              | 0.8165            | 0.0                            | 0.9156              | 0.8230               | 0.5109           | 0.8273    | 0.6414         | 0.6765       | 0.0                       | 0.7153         | 0.5598          | 0.4988      |
| 0.3688        | 1.46  | 540  | 0.6608          | 0.5537   | 0.6561        | 0.8129           | 0.9313         | 0.7464              | 0.6851            | 0.0005                         | 0.9196              | 0.7613               | 0.5485           | 0.7956    | 0.6248         | 0.5633       | 0.0005                    | 0.7172         | 0.6407          | 0.5340      |
| 0.3681        | 1.51  | 560  | 0.5841          | 0.5800   | 0.7074        | 0.8296           | 0.9114         | 0.8080              | 0.8613            | 0.0000                         | 0.8767              | 0.8714               | 0.6232           | 0.8230    | 0.6089         | 0.6616       | 0.0000                    | 0.7287         | 0.6480          | 0.5899      |
| 0.455         | 1.57  | 580  | 0.6379          | 0.5682   | 0.6749        | 0.8230           | 0.9313         | 0.7373              | 0.8058            | 0.0008                         | 0.9130              | 0.8057               | 0.5305           | 0.8181    | 0.6047         | 0.6666       | 0.0008                    | 0.7166         | 0.6519          | 0.5186      |
| 0.57          | 1.62  | 600  | 0.6002          | 0.5727   | 0.6983        | 0.8273           | 0.9134         | 0.8255              | 0.8873            | 0.0001                         | 0.9089              | 0.8164               | 0.5364           | 0.8227    | 0.5932         | 0.6616       | 0.0001                    | 0.7306         | 0.6692          | 0.5317      |
| 0.3516        | 1.68  | 620  | 0.5615          | 0.5862   | 0.7111        | 0.8336           | 0.9078         | 0.8340              | 0.8216            | 0.0012                         | 0.8920              | 0.8649               | 0.6558           | 0.8358    | 0.5994         | 0.6911       | 0.0012                    | 0.7225         | 0.6421          | 0.6113      |
| 0.4446        | 1.73  | 640  | 0.5702          | 0.5957   | 0.6972        | 0.8386           | 0.9039         | 0.7710              | 0.8483            | 0.0002                         | 0.9370              | 0.7354               | 0.6850           | 0.8382    | 0.6356         | 0.6933       | 0.0002                    | 0.7234         | 0.6237          | 0.6553      |
| 1.1138        | 1.78  | 660  | 0.5697          | 0.5979   | 0.7156        | 0.8434           | 0.9065         | 0.7799              | 0.8291            | 0.0001                         | 0.8949              | 0.8463               | 0.7525           | 0.8289    | 0.6005         | 0.6542       | 0.0001                    | 0.7518         | 0.6442          | 0.7056      |
| 0.5918        | 1.84  | 680  | 0.5167          | 0.5994   | 0.7094        | 0.8458           | 0.9394         | 0.7790              | 0.8572            | 0.0047                         | 0.8996              | 0.8256               | 0.6606           | 0.8389    | 0.5879         | 0.6878       | 0.0047                    | 0.7481         | 0.6835          | 0.6452      |
| 0.4778        | 1.89  | 700  | 0.5767          | 0.5960   | 0.7142        | 0.8340           | 0.8730         | 0.8111              | 0.8841            | 0.0080                         | 0.9204              | 0.8301               | 0.6728           | 0.8068    | 0.6549         | 0.6153       | 0.0080                    | 0.7425         | 0.6861          | 0.6583      |
| 0.6689        | 1.95  | 720  | 0.5420          | 0.6104   | 0.7221        | 0.8482           | 0.9085         | 0.8333              | 0.8307            | 0.0255                         | 0.9173              | 0.7881               | 0.7511           | 0.8325    | 0.6055         | 0.7094       | 0.0254                    | 0.7499         | 0.6525          | 0.6974      |
| 1.893         | 2.0   | 740  | 0.5951          | 0.5883   | 0.7054        | 0.8367           | 0.9266         | 0.7935              | 0.7975            | 0.0057                         | 0.9013              | 0.9111               | 0.6018           | 0.8317    | 0.6187         | 0.6962       | 0.0057                    | 0.7446         | 0.6347          | 0.5865      |
| 0.3762        | 2.05  | 760  | 0.6041          | 0.5633   | 0.6763        | 0.8229           | 0.9138         | 0.6893              | 0.8762            | 0.0087                         | 0.9142              | 0.7735               | 0.5580           | 0.8233    | 0.5721         | 0.6527       | 0.0087                    | 0.7272         | 0.6313          | 0.5274      |
| 0.5576        | 2.11  | 780  | 0.5651          | 0.5721   | 0.7097        | 0.8199           | 0.8804         | 0.8350              | 0.8177            | 0.0152                         | 0.8769              | 0.9241               | 0.6184           | 0.8135    | 0.6197         | 0.6973       | 0.0152                    | 0.7296         | 0.5934          | 0.5359      |
| 0.4714        | 2.16  | 800  | 0.4983          | 0.6253   | 0.7352        | 0.8582           | 0.9377         | 0.8134              | 0.8719            | 0.0410                         | 0.8881              | 0.8385               | 0.7560           | 0.8409    | 0.6150         | 0.7200       | 0.0409                    | 0.7729         | 0.6906          | 0.6967      |
| 1.2051        | 2.22  | 820  | 0.5054          | 0.6172   | 0.7256        | 0.8501           | 0.9141         | 0.7940              | 0.8392            | 0.0436                         | 0.9049              | 0.8325               | 0.7506           | 0.8408    | 0.6495         | 0.7252       | 0.0435                    | 0.7561         | 0.6197          | 0.6853      |
| 0.2421        | 2.27  | 840  | 0.5026          | 0.6112   | 0.7294        | 0.8491           | 0.9194         | 0.8360              | 0.8872            | 0.0346                         | 0.8828              | 0.7663               | 0.7797           | 0.8333    | 0.6152         | 0.6798       | 0.0345                    | 0.7621         | 0.6667          | 0.6868      |
| 0.6917        | 2.32  | 860  | 0.4947          | 0.6065   | 0.7343        | 0.8447           | 0.9111         | 0.8352              | 0.8533            | 0.0498                         | 0.8766              | 0.8971               | 0.7168           | 0.8411    | 0.6384         | 0.6910       | 0.0496                    | 0.7628         | 0.6024          | 0.6599      |
| 0.2269        | 2.38  | 880  | 0.4963          | 0.6099   | 0.7354        | 0.8426           | 0.9023         | 0.8730              | 0.8372            | 0.1139                         | 0.9161              | 0.8633               | 0.6419           | 0.8383    | 0.6218         | 0.7367       | 0.1128                    | 0.7614         | 0.5984          | 0.5996      |
| 0.6035        | 2.43  | 900  | 0.4550          | 0.6421   | 0.7362        | 0.8638           | 0.9284         | 0.7679              | 0.8624            | 0.0968                         | 0.9286              | 0.8148               | 0.7544           | 0.8509    | 0.6474         | 0.7274       | 0.0964                    | 0.7718         | 0.6700          | 0.7305      |
| 0.8465        | 2.49  | 920  | 0.4764          | 0.6396   | 0.7425        | 0.8606           | 0.9218         | 0.7772              | 0.8555            | 0.0980                         | 0.9038              | 0.8710               | 0.7704           | 0.8516    | 0.6517         | 0.7149       | 0.0978                    | 0.7614         | 0.6709          | 0.7288      |
| 0.3546        | 2.54  | 940  | 0.4636          | 0.6444   | 0.7360        | 0.8683           | 0.9343         | 0.7923              | 0.8181            | 0.0691                         | 0.9320              | 0.7953               | 0.8108           | 0.8502    | 0.6426         | 0.7042       | 0.0690                    | 0.7811         | 0.6783          | 0.7854      |
| 0.5057        | 2.59  | 960  | 0.4754          | 0.6315   | 0.7412        | 0.8617           | 0.9241         | 0.8575              | 0.8383            | 0.0538                         | 0.9121              | 0.8026               | 0.7999           | 0.8512    | 0.6429         | 0.6996       | 0.0537                    | 0.7765         | 0.6575          | 0.7393      |
| 0.2862        | 2.65  | 980  | 0.5106          | 0.6088   | 0.7152        | 0.8436           | 0.9366         | 0.7928              | 0.8561            | 0.0851                         | 0.9149              | 0.8273               | 0.5938           | 0.8461    | 0.6602         | 0.7275       | 0.0849                    | 0.7500         | 0.6152          | 0.5776      |
| 0.4181        | 2.7   | 1000 | 0.5597          | 0.6053   | 0.7262        | 0.8386           | 0.9201         | 0.8461              | 0.8863            | 0.1007                         | 0.9030              | 0.8624               | 0.5651           | 0.8481    | 0.6616         | 0.7152       | 0.1005                    | 0.7379         | 0.6313          | 0.5422      |
| 0.3954        | 2.76  | 1020 | 0.5037          | 0.6259   | 0.7259        | 0.8496           | 0.9245         | 0.8067              | 0.8656            | 0.1011                         | 0.9178              | 0.7763               | 0.6895           | 0.8392    | 0.6596         | 0.7198       | 0.1007                    | 0.7450         | 0.6707          | 0.6467      |
| 0.254         | 2.81  | 1040 | 0.5001          | 0.6446   | 0.7660        | 0.8607           | 0.9098         | 0.8624              | 0.8650            | 0.1116                         | 0.8660              | 0.9136               | 0.8339           | 0.8409    | 0.6434         | 0.7097       | 0.1109                    | 0.7618         | 0.6799          | 0.7653      |
| 0.4925        | 2.86  | 1060 | 0.5392          | 0.6221   | 0.7218        | 0.8537           | 0.9332         | 0.7817              | 0.8101            | 0.0580                         | 0.9194              | 0.8478               | 0.7023           | 0.8312    | 0.6484         | 0.6910       | 0.0578                    | 0.7736         | 0.6751          | 0.6773      |
| 0.3821        | 2.92  | 1080 | 0.5041          | 0.6211   | 0.7373        | 0.8515           | 0.9228         | 0.8788              | 0.8460            | 0.0918                         | 0.9179              | 0.8416               | 0.6624           | 0.8409    | 0.6212         | 0.7112       | 0.0913                    | 0.7629         | 0.6833          | 0.6368      |
| 0.3027        | 2.97  | 1100 | 0.4728          | 0.6427   | 0.7526        | 0.8604           | 0.9333         | 0.7614              | 0.8818            | 0.1308                         | 0.8640              | 0.9228               | 0.7739           | 0.8447    | 0.6419         | 0.7208       | 0.1296                    | 0.7681         | 0.6637          | 0.7300      |
| 0.3572        | 3.03  | 1120 | 0.5109          | 0.6388   | 0.7469        | 0.8545           | 0.9342         | 0.8335              | 0.9024            | 0.1647                         | 0.8906              | 0.8025               | 0.7001           | 0.8405    | 0.6553         | 0.7219       | 0.1612                    | 0.7568         | 0.6722          | 0.6640      |
| 0.6269        | 3.08  | 1140 | 0.4645          | 0.6641   | 0.7651        | 0.8679           | 0.9289         | 0.8038              | 0.8241            | 0.2209                         | 0.9024              | 0.8788               | 0.7965           | 0.8590    | 0.6555         | 0.7373       | 0.2170                    | 0.7714         | 0.6514          | 0.7571      |
| 0.6726        | 3.14  | 1160 | 0.5041          | 0.6440   | 0.7509        | 0.8537           | 0.9274         | 0.8540              | 0.8209            | 0.2448                         | 0.9249              | 0.8419               | 0.6420           | 0.8467    | 0.6484         | 0.7265       | 0.2219                    | 0.7558         | 0.6836          | 0.6248      |
| 0.2253        | 3.19  | 1180 | 0.4808          | 0.6661   | 0.7738        | 0.8672           | 0.9238         | 0.8341              | 0.8564            | 0.2223                         | 0.8885              | 0.8999               | 0.7918           | 0.8512    | 0.6724         | 0.7252       | 0.2170                    | 0.7739         | 0.6637          | 0.7590      |
| 0.1953        | 3.24  | 1200 | 0.4971          | 0.6561   | 0.7559        | 0.8637           | 0.9387         | 0.8074              | 0.8676            | 0.1940                         | 0.8993              | 0.8488               | 0.7360           | 0.8437    | 0.6742         | 0.7212       | 0.1899                    | 0.7770         | 0.6727          | 0.7137      |
| 0.3769        | 3.3   | 1220 | 0.4940          | 0.6666   | 0.7711        | 0.8688           | 0.9114         | 0.7625              | 0.8894            | 0.2404                         | 0.8942              | 0.8456               | 0.8539           | 0.8469    | 0.6319         | 0.7291       | 0.2308                    | 0.7824         | 0.6923          | 0.7527      |
| 0.2919        | 3.35  | 1240 | 0.5256          | 0.6579   | 0.7656        | 0.8620           | 0.9147         | 0.8240              | 0.8073            | 0.2330                         | 0.8878              | 0.8364               | 0.8558           | 0.8452    | 0.6436         | 0.7307       | 0.2249                    | 0.7696         | 0.6866          | 0.7049      |
| 0.8137        | 3.41  | 1260 | 0.4615          | 0.6636   | 0.7540        | 0.8717           | 0.9342         | 0.7923              | 0.8602            | 0.1674                         | 0.9233              | 0.7903               | 0.8106           | 0.8536    | 0.6677         | 0.7304       | 0.1640                    | 0.7837         | 0.6665          | 0.7792      |
| 0.5517        | 3.46  | 1280 | 0.4785          | 0.6581   | 0.7697        | 0.8593           | 0.9169         | 0.8348              | 0.9019            | 0.2548                         | 0.8847              | 0.8347               | 0.7602           | 0.8331    | 0.6732         | 0.7226       | 0.2237                    | 0.7744         | 0.6886          | 0.6912      |
| 0.3323        | 3.51  | 1300 | 0.4658          | 0.6783   | 0.7893        | 0.8657           | 0.8912         | 0.8488              | 0.8672            | 0.3312                         | 0.9038              | 0.8458               | 0.8372           | 0.8292    | 0.6626         | 0.7546       | 0.3087                    | 0.7827         | 0.6763          | 0.7342      |
| 0.2235        | 3.57  | 1320 | 0.4687          | 0.6690   | 0.7668        | 0.8669           | 0.9418         | 0.8131              | 0.8607            | 0.2613                         | 0.8989              | 0.8500               | 0.7420           | 0.8448    | 0.6721         | 0.7273       | 0.2491                    | 0.7778         | 0.6867          | 0.7250      |
| 0.4178        | 3.62  | 1340 | 0.5271          | 0.6617   | 0.7577        | 0.8631           | 0.9271         | 0.8110              | 0.8500            | 0.2745                         | 0.9291              | 0.7756               | 0.7368           | 0.8565    | 0.6700         | 0.7388       | 0.2480                    | 0.7648         | 0.6509          | 0.7031      |
| 0.1709        | 3.68  | 1360 | 0.4917          | 0.6743   | 0.7839        | 0.8666           | 0.9345         | 0.8278              | 0.8188            | 0.3626                         | 0.8856              | 0.8878               | 0.7699           | 0.8586    | 0.6593         | 0.7338       | 0.3077                    | 0.7715         | 0.6556          | 0.7334      |
| 0.5981        | 3.73  | 1380 | 0.5301          | 0.6598   | 0.7651        | 0.8619           | 0.9562         | 0.8015              | 0.8527            | 0.3087                         | 0.8823              | 0.8672               | 0.6870           | 0.8548    | 0.6651         | 0.7469       | 0.2630                    | 0.7759         | 0.6539          | 0.6593      |
| 0.3507        | 3.78  | 1400 | 0.5341          | 0.6544   | 0.7687        | 0.8543           | 0.9212         | 0.7396              | 0.8167            | 0.4255                         | 0.8876              | 0.8486               | 0.7416           | 0.8517    | 0.6158         | 0.7268       | 0.3144                    | 0.7615         | 0.6660          | 0.6448      |
| 0.3053        | 3.84  | 1420 | 0.5660          | 0.6511   | 0.7660        | 0.8510           | 0.9112         | 0.7759              | 0.8743            | 0.3550                         | 0.8915              | 0.8701               | 0.6838           | 0.8407    | 0.6537         | 0.7418       | 0.3087                    | 0.7673         | 0.6443          | 0.6014      |
| 0.4962        | 3.89  | 1440 | 0.5701          | 0.6535   | 0.7465        | 0.8620           | 0.9387         | 0.7989              | 0.8546            | 0.2405                         | 0.9323              | 0.7459               | 0.7148           | 0.8556    | 0.6701         | 0.7382       | 0.2139                    | 0.7709         | 0.6388          | 0.6870      |
| 0.6165        | 3.95  | 1460 | 0.4963          | 0.6711   | 0.7622        | 0.8720           | 0.9393         | 0.7786              | 0.8285            | 0.2492                         | 0.9198              | 0.8354               | 0.7850           | 0.8648    | 0.6480         | 0.7461       | 0.2351                    | 0.7754         | 0.6862          | 0.7418      |
| 0.2898        | 4.0   | 1480 | 0.4906          | 0.6751   | 0.7688        | 0.8691           | 0.9254         | 0.7811              | 0.8763            | 0.3229                         | 0.9206              | 0.7502               | 0.8053           | 0.8583    | 0.6574         | 0.7458       | 0.2937                    | 0.7713         | 0.6572          | 0.7421      |
| 0.2248        | 4.05  | 1500 | 0.5393          | 0.6627   | 0.7700        | 0.8636           | 0.9304         | 0.7995              | 0.8683            | 0.2900                         | 0.8898              | 0.8543               | 0.7578           | 0.8540    | 0.6586         | 0.7258       | 0.2434                    | 0.7721         | 0.6835          | 0.7014      |
| 0.2432        | 4.11  | 1520 | 0.5233          | 0.6732   | 0.7773        | 0.8627           | 0.9456         | 0.7776              | 0.8200            | 0.4175                         | 0.8811              | 0.8671               | 0.7321           | 0.8384    | 0.6516         | 0.7257       | 0.3281                    | 0.7739         | 0.7027          | 0.6919      |
| 0.3847        | 4.16  | 1540 | 0.5011          | 0.6842   | 0.7816        | 0.8757           | 0.9203         | 0.7606              | 0.8733            | 0.3186                         | 0.9076              | 0.8372               | 0.8534           | 0.8533    | 0.6504         | 0.7369       | 0.2841                    | 0.7927         | 0.6897          | 0.7826      |
| 0.3696        | 4.22  | 1560 | 0.4968          | 0.6889   | 0.7971        | 0.8767           | 0.9334         | 0.8285              | 0.8607            | 0.3609                         | 0.8816              | 0.8655               | 0.8492           | 0.8566    | 0.6483         | 0.7309       | 0.3169                    | 0.7953         | 0.6897          | 0.7848      |
| 0.6256        | 4.27  | 1580 | 0.5060          | 0.6920   | 0.7930        | 0.8755           | 0.9256         | 0.7798              | 0.8598            | 0.3865                         | 0.8937              | 0.8652               | 0.8407           | 0.8563    | 0.6671         | 0.7406       | 0.3277                    | 0.7866         | 0.6882          | 0.7773      |
| 0.123         | 4.32  | 1600 | 0.5031          | 0.6911   | 0.7886        | 0.8762           | 0.9247         | 0.7878              | 0.8605            | 0.3802                         | 0.9060              | 0.7956               | 0.8651           | 0.8568    | 0.6607         | 0.7431       | 0.3339                    | 0.7893         | 0.6757          | 0.7782      |
| 0.4976        | 4.38  | 1620 | 0.5683          | 0.6833   | 0.7880        | 0.8669           | 0.9163         | 0.8146              | 0.8619            | 0.4185                         | 0.9166              | 0.8540               | 0.7338           | 0.8554    | 0.6671         | 0.7501       | 0.3581                    | 0.7683         | 0.6807          | 0.7033      |
| 0.3203        | 4.43  | 1640 | 0.5254          | 0.6852   | 0.7749        | 0.8705           | 0.9330         | 0.7844              | 0.8444            | 0.3818                         | 0.9296              | 0.8045               | 0.7469           | 0.8568    | 0.6690         | 0.7506       | 0.3494                    | 0.7741         | 0.6708          | 0.7259      |
| 0.233         | 4.49  | 1660 | 0.5000          | 0.7018   | 0.8034        | 0.8800           | 0.9299         | 0.8099              | 0.8661            | 0.4532                         | 0.9113              | 0.8396               | 0.8138           | 0.8593    | 0.6544         | 0.7502       | 0.3850                    | 0.8005         | 0.6767          | 0.7866      |
| 0.131         | 4.54  | 1680 | 0.5944          | 0.6698   | 0.7886        | 0.8628           | 0.9372         | 0.7772              | 0.8888            | 0.4697                         | 0.8819              | 0.8800               | 0.6857           | 0.8514    | 0.6482         | 0.7408       | 0.3710                    | 0.7992         | 0.6191          | 0.6589      |
| 0.1867        | 4.59  | 1700 | 0.5355          | 0.6948   | 0.8107        | 0.8731           | 0.9344         | 0.7717              | 0.8889            | 0.5399                         | 0.8620              | 0.8469               | 0.8311           | 0.8511    | 0.6522         | 0.7434       | 0.3764                    | 0.7892         | 0.6924          | 0.7588      |
| 0.2121        | 4.65  | 1720 | 0.5226          | 0.6934   | 0.7864        | 0.8759           | 0.9256         | 0.7900              | 0.8240            | 0.3943                         | 0.9170              | 0.7991               | 0.8549           | 0.8562    | 0.6568         | 0.7473       | 0.3600                    | 0.7847         | 0.6623          | 0.7868      |
| 0.4442        | 4.7   | 1740 | 0.5122          | 0.7049   | 0.8078        | 0.8802           | 0.9236         | 0.8008              | 0.8868            | 0.4509                         | 0.8927              | 0.8270               | 0.8730           | 0.8555    | 0.6574         | 0.7461       | 0.3940                    | 0.7971         | 0.6929          | 0.7914      |
| 0.2561        | 4.76  | 1760 | 0.5097          | 0.6952   | 0.8068        | 0.8723           | 0.9096         | 0.8027              | 0.8991            | 0.4735                         | 0.8852              | 0.8207               | 0.8569           | 0.8460    | 0.6619         | 0.7383       | 0.3849                    | 0.7870         | 0.6949          | 0.7534      |
| 0.3744        | 4.81  | 1780 | 0.5762          | 0.6562   | 0.7702        | 0.8561           | 0.9452         | 0.7934              | 0.8702            | 0.4003                         | 0.8877              | 0.8651               | 0.6295           | 0.8485    | 0.6679         | 0.7432       | 0.3079                    | 0.7800         | 0.6413          | 0.6049      |
| 0.2373        | 4.86  | 1800 | 0.5477          | 0.6547   | 0.7715        | 0.8550           | 0.9341         | 0.8386              | 0.8405            | 0.4085                         | 0.9097              | 0.8517               | 0.6177           | 0.8506    | 0.6647         | 0.7467       | 0.3169                    | 0.7802         | 0.6353          | 0.5885      |
| 0.1851        | 4.92  | 1820 | 0.5771          | 0.6565   | 0.7735        | 0.8503           | 0.9038         | 0.8391              | 0.8573            | 0.4305                         | 0.9152              | 0.7979               | 0.6707           | 0.8329    | 0.6692         | 0.7400       | 0.3561                    | 0.7732         | 0.6264          | 0.5974      |
| 0.3411        | 4.97  | 1840 | 0.5119          | 0.6813   | 0.7933        | 0.8647           | 0.9168         | 0.8103              | 0.8401            | 0.4585                         | 0.9003              | 0.8885               | 0.7387           | 0.8526    | 0.6616         | 0.7445       | 0.3726                    | 0.7722         | 0.6832          | 0.6821      |
| 0.1627        | 5.03  | 1860 | 0.5401          | 0.6720   | 0.7865        | 0.8627           | 0.9415         | 0.7899              | 0.9051            | 0.4505                         | 0.8736              | 0.8287               | 0.7158           | 0.8537    | 0.6649         | 0.7325       | 0.3189                    | 0.7719         | 0.6777          | 0.6844      |
| 0.4794        | 5.08  | 1880 | 0.5325          | 0.6793   | 0.7883        | 0.8638           | 0.9325         | 0.7814              | 0.8045            | 0.5115                         | 0.8987              | 0.8550               | 0.7343           | 0.8504    | 0.6476         | 0.7384       | 0.3844                    | 0.7738         | 0.6850          | 0.6754      |
| 0.2968        | 5.14  | 1900 | 0.5264          | 0.6856   | 0.7945        | 0.8692           | 0.9215         | 0.8237              | 0.8716            | 0.4383                         | 0.9035              | 0.8371               | 0.7659           | 0.8560    | 0.6579         | 0.7421       | 0.3546                    | 0.7767         | 0.7052          | 0.7065      |
| 0.1931        | 5.19  | 1920 | 0.4982          | 0.6967   | 0.8119        | 0.8715           | 0.9218         | 0.8092              | 0.8836            | 0.5354                         | 0.8854              | 0.8679               | 0.7801           | 0.8595    | 0.6635         | 0.7479       | 0.4057                    | 0.7762         | 0.7074          | 0.7163      |
| 0.5028        | 5.24  | 1940 | 0.4865          | 0.7072   | 0.8092        | 0.8816           | 0.9241         | 0.8274              | 0.8591            | 0.4211                         | 0.8943              | 0.8659               | 0.8723           | 0.8576    | 0.6624         | 0.7439       | 0.3886                    | 0.7961         | 0.7090          | 0.7929      |
| 0.1652        | 5.3   | 1960 | 0.5541          | 0.6710   | 0.7825        | 0.8574           | 0.8865         | 0.7954              | 0.8853            | 0.3600                         | 0.8946              | 0.8783               | 0.7775           | 0.8322    | 0.6733         | 0.7533       | 0.3282                    | 0.7663         | 0.6931          | 0.6504      |
| 0.3028        | 5.35  | 1980 | 0.4632          | 0.6915   | 0.7915        | 0.8730           | 0.9299         | 0.8132              | 0.8737            | 0.3976                         | 0.9063              | 0.8558               | 0.7641           | 0.8598    | 0.6714         | 0.7551       | 0.3663                    | 0.7806         | 0.6894          | 0.7178      |
| 0.2153        | 5.41  | 2000 | 0.6220          | 0.6541   | 0.7599        | 0.8520           | 0.9176         | 0.7605              | 0.8618            | 0.3876                         | 0.9163              | 0.8224               | 0.6535           | 0.8475    | 0.6598         | 0.7495       | 0.3470                    | 0.7667         | 0.6098          | 0.5987      |
| 0.5976        | 5.46  | 2020 | 0.5749          | 0.6739   | 0.7944        | 0.8628           | 0.9262         | 0.8053              | 0.8888            | 0.4578                         | 0.8673              | 0.8466               | 0.7687           | 0.8499    | 0.6627         | 0.7494       | 0.3538                    | 0.7848         | 0.6277          | 0.6892      |
| 0.1812        | 5.51  | 2040 | 0.5282          | 0.6862   | 0.7879        | 0.8738           | 0.9364         | 0.7998              | 0.8519            | 0.3850                         | 0.8983              | 0.8406               | 0.8033           | 0.8570    | 0.6632         | 0.7337       | 0.3472                    | 0.7966         | 0.6566          | 0.7492      |
| 0.3064        | 5.57  | 2060 | 0.5309          | 0.6847   | 0.7931        | 0.8699           | 0.9108         | 0.8068              | 0.8459            | 0.3914                         | 0.8923              | 0.8551               | 0.8496           | 0.8434    | 0.6659         | 0.7385       | 0.3538                    | 0.7964         | 0.6594          | 0.7352      |
| 0.2951        | 5.62  | 2080 | 0.5739          | 0.6811   | 0.7996        | 0.8617           | 0.8914         | 0.8086              | 0.8350            | 0.5265                         | 0.8970              | 0.7884               | 0.8501           | 0.8313    | 0.6658         | 0.7353       | 0.4000                    | 0.7862         | 0.6409          | 0.7082      |
| 0.2031        | 5.68  | 2100 | 0.5522          | 0.6730   | 0.7927        | 0.8585           | 0.9065         | 0.8260              | 0.8216            | 0.4632                         | 0.8839              | 0.8735               | 0.7741           | 0.8449    | 0.6658         | 0.7263       | 0.3915                    | 0.7747         | 0.6401          | 0.6673      |
| 0.1091        | 5.73  | 2120 | 0.5696          | 0.6742   | 0.7839        | 0.8621           | 0.9269         | 0.8129              | 0.8489            | 0.4785                         | 0.9088              | 0.7822               | 0.7290           | 0.8612    | 0.6758         | 0.7399       | 0.3564                    | 0.7655         | 0.6399          | 0.6809      |
| 0.6339        | 5.78  | 2140 | 0.5735          | 0.6845   | 0.7946        | 0.8695           | 0.9315         | 0.8040              | 0.8301            | 0.4774                         | 0.8990              | 0.8546               | 0.7657           | 0.8610    | 0.6691         | 0.7390       | 0.3747                    | 0.7893         | 0.6461          | 0.7126      |
| 0.1977        | 5.84  | 2160 | 0.6636          | 0.6630   | 0.7802        | 0.8553           | 0.9485         | 0.7973              | 0.8691            | 0.4899                         | 0.8769              | 0.8494               | 0.6304           | 0.8548    | 0.6756         | 0.7360       | 0.3940                    | 0.7771         | 0.6022          | 0.6014      |
| 0.1821        | 5.89  | 2180 | 0.5528          | 0.6861   | 0.7945        | 0.8705           | 0.9207         | 0.8272              | 0.8640            | 0.4390                         | 0.9102              | 0.8252               | 0.7750           | 0.8518    | 0.6572         | 0.7439       | 0.3868                    | 0.7954         | 0.6522          | 0.7155      |
| 0.3178        | 5.95  | 2200 | 0.4989          | 0.7168   | 0.8208        | 0.8843           | 0.9219         | 0.8031              | 0.8626            | 0.5303                         | 0.9022              | 0.8588               | 0.8670           | 0.8654    | 0.6787         | 0.7565       | 0.4089                    | 0.7958         | 0.6937          | 0.8186      |
| 0.1903        | 6.0   | 2220 | 0.5606          | 0.6787   | 0.7902        | 0.8636           | 0.9309         | 0.8103              | 0.8611            | 0.5126                         | 0.9116              | 0.8291               | 0.6759           | 0.8525    | 0.6757         | 0.7541       | 0.3701                    | 0.7789         | 0.6681          | 0.6514      |
| 0.2833        | 6.05  | 2240 | 0.5620          | 0.6807   | 0.7983        | 0.8644           | 0.9268         | 0.8434              | 0.8579            | 0.5070                         | 0.9044              | 0.8698               | 0.6787           | 0.8547    | 0.6758         | 0.7542       | 0.3781                    | 0.7802         | 0.6688          | 0.6529      |
| 0.2418        | 6.11  | 2260 | 0.5505          | 0.6805   | 0.7898        | 0.8647           | 0.9422         | 0.7859              | 0.8901            | 0.5280                         | 0.8952              | 0.7832               | 0.7041           | 0.8573    | 0.6716         | 0.7501       | 0.3849                    | 0.7738         | 0.6539          | 0.6721      |
| 0.2252        | 6.16  | 2280 | 0.5652          | 0.6728   | 0.7915        | 0.8613           | 0.9286         | 0.8299              | 0.8828            | 0.4556                         | 0.8881              | 0.8772               | 0.6783           | 0.8577    | 0.6723         | 0.7418       | 0.3651                    | 0.7720         | 0.6520          | 0.6488      |
| 0.3011        | 6.22  | 2300 | 0.5430          | 0.6779   | 0.7898        | 0.8644           | 0.9412         | 0.8307              | 0.8624            | 0.4695                         | 0.8928              | 0.8345               | 0.6974           | 0.8553    | 0.6649         | 0.7418       | 0.3685                    | 0.7744         | 0.6718          | 0.6684      |
| 0.2122        | 6.27  | 2320 | 0.5227          | 0.6807   | 0.7919        | 0.8644           | 0.9413         | 0.8013              | 0.8616            | 0.5139                         | 0.8971              | 0.8590               | 0.6692           | 0.8619    | 0.6775         | 0.7510       | 0.3981                    | 0.7753         | 0.6577          | 0.6438      |
| 0.1844        | 6.32  | 2340 | 0.5499          | 0.6706   | 0.7838        | 0.8614           | 0.9320         | 0.7995              | 0.9013            | 0.4303                         | 0.8958              | 0.8736               | 0.6541           | 0.8609    | 0.6771         | 0.7307       | 0.3629                    | 0.7736         | 0.6543          | 0.6349      |
| 0.2772        | 6.38  | 2360 | 0.5676          | 0.6693   | 0.7903        | 0.8585           | 0.9294         | 0.8483              | 0.8680            | 0.4617                         | 0.8903              | 0.8894               | 0.6452           | 0.8541    | 0.6733         | 0.7376       | 0.3695                    | 0.7694         | 0.6555          | 0.6254      |
| 0.2566        | 6.43  | 2380 | 0.6250          | 0.6619   | 0.7766        | 0.8533           | 0.9367         | 0.8065              | 0.8631            | 0.4641                         | 0.8907              | 0.8596               | 0.6153           | 0.8483    | 0.6630         | 0.7507       | 0.3953                    | 0.7679         | 0.6294          | 0.5787      |
| 0.3323        | 6.49  | 2400 | 0.5067          | 0.7154   | 0.8210        | 0.8836           | 0.9223         | 0.8125              | 0.9008            | 0.4915                         | 0.8880              | 0.8616               | 0.8704           | 0.8611    | 0.6731         | 0.7533       | 0.4140                    | 0.7975         | 0.7088          | 0.7998      |
| 0.2489        | 6.54  | 2420 | 0.5678          | 0.7036   | 0.8133        | 0.8760           | 0.9063         | 0.8346              | 0.8668            | 0.5156                         | 0.9032              | 0.7811               | 0.8853           | 0.8540    | 0.6566         | 0.7593       | 0.4189                    | 0.7852         | 0.6809          | 0.7702      |
| 0.2311        | 6.59  | 2440 | 0.4916          | 0.7172   | 0.8204        | 0.8842           | 0.9310         | 0.7975              | 0.8724            | 0.5405                         | 0.8926              | 0.8430               | 0.8657           | 0.8610    | 0.6657         | 0.7604       | 0.4291                    | 0.8003         | 0.7109          | 0.7931      |
| 0.2477        | 6.65  | 2460 | 0.5204          | 0.7035   | 0.8050        | 0.8789           | 0.9197         | 0.7999              | 0.8689            | 0.4751                         | 0.9077              | 0.7987               | 0.8651           | 0.8574    | 0.6639         | 0.7600       | 0.3805                    | 0.7907         | 0.6869          | 0.7853      |
| 0.1485        | 6.7   | 2480 | 0.4915          | 0.7107   | 0.8163        | 0.8813           | 0.9236         | 0.7980              | 0.8706            | 0.5387                         | 0.9014              | 0.8269               | 0.8550           | 0.8622    | 0.6579         | 0.7607       | 0.4010                    | 0.7895         | 0.7009          | 0.8027      |
| 0.4349        | 6.76  | 2500 | 0.5276          | 0.7002   | 0.7970        | 0.8775           | 0.9329         | 0.7774              | 0.8702            | 0.4441                         | 0.8984              | 0.8198               | 0.8364           | 0.8511    | 0.6592         | 0.7567       | 0.3786                    | 0.7927         | 0.6918          | 0.7714      |
| 0.3179        | 6.81  | 2520 | 0.5154          | 0.7088   | 0.8161        | 0.8808           | 0.9203         | 0.8226              | 0.8750            | 0.4807                         | 0.8934              | 0.8627               | 0.8581           | 0.8562    | 0.6544         | 0.7548       | 0.3973                    | 0.7935         | 0.7139          | 0.7916      |
| 0.1755        | 6.86  | 2540 | 0.5192          | 0.7066   | 0.8041        | 0.8798           | 0.9429         | 0.7978              | 0.8730            | 0.4760                         | 0.8888              | 0.8054               | 0.8447           | 0.8578    | 0.6745         | 0.7443       | 0.3984                    | 0.7910         | 0.6896          | 0.7907      |
| 0.3205        | 6.92  | 2560 | 0.5411          | 0.7057   | 0.8132        | 0.8799           | 0.9279         | 0.8140              | 0.8539            | 0.4790                         | 0.8854              | 0.8720               | 0.8599           | 0.8584    | 0.6575         | 0.7472       | 0.3997                    | 0.7957         | 0.6975          | 0.7837      |
| 0.2455        | 6.97  | 2580 | 0.5374          | 0.7049   | 0.8050        | 0.8813           | 0.9305         | 0.8131              | 0.8690            | 0.4408                         | 0.8994              | 0.8181               | 0.8642           | 0.8580    | 0.6640         | 0.7500       | 0.3693                    | 0.7973         | 0.7041          | 0.7917      |
| 0.1735        | 7.03  | 2600 | 0.5765          | 0.6996   | 0.8064        | 0.8777           | 0.9328         | 0.8060              | 0.8527            | 0.4451                         | 0.8809              | 0.8905               | 0.8367           | 0.8585    | 0.6614         | 0.7508       | 0.3731                    | 0.7923         | 0.6896          | 0.7711      |
| 0.2041        | 7.08  | 2620 | 0.5683          | 0.6950   | 0.8024        | 0.8727           | 0.9287         | 0.7972              | 0.8557            | 0.5188                         | 0.8987              | 0.8203               | 0.7976           | 0.8582    | 0.6629         | 0.7510       | 0.3927                    | 0.7829         | 0.6852          | 0.7325      |
| 0.8444        | 7.14  | 2640 | 0.5634          | 0.7047   | 0.8150        | 0.8789           | 0.9227         | 0.8060              | 0.8404            | 0.5489                         | 0.8972              | 0.8200               | 0.8697           | 0.8613    | 0.6505         | 0.7530       | 0.3844                    | 0.7876         | 0.6964          | 0.7995      |
| 0.0665        | 7.19  | 2660 | 0.6066          | 0.6905   | 0.7964        | 0.8716           | 0.9297         | 0.8205              | 0.8462            | 0.4586                         | 0.8991              | 0.8252               | 0.7952           | 0.8595    | 0.6615         | 0.7441       | 0.3687                    | 0.7771         | 0.6958          | 0.7269      |
| 0.2395        | 7.24  | 2680 | 0.5959          | 0.6956   | 0.8116        | 0.8710           | 0.9214         | 0.8399              | 0.8723            | 0.5090                         | 0.8846              | 0.8723               | 0.7816           | 0.8600    | 0.6627         | 0.7525       | 0.3950                    | 0.7708         | 0.7096          | 0.7183      |
| 0.2261        | 7.3   | 2700 | 0.6236          | 0.6986   | 0.7994        | 0.8737           | 0.9228         | 0.8204              | 0.8664            | 0.4665                         | 0.9133              | 0.8226               | 0.7837           | 0.8597    | 0.6700         | 0.7553       | 0.4027                    | 0.7777         | 0.7046          | 0.7206      |
| 0.2801        | 7.35  | 2720 | 0.6171          | 0.6922   | 0.7981        | 0.8709           | 0.9289         | 0.7876              | 0.8769            | 0.5005                         | 0.9021              | 0.8327               | 0.7577           | 0.8623    | 0.6730         | 0.7564       | 0.3879                    | 0.7792         | 0.6906          | 0.6958      |
| 0.1989        | 7.41  | 2740 | 0.6196          | 0.6891   | 0.7930        | 0.8688           | 0.9366         | 0.8017              | 0.8474            | 0.4827                         | 0.8997              | 0.8451               | 0.7376           | 0.8572    | 0.6661         | 0.7588       | 0.3950                    | 0.7761         | 0.6902          | 0.6806      |
| 0.1384        | 7.46  | 2760 | 0.5358          | 0.6956   | 0.7983        | 0.8731           | 0.9348         | 0.7960              | 0.8832            | 0.4893                         | 0.9028              | 0.8235               | 0.7587           | 0.8634    | 0.6720         | 0.7613       | 0.4028                    | 0.7837         | 0.6886          | 0.6974      |
| 0.3099        | 7.51  | 2780 | 0.5289          | 0.6903   | 0.8027        | 0.8684           | 0.9217         | 0.8230              | 0.8747            | 0.5106                         | 0.8992              | 0.8399               | 0.7498           | 0.8586    | 0.6657         | 0.7409       | 0.4050                    | 0.7746         | 0.6982          | 0.6892      |
| 0.2237        | 7.57  | 2800 | 0.6377          | 0.6770   | 0.7940        | 0.8621           | 0.9389         | 0.8274              | 0.9028            | 0.4578                         | 0.8726              | 0.8858               | 0.6727           | 0.8530    | 0.6822         | 0.7126       | 0.3779                    | 0.7717         | 0.6929          | 0.6486      |
| 0.2499        | 7.62  | 2820 | 0.6043          | 0.6864   | 0.7913        | 0.8675           | 0.9328         | 0.8219              | 0.8395            | 0.4609                         | 0.9035              | 0.8488               | 0.7320           | 0.8536    | 0.6633         | 0.7578       | 0.3877                    | 0.7766         | 0.6927          | 0.6732      |
| 0.1981        | 7.68  | 2840 | 0.6478          | 0.6858   | 0.7856        | 0.8661           | 0.9310         | 0.7797              | 0.8623            | 0.4875                         | 0.9099              | 0.7917               | 0.7374           | 0.8521    | 0.6655         | 0.7638       | 0.3883                    | 0.7693         | 0.6831          | 0.6786      |
| 1.2055        | 7.73  | 2860 | 0.5979          | 0.6911   | 0.7992        | 0.8706           | 0.9300         | 0.8253              | 0.8816            | 0.4654                         | 0.8909              | 0.8219               | 0.7795           | 0.8527    | 0.6682         | 0.7587       | 0.3706                    | 0.7798         | 0.6934          | 0.7141      |
| 0.177         | 7.78  | 2880 | 0.5908          | 0.6825   | 0.7887        | 0.8733           | 0.9374         | 0.8157              | 0.8902            | 0.3178                         | 0.8718              | 0.8589               | 0.8291           | 0.8494    | 0.6710         | 0.7346       | 0.2802                    | 0.7931         | 0.6877          | 0.7617      |
| 0.1597        | 7.84  | 2900 | 0.5456          | 0.6964   | 0.8091        | 0.8749           | 0.9183         | 0.8190              | 0.8836            | 0.4531                         | 0.8842              | 0.8753               | 0.8304           | 0.8540    | 0.6721         | 0.7388       | 0.3674                    | 0.7920         | 0.6876          | 0.7632      |
| 0.0895        | 7.89  | 2920 | 0.5558          | 0.7070   | 0.8120        | 0.8793           | 0.9242         | 0.8089              | 0.8605            | 0.5186                         | 0.9046              | 0.8327               | 0.8346           | 0.8596    | 0.6662         | 0.7577       | 0.4105                    | 0.7944         | 0.6913          | 0.7691      |
| 1.3217        | 7.95  | 2940 | 0.6992          | 0.6776   | 0.7911        | 0.8600           | 0.9214         | 0.8120              | 0.8512            | 0.5140                         | 0.8996              | 0.8351               | 0.7045           | 0.8574    | 0.6686         | 0.7577       | 0.4098                    | 0.7632         | 0.6431          | 0.6432      |
| 0.1388        | 8.0   | 2960 | 0.6492          | 0.6768   | 0.7845        | 0.8607           | 0.9357         | 0.8100              | 0.8588            | 0.4899                         | 0.8971              | 0.8021               | 0.6977           | 0.8596    | 0.6762         | 0.7552       | 0.4046                    | 0.7614         | 0.6291          | 0.6513      |
| 0.1877        | 8.05  | 2980 | 0.6229          | 0.6875   | 0.7901        | 0.8687           | 0.9413         | 0.8166              | 0.8688            | 0.4622                         | 0.9071              | 0.8412               | 0.6936           | 0.8604    | 0.6896         | 0.7563       | 0.3977                    | 0.7819         | 0.6606          | 0.6663      |
| 0.3116        | 8.11  | 3000 | 0.5704          | 0.6917   | 0.7952        | 0.8714           | 0.9274         | 0.8182              | 0.8547            | 0.4501                         | 0.9069              | 0.8421               | 0.7672           | 0.8611    | 0.6716         | 0.7554       | 0.3837                    | 0.7788         | 0.6890          | 0.7022      |
| 0.2879        | 8.16  | 3020 | 0.5835          | 0.7101   | 0.8126        | 0.8825           | 0.9291         | 0.8085              | 0.8748            | 0.4732                         | 0.8971              | 0.8594               | 0.8460           | 0.8624    | 0.6764         | 0.7618       | 0.3972                    | 0.8020         | 0.6937          | 0.7770      |
| 0.5737        | 8.22  | 3040 | 0.6887          | 0.6726   | 0.7863        | 0.8600           | 0.9237         | 0.8025              | 0.8875            | 0.4794                         | 0.9041              | 0.8379               | 0.6691           | 0.8562    | 0.6769         | 0.7674       | 0.3815                    | 0.7770         | 0.6306          | 0.6186      |
| 0.1903        | 8.27  | 3060 | 0.6567          | 0.6771   | 0.7978        | 0.8621           | 0.9350         | 0.8183              | 0.8513            | 0.5467                         | 0.8830              | 0.8406               | 0.7096           | 0.8605    | 0.6709         | 0.7651       | 0.3852                    | 0.7770         | 0.6328          | 0.6483      |
| 0.2059        | 8.32  | 3080 | 0.6863          | 0.6680   | 0.7786        | 0.8598           | 0.9374         | 0.8010              | 0.8678            | 0.4307                         | 0.8956              | 0.8557               | 0.6621           | 0.8551    | 0.6724         | 0.7583       | 0.3706                    | 0.7836         | 0.6266          | 0.6095      |
| 0.134         | 8.38  | 3100 | 0.6730          | 0.6726   | 0.7862        | 0.8615           | 0.9281         | 0.8169              | 0.8717            | 0.4374                         | 0.8947              | 0.8647               | 0.6900           | 0.8577    | 0.6701         | 0.7512       | 0.3684                    | 0.7750         | 0.6505          | 0.6353      |
| 0.1744        | 8.43  | 3120 | 0.6429          | 0.6826   | 0.7952        | 0.8652           | 0.9261         | 0.8063              | 0.8860            | 0.4900                         | 0.8978              | 0.8551               | 0.7051           | 0.8608    | 0.6784         | 0.7613       | 0.3879                    | 0.7774         | 0.6671          | 0.6451      |
| 0.4322        | 8.49  | 3140 | 0.5696          | 0.7130   | 0.8214        | 0.8841           | 0.9220         | 0.8150              | 0.8894            | 0.5038                         | 0.8975              | 0.8703               | 0.8518           | 0.8658    | 0.6691         | 0.7633       | 0.4034                    | 0.8054         | 0.7030          | 0.7812      |
| 0.2194        | 8.54  | 3160 | 0.5893          | 0.7189   | 0.8264        | 0.8856           | 0.9297         | 0.8216              | 0.8633            | 0.5246                         | 0.8828              | 0.8793               | 0.8839           | 0.8673    | 0.6742         | 0.7623       | 0.4170                    | 0.7991         | 0.7138          | 0.7984      |
| 0.1172        | 8.59  | 3180 | 0.5640          | 0.7158   | 0.8153        | 0.8856           | 0.9243         | 0.7961              | 0.8757            | 0.4922                         | 0.9074              | 0.8395               | 0.8720           | 0.8658    | 0.6747         | 0.7642       | 0.4004                    | 0.8027         | 0.7061          | 0.7968      |
| 0.1652        | 8.65  | 3200 | 0.5842          | 0.6962   | 0.8040        | 0.8712           | 0.9302         | 0.8237              | 0.8609            | 0.5237                         | 0.9023              | 0.8380               | 0.7494           | 0.8603    | 0.6589         | 0.7763       | 0.4185                    | 0.7767         | 0.6953          | 0.6875      |
| 0.4658        | 8.7   | 3220 | 0.6697          | 0.6758   | 0.7783        | 0.8636           | 0.9338         | 0.8064              | 0.8823            | 0.4319                         | 0.9122              | 0.7787               | 0.7028           | 0.8632    | 0.6699         | 0.7520       | 0.3790                    | 0.7664         | 0.6411          | 0.6587      |
| 0.0752        | 8.76  | 3240 | 0.6035          | 0.7060   | 0.8125        | 0.8813           | 0.9218         | 0.8450              | 0.8659            | 0.4448                         | 0.9000              | 0.8520               | 0.8579           | 0.8620    | 0.6622         | 0.7580       | 0.3709                    | 0.7931         | 0.7034          | 0.7926      |
| 0.3356        | 8.81  | 3260 | 0.5770          | 0.7120   | 0.8166        | 0.8844           | 0.9343         | 0.8245              | 0.8798            | 0.4381                         | 0.8787              | 0.8943               | 0.8664           | 0.8636    | 0.6692         | 0.7580       | 0.3873                    | 0.7999         | 0.7092          | 0.7968      |
| 0.1724        | 8.86  | 3280 | 0.5592          | 0.7136   | 0.8141        | 0.8845           | 0.9307         | 0.8032              | 0.8869            | 0.4732                         | 0.8946              | 0.8451               | 0.8653           | 0.8623    | 0.6718         | 0.7598       | 0.3997                    | 0.8022         | 0.7091          | 0.7905      |
| 0.158         | 8.92  | 3300 | 0.5446          | 0.7085   | 0.8110        | 0.8828           | 0.9316         | 0.8088              | 0.8938            | 0.4891                         | 0.9008              | 0.7943               | 0.8588           | 0.8628    | 0.6714         | 0.7629       | 0.3823                    | 0.8021         | 0.6885          | 0.7896      |
| 0.2343        | 8.97  | 3320 | 0.5785          | 0.7095   | 0.8132        | 0.8813           | 0.9304         | 0.8096              | 0.8762            | 0.4783                         | 0.8901              | 0.8654               | 0.8425           | 0.8621    | 0.6748         | 0.7569       | 0.4024                    | 0.7963         | 0.7013          | 0.7725      |
| 0.2144        | 9.03  | 3340 | 0.5870          | 0.7055   | 0.8064        | 0.8802           | 0.9282         | 0.8202              | 0.8745            | 0.4448                         | 0.9035              | 0.8486               | 0.8252           | 0.8576    | 0.6765         | 0.7567       | 0.3876                    | 0.8005         | 0.7014          | 0.7579      |
| 0.1379        | 9.08  | 3360 | 0.5864          | 0.7083   | 0.8106        | 0.8813           | 0.9288         | 0.8241              | 0.8696            | 0.4435                         | 0.8968              | 0.8834               | 0.8281           | 0.8592    | 0.6748         | 0.7617       | 0.4023                    | 0.8025         | 0.6979          | 0.7600      |
| 0.335         | 9.14  | 3380 | 0.6072          | 0.6871   | 0.7925        | 0.8707           | 0.9314         | 0.8154              | 0.8720            | 0.4397                         | 0.9062              | 0.8387               | 0.7444           | 0.8533    | 0.6684         | 0.7545       | 0.3940                    | 0.7999         | 0.6551          | 0.6847      |
| 0.1489        | 9.19  | 3400 | 0.5636          | 0.7076   | 0.8125        | 0.8803           | 0.9247         | 0.8143              | 0.8720            | 0.4925                         | 0.8996              | 0.8409               | 0.8434           | 0.8571    | 0.6642         | 0.7563       | 0.4017                    | 0.7987         | 0.7074          | 0.7683      |
| 0.1118        | 9.24  | 3420 | 0.5699          | 0.7112   | 0.8188        | 0.8824           | 0.9313         | 0.7996              | 0.8835            | 0.4937                         | 0.8760              | 0.8831               | 0.8648           | 0.8635    | 0.6695         | 0.7542       | 0.3980                    | 0.7961         | 0.7081          | 0.7886      |
| 0.2613        | 9.3   | 3440 | 0.5491          | 0.7160   | 0.8154        | 0.8853           | 0.9373         | 0.7939              | 0.8859            | 0.5014                         | 0.8951              | 0.8444               | 0.8495           | 0.8663    | 0.6746         | 0.7597       | 0.4109                    | 0.8012         | 0.7032          | 0.7961      |
| 0.1139        | 9.35  | 3460 | 0.5690          | 0.7072   | 0.8052        | 0.8839           | 0.9280         | 0.7892              | 0.8610            | 0.4264                         | 0.9060              | 0.8652               | 0.8606           | 0.8616    | 0.6554         | 0.7589       | 0.3670                    | 0.8032         | 0.7104          | 0.7943      |
| 0.128         | 9.41  | 3480 | 0.5414          | 0.7183   | 0.8197        | 0.8861           | 0.9360         | 0.7843              | 0.8709            | 0.5102                         | 0.8850              | 0.8804               | 0.8710           | 0.8629    | 0.6689         | 0.7694       | 0.4104                    | 0.8038         | 0.7141          | 0.7983      |
| 0.187         | 9.46  | 3500 | 0.5634          | 0.7112   | 0.8119        | 0.8827           | 0.9281         | 0.8073              | 0.8583            | 0.5098                         | 0.9113              | 0.8225               | 0.8460           | 0.8624    | 0.6713         | 0.7650       | 0.4111                    | 0.8040         | 0.6927          | 0.7722      |
| 0.1191        | 9.51  | 3520 | 0.5511          | 0.7118   | 0.8156        | 0.8833           | 0.9328         | 0.8120              | 0.8616            | 0.4826                         | 0.8900              | 0.8745               | 0.8556           | 0.8633    | 0.6729         | 0.7560       | 0.3983                    | 0.8014         | 0.7061          | 0.7843      |
| 0.4297        | 9.57  | 3540 | 0.5802          | 0.7006   | 0.7967        | 0.8801           | 0.9276         | 0.8095              | 0.8714            | 0.4200                         | 0.9130              | 0.7672               | 0.8685           | 0.8612    | 0.6770         | 0.7381       | 0.3544                    | 0.7939         | 0.6826          | 0.7970      |
| 0.2728        | 9.62  | 3560 | 0.5485          | 0.7178   | 0.8280        | 0.8843           | 0.9207         | 0.8378              | 0.8643            | 0.5383                         | 0.8932              | 0.8698               | 0.8720           | 0.8608    | 0.6697         | 0.7499       | 0.4192                    | 0.8001         | 0.7244          | 0.8006      |
| 0.5411        | 9.68  | 3580 | 0.6300          | 0.7000   | 0.8024        | 0.8732           | 0.9223         | 0.7995              | 0.8569            | 0.5270                         | 0.9113              | 0.7974               | 0.8021           | 0.8620    | 0.6733         | 0.7490       | 0.4075                    | 0.7735         | 0.7035          | 0.7310      |
| 0.2359        | 9.73  | 3600 | 0.5608          | 0.6990   | 0.8111        | 0.8740           | 0.9251         | 0.8178              | 0.8712            | 0.5368                         | 0.8979              | 0.8466               | 0.7821           | 0.8635    | 0.6726         | 0.7488       | 0.4263                    | 0.7908         | 0.6774          | 0.7137      |
| 0.1735        | 9.78  | 3620 | 0.5859          | 0.6998   | 0.8132        | 0.8744           | 0.9253         | 0.8187              | 0.8722            | 0.5364                         | 0.8913              | 0.8545               | 0.7939           | 0.8603    | 0.6693         | 0.7457       | 0.4366                    | 0.7965         | 0.6678          | 0.7221      |
| 0.1954        | 9.84  | 3640 | 0.6579          | 0.6788   | 0.7805        | 0.8646           | 0.9368         | 0.7730              | 0.8630            | 0.4399                         | 0.9025              | 0.8462               | 0.7018           | 0.8585    | 0.6737         | 0.7425       | 0.3960                    | 0.7802         | 0.6567          | 0.6437      |
| 0.2474        | 9.89  | 3660 | 0.5547          | 0.7076   | 0.8115        | 0.8793           | 0.9328         | 0.8057              | 0.8560            | 0.5065                         | 0.8919              | 0.8565               | 0.8314           | 0.8576    | 0.6795         | 0.7413       | 0.4163                    | 0.8001         | 0.7013          | 0.7571      |
| 0.2478        | 9.95  | 3680 | 0.5778          | 0.6993   | 0.8030        | 0.8745           | 0.9296         | 0.8235              | 0.8403            | 0.4924                         | 0.9045              | 0.8343               | 0.7963           | 0.8558    | 0.6762         | 0.7462       | 0.3948                    | 0.7867         | 0.7038          | 0.7318      |
| 0.1857        | 10.0  | 3700 | 0.5824          | 0.6996   | 0.8034        | 0.8754           | 0.9331         | 0.8167              | 0.8510            | 0.4584                         | 0.8921              | 0.8765               | 0.7962           | 0.8572    | 0.6699         | 0.7504       | 0.3932                    | 0.7864         | 0.7060          | 0.7339      |
| 0.1102        | 10.05 | 3720 | 0.6500          | 0.6879   | 0.7825        | 0.8689           | 0.9331         | 0.7378              | 0.8607            | 0.4543                         | 0.9084              | 0.8347               | 0.7483           | 0.8571    | 0.6603         | 0.7488       | 0.3909                    | 0.7729         | 0.6937          | 0.6916      |
| 0.1427        | 10.11 | 3740 | 0.5802          | 0.7147   | 0.8234        | 0.8816           | 0.9328         | 0.7885              | 0.8885            | 0.5626                         | 0.8761              | 0.8680               | 0.8475           | 0.8632    | 0.6756         | 0.7543       | 0.4283                    | 0.7925         | 0.7077          | 0.7810      |
| 0.1652        | 10.16 | 3760 | 0.5950          | 0.7155   | 0.8094        | 0.8857           | 0.9367         | 0.7904              | 0.8237            | 0.4910                         | 0.9086              | 0.8436               | 0.8716           | 0.8638    | 0.6698         | 0.7525       | 0.4112                    | 0.8042         | 0.7072          | 0.8000      |
| 0.1775        | 10.22 | 3780 | 0.5329          | 0.7040   | 0.8063        | 0.8783           | 0.9256         | 0.8012              | 0.8744            | 0.4887                         | 0.9103              | 0.8444               | 0.7995           | 0.8641    | 0.6837         | 0.7596       | 0.4166                    | 0.7994         | 0.6632          | 0.7417      |
| 0.171         | 10.27 | 3800 | 0.5276          | 0.7048   | 0.8099        | 0.8780           | 0.9434         | 0.7878              | 0.8639            | 0.5423                         | 0.8881              | 0.8459               | 0.7977           | 0.8636    | 0.6780         | 0.7581       | 0.4305                    | 0.7999         | 0.6630          | 0.7404      |
| 0.1445        | 10.32 | 3820 | 0.5358          | 0.7005   | 0.8175        | 0.8752           | 0.9294         | 0.8102              | 0.8479            | 0.5871                         | 0.8890              | 0.8576               | 0.8013           | 0.8623    | 0.6748         | 0.7650       | 0.4096                    | 0.7985         | 0.6626          | 0.7310      |
| 0.164         | 10.38 | 3840 | 0.5509          | 0.7138   | 0.8202        | 0.8830           | 0.9317         | 0.8165              | 0.8737            | 0.5448                         | 0.8952              | 0.8290               | 0.8504           | 0.8646    | 0.6748         | 0.7633       | 0.4240                    | 0.8023         | 0.6916          | 0.7759      |
| 0.172         | 10.43 | 3860 | 0.5750          | 0.7131   | 0.8161        | 0.8833           | 0.9307         | 0.7920              | 0.8881            | 0.5110                         | 0.8915              | 0.8344               | 0.8648           | 0.8634    | 0.6728         | 0.7570       | 0.3961                    | 0.7966         | 0.7096          | 0.7961      |
| 0.9783        | 10.49 | 3880 | 0.6087          | 0.7004   | 0.8098        | 0.8772           | 0.9175         | 0.8388              | 0.8794            | 0.4381                         | 0.8962              | 0.8719               | 0.8264           | 0.8535    | 0.6610         | 0.7513       | 0.3832                    | 0.7953         | 0.6982          | 0.7601      |
| 0.1288        | 10.54 | 3900 | 0.5240          | 0.7195   | 0.8230        | 0.8853           | 0.9195         | 0.8076              | 0.8856            | 0.5266                         | 0.9002              | 0.8372               | 0.8842           | 0.8612    | 0.6755         | 0.7584       | 0.4267                    | 0.8032         | 0.7134          | 0.7981      |
| 0.1404        | 10.59 | 3920 | 0.5173          | 0.7066   | 0.8156        | 0.8777           | 0.9208         | 0.8130              | 0.8600            | 0.5573                         | 0.9068              | 0.8372               | 0.8142           | 0.8564    | 0.6665         | 0.7663       | 0.4185                    | 0.7969         | 0.6999          | 0.7418      |
| 0.2075        | 10.65 | 3940 | 0.5605          | 0.7054   | 0.8160        | 0.8770           | 0.9290         | 0.8152              | 0.8608            | 0.5407                         | 0.8912              | 0.8797               | 0.7959           | 0.8569    | 0.6722         | 0.7550       | 0.4321                    | 0.8001         | 0.6952          | 0.7262      |
| 0.0764        | 10.7  | 3960 | 0.5575          | 0.7052   | 0.8058        | 0.8787           | 0.9405         | 0.8024              | 0.8748            | 0.4783                         | 0.8943              | 0.8612               | 0.7891           | 0.8576    | 0.6738         | 0.7555       | 0.4185                    | 0.8013         | 0.7004          | 0.7294      |
| 0.1381        | 10.76 | 3980 | 0.6212          | 0.6932   | 0.7998        | 0.8703           | 0.9258         | 0.8209              | 0.8836            | 0.4909                         | 0.9076              | 0.8328               | 0.7371           | 0.8563    | 0.6728         | 0.7648       | 0.4115                    | 0.7841         | 0.6864          | 0.6766      |
| 0.1283        | 10.81 | 4000 | 0.5661          | 0.6961   | 0.8044        | 0.8710           | 0.9393         | 0.8002              | 0.8737            | 0.5322                         | 0.8879              | 0.8644               | 0.7328           | 0.8558    | 0.6722         | 0.7631       | 0.4355                    | 0.7882         | 0.6814          | 0.6768      |
| 0.1478        | 10.86 | 4020 | 0.5682          | 0.7079   | 0.8085        | 0.8811           | 0.9397         | 0.8064              | 0.8768            | 0.4765                         | 0.8955              | 0.8540               | 0.8108           | 0.8590    | 0.6730         | 0.7612       | 0.4063                    | 0.8041         | 0.6991          | 0.7529      |
| 0.2952        | 10.92 | 4040 | 0.5359          | 0.7250   | 0.8293        | 0.8888           | 0.9325         | 0.8091              | 0.8560            | 0.5720                         | 0.8976              | 0.8615               | 0.8764           | 0.8724    | 0.6781         | 0.7756       | 0.4162                    | 0.8019         | 0.7216          | 0.8091      |
| 0.5411        | 10.97 | 4060 | 0.5361          | 0.7190   | 0.8235        | 0.8858           | 0.9223         | 0.8110              | 0.8714            | 0.5594                         | 0.9099              | 0.8197               | 0.8711           | 0.8685    | 0.6779         | 0.7689       | 0.4029                    | 0.7984         | 0.7110          | 0.8057      |
| 0.2301        | 11.03 | 4080 | 0.5714          | 0.7126   | 0.8216        | 0.8823           | 0.9264         | 0.8299              | 0.8798            | 0.5285                         | 0.8972              | 0.8570               | 0.8323           | 0.8606    | 0.6722         | 0.7591       | 0.4231                    | 0.8066         | 0.7008          | 0.7656      |
| 0.1374        | 11.08 | 4100 | 0.6145          | 0.6982   | 0.8072        | 0.8744           | 0.9313         | 0.8243              | 0.8528            | 0.5064                         | 0.8976              | 0.8603               | 0.7777           | 0.8588    | 0.6655         | 0.7586       | 0.4031                    | 0.7903         | 0.6957          | 0.7157      |
| 0.0696        | 11.14 | 4120 | 0.6681          | 0.6889   | 0.7887        | 0.8713           | 0.9370         | 0.7977              | 0.8783            | 0.4220                         | 0.9029              | 0.8375               | 0.7457           | 0.8601    | 0.6768         | 0.7550       | 0.3695                    | 0.7831         | 0.6903          | 0.6872      |
| 0.1682        | 11.19 | 4140 | 0.6977          | 0.6822   | 0.7875        | 0.8675           | 0.9324         | 0.8060              | 0.8618            | 0.4379                         | 0.9069              | 0.8523               | 0.7155           | 0.8623    | 0.6758         | 0.7521       | 0.3759                    | 0.7823         | 0.6688          | 0.6581      |
| 0.094         | 11.24 | 4160 | 0.6576          | 0.6958   | 0.8044        | 0.8724           | 0.9350         | 0.8088              | 0.8627            | 0.5259                         | 0.8956              | 0.8432               | 0.7598           | 0.8656    | 0.6738         | 0.7526       | 0.4046                    | 0.7805         | 0.6950          | 0.6984      |
| 0.1509        | 11.3  | 4180 | 0.6880          | 0.6966   | 0.8021        | 0.8720           | 0.9248         | 0.8019              | 0.8660            | 0.5110                         | 0.9091              | 0.8516               | 0.7502           | 0.8669    | 0.6753         | 0.7664       | 0.4210                    | 0.7793         | 0.6824          | 0.6852      |
| 0.2837        | 11.35 | 4200 | 0.6709          | 0.6965   | 0.8002        | 0.8720           | 0.9336         | 0.7865              | 0.8636            | 0.5164                         | 0.9019              | 0.8536               | 0.7456           | 0.8683    | 0.6763         | 0.7670       | 0.4232                    | 0.7782         | 0.6790          | 0.6838      |
| 0.1695        | 11.41 | 4220 | 0.6810          | 0.6960   | 0.8041        | 0.8721           | 0.9325         | 0.8124              | 0.8749            | 0.5153                         | 0.8988              | 0.8507               | 0.7444           | 0.8695    | 0.6771         | 0.7619       | 0.4223                    | 0.7803         | 0.6784          | 0.6828      |
| 0.1717        | 11.46 | 4240 | 0.6574          | 0.6890   | 0.8055        | 0.8690           | 0.9305         | 0.8075              | 0.8640            | 0.5508                         | 0.8933              | 0.8580               | 0.7346           | 0.8650    | 0.6748         | 0.7546       | 0.4148                    | 0.7894         | 0.6507          | 0.6737      |
| 0.2947        | 11.51 | 4260 | 0.6866          | 0.6883   | 0.7972        | 0.8703           | 0.9338         | 0.8128              | 0.8784            | 0.4646                         | 0.8942              | 0.8533               | 0.7435           | 0.8638    | 0.6768         | 0.7540       | 0.3961                    | 0.7886         | 0.6586          | 0.6802      |
| 0.1125        | 11.57 | 4280 | 0.6372          | 0.6874   | 0.7962        | 0.8695           | 0.9286         | 0.7964              | 0.8834            | 0.4716                         | 0.9004              | 0.8624               | 0.7303           | 0.8649    | 0.6792         | 0.7534       | 0.3993                    | 0.7891         | 0.6568          | 0.6689      |
| 0.2224        | 11.62 | 4300 | 0.6711          | 0.6870   | 0.8007        | 0.8668           | 0.9369         | 0.7884              | 0.8636            | 0.5381                         | 0.8829              | 0.8759               | 0.7193           | 0.8609    | 0.6738         | 0.7665       | 0.4119                    | 0.7823         | 0.6553          | 0.6586      |
| 0.1141        | 11.68 | 4320 | 0.6735          | 0.6876   | 0.7964        | 0.8681           | 0.9282         | 0.7929              | 0.8708            | 0.5022                         | 0.8997              | 0.8422               | 0.7391           | 0.8626    | 0.6761         | 0.7528       | 0.3917                    | 0.7769         | 0.6745          | 0.6788      |
| 0.1375        | 11.73 | 4340 | 0.6837          | 0.6863   | 0.7983        | 0.8666           | 0.9258         | 0.8016              | 0.8788            | 0.5143                         | 0.8961              | 0.8359               | 0.7355           | 0.8606    | 0.6774         | 0.7453       | 0.4008                    | 0.7761         | 0.6699          | 0.6742      |
| 0.169         | 11.78 | 4360 | 0.6585          | 0.6925   | 0.7968        | 0.8712           | 0.9429         | 0.8017              | 0.8572            | 0.5097                         | 0.9070              | 0.8599               | 0.6992           | 0.8650    | 0.6872         | 0.7562       | 0.4293                    | 0.7933         | 0.6490          | 0.6676      |
| 0.1052        | 11.84 | 4380 | 0.6623          | 0.6951   | 0.8108        | 0.8711           | 0.9314         | 0.8442              | 0.8677            | 0.5472                         | 0.9004              | 0.8746               | 0.7099           | 0.8670    | 0.6841         | 0.7572       | 0.4333                    | 0.7878         | 0.6607          | 0.6754      |
| 0.2518        | 11.89 | 4400 | 0.6526          | 0.6826   | 0.7901        | 0.8648           | 0.9440         | 0.8438              | 0.8729            | 0.4834                         | 0.9067              | 0.8347               | 0.6452           | 0.8557    | 0.6809         | 0.7546       | 0.4202                    | 0.7815         | 0.6648          | 0.6201      |
| 0.1708        | 11.95 | 4420 | 0.6365          | 0.6918   | 0.8027        | 0.8692           | 0.9400         | 0.8431              | 0.8710            | 0.5182                         | 0.8936              | 0.8393               | 0.7140           | 0.8647    | 0.6812         | 0.7509       | 0.4215                    | 0.7762         | 0.6746          | 0.6736      |
| 0.1352        | 12.0  | 4440 | 0.5239          | 0.7166   | 0.8241        | 0.8839           | 0.9382         | 0.8144              | 0.8535            | 0.5460                         | 0.8817              | 0.8874               | 0.8472           | 0.8663    | 0.6748         | 0.7577       | 0.4402                    | 0.8035         | 0.6969          | 0.7769      |
| 0.2215        | 12.05 | 4460 | 0.5723          | 0.7126   | 0.8105        | 0.8812           | 0.9360         | 0.8086              | 0.8765            | 0.5050                         | 0.9054              | 0.8426               | 0.7994           | 0.8729    | 0.6912         | 0.7601       | 0.4197                    | 0.7850         | 0.7110          | 0.7482      |
| 0.1835        | 12.11 | 4480 | 0.5951          | 0.7038   | 0.8079        | 0.8764           | 0.9286         | 0.8200              | 0.8768            | 0.4997                         | 0.9033              | 0.8435               | 0.7837           | 0.8646    | 0.6764         | 0.7581       | 0.4137                    | 0.7838         | 0.7070          | 0.7228      |
| 0.2029        | 12.16 | 4500 | 0.6254          | 0.7049   | 0.8123        | 0.8756           | 0.9360         | 0.8250              | 0.8460            | 0.5341                         | 0.8887              | 0.8671               | 0.7890           | 0.8630    | 0.6719         | 0.7603       | 0.4181                    | 0.7786         | 0.7167          | 0.7254      |
| 0.1549        | 12.22 | 4520 | 0.6314          | 0.7073   | 0.8139        | 0.8782           | 0.9258         | 0.7967              | 0.8786            | 0.5177                         | 0.8901              | 0.8628               | 0.8257           | 0.8652    | 0.6710         | 0.7511       | 0.4073                    | 0.7822         | 0.7200          | 0.7542      |
| 0.2682        | 12.27 | 4540 | 0.6696          | 0.7040   | 0.8131        | 0.8745           | 0.9259         | 0.8000              | 0.8625            | 0.5390                         | 0.8867              | 0.8774               | 0.8001           | 0.8650    | 0.6781         | 0.7544       | 0.4102                    | 0.7729         | 0.7174          | 0.7298      |
| 0.1751        | 12.32 | 4560 | 0.6386          | 0.7053   | 0.8165        | 0.8751           | 0.9265         | 0.8053              | 0.8722            | 0.5559                         | 0.8859              | 0.8757               | 0.7936           | 0.8665    | 0.6761         | 0.7562       | 0.4201                    | 0.7745         | 0.7174          | 0.7264      |
| 0.0681        | 12.38 | 4580 | 0.6112          | 0.7075   | 0.8127        | 0.8770           | 0.9252         | 0.8008              | 0.8658            | 0.5365                         | 0.9002              | 0.8601               | 0.8001           | 0.8671    | 0.6788         | 0.7623       | 0.4154                    | 0.7788         | 0.7181          | 0.7324      |
| 0.1016        | 12.43 | 4600 | 0.6245          | 0.7053   | 0.8111        | 0.8769           | 0.9251         | 0.8187              | 0.8781            | 0.5013                         | 0.8986              | 0.8562               | 0.7999           | 0.8659    | 0.6752         | 0.7600       | 0.4042                    | 0.7804         | 0.7226          | 0.7289      |
| 0.1233        | 12.49 | 4620 | 0.6009          | 0.7065   | 0.8072        | 0.8787           | 0.9320         | 0.8111              | 0.8669            | 0.4872                         | 0.9005              | 0.8360               | 0.8165           | 0.8679    | 0.6797         | 0.7621       | 0.3988                    | 0.7836         | 0.7122          | 0.7408      |
| 0.2694        | 12.54 | 4640 | 0.6410          | 0.7066   | 0.8082        | 0.8787           | 0.9336         | 0.8113              | 0.8681            | 0.4848                         | 0.8956              | 0.8512               | 0.8130           | 0.8656    | 0.6820         | 0.7604       | 0.3959                    | 0.7846         | 0.7101          | 0.7476      |
| 0.167         | 12.59 | 4660 | 0.6926          | 0.6951   | 0.7996        | 0.8719           | 0.9271         | 0.8188              | 0.8598            | 0.4841                         | 0.9079              | 0.8389               | 0.7609           | 0.8642    | 0.6753         | 0.7625       | 0.4034                    | 0.7781         | 0.6853          | 0.6971      |
| 0.33          | 12.65 | 4680 | 0.6355          | 0.7048   | 0.8086        | 0.8789           | 0.9300         | 0.8155              | 0.8647            | 0.4891                         | 0.9046              | 0.8525               | 0.8039           | 0.8676    | 0.6775         | 0.7614       | 0.4098                    | 0.7950         | 0.6840          | 0.7382      |
| 0.1355        | 12.7  | 4700 | 0.5896          | 0.7248   | 0.8201        | 0.8894           | 0.9348         | 0.8012              | 0.8679            | 0.4971                         | 0.9002              | 0.8607               | 0.8787           | 0.8669    | 0.6813         | 0.7594       | 0.4294                    | 0.8087         | 0.7242          | 0.8034      |
| 0.2499        | 12.76 | 4720 | 0.5623          | 0.7264   | 0.8232        | 0.8898           | 0.9282         | 0.8038              | 0.8683            | 0.5214                         | 0.9097              | 0.8563               | 0.8750           | 0.8676    | 0.6758         | 0.7634       | 0.4414                    | 0.8102         | 0.7230          | 0.8030      |
| 0.1029        | 12.81 | 4740 | 0.6712          | 0.7012   | 0.8100        | 0.8733           | 0.9299         | 0.7999              | 0.8721            | 0.5470                         | 0.8969              | 0.8772               | 0.7470           | 0.8675    | 0.6750         | 0.7622       | 0.4465                    | 0.7826         | 0.6886          | 0.6863      |
| 0.1231        | 12.86 | 4760 | 0.7289          | 0.6920   | 0.8010        | 0.8693           | 0.9323         | 0.7921              | 0.8824            | 0.5139                         | 0.8931              | 0.8699               | 0.7231           | 0.8641    | 0.6757         | 0.7559       | 0.4293                    | 0.7811         | 0.6739          | 0.6644      |
| 0.2009        | 12.92 | 4780 | 0.7378          | 0.6887   | 0.7979        | 0.8672           | 0.9382         | 0.8301              | 0.8803            | 0.5180                         | 0.9033              | 0.8375               | 0.6782           | 0.8617    | 0.6827         | 0.7636       | 0.4322                    | 0.7816         | 0.6604          | 0.6385      |
| 0.1391        | 12.97 | 4800 | 0.6546          | 0.6991   | 0.7956        | 0.8739           | 0.9334         | 0.7969              | 0.8673            | 0.4618                         | 0.9095              | 0.8435               | 0.7570           | 0.8628    | 0.6840         | 0.7659       | 0.4076                    | 0.7813         | 0.6990          | 0.6933      |
| 0.1298        | 13.03 | 4820 | 0.6830          | 0.6940   | 0.7989        | 0.8709           | 0.9401         | 0.8336              | 0.8854            | 0.4483                         | 0.8887              | 0.8719               | 0.7243           | 0.8627    | 0.6936         | 0.7557       | 0.3974                    | 0.7755         | 0.6930          | 0.6803      |
| 0.1843        | 13.08 | 4840 | 0.7086          | 0.7003   | 0.8017        | 0.8742           | 0.9299         | 0.8174              | 0.8665            | 0.4689                         | 0.9055              | 0.8676               | 0.7561           | 0.8648    | 0.6865         | 0.7617       | 0.4069                    | 0.7793         | 0.7020          | 0.7011      |
| 0.1717        | 13.14 | 4860 | 0.7067          | 0.6857   | 0.7925        | 0.8671           | 0.9345         | 0.8209              | 0.8780            | 0.4611                         | 0.8993              | 0.8443               | 0.7094           | 0.8618    | 0.6842         | 0.7541       | 0.4024                    | 0.7795         | 0.6640          | 0.6537      |
| 0.1198        | 13.19 | 4880 | 0.6974          | 0.6874   | 0.7955        | 0.8660           | 0.9389         | 0.8013              | 0.8552            | 0.5258                         | 0.8956              | 0.8557               | 0.6961           | 0.8599    | 0.6824         | 0.7611       | 0.4257                    | 0.7790         | 0.6610          | 0.6424      |
| 0.3224        | 13.24 | 4900 | 0.7392          | 0.6852   | 0.7930        | 0.8664           | 0.9267         | 0.8058              | 0.8745            | 0.4755                         | 0.9041              | 0.8543               | 0.7103           | 0.8625    | 0.6817         | 0.7580       | 0.4026                    | 0.7775         | 0.6629          | 0.6512      |
| 0.0703        | 13.3  | 4920 | 0.6311          | 0.6933   | 0.8022        | 0.8709           | 0.9335         | 0.8123              | 0.8901            | 0.4878                         | 0.8906              | 0.8626               | 0.7387           | 0.8660    | 0.6798         | 0.7560       | 0.4106                    | 0.7802         | 0.6826          | 0.6782      |
| 0.2431        | 13.35 | 4940 | 0.6244          | 0.6827   | 0.7976        | 0.8660           | 0.9368         | 0.8237              | 0.8843            | 0.4969                         | 0.8942              | 0.8755               | 0.6720           | 0.8667    | 0.6838         | 0.7580       | 0.4172                    | 0.7888         | 0.6334          | 0.6315      |
| 0.2872        | 13.41 | 4960 | 0.6453          | 0.6839   | 0.8007        | 0.8661           | 0.9319         | 0.8085              | 0.8936            | 0.5322                         | 0.8962              | 0.8619               | 0.6804           | 0.8669    | 0.6813         | 0.7582       | 0.4252                    | 0.7899         | 0.6283          | 0.6373      |
| 0.1403        | 13.46 | 4980 | 0.6293          | 0.6834   | 0.8007        | 0.8648           | 0.9383         | 0.7919              | 0.8843            | 0.5445                         | 0.8806              | 0.8801               | 0.6849           | 0.8623    | 0.6767         | 0.7656       | 0.4277                    | 0.7883         | 0.6326          | 0.6307      |
| 1.0722        | 13.51 | 5000 | 0.6654          | 0.6859   | 0.7976        | 0.8675           | 0.9344         | 0.8211              | 0.8760            | 0.4980                         | 0.8967              | 0.8460               | 0.7110           | 0.8603    | 0.6754         | 0.7626       | 0.4067                    | 0.7873         | 0.6587          | 0.6504      |
| 0.1002        | 13.57 | 5020 | 0.7546          | 0.6814   | 0.7922        | 0.8656           | 0.9375         | 0.8112              | 0.8670            | 0.4721                         | 0.8929              | 0.8712               | 0.6935           | 0.8587    | 0.6765         | 0.7573       | 0.3976                    | 0.7869         | 0.6532          | 0.6392      |
| 0.1098        | 13.62 | 5040 | 0.7212          | 0.6966   | 0.8019        | 0.8733           | 0.9264         | 0.8044              | 0.8714            | 0.5056                         | 0.9134              | 0.8447               | 0.7474           | 0.8680    | 0.6820         | 0.7642       | 0.4191                    | 0.7892         | 0.6665          | 0.6874      |
| 0.2066        | 13.68 | 5060 | 0.6863          | 0.6966   | 0.8103        | 0.8722           | 0.9330         | 0.7999              | 0.8691            | 0.5697                         | 0.8934              | 0.8613               | 0.7454           | 0.8675    | 0.6773         | 0.7620       | 0.4325                    | 0.7898         | 0.6612          | 0.6862      |
| 0.1899        | 13.73 | 5080 | 0.6502          | 0.6979   | 0.8049        | 0.8732           | 0.9322         | 0.7924              | 0.8634            | 0.5399                         | 0.9034              | 0.8523               | 0.7504           | 0.8681    | 0.6759         | 0.7628       | 0.4264                    | 0.7855         | 0.6760          | 0.6909      |
| 0.1979        | 13.78 | 5100 | 0.7042          | 0.6964   | 0.8077        | 0.8715           | 0.9303         | 0.8046              | 0.8646            | 0.5369                         | 0.8919              | 0.8739               | 0.7514           | 0.8670    | 0.6755         | 0.7604       | 0.4293                    | 0.7819         | 0.6746          | 0.6859      |
| 0.101         | 13.84 | 5120 | 0.6623          | 0.6886   | 0.8036        | 0.8679           | 0.9312         | 0.8124              | 0.8591            | 0.5298                         | 0.8907              | 0.8811               | 0.7211           | 0.8646    | 0.6761         | 0.7561       | 0.4335                    | 0.7892         | 0.6432          | 0.6575      |
| 0.2066        | 13.89 | 5140 | 0.6422          | 0.6874   | 0.7907        | 0.8690           | 0.9376         | 0.7826              | 0.8576            | 0.4964                         | 0.9090              | 0.8384               | 0.7133           | 0.8647    | 0.6808         | 0.7606       | 0.4180                    | 0.7917         | 0.6439          | 0.6519      |
| 0.0987        | 13.95 | 5160 | 0.6607          | 0.6876   | 0.7963        | 0.8682           | 0.9312         | 0.8007              | 0.8677            | 0.4967                         | 0.9030              | 0.8649               | 0.7095           | 0.8636    | 0.6820         | 0.7596       | 0.4225                    | 0.7914         | 0.6458          | 0.6484      |
| 0.1414        | 14.0  | 5180 | 0.6363          | 0.6908   | 0.8042        | 0.8691           | 0.9303         | 0.8263              | 0.8735            | 0.5228                         | 0.8961              | 0.8547               | 0.7257           | 0.8644    | 0.6784         | 0.7596       | 0.4294                    | 0.7875         | 0.6550          | 0.6616      |
| 0.0547        | 14.05 | 5200 | 0.6666          | 0.6897   | 0.7980        | 0.8699           | 0.9303         | 0.8190              | 0.8796            | 0.4665                         | 0.9009              | 0.8681               | 0.7216           | 0.8671    | 0.6806         | 0.7619       | 0.4074                    | 0.7841         | 0.6626          | 0.6640      |
| 1.5168        | 14.11 | 5220 | 0.6171          | 0.7057   | 0.8126        | 0.8766           | 0.9272         | 0.8151              | 0.8745            | 0.5186                         | 0.8966              | 0.8696               | 0.7865           | 0.8692    | 0.6786         | 0.7633       | 0.4333                    | 0.7839         | 0.6968          | 0.7147      |
| 0.1673        | 14.16 | 5240 | 0.6295          | 0.6897   | 0.8097        | 0.8675           | 0.9364         | 0.8264              | 0.8935            | 0.5600                         | 0.8800              | 0.8731               | 0.6989           | 0.8651    | 0.6819         | 0.7547       | 0.4471                    | 0.7880         | 0.6358          | 0.6552      |
| 0.1493        | 14.22 | 5260 | 0.6006          | 0.6862   | 0.7948        | 0.8689           | 0.9385         | 0.8056              | 0.8756            | 0.4804                         | 0.8975              | 0.8563               | 0.7097           | 0.8645    | 0.6757         | 0.7584       | 0.4147                    | 0.7924         | 0.6424          | 0.6556      |
| 0.0582        | 14.27 | 5280 | 0.5851          | 0.7049   | 0.8050        | 0.8796           | 0.9356         | 0.8082              | 0.8594            | 0.4799                         | 0.9075              | 0.8467               | 0.7975           | 0.8590    | 0.6705         | 0.7559       | 0.4123                    | 0.8048         | 0.6970          | 0.7349      |
| 0.114         | 14.32 | 5300 | 0.5824          | 0.7205   | 0.8271        | 0.8869           | 0.9228         | 0.8209              | 0.8661            | 0.5326                         | 0.9004              | 0.8765               | 0.8705           | 0.8676    | 0.6727         | 0.7602       | 0.4219                    | 0.8059         | 0.7183          | 0.7972      |
| 0.1722        | 14.38 | 5320 | 0.6211          | 0.7146   | 0.8113        | 0.8857           | 0.9353         | 0.7938              | 0.8697            | 0.4707                         | 0.9037              | 0.8576               | 0.8484           | 0.8671    | 0.6808         | 0.7568       | 0.4033                    | 0.8081         | 0.7090          | 0.7771      |
| 0.0931        | 14.43 | 5340 | 0.6304          | 0.7134   | 0.8145        | 0.8833           | 0.9351         | 0.7942              | 0.8683            | 0.5071                         | 0.8974              | 0.8728               | 0.8267           | 0.8641    | 0.6812         | 0.7580       | 0.4198                    | 0.8058         | 0.7037          | 0.7615      |
| 0.1883        | 14.49 | 5360 | 0.6069          | 0.7148   | 0.8192        | 0.8832           | 0.9305         | 0.8042              | 0.8807            | 0.5439                         | 0.9015              | 0.8448               | 0.8290           | 0.8628    | 0.6787         | 0.7639       | 0.4244                    | 0.8060         | 0.7053          | 0.7625      |
| 0.1474        | 14.54 | 5380 | 0.6856          | 0.6956   | 0.8127        | 0.8697           | 0.9282         | 0.8139              | 0.8909            | 0.5721                         | 0.8863              | 0.8652               | 0.7324           | 0.8595    | 0.6753         | 0.7588       | 0.4309                    | 0.7811         | 0.6875          | 0.6764      |
| 0.1547        | 14.59 | 5400 | 0.7256          | 0.6997   | 0.8039        | 0.8721           | 0.9318         | 0.7957              | 0.8634            | 0.5218                         | 0.8981              | 0.8713               | 0.7451           | 0.8622    | 0.6808         | 0.7673       | 0.4271                    | 0.7774         | 0.6980          | 0.6855      |
| 0.1503        | 14.65 | 5420 | 0.7249          | 0.6986   | 0.8017        | 0.8730           | 0.9313         | 0.8156              | 0.8755            | 0.4876                         | 0.9032              | 0.8462               | 0.7522           | 0.8629    | 0.6729         | 0.7658       | 0.4166                    | 0.7789         | 0.7031          | 0.6896      |
| 0.3028        | 14.7  | 5440 | 0.7174          | 0.6935   | 0.8058        | 0.8697           | 0.9339         | 0.8206              | 0.8687            | 0.4987                         | 0.8781              | 0.8941               | 0.7467           | 0.8642    | 0.6760         | 0.7566       | 0.4069                    | 0.7706         | 0.6926          | 0.6874      |
| 0.161         | 14.76 | 5460 | 0.6711          | 0.6985   | 0.8020        | 0.8726           | 0.9362         | 0.8113              | 0.8586            | 0.4919                         | 0.8954              | 0.8701               | 0.7504           | 0.8628    | 0.6783         | 0.7575       | 0.4173                    | 0.7783         | 0.7059          | 0.6895      |
| 0.1155        | 14.81 | 5480 | 0.6929          | 0.7092   | 0.8132        | 0.8781           | 0.9297         | 0.8222              | 0.8547            | 0.5190                         | 0.8997              | 0.8725               | 0.7948           | 0.8689    | 0.6824         | 0.7599       | 0.4231                    | 0.7809         | 0.7219          | 0.7272      |
| 0.1656        | 14.86 | 5500 | 0.6374          | 0.7092   | 0.8154        | 0.8779           | 0.9309         | 0.8140              | 0.8666            | 0.5398                         | 0.8948              | 0.8678               | 0.7936           | 0.8690    | 0.6801         | 0.7609       | 0.4255                    | 0.7808         | 0.7206          | 0.7276      |
| 1.1364        | 14.92 | 5520 | 0.6663          | 0.7064   | 0.8114        | 0.8770           | 0.9361         | 0.8201              | 0.8679            | 0.5215                         | 0.8919              | 0.8507               | 0.7917           | 0.8670    | 0.6756         | 0.7590       | 0.4192                    | 0.7799         | 0.7176          | 0.7264      |
| 0.1626        | 14.97 | 5540 | 0.6779          | 0.7092   | 0.8143        | 0.8782           | 0.9350         | 0.8199              | 0.8622            | 0.5283                         | 0.8937              | 0.8722               | 0.7886           | 0.8688    | 0.6778         | 0.7671       | 0.4223                    | 0.7807         | 0.7226          | 0.7254      |
| 0.2601        | 15.03 | 5560 | 0.6393          | 0.7047   | 0.8080        | 0.8766           | 0.9358         | 0.8112              | 0.8806            | 0.5048                         | 0.8977              | 0.8597               | 0.7664           | 0.8673    | 0.6785         | 0.7661       | 0.4178                    | 0.7828         | 0.7132          | 0.7075      |
| 0.188         | 15.08 | 5580 | 0.6080          | 0.7148   | 0.8125        | 0.8833           | 0.9362         | 0.8070              | 0.8606            | 0.5002                         | 0.9046              | 0.8576               | 0.8209           | 0.8707    | 0.6787         | 0.7652       | 0.4151                    | 0.7921         | 0.7264          | 0.7551      |
| 0.1492        | 15.14 | 5600 | 0.6940          | 0.7016   | 0.7966        | 0.8765           | 0.9364         | 0.8041              | 0.8777            | 0.4570                         | 0.9117              | 0.8137               | 0.7754           | 0.8678    | 0.6812         | 0.7633       | 0.4006                    | 0.7813         | 0.7049          | 0.7123      |
| 0.1306        | 15.19 | 5620 | 0.7043          | 0.7040   | 0.8105        | 0.8753           | 0.9296         | 0.8196              | 0.8822            | 0.5192                         | 0.8983              | 0.8576               | 0.7668           | 0.8675    | 0.6825         | 0.7640       | 0.4176                    | 0.7791         | 0.7123          | 0.7048      |
| 0.0968        | 15.24 | 5640 | 0.7197          | 0.6986   | 0.8082        | 0.8724           | 0.9329         | 0.8196              | 0.8689            | 0.5488                         | 0.9001              | 0.8462               | 0.7406           | 0.8669    | 0.6779         | 0.7663       | 0.4198                    | 0.7789         | 0.6983          | 0.6819      |
| 0.1836        | 15.3  | 5660 | 0.7781          | 0.7031   | 0.8063        | 0.8744           | 0.9356         | 0.8022              | 0.8591            | 0.5408                         | 0.9025              | 0.8474               | 0.7565           | 0.8657    | 0.6758         | 0.7670       | 0.4257                    | 0.7782         | 0.7116          | 0.6975      |
| 0.0926        | 15.35 | 5680 | 0.7479          | 0.7083   | 0.8136        | 0.8773           | 0.9327         | 0.7990              | 0.8648            | 0.5458                         | 0.8933              | 0.8697               | 0.7897           | 0.8696    | 0.6749         | 0.7679       | 0.4261                    | 0.7771         | 0.7169          | 0.7259      |
| 0.1173        | 15.41 | 5700 | 0.7123          | 0.7082   | 0.8120        | 0.8772           | 0.9352         | 0.8126              | 0.8648            | 0.5350                         | 0.8968              | 0.8624               | 0.7771           | 0.8663    | 0.6769         | 0.7659       | 0.4329                    | 0.7819         | 0.7198          | 0.7139      |
| 0.1977        | 15.46 | 5720 | 0.6526          | 0.7084   | 0.8191        | 0.8770           | 0.9274         | 0.8162              | 0.8681            | 0.5519                         | 0.8888              | 0.8902               | 0.7913           | 0.8688    | 0.6758         | 0.7655       | 0.4325                    | 0.7797         | 0.7113          | 0.7254      |
| 0.096         | 15.51 | 5740 | 0.6237          | 0.7109   | 0.8066        | 0.8798           | 0.9396         | 0.7830              | 0.8635            | 0.4962                         | 0.8994              | 0.8761               | 0.7881           | 0.8659    | 0.6775         | 0.7693       | 0.4289                    | 0.7880         | 0.7227          | 0.7240      |
| 0.1514        | 15.57 | 5760 | 0.6790          | 0.7061   | 0.8115        | 0.8763           | 0.9263         | 0.8342              | 0.8704            | 0.5164                         | 0.9070              | 0.8550               | 0.7710           | 0.8656    | 0.6743         | 0.7730       | 0.4308                    | 0.7834         | 0.7113          | 0.7043      |
| 0.0453        | 15.62 | 5780 | 0.6741          | 0.7045   | 0.8091        | 0.8758           | 0.9345         | 0.8207              | 0.8796            | 0.5021                         | 0.8957              | 0.8724               | 0.7586           | 0.8654    | 0.6798         | 0.7735       | 0.4289                    | 0.7846         | 0.7038          | 0.6956      |
| 0.1224        | 15.68 | 5800 | 0.7243          | 0.6900   | 0.7975        | 0.8688           | 0.9333         | 0.7996              | 0.8867            | 0.4814                         | 0.8940              | 0.8740               | 0.7132           | 0.8647    | 0.6823         | 0.7650       | 0.4163                    | 0.7812         | 0.6668          | 0.6540      |
| 0.0927        | 15.73 | 5820 | 0.7237          | 0.6903   | 0.7969        | 0.8689           | 0.9342         | 0.8029              | 0.8813            | 0.4867                         | 0.8985              | 0.8654               | 0.7091           | 0.8633    | 0.6819         | 0.7656       | 0.4204                    | 0.7846         | 0.6672          | 0.6490      |
| 0.1154        | 15.78 | 5840 | 0.6878          | 0.6922   | 0.8016        | 0.8690           | 0.9342         | 0.7988              | 0.8671            | 0.5313                         | 0.8968              | 0.8735               | 0.7098           | 0.8639    | 0.6824         | 0.7651       | 0.4400                    | 0.7879         | 0.6582          | 0.6482      |
| 0.1408        | 15.84 | 5860 | 0.6410          | 0.6894   | 0.8008        | 0.8677           | 0.9385         | 0.7996              | 0.8818            | 0.5320                         | 0.8902              | 0.8676               | 0.6960           | 0.8616    | 0.6827         | 0.7591       | 0.4409                    | 0.7905         | 0.6497          | 0.6416      |
| 0.1614        | 15.89 | 5880 | 0.6993          | 0.6902   | 0.7988        | 0.8685           | 0.9335         | 0.8126              | 0.8511            | 0.5153                         | 0.9032              | 0.8700               | 0.7061           | 0.8627    | 0.6823         | 0.7575       | 0.4358                    | 0.7892         | 0.6553          | 0.6485      |
| 0.2869        | 15.95 | 5900 | 0.7689          | 0.6905   | 0.8024        | 0.8678           | 0.9301         | 0.8079              | 0.8756            | 0.5322                         | 0.8979              | 0.8709               | 0.7022           | 0.8620    | 0.6833         | 0.7620       | 0.4354                    | 0.7858         | 0.6595          | 0.6458      |
| 0.139         | 16.0  | 5920 | 0.7812          | 0.6913   | 0.7976        | 0.8688           | 0.9289         | 0.7985              | 0.8763            | 0.4996                         | 0.9057              | 0.8696               | 0.7049           | 0.8636    | 0.6856         | 0.7627       | 0.4295                    | 0.7846         | 0.6648          | 0.6482      |
| 0.0939        | 16.05 | 5940 | 0.7038          | 0.6927   | 0.8014        | 0.8701           | 0.9300         | 0.8017              | 0.8775            | 0.5124                         | 0.9019              | 0.8705               | 0.7161           | 0.8671    | 0.6822         | 0.7667       | 0.4266                    | 0.7854         | 0.6648          | 0.6564      |
| 0.1643        | 16.11 | 5960 | 0.7743          | 0.6922   | 0.8015        | 0.8688           | 0.9334         | 0.8147              | 0.8787            | 0.5176                         | 0.8993              | 0.8662               | 0.7003           | 0.8635    | 0.6791         | 0.7618       | 0.4341                    | 0.7815         | 0.6791          | 0.6466      |
| 0.1276        | 16.16 | 5980 | 0.7730          | 0.7013   | 0.8108        | 0.8735           | 0.9302         | 0.8330              | 0.8632            | 0.5387                         | 0.9018              | 0.8648               | 0.7436           | 0.8659    | 0.6750         | 0.7678       | 0.4333                    | 0.7818         | 0.7032          | 0.6824      |
| 0.5234        | 16.22 | 6000 | 0.7781          | 0.7015   | 0.8034        | 0.8743           | 0.9338         | 0.7904              | 0.8730            | 0.4974                         | 0.8964              | 0.8727               | 0.7602           | 0.8650    | 0.6780         | 0.7626       | 0.4227                    | 0.7802         | 0.7066          | 0.6952      |
| 0.153         | 16.27 | 6020 | 0.7155          | 0.7071   | 0.8094        | 0.8771           | 0.9313         | 0.8078              | 0.8710            | 0.5146                         | 0.9031              | 0.8660               | 0.7716           | 0.8679    | 0.6791         | 0.7667       | 0.4346                    | 0.7844         | 0.7103          | 0.7067      |
| 0.0918        | 16.32 | 6040 | 0.7164          | 0.7049   | 0.8093        | 0.8758           | 0.9283         | 0.8091              | 0.8751            | 0.5270                         | 0.9064              | 0.8570               | 0.7621           | 0.8673    | 0.6792         | 0.7667       | 0.4297                    | 0.7834         | 0.7079          | 0.6999      |
| 0.0636        | 16.38 | 6060 | 0.8310          | 0.6895   | 0.7941        | 0.8673           | 0.9382         | 0.7911              | 0.8637            | 0.5198                         | 0.9035              | 0.8511               | 0.6912           | 0.8553    | 0.6711         | 0.7610       | 0.4239                    | 0.7807         | 0.6951          | 0.6397      |
| 0.15          | 16.43 | 6080 | 0.6919          | 0.7024   | 0.8098        | 0.8751           | 0.9349         | 0.8071              | 0.8785            | 0.5362                         | 0.8946              | 0.8544               | 0.7629           | 0.8661    | 0.6761         | 0.7635       | 0.4254                    | 0.7848         | 0.6994          | 0.7014      |
| 0.1397        | 16.49 | 6100 | 0.7529          | 0.6905   | 0.7951        | 0.8702           | 0.9370         | 0.7902              | 0.8655            | 0.5048                         | 0.9066              | 0.8432               | 0.7181           | 0.8666    | 0.6776         | 0.7660       | 0.4135                    | 0.7859         | 0.6617          | 0.6622      |
| 0.0939        | 16.54 | 6120 | 0.8069          | 0.6875   | 0.7908        | 0.8694           | 0.9296         | 0.7984              | 0.8659            | 0.4716                         | 0.9179              | 0.8401               | 0.7122           | 0.8665    | 0.6795         | 0.7671       | 0.4010                    | 0.7860         | 0.6569          | 0.6553      |
| 0.6179        | 16.59 | 6140 | 0.7314          | 0.6876   | 0.7951        | 0.8700           | 0.9324         | 0.8198              | 0.8660            | 0.4583                         | 0.9070              | 0.8694               | 0.7130           | 0.8660    | 0.6785         | 0.7674       | 0.4001                    | 0.7918         | 0.6544          | 0.6551      |
| 0.1015        | 16.65 | 6160 | 0.7299          | 0.6887   | 0.8009        | 0.8696           | 0.9314         | 0.8189              | 0.8649            | 0.4977                         | 0.8981              | 0.8685               | 0.7263           | 0.8675    | 0.6794         | 0.7623       | 0.4013                    | 0.7864         | 0.6576          | 0.6667      |
| 0.0863        | 16.7  | 6180 | 0.6746          | 0.6980   | 0.8068        | 0.8737           | 0.9299         | 0.8224              | 0.8665            | 0.5073                         | 0.9009              | 0.8643               | 0.7562           | 0.8688    | 0.6769         | 0.7616       | 0.4054                    | 0.7817         | 0.6951          | 0.6965      |
| 0.1738        | 16.76 | 6200 | 0.6060          | 0.7123   | 0.8164        | 0.8813           | 0.9310         | 0.8146              | 0.8844            | 0.5084                         | 0.8948              | 0.8641               | 0.8174           | 0.8694    | 0.6797         | 0.7624       | 0.4084                    | 0.7880         | 0.7294          | 0.7487      |
| 0.2009        | 16.81 | 6220 | 0.6513          | 0.7078   | 0.8044        | 0.8800           | 0.9336         | 0.8120              | 0.8611            | 0.4601                         | 0.9109              | 0.8631               | 0.7903           | 0.8692    | 0.6798         | 0.7673       | 0.4001                    | 0.7875         | 0.7233          | 0.7272      |
| 2.6765        | 16.86 | 6240 | 0.7115          | 0.7013   | 0.7960        | 0.8786           | 0.9366         | 0.7898              | 0.8870            | 0.4108                         | 0.9047              | 0.8551               | 0.7879           | 0.8672    | 0.6791         | 0.7635       | 0.3691                    | 0.7866         | 0.7177          | 0.7257      |
| 0.0662        | 16.92 | 6260 | 0.6028          | 0.7107   | 0.8123        | 0.8808           | 0.9364         | 0.8211              | 0.8591            | 0.5004                         | 0.8994              | 0.8649               | 0.8050           | 0.8684    | 0.6741         | 0.7666       | 0.4136                    | 0.7891         | 0.7246          | 0.7387      |
| 0.1372        | 16.97 | 6280 | 0.6318          | 0.7080   | 0.8142        | 0.8778           | 0.9304         | 0.8114              | 0.8771            | 0.5371                         | 0.8978              | 0.8582               | 0.7878           | 0.8656    | 0.6774         | 0.7649       | 0.4222                    | 0.7862         | 0.7159          | 0.7238      |
| 0.0964        | 17.03 | 6300 | 0.6379          | 0.7076   | 0.8136        | 0.8780           | 0.9301         | 0.8130              | 0.8666            | 0.5375                         | 0.9036              | 0.8663               | 0.7778           | 0.8669    | 0.6728         | 0.7716       | 0.4315                    | 0.7900         | 0.7053          | 0.7149      |
| 0.1279        | 17.08 | 6320 | 0.6366          | 0.7197   | 0.8239        | 0.8860           | 0.9330         | 0.7997              | 0.8757            | 0.5572                         | 0.8977              | 0.8582               | 0.8459           | 0.8667    | 0.6734         | 0.7659       | 0.4390                    | 0.8092         | 0.7100          | 0.7736      |
| 0.0769        | 17.14 | 6340 | 0.6694          | 0.7059   | 0.8111        | 0.8761           | 0.9289         | 0.8014              | 0.8739            | 0.5607                         | 0.9071              | 0.8316               | 0.7741           | 0.8661    | 0.6741         | 0.7654       | 0.4358                    | 0.7845         | 0.7054          | 0.7097      |
| 0.2735        | 17.19 | 6360 | 0.6678          | 0.7025   | 0.8049        | 0.8746           | 0.9355         | 0.7992              | 0.8800            | 0.5124                         | 0.9002              | 0.8593               | 0.7478           | 0.8642    | 0.6781         | 0.7625       | 0.4280                    | 0.7832         | 0.7133          | 0.6881      |
| 1.1427        | 17.24 | 6380 | 0.7853          | 0.6887   | 0.7947        | 0.8684           | 0.9392         | 0.7967              | 0.8571            | 0.5001                         | 0.9002              | 0.8685               | 0.7011           | 0.8631    | 0.6789         | 0.7582       | 0.4184                    | 0.7845         | 0.6719          | 0.6461      |
| 0.1354        | 17.3  | 6400 | 0.7422          | 0.6895   | 0.8006        | 0.8688           | 0.9318         | 0.7965              | 0.8712            | 0.5213                         | 0.8984              | 0.8735               | 0.7115           | 0.8640    | 0.6803         | 0.7600       | 0.4258                    | 0.7916         | 0.6523          | 0.6523      |
| 0.077         | 17.35 | 6420 | 0.7529          | 0.6904   | 0.8037        | 0.8689           | 0.9321         | 0.8140              | 0.8624            | 0.5433                         | 0.8997              | 0.8618               | 0.7123           | 0.8635    | 0.6777         | 0.7629       | 0.4356                    | 0.7927         | 0.6489          | 0.6514      |
| 0.1084        | 17.41 | 6440 | 0.7545          | 0.6923   | 0.8042        | 0.8697           | 0.9293         | 0.8130              | 0.8644            | 0.5499                         | 0.9059              | 0.8473               | 0.7197           | 0.8643    | 0.6784         | 0.7672       | 0.4362                    | 0.7916         | 0.6503          | 0.6579      |
| 0.2807        | 17.46 | 6460 | 0.7531          | 0.6949   | 0.8013        | 0.8712           | 0.9289         | 0.7926              | 0.8760            | 0.5274                         | 0.9083              | 0.8466               | 0.7293           | 0.8654    | 0.6809         | 0.7682       | 0.4268                    | 0.7867         | 0.6682          | 0.6680      |
| 0.0654        | 17.51 | 6480 | 0.6718          | 0.7027   | 0.8091        | 0.8760           | 0.9327         | 0.7899              | 0.8828            | 0.5345                         | 0.8987              | 0.8595               | 0.7658           | 0.8670    | 0.6807         | 0.7666       | 0.4298                    | 0.7942         | 0.6800          | 0.7005      |
| 0.1048        | 17.57 | 6500 | 0.6738          | 0.6983   | 0.8118        | 0.8732           | 0.9331         | 0.8010              | 0.8705            | 0.5639                         | 0.8910              | 0.8709               | 0.7522           | 0.8674    | 0.6803         | 0.7619       | 0.4304                    | 0.7917         | 0.6662          | 0.6904      |
| 0.381         | 17.62 | 6520 | 0.7038          | 0.6981   | 0.8061        | 0.8734           | 0.9287         | 0.7951              | 0.8677            | 0.5456                         | 0.9080              | 0.8519               | 0.7457           | 0.8688    | 0.6800         | 0.7643       | 0.4347                    | 0.7919         | 0.6650          | 0.6817      |
| 0.1314        | 17.68 | 6540 | 0.6728          | 0.6980   | 0.8106        | 0.8735           | 0.9289         | 0.8133              | 0.8745            | 0.5446                         | 0.8990              | 0.8648               | 0.7494           | 0.8688    | 0.6785         | 0.7631       | 0.4341                    | 0.7936         | 0.6643          | 0.6838      |
| 0.1491        | 17.73 | 6560 | 0.6671          | 0.6977   | 0.8085        | 0.8734           | 0.9352         | 0.7997              | 0.8798            | 0.5403                         | 0.8912              | 0.8621               | 0.7515           | 0.8674    | 0.6751         | 0.7670       | 0.4256                    | 0.7896         | 0.6707          | 0.6883      |
| 0.1503        | 17.78 | 6580 | 0.6852          | 0.7015   | 0.8107        | 0.8753           | 0.9295         | 0.8117              | 0.8676            | 0.5280                         | 0.8995              | 0.8754               | 0.7631           | 0.8684    | 0.6735         | 0.7691       | 0.4218                    | 0.7877         | 0.6913          | 0.6990      |
| 0.1663        | 17.84 | 6600 | 0.7299          | 0.6919   | 0.7991        | 0.8716           | 0.9317         | 0.8027              | 0.8827            | 0.4864                         | 0.9037              | 0.8546               | 0.7319           | 0.8664    | 0.6721         | 0.7591       | 0.4080                    | 0.7874         | 0.6781          | 0.6723      |
| 0.3482        | 17.89 | 6620 | 0.7122          | 0.6898   | 0.8034        | 0.8694           | 0.9314         | 0.8109              | 0.8731            | 0.5298                         | 0.8994              | 0.8683               | 0.7107           | 0.8663    | 0.6715         | 0.7638       | 0.4228                    | 0.7885         | 0.6630          | 0.6530      |
| 0.1922        | 17.95 | 6640 | 0.6779          | 0.7056   | 0.8092        | 0.8776           | 0.9321         | 0.8065              | 0.8784            | 0.5085                         | 0.9022              | 0.8615               | 0.7749           | 0.8682    | 0.6726         | 0.7645       | 0.4258                    | 0.7881         | 0.7115          | 0.7086      |
| 0.1884        | 18.0  | 6660 | 0.6645          | 0.7198   | 0.8220        | 0.8866           | 0.9359         | 0.8106              | 0.8779            | 0.5209                         | 0.8947              | 0.8665               | 0.8474           | 0.8658    | 0.6723         | 0.7630       | 0.4309                    | 0.8081         | 0.7190          | 0.7798      |
| 0.1226        | 18.05 | 6680 | 0.6551          | 0.7183   | 0.8152        | 0.8869           | 0.9319         | 0.7956              | 0.8877            | 0.4796                         | 0.9040              | 0.8558               | 0.8520           | 0.8658    | 0.6740         | 0.7626       | 0.4160                    | 0.8080         | 0.7200          | 0.7819      |
| 0.0977        | 18.11 | 6700 | 0.6134          | 0.7066   | 0.8160        | 0.8774           | 0.9320         | 0.8233              | 0.8675            | 0.5421                         | 0.8964              | 0.8781               | 0.7726           | 0.8663    | 0.6676         | 0.7659       | 0.4381                    | 0.7908         | 0.7092          | 0.7088      |
| 0.2765        | 18.16 | 6720 | 0.6325          | 0.7017   | 0.8073        | 0.8742           | 0.9319         | 0.8028              | 0.8757            | 0.5204                         | 0.8995              | 0.8725               | 0.7479           | 0.8629    | 0.6725         | 0.7594       | 0.4320                    | 0.7855         | 0.7126          | 0.6869      |
| 0.1163        | 18.22 | 6740 | 0.6932          | 0.6974   | 0.8006        | 0.8713           | 0.9360         | 0.7784              | 0.8745            | 0.5415                         | 0.9007              | 0.8373               | 0.7357           | 0.8616    | 0.6728         | 0.7599       | 0.4262                    | 0.7782         | 0.7096          | 0.6736      |
| 0.1935        | 18.27 | 6760 | 0.6326          | 0.7070   | 0.8147        | 0.8771           | 0.9289         | 0.8066              | 0.8637            | 0.5510                         | 0.8988              | 0.8701               | 0.7836           | 0.8613    | 0.6730         | 0.7613       | 0.4291                    | 0.7910         | 0.7158          | 0.7178      |
| 0.1554        | 18.32 | 6780 | 0.6887          | 0.6979   | 0.8034        | 0.8722           | 0.9319         | 0.8002              | 0.8747            | 0.5152                         | 0.9026              | 0.8717               | 0.7276           | 0.8616    | 0.6731         | 0.7622       | 0.4303                    | 0.7850         | 0.7034          | 0.6696      |
| 0.2316        | 18.38 | 6800 | 0.6220          | 0.7078   | 0.8151        | 0.8768           | 0.9300         | 0.8078              | 0.8783            | 0.5549                         | 0.8989              | 0.8694               | 0.7664           | 0.8657    | 0.6770         | 0.7652       | 0.4435                    | 0.7876         | 0.7139          | 0.7019      |
| 0.1733        | 18.43 | 6820 | 0.6711          | 0.7142   | 0.8159        | 0.8810           | 0.9347         | 0.8079              | 0.8685            | 0.5294                         | 0.8971              | 0.8690               | 0.8044           | 0.8676    | 0.6785         | 0.7619       | 0.4403                    | 0.7905         | 0.7253          | 0.7351      |
| 0.1224        | 18.49 | 6840 | 0.6410          | 0.7059   | 0.8082        | 0.8768           | 0.9400         | 0.7931              | 0.8775            | 0.5145                         | 0.8898              | 0.8697               | 0.7730           | 0.8596    | 0.6733         | 0.7573       | 0.4333                    | 0.7906         | 0.7160          | 0.7113      |
| 0.1923        | 18.54 | 6860 | 0.6620          | 0.7044   | 0.8150        | 0.8766           | 0.9239         | 0.8152              | 0.8822            | 0.5231                         | 0.8951              | 0.8793               | 0.7865           | 0.8678    | 0.6766         | 0.7616       | 0.4224                    | 0.7881         | 0.6969          | 0.7173      |
| 0.1202        | 18.59 | 6880 | 0.7112          | 0.7034   | 0.8076        | 0.8763           | 0.9339         | 0.7943              | 0.8704            | 0.5197                         | 0.8999              | 0.8672               | 0.7676           | 0.8687    | 0.6784         | 0.7652       | 0.4216                    | 0.7872         | 0.6982          | 0.7043      |
| 0.1458        | 18.65 | 6900 | 0.6784          | 0.7092   | 0.8119        | 0.8786           | 0.9271         | 0.7945              | 0.8805            | 0.5373                         | 0.9076              | 0.8470               | 0.7893           | 0.8697    | 0.6761         | 0.7665       | 0.4236                    | 0.7841         | 0.7202          | 0.7240      |
| 0.081         | 18.7  | 6920 | 0.6600          | 0.7079   | 0.8181        | 0.8779           | 0.9298         | 0.8092              | 0.8810            | 0.5475                         | 0.8891              | 0.8767               | 0.7935           | 0.8696    | 0.6776         | 0.7622       | 0.4296                    | 0.7868         | 0.7054          | 0.7242      |
| 0.0973        | 18.76 | 6940 | 0.7119          | 0.7080   | 0.8144        | 0.8779           | 0.9292         | 0.8136              | 0.8725            | 0.5428                         | 0.9021              | 0.8567               | 0.7840           | 0.8687    | 0.6758         | 0.7623       | 0.4331                    | 0.7867         | 0.7101          | 0.7194      |
| 0.1824        | 18.81 | 6960 | 0.6751          | 0.6980   | 0.8063        | 0.8733           | 0.9315         | 0.7980              | 0.8794            | 0.5285                         | 0.9009              | 0.8668               | 0.7388           | 0.8677    | 0.6747         | 0.7631       | 0.4375                    | 0.7902         | 0.6740          | 0.6789      |
| 0.0786        | 18.86 | 6980 | 0.7423          | 0.6991   | 0.8076        | 0.8737           | 0.9306         | 0.8071              | 0.8693            | 0.5382                         | 0.9039              | 0.8581               | 0.7459           | 0.8679    | 0.6727         | 0.7617       | 0.4393                    | 0.7888         | 0.6784          | 0.6849      |
| 0.1518        | 18.92 | 7000 | 0.7237          | 0.6994   | 0.8069        | 0.8740           | 0.9324         | 0.8023              | 0.8753            | 0.5306                         | 0.9024              | 0.8620               | 0.7431           | 0.8668    | 0.6725         | 0.7641       | 0.4475                    | 0.7942         | 0.6693          | 0.6812      |
| 0.1411        | 18.97 | 7020 | 0.7966          | 0.6968   | 0.8090        | 0.8717           | 0.9326         | 0.7977              | 0.8739            | 0.5625                         | 0.8947              | 0.8694               | 0.7322           | 0.8662    | 0.6712         | 0.7617       | 0.4444                    | 0.7873         | 0.6734          | 0.6735      |
| 0.1319        | 19.03 | 7040 | 0.7241          | 0.6968   | 0.8087        | 0.8718           | 0.9274         | 0.8138              | 0.8690            | 0.5488                         | 0.9029              | 0.8643               | 0.7344           | 0.8664    | 0.6683         | 0.7650       | 0.4403                    | 0.7857         | 0.6774          | 0.6747      |
| 0.1517        | 19.08 | 7060 | 0.7034          | 0.6989   | 0.8102        | 0.8732           | 0.9294         | 0.7966              | 0.8792            | 0.5567                         | 0.8970              | 0.8627               | 0.7498           | 0.8672    | 0.6726         | 0.7639       | 0.4376                    | 0.7882         | 0.6766          | 0.6861      |
| 0.1236        | 19.14 | 7080 | 0.7254          | 0.6991   | 0.8084        | 0.8739           | 0.9297         | 0.8008              | 0.8771            | 0.5359                         | 0.9011              | 0.8675               | 0.7469           | 0.8683    | 0.6720         | 0.7652       | 0.4412                    | 0.7914         | 0.6715          | 0.6842      |
| 0.1812        | 19.19 | 7100 | 0.7489          | 0.6955   | 0.8048        | 0.8719           | 0.9290         | 0.7970              | 0.8700            | 0.5319                         | 0.9039              | 0.8690               | 0.7328           | 0.8667    | 0.6728         | 0.7615       | 0.4412                    | 0.7917         | 0.6621          | 0.6726      |
| 0.1011        | 19.24 | 7120 | 0.7168          | 0.6946   | 0.8074        | 0.8715           | 0.9343         | 0.8158              | 0.8696            | 0.5449                         | 0.8974              | 0.8649               | 0.7248           | 0.8652    | 0.6718         | 0.7659       | 0.4412                    | 0.7946         | 0.6574          | 0.6660      |
| 0.1236        | 19.3  | 7140 | 0.7489          | 0.6930   | 0.8047        | 0.8707           | 0.9311         | 0.8141              | 0.8826            | 0.5385                         | 0.9044              | 0.8466               | 0.7155           | 0.8652    | 0.6714         | 0.7678       | 0.4405                    | 0.7930         | 0.6560          | 0.6573      |
| 0.087         | 19.35 | 7160 | 0.7990          | 0.6947   | 0.8051        | 0.8714           | 0.9292         | 0.8114              | 0.8772            | 0.5299                         | 0.9048              | 0.8617               | 0.7217           | 0.8665    | 0.6744         | 0.7675       | 0.4385                    | 0.7908         | 0.6620          | 0.6632      |
| 0.0746        | 19.41 | 7180 | 0.7367          | 0.6960   | 0.8054        | 0.8719           | 0.9284         | 0.8010              | 0.8743            | 0.5300                         | 0.9044              | 0.8740               | 0.7257           | 0.8673    | 0.6767         | 0.7663       | 0.4423                    | 0.7916         | 0.6616          | 0.6662      |
| 0.1389        | 19.46 | 7200 | 0.8094          | 0.6963   | 0.8058        | 0.8721           | 0.9297         | 0.8056              | 0.8665            | 0.5318                         | 0.9038              | 0.8733               | 0.7296           | 0.8664    | 0.6738         | 0.7654       | 0.4449                    | 0.7929         | 0.6611          | 0.6693      |
| 0.1128        | 19.51 | 7220 | 0.7732          | 0.6950   | 0.8047        | 0.8718           | 0.9341         | 0.8098              | 0.8604            | 0.5435                         | 0.9039              | 0.8530               | 0.7285           | 0.8648    | 0.6725         | 0.7671       | 0.4374                    | 0.7931         | 0.6613          | 0.6688      |
| 0.0658        | 19.57 | 7240 | 0.7832          | 0.6946   | 0.8020        | 0.8713           | 0.9326         | 0.7877              | 0.8758            | 0.5404                         | 0.9049              | 0.8448               | 0.7278           | 0.8652    | 0.6743         | 0.7660       | 0.4331                    | 0.7886         | 0.6652          | 0.6697      |
| 0.1991        | 19.62 | 7260 | 0.7704          | 0.6952   | 0.8050        | 0.8718           | 0.9329         | 0.8080              | 0.8705            | 0.5356                         | 0.9022              | 0.8591               | 0.7266           | 0.8655    | 0.6748         | 0.7656       | 0.4362                    | 0.7917         | 0.6646          | 0.6680      |
| 0.0798        | 19.68 | 7280 | 0.7074          | 0.6966   | 0.8108        | 0.8723           | 0.9286         | 0.8124              | 0.8734            | 0.5565                         | 0.8983              | 0.8681               | 0.7383           | 0.8671    | 0.6754         | 0.7664       | 0.4350                    | 0.7925         | 0.6647          | 0.6748      |
| 0.2001        | 19.73 | 7300 | 0.6872          | 0.7027   | 0.8135        | 0.8747           | 0.9288         | 0.8011              | 0.8833            | 0.5605                         | 0.8961              | 0.8659               | 0.7586           | 0.8658    | 0.6776         | 0.7633       | 0.4302                    | 0.7871         | 0.6996          | 0.6953      |
| 0.1103        | 19.78 | 7320 | 0.7072          | 0.7050   | 0.8092        | 0.8756           | 0.9345         | 0.7969              | 0.8615            | 0.5538                         | 0.9030              | 0.8568               | 0.7582           | 0.8635    | 0.6759         | 0.7655       | 0.4312                    | 0.7858         | 0.7144          | 0.6984      |
| 1.6601        | 19.84 | 7340 | 0.7160          | 0.7033   | 0.8113        | 0.8748           | 0.9334         | 0.7963              | 0.8750            | 0.5583                         | 0.8968              | 0.8674               | 0.7517           | 0.8640    | 0.6758         | 0.7652       | 0.4315                    | 0.7862         | 0.7071          | 0.6933      |
| 1.7574        | 19.89 | 7360 | 0.7489          | 0.6998   | 0.8093        | 0.8728           | 0.9346         | 0.8027              | 0.8794            | 0.5533                         | 0.8950              | 0.8676               | 0.7327           | 0.8615    | 0.6738         | 0.7658       | 0.4333                    | 0.7860         | 0.7013          | 0.6772      |
| 0.09          | 19.95 | 7380 | 0.6577          | 0.7101   | 0.8147        | 0.8790           | 0.9325         | 0.7968              | 0.8719            | 0.5489                         | 0.9002              | 0.8700               | 0.7826           | 0.8670    | 0.6763         | 0.7667       | 0.4332                    | 0.7904         | 0.7189          | 0.7181      |
| 0.2354        | 20.0  | 7400 | 0.6462          | 0.7126   | 0.8219        | 0.8804           | 0.9318         | 0.8027              | 0.8722            | 0.5738                         | 0.8921              | 0.8781               | 0.8026           | 0.8668    | 0.6768         | 0.7677       | 0.4277                    | 0.7936         | 0.7176          | 0.7380      |
| 0.1215        | 20.05 | 7420 | 0.6418          | 0.7203   | 0.8229        | 0.8860           | 0.9304         | 0.7973              | 0.8817            | 0.5427                         | 0.8999              | 0.8656               | 0.8428           | 0.8695    | 0.6778         | 0.7662       | 0.4271                    | 0.8020         | 0.7261          | 0.7731      |
| 0.1326        | 20.11 | 7440 | 0.6310          | 0.7183   | 0.8203        | 0.8844           | 0.9333         | 0.8062              | 0.8694            | 0.5379                         | 0.9006              | 0.8700               | 0.8247           | 0.8687    | 0.6762         | 0.7660       | 0.4323                    | 0.7982         | 0.7285          | 0.7584      |
| 0.1656        | 20.16 | 7460 | 0.6689          | 0.7193   | 0.8195        | 0.8854           | 0.9294         | 0.8052              | 0.8677            | 0.5223                         | 0.9054              | 0.8690               | 0.8375           | 0.8701    | 0.6762         | 0.7636       | 0.4282                    | 0.7979         | 0.7330          | 0.7664      |
| 0.0915        | 20.22 | 7480 | 0.6288          | 0.7211   | 0.8199        | 0.8874           | 0.9298         | 0.8059              | 0.8792            | 0.5091                         | 0.9073              | 0.8569               | 0.8508           | 0.8688    | 0.6745         | 0.7635       | 0.4236                    | 0.8049         | 0.7304          | 0.7820      |
| 0.0714        | 20.27 | 7500 | 0.6200          | 0.7269   | 0.8256        | 0.8907           | 0.9311         | 0.8028              | 0.8822            | 0.5254                         | 0.9037              | 0.8576               | 0.8768           | 0.8696    | 0.6752         | 0.7658       | 0.4294                    | 0.8114         | 0.7320          | 0.8046      |
| 0.2675        | 20.32 | 7520 | 0.6206          | 0.7266   | 0.8236        | 0.8909           | 0.9326         | 0.7991              | 0.8770            | 0.5145                         | 0.9055              | 0.8624               | 0.8741           | 0.8695    | 0.6746         | 0.7692       | 0.4282                    | 0.8128         | 0.7305          | 0.8017      |
| 0.1737        | 20.38 | 7540 | 0.6122          | 0.7266   | 0.8265        | 0.8907           | 0.9259         | 0.8079              | 0.8838            | 0.5225                         | 0.9088              | 0.8621               | 0.8748           | 0.8696    | 0.6746         | 0.7715       | 0.4238                    | 0.8119         | 0.7315          | 0.8033      |
| 0.0829        | 20.43 | 7560 | 0.6066          | 0.7261   | 0.8264        | 0.8910           | 0.9338         | 0.8110              | 0.8824            | 0.5125                         | 0.8984              | 0.8716               | 0.8754           | 0.8705    | 0.6742         | 0.7717       | 0.4179                    | 0.8123         | 0.7317          | 0.8042      |
| 0.0829        | 20.49 | 7580 | 0.6349          | 0.7136   | 0.8165        | 0.8821           | 0.9343         | 0.7894              | 0.8839            | 0.5315                         | 0.8964              | 0.8745               | 0.8055           | 0.8700    | 0.6760         | 0.7734       | 0.4188                    | 0.7929         | 0.7238          | 0.7403      |
| 0.0523        | 20.54 | 7600 | 0.7175          | 0.7086   | 0.8114        | 0.8784           | 0.9310         | 0.8067              | 0.8763            | 0.5279                         | 0.9061              | 0.8521               | 0.7794           | 0.8692    | 0.6779         | 0.7724       | 0.4220                    | 0.7854         | 0.7187          | 0.7150      |
| 0.0771        | 20.59 | 7620 | 0.6773          | 0.7081   | 0.8122        | 0.8785           | 0.9365         | 0.8072              | 0.8763            | 0.5319                         | 0.8996              | 0.8628               | 0.7709           | 0.8679    | 0.6774         | 0.7774       | 0.4234                    | 0.7896         | 0.7127          | 0.7081      |
| 0.4593        | 20.65 | 7640 | 0.7130          | 0.7001   | 0.8051        | 0.8751           | 0.9288         | 0.8155              | 0.8759            | 0.4955                         | 0.9106              | 0.8654               | 0.7442           | 0.8692    | 0.6768         | 0.7745       | 0.4197                    | 0.7890         | 0.6900          | 0.6817      |
| 1.3661        | 20.7  | 7660 | 0.6997          | 0.6960   | 0.8050        | 0.8721           | 0.9350         | 0.8002              | 0.8816            | 0.5299                         | 0.8996              | 0.8712               | 0.7173           | 0.8675    | 0.6771         | 0.7749       | 0.4303                    | 0.7900         | 0.6738          | 0.6581      |
| 0.1361        | 20.76 | 7680 | 0.7710          | 0.6942   | 0.8043        | 0.8712           | 0.9334         | 0.8141              | 0.8666            | 0.5209                         | 0.9003              | 0.8784               | 0.7168           | 0.8663    | 0.6784         | 0.7681       | 0.4296                    | 0.7900         | 0.6704          | 0.6570      |
| 0.1341        | 20.81 | 7700 | 0.7353          | 0.6939   | 0.8009        | 0.8717           | 0.9340         | 0.8127              | 0.8658            | 0.4955                         | 0.9043              | 0.8765               | 0.7171           | 0.8665    | 0.6786         | 0.7676       | 0.4213                    | 0.7895         | 0.6759          | 0.6581      |
| 0.1385        | 20.86 | 7720 | 0.6858          | 0.6975   | 0.8045        | 0.8735           | 0.9329         | 0.8072              | 0.8827            | 0.4990                         | 0.8995              | 0.8725               | 0.7377           | 0.8672    | 0.6793         | 0.7653       | 0.4218                    | 0.7893         | 0.6842          | 0.6757      |
| 0.13          | 20.92 | 7740 | 0.7104          | 0.7030   | 0.8086        | 0.8756           | 0.9307         | 0.8123              | 0.8740            | 0.5147                         | 0.9034              | 0.8713               | 0.7540           | 0.8664    | 0.6789         | 0.7676       | 0.4285                    | 0.7894         | 0.6999          | 0.6901      |
| 0.2066        | 20.97 | 7760 | 0.7073          | 0.7038   | 0.8030        | 0.8775           | 0.9329         | 0.8014              | 0.8815            | 0.4723                         | 0.9081              | 0.8576               | 0.7674           | 0.8665    | 0.6802         | 0.7683       | 0.4108                    | 0.7903         | 0.7081          | 0.7024      |
| 0.1249        | 21.03 | 7780 | 0.6910          | 0.7139   | 0.8107        | 0.8829           | 0.9368         | 0.7983              | 0.8835            | 0.4947                         | 0.9036              | 0.8429               | 0.8148           | 0.8669    | 0.6799         | 0.7686       | 0.4185                    | 0.7969         | 0.7212          | 0.7452      |
| 0.1122        | 21.08 | 7800 | 0.6585          | 0.7111   | 0.8104        | 0.8804           | 0.9323         | 0.8005              | 0.8776            | 0.5014                         | 0.9058              | 0.8675               | 0.7881           | 0.8700    | 0.6808         | 0.7677       | 0.4258                    | 0.7898         | 0.7220          | 0.7219      |
| 0.1621        | 21.14 | 7820 | 0.6931          | 0.7090   | 0.8118        | 0.8783           | 0.9329         | 0.8013              | 0.8827            | 0.5265                         | 0.9025              | 0.8719               | 0.7647           | 0.8706    | 0.6802         | 0.7684       | 0.4347                    | 0.7855         | 0.7195          | 0.7045      |
| 0.1049        | 21.19 | 7840 | 0.6546          | 0.7197   | 0.8182        | 0.8851           | 0.9320         | 0.7959              | 0.8877            | 0.5237                         | 0.9050              | 0.8595               | 0.8234           | 0.8726    | 0.6800         | 0.7687       | 0.4337                    | 0.7956         | 0.7331          | 0.7542      |
| 0.1394        | 21.24 | 7860 | 0.7061          | 0.7146   | 0.8144        | 0.8814           | 0.9335         | 0.7983              | 0.8808            | 0.5293                         | 0.9036              | 0.8617               | 0.7939           | 0.8714    | 0.6785         | 0.7672       | 0.4368                    | 0.7876         | 0.7312          | 0.7299      |
| 0.0459        | 21.3  | 7880 | 0.7485          | 0.7120   | 0.8123        | 0.8796           | 0.9317         | 0.7955              | 0.8811            | 0.5299                         | 0.9045              | 0.8590               | 0.7845           | 0.8699    | 0.6787         | 0.7655       | 0.4379                    | 0.7853         | 0.7264          | 0.7205      |
| 0.1347        | 21.35 | 7900 | 0.6853          | 0.7143   | 0.8153        | 0.8816           | 0.9327         | 0.8045              | 0.8828            | 0.5189                         | 0.9005              | 0.8653               | 0.8021           | 0.8700    | 0.6786         | 0.7632       | 0.4344                    | 0.7897         | 0.7281          | 0.7363      |
| 0.2338        | 21.41 | 7920 | 0.6735          | 0.7206   | 0.8208        | 0.8857           | 0.9344         | 0.8137              | 0.8709            | 0.5275                         | 0.9011              | 0.8640               | 0.8341           | 0.8700    | 0.6770         | 0.7663       | 0.4361                    | 0.7989         | 0.7325          | 0.7635      |
| 0.1688        | 21.46 | 7940 | 0.6418          | 0.7210   | 0.8133        | 0.8872           | 0.9371         | 0.7777              | 0.8804            | 0.4946                         | 0.9067              | 0.8563               | 0.8403           | 0.8695    | 0.6771         | 0.7692       | 0.4278                    | 0.8027         | 0.7297          | 0.7708      |
| 0.0947        | 21.51 | 7960 | 0.6161          | 0.7283   | 0.8263        | 0.8911           | 0.9324         | 0.8138              | 0.8808            | 0.5151                         | 0.9036              | 0.8694               | 0.8694           | 0.8696    | 0.6808         | 0.7728       | 0.4360                    | 0.8136         | 0.7290          | 0.7964      |
| 0.1065        | 21.57 | 7980 | 0.6244          | 0.7253   | 0.8246        | 0.8891           | 0.9328         | 0.8065              | 0.8800            | 0.5268                         | 0.9026              | 0.8679               | 0.8555           | 0.8686    | 0.6796         | 0.7694       | 0.4365                    | 0.8107         | 0.7262          | 0.7859      |
| 0.0763        | 21.62 | 8000 | 0.7093          | 0.7007   | 0.8061        | 0.8746           | 0.9326         | 0.8029              | 0.8719            | 0.5272                         | 0.9068              | 0.8615               | 0.7399           | 0.8679    | 0.6782         | 0.7684       | 0.4334                    | 0.7898         | 0.6870          | 0.6800      |
| 0.13          | 21.68 | 8020 | 0.6518          | 0.7108   | 0.8161        | 0.8800           | 0.9349         | 0.8087              | 0.8773            | 0.5368                         | 0.8971              | 0.8752               | 0.7830           | 0.8686    | 0.6796         | 0.7707       | 0.4403                    | 0.7964         | 0.7034          | 0.7165      |
| 0.1545        | 21.73 | 8040 | 0.6582          | 0.7096   | 0.8114        | 0.8790           | 0.9321         | 0.7886              | 0.8799            | 0.5305                         | 0.9037              | 0.8671               | 0.7782           | 0.8679    | 0.6783         | 0.7673       | 0.4368                    | 0.7918         | 0.7128          | 0.7126      |
| 0.1939        | 21.78 | 8060 | 0.6539          | 0.7086   | 0.8130        | 0.8781           | 0.9337         | 0.8064              | 0.8771            | 0.5395                         | 0.9017              | 0.8648               | 0.7680           | 0.8671    | 0.6803         | 0.7696       | 0.4366                    | 0.7913         | 0.7103          | 0.7050      |
| 0.073         | 21.84 | 8080 | 0.7916          | 0.6996   | 0.8091        | 0.8734           | 0.9307         | 0.7970              | 0.8790            | 0.5424                         | 0.8986              | 0.8808               | 0.7353           | 0.8675    | 0.6790         | 0.7671       | 0.4382                    | 0.7892         | 0.6810          | 0.6756      |
| 0.085         | 21.89 | 8100 | 0.7277          | 0.7046   | 0.8115        | 0.8762           | 0.9299         | 0.8081              | 0.8840            | 0.5282                         | 0.9001              | 0.8694               | 0.7607           | 0.8679    | 0.6804         | 0.7652       | 0.4367                    | 0.7900         | 0.6957          | 0.6961      |
| 0.2033        | 21.95 | 8120 | 0.7420          | 0.6993   | 0.8078        | 0.8734           | 0.9324         | 0.7945              | 0.8860            | 0.5394                         | 0.8983              | 0.8674               | 0.7368           | 0.8677    | 0.6798         | 0.7670       | 0.4328                    | 0.7884         | 0.6832          | 0.6758      |
| 0.1325        | 22.0  | 8140 | 0.7304          | 0.6987   | 0.8074        | 0.8734           | 0.9329         | 0.7983              | 0.8827            | 0.5278                         | 0.8955              | 0.8729               | 0.7419           | 0.8679    | 0.6799         | 0.7666       | 0.4299                    | 0.7885         | 0.6804          | 0.6780      |
| 0.0975        | 22.05 | 8160 | 0.7002          | 0.6988   | 0.8116        | 0.8730           | 0.9310         | 0.8059              | 0.8824            | 0.5541                         | 0.8942              | 0.8757               | 0.7382           | 0.8684    | 0.6799         | 0.7680       | 0.4371                    | 0.7902         | 0.6729          | 0.6754      |
| 0.0684        | 22.11 | 8180 | 0.7231          | 0.6985   | 0.8051        | 0.8733           | 0.9328         | 0.7797              | 0.8840            | 0.5428                         | 0.9023              | 0.8585               | 0.7358           | 0.8682    | 0.6782         | 0.7660       | 0.4356                    | 0.7893         | 0.6779          | 0.6746      |
| 0.1832        | 22.16 | 8200 | 0.6781          | 0.6992   | 0.8090        | 0.8739           | 0.9302         | 0.8037              | 0.8828            | 0.5384                         | 0.9013              | 0.8647               | 0.7418           | 0.8689    | 0.6809         | 0.7669       | 0.4350                    | 0.7930         | 0.6709          | 0.6787      |
| 0.1687        | 22.22 | 8220 | 0.7406          | 0.7015   | 0.8115        | 0.8748           | 0.9284         | 0.8067              | 0.8775            | 0.5412                         | 0.8996              | 0.8697               | 0.7575           | 0.8689    | 0.6792         | 0.7661       | 0.4299                    | 0.7893         | 0.6838          | 0.6930      |
| 0.0902        | 22.27 | 8240 | 0.7015          | 0.7096   | 0.8115        | 0.8791           | 0.9286         | 0.8025              | 0.8744            | 0.5226                         | 0.9084              | 0.8584               | 0.7857           | 0.8695    | 0.6790         | 0.7681       | 0.4297                    | 0.7887         | 0.7137          | 0.7183      |
| 0.1202        | 22.32 | 8260 | 0.7481          | 0.7031   | 0.8109        | 0.8756           | 0.9331         | 0.8000              | 0.8738            | 0.5445                         | 0.8988              | 0.8712               | 0.7551           | 0.8686    | 0.6789         | 0.7677       | 0.4311                    | 0.7892         | 0.6932          | 0.6931      |
| 0.6745        | 22.38 | 8280 | 0.7041          | 0.6983   | 0.8084        | 0.8734           | 0.9323         | 0.8016              | 0.8815            | 0.5337                         | 0.8974              | 0.8764               | 0.7356           | 0.8690    | 0.6773         | 0.7668       | 0.4315                    | 0.7893         | 0.6776          | 0.6765      |
| 0.1366        | 22.43 | 8300 | 0.7009          | 0.7008   | 0.8079        | 0.8749           | 0.9292         | 0.7985              | 0.8733            | 0.5333                         | 0.9063              | 0.8650               | 0.7496           | 0.8696    | 0.6777         | 0.7679       | 0.4313                    | 0.7903         | 0.6831          | 0.6858      |
| 0.1055        | 22.49 | 8320 | 0.6737          | 0.7011   | 0.8084        | 0.8751           | 0.9311         | 0.8031              | 0.8851            | 0.5314                         | 0.9032              | 0.8519               | 0.7531           | 0.8693    | 0.6787         | 0.7670       | 0.4311                    | 0.7911         | 0.6825          | 0.6879      |
| 0.1172        | 22.54 | 8340 | 0.7570          | 0.6995   | 0.8085        | 0.8737           | 0.9312         | 0.8105              | 0.8702            | 0.5356                         | 0.9011              | 0.8662               | 0.7446           | 0.8686    | 0.6787         | 0.7646       | 0.4297                    | 0.7869         | 0.6859          | 0.6823      |
| 0.0575        | 22.59 | 8360 | 0.7264          | 0.7014   | 0.8089        | 0.8745           | 0.9325         | 0.8079              | 0.8722            | 0.5356                         | 0.9002              | 0.8633               | 0.7506           | 0.8679    | 0.6790         | 0.7652       | 0.4312                    | 0.7867         | 0.6940          | 0.6861      |
| 0.1153        | 22.65 | 8380 | 0.7527          | 0.6944   | 0.8037        | 0.8709           | 0.9330         | 0.8046              | 0.8730            | 0.5308                         | 0.9012              | 0.8669               | 0.7167           | 0.8670    | 0.6785         | 0.7645       | 0.4311                    | 0.7863         | 0.6753          | 0.6578      |
| 0.1594        | 22.7  | 8400 | 0.7645          | 0.7028   | 0.8075        | 0.8752           | 0.9365         | 0.8001              | 0.8687            | 0.5303                         | 0.8990              | 0.8659               | 0.7518           | 0.8655    | 0.6773         | 0.7656       | 0.4298                    | 0.7871         | 0.7047          | 0.6897      |
| 0.0405        | 22.76 | 8420 | 0.7033          | 0.7057   | 0.8117        | 0.8761           | 0.9295         | 0.8024              | 0.8721            | 0.5400                         | 0.9015              | 0.8740               | 0.7625           | 0.8680    | 0.6787         | 0.7657       | 0.4315                    | 0.7843         | 0.7127          | 0.6987      |
| 1.7524        | 22.81 | 8440 | 0.7290          | 0.7005   | 0.8068        | 0.8731           | 0.9365         | 0.8086              | 0.8835            | 0.5363                         | 0.8979              | 0.8512               | 0.7335           | 0.8609    | 0.6775         | 0.7657       | 0.4288                    | 0.7854         | 0.7108          | 0.6743      |
| 0.0614        | 22.86 | 8460 | 0.7010          | 0.7023   | 0.8095        | 0.8747           | 0.9353         | 0.8113              | 0.8814            | 0.5310                         | 0.8956              | 0.8634               | 0.7483           | 0.8641    | 0.6771         | 0.7640       | 0.4267                    | 0.7863         | 0.7124          | 0.6857      |
| 0.2336        | 22.92 | 8480 | 0.7311          | 0.7009   | 0.8066        | 0.8738           | 0.9347         | 0.8007              | 0.8797            | 0.5287                         | 0.8985              | 0.8621               | 0.7420           | 0.8637    | 0.6761         | 0.7632       | 0.4252                    | 0.7846         | 0.7136          | 0.6799      |
| 0.2301        | 22.97 | 8500 | 0.7148          | 0.7062   | 0.8132        | 0.8767           | 0.9332         | 0.8101              | 0.8695            | 0.5433                         | 0.8980              | 0.8743               | 0.7641           | 0.8681    | 0.6786         | 0.7662       | 0.4312                    | 0.7866         | 0.7127          | 0.7004      |
| 1.6015        | 23.03 | 8520 | 0.7963          | 0.7041   | 0.8103        | 0.8751           | 0.9339         | 0.8077              | 0.8721            | 0.5419                         | 0.8994              | 0.8681               | 0.7486           | 0.8656    | 0.6782         | 0.7641       | 0.4308                    | 0.7837         | 0.7169          | 0.6894      |
| 0.4187        | 23.08 | 8540 | 0.7661          | 0.7053   | 0.8102        | 0.8757           | 0.9312         | 0.8135              | 0.8670            | 0.5308                         | 0.9034              | 0.8712               | 0.7545           | 0.8658    | 0.6785         | 0.7645       | 0.4317                    | 0.7838         | 0.7189          | 0.6939      |
| 0.1823        | 23.14 | 8560 | 0.7773          | 0.6978   | 0.8045        | 0.8713           | 0.9323         | 0.7983              | 0.8697            | 0.5399                         | 0.9030              | 0.8697               | 0.7185           | 0.8616    | 0.6736         | 0.7637       | 0.4306                    | 0.7817         | 0.7118          | 0.6614      |
| 0.1152        | 23.19 | 8580 | 0.7167          | 0.7010   | 0.8101        | 0.8736           | 0.9318         | 0.8108              | 0.8777            | 0.5492                         | 0.8997              | 0.8631               | 0.7385           | 0.8625    | 0.6747         | 0.7675       | 0.4297                    | 0.7869         | 0.7090          | 0.6770      |
| 0.1159        | 23.24 | 8600 | 0.7670          | 0.7014   | 0.8082        | 0.8737           | 0.9340         | 0.8076              | 0.8658            | 0.5403                         | 0.8995              | 0.8698               | 0.7407           | 0.8628    | 0.6750         | 0.7647       | 0.4303                    | 0.7847         | 0.7130          | 0.6796      |
| 0.194         | 23.3  | 8620 | 0.7899          | 0.6987   | 0.7988        | 0.8731           | 0.9357         | 0.7832              | 0.8648            | 0.5035                         | 0.9065              | 0.8646               | 0.7331           | 0.8614    | 0.6729         | 0.7627       | 0.4245                    | 0.7849         | 0.7113          | 0.6732      |
| 0.0968        | 23.35 | 8640 | 0.7002          | 0.7083   | 0.8120        | 0.8785           | 0.9309         | 0.8076              | 0.8844            | 0.5208                         | 0.9029              | 0.8603               | 0.7774           | 0.8682    | 0.6787         | 0.7664       | 0.4284                    | 0.7894         | 0.7158          | 0.7113      |
| 1.4639        | 23.41 | 8660 | 0.7585          | 0.7071   | 0.8116        | 0.8774           | 0.9342         | 0.7974              | 0.8794            | 0.5378                         | 0.8991              | 0.8670               | 0.7663           | 0.8678    | 0.6798         | 0.7667       | 0.4287                    | 0.7874         | 0.7146          | 0.7046      |
| 0.3679        | 23.46 | 8680 | 0.7567          | 0.7070   | 0.8118        | 0.8771           | 0.9337         | 0.8019              | 0.8765            | 0.5422                         | 0.9007              | 0.8639               | 0.7639           | 0.8671    | 0.6800         | 0.7672       | 0.4292                    | 0.7872         | 0.7161          | 0.7022      |
| 0.2112        | 23.51 | 8700 | 0.7798          | 0.7002   | 0.8010        | 0.8733           | 0.9346         | 0.7861              | 0.8768            | 0.5191                         | 0.9075              | 0.8516               | 0.7316           | 0.8612    | 0.6765         | 0.7631       | 0.4289                    | 0.7846         | 0.7132          | 0.6742      |
| 0.1242        | 23.57 | 8720 | 0.8097          | 0.7044   | 0.8100        | 0.8753           | 0.9325         | 0.7957              | 0.8774            | 0.5472                         | 0.9005              | 0.8631               | 0.7537           | 0.8661    | 0.6789         | 0.7632       | 0.4299                    | 0.7840         | 0.7148          | 0.6939      |
| 0.1271        | 23.62 | 8740 | 0.7291          | 0.7089   | 0.8146        | 0.8785           | 0.9324         | 0.8063              | 0.8788            | 0.5404                         | 0.8987              | 0.8673               | 0.7783           | 0.8689    | 0.6798         | 0.7681       | 0.4287                    | 0.7886         | 0.7144          | 0.7140      |
| 0.227         | 23.68 | 8760 | 0.7247          | 0.7100   | 0.8172        | 0.8786           | 0.9300         | 0.8121              | 0.8768            | 0.5467                         | 0.8971              | 0.8725               | 0.7851           | 0.8694    | 0.6788         | 0.7661       | 0.4293                    | 0.7859         | 0.7208          | 0.7195      |
| 0.1366        | 23.73 | 8780 | 0.7366          | 0.7100   | 0.8178        | 0.8783           | 0.9279         | 0.8176              | 0.8717            | 0.5504                         | 0.8988              | 0.8737               | 0.7849           | 0.8690    | 0.6777         | 0.7650       | 0.4302                    | 0.7840         | 0.7241          | 0.7200      |
| 0.0983        | 23.78 | 8800 | 0.6922          | 0.7121   | 0.8167        | 0.8797           | 0.9298         | 0.8021              | 0.8783            | 0.5441                         | 0.8989              | 0.8696               | 0.7943           | 0.8703    | 0.6800         | 0.7660       | 0.4312                    | 0.7861         | 0.7253          | 0.7257      |
| 0.04          | 23.84 | 8820 | 0.7027          | 0.7118   | 0.8164        | 0.8795           | 0.9321         | 0.8111              | 0.8738            | 0.5436                         | 0.8987              | 0.8643               | 0.7915           | 0.8690    | 0.6799         | 0.7668       | 0.4308                    | 0.7867         | 0.7253          | 0.7241      |
| 0.0622        | 23.89 | 8840 | 0.7024          | 0.7100   | 0.8136        | 0.8787           | 0.9332         | 0.8089              | 0.8727            | 0.5359                         | 0.9015              | 0.8651               | 0.7779           | 0.8687    | 0.6794         | 0.7667       | 0.4319                    | 0.7868         | 0.7215          | 0.7147      |
| 0.1341        | 23.95 | 8860 | 0.6925          | 0.7084   | 0.8081        | 0.8790           | 0.9332         | 0.8001              | 0.8796            | 0.4940                         | 0.9048              | 0.8682               | 0.7765           | 0.8687    | 0.6787         | 0.7658       | 0.4232                    | 0.7883         | 0.7207          | 0.7131      |
| 0.1644        | 24.0  | 8880 | 0.7891          | 0.7086   | 0.8102        | 0.8781           | 0.9314         | 0.7996              | 0.8774            | 0.5160                         | 0.9025              | 0.8664               | 0.7780           | 0.8682    | 0.6798         | 0.7632       | 0.4267                    | 0.7845         | 0.7239          | 0.7137      |
| 1.0628        | 24.05 | 8900 | 0.7730          | 0.7101   | 0.8108        | 0.8792           | 0.9332         | 0.8048              | 0.8727            | 0.5139                         | 0.9035              | 0.8645               | 0.7829           | 0.8681    | 0.6801         | 0.7653       | 0.4277                    | 0.7873         | 0.7252          | 0.7171      |
| 0.1389        | 24.11 | 8920 | 0.7636          | 0.7097   | 0.8120        | 0.8790           | 0.9320         | 0.8098              | 0.8714            | 0.5149                         | 0.9023              | 0.8706               | 0.7828           | 0.8685    | 0.6799         | 0.7649       | 0.4271                    | 0.7870         | 0.7240          | 0.7170      |
| 0.0408        | 24.16 | 8940 | 0.7707          | 0.7100   | 0.8134        | 0.8787           | 0.9327         | 0.8057              | 0.8759            | 0.5304                         | 0.8987              | 0.8672               | 0.7835           | 0.8681    | 0.6802         | 0.7641       | 0.4277                    | 0.7853         | 0.7261          | 0.7186      |
| 0.1           | 24.22 | 8960 | 0.7071          | 0.7121   | 0.8173        | 0.8799           | 0.9289         | 0.8129              | 0.8731            | 0.5437                         | 0.9021              | 0.8664               | 0.7940           | 0.8697    | 0.6786         | 0.7677       | 0.4310                    | 0.7877         | 0.7259          | 0.7245      |
| 0.135         | 24.27 | 8980 | 0.7501          | 0.7109   | 0.8137        | 0.8791           | 0.9321         | 0.8073              | 0.8764            | 0.5357                         | 0.9032              | 0.8589               | 0.7822           | 0.8686    | 0.6794         | 0.7658       | 0.4296                    | 0.7862         | 0.7281          | 0.7187      |
| 0.3517        | 24.32 | 9000 | 0.7621          | 0.7114   | 0.8137        | 0.8794           | 0.9322         | 0.8088              | 0.8712            | 0.5408                         | 0.9049              | 0.8486               | 0.7894           | 0.8686    | 0.6787         | 0.7670       | 0.4289                    | 0.7862         | 0.7267          | 0.7233      |
| 0.0275        | 24.38 | 9020 | 0.7665          | 0.7061   | 0.8118        | 0.8769           | 0.9333         | 0.8019              | 0.8751            | 0.5371                         | 0.8984              | 0.8716               | 0.7653           | 0.8685    | 0.6792         | 0.7659       | 0.4293                    | 0.7863         | 0.7107          | 0.7030      |
| 0.1118        | 24.43 | 9040 | 0.7370          | 0.7108   | 0.8117        | 0.8795           | 0.9342         | 0.8043              | 0.8717            | 0.5179                         | 0.9016              | 0.8657               | 0.7865           | 0.8678    | 0.6796         | 0.7660       | 0.4288                    | 0.7881         | 0.7246          | 0.7205      |
| 0.1404        | 24.49 | 9060 | 0.7741          | 0.7094   | 0.8119        | 0.8784           | 0.9324         | 0.7972              | 0.8693            | 0.5348                         | 0.9025              | 0.8685               | 0.7786           | 0.8688    | 0.6795         | 0.7652       | 0.4313                    | 0.7860         | 0.7210          | 0.7140      |
| 0.1383        | 24.54 | 9080 | 0.7696          | 0.7102   | 0.8142        | 0.8786           | 0.9292         | 0.8074              | 0.8720            | 0.5373                         | 0.9031              | 0.8665               | 0.7840           | 0.8683    | 0.6793         | 0.7649       | 0.4305                    | 0.7856         | 0.7243          | 0.7187      |
| 0.0895        | 24.59 | 9100 | 0.7283          | 0.7106   | 0.8164        | 0.8790           | 0.9297         | 0.8120              | 0.8752            | 0.5472                         | 0.9017              | 0.8647               | 0.7841           | 0.8695    | 0.6782         | 0.7668       | 0.4318                    | 0.7866         | 0.7231          | 0.7185      |
| 0.1423        | 24.65 | 9120 | 0.7587          | 0.7101   | 0.8113        | 0.8791           | 0.9336         | 0.8059              | 0.8696            | 0.5177                         | 0.9028              | 0.8689               | 0.7809           | 0.8683    | 0.6798         | 0.7654       | 0.4303                    | 0.7875         | 0.7226          | 0.7164      |
| 0.2422        | 24.7  | 9140 | 0.7617          | 0.7083   | 0.8116        | 0.8777           | 0.9357         | 0.8067              | 0.8668            | 0.5347                         | 0.8999              | 0.8668               | 0.7706           | 0.8672    | 0.6792         | 0.7651       | 0.4330                    | 0.7865         | 0.7188          | 0.7086      |
| 0.2002        | 24.76 | 9160 | 0.8112          | 0.7090   | 0.8078        | 0.8784           | 0.9318         | 0.8020              | 0.8765            | 0.5168                         | 0.9099              | 0.8361               | 0.7814           | 0.8673    | 0.6797         | 0.7645       | 0.4279                    | 0.7846         | 0.7216          | 0.7176      |
| 0.0573        | 24.81 | 9180 | 0.8119          | 0.7100   | 0.8115        | 0.8790           | 0.9326         | 0.8155              | 0.8656            | 0.5155                         | 0.9044              | 0.8623               | 0.7843           | 0.8677    | 0.6781         | 0.7643       | 0.4283                    | 0.7864         | 0.7256          | 0.7192      |
| 0.1477        | 24.86 | 9200 | 0.7879          | 0.7094   | 0.8093        | 0.8790           | 0.9347         | 0.8030              | 0.8710            | 0.5039                         | 0.9020              | 0.8678               | 0.7827           | 0.8678    | 0.6796         | 0.7638       | 0.4252                    | 0.7865         | 0.7250          | 0.7183      |
| 0.085         | 24.92 | 9220 | 0.7683          | 0.7080   | 0.8095        | 0.8780           | 0.9361         | 0.8065              | 0.8634            | 0.5238                         | 0.9038              | 0.8640               | 0.7689           | 0.8671    | 0.6792         | 0.7658       | 0.4320                    | 0.7884         | 0.7163          | 0.7071      |
| 0.1344        | 24.97 | 9240 | 0.7613          | 0.7092   | 0.8104        | 0.8790           | 0.9352         | 0.8067              | 0.8732            | 0.5054                         | 0.8997              | 0.8714               | 0.7814           | 0.8677    | 0.6795         | 0.7649       | 0.4259                    | 0.7883         | 0.7211          | 0.7170      |


### Framework versions

- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.17.1
- Tokenizers 0.15.1
