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# GPT-J 6B Smart Contract

This model is a fine-tuned version of [EleutherAI/gpt-j-6B](https://huggingface.co/EleutherAI/gpt-j-6B) on the andstor/smart_contracts inflated_plain_text dataset.
It achieves the following results on the evaluation set:
- Accuracy: 0.917

## 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: 5e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- distributed_type: multi-GPU
- num_devices: 10
- gradient_accumulation_steps: 16
- total_train_batch_size: 160
- total_eval_batch_size: 10
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 2.0

### Training results

<details>
<summary>Click to expand</summary>

| Training Loss | Epoch | Step | Accuracy | Validation Loss |
|:-------------:|:-----:|:----:|:--------:|:---------------:|
| 1.1396        | 0.0   | 5    | 0.7909   | 1.0731          |
| 0.8856        | 0.0   | 10   | 0.8272   | 0.7943          |
| 0.7564        | 0.0   | 15   | 0.8427   | 0.7163          |
| 0.5681        | 0.0   | 20   | 0.8498   | 0.6742          |
| 0.5674        | 0.01  | 25   | 0.8562   | 0.6458          |
| 0.6656        | 0.01  | 30   | 0.8602   | 0.6279          |
| 0.6199        | 0.01  | 35   | 0.8627   | 0.6165          |
| 0.7207        | 0.01  | 40   | 0.8643   | 0.6067          |
| 0.6608        | 0.01  | 45   | 0.8668   | 0.5956          |
| 0.602         | 0.01  | 50   | 0.8686   | 0.5887          |
| 0.5217        | 0.01  | 55   | 0.8699   | 0.5838          |
| 0.5526        | 0.01  | 60   | 0.8711   | 0.5777          |
| 0.5684        | 0.02  | 65   | 0.8721   | 0.5735          |
| 0.6025        | 0.02  | 70   | 0.8723   | 0.5736          |
| 0.5057        | 0.02  | 75   | 0.8726   | 0.5763          |
| 0.609         | 0.02  | 80   | 0.8724   | 0.5706          |
| 0.5594        | 0.02  | 85   | 0.8732   | 0.5716          |
| 0.5281        | 0.02  | 90   | 0.8740   | 0.5671          |
| 0.6217        | 0.02  | 95   | 0.8744   | 0.5617          |
| 0.4738        | 0.02  | 100  | 0.8753   | 0.5559          |
| 0.5615        | 0.03  | 105  | 0.8757   | 0.5545          |
| 0.5311        | 0.03  | 110  | 0.8767   | 0.5487          |
| 0.4867        | 0.03  | 115  | 0.8770   | 0.5487          |
| 0.5637        | 0.03  | 120  | 0.8767   | 0.5494          |
| 0.6098        | 0.03  | 125  | 0.8774   | 0.5459          |
| 0.576         | 0.03  | 130  | 0.8779   | 0.5423          |
| 0.7012        | 0.03  | 135  | 0.8775   | 0.5436          |
| 0.628         | 0.03  | 140  | 0.8782   | 0.5420          |
| 0.4434        | 0.03  | 145  | 0.8786   | 0.5384          |
| 0.5825        | 0.04  | 150  | 0.8788   | 0.5371          |
| 0.5849        | 0.04  | 155  | 0.8793   | 0.5362          |
| 0.5051        | 0.04  | 160  | 0.8797   | 0.5356          |
| 0.4696        | 0.04  | 165  | 0.8798   | 0.5355          |
| 0.4933        | 0.04  | 170  | 0.8797   | 0.5360          |
| 0.5299        | 0.04  | 175  | 0.8801   | 0.5325          |
| 0.5464        | 0.04  | 180  | 0.8802   | 0.5350          |
| 0.5204        | 0.04  | 185  | 0.8810   | 0.5286          |
| 0.5372        | 0.05  | 190  | 0.8812   | 0.5251          |
| 0.4914        | 0.05  | 195  | 0.8811   | 0.5250          |
| 0.4866        | 0.05  | 200  | 0.8824   | 0.5228          |
| 0.6138        | 0.05  | 205  | 0.8827   | 0.5207          |
| 0.5335        | 0.05  | 210  | 0.8824   | 0.5209          |
| 0.4029        | 0.05  | 215  | 0.8838   | 0.5160          |
| 0.4447        | 0.05  | 220  | 0.8840   | 0.5130          |
| 0.5293        | 0.05  | 225  | 0.8846   | 0.5102          |
| 0.562         | 0.05  | 230  | 0.8846   | 0.5102          |
| 0.4828        | 0.06  | 235  | 0.8846   | 0.5098          |
| 0.3865        | 0.06  | 240  | 0.8844   | 0.5079          |
| 0.4911        | 0.06  | 245  | 0.8856   | 0.5067          |
| 0.4422        | 0.06  | 250  | 0.8860   | 0.5062          |
| 0.4675        | 0.06  | 255  | 0.8860   | 0.5036          |
| 0.4614        | 0.06  | 260  | 0.8859   | 0.5027          |
| 0.5457        | 0.06  | 265  | 0.8859   | 0.5020          |
| 0.3967        | 0.06  | 270  | 0.8866   | 0.5007          |
| 0.4961        | 0.07  | 275  | 0.8868   | 0.5006          |
| 0.5543        | 0.07  | 280  | 0.8870   | 0.4974          |
| 0.5842        | 0.07  | 285  | 0.8867   | 0.4965          |
| 0.4688        | 0.07  | 290  | 0.8868   | 0.4975          |
| 0.4866        | 0.07  | 295  | 0.8871   | 0.4951          |
| 0.4883        | 0.07  | 300  | 0.8869   | 0.4958          |
| 0.4509        | 0.07  | 305  | 0.8878   | 0.4923          |
| 0.519         | 0.07  | 310  | 0.8881   | 0.4925          |
| 0.534         | 0.08  | 315  | 0.8879   | 0.4920          |
| 0.4848        | 0.08  | 320  | 0.8880   | 0.4918          |
| 0.4249        | 0.08  | 325  | 0.8864   | 0.4961          |
| 0.4578        | 0.08  | 330  | 0.8866   | 0.4947          |
| 0.4331        | 0.08  | 335  | 0.8875   | 0.4934          |
| 0.4532        | 0.08  | 340  | 0.8885   | 0.4903          |
| 0.5465        | 0.08  | 345  | 0.8889   | 0.4891          |
| 0.4686        | 0.08  | 350  | 0.8885   | 0.4894          |
| 0.6378        | 0.08  | 355  | 0.8883   | 0.4894          |
| 0.4753        | 0.09  | 360  | 0.8887   | 0.4886          |
| 0.4393        | 0.09  | 365  | 0.8892   | 0.4875          |
| 0.4128        | 0.09  | 370  | 0.8895   | 0.4853          |
| 0.5737        | 0.09  | 375  | 0.8899   | 0.4835          |
| 0.4841        | 0.09  | 380  | 0.8895   | 0.4834          |
| 0.4919        | 0.09  | 385  | 0.8900   | 0.4816          |
| 0.4026        | 0.09  | 390  | 0.8909   | 0.4791          |
| 0.4953        | 0.09  | 395  | 0.8908   | 0.4790          |
| 0.5433        | 0.1   | 400  | 0.8906   | 0.4800          |
| 0.4153        | 0.1   | 405  | 0.8910   | 0.4792          |
| 0.399         | 0.1   | 410  | 0.8907   | 0.4787          |
| 0.513         | 0.1   | 415  | 0.8910   | 0.4765          |
| 0.4672        | 0.1   | 420  | 0.8916   | 0.4751          |
| 0.4575        | 0.1   | 425  | 0.8916   | 0.4751          |
| 0.4888        | 0.1   | 430  | 0.8917   | 0.4729          |
| 0.4701        | 0.1   | 435  | 0.8917   | 0.4724          |
| 0.4972        | 0.1   | 440  | 0.8925   | 0.4709          |
| 0.4711        | 0.11  | 445  | 0.8918   | 0.4720          |
| 0.5003        | 0.11  | 450  | 0.8925   | 0.4724          |
| 0.46          | 0.11  | 455  | 0.8921   | 0.4725          |
| 0.3658        | 0.11  | 460  | 0.8920   | 0.4729          |
| 0.4345        | 0.11  | 465  | 0.8921   | 0.4722          |
| 0.4689        | 0.11  | 470  | 0.8931   | 0.4687          |
| 0.4941        | 0.11  | 475  | 0.8929   | 0.4701          |
| 0.386         | 0.11  | 480  | 0.8931   | 0.4704          |
| 0.5052        | 0.12  | 485  | 0.8930   | 0.4700          |
| 0.4768        | 0.12  | 490  | 0.8935   | 0.4661          |
| 0.4967        | 0.12  | 495  | 0.8932   | 0.4671          |
| 0.4057        | 0.12  | 500  | 0.8941   | 0.4641          |
| 0.4944        | 0.12  | 505  | 0.8940   | 0.4615          |
| 0.4691        | 0.12  | 510  | 0.8938   | 0.4611          |
| 0.4784        | 0.12  | 515  | 0.8950   | 0.4581          |
| 0.4488        | 0.12  | 520  | 0.8955   | 0.4572          |
| 0.5532        | 0.13  | 525  | 0.8950   | 0.4570          |
| 0.4322        | 0.13  | 530  | 0.8950   | 0.4579          |
| 0.481         | 0.13  | 535  | 0.8953   | 0.4571          |
| 0.4528        | 0.13  | 540  | 0.8954   | 0.4581          |
| 0.34          | 0.13  | 545  | 0.8957   | 0.4592          |
| 0.4399        | 0.13  | 550  | 0.8952   | 0.4578          |
| 0.3838        | 0.13  | 555  | 0.8955   | 0.4556          |
| 0.4119        | 0.13  | 560  | 0.8956   | 0.4556          |
| 0.4569        | 0.13  | 565  | 0.8960   | 0.4550          |
| 0.4689        | 0.14  | 570  | 0.8961   | 0.4534          |
| 0.4452        | 0.14  | 575  | 0.8964   | 0.4520          |
| 0.4862        | 0.14  | 580  | 0.8966   | 0.4510          |
| 0.4675        | 0.14  | 585  | 0.8968   | 0.4501          |
| 0.4747        | 0.14  | 590  | 0.8976   | 0.4494          |
| 0.4755        | 0.14  | 595  | 0.8978   | 0.4480          |
| 0.4008        | 0.14  | 600  | 0.8974   | 0.4481          |
| 0.3851        | 0.14  | 605  | 0.8978   | 0.4465          |
| 0.399         | 0.15  | 610  | 0.8974   | 0.4481          |
| 0.3267        | 0.15  | 615  | 0.8980   | 0.4467          |
| 0.4899        | 0.15  | 620  | 0.8977   | 0.4458          |
| 0.4122        | 0.15  | 625  | 0.8976   | 0.4466          |
| 0.3846        | 0.15  | 630  | 0.8977   | 0.4483          |
| 0.5573        | 0.15  | 635  | 0.8979   | 0.4477          |
| 0.5101        | 0.15  | 640  | 0.8984   | 0.4448          |
| 0.4662        | 0.15  | 645  | 0.8984   | 0.4439          |
| 0.4653        | 0.15  | 650  | 0.8985   | 0.4445          |
| 0.4773        | 0.16  | 655  | 0.8982   | 0.4439          |
| 0.4602        | 0.16  | 660  | 0.8988   | 0.4421          |
| 0.3631        | 0.16  | 665  | 0.8988   | 0.4415          |
| 0.4181        | 0.16  | 670  | 0.8986   | 0.4457          |
| 0.3927        | 0.16  | 675  | 0.8986   | 0.4425          |
| 0.436         | 0.16  | 680  | 0.8985   | 0.4412          |
| 0.4274        | 0.16  | 685  | 0.8987   | 0.4420          |
| 0.4601        | 0.16  | 690  | 0.8982   | 0.4431          |
| 0.4557        | 0.17  | 695  | 0.8988   | 0.4410          |
| 0.4292        | 0.17  | 700  | 0.8991   | 0.4384          |
| 0.4435        | 0.17  | 705  | 0.8991   | 0.4364          |
| 0.4691        | 0.17  | 710  | 0.9000   | 0.4343          |
| 0.5361        | 0.17  | 715  | 0.8997   | 0.4344          |
| 0.4795        | 0.17  | 720  | 0.8994   | 0.4350          |
| 0.5514        | 0.17  | 725  | 0.8995   | 0.4343          |
| 0.4268        | 0.17  | 730  | 0.8989   | 0.4366          |
| 0.4569        | 0.18  | 735  | 0.9001   | 0.4340          |
| 0.4735        | 0.18  | 740  | 0.9002   | 0.4311          |
| 0.4592        | 0.18  | 745  | 0.9004   | 0.4306          |
| 0.4661        | 0.18  | 750  | 0.9002   | 0.4313          |
| 0.4112        | 0.18  | 755  | 0.9003   | 0.4304          |
| 0.5143        | 0.18  | 760  | 0.9005   | 0.4294          |
| 0.4737        | 0.18  | 765  | 0.9010   | 0.4281          |
| 0.4807        | 0.18  | 770  | 0.9008   | 0.4309          |
| 0.4558        | 0.18  | 775  | 0.9006   | 0.4305          |
| 0.6032        | 0.19  | 780  | 0.9013   | 0.4272          |
| 0.422         | 0.19  | 785  | 0.9017   | 0.4250          |
| 0.5989        | 0.19  | 790  | 0.9020   | 0.4254          |
| 0.4704        | 0.19  | 795  | 0.9022   | 0.4230          |
| 0.5363        | 0.19  | 800  | 0.9016   | 0.4242          |
| 0.4143        | 0.19  | 805  | 0.9020   | 0.4247          |
| 0.4614        | 0.19  | 810  | 0.9020   | 0.4247          |
| 0.4258        | 0.19  | 815  | 0.9017   | 0.4237          |
| 0.442         | 0.2   | 820  | 0.9015   | 0.4241          |
| 0.4127        | 0.2   | 825  | 0.9017   | 0.4236          |
| 0.4019        | 0.2   | 830  | 0.9022   | 0.4243          |
| 0.435         | 0.2   | 835  | 0.9019   | 0.4242          |
| 0.466         | 0.2   | 840  | 0.9022   | 0.4233          |
| 0.4535        | 0.2   | 845  | 0.9024   | 0.4233          |
| 0.3872        | 0.2   | 850  | 0.9026   | 0.4226          |
| 0.348         | 0.2   | 855  | 0.9025   | 0.4214          |
| 0.37          | 0.21  | 860  | 0.9026   | 0.4214          |
| 0.5185        | 0.21  | 865  | 0.9026   | 0.4212          |
| 0.3814        | 0.21  | 870  | 0.9032   | 0.4188          |
| 0.3347        | 0.21  | 875  | 0.9031   | 0.4190          |
| 0.4112        | 0.21  | 880  | 0.9034   | 0.4204          |
| 0.3993        | 0.21  | 885  | 0.9038   | 0.4180          |
| 0.3632        | 0.21  | 890  | 0.9033   | 0.4177          |
| 0.3992        | 0.21  | 895  | 0.9020   | 0.4234          |
| 0.4703        | 0.21  | 900  | 0.9025   | 0.4209          |
| 0.4135        | 0.22  | 905  | 0.9024   | 0.4241          |
| 0.5147        | 0.22  | 910  | 0.9025   | 0.4227          |
| 0.4444        | 0.22  | 915  | 0.9024   | 0.4209          |
| 0.4489        | 0.22  | 920  | 0.9024   | 0.4193          |
| 0.4362        | 0.22  | 925  | 0.9022   | 0.4216          |
| 0.4419        | 0.22  | 930  | 0.9028   | 0.4195          |
| 0.3655        | 0.22  | 935  | 0.9024   | 0.4203          |
| 0.5449        | 0.22  | 940  | 0.9028   | 0.4205          |
| 0.5756        | 0.23  | 945  | 0.9029   | 0.4190          |
| 0.3837        | 0.23  | 950  | 0.9035   | 0.4189          |
| 0.3434        | 0.23  | 955  | 0.9032   | 0.4191          |
| 0.4796        | 0.23  | 960  | 0.9036   | 0.4185          |
| 0.5225        | 0.23  | 965  | 0.9036   | 0.4188          |
| 0.489         | 0.23  | 970  | 0.9038   | 0.4166          |
| 0.3545        | 0.23  | 975  | 0.9036   | 0.4178          |
| 0.3714        | 0.23  | 980  | 0.9038   | 0.4154          |
| 0.5376        | 0.23  | 985  | 0.9039   | 0.4150          |
| 0.3798        | 0.24  | 990  | 0.9041   | 0.4134          |
| 0.4418        | 0.24  | 995  | 0.9044   | 0.4148          |
| 0.5641        | 0.24  | 1000 | 0.9048   | 0.4129          |
| 0.5352        | 0.24  | 1005 | 0.9047   | 0.4129          |
| 0.3862        | 0.24  | 1010 | 0.9045   | 0.4115          |
| 0.516         | 0.24  | 1015 | 0.9048   | 0.4122          |
| 0.4326        | 0.24  | 1020 | 0.9051   | 0.4118          |
| 0.4739        | 0.24  | 1025 | 0.9055   | 0.4096          |
| 0.4717        | 0.25  | 1030 | 0.9053   | 0.4122          |
| 0.4075        | 0.25  | 1035 | 0.9055   | 0.4109          |
| 0.3884        | 0.25  | 1040 | 0.9053   | 0.4107          |
| 0.3957        | 0.25  | 1045 | 0.9058   | 0.4102          |
| 0.3755        | 0.25  | 1050 | 0.9057   | 0.4098          |
| 0.4517        | 0.25  | 1055 | 0.9058   | 0.4084          |
| 0.4568        | 0.25  | 1060 | 0.9054   | 0.4084          |
| 0.4745        | 0.25  | 1065 | 0.9055   | 0.4087          |
| 0.4675        | 0.26  | 1070 | 0.9054   | 0.4093          |
| 0.3712        | 0.26  | 1075 | 0.9054   | 0.4082          |
| 0.4439        | 0.26  | 1080 | 0.9053   | 0.4082          |
| 0.3722        | 0.26  | 1085 | 0.9058   | 0.4071          |
| 0.426         | 0.26  | 1090 | 0.9061   | 0.4066          |
| 0.4598        | 0.26  | 1095 | 0.9056   | 0.4073          |
| 0.3514        | 0.26  | 1100 | 0.9057   | 0.4064          |
| 0.3568        | 0.26  | 1105 | 0.9060   | 0.4058          |
| 0.4359        | 0.26  | 1110 | 0.9063   | 0.4056          |
| 0.508         | 0.27  | 1115 | 0.9061   | 0.4051          |
| 0.407         | 0.27  | 1120 | 0.9061   | 0.4068          |
| 0.4473        | 0.27  | 1125 | 0.9067   | 0.4034          |
| 0.5382        | 0.27  | 1130 | 0.9071   | 0.4009          |
| 0.3669        | 0.27  | 1135 | 0.9074   | 0.4011          |
| 0.4191        | 0.27  | 1140 | 0.9074   | 0.4022          |
| 0.4004        | 0.27  | 1145 | 0.9071   | 0.4013          |
| 0.4498        | 0.27  | 1150 | 0.9071   | 0.4011          |
| 0.4689        | 0.28  | 1155 | 0.9074   | 0.4000          |
| 0.2968        | 0.28  | 1160 | 0.9069   | 0.4003          |
| 0.4273        | 0.28  | 1165 | 0.9069   | 0.4015          |
| 0.5125        | 0.28  | 1170 | 0.9072   | 0.4007          |
| 0.4935        | 0.28  | 1175 | 0.9072   | 0.4006          |
| 0.535         | 0.28  | 1180 | 0.9070   | 0.4009          |
| 0.527         | 0.28  | 1185 | 0.9071   | 0.3990          |
| 0.3969        | 0.28  | 1190 | 0.9071   | 0.4013          |
| 0.3686        | 0.28  | 1195 | 0.9075   | 0.4002          |
| 0.4633        | 0.29  | 1200 | 0.9076   | 0.4007          |
| 0.4334        | 0.29  | 1205 | 0.9080   | 0.3995          |
| 0.5345        | 0.29  | 1210 | 0.9077   | 0.3998          |
| 0.3399        | 0.29  | 1215 | 0.9077   | 0.3982          |
| 0.3367        | 0.29  | 1220 | 0.9078   | 0.3991          |
| 0.3842        | 0.29  | 1225 | 0.9081   | 0.3999          |
| 0.3869        | 0.29  | 1230 | 0.9078   | 0.3994          |
| 0.4842        | 0.29  | 1235 | 0.9077   | 0.3990          |
| 0.4028        | 0.3   | 1240 | 0.9079   | 0.3993          |
| 0.4262        | 0.3   | 1245 | 0.9076   | 0.3987          |
| 0.3512        | 0.3   | 1250 | 0.9085   | 0.3969          |
| 0.3984        | 0.3   | 1255 | 0.9080   | 0.3971          |
| 0.5782        | 0.3   | 1260 | 0.9079   | 0.3972          |
| 0.4346        | 0.3   | 1265 | 0.9083   | 0.3970          |
| 0.3694        | 0.3   | 1270 | 0.9079   | 0.3982          |
| 0.3744        | 0.3   | 1275 | 0.9079   | 0.3966          |
| 0.4631        | 0.31  | 1280 | 0.9078   | 0.3975          |
| 0.4136        | 0.31  | 1285 | 0.9079   | 0.3983          |
| 0.3528        | 0.31  | 1290 | 0.9074   | 0.3982          |
| 0.3806        | 0.31  | 1295 | 0.9082   | 0.3965          |
| 0.4131        | 0.31  | 1300 | 0.9079   | 0.3965          |
| 0.4273        | 0.31  | 1305 | 0.9081   | 0.3957          |
| 0.4281        | 0.31  | 1310 | 0.9080   | 0.3960          |
| 0.3396        | 0.31  | 1315 | 0.9077   | 0.3955          |
| 0.2969        | 0.31  | 1320 | 0.9082   | 0.3961          |
| 0.4287        | 0.32  | 1325 | 0.9080   | 0.3952          |
| 0.4626        | 0.32  | 1330 | 0.9084   | 0.3950          |
| 0.3495        | 0.32  | 1335 | 0.9083   | 0.3957          |
| 0.4652        | 0.32  | 1340 | 0.9085   | 0.3939          |
| 0.5175        | 0.32  | 1345 | 0.9086   | 0.3943          |
| 0.3205        | 0.32  | 1350 | 0.9085   | 0.3946          |
| 0.3688        | 0.32  | 1355 | 0.9085   | 0.3959          |
| 0.4634        | 0.32  | 1360 | 0.9087   | 0.3947          |
| 0.4767        | 0.33  | 1365 | 0.9087   | 0.3944          |
| 0.4632        | 0.33  | 1370 | 0.9088   | 0.3941          |
| 0.3472        | 0.33  | 1375 | 0.9087   | 0.3947          |
| 0.4346        | 0.33  | 1380 | 0.9085   | 0.3947          |
| 0.4297        | 0.33  | 1385 | 0.9084   | 0.3946          |
| 0.3314        | 0.33  | 1390 | 0.9085   | 0.3957          |
| 0.4461        | 0.33  | 1395 | 0.9083   | 0.3941          |
| 0.3838        | 0.33  | 1400 | 0.9083   | 0.3942          |
| 0.3642        | 0.34  | 1405 | 0.9082   | 0.3958          |
| 0.3979        | 0.34  | 1410 | 0.9076   | 0.3973          |
| 0.3753        | 0.34  | 1415 | 0.9073   | 0.3984          |
| 0.5104        | 0.34  | 1420 | 0.9076   | 0.4000          |
| 0.408         | 0.34  | 1425 | 0.9078   | 0.4018          |
| 0.4956        | 0.34  | 1430 | 0.9078   | 0.3984          |
| 0.4853        | 0.34  | 1435 | 0.9074   | 0.3979          |
| 0.4134        | 0.34  | 1440 | 0.9074   | 0.3977          |
| 0.3041        | 0.34  | 1445 | 0.9074   | 0.3996          |
| 0.4082        | 0.35  | 1450 | 0.9074   | 0.3990          |
| 0.4237        | 0.35  | 1455 | 0.9074   | 0.3985          |
| 0.3697        | 0.35  | 1460 | 0.9076   | 0.3988          |
| 0.4965        | 0.35  | 1465 | 0.9077   | 0.3969          |
| 0.4543        | 0.35  | 1470 | 0.9075   | 0.3997          |
| 0.4202        | 0.35  | 1475 | 0.9072   | 0.3979          |
| 0.3297        | 0.35  | 1480 | 0.9070   | 0.3998          |
| 0.423         | 0.35  | 1485 | 0.9076   | 0.3988          |
| 0.362         | 0.36  | 1490 | 0.9077   | 0.3962          |
| 0.4224        | 0.36  | 1495 | 0.9082   | 0.3953          |
| 0.5528        | 0.36  | 1500 | 0.9079   | 0.3969          |
| 0.4647        | 0.36  | 1505 | 0.9080   | 0.3949          |
| 0.3414        | 0.36  | 1510 | 0.9083   | 0.3943          |
| 0.4023        | 0.36  | 1515 | 0.9082   | 0.3946          |
| 0.2595        | 0.36  | 1520 | 0.9084   | 0.3946          |
| 0.5041        | 0.36  | 1525 | 0.9081   | 0.3945          |
| 0.4841        | 0.36  | 1530 | 0.9082   | 0.3957          |
| 0.3287        | 0.37  | 1535 | 0.9080   | 0.3963          |
| 0.5081        | 0.37  | 1540 | 0.9079   | 0.3973          |
| 0.269         | 0.37  | 1545 | 0.9083   | 0.3965          |
| 0.4375        | 0.37  | 1550 | 0.9079   | 0.3982          |
| 0.4597        | 0.37  | 1555 | 0.9079   | 0.3959          |
| 0.4744        | 0.37  | 1560 | 0.9082   | 0.3960          |
| 0.4654        | 0.37  | 1565 | 0.9085   | 0.3947          |
| 0.4676        | 0.37  | 1570 | 0.9087   | 0.3944          |
| 0.3946        | 0.38  | 1575 | 0.9089   | 0.3944          |
| 0.4872        | 0.38  | 1580 | 0.9088   | 0.3926          |
| 0.4578        | 0.38  | 1585 | 0.9091   | 0.3915          |
| 0.3955        | 0.38  | 1590 | 0.9091   | 0.3958          |
| 0.282         | 0.38  | 1595 | 0.9091   | 0.3924          |
| 0.3801        | 0.38  | 1600 | 0.9083   | 0.3917          |
| 0.4477        | 0.38  | 1605 | 0.9089   | 0.3935          |
| 0.3797        | 0.38  | 1610 | 0.9086   | 0.3915          |
| 0.4562        | 0.39  | 1615 | 0.9089   | 0.3914          |
| 0.4077        | 0.39  | 1620 | 0.9085   | 0.3918          |
| 0.416         | 0.39  | 1625 | 0.9089   | 0.3912          |
| 0.4846        | 0.39  | 1630 | 0.9090   | 0.3920          |
| 0.3187        | 0.39  | 1635 | 0.9091   | 0.3920          |
| 0.4063        | 0.39  | 1640 | 0.9085   | 0.3910          |
| 0.378         | 0.39  | 1645 | 0.9090   | 0.3906          |
| 0.3378        | 0.39  | 1650 | 0.9087   | 0.3913          |
| 0.4142        | 0.39  | 1655 | 0.9086   | 0.3928          |
| 0.3916        | 0.4   | 1660 | 0.9091   | 0.3905          |
| 0.3863        | 0.4   | 1665 | 0.9091   | 0.3912          |
| 0.3606        | 0.4   | 1670 | 0.9092   | 0.3912          |
| 0.3853        | 0.4   | 1675 | 0.9089   | 0.3904          |
| 0.4351        | 0.4   | 1680 | 0.9089   | 0.3899          |
| 0.3491        | 0.4   | 1685 | 0.9091   | 0.3897          |
| 0.4534        | 0.4   | 1690 | 0.9093   | 0.3889          |
| 0.4066        | 0.4   | 1695 | 0.9094   | 0.3899          |
| 0.4234        | 0.41  | 1700 | 0.9100   | 0.3892          |
| 0.3738        | 0.41  | 1705 | 0.9102   | 0.3865          |
| 0.4234        | 0.41  | 1710 | 0.9102   | 0.3863          |
| 0.4237        | 0.41  | 1715 | 0.9100   | 0.3875          |
| 0.466         | 0.41  | 1720 | 0.9103   | 0.3863          |
| 0.4126        | 0.41  | 1725 | 0.9098   | 0.3855          |
| 0.3074        | 0.41  | 1730 | 0.9101   | 0.3842          |
| 0.3354        | 0.41  | 1735 | 0.9100   | 0.3855          |
| 0.457         | 0.41  | 1740 | 0.9102   | 0.3829          |
| 0.4388        | 0.42  | 1745 | 0.9103   | 0.3841          |
| 0.3759        | 0.42  | 1750 | 0.9104   | 0.3834          |
| 0.391         | 0.42  | 1755 | 0.9099   | 0.3841          |
| 0.4324        | 0.42  | 1760 | 0.9099   | 0.3841          |
| 0.4057        | 0.42  | 1765 | 0.9105   | 0.3846          |
| 0.4356        | 0.42  | 1770 | 0.9104   | 0.3851          |
| 0.3944        | 0.42  | 1775 | 0.9106   | 0.3834          |
| 0.3891        | 0.42  | 1780 | 0.9107   | 0.3839          |
| 0.4           | 0.43  | 1785 | 0.9105   | 0.3825          |
| 0.488         | 0.43  | 1790 | 0.9105   | 0.3828          |
| 0.4315        | 0.43  | 1795 | 0.9104   | 0.3823          |
| 0.3806        | 0.43  | 1800 | 0.9108   | 0.3823          |
| 0.4059        | 0.43  | 1805 | 0.9107   | 0.3837          |
| 0.4677        | 0.43  | 1810 | 0.9106   | 0.3835          |
| 0.4266        | 0.43  | 1815 | 0.9107   | 0.3845          |
| 0.4906        | 0.43  | 1820 | 0.9108   | 0.3832          |
| 0.414         | 0.44  | 1825 | 0.9107   | 0.3838          |
| 0.4437        | 0.44  | 1830 | 0.9107   | 0.3837          |
| 0.4444        | 0.44  | 1835 | 0.9112   | 0.3820          |
| 0.3462        | 0.44  | 1840 | 0.9114   | 0.3819          |
| 0.3947        | 0.44  | 1845 | 0.9119   | 0.3835          |
| 0.3542        | 0.44  | 1850 | 0.9115   | 0.3818          |
| 0.3683        | 0.44  | 1855 | 0.9118   | 0.3819          |
| 0.3858        | 0.44  | 1860 | 0.9115   | 0.3814          |
| 0.388         | 0.44  | 1865 | 0.9114   | 0.3813          |
| 0.4486        | 0.45  | 1870 | 0.9119   | 0.3786          |
| 0.4809        | 0.45  | 1875 | 0.9115   | 0.3808          |
| 0.3363        | 0.45  | 1880 | 0.9119   | 0.3786          |
| 0.4224        | 0.45  | 1885 | 0.9121   | 0.3789          |
| 0.4338        | 0.45  | 1890 | 0.9118   | 0.3789          |
| 0.3736        | 0.45  | 1895 | 0.9120   | 0.3778          |
| 0.4903        | 0.45  | 1900 | 0.9115   | 0.3791          |
| 0.4219        | 0.45  | 1905 | 0.9117   | 0.3786          |
| 0.3117        | 0.46  | 1910 | 0.9115   | 0.3794          |
| 0.4826        | 0.46  | 1915 | 0.9124   | 0.3808          |
| 0.4526        | 0.46  | 1920 | 0.9123   | 0.3791          |
| 0.4331        | 0.46  | 1925 | 0.9124   | 0.3768          |
| 0.4721        | 0.46  | 1930 | 0.9123   | 0.3782          |
| 0.4437        | 0.46  | 1935 | 0.9122   | 0.3766          |
| 0.4137        | 0.46  | 1940 | 0.9119   | 0.3772          |
| 0.4834        | 0.46  | 1945 | 0.9128   | 0.3761          |
| 0.4851        | 0.46  | 1950 | 0.9125   | 0.3771          |
| 0.414         | 0.47  | 1955 | 0.9125   | 0.3753          |
| 0.3176        | 0.47  | 1960 | 0.9126   | 0.3766          |
| 0.3921        | 0.47  | 1965 | 0.9125   | 0.3757          |
| 0.4182        | 0.47  | 1970 | 0.9123   | 0.3767          |
| 0.4734        | 0.47  | 1975 | 0.9124   | 0.3747          |
| 0.3793        | 0.47  | 1980 | 0.9119   | 0.3784          |
| 0.3063        | 0.47  | 1985 | 0.9125   | 0.3754          |
| 0.3833        | 0.47  | 1990 | 0.9127   | 0.3752          |
| 0.3111        | 0.48  | 1995 | 0.9126   | 0.3756          |
| 0.4632        | 0.48  | 2000 | 0.9124   | 0.3777          |
| 0.3724        | 0.48  | 2005 | 0.9126   | 0.3762          |
| 0.4315        | 0.48  | 2010 | 0.9126   | 0.3759          |
| 0.4274        | 0.48  | 2015 | 0.9128   | 0.3742          |
| 0.4137        | 0.48  | 2020 | 0.9126   | 0.3768          |
| 0.3714        | 0.48  | 2025 | 0.9127   | 0.3753          |
| 0.4729        | 0.48  | 2030 | 0.9126   | 0.3759          |
| 0.4326        | 0.49  | 2035 | 0.9122   | 0.3768          |
| 0.4496        | 0.49  | 2040 | 0.9123   | 0.3777          |
| 0.4754        | 0.49  | 2045 | 0.9118   | 0.3760          |
| 0.4413        | 0.49  | 2050 | 0.9121   | 0.3790          |
| 0.3533        | 0.49  | 2055 | 0.9127   | 0.3772          |
| 0.4828        | 0.49  | 2060 | 0.9123   | 0.3755          |
| 0.4535        | 0.49  | 2065 | 0.9123   | 0.3743          |
| 0.3634        | 0.49  | 2070 | 0.9123   | 0.3752          |
| 0.3815        | 0.49  | 2075 | 0.9132   | 0.3718          |
| 0.4539        | 0.5   | 2080 | 0.9127   | 0.3724          |
| 0.3815        | 0.5   | 2085 | 0.9133   | 0.3721          |
| 0.3514        | 0.5   | 2090 | 0.9130   | 0.3737          |
| 0.4236        | 0.5   | 2095 | 0.9129   | 0.3736          |
| 0.3421        | 0.5   | 2100 | 0.9128   | 0.3745          |
| 0.3478        | 0.5   | 2105 | 0.9126   | 0.3730          |
| 0.3564        | 0.5   | 2110 | 0.9131   | 0.3721          |
| 0.3595        | 0.5   | 2115 | 0.9130   | 0.3751          |
| 0.3967        | 0.51  | 2120 | 0.9134   | 0.3718          |
| 0.3647        | 0.51  | 2125 | 0.9119   | 0.3873          |
| 0.3763        | 0.51  | 2130 | 0.9114   | 0.3831          |
| 0.4565        | 0.51  | 2135 | 0.9115   | 0.3799          |
| 0.4633        | 0.51  | 2140 | 0.9127   | 0.3763          |
| 0.4942        | 0.51  | 2145 | 0.9126   | 0.3765          |
| 0.5061        | 0.51  | 2150 | 0.9115   | 0.3823          |
| 0.3829        | 0.51  | 2155 | 0.9117   | 0.3831          |
| 0.4056        | 0.52  | 2160 | 0.9119   | 0.3805          |
| 0.4312        | 0.52  | 2165 | 0.9121   | 0.3800          |
| 0.3695        | 0.52  | 2170 | 0.9124   | 0.3773          |
| 0.2989        | 0.52  | 2175 | 0.9127   | 0.3752          |
| 0.3605        | 0.52  | 2180 | 0.9132   | 0.3754          |
| 0.3437        | 0.52  | 2185 | 0.9133   | 0.3725          |
| 0.3916        | 0.52  | 2190 | 0.9133   | 0.3727          |
| 0.4558        | 0.52  | 2195 | 0.9134   | 0.3717          |
| 0.3391        | 0.52  | 2200 | 0.9145   | 0.3677          |
| 0.3218        | 0.53  | 2205 | 0.9147   | 0.3668          |
| 0.3815        | 0.53  | 2210 | 0.9152   | 0.3666          |
| 0.2637        | 0.53  | 2215 | 0.9154   | 0.3660          |
| 0.4007        | 0.53  | 2220 | 0.9151   | 0.3665          |
| 0.3915        | 0.53  | 2225 | 0.9147   | 0.3663          |
| 0.3649        | 0.53  | 2230 | 0.9149   | 0.3654          |
| 0.3285        | 0.53  | 2235 | 0.9150   | 0.3650          |
| 0.4982        | 0.53  | 2240 | 0.9152   | 0.3651          |
| 0.4248        | 0.54  | 2245 | 0.9153   | 0.3653          |
| 0.3963        | 0.54  | 2250 | 0.9137   | 0.3690          |
| 0.3527        | 0.54  | 2255 | 0.9140   | 0.3681          |
| 0.3891        | 0.54  | 2260 | 0.9141   | 0.3677          |
| 0.3809        | 0.54  | 2265 | 0.9139   | 0.3684          |
| 0.4964        | 0.54  | 2270 | 0.9135   | 0.3696          |
| 0.4231        | 0.54  | 2275 | 0.9136   | 0.3704          |
| 0.4455        | 0.54  | 2280 | 0.9139   | 0.3689          |
| 0.4045        | 0.54  | 2285 | 0.9132   | 0.3736          |
| 0.3931        | 0.55  | 2290 | 0.9137   | 0.3700          |
| 0.2651        | 0.55  | 2295 | 0.9141   | 0.3705          |
| 0.4648        | 0.55  | 2300 | 0.9147   | 0.3672          |
| 0.3164        | 0.55  | 2305 | 0.9141   | 0.3702          |
| 0.3558        | 0.55  | 2310 | 0.9151   | 0.3663          |
| 0.3505        | 0.55  | 2315 | 0.9152   | 0.3644          |
| 0.4165        | 0.55  | 2320 | 0.9154   | 0.3626          |
| 0.4864        | 0.55  | 2325 | 0.9157   | 0.3629          |
| 0.4674        | 0.56  | 2330 | 0.9156   | 0.3626          |
| 0.3644        | 0.56  | 2335 | 0.9151   | 0.3627          |
| 0.4053        | 0.56  | 2340 | 0.9156   | 0.3639          |
| 0.4025        | 0.56  | 2345 | 0.9153   | 0.3635          |
| 0.4221        | 0.56  | 2350 | 0.9154   | 0.3641          |
| 0.3673        | 0.56  | 2355 | 0.9153   | 0.3635          |
| 0.3612        | 0.56  | 2360 | 0.8895   | 0.4807          |
| 0.4464        | 0.56  | 2365 | 0.9061   | 0.4001          |
| 0.4379        | 0.57  | 2370 | 0.9094   | 0.3894          |
| 0.514         | 0.57  | 2375 | 0.9109   | 0.3838          |
| 0.3717        | 0.57  | 2380 | 0.9124   | 0.3770          |
| 0.549         | 0.57  | 2385 | 0.9126   | 0.3749          |
| 0.2984        | 0.57  | 2390 | 0.9129   | 0.3725          |
| 0.3412        | 0.57  | 2395 | 0.9139   | 0.3718          |
| 0.3741        | 0.57  | 2400 | 0.9138   | 0.3697          |
| 0.3953        | 0.57  | 2405 | 0.9141   | 0.3665          |
| 0.3921        | 0.57  | 2410 | 0.9151   | 0.3644          |
| 0.4296        | 0.58  | 2415 | 0.9149   | 0.3637          |
| 0.4469        | 0.58  | 2420 | 0.9148   | 0.3650          |
| 0.4127        | 0.58  | 2425 | 0.9147   | 0.3646          |
| 0.4096        | 0.58  | 2430 | 0.9151   | 0.3639          |
| 0.5045        | 0.58  | 2435 | 0.9148   | 0.3642          |
| 0.4282        | 0.58  | 2440 | 0.9147   | 0.3640          |
| 0.355         | 0.58  | 2445 | 0.9151   | 0.3635          |
| 0.3241        | 0.58  | 2450 | 0.9152   | 0.3610          |
| 0.4949        | 0.59  | 2455 | 0.9157   | 0.3607          |
| 0.3486        | 0.59  | 2460 | 0.9158   | 0.3591          |
| 0.3329        | 0.59  | 2465 | 0.9155   | 0.3597          |
| 0.401         | 0.59  | 2470 | 0.9156   | 0.3624          |
| 0.4202        | 0.59  | 2475 | 0.9149   | 0.3624          |
| 0.6367        | 0.59  | 2480 | 0.8943   | 0.4679          |
| 0.4915        | 0.59  | 2485 | 0.8920   | 0.4610          |
| 0.4961        | 0.59  | 2490 | 0.9048   | 0.4106          |
| 0.5682        | 0.59  | 2495 | 0.8844   | 0.4902          |
| 0.4837        | 0.6   | 2500 | 0.9038   | 0.4076          |
| 0.4287        | 0.6   | 2505 | 0.9082   | 0.3935          |
| 0.4545        | 0.6   | 2510 | 0.9091   | 0.3882          |
| 0.3691        | 0.6   | 2515 | 0.9109   | 0.3820          |
| 0.4282        | 0.6   | 2520 | 0.9118   | 0.3784          |
| 0.3502        | 0.6   | 2525 | 0.9123   | 0.3760          |
| 0.3942        | 0.6   | 2530 | 0.9127   | 0.3749          |
| 0.4156        | 0.6   | 2535 | 0.9132   | 0.3725          |
| 0.4976        | 0.61  | 2540 | 0.9133   | 0.3710          |
| 0.4109        | 0.61  | 2545 | 0.9134   | 0.3720          |
| 0.3797        | 0.61  | 2550 | 0.9131   | 0.3719          |
| 0.3725        | 0.61  | 2555 | 0.9137   | 0.3709          |
| 0.3272        | 0.61  | 2560 | 0.9139   | 0.3685          |
| 0.4414        | 0.61  | 2565 | 0.9145   | 0.3662          |
| 0.4208        | 0.61  | 2570 | 0.9140   | 0.3662          |
| 0.3284        | 0.61  | 2575 | 0.9148   | 0.3665          |
| 0.596         | 0.62  | 2580 | 0.9153   | 0.3652          |
| 0.3792        | 0.62  | 2585 | 0.9155   | 0.3635          |
| 0.3911        | 0.62  | 2590 | 0.9155   | 0.3647          |
| 0.4096        | 0.62  | 2595 | 0.9132   | 0.3728          |
| 0.3749        | 0.62  | 2600 | 0.9150   | 0.3646          |
| 0.3507        | 0.62  | 2605 | 0.9148   | 0.3636          |
| 0.4165        | 0.62  | 2610 | 0.9146   | 0.3625          |
| 0.3557        | 0.62  | 2615 | 0.9154   | 0.3650          |
| 0.4322        | 0.62  | 2620 | 0.9149   | 0.3630          |
| 0.3963        | 0.63  | 2625 | 0.9150   | 0.3627          |
| 0.3888        | 0.63  | 2630 | 0.9155   | 0.3635          |
| 0.2975        | 0.63  | 2635 | 0.9148   | 0.3614          |
| 0.3724        | 0.63  | 2640 | 0.9159   | 0.3613          |
| 0.4021        | 0.63  | 2645 | 0.9160   | 0.3604          |
| 0.4291        | 0.63  | 2650 | 0.9158   | 0.3591          |
| 0.4024        | 0.63  | 2655 | 0.9162   | 0.3595          |
| 0.3678        | 0.63  | 2660 | 0.9164   | 0.3578          |
| 0.3791        | 0.64  | 2665 | 0.9167   | 0.3567          |
| 0.4797        | 0.64  | 2670 | 0.9168   | 0.3560          |
| 0.3655        | 0.64  | 2675 | 0.9167   | 0.3554          |
| 0.3774        | 0.64  | 2680 | 0.9169   | 0.3547          |
| 0.3936        | 0.64  | 2685 | 0.9167   | 0.3547          |
| 0.3773        | 0.64  | 2690 | 0.9166   | 0.3558          |
| 0.4121        | 0.64  | 2695 | 0.9169   | 0.3553          |
| 0.4097        | 0.64  | 2700 | 0.9168   | 0.3552          |
| 0.4548        | 0.64  | 2705 | 0.9170   | 0.3577          |
| 0.3316        | 0.65  | 2710 | 0.9173   | 0.3539          |
| 0.3948        | 0.65  | 2715 | 0.9179   | 0.3533          |
| 0.4129        | 0.65  | 2720 | 0.9177   | 0.3525          |
| 0.3781        | 0.65  | 2725 | 0.9172   | 0.3532          |
| 0.3993        | 0.65  | 2730 | 0.9173   | 0.3543          |
| 0.4213        | 0.65  | 2735 | 0.9170   | 0.3537          |
| 0.5254        | 0.65  | 2740 | 0.9180   | 0.3512          |
| 0.3817        | 0.65  | 2745 | 0.9182   | 0.3511          |
| 0.3867        | 0.66  | 2750 | 0.9180   | 0.3504          |
| 0.3681        | 0.66  | 2755 | 0.9179   | 0.3512          |
| 0.4271        | 0.66  | 2760 | 0.9182   | 0.3496          |
| 0.3802        | 0.66  | 2765 | 0.9181   | 0.3507          |
| 0.3999        | 0.66  | 2770 | 0.9184   | 0.3491          |
| 0.3086        | 0.66  | 2775 | 0.9184   | 0.3499          |
| 0.4293        | 0.66  | 2780 | 0.9180   | 0.3488          |
| 0.4172        | 0.66  | 2785 | 0.9180   | 0.3497          |
| 0.2566        | 0.67  | 2790 | 0.9181   | 0.3489          |
| 0.3947        | 0.67  | 2795 | 0.9183   | 0.3494          |
| 0.3518        | 0.67  | 2800 | 0.9183   | 0.3491          |
| 0.4544        | 0.67  | 2805 | 0.9180   | 0.3496          |
| 0.4217        | 0.67  | 2810 | 0.9181   | 0.3500          |
| 0.4758        | 0.67  | 2815 | 0.9179   | 0.3511          |
| 0.3588        | 0.67  | 2820 | 0.9175   | 0.3517          |
| 0.4106        | 0.67  | 2825 | 0.9184   | 0.3508          |
| 0.2924        | 0.67  | 2830 | 0.9182   | 0.3499          |
| 0.334         | 0.68  | 2835 | 0.9180   | 0.3504          |
| 0.4219        | 0.68  | 2840 | 0.9179   | 0.3500          |
| 0.3801        | 0.68  | 2845 | 0.9179   | 0.3495          |
| 0.4393        | 0.68  | 2850 | 0.9179   | 0.3498          |
| 0.4521        | 0.68  | 2855 | 0.9177   | 0.3501          |
| 0.2881        | 0.68  | 2860 | 0.9179   | 0.3502          |
| 0.3326        | 0.68  | 2865 | 0.9179   | 0.3487          |
| 0.2619        | 0.68  | 2870 | 0.9184   | 0.3482          |
| 0.4018        | 0.69  | 2875 | 0.9189   | 0.3459          |
| 0.459         | 0.69  | 2880 | 0.9188   | 0.3466          |
| 0.2774        | 0.69  | 2885 | 0.9185   | 0.3447          |
| 0.3984        | 0.69  | 2890 | 0.9189   | 0.3443          |
| 0.3376        | 0.69  | 2895 | 0.9193   | 0.3448          |
| 0.4398        | 0.69  | 2900 | 0.9194   | 0.3434          |
| 0.3802        | 0.69  | 2905 | 0.9196   | 0.3434          |
| 0.3841        | 0.69  | 2910 | 0.9193   | 0.3443          |
| 0.3296        | 0.7   | 2915 | 0.9193   | 0.3453          |
| 0.4361        | 0.7   | 2920 | 0.9189   | 0.3455          |
| 0.4044        | 0.7   | 2925 | 0.9195   | 0.3454          |
| 0.3406        | 0.7   | 2930 | 0.9192   | 0.3435          |
| 0.4638        | 0.7   | 2935 | 0.9193   | 0.3433          |
| 0.3983        | 0.7   | 2940 | 0.9178   | 0.3500          |
| 0.4274        | 0.7   | 2945 | 0.9181   | 0.3495          |
| 0.3821        | 0.7   | 2950 | 0.9189   | 0.3471          |
| 0.395         | 0.7   | 2955 | 0.9186   | 0.3466          |
| 0.3783        | 0.71  | 2960 | 0.9190   | 0.3457          |
| 0.4282        | 0.71  | 2965 | 0.9190   | 0.3447          |
| 0.403         | 0.71  | 2970 | 0.9193   | 0.3445          |
| 0.3795        | 0.71  | 2975 | 0.9191   | 0.3448          |
| 0.3467        | 0.71  | 2980 | 0.9188   | 0.3445          |
| 0.3414        | 0.71  | 2985 | 0.9190   | 0.3441          |
| 0.3063        | 0.71  | 2990 | 0.9179   | 0.3470          |
| 0.3415        | 0.71  | 2995 | 0.9185   | 0.3490          |
| 0.3257        | 0.72  | 3000 | 0.9186   | 0.3464          |
| 0.3959        | 0.72  | 3005 | 0.9184   | 0.3480          |
| 0.3012        | 0.72  | 3010 | 0.9186   | 0.3465          |
| 0.3734        | 0.72  | 3015 | 0.9183   | 0.3475          |
| 0.3294        | 0.72  | 3020 | 0.9187   | 0.3463          |
| 0.3941        | 0.72  | 3025 | 0.9188   | 0.3464          |
| 0.416         | 0.72  | 3030 | 0.9188   | 0.3455          |
| 0.3738        | 0.72  | 3035 | 0.9187   | 0.3451          |
| 0.2789        | 0.72  | 3040 | 0.9190   | 0.3451          |
| 0.3495        | 0.73  | 3045 | 0.9187   | 0.3489          |
| 0.3979        | 0.73  | 3050 | 0.9182   | 0.3497          |
| 0.4193        | 0.73  | 3055 | 0.9183   | 0.3476          |
| 0.3658        | 0.73  | 3060 | 0.9189   | 0.3470          |
| 0.3911        | 0.73  | 3065 | 0.9189   | 0.3447          |
| 0.4377        | 0.73  | 3070 | 0.9194   | 0.3436          |
| 0.3843        | 0.73  | 3075 | 0.9190   | 0.3431          |
| 0.2917        | 0.73  | 3080 | 0.9197   | 0.3421          |
| 0.3937        | 0.74  | 3085 | 0.9203   | 0.3421          |
| 0.395         | 0.74  | 3090 | 0.9204   | 0.3407          |
| 0.3623        | 0.74  | 3095 | 0.9207   | 0.3394          |
| 0.3481        | 0.74  | 3100 | 0.9205   | 0.3404          |
| 0.3652        | 0.74  | 3105 | 0.9204   | 0.3403          |
| 0.3749        | 0.74  | 3110 | 0.9202   | 0.3437          |
| 0.361         | 0.74  | 3115 | 0.9201   | 0.3404          |
| 0.3941        | 0.74  | 3120 | 0.9202   | 0.3407          |
| 0.3494        | 0.75  | 3125 | 0.9202   | 0.3394          |
| 0.4395        | 0.75  | 3130 | 0.9204   | 0.3403          |
| 0.3914        | 0.75  | 3135 | 0.9202   | 0.3400          |
| 0.4374        | 0.75  | 3140 | 0.9203   | 0.3400          |
| 0.3534        | 0.75  | 3145 | 0.9203   | 0.3409          |
| 0.4606        | 0.75  | 3150 | 0.9201   | 0.3417          |
| 0.4362        | 0.75  | 3155 | 0.9202   | 0.3400          |
| 0.3411        | 0.75  | 3160 | 0.9203   | 0.3407          |
| 0.3767        | 0.75  | 3165 | 0.9204   | 0.3392          |
| 0.3552        | 0.76  | 3170 | 0.9208   | 0.3376          |
| 0.3946        | 0.76  | 3175 | 0.9206   | 0.3376          |
| 0.3686        | 0.76  | 3180 | 0.9205   | 0.3397          |
| 0.3835        | 0.76  | 3185 | 0.9208   | 0.3392          |
| 0.3805        | 0.76  | 3190 | 0.9205   | 0.3399          |
| 0.4004        | 0.76  | 3195 | 0.9202   | 0.3402          |
| 0.3291        | 0.76  | 3200 | 0.9199   | 0.3412          |
| 0.3793        | 0.76  | 3205 | 0.9199   | 0.3409          |
| 0.4094        | 0.77  | 3210 | 0.9203   | 0.3403          |
| 0.3153        | 0.77  | 3215 | 0.9205   | 0.3403          |
| 0.312         | 0.77  | 3220 | 0.9202   | 0.3399          |
| 0.3685        | 0.77  | 3225 | 0.9202   | 0.3398          |
| 0.3384        | 0.77  | 3230 | 0.9207   | 0.3386          |
| 0.4345        | 0.77  | 3235 | 0.9204   | 0.3386          |
| 0.3531        | 0.77  | 3240 | 0.9205   | 0.3388          |
| 0.3092        | 0.77  | 3245 | 0.9203   | 0.3382          |
| 0.4294        | 0.77  | 3250 | 0.9201   | 0.3396          |
| 0.385         | 0.78  | 3255 | 0.9200   | 0.3396          |
| 0.3234        | 0.78  | 3260 | 0.9202   | 0.3397          |
| 0.4166        | 0.78  | 3265 | 0.9202   | 0.3407          |
| 0.3512        | 0.78  | 3270 | 0.9203   | 0.3389          |
| 0.311         | 0.78  | 3275 | 0.9200   | 0.3395          |
| 0.4367        | 0.78  | 3280 | 0.9190   | 0.3437          |
| 0.3534        | 0.78  | 3285 | 0.9195   | 0.3411          |
| 0.466         | 0.78  | 3290 | 0.9193   | 0.3417          |
| 0.4362        | 0.79  | 3295 | 0.9195   | 0.3415          |
| 0.3768        | 0.79  | 3300 | 0.9195   | 0.3416          |
| 0.3637        | 0.79  | 3305 | 0.9198   | 0.3396          |
| 0.3437        | 0.79  | 3310 | 0.9205   | 0.3387          |
| 0.382         | 0.79  | 3315 | 0.9210   | 0.3368          |
| 0.3031        | 0.79  | 3320 | 0.9206   | 0.3368          |
| 0.3653        | 0.79  | 3325 | 0.9209   | 0.3373          |
| 0.3808        | 0.79  | 3330 | 0.9206   | 0.3382          |
| 0.3417        | 0.8   | 3335 | 0.9209   | 0.3380          |
| 0.3088        | 0.8   | 3340 | 0.9209   | 0.3369          |
| 0.4443        | 0.8   | 3345 | 0.9206   | 0.3371          |
| 0.3889        | 0.8   | 3350 | 0.9208   | 0.3358          |
| 0.3223        | 0.8   | 3355 | 0.9206   | 0.3372          |
| 0.3267        | 0.8   | 3360 | 0.9207   | 0.3373          |
| 0.3474        | 0.8   | 3365 | 0.9210   | 0.3365          |
| 0.354         | 0.8   | 3370 | 0.9209   | 0.3353          |
| 0.3205        | 0.8   | 3375 | 0.9213   | 0.3356          |
| 0.4358        | 0.81  | 3380 | 0.9209   | 0.3358          |
| 0.333         | 0.81  | 3385 | 0.9211   | 0.3352          |
| 0.4133        | 0.81  | 3390 | 0.9214   | 0.3344          |
| 0.3298        | 0.81  | 3395 | 0.9213   | 0.3345          |
| 0.4776        | 0.81  | 3400 | 0.9215   | 0.3348          |
| 0.3485        | 0.81  | 3405 | 0.9212   | 0.3347          |
| 0.4013        | 0.81  | 3410 | 0.9213   | 0.3358          |
| 0.2929        | 0.81  | 3415 | 0.9211   | 0.3347          |
| 0.3779        | 0.82  | 3420 | 0.9214   | 0.3344          |
| 0.3502        | 0.82  | 3425 | 0.9216   | 0.3332          |
| 0.3186        | 0.82  | 3430 | 0.9211   | 0.3345          |
| 0.4381        | 0.82  | 3435 | 0.9213   | 0.3340          |
| 0.3074        | 0.82  | 3440 | 0.9208   | 0.3347          |
| 0.45          | 0.82  | 3445 | 0.9212   | 0.3337          |
| 0.3127        | 0.82  | 3450 | 0.9210   | 0.3355          |
| 0.3162        | 0.82  | 3455 | 0.9209   | 0.3350          |
| 0.3711        | 0.83  | 3460 | 0.9205   | 0.3350          |
| 0.3637        | 0.83  | 3465 | 0.9207   | 0.3355          |
| 0.3153        | 0.83  | 3470 | 0.9213   | 0.3337          |
| 0.3364        | 0.83  | 3475 | 0.9209   | 0.3346          |
| 0.3621        | 0.83  | 3480 | 0.9207   | 0.3353          |
| 0.3125        | 0.83  | 3485 | 0.9207   | 0.3353          |
| 0.3237        | 0.83  | 3490 | 0.9211   | 0.3342          |
| 0.2908        | 0.83  | 3495 | 0.9212   | 0.3337          |
| 0.3511        | 0.83  | 3500 | 0.9210   | 0.3336          |
| 0.4359        | 0.84  | 3505 | 0.9217   | 0.3326          |
| 0.3118        | 0.84  | 3510 | 0.9217   | 0.3317          |
| 0.4016        | 0.84  | 3515 | 0.9217   | 0.3316          |
| 0.3525        | 0.84  | 3520 | 0.9219   | 0.3322          |
| 0.4122        | 0.84  | 3525 | 0.9222   | 0.3313          |
| 0.296         | 0.84  | 3530 | 0.9222   | 0.3318          |
| 0.3948        | 0.84  | 3535 | 0.9219   | 0.3318          |
| 0.4021        | 0.84  | 3540 | 0.9223   | 0.3312          |
| 0.3423        | 0.85  | 3545 | 0.9224   | 0.3299          |
| 0.2562        | 0.85  | 3550 | 0.9226   | 0.3300          |
| 0.3502        | 0.85  | 3555 | 0.9228   | 0.3295          |
| 0.3736        | 0.85  | 3560 | 0.9229   | 0.3294          |
| 0.3497        | 0.85  | 3565 | 0.9232   | 0.3295          |
| 0.4176        | 0.85  | 3570 | 0.9233   | 0.3284          |
| 0.3787        | 0.85  | 3575 | 0.9227   | 0.3288          |
| 0.3485        | 0.85  | 3580 | 0.9227   | 0.3295          |
| 0.3724        | 0.85  | 3585 | 0.9228   | 0.3290          |
| 0.2928        | 0.86  | 3590 | 0.9231   | 0.3277          |
| 0.3035        | 0.86  | 3595 | 0.9231   | 0.3272          |
| 0.3915        | 0.86  | 3600 | 0.9228   | 0.3283          |
| 0.4253        | 0.86  | 3605 | 0.9223   | 0.3287          |
| 0.361         | 0.86  | 3610 | 0.9226   | 0.3293          |
| 0.3076        | 0.86  | 3615 | 0.9223   | 0.3289          |
| 0.4038        | 0.86  | 3620 | 0.9227   | 0.3280          |
| 0.2428        | 0.86  | 3625 | 0.9226   | 0.3283          |
| 0.2969        | 0.87  | 3630 | 0.9227   | 0.3280          |
| 0.3639        | 0.87  | 3635 | 0.9227   | 0.3276          |
| 0.3126        | 0.87  | 3640 | 0.9226   | 0.3275          |
| 0.2969        | 0.87  | 3645 | 0.9226   | 0.3283          |
| 0.3282        | 0.87  | 3650 | 0.9227   | 0.3286          |
| 0.3812        | 0.87  | 3655 | 0.9226   | 0.3288          |
| 0.342         | 0.87  | 3660 | 0.9227   | 0.3290          |
| 0.3878        | 0.87  | 3665 | 0.9224   | 0.3308          |
| 0.348         | 0.88  | 3670 | 0.9225   | 0.3296          |
| 0.359         | 0.88  | 3675 | 0.9227   | 0.3284          |
| 0.3827        | 0.88  | 3680 | 0.9228   | 0.3289          |
| 0.3731        | 0.88  | 3685 | 0.9228   | 0.3280          |
| 0.3824        | 0.88  | 3690 | 0.9229   | 0.3282          |
| 0.3256        | 0.88  | 3695 | 0.9226   | 0.3297          |
| 0.3021        | 0.88  | 3700 | 0.9224   | 0.3296          |
| 0.2714        | 0.88  | 3705 | 0.9228   | 0.3304          |
| 0.4505        | 0.88  | 3710 | 0.9227   | 0.3299          |
| 0.3122        | 0.89  | 3715 | 0.9223   | 0.3298          |
| 0.2884        | 0.89  | 3720 | 0.9227   | 0.3296          |
| 0.2849        | 0.89  | 3725 | 0.9228   | 0.3294          |
| 0.3509        | 0.89  | 3730 | 0.9226   | 0.3296          |
| 0.3684        | 0.89  | 3735 | 0.9234   | 0.3263          |
| 0.4125        | 0.89  | 3740 | 0.9237   | 0.3259          |
| 0.3486        | 0.89  | 3745 | 0.9231   | 0.3271          |
| 0.2699        | 0.89  | 3750 | 0.9230   | 0.3276          |
| 0.2241        | 0.9   | 3755 | 0.9228   | 0.3274          |
| 0.3945        | 0.9   | 3760 | 0.9233   | 0.3271          |
| 0.3709        | 0.9   | 3765 | 0.9234   | 0.3260          |
| 0.3379        | 0.9   | 3770 | 0.9234   | 0.3245          |
| 0.33          | 0.9   | 3775 | 0.9240   | 0.3224          |
| 0.4049        | 0.9   | 3780 | 0.9245   | 0.3214          |
| 0.3792        | 0.9   | 3785 | 0.9247   | 0.3211          |
| 0.3537        | 0.9   | 3790 | 0.9243   | 0.3216          |
| 0.4007        | 0.9   | 3795 | 0.9248   | 0.3207          |
| 0.2684        | 0.91  | 3800 | 0.9250   | 0.3206          |
| 0.3593        | 0.91  | 3805 | 0.9252   | 0.3198          |
| 0.4028        | 0.91  | 3810 | 0.9244   | 0.3212          |
| 0.3813        | 0.91  | 3815 | 0.9246   | 0.3214          |
| 0.2257        | 0.91  | 3820 | 0.9246   | 0.3205          |
| 0.3991        | 0.91  | 3825 | 0.9250   | 0.3182          |
| 0.3497        | 0.91  | 3830 | 0.9248   | 0.3185          |
| 0.3412        | 0.91  | 3835 | 0.9249   | 0.3181          |
| 0.3066        | 0.92  | 3840 | 0.9248   | 0.3172          |
| 0.2875        | 0.92  | 3845 | 0.9249   | 0.3181          |
| 0.3459        | 0.92  | 3850 | 0.9253   | 0.3160          |
| 0.4182        | 0.92  | 3855 | 0.9254   | 0.3165          |
| 0.3107        | 0.92  | 3860 | 0.9252   | 0.3171          |
| 0.3021        | 0.92  | 3865 | 0.9253   | 0.3169          |
| 0.2751        | 0.92  | 3870 | 0.9250   | 0.3172          |
| 0.3199        | 0.92  | 3875 | 0.9254   | 0.3171          |
| 0.33          | 0.93  | 3880 | 0.9251   | 0.3177          |
| 0.4164        | 0.93  | 3885 | 0.9252   | 0.3176          |
| 0.3749        | 0.93  | 3890 | 0.9235   | 0.3247          |
| 0.3898        | 0.93  | 3895 | 0.9240   | 0.3227          |
| 0.3339        | 0.93  | 3900 | 0.9246   | 0.3198          |
| 0.3493        | 0.93  | 3905 | 0.9245   | 0.3199          |
| 0.3321        | 0.93  | 3910 | 0.9246   | 0.3186          |
| 0.414         | 0.93  | 3915 | 0.9253   | 0.3163          |
| 0.4613        | 0.93  | 3920 | 0.9253   | 0.3170          |
| 0.2974        | 0.94  | 3925 | 0.9247   | 0.3171          |
| 0.3237        | 0.94  | 3930 | 0.9247   | 0.3169          |
| 0.316         | 0.94  | 3935 | 0.9248   | 0.3175          |
| 0.3211        | 0.94  | 3940 | 0.9244   | 0.3176          |
| 0.2936        | 0.94  | 3945 | 0.9248   | 0.3174          |
| 0.3366        | 0.94  | 3950 | 0.9249   | 0.3171          |
| 0.273         | 0.94  | 3955 | 0.9244   | 0.3182          |
| 0.3781        | 0.94  | 3960 | 0.9252   | 0.3175          |
| 0.3488        | 0.95  | 3965 | 0.9252   | 0.3169          |
| 0.3311        | 0.95  | 3970 | 0.9247   | 0.3173          |
| 0.3825        | 0.95  | 3975 | 0.9245   | 0.3178          |
| 0.4554        | 0.95  | 3980 | 0.9247   | 0.3190          |
| 0.3375        | 0.95  | 3985 | 0.9245   | 0.3186          |
| 0.3628        | 0.95  | 3990 | 0.9244   | 0.3177          |
| 0.3235        | 0.95  | 3995 | 0.9247   | 0.3173          |
| 0.412         | 0.95  | 4000 | 0.9247   | 0.3177          |
| 0.4038        | 0.95  | 4005 | 0.9253   | 0.3173          |
| 0.4277        | 0.96  | 4010 | 0.9253   | 0.3169          |
| 0.3323        | 0.96  | 4015 | 0.9256   | 0.3160          |
| 0.3307        | 0.96  | 4020 | 0.9253   | 0.3173          |
| 0.3502        | 0.96  | 4025 | 0.9252   | 0.3180          |
| 0.4059        | 0.96  | 4030 | 0.9247   | 0.3171          |
| 0.4499        | 0.96  | 4035 | 0.9248   | 0.3163          |
| 0.3357        | 0.96  | 4040 | 0.9247   | 0.3165          |
| 0.3327        | 0.96  | 4045 | 0.9243   | 0.3177          |
| 0.3486        | 0.97  | 4050 | 0.9248   | 0.3175          |
| 0.298         | 0.97  | 4055 | 0.9248   | 0.3174          |
| 0.3374        | 0.97  | 4060 | 0.9247   | 0.3168          |
| 0.2661        | 0.97  | 4065 | 0.9252   | 0.3164          |
| 0.3182        | 0.97  | 4070 | 0.9256   | 0.3163          |
| 0.3136        | 0.97  | 4075 | 0.9252   | 0.3167          |
| 0.289         | 0.97  | 4080 | 0.9251   | 0.3176          |
| 0.2415        | 0.97  | 4085 | 0.9252   | 0.3169          |
| 0.307         | 0.98  | 4090 | 0.9254   | 0.3167          |
| 0.3691        | 0.98  | 4095 | 0.9253   | 0.3158          |
| 0.3532        | 0.98  | 4100 | 0.9255   | 0.3161          |
| 0.3521        | 0.98  | 4105 | 0.9253   | 0.3162          |
| 0.4012        | 0.98  | 4110 | 0.9258   | 0.3156          |
| 0.2902        | 0.98  | 4115 | 0.9256   | 0.3152          |
| 0.3478        | 0.98  | 4120 | 0.9250   | 0.3166          |
| 0.353         | 0.98  | 4125 | 0.9254   | 0.3164          |
| 0.4053        | 0.98  | 4130 | 0.9252   | 0.3184          |
| 0.4417        | 0.99  | 4135 | 0.9239   | 0.3213          |
| 0.4068        | 0.99  | 4140 | 0.9243   | 0.3193          |
| 0.4041        | 0.99  | 4145 | 0.9244   | 0.3182          |
| 0.3843        | 0.99  | 4150 | 0.9240   | 0.3184          |
| 0.4081        | 0.99  | 4155 | 0.9246   | 0.3180          |
| 0.3857        | 0.99  | 4160 | 0.9243   | 0.3180          |
| 0.2955        | 0.99  | 4165 | 0.9243   | 0.3175          |
| 0.361         | 0.99  | 4170 | 0.9246   | 0.3168          |
| 0.2376        | 1.0   | 4175 | 0.9246   | 0.3173          |
| 0.3734        | 1.0   | 4180 | 0.9246   | 0.3178          |
| 0.3108        | 1.0   | 4185 | 0.9243   | 0.3186          |
| 0.3867        | 1.0   | 4190 | 0.9246   | 0.3180          |
| 0.3414        | 1.0   | 4195 | 0.9248   | 0.3175          |
| 0.3468        | 1.0   | 4200 | 0.9252   | 0.3242          |
| 0.2435        | 1.0   | 4205 | 0.9253   | 0.3230          |
| 0.3171        | 1.0   | 4210 | 0.9251   | 0.3238          |
| 0.2098        | 1.01  | 4215 | 0.9251   | 0.3217          |
| 0.3061        | 1.01  | 4220 | 0.9253   | 0.3233          |
| 0.3472        | 1.01  | 4225 | 0.9252   | 0.3214          |
| 0.2539        | 1.01  | 4230 | 0.9252   | 0.3248          |
| 0.3374        | 1.01  | 4235 | 0.9250   | 0.3218          |
| 0.2198        | 1.01  | 4240 | 0.9247   | 0.3261          |
| 0.2655        | 1.01  | 4245 | 0.9252   | 0.3238          |
| 0.3233        | 1.01  | 4250 | 0.9256   | 0.3202          |
| 0.2788        | 1.01  | 4255 | 0.9251   | 0.3233          |
| 0.2624        | 1.02  | 4260 | 0.9253   | 0.3211          |
| 0.2367        | 1.02  | 4265 | 0.9258   | 0.3178          |
| 0.2135        | 1.02  | 4270 | 0.9256   | 0.3190          |
| 0.2416        | 1.02  | 4275 | 0.9257   | 0.3202          |
| 0.2838        | 1.02  | 4280 | 0.9258   | 0.3196          |
| 0.2544        | 1.02  | 4285 | 0.9258   | 0.3226          |
| 0.3221        | 1.02  | 4290 | 0.9259   | 0.3212          |
| 0.2776        | 1.02  | 4295 | 0.9257   | 0.3196          |
| 0.2973        | 1.03  | 4300 | 0.9255   | 0.3224          |
| 0.2593        | 1.03  | 4305 | 0.9261   | 0.3191          |
| 0.227         | 1.03  | 4310 | 0.9257   | 0.3186          |
| 0.2476        | 1.03  | 4315 | 0.9258   | 0.3212          |
| 0.4145        | 1.03  | 4320 | 0.9253   | 0.3202          |
| 0.2832        | 1.03  | 4325 | 0.9253   | 0.3208          |
| 0.2456        | 1.03  | 4330 | 0.9256   | 0.3225          |
| 0.2462        | 1.03  | 4335 | 0.9256   | 0.3211          |
| 0.3014        | 1.04  | 4340 | 0.9257   | 0.3210          |
| 0.3176        | 1.04  | 4345 | 0.9258   | 0.3186          |
| 0.2706        | 1.04  | 4350 | 0.9255   | 0.3209          |
| 0.2829        | 1.04  | 4355 | 0.9257   | 0.3215          |
| 0.2628        | 1.04  | 4360 | 0.9255   | 0.3210          |
| 0.2455        | 1.04  | 4365 | 0.9255   | 0.3218          |
| 0.2408        | 1.04  | 4370 | 0.9258   | 0.3206          |
| 0.2439        | 1.04  | 4375 | 0.9254   | 0.3246          |
| 0.2698        | 1.04  | 4380 | 0.9253   | 0.3233          |
| 0.2906        | 1.05  | 4385 | 0.9258   | 0.3193          |
| 0.2487        | 1.05  | 4390 | 0.9257   | 0.3201          |
| 0.2879        | 1.05  | 4395 | 0.9257   | 0.3221          |
| 0.2626        | 1.05  | 4400 | 0.9255   | 0.3210          |
| 0.2734        | 1.05  | 4405 | 0.9257   | 0.3237          |
| 0.2678        | 1.05  | 4410 | 0.9256   | 0.3226          |
| 0.2553        | 1.05  | 4415 | 0.9261   | 0.3214          |
| 0.2796        | 1.05  | 4420 | 0.9259   | 0.3193          |
| 0.1757        | 1.06  | 4425 | 0.9255   | 0.3210          |
| 0.3167        | 1.06  | 4430 | 0.9255   | 0.3212          |
| 0.3361        | 1.06  | 4435 | 0.9256   | 0.3218          |
| 0.2657        | 1.06  | 4440 | 0.9253   | 0.3228          |
| 0.2256        | 1.06  | 4445 | 0.9258   | 0.3193          |
| 0.2794        | 1.06  | 4450 | 0.9253   | 0.3249          |
| 0.3168        | 1.06  | 4455 | 0.9257   | 0.3214          |
| 0.2535        | 1.06  | 4460 | 0.9261   | 0.3200          |
| 0.3347        | 1.06  | 4465 | 0.9259   | 0.3257          |
| 0.208         | 1.07  | 4470 | 0.9262   | 0.3203          |
| 0.2911        | 1.07  | 4475 | 0.9263   | 0.3231          |
| 0.3246        | 1.07  | 4480 | 0.9264   | 0.3206          |
| 0.2779        | 1.07  | 4485 | 0.9263   | 0.3211          |
| 0.2876        | 1.07  | 4490 | 0.9261   | 0.3224          |
| 0.2662        | 1.07  | 4495 | 0.9262   | 0.3210          |
| 0.1994        | 1.07  | 4500 | 0.9260   | 0.3232          |
| 0.258         | 1.07  | 4505 | 0.9263   | 0.3192          |
| 0.2997        | 1.08  | 4510 | 0.9261   | 0.3212          |
| 0.3127        | 1.08  | 4515 | 0.9262   | 0.3202          |
| 0.2674        | 1.08  | 4520 | 0.9262   | 0.3209          |
| 0.3167        | 1.08  | 4525 | 0.9261   | 0.3218          |
| 0.302         | 1.08  | 4530 | 0.9262   | 0.3220          |
| 0.2777        | 1.08  | 4535 | 0.9261   | 0.3238          |
| 0.2562        | 1.08  | 4540 | 0.9258   | 0.3235          |
| 0.3386        | 1.08  | 4545 | 0.9261   | 0.3228          |
| 0.2702        | 1.09  | 4550 | 0.9261   | 0.3229          |
| 0.2766        | 1.09  | 4555 | 0.9256   | 0.3231          |
| 0.2847        | 1.09  | 4560 | 0.9259   | 0.3232          |
| 0.2382        | 1.09  | 4565 | 0.9257   | 0.3245          |
| 0.29          | 1.09  | 4570 | 0.9261   | 0.3224          |
| 0.3432        | 1.09  | 4575 | 0.9262   | 0.3226          |
| 0.2998        | 1.09  | 4580 | 0.9259   | 0.3203          |
| 0.379         | 1.09  | 4585 | 0.9259   | 0.3238          |
| 0.2953        | 1.09  | 4590 | 0.9261   | 0.3192          |
| 0.363         | 1.1   | 4595 | 0.9259   | 0.3195          |
| 0.3065        | 1.1   | 4600 | 0.9259   | 0.3212          |
| 0.2064        | 1.1   | 4605 | 0.9259   | 0.3201          |
| 0.2844        | 1.1   | 4610 | 0.9260   | 0.3191          |
| 0.2646        | 1.1   | 4615 | 0.9260   | 0.3222          |
| 0.3432        | 1.1   | 4620 | 0.9261   | 0.3195          |
| 0.2923        | 1.1   | 4625 | 0.9259   | 0.3249          |
| 0.2839        | 1.1   | 4630 | 0.9262   | 0.3204          |
| 0.3302        | 1.11  | 4635 | 0.9261   | 0.3241          |
| 0.2998        | 1.11  | 4640 | 0.9262   | 0.3228          |
| 0.3786        | 1.11  | 4645 | 0.9262   | 0.3212          |
| 0.3327        | 1.11  | 4650 | 0.9264   | 0.3243          |
| 0.3282        | 1.11  | 4655 | 0.9261   | 0.3206          |
| 0.2544        | 1.11  | 4660 | 0.9263   | 0.3230          |
| 0.2901        | 1.11  | 4665 | 0.9262   | 0.3218          |
| 0.2824        | 1.11  | 4670 | 0.9266   | 0.3241          |
| 0.2253        | 1.11  | 4675 | 0.9270   | 0.3195          |
| 0.2542        | 1.12  | 4680 | 0.9267   | 0.3233          |
| 0.253         | 1.12  | 4685 | 0.9264   | 0.3193          |
| 0.3213        | 1.12  | 4690 | 0.9264   | 0.3190          |
| 0.3744        | 1.12  | 4695 | 0.9262   | 0.3208          |
| 0.3339        | 1.12  | 4700 | 0.9265   | 0.3202          |
| 0.3731        | 1.12  | 4705 | 0.9265   | 0.3226          |
| 0.3365        | 1.12  | 4710 | 0.9267   | 0.3194          |
| 0.2768        | 1.12  | 4715 | 0.9263   | 0.3217          |
| 0.2906        | 1.13  | 4720 | 0.9264   | 0.3204          |
| 0.3273        | 1.13  | 4725 | 0.9262   | 0.3219          |
| 0.2099        | 1.13  | 4730 | 0.9263   | 0.3180          |
| 0.2837        | 1.13  | 4735 | 0.9263   | 0.3219          |
| 0.2582        | 1.13  | 4740 | 0.9267   | 0.3198          |
| 0.2618        | 1.13  | 4745 | 0.9266   | 0.3182          |
| 0.2644        | 1.13  | 4750 | 0.9265   | 0.3192          |
| 0.3786        | 1.13  | 4755 | 0.9266   | 0.3192          |
| 0.2131        | 1.14  | 4760 | 0.9268   | 0.3190          |
| 0.2728        | 1.14  | 4765 | 0.9266   | 0.3194          |
| 0.3318        | 1.14  | 4770 | 0.9268   | 0.3188          |
| 0.3494        | 1.14  | 4775 | 0.9266   | 0.3205          |
| 0.2009        | 1.14  | 4780 | 0.9271   | 0.3201          |
| 0.3244        | 1.14  | 4785 | 0.9276   | 0.3174          |
| 0.2711        | 1.14  | 4790 | 0.9274   | 0.3180          |
| 0.2398        | 1.14  | 4795 | 0.9275   | 0.3187          |
| 0.3264        | 1.14  | 4800 | 0.9276   | 0.3172          |
| 0.2981        | 1.15  | 4805 | 0.9274   | 0.3168          |
| 0.2744        | 1.15  | 4810 | 0.9270   | 0.3207          |
| 0.3344        | 1.15  | 4815 | 0.9269   | 0.3188          |
| 0.3299        | 1.15  | 4820 | 0.9269   | 0.3200          |
| 0.2673        | 1.15  | 4825 | 0.9270   | 0.3200          |
| 0.325         | 1.15  | 4830 | 0.9272   | 0.3193          |
| 0.3072        | 1.15  | 4835 | 0.9268   | 0.3216          |
| 0.3272        | 1.15  | 4840 | 0.9271   | 0.3184          |
| 0.2549        | 1.16  | 4845 | 0.9270   | 0.3206          |
| 0.3527        | 1.16  | 4850 | 0.9269   | 0.3194          |
| 0.2727        | 1.16  | 4855 | 0.9271   | 0.3214          |
| 0.361         | 1.16  | 4860 | 0.9268   | 0.3183          |
| 0.3733        | 1.16  | 4865 | 0.9268   | 0.3212          |
| 0.2884        | 1.16  | 4870 | 0.9265   | 0.3195          |
| 0.247         | 1.16  | 4875 | 0.9266   | 0.3203          |
| 0.2981        | 1.16  | 4880 | 0.9266   | 0.3181          |
| 0.2709        | 1.17  | 4885 | 0.9266   | 0.3197          |
| 0.2927        | 1.17  | 4890 | 0.9268   | 0.3206          |
| 0.3002        | 1.17  | 4895 | 0.9266   | 0.3207          |
| 0.293         | 1.17  | 4900 | 0.9266   | 0.3195          |
| 0.3036        | 1.17  | 4905 | 0.9266   | 0.3202          |
| 0.3332        | 1.17  | 4910 | 0.9269   | 0.3195          |
| 0.2909        | 1.17  | 4915 | 0.9266   | 0.3226          |
| 0.2376        | 1.17  | 4920 | 0.9266   | 0.3196          |
| 0.279         | 1.17  | 4925 | 0.9270   | 0.3230          |
| 0.3181        | 1.18  | 4930 | 0.9271   | 0.3184          |
| 0.2667        | 1.18  | 4935 | 0.9268   | 0.3187          |
| 0.2956        | 1.18  | 4940 | 0.9270   | 0.3160          |
| 0.2965        | 1.18  | 4945 | 0.9273   | 0.3170          |
| 0.2553        | 1.18  | 4950 | 0.9270   | 0.3173          |
| 0.1945        | 1.18  | 4955 | 0.9271   | 0.3186          |
| 0.2234        | 1.18  | 4960 | 0.9273   | 0.3186          |
| 0.2082        | 1.18  | 4965 | 0.9272   | 0.3182          |
| 0.2376        | 1.19  | 4970 | 0.9273   | 0.3172          |
| 0.2845        | 1.19  | 4975 | 0.9274   | 0.3177          |
| 0.2196        | 1.19  | 4980 | 0.9270   | 0.3185          |
| 0.2649        | 1.19  | 4985 | 0.9271   | 0.3187          |
| 0.2876        | 1.19  | 4990 | 0.9271   | 0.3185          |
| 0.3194        | 1.19  | 4995 | 0.9271   | 0.3169          |
| 0.3009        | 1.19  | 5000 | 0.9271   | 0.3180          |
| 0.2116        | 1.19  | 5005 | 0.9270   | 0.3182          |
| 0.2186        | 1.19  | 5010 | 0.9270   | 0.3199          |
| 0.3194        | 1.2   | 5015 | 0.9273   | 0.3169          |
| 0.2524        | 1.2   | 5020 | 0.9273   | 0.3206          |
| 0.2583        | 1.2   | 5025 | 0.9272   | 0.3196          |
| 0.3619        | 1.2   | 5030 | 0.9275   | 0.3183          |
| 0.2055        | 1.2   | 5035 | 0.9273   | 0.3179          |
| 0.2924        | 1.2   | 5040 | 0.9272   | 0.3168          |
| 0.2808        | 1.2   | 5045 | 0.9273   | 0.3173          |
| 0.2699        | 1.2   | 5050 | 0.9275   | 0.3163          |
| 0.2828        | 1.21  | 5055 | 0.9275   | 0.3183          |
| 0.2775        | 1.21  | 5060 | 0.9271   | 0.3175          |
| 0.4324        | 1.21  | 5065 | 0.9271   | 0.3176          |
| 0.3535        | 1.21  | 5070 | 0.9273   | 0.3164          |
| 0.2761        | 1.21  | 5075 | 0.9274   | 0.3199          |
| 0.2664        | 1.21  | 5080 | 0.9271   | 0.3165          |
| 0.2111        | 1.21  | 5085 | 0.9272   | 0.3195          |
| 0.2725        | 1.21  | 5090 | 0.9272   | 0.3160          |
| 0.2498        | 1.22  | 5095 | 0.9270   | 0.3204          |
| 0.2189        | 1.22  | 5100 | 0.9276   | 0.3185          |
| 0.2489        | 1.22  | 5105 | 0.9278   | 0.3176          |
| 0.4128        | 1.22  | 5110 | 0.9271   | 0.3177          |
| 0.3111        | 1.22  | 5115 | 0.9270   | 0.3191          |
| 0.3087        | 1.22  | 5120 | 0.9271   | 0.3164          |
| 0.2678        | 1.22  | 5125 | 0.9270   | 0.3204          |
| 0.2369        | 1.22  | 5130 | 0.9270   | 0.3173          |
| 0.3263        | 1.22  | 5135 | 0.9274   | 0.3195          |
| 0.3259        | 1.23  | 5140 | 0.9276   | 0.3151          |
| 0.2136        | 1.23  | 5145 | 0.9277   | 0.3179          |
| 0.2926        | 1.23  | 5150 | 0.9279   | 0.3141          |
| 0.1741        | 1.23  | 5155 | 0.9281   | 0.3164          |
| 0.2958        | 1.23  | 5160 | 0.9278   | 0.3160          |
| 0.2992        | 1.23  | 5165 | 0.9279   | 0.3151          |
| 0.2362        | 1.23  | 5170 | 0.9277   | 0.3179          |
| 0.2434        | 1.23  | 5175 | 0.9276   | 0.3153          |
| 0.3389        | 1.24  | 5180 | 0.9276   | 0.3166          |
| 0.3           | 1.24  | 5185 | 0.9276   | 0.3164          |
| 0.2314        | 1.24  | 5190 | 0.9275   | 0.3174          |
| 0.309         | 1.24  | 5195 | 0.9277   | 0.3161          |
| 0.267         | 1.24  | 5200 | 0.9277   | 0.3158          |
| 0.3221        | 1.24  | 5205 | 0.9279   | 0.3163          |
| 0.2393        | 1.24  | 5210 | 0.9277   | 0.3172          |
| 0.2926        | 1.24  | 5215 | 0.9277   | 0.3169          |
| 0.3678        | 1.24  | 5220 | 0.9283   | 0.3157          |
| 0.3099        | 1.25  | 5225 | 0.9277   | 0.3159          |
| 0.2864        | 1.25  | 5230 | 0.9277   | 0.3177          |
| 0.3098        | 1.25  | 5235 | 0.9278   | 0.3157          |
| 0.2415        | 1.25  | 5240 | 0.9279   | 0.3185          |
| 0.2772        | 1.25  | 5245 | 0.9282   | 0.3141          |
| 0.2335        | 1.25  | 5250 | 0.9278   | 0.3153          |
| 0.3368        | 1.25  | 5255 | 0.9280   | 0.3143          |
| 0.3348        | 1.25  | 5260 | 0.9278   | 0.3150          |
| 0.3613        | 1.26  | 5265 | 0.9277   | 0.3144          |
| 0.2757        | 1.26  | 5270 | 0.9276   | 0.3153          |
| 0.35          | 1.26  | 5275 | 0.9274   | 0.3175          |
| 0.235         | 1.26  | 5280 | 0.9274   | 0.3184          |
| 0.2975        | 1.26  | 5285 | 0.9272   | 0.3178          |
| 0.3291        | 1.26  | 5290 | 0.9271   | 0.3200          |
| 0.2916        | 1.26  | 5295 | 0.9274   | 0.3158          |
| 0.301         | 1.26  | 5300 | 0.9272   | 0.3199          |
| 0.2691        | 1.27  | 5305 | 0.9269   | 0.3172          |
| 0.2758        | 1.27  | 5310 | 0.9272   | 0.3199          |
| 0.3315        | 1.27  | 5315 | 0.9273   | 0.3162          |
| 0.2579        | 1.27  | 5320 | 0.9271   | 0.3180          |
| 0.2764        | 1.27  | 5325 | 0.9272   | 0.3193          |
| 0.2729        | 1.27  | 5330 | 0.9274   | 0.3180          |
| 0.2868        | 1.27  | 5335 | 0.9273   | 0.3180          |
| 0.3304        | 1.27  | 5340 | 0.9276   | 0.3167          |
| 0.3756        | 1.27  | 5345 | 0.9269   | 0.3232          |
| 0.2395        | 1.28  | 5350 | 0.9271   | 0.3189          |
| 0.2578        | 1.28  | 5355 | 0.9270   | 0.3208          |
| 0.3096        | 1.28  | 5360 | 0.9275   | 0.3182          |
| 0.2469        | 1.28  | 5365 | 0.9274   | 0.3191          |
| 0.3791        | 1.28  | 5370 | 0.9274   | 0.3174          |
| 0.245         | 1.28  | 5375 | 0.9274   | 0.3156          |
| 0.294         | 1.28  | 5380 | 0.9273   | 0.3191          |
| 0.2532        | 1.28  | 5385 | 0.9278   | 0.3152          |
| 0.2596        | 1.29  | 5390 | 0.9277   | 0.3173          |
| 0.2364        | 1.29  | 5395 | 0.9274   | 0.3195          |
| 0.3157        | 1.29  | 5400 | 0.9272   | 0.3208          |
| 0.1733        | 1.29  | 5405 | 0.9277   | 0.3182          |
| 0.2058        | 1.29  | 5410 | 0.9272   | 0.3201          |
| 0.3043        | 1.29  | 5415 | 0.9274   | 0.3187          |
| 0.2589        | 1.29  | 5420 | 0.9273   | 0.3207          |
| 0.2571        | 1.29  | 5425 | 0.9274   | 0.3150          |
| 0.3399        | 1.29  | 5430 | 0.9273   | 0.3199          |
| 0.2272        | 1.3   | 5435 | 0.9273   | 0.3174          |
| 0.1892        | 1.3   | 5440 | 0.9227   | 0.3326          |
| 0.2665        | 1.3   | 5445 | 0.9265   | 0.3228          |
| 0.2214        | 1.3   | 5450 | 0.9270   | 0.3198          |
| 0.2506        | 1.3   | 5455 | 0.9273   | 0.3193          |
| 0.2856        | 1.3   | 5460 | 0.9271   | 0.3206          |
| 0.3395        | 1.3   | 5465 | 0.9272   | 0.3185          |
| 0.3442        | 1.3   | 5470 | 0.9273   | 0.3204          |
| 0.3127        | 1.31  | 5475 | 0.9272   | 0.3173          |
| 0.258         | 1.31  | 5480 | 0.9277   | 0.3174          |
| 0.3078        | 1.31  | 5485 | 0.9272   | 0.3186          |
| 0.2952        | 1.31  | 5490 | 0.9276   | 0.3151          |
| 0.2803        | 1.31  | 5495 | 0.9274   | 0.3168          |
| 0.278         | 1.31  | 5500 | 0.9274   | 0.3140          |
| 0.1936        | 1.31  | 5505 | 0.9274   | 0.3148          |
| 0.3046        | 1.31  | 5510 | 0.9272   | 0.3160          |
| 0.3516        | 1.32  | 5515 | 0.9273   | 0.3152          |
| 0.3132        | 1.32  | 5520 | 0.9274   | 0.3155          |
| 0.3234        | 1.32  | 5525 | 0.9270   | 0.3163          |
| 0.3245        | 1.32  | 5530 | 0.9273   | 0.3186          |
| 0.2326        | 1.32  | 5535 | 0.9269   | 0.3189          |
| 0.2407        | 1.32  | 5540 | 0.9272   | 0.3176          |
| 0.3229        | 1.32  | 5545 | 0.9271   | 0.3200          |
| 0.2457        | 1.32  | 5550 | 0.9271   | 0.3171          |
| 0.2561        | 1.32  | 5555 | 0.9271   | 0.3165          |
| 0.2752        | 1.33  | 5560 | 0.9269   | 0.3191          |
| 0.3002        | 1.33  | 5565 | 0.9271   | 0.3176          |
| 0.2336        | 1.33  | 5570 | 0.9275   | 0.3171          |
| 0.3119        | 1.33  | 5575 | 0.9273   | 0.3173          |
| 0.3211        | 1.33  | 5580 | 0.9272   | 0.3164          |
| 0.2719        | 1.33  | 5585 | 0.9273   | 0.3190          |
| 0.2402        | 1.33  | 5590 | 0.9272   | 0.3156          |
| 0.364         | 1.33  | 5595 | 0.9273   | 0.3195          |
| 0.3306        | 1.34  | 5600 | 0.9271   | 0.3153          |
| 0.3348        | 1.34  | 5605 | 0.9271   | 0.3186          |
| 0.3439        | 1.34  | 5610 | 0.9273   | 0.3138          |
| 0.2681        | 1.34  | 5615 | 0.9275   | 0.3136          |
| 0.2448        | 1.34  | 5620 | 0.9274   | 0.3138          |
| 0.2332        | 1.34  | 5625 | 0.9272   | 0.3153          |
| 0.2745        | 1.34  | 5630 | 0.9282   | 0.3133          |
| 0.2462        | 1.34  | 5635 | 0.9282   | 0.3151          |
| 0.3441        | 1.35  | 5640 | 0.9279   | 0.3146          |
| 0.2862        | 1.35  | 5645 | 0.9282   | 0.3159          |
| 0.3245        | 1.35  | 5650 | 0.9285   | 0.3109          |
| 0.2298        | 1.35  | 5655 | 0.9286   | 0.3125          |
| 0.2186        | 1.35  | 5660 | 0.9279   | 0.3142          |
| 0.2443        | 1.35  | 5665 | 0.9282   | 0.3153          |
| 0.2594        | 1.35  | 5670 | 0.9280   | 0.3134          |
| 0.3297        | 1.35  | 5675 | 0.9278   | 0.3159          |
| 0.2533        | 1.35  | 5680 | 0.9281   | 0.3136          |
| 0.2862        | 1.36  | 5685 | 0.9284   | 0.3136          |
| 0.313         | 1.36  | 5690 | 0.9282   | 0.3149          |
| 0.3448        | 1.36  | 5695 | 0.9279   | 0.3146          |
| 0.2485        | 1.36  | 5700 | 0.9281   | 0.3134          |
| 0.2582        | 1.36  | 5705 | 0.9286   | 0.3112          |
| 0.2627        | 1.36  | 5710 | 0.9285   | 0.3131          |
| 0.2516        | 1.36  | 5715 | 0.9282   | 0.3121          |
| 0.2431        | 1.36  | 5720 | 0.9290   | 0.3127          |
| 0.2567        | 1.37  | 5725 | 0.9290   | 0.3099          |
| 0.2775        | 1.37  | 5730 | 0.9292   | 0.3130          |
| 0.2976        | 1.37  | 5735 | 0.9289   | 0.3122          |
| 0.3053        | 1.37  | 5740 | 0.9291   | 0.3114          |
| 0.3524        | 1.37  | 5745 | 0.9288   | 0.3103          |
| 0.2282        | 1.37  | 5750 | 0.9287   | 0.3119          |
| 0.3476        | 1.37  | 5755 | 0.9285   | 0.3115          |
| 0.2835        | 1.37  | 5760 | 0.9288   | 0.3127          |
| 0.2848        | 1.37  | 5765 | 0.9285   | 0.3125          |
| 0.2377        | 1.38  | 5770 | 0.9285   | 0.3121          |
| 0.2522        | 1.38  | 5775 | 0.9286   | 0.3116          |
| 0.3085        | 1.38  | 5780 | 0.9289   | 0.3116          |
| 0.2964        | 1.38  | 5785 | 0.9290   | 0.3099          |
| 0.2882        | 1.38  | 5790 | 0.9295   | 0.3092          |
| 0.2798        | 1.38  | 5795 | 0.9292   | 0.3084          |
| 0.2669        | 1.38  | 5800 | 0.9291   | 0.3077          |
| 0.2529        | 1.38  | 5805 | 0.9290   | 0.3085          |
| 0.3384        | 1.39  | 5810 | 0.9294   | 0.3089          |
| 0.2835        | 1.39  | 5815 | 0.9292   | 0.3087          |
| 0.196         | 1.39  | 5820 | 0.9295   | 0.3092          |
| 0.2851        | 1.39  | 5825 | 0.9293   | 0.3084          |
| 0.2484        | 1.39  | 5830 | 0.9294   | 0.3095          |
| 0.2798        | 1.39  | 5835 | 0.9294   | 0.3087          |
| 0.3657        | 1.39  | 5840 | 0.9292   | 0.3110          |
| 0.2362        | 1.39  | 5845 | 0.9293   | 0.3098          |
| 0.3494        | 1.4   | 5850 | 0.9297   | 0.3069          |
| 0.2833        | 1.4   | 5855 | 0.9301   | 0.3070          |
| 0.2476        | 1.4   | 5860 | 0.9301   | 0.3051          |
| 0.2099        | 1.4   | 5865 | 0.9299   | 0.3088          |
| 0.2964        | 1.4   | 5870 | 0.9300   | 0.3031          |
| 0.2431        | 1.4   | 5875 | 0.9299   | 0.3062          |
| 0.3104        | 1.4   | 5880 | 0.9297   | 0.3033          |
| 0.3037        | 1.4   | 5885 | 0.9300   | 0.3070          |
| 0.234         | 1.4   | 5890 | 0.9299   | 0.3036          |
| 0.2761        | 1.41  | 5895 | 0.9304   | 0.3038          |
| 0.3102        | 1.41  | 5900 | 0.9301   | 0.3045          |
| 0.2504        | 1.41  | 5905 | 0.9302   | 0.3030          |
| 0.2121        | 1.41  | 5910 | 0.9304   | 0.3035          |
| 0.2714        | 1.41  | 5915 | 0.9304   | 0.3038          |
| 0.2702        | 1.41  | 5920 | 0.9304   | 0.3041          |
| 0.3664        | 1.41  | 5925 | 0.9304   | 0.3066          |
| 0.2514        | 1.41  | 5930 | 0.9305   | 0.3043          |
| 0.245         | 1.42  | 5935 | 0.9301   | 0.3071          |
| 0.2458        | 1.42  | 5940 | 0.9300   | 0.3048          |
| 0.2509        | 1.42  | 5945 | 0.9300   | 0.3065          |
| 0.2487        | 1.42  | 5950 | 0.9304   | 0.3056          |
| 0.25          | 1.42  | 5955 | 0.9303   | 0.3057          |
| 0.2549        | 1.42  | 5960 | 0.9304   | 0.3048          |
| 0.2304        | 1.42  | 5965 | 0.9302   | 0.3071          |
| 0.211         | 1.42  | 5970 | 0.9303   | 0.3068          |
| 0.3328        | 1.42  | 5975 | 0.9303   | 0.3068          |
| 0.2431        | 1.43  | 5980 | 0.9300   | 0.3072          |
| 0.2893        | 1.43  | 5985 | 0.9300   | 0.3066          |
| 0.233         | 1.43  | 5990 | 0.9300   | 0.3046          |
| 0.2453        | 1.43  | 5995 | 0.9300   | 0.3051          |
| 0.1919        | 1.43  | 6000 | 0.9301   | 0.3047          |
| 0.2609        | 1.43  | 6005 | 0.9300   | 0.3060          |
| 0.2888        | 1.43  | 6010 | 0.9298   | 0.3071          |
| 0.2133        | 1.43  | 6015 | 0.9300   | 0.3044          |
| 0.3324        | 1.44  | 6020 | 0.9252   | 0.3313          |
| 0.329         | 1.44  | 6025 | 0.9279   | 0.3137          |
| 0.3066        | 1.44  | 6030 | 0.9271   | 0.3158          |
| 0.2656        | 1.44  | 6035 | 0.9279   | 0.3133          |
| 0.2623        | 1.44  | 6040 | 0.9283   | 0.3109          |
| 0.3827        | 1.44  | 6045 | 0.9286   | 0.3109          |
| 0.361         | 1.44  | 6050 | 0.9288   | 0.3082          |
| 0.3428        | 1.44  | 6055 | 0.9287   | 0.3110          |
| 0.3253        | 1.45  | 6060 | 0.9286   | 0.3103          |
| 0.2967        | 1.45  | 6065 | 0.9249   | 0.3235          |
| 0.2303        | 1.45  | 6070 | 0.9243   | 0.3301          |
| 0.3332        | 1.45  | 6075 | 0.9251   | 0.3256          |
| 0.2679        | 1.45  | 6080 | 0.9204   | 0.3501          |
| 0.3919        | 1.45  | 6085 | 0.9190   | 0.3524          |
| 0.2811        | 1.45  | 6090 | 0.9180   | 0.3586          |
| 0.303         | 1.45  | 6095 | 0.9219   | 0.3464          |
| 0.2717        | 1.45  | 6100 | 0.9232   | 0.3446          |
| 0.2339        | 1.46  | 6105 | 0.9237   | 0.3347          |
| 0.3483        | 1.46  | 6110 | 0.9248   | 0.3267          |
| 0.323         | 1.46  | 6115 | 0.9251   | 0.3271          |
| 0.2768        | 1.46  | 6120 | 0.9257   | 0.3197          |
| 0.3676        | 1.46  | 6125 | 0.9254   | 0.3255          |
| 0.2196        | 1.46  | 6130 | 0.9261   | 0.3196          |
| 0.3553        | 1.46  | 6135 | 0.9266   | 0.3177          |
| 0.3038        | 1.46  | 6140 | 0.9267   | 0.3168          |
| 0.2848        | 1.47  | 6145 | 0.9275   | 0.3153          |
| 0.258         | 1.47  | 6150 | 0.9280   | 0.3140          |
| 0.2662        | 1.47  | 6155 | 0.9282   | 0.3110          |
| 0.2787        | 1.47  | 6160 | 0.9284   | 0.3110          |
| 0.2496        | 1.47  | 6165 | 0.9283   | 0.3104          |
| 0.2409        | 1.47  | 6170 | 0.9287   | 0.3106          |
| 0.3008        | 1.47  | 6175 | 0.9291   | 0.3078          |
| 0.2743        | 1.47  | 6180 | 0.9290   | 0.3120          |
| 0.243         | 1.47  | 6185 | 0.9289   | 0.3103          |
| 0.2398        | 1.48  | 6190 | 0.9287   | 0.3116          |
| 0.2618        | 1.48  | 6195 | 0.9288   | 0.3093          |
| 0.3003        | 1.48  | 6200 | 0.9290   | 0.3113          |
| 0.2868        | 1.48  | 6205 | 0.9287   | 0.3104          |
| 0.2973        | 1.48  | 6210 | 0.9288   | 0.3092          |
| 0.2883        | 1.48  | 6215 | 0.9292   | 0.3095          |
| 0.3168        | 1.48  | 6220 | 0.9292   | 0.3076          |
| 0.3471        | 1.48  | 6225 | 0.9294   | 0.3083          |
| 0.262         | 1.49  | 6230 | 0.9292   | 0.3095          |
| 0.2757        | 1.49  | 6235 | 0.9289   | 0.3084          |
| 0.2438        | 1.49  | 6240 | 0.9292   | 0.3094          |
| 0.337         | 1.49  | 6245 | 0.9291   | 0.3078          |
| 0.2686        | 1.49  | 6250 | 0.9292   | 0.3099          |
| 0.2972        | 1.49  | 6255 | 0.9291   | 0.3069          |
| 0.1827        | 1.49  | 6260 | 0.9294   | 0.3108          |
| 0.2232        | 1.49  | 6265 | 0.9295   | 0.3064          |
| 0.2166        | 1.5   | 6270 | 0.9295   | 0.3101          |
| 0.3258        | 1.5   | 6275 | 0.9295   | 0.3054          |
| 0.2591        | 1.5   | 6280 | 0.9299   | 0.3068          |
| 0.3777        | 1.5   | 6285 | 0.9298   | 0.3046          |
| 0.2877        | 1.5   | 6290 | 0.9296   | 0.3069          |
| 0.1985        | 1.5   | 6295 | 0.9297   | 0.3045          |
| 0.256         | 1.5   | 6300 | 0.9298   | 0.3039          |
| 0.2437        | 1.5   | 6305 | 0.9300   | 0.3040          |
| 0.2982        | 1.5   | 6310 | 0.9298   | 0.3055          |
| 0.2873        | 1.51  | 6315 | 0.9298   | 0.3047          |
| 0.2847        | 1.51  | 6320 | 0.9296   | 0.3049          |
| 0.3564        | 1.51  | 6325 | 0.9300   | 0.3033          |
| 0.3261        | 1.51  | 6330 | 0.9298   | 0.3040          |
| 0.2397        | 1.51  | 6335 | 0.9298   | 0.3063          |
| 0.1947        | 1.51  | 6340 | 0.9297   | 0.3034          |
| 0.3098        | 1.51  | 6345 | 0.9297   | 0.3074          |
| 0.2867        | 1.51  | 6350 | 0.9300   | 0.3047          |
| 0.2422        | 1.52  | 6355 | 0.9302   | 0.3045          |
| 0.2705        | 1.52  | 6360 | 0.9302   | 0.3053          |
| 0.2498        | 1.52  | 6365 | 0.9304   | 0.3038          |
| 0.2445        | 1.52  | 6370 | 0.9304   | 0.3027          |
| 0.2557        | 1.52  | 6375 | 0.9302   | 0.3062          |
| 0.2927        | 1.52  | 6380 | 0.9305   | 0.3064          |
| 0.3365        | 1.52  | 6385 | 0.9306   | 0.3041          |
| 0.3522        | 1.52  | 6390 | 0.9302   | 0.3084          |
| 0.2375        | 1.53  | 6395 | 0.9299   | 0.3040          |
| 0.1948        | 1.53  | 6400 | 0.9298   | 0.3073          |
| 0.3013        | 1.53  | 6405 | 0.9298   | 0.3046          |
| 0.2527        | 1.53  | 6410 | 0.9300   | 0.3049          |
| 0.3285        | 1.53  | 6415 | 0.9305   | 0.3034          |
| 0.2766        | 1.53  | 6420 | 0.9307   | 0.3037          |
| 0.2661        | 1.53  | 6425 | 0.9306   | 0.3017          |
| 0.2151        | 1.53  | 6430 | 0.9303   | 0.3047          |
| 0.2108        | 1.53  | 6435 | 0.9303   | 0.3030          |
| 0.242         | 1.54  | 6440 | 0.9301   | 0.3054          |
| 0.2158        | 1.54  | 6445 | 0.9302   | 0.3040          |
| 0.2503        | 1.54  | 6450 | 0.9303   | 0.3062          |
| 0.2764        | 1.54  | 6455 | 0.9308   | 0.3037          |
| 0.2868        | 1.54  | 6460 | 0.9310   | 0.3057          |
| 0.2849        | 1.54  | 6465 | 0.9307   | 0.3019          |
| 0.2639        | 1.54  | 6470 | 0.9306   | 0.3057          |
| 0.3043        | 1.54  | 6475 | 0.9303   | 0.3044          |
| 0.2335        | 1.55  | 6480 | 0.9304   | 0.3053          |
| 0.2355        | 1.55  | 6485 | 0.9304   | 0.3039          |
| 0.3093        | 1.55  | 6490 | 0.9307   | 0.3026          |
| 0.2416        | 1.55  | 6495 | 0.9307   | 0.3071          |
| 0.2095        | 1.55  | 6500 | 0.9305   | 0.3039          |
| 0.2955        | 1.55  | 6505 | 0.9305   | 0.3040          |
| 0.2821        | 1.55  | 6510 | 0.9305   | 0.3038          |
| 0.2809        | 1.55  | 6515 | 0.9307   | 0.3035          |
| 0.2546        | 1.55  | 6520 | 0.9311   | 0.3020          |
| 0.2693        | 1.56  | 6525 | 0.9309   | 0.3020          |
| 0.2916        | 1.56  | 6530 | 0.9310   | 0.3055          |
| 0.2344        | 1.56  | 6535 | 0.9310   | 0.2990          |
| 0.2181        | 1.56  | 6540 | 0.9309   | 0.3036          |
| 0.3305        | 1.56  | 6545 | 0.9309   | 0.3031          |
| 0.2296        | 1.56  | 6550 | 0.9308   | 0.3024          |
| 0.249         | 1.56  | 6555 | 0.9309   | 0.3013          |
| 0.2421        | 1.56  | 6560 | 0.9310   | 0.3047          |
| 0.2787        | 1.57  | 6565 | 0.9307   | 0.3010          |
| 0.3906        | 1.57  | 6570 | 0.9309   | 0.3061          |
| 0.3554        | 1.57  | 6575 | 0.9309   | 0.3023          |
| 0.2564        | 1.57  | 6580 | 0.9311   | 0.3022          |
| 0.2443        | 1.57  | 6585 | 0.9308   | 0.3027          |
| 0.2698        | 1.57  | 6590 | 0.9309   | 0.3025          |
| 0.2656        | 1.57  | 6595 | 0.9308   | 0.3031          |
| 0.1769        | 1.57  | 6600 | 0.9306   | 0.3022          |
| 0.2595        | 1.58  | 6605 | 0.9306   | 0.3032          |
| 0.2335        | 1.58  | 6610 | 0.9310   | 0.3021          |
| 0.3359        | 1.58  | 6615 | 0.9305   | 0.3028          |
| 0.2358        | 1.58  | 6620 | 0.9307   | 0.3041          |
| 0.308         | 1.58  | 6625 | 0.9304   | 0.3009          |
| 0.3271        | 1.58  | 6630 | 0.9302   | 0.3053          |
| 0.3467        | 1.58  | 6635 | 0.9302   | 0.3022          |
| 0.3341        | 1.58  | 6640 | 0.9303   | 0.3046          |
| 0.2799        | 1.58  | 6645 | 0.9308   | 0.3013          |
| 0.2481        | 1.59  | 6650 | 0.9311   | 0.3008          |
| 0.2908        | 1.59  | 6655 | 0.9310   | 0.3018          |
| 0.2186        | 1.59  | 6660 | 0.9310   | 0.3015          |
| 0.2701        | 1.59  | 6665 | 0.9309   | 0.3023          |
| 0.262         | 1.59  | 6670 | 0.9311   | 0.3022          |
| 0.3264        | 1.59  | 6675 | 0.9315   | 0.3029          |
| 0.2448        | 1.59  | 6680 | 0.9320   | 0.3015          |
| 0.2584        | 1.59  | 6685 | 0.9321   | 0.3015          |
| 0.2769        | 1.6   | 6690 | 0.9320   | 0.3001          |
| 0.2996        | 1.6   | 6695 | 0.9314   | 0.3000          |
| 0.3012        | 1.6   | 6700 | 0.9317   | 0.3009          |
| 0.374         | 1.6   | 6705 | 0.9317   | 0.2991          |
| 0.2995        | 1.6   | 6710 | 0.9322   | 0.2989          |
| 0.3292        | 1.6   | 6715 | 0.9325   | 0.2988          |
| 0.2962        | 1.6   | 6720 | 0.9324   | 0.2974          |
| 0.2662        | 1.6   | 6725 | 0.9322   | 0.2997          |
| 0.2707        | 1.6   | 6730 | 0.9323   | 0.2952          |
| 0.3105        | 1.61  | 6735 | 0.9326   | 0.2989          |
| 0.2835        | 1.61  | 6740 | 0.9327   | 0.2947          |
| 0.2288        | 1.61  | 6745 | 0.9329   | 0.2935          |
| 0.2167        | 1.61  | 6750 | 0.9326   | 0.2959          |
| 0.2325        | 1.61  | 6755 | 0.9325   | 0.2939          |
| 0.2483        | 1.61  | 6760 | 0.9326   | 0.2941          |
| 0.2705        | 1.61  | 6765 | 0.9325   | 0.2948          |
| 0.2624        | 1.61  | 6770 | 0.9326   | 0.2944          |
| 0.2888        | 1.62  | 6775 | 0.9331   | 0.2973          |
| 0.2571        | 1.62  | 6780 | 0.9333   | 0.2942          |
| 0.3056        | 1.62  | 6785 | 0.9330   | 0.2948          |
| 0.3054        | 1.62  | 6790 | 0.9328   | 0.2941          |
| 0.268         | 1.62  | 6795 | 0.9329   | 0.2928          |
| 0.2862        | 1.62  | 6800 | 0.9327   | 0.2934          |
| 0.254         | 1.62  | 6805 | 0.9326   | 0.2950          |
| 0.1892        | 1.62  | 6810 | 0.9324   | 0.2945          |
| 0.2279        | 1.63  | 6815 | 0.9321   | 0.2948          |
| 0.2101        | 1.63  | 6820 | 0.9322   | 0.2951          |
| 0.3486        | 1.63  | 6825 | 0.9323   | 0.2940          |
| 0.2878        | 1.63  | 6830 | 0.9325   | 0.2957          |
| 0.3407        | 1.63  | 6835 | 0.9325   | 0.2939          |
| 0.2571        | 1.63  | 6840 | 0.9323   | 0.2952          |
| 0.1937        | 1.63  | 6845 | 0.9324   | 0.2985          |
| 0.2983        | 1.63  | 6850 | 0.9327   | 0.2947          |
| 0.3012        | 1.63  | 6855 | 0.9327   | 0.2957          |
| 0.2294        | 1.64  | 6860 | 0.9325   | 0.2951          |
| 0.311         | 1.64  | 6865 | 0.9325   | 0.2957          |
| 0.2376        | 1.64  | 6870 | 0.9328   | 0.2931          |
| 0.2448        | 1.64  | 6875 | 0.9325   | 0.2951          |
| 0.3731        | 1.64  | 6880 | 0.9325   | 0.2937          |
| 0.2295        | 1.64  | 6885 | 0.9324   | 0.2966          |
| 0.3219        | 1.64  | 6890 | 0.9327   | 0.2965          |
| 0.2708        | 1.64  | 6895 | 0.9328   | 0.2949          |
| 0.2143        | 1.65  | 6900 | 0.9328   | 0.2971          |
| 0.2464        | 1.65  | 6905 | 0.9330   | 0.2952          |
| 0.2624        | 1.65  | 6910 | 0.9326   | 0.2964          |
| 0.2551        | 1.65  | 6915 | 0.9327   | 0.2960          |
| 0.3143        | 1.65  | 6920 | 0.9325   | 0.2948          |
| 0.2529        | 1.65  | 6925 | 0.9325   | 0.2958          |
| 0.4136        | 1.65  | 6930 | 0.9327   | 0.2949          |
| 0.3024        | 1.65  | 6935 | 0.9328   | 0.2952          |
| 0.3442        | 1.66  | 6940 | 0.9327   | 0.2946          |
| 0.2603        | 1.66  | 6945 | 0.9325   | 0.2962          |
| 0.1835        | 1.66  | 6950 | 0.9326   | 0.2966          |
| 0.2371        | 1.66  | 6955 | 0.9324   | 0.2948          |
| 0.3403        | 1.66  | 6960 | 0.9328   | 0.2977          |
| 0.2514        | 1.66  | 6965 | 0.9330   | 0.2947          |
| 0.2395        | 1.66  | 6970 | 0.9328   | 0.2964          |
| 0.2067        | 1.66  | 6975 | 0.9326   | 0.2938          |
| 0.2425        | 1.66  | 6980 | 0.9327   | 0.2942          |
| 0.2368        | 1.67  | 6985 | 0.9329   | 0.2949          |
| 0.2785        | 1.67  | 6990 | 0.9331   | 0.2923          |
| 0.3156        | 1.67  | 6995 | 0.9330   | 0.2950          |
| 0.2344        | 1.67  | 7000 | 0.9327   | 0.2933          |
| 0.2721        | 1.67  | 7005 | 0.9329   | 0.2952          |
| 0.2236        | 1.67  | 7010 | 0.9327   | 0.2923          |
| 0.2598        | 1.67  | 7015 | 0.9323   | 0.2981          |
| 0.33          | 1.67  | 7020 | 0.9322   | 0.2932          |
| 0.318         | 1.68  | 7025 | 0.9325   | 0.2963          |
| 0.3588        | 1.68  | 7030 | 0.9329   | 0.2923          |
| 0.2738        | 1.68  | 7035 | 0.9330   | 0.2952          |
| 0.3083        | 1.68  | 7040 | 0.9332   | 0.2921          |
| 0.2638        | 1.68  | 7045 | 0.9329   | 0.2923          |
| 0.2488        | 1.68  | 7050 | 0.9323   | 0.2960          |
| 0.2404        | 1.68  | 7055 | 0.9325   | 0.2945          |
| 0.3125        | 1.68  | 7060 | 0.9323   | 0.2963          |
| 0.3254        | 1.68  | 7065 | 0.9324   | 0.2977          |
| 0.2994        | 1.69  | 7070 | 0.9323   | 0.2953          |
| 0.2263        | 1.69  | 7075 | 0.9325   | 0.2952          |
| 0.295         | 1.69  | 7080 | 0.9324   | 0.2942          |
| 0.3353        | 1.69  | 7085 | 0.9323   | 0.2983          |
| 0.2836        | 1.69  | 7090 | 0.9324   | 0.2955          |
| 0.2967        | 1.69  | 7095 | 0.9321   | 0.2950          |
| 0.2757        | 1.69  | 7100 | 0.9321   | 0.2956          |
| 0.3029        | 1.69  | 7105 | 0.9320   | 0.2932          |
| 0.3111        | 1.7   | 7110 | 0.9326   | 0.2946          |
| 0.2342        | 1.7   | 7115 | 0.9323   | 0.2942          |
| 0.2636        | 1.7   | 7120 | 0.9326   | 0.2973          |
| 0.3056        | 1.7   | 7125 | 0.9326   | 0.2929          |
| 0.2802        | 1.7   | 7130 | 0.9325   | 0.2948          |
| 0.2923        | 1.7   | 7135 | 0.9325   | 0.2947          |
| 0.3342        | 1.7   | 7140 | 0.9323   | 0.2938          |
| 0.25          | 1.7   | 7145 | 0.9323   | 0.2939          |
| 0.2627        | 1.71  | 7150 | 0.9326   | 0.2924          |
| 0.2245        | 1.71  | 7155 | 0.9329   | 0.2959          |
| 0.2483        | 1.71  | 7160 | 0.9328   | 0.2922          |
| 0.226         | 1.71  | 7165 | 0.9330   | 0.2937          |
| 0.2329        | 1.71  | 7170 | 0.9327   | 0.2934          |
| 0.3005        | 1.71  | 7175 | 0.9331   | 0.2915          |
| 0.2842        | 1.71  | 7180 | 0.9332   | 0.2935          |
| 0.2559        | 1.71  | 7185 | 0.9331   | 0.2903          |
| 0.3208        | 1.71  | 7190 | 0.9332   | 0.2935          |
| 0.2586        | 1.72  | 7195 | 0.9329   | 0.2929          |
| 0.2508        | 1.72  | 7200 | 0.9335   | 0.2922          |
| 0.2368        | 1.72  | 7205 | 0.9333   | 0.2921          |
| 0.2157        | 1.72  | 7210 | 0.9333   | 0.2916          |
| 0.2232        | 1.72  | 7215 | 0.9337   | 0.2913          |
| 0.274         | 1.72  | 7220 | 0.9337   | 0.2904          |
| 0.294         | 1.72  | 7225 | 0.9339   | 0.2892          |
| 0.3201        | 1.72  | 7230 | 0.9338   | 0.2892          |
| 0.1936        | 1.73  | 7235 | 0.9340   | 0.2897          |
| 0.221         | 1.73  | 7240 | 0.9343   | 0.2893          |
| 0.2323        | 1.73  | 7245 | 0.9341   | 0.2897          |
| 0.233         | 1.73  | 7250 | 0.9340   | 0.2892          |
| 0.3675        | 1.73  | 7255 | 0.9335   | 0.2912          |
| 0.2524        | 1.73  | 7260 | 0.9336   | 0.2899          |
| 0.3433        | 1.73  | 7265 | 0.9336   | 0.2929          |
| 0.2332        | 1.73  | 7270 | 0.9341   | 0.2882          |
| 0.2833        | 1.73  | 7275 | 0.9338   | 0.2944          |
| 0.2992        | 1.74  | 7280 | 0.9338   | 0.2887          |
| 0.1996        | 1.74  | 7285 | 0.9337   | 0.2927          |
| 0.2547        | 1.74  | 7290 | 0.9337   | 0.2903          |
| 0.2684        | 1.74  | 7295 | 0.9341   | 0.2894          |
| 0.2543        | 1.74  | 7300 | 0.9339   | 0.2931          |
| 0.2505        | 1.74  | 7305 | 0.9337   | 0.2910          |
| 0.2544        | 1.74  | 7310 | 0.9341   | 0.2913          |
| 0.2896        | 1.74  | 7315 | 0.9341   | 0.2908          |
| 0.312         | 1.75  | 7320 | 0.9349   | 0.2892          |
| 0.2036        | 1.75  | 7325 | 0.9344   | 0.2910          |
| 0.3104        | 1.75  | 7330 | 0.9342   | 0.2890          |
| 0.2357        | 1.75  | 7335 | 0.9343   | 0.2879          |
| 0.2848        | 1.75  | 7340 | 0.9344   | 0.2881          |
| 0.2937        | 1.75  | 7345 | 0.9343   | 0.2894          |
| 0.2755        | 1.75  | 7350 | 0.9343   | 0.2898          |
| 0.2014        | 1.75  | 7355 | 0.9343   | 0.2889          |
| 0.1454        | 1.76  | 7360 | 0.9341   | 0.2867          |
| 0.2228        | 1.76  | 7365 | 0.9344   | 0.2905          |
| 0.2396        | 1.76  | 7370 | 0.9346   | 0.2864          |
| 0.2199        | 1.76  | 7375 | 0.9344   | 0.2872          |
| 0.2985        | 1.76  | 7380 | 0.9341   | 0.2879          |
| 0.2936        | 1.76  | 7385 | 0.9340   | 0.2890          |
| 0.2308        | 1.76  | 7390 | 0.9343   | 0.2885          |
| 0.2245        | 1.76  | 7395 | 0.9343   | 0.2875          |
| 0.2466        | 1.76  | 7400 | 0.9345   | 0.2873          |
| 0.2299        | 1.77  | 7405 | 0.9346   | 0.2887          |
| 0.2457        | 1.77  | 7410 | 0.9345   | 0.2876          |
| 0.2524        | 1.77  | 7415 | 0.9343   | 0.2877          |
| 0.3713        | 1.77  | 7420 | 0.9344   | 0.2878          |
| 0.2763        | 1.77  | 7425 | 0.9344   | 0.2880          |
| 0.3774        | 1.77  | 7430 | 0.9346   | 0.2866          |
| 0.2324        | 1.77  | 7435 | 0.9347   | 0.2900          |
| 0.2787        | 1.77  | 7440 | 0.9348   | 0.2856          |
| 0.2729        | 1.78  | 7445 | 0.9345   | 0.2892          |
| 0.2811        | 1.78  | 7450 | 0.9345   | 0.2868          |
| 0.3239        | 1.78  | 7455 | 0.9343   | 0.2885          |
| 0.2751        | 1.78  | 7460 | 0.9342   | 0.2870          |
| 0.2969        | 1.78  | 7465 | 0.9346   | 0.2881          |
| 0.2479        | 1.78  | 7470 | 0.9343   | 0.2876          |
| 0.2086        | 1.78  | 7475 | 0.9347   | 0.2881          |
| 0.3579        | 1.78  | 7480 | 0.9345   | 0.2902          |
| 0.2503        | 1.78  | 7485 | 0.9340   | 0.2868          |
| 0.2089        | 1.79  | 7490 | 0.9344   | 0.2873          |
| 0.27          | 1.79  | 7495 | 0.9344   | 0.2858          |
| 0.211         | 1.79  | 7500 | 0.9345   | 0.2884          |
| 0.3385        | 1.79  | 7505 | 0.9345   | 0.2861          |
| 0.3434        | 1.79  | 7510 | 0.9345   | 0.2873          |
| 0.2229        | 1.79  | 7515 | 0.9344   | 0.2868          |
| 0.2334        | 1.79  | 7520 | 0.9348   | 0.2859          |
| 0.2654        | 1.79  | 7525 | 0.9348   | 0.2852          |
| 0.309         | 1.8   | 7530 | 0.9345   | 0.2867          |
| 0.2597        | 1.8   | 7535 | 0.9344   | 0.2862          |
| 0.3408        | 1.8   | 7540 | 0.9348   | 0.2887          |
| 0.19          | 1.8   | 7545 | 0.9344   | 0.2870          |
| 0.2099        | 1.8   | 7550 | 0.9347   | 0.2885          |
| 0.3036        | 1.8   | 7555 | 0.9345   | 0.2873          |
| 0.2892        | 1.8   | 7560 | 0.9348   | 0.2884          |
| 0.2714        | 1.8   | 7565 | 0.9343   | 0.2880          |
| 0.2681        | 1.81  | 7570 | 0.9342   | 0.2883          |
| 0.1817        | 1.81  | 7575 | 0.9346   | 0.2873          |
| 0.219         | 1.81  | 7580 | 0.9345   | 0.2861          |
| 0.2211        | 1.81  | 7585 | 0.9343   | 0.2879          |
| 0.2662        | 1.81  | 7590 | 0.9342   | 0.2885          |
| 0.2845        | 1.81  | 7595 | 0.9340   | 0.2886          |
| 0.2616        | 1.81  | 7600 | 0.9340   | 0.2885          |
| 0.2966        | 1.81  | 7605 | 0.9345   | 0.2881          |
| 0.3268        | 1.81  | 7610 | 0.9346   | 0.2859          |
| 0.2139        | 1.82  | 7615 | 0.9350   | 0.2855          |
| 0.3182        | 1.82  | 7620 | 0.9347   | 0.2844          |
| 0.2928        | 1.82  | 7625 | 0.9347   | 0.2849          |
| 0.271         | 1.82  | 7630 | 0.9347   | 0.2855          |
| 0.2283        | 1.82  | 7635 | 0.9349   | 0.2845          |
| 0.2674        | 1.82  | 7640 | 0.9350   | 0.2855          |
| 0.2575        | 1.82  | 7645 | 0.9350   | 0.2830          |
| 0.3119        | 1.82  | 7650 | 0.9352   | 0.2843          |
| 0.2784        | 1.83  | 7655 | 0.9353   | 0.2827          |
| 0.2632        | 1.83  | 7660 | 0.9351   | 0.2854          |
| 0.2956        | 1.83  | 7665 | 0.9349   | 0.2856          |
| 0.2088        | 1.83  | 7670 | 0.9347   | 0.2854          |
| 0.2747        | 1.83  | 7675 | 0.9344   | 0.2858          |
| 0.3429        | 1.83  | 7680 | 0.9343   | 0.2858          |
| 0.3091        | 1.83  | 7685 | 0.9349   | 0.2855          |
| 0.1602        | 1.83  | 7690 | 0.9346   | 0.2858          |
| 0.2362        | 1.84  | 7695 | 0.9348   | 0.2870          |
| 0.2171        | 1.84  | 7700 | 0.9348   | 0.2840          |
| 0.2262        | 1.84  | 7705 | 0.9350   | 0.2871          |
| 0.2764        | 1.84  | 7710 | 0.9348   | 0.2839          |
| 0.3021        | 1.84  | 7715 | 0.9348   | 0.2871          |
| 0.2355        | 1.84  | 7720 | 0.9348   | 0.2855          |
| 0.262         | 1.84  | 7725 | 0.9350   | 0.2849          |
| 0.2847        | 1.84  | 7730 | 0.9350   | 0.2850          |
| 0.2588        | 1.84  | 7735 | 0.9350   | 0.2851          |
| 0.262         | 1.85  | 7740 | 0.9349   | 0.2858          |
| 0.2758        | 1.85  | 7745 | 0.9345   | 0.2869          |
| 0.3161        | 1.85  | 7750 | 0.9347   | 0.2849          |
| 0.3249        | 1.85  | 7755 | 0.9348   | 0.2856          |
| 0.2534        | 1.85  | 7760 | 0.9351   | 0.2850          |
| 0.2981        | 1.85  | 7765 | 0.9349   | 0.2858          |
| 0.309         | 1.85  | 7770 | 0.9350   | 0.2856          |
| 0.2897        | 1.85  | 7775 | 0.9351   | 0.2864          |
| 0.1735        | 1.86  | 7780 | 0.9351   | 0.2849          |
| 0.1797        | 1.86  | 7785 | 0.9350   | 0.2853          |
| 0.2605        | 1.86  | 7790 | 0.9351   | 0.2862          |
| 0.2655        | 1.86  | 7795 | 0.9350   | 0.2854          |
| 0.2789        | 1.86  | 7800 | 0.9348   | 0.2854          |
| 0.2278        | 1.86  | 7805 | 0.9347   | 0.2880          |
| 0.3469        | 1.86  | 7810 | 0.9348   | 0.2857          |
| 0.283         | 1.86  | 7815 | 0.9351   | 0.2860          |
| 0.2432        | 1.86  | 7820 | 0.9354   | 0.2836          |
| 0.1786        | 1.87  | 7825 | 0.9352   | 0.2879          |
| 0.303         | 1.87  | 7830 | 0.9351   | 0.2839          |
| 0.2373        | 1.87  | 7835 | 0.9351   | 0.2869          |
| 0.2597        | 1.87  | 7840 | 0.9347   | 0.2829          |
| 0.2158        | 1.87  | 7845 | 0.9350   | 0.2843          |
| 0.2576        | 1.87  | 7850 | 0.9348   | 0.2819          |
| 0.2434        | 1.87  | 7855 | 0.9350   | 0.2842          |
| 0.2589        | 1.87  | 7860 | 0.9351   | 0.2852          |
| 0.2299        | 1.88  | 7865 | 0.9349   | 0.2859          |
| 0.2257        | 1.88  | 7870 | 0.9349   | 0.2847          |
| 0.3542        | 1.88  | 7875 | 0.9349   | 0.2845          |
| 0.2813        | 1.88  | 7880 | 0.9351   | 0.2839          |
| 0.218         | 1.88  | 7885 | 0.9351   | 0.2876          |
| 0.2391        | 1.88  | 7890 | 0.9346   | 0.2844          |
| 0.2474        | 1.88  | 7895 | 0.9349   | 0.2844          |
| 0.2499        | 1.88  | 7900 | 0.9350   | 0.2853          |
| 0.2658        | 1.89  | 7905 | 0.9350   | 0.2847          |
| 0.3133        | 1.89  | 7910 | 0.9348   | 0.2844          |
| 0.3396        | 1.89  | 7915 | 0.9354   | 0.2837          |
| 0.2064        | 1.89  | 7920 | 0.9352   | 0.2829          |
| 0.2374        | 1.89  | 7925 | 0.9329   | 0.2890          |
| 0.2261        | 1.89  | 7930 | 0.9326   | 0.2892          |
| 0.3486        | 1.89  | 7935 | 0.9341   | 0.2873          |
| 0.2494        | 1.89  | 7940 | 0.9352   | 0.2833          |
| 0.3664        | 1.89  | 7945 | 0.9349   | 0.2871          |
| 0.1872        | 1.9   | 7950 | 0.9346   | 0.2835          |
| 0.2787        | 1.9   | 7955 | 0.9352   | 0.2831          |
| 0.2443        | 1.9   | 7960 | 0.9352   | 0.2850          |
| 0.278         | 1.9   | 7965 | 0.9355   | 0.2836          |
| 0.2603        | 1.9   | 7970 | 0.9352   | 0.2854          |
| 0.2515        | 1.9   | 7975 | 0.9351   | 0.2841          |
| 0.2826        | 1.9   | 7980 | 0.9354   | 0.2829          |
| 0.2269        | 1.9   | 7985 | 0.9355   | 0.2844          |
| 0.2573        | 1.91  | 7990 | 0.9351   | 0.2844          |
| 0.2764        | 1.91  | 7995 | 0.9352   | 0.2853          |
| 0.2925        | 1.91  | 8000 | 0.9354   | 0.2832          |
| 0.3017        | 1.91  | 8005 | 0.9352   | 0.2843          |
| 0.2556        | 1.91  | 8010 | 0.9352   | 0.2852          |
| 0.2702        | 1.91  | 8015 | 0.9349   | 0.2826          |
| 0.2614        | 1.91  | 8020 | 0.9352   | 0.2849          |
| 0.3232        | 1.91  | 8025 | 0.9349   | 0.2851          |
| 0.304         | 1.91  | 8030 | 0.9360   | 0.2822          |
| 0.2764        | 1.92  | 8035 | 0.9356   | 0.2830          |
| 0.3213        | 1.92  | 8040 | 0.9356   | 0.2808          |
| 0.3102        | 1.92  | 8045 | 0.9357   | 0.2805          |
| 0.2163        | 1.92  | 8050 | 0.9356   | 0.2802          |
| 0.3244        | 1.92  | 8055 | 0.9355   | 0.2833          |
| 0.3019        | 1.92  | 8060 | 0.9359   | 0.2808          |
| 0.2562        | 1.92  | 8065 | 0.9360   | 0.2817          |
| 0.2242        | 1.92  | 8070 | 0.9356   | 0.2795          |
| 0.249         | 1.93  | 8075 | 0.9356   | 0.2824          |
| 0.2265        | 1.93  | 8080 | 0.9358   | 0.2796          |
| 0.3009        | 1.93  | 8085 | 0.9362   | 0.2835          |
| 0.3131        | 1.93  | 8090 | 0.9357   | 0.2826          |
| 0.2781        | 1.93  | 8095 | 0.9360   | 0.2826          |
| 0.2259        | 1.93  | 8100 | 0.9358   | 0.2828          |
| 0.2635        | 1.93  | 8105 | 0.9355   | 0.2816          |
| 0.2681        | 1.93  | 8110 | 0.9356   | 0.2842          |
| 0.2496        | 1.94  | 8115 | 0.9357   | 0.2813          |
| 0.2641        | 1.94  | 8120 | 0.9359   | 0.2814          |
| 0.2679        | 1.94  | 8125 | 0.9359   | 0.2811          |
| 0.2288        | 1.94  | 8130 | 0.9358   | 0.2804          |
| 0.2927        | 1.94  | 8135 | 0.9356   | 0.2813          |
| 0.2222        | 1.94  | 8140 | 0.9355   | 0.2829          |
| 0.2598        | 1.94  | 8145 | 0.9352   | 0.2814          |
| 0.3166        | 1.94  | 8150 | 0.9354   | 0.2818          |
| 0.2416        | 1.94  | 8155 | 0.9353   | 0.2800          |
| 0.2656        | 1.95  | 8160 | 0.9353   | 0.2826          |
| 0.2904        | 1.95  | 8165 | 0.9358   | 0.2821          |
| 0.2339        | 1.95  | 8170 | 0.9359   | 0.2808          |
| 0.2274        | 1.95  | 8175 | 0.9356   | 0.2810          |
| 0.3478        | 1.95  | 8180 | 0.9354   | 0.2819          |
| 0.2349        | 1.95  | 8185 | 0.9357   | 0.2830          |
| 0.4104        | 1.95  | 8190 | 0.9357   | 0.2802          |
| 0.2267        | 1.95  | 8195 | 0.9359   | 0.2817          |
| 0.3282        | 1.96  | 8200 | 0.9359   | 0.2795          |
| 0.2085        | 1.96  | 8205 | 0.9358   | 0.2803          |
| 0.2935        | 1.96  | 8210 | 0.9359   | 0.2798          |
| 0.2906        | 1.96  | 8215 | 0.9359   | 0.2813          |
| 0.2919        | 1.96  | 8220 | 0.9358   | 0.2797          |
| 0.3792        | 1.96  | 8225 | 0.9358   | 0.2833          |
| 0.2575        | 1.96  | 8230 | 0.9358   | 0.2838          |
| 0.2196        | 1.96  | 8235 | 0.9360   | 0.2802          |
| 0.1805        | 1.96  | 8240 | 0.9360   | 0.2808          |
| 0.2395        | 1.97  | 8245 | 0.9358   | 0.2826          |
| 0.2128        | 1.97  | 8250 | 0.9357   | 0.2846          |
| 0.2053        | 1.97  | 8255 | 0.2800   | 0.9356          |
| 0.2353        | 1.97  | 8260 | 0.2826   | 0.9359          |
| 0.3284        | 1.97  | 8265 | 0.2819   | 0.9359          |
| 0.2298        | 1.97  | 8270 | 0.2816   | 0.9357          |
| 0.2534        | 1.97  | 8275 | 0.2805   | 0.9360          |
| 0.2407        | 1.97  | 8280 | 0.2820   | 0.9363          |
| 0.24          | 1.98  | 8285 | 0.2815   | 0.9366          |
| 0.1789        | 1.98  | 8290 | 0.2805   | 0.9362          |
| 0.2886        | 1.98  | 8295 | 0.2813   | 0.9360          |
| 0.1653        | 1.98  | 8300 | 0.2805   | 0.9359          |
| 0.3053        | 1.98  | 8305 | 0.2832   | 0.9357          |
| 0.3404        | 1.98  | 8310 | 0.2814   | 0.9357          |
| 0.2405        | 1.98  | 8315 | 0.2806   | 0.9361          |
| 0.2851        | 1.98  | 8320 | 0.2822   | 0.9357          |
| 0.2401        | 1.99  | 8325 | 0.2817   | 0.9359          |
| 0.2178        | 1.99  | 8330 | 0.2851   | 0.9358          |
| 0.2899        | 1.99  | 8335 | 0.2835   | 0.9356          |
| 0.2336        | 1.99  | 8340 | 0.2823   | 0.9358          |
| 0.2892        | 1.99  | 8345 | 0.2829   | 0.9360          |
| 0.2735        | 1.99  | 8350 | 0.2827   | 0.9360          |
| 0.2439        | 1.99  | 8355 | 0.2818   | 0.9358          |
| 0.223         | 1.99  | 8360 | 0.2849   | 0.9359          |
| 0.2457        | 1.99  | 8365 | 0.2828   | 0.9357          |
| 0.272         | 2.0   | 8370 | 0.2827   | 0.9357          |
| 0.2841        | 2.0   | 8375 | 0.2828   | 0.9357          |
| 0.2598        | 2.0   | 8380 | 0.2822   | 0.9356          |
| 0.2225        | 2.0   | 8385 | 0.2823   | 0.9355          |
</details>

### Framework versions

- Transformers 4.19.0.dev0
- Pytorch 1.11.0+cu113
- Datasets 2.1.0
- Tokenizers 0.12.1

## Citation

```bibtex
    @misc{storhaug2023efficient,
        title={Efficient Avoidance of Vulnerabilities in Auto-completed Smart Contract Code Using Vulnerability-constrained Decoding}, 
        author={André Storhaug and Jingyue Li and Tianyuan Hu},
        year={2023},
        eprint={2309.09826},
        archivePrefix={arXiv},
        primaryClass={cs.CR}
    }
```
{"license": "apache-2.0", "library_name": "transformers", "tags": ["generated_from_trainer"], "datasets": ["andstor/smart_contracts"], "metrics": ["accuracy"], "model-index": [{"name": "GPT-J 6B Smart Contract", "results": [{"task": {"type": "text-generation", "name": "Causal Language Modeling"}, "dataset": {"name": "andstor/smart_contracts inflated_plain_text", "type": "andstor/smart_contracts", "args": "inflated_plain_text"}, "metrics": [{"type": "accuracy", "value": 0.917, "name": "Accuracy"}]}]}]}
transformers pytorch gptj text-generation generated_from_trainer dataset:andstor/smart_contracts arxiv:2309.09826 doi:10.57967/hf/1181 license:apache-2.0 model-index autotrain_compatible endpoints_compatible has_space region:us
TAGS
#transformers #pytorch #gptj #text-generation #generated_from_trainer #dataset-andstor/smart_contracts #arxiv-2309.09826 #doi-10.57967/hf/1181 #license-apache-2.0 #model-index #autotrain_compatible #endpoints_compatible #has_space #region-us 

GPT-J 6B Smart Contract
=======================


This model is a fine-tuned version of EleutherAI/gpt-j-6B on the andstor/smart\_contracts inflated\_plain\_text dataset.
It achieves the following results on the evaluation set:


* Accuracy: 0.917


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: 5e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* distributed\_type: multi-GPU
* num\_devices: 10
* gradient\_accumulation\_steps: 16
* total\_train\_batch\_size: 160
* total\_eval\_batch\_size: 10
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 2.0


### Training results



Click to expand


### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 5e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* distributed\_type: multi-GPU
* num\_devices: 10
* gradient\_accumulation\_steps: 16
* total\_train\_batch\_size: 160
* total\_eval\_batch\_size: 10
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 2.0 ### Training results



Click to expand ### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1
TAGS
#transformers #pytorch #gptj #text-generation #generated_from_trainer #dataset-andstor/smart_contracts #arxiv-2309.09826 #doi-10.57967/hf/1181 #license-apache-2.0 #model-index #autotrain_compatible #endpoints_compatible #has_space #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 5e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* distributed\_type: multi-GPU
* num\_devices: 10
* gradient\_accumulation\_steps: 16
* total\_train\_batch\_size: 160
* total\_eval\_batch\_size: 10
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 2.0 ### Training results



Click to expand ### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1
passage: TAGS
#transformers #pytorch #gptj #text-generation #generated_from_trainer #dataset-andstor/smart_contracts #arxiv-2309.09826 #doi-10.57967/hf/1181 #license-apache-2.0 #model-index #autotrain_compatible #endpoints_compatible #has_space #region-us 
### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 5e-05
* train\_batch\_size: 1
* eval\_batch\_size: 1
* seed: 42
* distributed\_type: multi-GPU
* num\_devices: 10
* gradient\_accumulation\_steps: 16
* total\_train\_batch\_size: 160
* total\_eval\_batch\_size: 10
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 2.0### Training results



Click to expand### Framework versions


* Transformers 4.19.0.dev0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1