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
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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 |
Framework versions
- Transformers 4.19.0.dev0
- Pytorch 1.11.0+cu113
- Datasets 2.1.0
- Tokenizers 0.12.1
Citation
@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}
}
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Dataset used to train andstor/gpt-j-6B-smart-contract
Evaluation results
- Accuracy on andstor/smart_contracts inflated_plain_textself-reported0.917