diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -1,5 +1,4 @@ --- -license: apache-2.0 tags: - generated_from_trainer model-index: @@ -12,9 +11,9 @@ should probably proofread and complete it, then remove this comment. --> # Pegasus_paraphraser_1 -This model is a fine-tuned version of [tuner007/pegasus_paraphrase](https://huggingface.co/tuner007/pegasus_paraphrase) on an unknown dataset. +This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set: -- Loss: 0.3846 +- Loss: 0.2991 ## Model description @@ -41,1293 +40,744 @@ The following hyperparameters were used during training: - total_train_batch_size: 4 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear -- num_epochs: 7 +- num_epochs: 4 ### Training results -| Training Loss | Epoch | Step | Validation Loss | -|:-------------:|:-----:|:-----:|:---------------:| -| 0.946 | 0.01 | 10 | 0.4177 | -| 0.8039 | 0.01 | 20 | 0.3828 | -| 0.8611 | 0.02 | 30 | 0.3861 | -| 0.4565 | 0.02 | 40 | 0.3744 | -| 0.5165 | 0.03 | 50 | 0.3746 | -| 0.523 | 0.03 | 60 | 0.3655 | -| 0.3732 | 0.04 | 70 | 0.3581 | -| 0.4253 | 0.04 | 80 | 0.3602 | -| 0.4874 | 0.05 | 90 | 0.3714 | -| 0.4865 | 0.05 | 100 | 0.3617 | -| 0.4779 | 0.06 | 110 | 0.3515 | -| 0.4453 | 0.07 | 120 | 0.3502 | -| 0.538 | 0.07 | 130 | 0.3568 | -| 0.4321 | 0.08 | 140 | 0.3562 | -| 0.5738 | 0.08 | 150 | 0.3720 | -| 0.4403 | 0.09 | 160 | 0.3746 | -| 0.4019 | 0.09 | 170 | 0.3690 | -| 0.4092 | 0.1 | 180 | 0.3654 | -| 0.495 | 0.1 | 190 | 0.3603 | -| 0.429 | 0.11 | 200 | 0.3595 | -| 0.4159 | 0.11 | 210 | 0.3565 | -| 0.4498 | 0.12 | 220 | 0.3619 | -| 0.4743 | 0.13 | 230 | 0.3679 | -| 0.4184 | 0.13 | 240 | 0.3755 | -| 0.469 | 0.14 | 250 | 0.3669 | -| 0.4053 | 0.14 | 260 | 0.3619 | -| 0.4497 | 0.15 | 270 | 0.3713 | -| 0.4456 | 0.15 | 280 | 0.3606 | -| 0.3695 | 0.16 | 290 | 0.3598 | -| 0.4732 | 0.16 | 300 | 0.3661 | -| 0.3942 | 0.17 | 310 | 0.3624 | -| 0.525 | 0.17 | 320 | 0.3689 | -| 0.4435 | 0.18 | 330 | 0.3628 | -| 0.4141 | 0.19 | 340 | 0.3654 | -| 0.5022 | 0.19 | 350 | 0.3716 | -| 0.4226 | 0.2 | 360 | 0.3638 | -| 0.4533 | 0.2 | 370 | 0.3648 | -| 0.5106 | 0.21 | 380 | 0.3658 | -| 0.4991 | 0.21 | 390 | 0.3649 | -| 0.4492 | 0.22 | 400 | 0.3666 | -| 0.4515 | 0.22 | 410 | 0.3633 | -| 0.3624 | 0.23 | 420 | 0.3557 | -| 0.387 | 0.23 | 430 | 0.3581 | -| 0.4027 | 0.24 | 440 | 0.3667 | -| 0.4311 | 0.25 | 450 | 0.3697 | -| 0.5258 | 0.25 | 460 | 0.3636 | -| 0.4394 | 0.26 | 470 | 0.3621 | -| 0.4414 | 0.26 | 480 | 0.3589 | -| 0.5917 | 0.27 | 490 | 0.3585 | -| 0.4392 | 0.27 | 500 | 0.3576 | -| 0.4801 | 0.28 | 510 | 0.3584 | -| 0.5047 | 0.28 | 520 | 0.3589 | -| 0.4925 | 0.29 | 530 | 0.3539 | -| 0.3786 | 0.29 | 540 | 0.3598 | -| 0.4529 | 0.3 | 550 | 0.3569 | -| 0.381 | 0.31 | 560 | 0.3688 | -| 0.4936 | 0.31 | 570 | 0.3571 | -| 0.3575 | 0.32 | 580 | 0.3687 | -| 0.3908 | 0.32 | 590 | 0.3622 | -| 0.4314 | 0.33 | 600 | 0.3647 | -| 0.4101 | 0.33 | 610 | 0.3677 | -| 0.4403 | 0.34 | 620 | 0.3690 | -| 0.3826 | 0.34 | 630 | 0.3829 | -| 0.3907 | 0.35 | 640 | 0.3649 | -| 0.3658 | 0.35 | 650 | 0.3742 | -| 0.4359 | 0.36 | 660 | 0.3622 | -| 0.36 | 0.37 | 670 | 0.3632 | -| 0.4234 | 0.37 | 680 | 0.3732 | -| 0.5172 | 0.38 | 690 | 0.3705 | -| 0.3541 | 0.38 | 700 | 0.3695 | -| 0.3551 | 0.39 | 710 | 0.3756 | -| 0.5523 | 0.39 | 720 | 0.3806 | -| 0.4423 | 0.4 | 730 | 0.3691 | -| 0.4059 | 0.4 | 740 | 0.3692 | -| 0.421 | 0.41 | 750 | 0.3645 | -| 0.4355 | 0.41 | 760 | 0.3674 | -| 0.4632 | 0.42 | 770 | 0.3679 | -| 0.3717 | 0.43 | 780 | 0.3636 | -| 0.4353 | 0.43 | 790 | 0.3614 | -| 0.4407 | 0.44 | 800 | 0.3602 | -| 0.3881 | 0.44 | 810 | 0.3652 | -| 0.4552 | 0.45 | 820 | 0.3611 | -| 0.398 | 0.45 | 830 | 0.3691 | -| 0.4399 | 0.46 | 840 | 0.3611 | -| 0.4556 | 0.46 | 850 | 0.3652 | -| 0.5061 | 0.47 | 860 | 0.3580 | -| 0.4135 | 0.47 | 870 | 0.3593 | -| 0.3759 | 0.48 | 880 | 0.3564 | -| 0.3818 | 0.49 | 890 | 0.3526 | -| 0.3764 | 0.49 | 900 | 0.3593 | -| 0.3497 | 0.5 | 910 | 0.3592 | -| 0.3774 | 0.5 | 920 | 0.3614 | -| 0.3747 | 0.51 | 930 | 0.3605 | -| 0.4193 | 0.51 | 940 | 0.3639 | -| 0.4464 | 0.52 | 950 | 0.3676 | -| 0.4496 | 0.52 | 960 | 0.3636 | -| 0.3924 | 0.53 | 970 | 0.3693 | -| 0.425 | 0.54 | 980 | 0.3589 | -| 0.4254 | 0.54 | 990 | 0.3550 | -| 0.4015 | 0.55 | 1000 | 0.3561 | -| 0.4019 | 0.55 | 1010 | 0.3537 | -| 0.4326 | 0.56 | 1020 | 0.3494 | -| 0.366 | 0.56 | 1030 | 0.3504 | -| 0.442 | 0.57 | 1040 | 0.3545 | -| 0.4297 | 0.57 | 1050 | 0.3514 | -| 0.4402 | 0.58 | 1060 | 0.3551 | -| 0.4018 | 0.58 | 1070 | 0.3522 | -| 0.3946 | 0.59 | 1080 | 0.3576 | -| 0.3649 | 0.6 | 1090 | 0.3541 | -| 0.366 | 0.6 | 1100 | 0.3565 | -| 0.4719 | 0.61 | 1110 | 0.3578 | -| 0.3225 | 0.61 | 1120 | 0.3640 | -| 0.5927 | 0.62 | 1130 | 0.3687 | -| 0.4178 | 0.62 | 1140 | 0.3580 | -| 0.3944 | 0.63 | 1150 | 0.3556 | -| 0.3559 | 0.63 | 1160 | 0.3628 | -| 0.4407 | 0.64 | 1170 | 0.3591 | -| 0.3781 | 0.64 | 1180 | 0.3651 | -| 0.5492 | 0.65 | 1190 | 0.3701 | -| 0.3894 | 0.66 | 1200 | 0.3586 | -| 0.4054 | 0.66 | 1210 | 0.3622 | -| 0.3683 | 0.67 | 1220 | 0.3532 | -| 0.4319 | 0.67 | 1230 | 0.3562 | -| 0.4677 | 0.68 | 1240 | 0.3544 | -| 0.4082 | 0.68 | 1250 | 0.3506 | -| 0.4261 | 0.69 | 1260 | 0.3584 | -| 0.412 | 0.69 | 1270 | 0.3585 | -| 0.4139 | 0.7 | 1280 | 0.3578 | -| 0.4339 | 0.7 | 1290 | 0.3529 | -| 0.3754 | 0.71 | 1300 | 0.3521 | -| 0.3549 | 0.72 | 1310 | 0.3587 | -| 0.4332 | 0.72 | 1320 | 0.3569 | -| 0.4628 | 0.73 | 1330 | 0.3566 | -| 0.4076 | 0.73 | 1340 | 0.3574 | -| 0.3907 | 0.74 | 1350 | 0.3570 | -| 0.4471 | 0.74 | 1360 | 0.3599 | -| 0.3898 | 0.75 | 1370 | 0.3537 | -| 0.4008 | 0.75 | 1380 | 0.3538 | -| 0.3708 | 0.76 | 1390 | 0.3560 | -| 0.3848 | 0.76 | 1400 | 0.3582 | -| 0.4073 | 0.77 | 1410 | 0.3572 | -| 0.4266 | 0.78 | 1420 | 0.3578 | -| 0.342 | 0.78 | 1430 | 0.3607 | -| 0.4467 | 0.79 | 1440 | 0.3566 | -| 0.449 | 0.79 | 1450 | 0.3586 | -| 0.373 | 0.8 | 1460 | 0.3575 | -| 0.3638 | 0.8 | 1470 | 0.3607 | -| 0.3666 | 0.81 | 1480 | 0.3630 | -| 0.4027 | 0.81 | 1490 | 0.3585 | -| 0.3826 | 0.82 | 1500 | 0.3618 | -| 0.349 | 0.82 | 1510 | 0.3542 | -| 0.3585 | 0.83 | 1520 | 0.3573 | -| 0.3956 | 0.84 | 1530 | 0.3584 | -| 0.4161 | 0.84 | 1540 | 0.3554 | -| 0.3888 | 0.85 | 1550 | 0.3574 | -| 0.4755 | 0.85 | 1560 | 0.3563 | -| 0.3941 | 0.86 | 1570 | 0.3564 | -| 0.3672 | 0.86 | 1580 | 0.3510 | -| 0.3774 | 0.87 | 1590 | 0.3564 | -| 0.4097 | 0.87 | 1600 | 0.3590 | -| 0.4384 | 0.88 | 1610 | 0.3592 | -| 0.3568 | 0.88 | 1620 | 0.3570 | -| 0.3606 | 0.89 | 1630 | 0.3563 | -| 0.3942 | 0.9 | 1640 | 0.3564 | -| 0.3737 | 0.9 | 1650 | 0.3555 | -| 0.388 | 0.91 | 1660 | 0.3622 | -| 0.3973 | 0.91 | 1670 | 0.3663 | -| 0.4528 | 0.92 | 1680 | 0.3652 | -| 0.4169 | 0.92 | 1690 | 0.3656 | -| 0.4003 | 0.93 | 1700 | 0.3586 | -| 0.4359 | 0.93 | 1710 | 0.3549 | -| 0.3957 | 0.94 | 1720 | 0.3565 | -| 0.3121 | 0.94 | 1730 | 0.3562 | -| 0.4634 | 0.95 | 1740 | 0.3548 | -| 0.4196 | 0.96 | 1750 | 0.3566 | -| 0.4051 | 0.96 | 1760 | 0.3480 | -| 0.4079 | 0.97 | 1770 | 0.3493 | -| 0.3904 | 0.97 | 1780 | 0.3498 | -| 0.4213 | 0.98 | 1790 | 0.3480 | -| 0.3513 | 0.98 | 1800 | 0.3487 | -| 0.3605 | 0.99 | 1810 | 0.3531 | -| 0.3908 | 0.99 | 1820 | 0.3478 | -| 0.3963 | 1.0 | 1830 | 0.3504 | -| 0.2981 | 1.0 | 1840 | 0.3508 | -| 0.244 | 1.01 | 1850 | 0.3529 | -| 0.3351 | 1.02 | 1860 | 0.3573 | -| 0.3089 | 1.02 | 1870 | 0.3509 | -| 0.2882 | 1.03 | 1880 | 0.3503 | -| 0.3845 | 1.03 | 1890 | 0.3594 | -| 0.3649 | 1.04 | 1900 | 0.3558 | -| 0.3129 | 1.04 | 1910 | 0.3504 | -| 0.3639 | 1.05 | 1920 | 0.3499 | -| 0.3108 | 1.05 | 1930 | 0.3513 | -| 0.3119 | 1.06 | 1940 | 0.3563 | -| 0.3088 | 1.06 | 1950 | 0.3502 | -| 0.3172 | 1.07 | 1960 | 0.3515 | -| 0.2783 | 1.08 | 1970 | 0.3524 | -| 0.3367 | 1.08 | 1980 | 0.3533 | -| 0.3389 | 1.09 | 1990 | 0.3519 | -| 0.3261 | 1.09 | 2000 | 0.3528 | -| 0.294 | 1.1 | 2010 | 0.3509 | -| 0.3139 | 1.1 | 2020 | 0.3552 | -| 0.3563 | 1.11 | 2030 | 0.3545 | -| 0.3013 | 1.11 | 2040 | 0.3557 | -| 0.2824 | 1.12 | 2050 | 0.3621 | -| 0.3213 | 1.12 | 2060 | 0.3617 | -| 0.2534 | 1.13 | 2070 | 0.3623 | -| 0.3133 | 1.14 | 2080 | 0.3600 | -| 0.3254 | 1.14 | 2090 | 0.3599 | -| 0.3298 | 1.15 | 2100 | 0.3634 | -| 0.3461 | 1.15 | 2110 | 0.3663 | -| 0.3169 | 1.16 | 2120 | 0.3674 | -| 0.2836 | 1.16 | 2130 | 0.3611 | -| 0.2919 | 1.17 | 2140 | 0.3619 | -| 0.3061 | 1.17 | 2150 | 0.3543 | -| 0.3791 | 1.18 | 2160 | 0.3534 | -| 0.3295 | 1.18 | 2170 | 0.3527 | -| 0.278 | 1.19 | 2180 | 0.3563 | -| 0.2823 | 1.2 | 2190 | 0.3630 | -| 0.3076 | 1.2 | 2200 | 0.3592 | -| 0.2972 | 1.21 | 2210 | 0.3603 | -| 0.3028 | 1.21 | 2220 | 0.3598 | -| 0.293 | 1.22 | 2230 | 0.3581 | -| 0.2877 | 1.22 | 2240 | 0.3536 | -| 0.287 | 1.23 | 2250 | 0.3537 | -| 0.3334 | 1.23 | 2260 | 0.3592 | -| 0.312 | 1.24 | 2270 | 0.3586 | -| 0.2942 | 1.24 | 2280 | 0.3590 | -| 0.3384 | 1.25 | 2290 | 0.3584 | -| 0.3188 | 1.26 | 2300 | 0.3566 | -| 0.2899 | 1.26 | 2310 | 0.3518 | -| 0.3067 | 1.27 | 2320 | 0.3531 | -| 0.2993 | 1.27 | 2330 | 0.3524 | -| 0.3125 | 1.28 | 2340 | 0.3539 | -| 0.3145 | 1.28 | 2350 | 0.3521 | -| 0.3605 | 1.29 | 2360 | 0.3599 | -| 0.343 | 1.29 | 2370 | 0.3580 | -| 0.3031 | 1.3 | 2380 | 0.3565 | -| 0.3375 | 1.3 | 2390 | 0.3592 | -| 0.3202 | 1.31 | 2400 | 0.3605 | -| 0.3613 | 1.32 | 2410 | 0.3613 | -| 0.3129 | 1.32 | 2420 | 0.3549 | -| 0.3177 | 1.33 | 2430 | 0.3645 | -| 0.2693 | 1.33 | 2440 | 0.3587 | -| 0.3473 | 1.34 | 2450 | 0.3553 | -| 0.3046 | 1.34 | 2460 | 0.3603 | -| 0.3098 | 1.35 | 2470 | 0.3548 | -| 0.3049 | 1.35 | 2480 | 0.3551 | -| 0.3083 | 1.36 | 2490 | 0.3538 | -| 0.318 | 1.36 | 2500 | 0.3562 | -| 0.3556 | 1.37 | 2510 | 0.3620 | -| 0.3283 | 1.38 | 2520 | 0.3590 | -| 0.3079 | 1.38 | 2530 | 0.3562 | -| 0.3403 | 1.39 | 2540 | 0.3567 | -| 0.2614 | 1.39 | 2550 | 0.3575 | -| 0.344 | 1.4 | 2560 | 0.3635 | -| 0.3176 | 1.4 | 2570 | 0.3645 | -| 0.289 | 1.41 | 2580 | 0.3595 | -| 0.3451 | 1.41 | 2590 | 0.3589 | -| 0.3049 | 1.42 | 2600 | 0.3568 | -| 0.3023 | 1.42 | 2610 | 0.3546 | -| 0.3486 | 1.43 | 2620 | 0.3533 | -| 0.3128 | 1.44 | 2630 | 0.3549 | -| 0.3408 | 1.44 | 2640 | 0.3556 | -| 0.3367 | 1.45 | 2650 | 0.3525 | -| 0.3104 | 1.45 | 2660 | 0.3591 | -| 0.3172 | 1.46 | 2670 | 0.3572 | -| 0.2815 | 1.46 | 2680 | 0.3546 | -| 0.303 | 1.47 | 2690 | 0.3528 | -| 0.2742 | 1.47 | 2700 | 0.3550 | -| 0.3429 | 1.48 | 2710 | 0.3603 | -| 0.3815 | 1.48 | 2720 | 0.3585 | -| 0.3168 | 1.49 | 2730 | 0.3614 | -| 0.3783 | 1.5 | 2740 | 0.3603 | -| 0.3258 | 1.5 | 2750 | 0.3556 | -| 0.3911 | 1.51 | 2760 | 0.3560 | -| 0.3445 | 1.51 | 2770 | 0.3506 | -| 0.3428 | 1.52 | 2780 | 0.3548 | -| 0.3081 | 1.52 | 2790 | 0.3557 | -| 0.3422 | 1.53 | 2800 | 0.3499 | -| 0.3149 | 1.53 | 2810 | 0.3522 | -| 0.3092 | 1.54 | 2820 | 0.3544 | -| 0.3578 | 1.54 | 2830 | 0.3547 | -| 0.3064 | 1.55 | 2840 | 0.3527 | -| 0.3613 | 1.56 | 2850 | 0.3562 | -| 0.3341 | 1.56 | 2860 | 0.3555 | -| 0.3293 | 1.57 | 2870 | 0.3498 | -| 0.31 | 1.57 | 2880 | 0.3487 | -| 0.3514 | 1.58 | 2890 | 0.3459 | -| 0.2736 | 1.58 | 2900 | 0.3478 | -| 0.3808 | 1.59 | 2910 | 0.3474 | -| 0.3089 | 1.59 | 2920 | 0.3479 | -| 0.2904 | 1.6 | 2930 | 0.3489 | -| 0.2968 | 1.61 | 2940 | 0.3551 | -| 0.3262 | 1.61 | 2950 | 0.3542 | -| 0.3386 | 1.62 | 2960 | 0.3556 | -| 0.3328 | 1.62 | 2970 | 0.3533 | -| 0.3172 | 1.63 | 2980 | 0.3574 | -| 0.3388 | 1.63 | 2990 | 0.3567 | -| 0.3205 | 1.64 | 3000 | 0.3528 | -| 0.3904 | 1.64 | 3010 | 0.3499 | -| 0.4067 | 1.65 | 3020 | 0.3479 | -| 0.324 | 1.65 | 3030 | 0.3493 | -| 0.3287 | 1.66 | 3040 | 0.3497 | -| 0.3094 | 1.67 | 3050 | 0.3516 | -| 0.2952 | 1.67 | 3060 | 0.3514 | -| 0.3353 | 1.68 | 3070 | 0.3460 | -| 0.3243 | 1.68 | 3080 | 0.3453 | -| 0.3278 | 1.69 | 3090 | 0.3431 | -| 0.2897 | 1.69 | 3100 | 0.3439 | -| 0.4111 | 1.7 | 3110 | 0.3452 | -| 0.3422 | 1.7 | 3120 | 0.3447 | -| 0.3349 | 1.71 | 3130 | 0.3443 | -| 0.3301 | 1.71 | 3140 | 0.3462 | -| 0.3469 | 1.72 | 3150 | 0.3437 | -| 0.3629 | 1.73 | 3160 | 0.3403 | -| 0.3697 | 1.73 | 3170 | 0.3422 | -| 0.3891 | 1.74 | 3180 | 0.3414 | -| 0.3807 | 1.74 | 3190 | 0.3482 | -| 0.3938 | 1.75 | 3200 | 0.3471 | -| 0.288 | 1.75 | 3210 | 0.3441 | -| 0.3157 | 1.76 | 3220 | 0.3482 | -| 0.3096 | 1.76 | 3230 | 0.3563 | -| 0.3262 | 1.77 | 3240 | 0.3486 | -| 0.2811 | 1.77 | 3250 | 0.3448 | -| 0.3355 | 1.78 | 3260 | 0.3444 | -| 0.3318 | 1.79 | 3270 | 0.3469 | -| 0.3499 | 1.79 | 3280 | 0.3488 | -| 0.2975 | 1.8 | 3290 | 0.3508 | -| 0.2846 | 1.8 | 3300 | 0.3515 | -| 0.3097 | 1.81 | 3310 | 0.3513 | -| 0.328 | 1.81 | 3320 | 0.3500 | -| 0.2887 | 1.82 | 3330 | 0.3503 | -| 0.3314 | 1.82 | 3340 | 0.3545 | -| 0.3132 | 1.83 | 3350 | 0.3535 | -| 0.3205 | 1.83 | 3360 | 0.3518 | -| 0.3526 | 1.84 | 3370 | 0.3498 | -| 0.3233 | 1.85 | 3380 | 0.3512 | -| 0.3016 | 1.85 | 3390 | 0.3496 | -| 0.3431 | 1.86 | 3400 | 0.3490 | -| 0.2929 | 1.86 | 3410 | 0.3503 | -| 0.352 | 1.87 | 3420 | 0.3514 | -| 0.3388 | 1.87 | 3430 | 0.3494 | -| 0.329 | 1.88 | 3440 | 0.3494 | -| 0.3587 | 1.88 | 3450 | 0.3468 | -| 0.2894 | 1.89 | 3460 | 0.3487 | -| 0.3193 | 1.89 | 3470 | 0.3468 | -| 0.3213 | 1.9 | 3480 | 0.3466 | -| 0.3577 | 1.91 | 3490 | 0.3444 | -| 0.3858 | 1.91 | 3500 | 0.3462 | -| 0.2905 | 1.92 | 3510 | 0.3489 | -| 0.3048 | 1.92 | 3520 | 0.3488 | -| 0.3296 | 1.93 | 3530 | 0.3486 | -| 0.3082 | 1.93 | 3540 | 0.3470 | -| 0.3168 | 1.94 | 3550 | 0.3461 | -| 0.274 | 1.94 | 3560 | 0.3446 | -| 0.3347 | 1.95 | 3570 | 0.3456 | -| 0.3261 | 1.95 | 3580 | 0.3444 | -| 0.2985 | 1.96 | 3590 | 0.3455 | -| 0.2917 | 1.97 | 3600 | 0.3446 | -| 0.3062 | 1.97 | 3610 | 0.3508 | -| 0.3053 | 1.98 | 3620 | 0.3462 | -| 0.3137 | 1.98 | 3630 | 0.3471 | -| 0.3073 | 1.99 | 3640 | 0.3448 | -| 0.309 | 1.99 | 3650 | 0.3511 | -| 0.2949 | 2.0 | 3660 | 0.3668 | -| 0.2797 | 2.0 | 3670 | 0.3537 | -| 0.2142 | 2.01 | 3680 | 0.3504 | -| 0.2919 | 2.01 | 3690 | 0.3481 | -| 0.2297 | 2.02 | 3700 | 0.3504 | -| 0.2652 | 2.03 | 3710 | 0.3531 | -| 0.2873 | 2.03 | 3720 | 0.3506 | -| 0.204 | 2.04 | 3730 | 0.3553 | -| 0.2636 | 2.04 | 3740 | 0.3590 | -| 0.2742 | 2.05 | 3750 | 0.3587 | -| 0.264 | 2.05 | 3760 | 0.3610 | -| 0.2506 | 2.06 | 3770 | 0.3647 | -| 0.3003 | 2.06 | 3780 | 0.3661 | -| 0.2933 | 2.07 | 3790 | 0.3601 | -| 0.2242 | 2.07 | 3800 | 0.3637 | -| 0.2731 | 2.08 | 3810 | 0.3600 | -| 0.2733 | 2.09 | 3820 | 0.3616 | -| 0.2254 | 2.09 | 3830 | 0.3639 | -| 0.2585 | 2.1 | 3840 | 0.3692 | -| 0.2316 | 2.1 | 3850 | 0.3692 | -| 0.217 | 2.11 | 3860 | 0.3713 | -| 0.3732 | 2.11 | 3870 | 0.3709 | -| 0.2949 | 2.12 | 3880 | 0.3697 | -| 0.2268 | 2.12 | 3890 | 0.3581 | -| 0.2608 | 2.13 | 3900 | 0.3591 | -| 0.2495 | 2.13 | 3910 | 0.3603 | -| 0.2489 | 2.14 | 3920 | 0.3662 | -| 0.2452 | 2.15 | 3930 | 0.3682 | -| 0.2656 | 2.15 | 3940 | 0.3618 | -| 0.2876 | 2.16 | 3950 | 0.3591 | -| 0.2874 | 2.16 | 3960 | 0.3570 | -| 0.2834 | 2.17 | 3970 | 0.3568 | -| 0.2581 | 2.17 | 3980 | 0.3567 | -| 0.2607 | 2.18 | 3990 | 0.3583 | -| 0.2625 | 2.18 | 4000 | 0.3614 | -| 0.2557 | 2.19 | 4010 | 0.3670 | -| 0.2914 | 2.19 | 4020 | 0.3638 | -| 0.2879 | 2.2 | 4030 | 0.3600 | -| 0.2755 | 2.21 | 4040 | 0.3627 | -| 0.2992 | 2.21 | 4050 | 0.3601 | -| 0.2407 | 2.22 | 4060 | 0.3606 | -| 0.2425 | 2.22 | 4070 | 0.3638 | -| 0.2458 | 2.23 | 4080 | 0.3643 | -| 0.2731 | 2.23 | 4090 | 0.3651 | -| 0.2588 | 2.24 | 4100 | 0.3642 | -| 0.2321 | 2.24 | 4110 | 0.3662 | -| 0.293 | 2.25 | 4120 | 0.3641 | -| 0.303 | 2.25 | 4130 | 0.3589 | -| 0.2497 | 2.26 | 4140 | 0.3546 | -| 0.2903 | 2.27 | 4150 | 0.3545 | -| 0.2577 | 2.27 | 4160 | 0.3622 | -| 0.2907 | 2.28 | 4170 | 0.3599 | -| 0.3083 | 2.28 | 4180 | 0.3559 | -| 0.3026 | 2.29 | 4190 | 0.3609 | -| 0.239 | 2.29 | 4200 | 0.3647 | -| 0.2856 | 2.3 | 4210 | 0.3625 | -| 0.2849 | 2.3 | 4220 | 0.3590 | -| 0.2559 | 2.31 | 4230 | 0.3573 | -| 0.3095 | 2.31 | 4240 | 0.3565 | -| 0.3503 | 2.32 | 4250 | 0.3581 | -| 0.2731 | 2.33 | 4260 | 0.3577 | -| 0.2288 | 2.33 | 4270 | 0.3584 | -| 0.2595 | 2.34 | 4280 | 0.3662 | -| 0.279 | 2.34 | 4290 | 0.3603 | -| 0.2558 | 2.35 | 4300 | 0.3578 | -| 0.267 | 2.35 | 4310 | 0.3582 | -| 0.2375 | 2.36 | 4320 | 0.3544 | -| 0.3094 | 2.36 | 4330 | 0.3529 | -| 0.2808 | 2.37 | 4340 | 0.3533 | -| 0.2387 | 2.37 | 4350 | 0.3622 | -| 0.2442 | 2.38 | 4360 | 0.3579 | -| 0.2856 | 2.39 | 4370 | 0.3528 | -| 0.2842 | 2.39 | 4380 | 0.3509 | -| 0.2607 | 2.4 | 4390 | 0.3498 | -| 0.294 | 2.4 | 4400 | 0.3495 | -| 0.295 | 2.41 | 4410 | 0.3528 | -| 0.2967 | 2.41 | 4420 | 0.3548 | -| 0.2556 | 2.42 | 4430 | 0.3582 | -| 0.2636 | 2.42 | 4440 | 0.3600 | -| 0.3152 | 2.43 | 4450 | 0.3595 | -| 0.2606 | 2.43 | 4460 | 0.3566 | -| 0.2557 | 2.44 | 4470 | 0.3535 | -| 0.2904 | 2.45 | 4480 | 0.3546 | -| 0.2368 | 2.45 | 4490 | 0.3573 | -| 0.2452 | 2.46 | 4500 | 0.3547 | -| 0.3049 | 2.46 | 4510 | 0.3555 | -| 0.2927 | 2.47 | 4520 | 0.3553 | -| 0.2869 | 2.47 | 4530 | 0.3549 | -| 0.2494 | 2.48 | 4540 | 0.3527 | -| 0.2885 | 2.48 | 4550 | 0.3514 | -| 0.255 | 2.49 | 4560 | 0.3490 | -| 0.2758 | 2.49 | 4570 | 0.3504 | -| 0.2463 | 2.5 | 4580 | 0.3544 | -| 0.3141 | 2.51 | 4590 | 0.3542 | -| 0.262 | 2.51 | 4600 | 0.3491 | -| 0.301 | 2.52 | 4610 | 0.3500 | -| 0.2733 | 2.52 | 4620 | 0.3536 | -| 0.2654 | 2.53 | 4630 | 0.3542 | -| 0.3164 | 2.53 | 4640 | 0.3529 | -| 0.2377 | 2.54 | 4650 | 0.3516 | -| 0.2516 | 2.54 | 4660 | 0.3540 | -| 0.284 | 2.55 | 4670 | 0.3543 | -| 0.2755 | 2.55 | 4680 | 0.3540 | -| 0.2826 | 2.56 | 4690 | 0.3540 | -| 0.3081 | 2.57 | 4700 | 0.3511 | -| 0.2825 | 2.57 | 4710 | 0.3514 | -| 0.3084 | 2.58 | 4720 | 0.3514 | -| 0.2703 | 2.58 | 4730 | 0.3500 | -| 0.2487 | 2.59 | 4740 | 0.3464 | -| 0.3169 | 2.59 | 4750 | 0.3461 | -| 0.2781 | 2.6 | 4760 | 0.3472 | -| 0.2713 | 2.6 | 4770 | 0.3461 | -| 0.2573 | 2.61 | 4780 | 0.3477 | -| 0.3524 | 2.61 | 4790 | 0.3455 | -| 0.2476 | 2.62 | 4800 | 0.3468 | -| 0.2777 | 2.63 | 4810 | 0.3485 | -| 0.2538 | 2.63 | 4820 | 0.3474 | -| 0.3101 | 2.64 | 4830 | 0.3466 | -| 0.241 | 2.64 | 4840 | 0.3478 | -| 0.3064 | 2.65 | 4850 | 0.3509 | -| 0.2675 | 2.65 | 4860 | 0.3485 | -| 0.2742 | 2.66 | 4870 | 0.3506 | -| 0.2943 | 2.66 | 4880 | 0.3500 | -| 0.2771 | 2.67 | 4890 | 0.3491 | -| 0.2857 | 2.68 | 4900 | 0.3473 | -| 0.2985 | 2.68 | 4910 | 0.3456 | -| 0.2769 | 2.69 | 4920 | 0.3437 | -| 0.2708 | 2.69 | 4930 | 0.3454 | -| 0.3078 | 2.7 | 4940 | 0.3477 | -| 0.2886 | 2.7 | 4950 | 0.3473 | -| 0.3188 | 2.71 | 4960 | 0.3435 | -| 0.2651 | 2.71 | 4970 | 0.3418 | -| 0.2655 | 2.72 | 4980 | 0.3431 | -| 0.2607 | 2.72 | 4990 | 0.3467 | -| 0.2717 | 2.73 | 5000 | 0.3465 | -| 0.2651 | 2.74 | 5010 | 0.3471 | -| 0.303 | 2.74 | 5020 | 0.3491 | -| 0.3085 | 2.75 | 5030 | 0.3515 | -| 0.3041 | 2.75 | 5040 | 0.3486 | -| 0.2509 | 2.76 | 5050 | 0.3468 | -| 0.2731 | 2.76 | 5060 | 0.3487 | -| 0.2996 | 2.77 | 5070 | 0.3493 | -| 0.282 | 2.77 | 5080 | 0.3506 | -| 0.3415 | 2.78 | 5090 | 0.3491 | -| 0.2584 | 2.78 | 5100 | 0.3518 | -| 0.2772 | 2.79 | 5110 | 0.3629 | -| 0.2694 | 2.8 | 5120 | 0.3619 | -| 0.2515 | 2.8 | 5130 | 0.3571 | -| 0.2614 | 2.81 | 5140 | 0.3546 | -| 0.2707 | 2.81 | 5150 | 0.3540 | -| 0.2572 | 2.82 | 5160 | 0.3522 | -| 0.269 | 2.82 | 5170 | 0.3489 | -| 0.2682 | 2.83 | 5180 | 0.3505 | -| 0.2684 | 2.83 | 5190 | 0.3528 | -| 0.3037 | 2.84 | 5200 | 0.3533 | -| 0.2995 | 2.84 | 5210 | 0.3525 | -| 0.2473 | 2.85 | 5220 | 0.3523 | -| 0.2531 | 2.86 | 5230 | 0.3616 | -| 0.3043 | 2.86 | 5240 | 0.3533 | -| 0.254 | 2.87 | 5250 | 0.3482 | -| 0.2985 | 2.87 | 5260 | 0.3499 | -| 0.3016 | 2.88 | 5270 | 0.3507 | -| 0.2831 | 2.88 | 5280 | 0.3488 | -| 0.306 | 2.89 | 5290 | 0.3470 | -| 0.2732 | 2.89 | 5300 | 0.3462 | -| 0.2836 | 2.9 | 5310 | 0.3447 | -| 0.2694 | 2.9 | 5320 | 0.3489 | -| 0.2638 | 2.91 | 5330 | 0.3494 | -| 0.3127 | 2.92 | 5340 | 0.3483 | -| 0.2357 | 2.92 | 5350 | 0.3483 | -| 0.3203 | 2.93 | 5360 | 0.3499 | -| 0.2938 | 2.93 | 5370 | 0.3526 | -| 0.249 | 2.94 | 5380 | 0.3524 | -| 0.3007 | 2.94 | 5390 | 0.3490 | -| 0.2595 | 2.95 | 5400 | 0.3471 | -| 0.2595 | 2.95 | 5410 | 0.3466 | -| 0.2865 | 2.96 | 5420 | 0.3483 | -| 0.2503 | 2.96 | 5430 | 0.3471 | -| 0.3101 | 2.97 | 5440 | 0.3447 | -| 0.2654 | 2.98 | 5450 | 0.3468 | -| 0.3048 | 2.98 | 5460 | 0.3487 | -| 0.306 | 2.99 | 5470 | 0.3497 | -| 0.3168 | 2.99 | 5480 | 0.3467 | -| 0.2406 | 3.0 | 5490 | 0.3463 | -| 0.2487 | 3.0 | 5500 | 0.3448 | -| 0.2358 | 3.01 | 5510 | 0.3458 | -| 0.2061 | 3.01 | 5520 | 0.3481 | -| 0.2175 | 3.02 | 5530 | 0.3507 | -| 0.2135 | 3.02 | 5540 | 0.3532 | -| 0.2119 | 3.03 | 5550 | 0.3560 | -| 0.2466 | 3.04 | 5560 | 0.3607 | -| 0.2221 | 3.04 | 5570 | 0.3650 | -| 0.248 | 3.05 | 5580 | 0.3668 | -| 0.2382 | 3.05 | 5590 | 0.3629 | -| 0.2542 | 3.06 | 5600 | 0.3633 | -| 0.223 | 3.06 | 5610 | 0.3623 | -| 0.1948 | 3.07 | 5620 | 0.3628 | -| 0.2234 | 3.07 | 5630 | 0.3639 | -| 0.2199 | 3.08 | 5640 | 0.3648 | -| 0.2091 | 3.08 | 5650 | 0.3716 | -| 0.2621 | 3.09 | 5660 | 0.3735 | -| 0.2328 | 3.1 | 5670 | 0.3686 | -| 0.232 | 3.1 | 5680 | 0.3615 | -| 0.2173 | 3.11 | 5690 | 0.3602 | -| 0.2132 | 3.11 | 5700 | 0.3605 | -| 0.2399 | 3.12 | 5710 | 0.3597 | -| 0.2187 | 3.12 | 5720 | 0.3631 | -| 0.2199 | 3.13 | 5730 | 0.3649 | -| 0.2715 | 3.13 | 5740 | 0.3620 | -| 0.2276 | 3.14 | 5750 | 0.3599 | -| 0.1982 | 3.14 | 5760 | 0.3621 | -| 0.2406 | 3.15 | 5770 | 0.3627 | -| 0.2299 | 3.16 | 5780 | 0.3650 | -| 0.2246 | 3.16 | 5790 | 0.3649 | -| 0.2038 | 3.17 | 5800 | 0.3637 | -| 0.2274 | 3.17 | 5810 | 0.3655 | -| 0.2518 | 3.18 | 5820 | 0.3657 | -| 0.2337 | 3.18 | 5830 | 0.3653 | -| 0.2631 | 3.19 | 5840 | 0.3624 | -| 0.2393 | 3.19 | 5850 | 0.3609 | -| 0.2488 | 3.2 | 5860 | 0.3628 | -| 0.2355 | 3.2 | 5870 | 0.3651 | -| 0.2594 | 3.21 | 5880 | 0.3624 | -| 0.2205 | 3.22 | 5890 | 0.3623 | -| 0.2615 | 3.22 | 5900 | 0.3612 | -| 0.1893 | 3.23 | 5910 | 0.3617 | -| 0.241 | 3.23 | 5920 | 0.3592 | -| 0.1892 | 3.24 | 5930 | 0.3599 | -| 0.2502 | 3.24 | 5940 | 0.3607 | -| 0.264 | 3.25 | 5950 | 0.3621 | -| 0.2141 | 3.25 | 5960 | 0.3594 | -| 0.2186 | 3.26 | 5970 | 0.3616 | -| 0.2075 | 3.26 | 5980 | 0.3649 | -| 0.2433 | 3.27 | 5990 | 0.3652 | -| 0.2296 | 3.28 | 6000 | 0.3654 | -| 0.2333 | 3.28 | 6010 | 0.3631 | -| 0.2314 | 3.29 | 6020 | 0.3615 | -| 0.2396 | 3.29 | 6030 | 0.3589 | -| 0.2113 | 3.3 | 6040 | 0.3585 | -| 0.2545 | 3.3 | 6050 | 0.3591 | -| 0.2079 | 3.31 | 6060 | 0.3605 | -| 0.2262 | 3.31 | 6070 | 0.3649 | -| 0.2121 | 3.32 | 6080 | 0.3635 | -| 0.2303 | 3.32 | 6090 | 0.3599 | -| 0.2408 | 3.33 | 6100 | 0.3592 | -| 0.2488 | 3.34 | 6110 | 0.3619 | -| 0.2161 | 3.34 | 6120 | 0.3645 | -| 0.2515 | 3.35 | 6130 | 0.3627 | -| 0.2063 | 3.35 | 6140 | 0.3628 | -| 0.2523 | 3.36 | 6150 | 0.3635 | -| 0.286 | 3.36 | 6160 | 0.3629 | -| 0.2408 | 3.37 | 6170 | 0.3614 | -| 0.2382 | 3.37 | 6180 | 0.3625 | -| 0.2464 | 3.38 | 6190 | 0.3639 | -| 0.2357 | 3.38 | 6200 | 0.3602 | -| 0.2167 | 3.39 | 6210 | 0.3596 | -| 0.2363 | 3.4 | 6220 | 0.3615 | -| 0.2087 | 3.4 | 6230 | 0.3620 | -| 0.2586 | 3.41 | 6240 | 0.3627 | -| 0.22 | 3.41 | 6250 | 0.3648 | -| 0.2429 | 3.42 | 6260 | 0.3620 | -| 0.2247 | 3.42 | 6270 | 0.3609 | -| 0.2124 | 3.43 | 6280 | 0.3622 | -| 0.2363 | 3.43 | 6290 | 0.3627 | -| 0.209 | 3.44 | 6300 | 0.3615 | -| 0.2378 | 3.44 | 6310 | 0.3630 | -| 0.2345 | 3.45 | 6320 | 0.3641 | -| 0.2225 | 3.46 | 6330 | 0.3648 | -| 0.2365 | 3.46 | 6340 | 0.3684 | -| 0.2563 | 3.47 | 6350 | 0.3720 | -| 0.282 | 3.47 | 6360 | 0.3696 | -| 0.2388 | 3.48 | 6370 | 0.3662 | -| 0.2547 | 3.48 | 6380 | 0.3647 | -| 0.2702 | 3.49 | 6390 | 0.3634 | -| 0.2403 | 3.49 | 6400 | 0.3635 | -| 0.2632 | 3.5 | 6410 | 0.3661 | -| 0.2184 | 3.5 | 6420 | 0.3630 | -| 0.2508 | 3.51 | 6430 | 0.3619 | -| 0.2851 | 3.52 | 6440 | 0.3611 | -| 0.218 | 3.52 | 6450 | 0.3595 | -| 0.3321 | 3.53 | 6460 | 0.3592 | -| 0.2624 | 3.53 | 6470 | 0.3613 | -| 0.2778 | 3.54 | 6480 | 0.3614 | -| 0.2646 | 3.54 | 6490 | 0.3609 | -| 0.2769 | 3.55 | 6500 | 0.3607 | -| 0.2548 | 3.55 | 6510 | 0.3567 | -| 0.2469 | 3.56 | 6520 | 0.3556 | -| 0.2276 | 3.56 | 6530 | 0.3574 | -| 0.28 | 3.57 | 6540 | 0.3569 | -| 0.2689 | 3.58 | 6550 | 0.3563 | -| 0.2349 | 3.58 | 6560 | 0.3554 | -| 0.2245 | 3.59 | 6570 | 0.3570 | -| 0.2587 | 3.59 | 6580 | 0.3593 | -| 0.2724 | 3.6 | 6590 | 0.3580 | -| 0.2631 | 3.6 | 6600 | 0.3593 | -| 0.2901 | 3.61 | 6610 | 0.3561 | -| 0.2883 | 3.61 | 6620 | 0.3550 | -| 0.2563 | 3.62 | 6630 | 0.3556 | -| 0.2381 | 3.62 | 6640 | 0.3553 | -| 0.2435 | 3.63 | 6650 | 0.3561 | -| 0.2707 | 3.64 | 6660 | 0.3546 | -| 0.2515 | 3.64 | 6670 | 0.3572 | -| 0.2625 | 3.65 | 6680 | 0.3589 | -| 0.2505 | 3.65 | 6690 | 0.3570 | -| 0.2288 | 3.66 | 6700 | 0.3555 | -| 0.2439 | 3.66 | 6710 | 0.3536 | -| 0.2518 | 3.67 | 6720 | 0.3541 | -| 0.2201 | 3.67 | 6730 | 0.3535 | -| 0.2144 | 3.68 | 6740 | 0.3539 | -| 0.2526 | 3.69 | 6750 | 0.3555 | -| 0.2535 | 3.69 | 6760 | 0.3542 | -| 0.2471 | 3.7 | 6770 | 0.3538 | -| 0.252 | 3.7 | 6780 | 0.3533 | -| 0.2326 | 3.71 | 6790 | 0.3526 | -| 0.2617 | 3.71 | 6800 | 0.3544 | -| 0.2557 | 3.72 | 6810 | 0.3573 | -| 0.2681 | 3.72 | 6820 | 0.3589 | -| 0.236 | 3.73 | 6830 | 0.3610 | -| 0.2972 | 3.73 | 6840 | 0.3581 | -| 0.264 | 3.74 | 6850 | 0.3564 | -| 0.2573 | 3.75 | 6860 | 0.3593 | -| 0.254 | 3.75 | 6870 | 0.3609 | -| 0.2341 | 3.76 | 6880 | 0.3617 | -| 0.2522 | 3.76 | 6890 | 0.3588 | -| 0.2682 | 3.77 | 6900 | 0.3555 | -| 0.2379 | 3.77 | 6910 | 0.3544 | -| 0.2581 | 3.78 | 6920 | 0.3529 | -| 0.2372 | 3.78 | 6930 | 0.3551 | -| 0.2696 | 3.79 | 6940 | 0.3568 | -| 0.2433 | 3.79 | 6950 | 0.3562 | -| 0.2341 | 3.8 | 6960 | 0.3561 | -| 0.2349 | 3.81 | 6970 | 0.3583 | -| 0.2848 | 3.81 | 6980 | 0.3558 | -| 0.269 | 3.82 | 6990 | 0.3506 | -| 0.2495 | 3.82 | 7000 | 0.3492 | -| 0.2285 | 3.83 | 7010 | 0.3501 | -| 0.2089 | 3.83 | 7020 | 0.3520 | -| 0.2704 | 3.84 | 7030 | 0.3552 | -| 0.2199 | 3.84 | 7040 | 0.3597 | -| 0.2386 | 3.85 | 7050 | 0.3608 | -| 0.2605 | 3.85 | 7060 | 0.3586 | -| 0.3199 | 3.86 | 7070 | 0.3567 | -| 0.2424 | 3.87 | 7080 | 0.3550 | -| 0.271 | 3.87 | 7090 | 0.3546 | -| 0.2449 | 3.88 | 7100 | 0.3544 | -| 0.2996 | 3.88 | 7110 | 0.3552 | -| 0.2312 | 3.89 | 7120 | 0.3546 | -| 0.2394 | 3.89 | 7130 | 0.3563 | -| 0.2509 | 3.9 | 7140 | 0.3579 | -| 0.3389 | 3.9 | 7150 | 0.3576 | -| 0.2285 | 3.91 | 7160 | 0.3572 | -| 0.2386 | 3.91 | 7170 | 0.3580 | -| 0.2746 | 3.92 | 7180 | 0.3566 | -| 0.2437 | 3.93 | 7190 | 0.3552 | -| 0.241 | 3.93 | 7200 | 0.3545 | -| 0.2216 | 3.94 | 7210 | 0.3573 | -| 0.241 | 3.94 | 7220 | 0.3578 | -| 0.2413 | 3.95 | 7230 | 0.3577 | -| 0.2649 | 3.95 | 7240 | 0.3552 | -| 0.2426 | 3.96 | 7250 | 0.3549 | -| 0.2638 | 3.96 | 7260 | 0.3541 | -| 0.2337 | 3.97 | 7270 | 0.3519 | -| 0.2627 | 3.97 | 7280 | 0.3507 | -| 0.2359 | 3.98 | 7290 | 0.3497 | -| 0.2778 | 3.99 | 7300 | 0.3503 | -| 0.2606 | 3.99 | 7310 | 0.3463 | -| 0.2701 | 4.0 | 7320 | 0.3450 | -| 0.2122 | 4.0 | 7330 | 0.3454 | -| 0.2344 | 4.01 | 7340 | 0.3472 | -| 0.2039 | 4.01 | 7350 | 0.3486 | -| 0.2175 | 4.02 | 7360 | 0.3497 | -| 0.2416 | 4.02 | 7370 | 0.3501 | -| 0.2526 | 4.03 | 7380 | 0.3511 | -| 0.2106 | 4.03 | 7390 | 0.3527 | -| 0.1821 | 4.04 | 7400 | 0.3552 | -| 0.188 | 4.05 | 7410 | 0.3580 | -| 0.1898 | 4.05 | 7420 | 0.3607 | -| 0.2175 | 4.06 | 7430 | 0.3601 | -| 0.1886 | 4.06 | 7440 | 0.3607 | -| 0.2124 | 4.07 | 7450 | 0.3629 | -| 0.1884 | 4.07 | 7460 | 0.3662 | -| 0.1943 | 4.08 | 7470 | 0.3680 | -| 0.1846 | 4.08 | 7480 | 0.3676 | -| 0.2102 | 4.09 | 7490 | 0.3666 | -| 0.2226 | 4.09 | 7500 | 0.3668 | -| 0.2176 | 4.1 | 7510 | 0.3680 | -| 0.1702 | 4.11 | 7520 | 0.3727 | -| 0.2048 | 4.11 | 7530 | 0.3738 | -| 0.2397 | 4.12 | 7540 | 0.3749 | -| 0.2072 | 4.12 | 7550 | 0.3768 | -| 0.1807 | 4.13 | 7560 | 0.3770 | -| 0.2146 | 4.13 | 7570 | 0.3765 | -| 0.199 | 4.14 | 7580 | 0.3801 | -| 0.2046 | 4.14 | 7590 | 0.3786 | -| 0.2403 | 4.15 | 7600 | 0.3751 | -| 0.2016 | 4.15 | 7610 | 0.3758 | -| 0.213 | 4.16 | 7620 | 0.3768 | -| 0.2035 | 4.17 | 7630 | 0.3759 | -| 0.2397 | 4.17 | 7640 | 0.3734 | -| 0.2247 | 4.18 | 7650 | 0.3736 | -| 0.216 | 4.18 | 7660 | 0.3764 | -| 0.2439 | 4.19 | 7670 | 0.3744 | -| 0.1862 | 4.19 | 7680 | 0.3745 | -| 0.2036 | 4.2 | 7690 | 0.3751 | -| 0.2035 | 4.2 | 7700 | 0.3763 | -| 0.1845 | 4.21 | 7710 | 0.3727 | -| 0.1986 | 4.21 | 7720 | 0.3728 | -| 0.1874 | 4.22 | 7730 | 0.3771 | -| 0.1812 | 4.23 | 7740 | 0.3782 | -| 0.1971 | 4.23 | 7750 | 0.3806 | -| 0.2071 | 4.24 | 7760 | 0.3808 | -| 0.2347 | 4.24 | 7770 | 0.3809 | -| 0.2354 | 4.25 | 7780 | 0.3813 | -| 0.2228 | 4.25 | 7790 | 0.3799 | -| 0.1931 | 4.26 | 7800 | 0.3812 | -| 0.2165 | 4.26 | 7810 | 0.3798 | -| 0.2156 | 4.27 | 7820 | 0.3808 | -| 0.2141 | 4.27 | 7830 | 0.3837 | -| 0.2304 | 4.28 | 7840 | 0.3833 | -| 0.2324 | 4.29 | 7850 | 0.3800 | -| 0.2234 | 4.29 | 7860 | 0.3755 | -| 0.2338 | 4.3 | 7870 | 0.3742 | -| 0.227 | 4.3 | 7880 | 0.3729 | -| 0.2341 | 4.31 | 7890 | 0.3734 | -| 0.1996 | 4.31 | 7900 | 0.3739 | -| 0.2337 | 4.32 | 7910 | 0.3737 | -| 0.2241 | 4.32 | 7920 | 0.3737 | -| 0.2215 | 4.33 | 7930 | 0.3725 | -| 0.2204 | 4.33 | 7940 | 0.3751 | -| 0.2198 | 4.34 | 7950 | 0.3780 | -| 0.2105 | 4.35 | 7960 | 0.3810 | -| 0.2609 | 4.35 | 7970 | 0.3814 | -| 0.238 | 4.36 | 7980 | 0.3767 | -| 0.228 | 4.36 | 7990 | 0.3766 | -| 0.2268 | 4.37 | 8000 | 0.3741 | -| 0.2312 | 4.37 | 8010 | 0.3723 | -| 0.2051 | 4.38 | 8020 | 0.3703 | -| 0.1978 | 4.38 | 8030 | 0.3726 | -| 0.2204 | 4.39 | 8040 | 0.3749 | -| 0.2028 | 4.39 | 8050 | 0.3736 | -| 0.2194 | 4.4 | 8060 | 0.3723 | -| 0.2452 | 4.41 | 8070 | 0.3706 | -| 0.2006 | 4.41 | 8080 | 0.3699 | -| 0.2026 | 4.42 | 8090 | 0.3733 | -| 0.2313 | 4.42 | 8100 | 0.3753 | -| 0.1993 | 4.43 | 8110 | 0.3752 | -| 0.2174 | 4.43 | 8120 | 0.3722 | -| 0.2274 | 4.44 | 8130 | 0.3713 | -| 0.2218 | 4.44 | 8140 | 0.3701 | -| 0.2072 | 4.45 | 8150 | 0.3703 | -| 0.2 | 4.45 | 8160 | 0.3738 | -| 0.2193 | 4.46 | 8170 | 0.3739 | -| 0.2399 | 4.47 | 8180 | 0.3712 | -| 0.216 | 4.47 | 8190 | 0.3691 | -| 0.2152 | 4.48 | 8200 | 0.3716 | -| 0.2081 | 4.48 | 8210 | 0.3718 | -| 0.2202 | 4.49 | 8220 | 0.3710 | -| 0.2425 | 4.49 | 8230 | 0.3702 | -| 0.1899 | 4.5 | 8240 | 0.3714 | -| 0.2591 | 4.5 | 8250 | 0.3712 | -| 0.2051 | 4.51 | 8260 | 0.3718 | -| 0.2063 | 4.51 | 8270 | 0.3699 | -| 0.2386 | 4.52 | 8280 | 0.3683 | -| 0.2459 | 4.53 | 8290 | 0.3682 | -| 0.2287 | 4.53 | 8300 | 0.3700 | -| 0.2125 | 4.54 | 8310 | 0.3698 | -| 0.2205 | 4.54 | 8320 | 0.3675 | -| 0.2154 | 4.55 | 8330 | 0.3659 | -| 0.2213 | 4.55 | 8340 | 0.3658 | -| 0.2135 | 4.56 | 8350 | 0.3684 | -| 0.2185 | 4.56 | 8360 | 0.3686 | -| 0.1864 | 4.57 | 8370 | 0.3681 | -| 0.2167 | 4.57 | 8380 | 0.3683 | -| 0.1992 | 4.58 | 8390 | 0.3687 | -| 0.2101 | 4.59 | 8400 | 0.3712 | -| 0.2377 | 4.59 | 8410 | 0.3706 | -| 0.244 | 4.6 | 8420 | 0.3691 | -| 0.211 | 4.6 | 8430 | 0.3688 | -| 0.2367 | 4.61 | 8440 | 0.3665 | -| 0.2219 | 4.61 | 8450 | 0.3638 | -| 0.2239 | 4.62 | 8460 | 0.3645 | -| 0.2457 | 4.62 | 8470 | 0.3656 | -| 0.2155 | 4.63 | 8480 | 0.3663 | -| 0.2621 | 4.63 | 8490 | 0.3662 | -| 0.2381 | 4.64 | 8500 | 0.3660 | -| 0.2237 | 4.65 | 8510 | 0.3656 | -| 0.1811 | 4.65 | 8520 | 0.3664 | -| 0.2145 | 4.66 | 8530 | 0.3670 | -| 0.2718 | 4.66 | 8540 | 0.3686 | -| 0.1972 | 4.67 | 8550 | 0.3694 | -| 0.2122 | 4.67 | 8560 | 0.3698 | -| 0.2126 | 4.68 | 8570 | 0.3675 | -| 0.2234 | 4.68 | 8580 | 0.3679 | -| 0.2066 | 4.69 | 8590 | 0.3689 | -| 0.2262 | 4.69 | 8600 | 0.3691 | -| 0.1874 | 4.7 | 8610 | 0.3688 | -| 0.1938 | 4.71 | 8620 | 0.3679 | -| 0.2174 | 4.71 | 8630 | 0.3679 | -| 0.2373 | 4.72 | 8640 | 0.3683 | -| 0.2538 | 4.72 | 8650 | 0.3653 | -| 0.2317 | 4.73 | 8660 | 0.3662 | -| 0.2455 | 4.73 | 8670 | 0.3655 | -| 0.2362 | 4.74 | 8680 | 0.3646 | -| 0.2226 | 4.74 | 8690 | 0.3657 | -| 0.2328 | 4.75 | 8700 | 0.3658 | -| 0.2357 | 4.76 | 8710 | 0.3654 | -| 0.2013 | 4.76 | 8720 | 0.3644 | -| 0.2482 | 4.77 | 8730 | 0.3641 | -| 0.2099 | 4.77 | 8740 | 0.3628 | -| 0.2235 | 4.78 | 8750 | 0.3631 | -| 0.245 | 4.78 | 8760 | 0.3630 | -| 0.2273 | 4.79 | 8770 | 0.3625 | -| 0.2447 | 4.79 | 8780 | 0.3623 | -| 0.2543 | 4.8 | 8790 | 0.3626 | -| 0.2029 | 4.8 | 8800 | 0.3633 | -| 0.2158 | 4.81 | 8810 | 0.3636 | -| 0.2513 | 4.82 | 8820 | 0.3630 | -| 0.2038 | 4.82 | 8830 | 0.3621 | -| 0.2197 | 4.83 | 8840 | 0.3622 | -| 0.3035 | 4.83 | 8850 | 0.3627 | -| 0.2505 | 4.84 | 8860 | 0.3630 | -| 0.2228 | 4.84 | 8870 | 0.3629 | -| 0.2304 | 4.85 | 8880 | 0.3629 | -| 0.2155 | 4.85 | 8890 | 0.3620 | -| 0.2559 | 4.86 | 8900 | 0.3609 | -| 0.2129 | 4.86 | 8910 | 0.3598 | -| 0.2283 | 4.87 | 8920 | 0.3595 | -| 0.2245 | 4.88 | 8930 | 0.3589 | -| 0.2537 | 4.88 | 8940 | 0.3581 | -| 0.2524 | 4.89 | 8950 | 0.3579 | -| 0.2017 | 4.89 | 8960 | 0.3596 | -| 0.231 | 4.9 | 8970 | 0.3618 | -| 0.2015 | 4.9 | 8980 | 0.3620 | -| 0.2301 | 4.91 | 8990 | 0.3613 | -| 0.2383 | 4.91 | 9000 | 0.3596 | -| 0.2697 | 4.92 | 9010 | 0.3570 | -| 0.205 | 4.92 | 9020 | 0.3564 | -| 0.2141 | 4.93 | 9030 | 0.3563 | -| 0.2308 | 4.94 | 9040 | 0.3568 | -| 0.2044 | 4.94 | 9050 | 0.3597 | -| 0.2058 | 4.95 | 9060 | 0.3581 | -| 0.2324 | 4.95 | 9070 | 0.3570 | -| 0.2519 | 4.96 | 9080 | 0.3569 | -| 0.2078 | 4.96 | 9090 | 0.3572 | -| 0.2283 | 4.97 | 9100 | 0.3574 | -| 0.1941 | 4.97 | 9110 | 0.3584 | -| 0.2434 | 4.98 | 9120 | 0.3581 | -| 0.2023 | 4.98 | 9130 | 0.3591 | -| 0.2319 | 4.99 | 9140 | 0.3593 | -| 0.2252 | 5.0 | 9150 | 0.3584 | -| 0.2415 | 5.0 | 9160 | 0.3566 | -| 0.2132 | 5.01 | 9170 | 0.3568 | -| 0.1917 | 5.01 | 9180 | 0.3562 | -| 0.2257 | 5.02 | 9190 | 0.3554 | -| 0.1985 | 5.02 | 9200 | 0.3562 | -| 0.186 | 5.03 | 9210 | 0.3589 | -| 0.199 | 5.03 | 9220 | 0.3588 | -| 0.1602 | 5.04 | 9230 | 0.3593 | -| 0.1979 | 5.04 | 9240 | 0.3608 | -| 0.1959 | 5.05 | 9250 | 0.3619 | -| 0.1588 | 5.06 | 9260 | 0.3628 | -| 0.1626 | 5.06 | 9270 | 0.3648 | -| 0.1821 | 5.07 | 9280 | 0.3672 | -| 0.1762 | 5.07 | 9290 | 0.3689 | -| 0.1799 | 5.08 | 9300 | 0.3690 | -| 0.1629 | 5.08 | 9310 | 0.3688 | -| 0.1984 | 5.09 | 9320 | 0.3692 | -| 0.1848 | 5.09 | 9330 | 0.3713 | -| 0.2176 | 5.1 | 9340 | 0.3715 | -| 0.1628 | 5.1 | 9350 | 0.3708 | -| 0.1984 | 5.11 | 9360 | 0.3718 | -| 0.2184 | 5.12 | 9370 | 0.3724 | -| 0.1802 | 5.12 | 9380 | 0.3731 | -| 0.1689 | 5.13 | 9390 | 0.3729 | -| 0.2153 | 5.13 | 9400 | 0.3730 | -| 0.2021 | 5.14 | 9410 | 0.3740 | -| 0.1889 | 5.14 | 9420 | 0.3746 | -| 0.177 | 5.15 | 9430 | 0.3751 | -| 0.2025 | 5.15 | 9440 | 0.3761 | -| 0.1927 | 5.16 | 9450 | 0.3774 | -| 0.2067 | 5.16 | 9460 | 0.3772 | -| 0.1988 | 5.17 | 9470 | 0.3774 | -| 0.2087 | 5.18 | 9480 | 0.3772 | -| 0.1735 | 5.18 | 9490 | 0.3776 | -| 0.1844 | 5.19 | 9500 | 0.3792 | -| 0.2326 | 5.19 | 9510 | 0.3799 | -| 0.2059 | 5.2 | 9520 | 0.3775 | -| 0.1655 | 5.2 | 9530 | 0.3780 | -| 0.2025 | 5.21 | 9540 | 0.3794 | -| 0.1892 | 5.21 | 9550 | 0.3782 | -| 0.1603 | 5.22 | 9560 | 0.3780 | -| 0.211 | 5.22 | 9570 | 0.3767 | -| 0.2095 | 5.23 | 9580 | 0.3768 | -| 0.1966 | 5.24 | 9590 | 0.3760 | -| 0.2047 | 5.24 | 9600 | 0.3755 | -| 0.2104 | 5.25 | 9610 | 0.3762 | -| 0.1837 | 5.25 | 9620 | 0.3768 | -| 0.225 | 5.26 | 9630 | 0.3770 | -| 0.2422 | 5.26 | 9640 | 0.3746 | -| 0.1982 | 5.27 | 9650 | 0.3737 | -| 0.1813 | 5.27 | 9660 | 0.3752 | -| 0.1764 | 5.28 | 9670 | 0.3782 | -| 0.1918 | 5.28 | 9680 | 0.3798 | -| 0.1898 | 5.29 | 9690 | 0.3810 | -| 0.1982 | 5.3 | 9700 | 0.3814 | -| 0.1723 | 5.3 | 9710 | 0.3825 | -| 0.1654 | 5.31 | 9720 | 0.3824 | -| 0.179 | 5.31 | 9730 | 0.3828 | -| 0.2019 | 5.32 | 9740 | 0.3822 | -| 0.2699 | 5.32 | 9750 | 0.3799 | -| 0.1971 | 5.33 | 9760 | 0.3796 | -| 0.1917 | 5.33 | 9770 | 0.3793 | -| 0.1962 | 5.34 | 9780 | 0.3784 | -| 0.1843 | 5.34 | 9790 | 0.3791 | -| 0.198 | 5.35 | 9800 | 0.3809 | -| 0.1861 | 5.36 | 9810 | 0.3784 | -| 0.1804 | 5.36 | 9820 | 0.3771 | -| 0.2205 | 5.37 | 9830 | 0.3767 | -| 0.1897 | 5.37 | 9840 | 0.3750 | -| 0.194 | 5.38 | 9850 | 0.3753 | -| 0.2141 | 5.38 | 9860 | 0.3755 | -| 0.1989 | 5.39 | 9870 | 0.3758 | -| 0.2012 | 5.39 | 9880 | 0.3769 | -| 0.1792 | 5.4 | 9890 | 0.3774 | -| 0.1836 | 5.4 | 9900 | 0.3775 | -| 0.1993 | 5.41 | 9910 | 0.3785 | -| 0.1903 | 5.42 | 9920 | 0.3787 | -| 0.1738 | 5.42 | 9930 | 0.3785 | -| 0.2244 | 5.43 | 9940 | 0.3783 | -| 0.1963 | 5.43 | 9950 | 0.3775 | -| 0.211 | 5.44 | 9960 | 0.3771 | -| 0.2011 | 5.44 | 9970 | 0.3775 | -| 0.1682 | 5.45 | 9980 | 0.3786 | -| 0.2043 | 5.45 | 9990 | 0.3798 | -| 0.1863 | 5.46 | 10000 | 0.3793 | -| 0.1839 | 5.46 | 10010 | 0.3787 | -| 0.2515 | 5.47 | 10020 | 0.3790 | -| 0.2116 | 5.48 | 10030 | 0.3790 | -| 0.2129 | 5.48 | 10040 | 0.3785 | -| 0.2046 | 5.49 | 10050 | 0.3771 | -| 0.2222 | 5.49 | 10060 | 0.3773 | -| 0.2078 | 5.5 | 10070 | 0.3767 | -| 0.1941 | 5.5 | 10080 | 0.3755 | -| 0.1972 | 5.51 | 10090 | 0.3751 | -| 0.1933 | 5.51 | 10100 | 0.3777 | -| 0.1954 | 5.52 | 10110 | 0.3783 | -| 0.196 | 5.52 | 10120 | 0.3769 | -| 0.2236 | 5.53 | 10130 | 0.3742 | -| 0.2103 | 5.54 | 10140 | 0.3728 | -| 0.1898 | 5.54 | 10150 | 0.3731 | -| 0.174 | 5.55 | 10160 | 0.3731 | -| 0.1823 | 5.55 | 10170 | 0.3745 | -| 0.1916 | 5.56 | 10180 | 0.3767 | -| 0.1765 | 5.56 | 10190 | 0.3770 | -| 0.2 | 5.57 | 10200 | 0.3776 | -| 0.1667 | 5.57 | 10210 | 0.3781 | -| 0.2111 | 5.58 | 10220 | 0.3778 | -| 0.1991 | 5.58 | 10230 | 0.3774 | -| 0.2054 | 5.59 | 10240 | 0.3762 | -| 0.2078 | 5.6 | 10250 | 0.3757 | -| 0.2012 | 5.6 | 10260 | 0.3757 | -| 0.2026 | 5.61 | 10270 | 0.3751 | -| 0.195 | 5.61 | 10280 | 0.3744 | -| 0.1885 | 5.62 | 10290 | 0.3742 | -| 0.2105 | 5.62 | 10300 | 0.3741 | -| 0.2054 | 5.63 | 10310 | 0.3744 | -| 0.2093 | 5.63 | 10320 | 0.3740 | -| 0.1804 | 5.64 | 10330 | 0.3749 | -| 0.2015 | 5.64 | 10340 | 0.3740 | -| 0.1935 | 5.65 | 10350 | 0.3726 | -| 0.2233 | 5.66 | 10360 | 0.3720 | -| 0.2051 | 5.66 | 10370 | 0.3719 | -| 0.2078 | 5.67 | 10380 | 0.3713 | -| 0.2107 | 5.67 | 10390 | 0.3715 | -| 0.2143 | 5.68 | 10400 | 0.3713 | -| 0.2509 | 5.68 | 10410 | 0.3732 | -| 0.2209 | 5.69 | 10420 | 0.3746 | -| 0.1809 | 5.69 | 10430 | 0.3758 | -| 0.1913 | 5.7 | 10440 | 0.3782 | -| 0.1893 | 5.7 | 10450 | 0.3778 | -| 0.2104 | 5.71 | 10460 | 0.3765 | -| 0.2279 | 5.72 | 10470 | 0.3755 | -| 0.1841 | 5.72 | 10480 | 0.3750 | -| 0.2159 | 5.73 | 10490 | 0.3745 | -| 0.227 | 5.73 | 10500 | 0.3745 | -| 0.1546 | 5.74 | 10510 | 0.3744 | -| 0.2139 | 5.74 | 10520 | 0.3744 | -| 0.1892 | 5.75 | 10530 | 0.3750 | -| 0.1803 | 5.75 | 10540 | 0.3748 | -| 0.1882 | 5.76 | 10550 | 0.3750 | -| 0.2005 | 5.76 | 10560 | 0.3755 | -| 0.2244 | 5.77 | 10570 | 0.3750 | -| 0.1915 | 5.78 | 10580 | 0.3755 | -| 0.183 | 5.78 | 10590 | 0.3763 | -| 0.1927 | 5.79 | 10600 | 0.3773 | -| 0.1929 | 5.79 | 10610 | 0.3769 | -| 0.2246 | 5.8 | 10620 | 0.3753 | -| 0.1777 | 5.8 | 10630 | 0.3744 | -| 0.1912 | 5.81 | 10640 | 0.3737 | -| 0.1875 | 5.81 | 10650 | 0.3736 | -| 0.2377 | 5.82 | 10660 | 0.3727 | -| 0.2052 | 5.83 | 10670 | 0.3721 | -| 0.2132 | 5.83 | 10680 | 0.3728 | -| 0.2029 | 5.84 | 10690 | 0.3727 | -| 0.1883 | 5.84 | 10700 | 0.3723 | -| 0.1989 | 5.85 | 10710 | 0.3714 | -| 0.2239 | 5.85 | 10720 | 0.3712 | -| 0.1782 | 5.86 | 10730 | 0.3713 | -| 0.1929 | 5.86 | 10740 | 0.3716 | -| 0.2292 | 5.87 | 10750 | 0.3718 | -| 0.2018 | 5.87 | 10760 | 0.3722 | -| 0.2116 | 5.88 | 10770 | 0.3727 | -| 0.2222 | 5.89 | 10780 | 0.3734 | -| 0.1704 | 5.89 | 10790 | 0.3735 | -| 0.2198 | 5.9 | 10800 | 0.3735 | -| 0.204 | 5.9 | 10810 | 0.3727 | -| 0.2379 | 5.91 | 10820 | 0.3714 | -| 0.1922 | 5.91 | 10830 | 0.3704 | -| 0.2349 | 5.92 | 10840 | 0.3704 | -| 0.1924 | 5.92 | 10850 | 0.3703 | -| 0.2192 | 5.93 | 10860 | 0.3707 | -| 0.1668 | 5.93 | 10870 | 0.3708 | -| 0.2353 | 5.94 | 10880 | 0.3706 | -| 0.2121 | 5.95 | 10890 | 0.3701 | -| 0.2069 | 5.95 | 10900 | 0.3696 | -| 0.237 | 5.96 | 10910 | 0.3696 | -| 0.228 | 5.96 | 10920 | 0.3690 | -| 0.1958 | 5.97 | 10930 | 0.3696 | -| 0.1622 | 5.97 | 10940 | 0.3708 | -| 0.2186 | 5.98 | 10950 | 0.3712 | -| 0.2146 | 5.98 | 10960 | 0.3709 | -| 0.2126 | 5.99 | 10970 | 0.3708 | -| 0.2094 | 5.99 | 10980 | 0.3709 | -| 0.1996 | 6.0 | 10990 | 0.3704 | -| 0.1769 | 6.01 | 11000 | 0.3703 | -| 0.2555 | 6.01 | 11010 | 0.3702 | -| 0.1671 | 6.02 | 11020 | 0.3713 | -| 0.1722 | 6.02 | 11030 | 0.3717 | -| 0.1732 | 6.03 | 11040 | 0.3719 | -| 0.1686 | 6.03 | 11050 | 0.3720 | -| 0.191 | 6.04 | 11060 | 0.3722 | -| 0.1845 | 6.04 | 11070 | 0.3730 | -| 0.1663 | 6.05 | 11080 | 0.3739 | -| 0.1739 | 6.05 | 11090 | 0.3737 | -| 0.1906 | 6.06 | 11100 | 0.3740 | -| 0.1676 | 6.07 | 11110 | 0.3749 | -| 0.1827 | 6.07 | 11120 | 0.3763 | -| 0.2006 | 6.08 | 11130 | 0.3774 | -| 0.1716 | 6.08 | 11140 | 0.3779 | -| 0.1642 | 6.09 | 11150 | 0.3784 | -| 0.1731 | 6.09 | 11160 | 0.3790 | -| 0.1725 | 6.1 | 11170 | 0.3794 | -| 0.1558 | 6.1 | 11180 | 0.3794 | -| 0.1744 | 6.11 | 11190 | 0.3801 | -| 0.1681 | 6.11 | 11200 | 0.3813 | -| 0.1536 | 6.12 | 11210 | 0.3819 | -| 0.1829 | 6.13 | 11220 | 0.3825 | -| 0.1956 | 6.13 | 11230 | 0.3830 | -| 0.1948 | 6.14 | 11240 | 0.3826 | -| 0.1834 | 6.14 | 11250 | 0.3824 | -| 0.1664 | 6.15 | 11260 | 0.3817 | -| 0.1553 | 6.15 | 11270 | 0.3817 | -| 0.1697 | 6.16 | 11280 | 0.3820 | -| 0.1758 | 6.16 | 11290 | 0.3823 | -| 0.1742 | 6.17 | 11300 | 0.3826 | -| 0.1866 | 6.17 | 11310 | 0.3830 | -| 0.219 | 6.18 | 11320 | 0.3827 | -| 0.1739 | 6.19 | 11330 | 0.3830 | -| 0.177 | 6.19 | 11340 | 0.3835 | -| 0.1632 | 6.2 | 11350 | 0.3840 | -| 0.1812 | 6.2 | 11360 | 0.3841 | -| 0.1971 | 6.21 | 11370 | 0.3831 | -| 0.1695 | 6.21 | 11380 | 0.3824 | -| 0.1797 | 6.22 | 11390 | 0.3825 | -| 0.215 | 6.22 | 11400 | 0.3823 | -| 0.1705 | 6.23 | 11410 | 0.3817 | -| 0.1709 | 6.23 | 11420 | 0.3818 | -| 0.1728 | 6.24 | 11430 | 0.3817 | -| 0.1853 | 6.25 | 11440 | 0.3819 | -| 0.1513 | 6.25 | 11450 | 0.3822 | -| 0.1438 | 6.26 | 11460 | 0.3827 | -| 0.1851 | 6.26 | 11470 | 0.3836 | -| 0.1698 | 6.27 | 11480 | 0.3840 | -| 0.1937 | 6.27 | 11490 | 0.3845 | -| 0.1673 | 6.28 | 11500 | 0.3837 | -| 0.1991 | 6.28 | 11510 | 0.3826 | -| 0.1757 | 6.29 | 11520 | 0.3828 | -| 0.1762 | 6.29 | 11530 | 0.3834 | -| 0.1906 | 6.3 | 11540 | 0.3834 | -| 0.1786 | 6.31 | 11550 | 0.3833 | -| 0.1852 | 6.31 | 11560 | 0.3833 | -| 0.1643 | 6.32 | 11570 | 0.3829 | -| 0.1876 | 6.32 | 11580 | 0.3825 | -| 0.1708 | 6.33 | 11590 | 0.3822 | -| 0.1718 | 6.33 | 11600 | 0.3828 | -| 0.1554 | 6.34 | 11610 | 0.3836 | -| 0.1934 | 6.34 | 11620 | 0.3841 | -| 0.1638 | 6.35 | 11630 | 0.3842 | -| 0.1936 | 6.35 | 11640 | 0.3846 | -| 0.1733 | 6.36 | 11650 | 0.3850 | -| 0.1819 | 6.37 | 11660 | 0.3856 | -| 0.1695 | 6.37 | 11670 | 0.3860 | -| 0.1735 | 6.38 | 11680 | 0.3864 | -| 0.1723 | 6.38 | 11690 | 0.3863 | -| 0.1677 | 6.39 | 11700 | 0.3861 | -| 0.1678 | 6.39 | 11710 | 0.3860 | -| 0.2222 | 6.4 | 11720 | 0.3856 | -| 0.1865 | 6.4 | 11730 | 0.3856 | -| 0.1974 | 6.41 | 11740 | 0.3862 | -| 0.1721 | 6.41 | 11750 | 0.3867 | -| 0.1655 | 6.42 | 11760 | 0.3866 | -| 0.1699 | 6.43 | 11770 | 0.3866 | -| 0.1889 | 6.43 | 11780 | 0.3861 | -| 0.1815 | 6.44 | 11790 | 0.3859 | -| 0.1699 | 6.44 | 11800 | 0.3857 | -| 0.1957 | 6.45 | 11810 | 0.3857 | -| 0.1662 | 6.45 | 11820 | 0.3858 | -| 0.2028 | 6.46 | 11830 | 0.3854 | -| 0.1626 | 6.46 | 11840 | 0.3852 | -| 0.1759 | 6.47 | 11850 | 0.3853 | -| 0.1702 | 6.47 | 11860 | 0.3861 | -| 0.1891 | 6.48 | 11870 | 0.3864 | -| 0.1915 | 6.49 | 11880 | 0.3866 | -| 0.1804 | 6.49 | 11890 | 0.3863 | -| 0.1667 | 6.5 | 11900 | 0.3861 | -| 0.1512 | 6.5 | 11910 | 0.3865 | -| 0.1892 | 6.51 | 11920 | 0.3871 | -| 0.1821 | 6.51 | 11930 | 0.3868 | -| 0.1655 | 6.52 | 11940 | 0.3869 | -| 0.1908 | 6.52 | 11950 | 0.3868 | -| 0.1933 | 6.53 | 11960 | 0.3867 | -| 0.2214 | 6.53 | 11970 | 0.3867 | -| 0.1864 | 6.54 | 11980 | 0.3863 | -| 0.1752 | 6.55 | 11990 | 0.3865 | -| 0.1983 | 6.55 | 12000 | 0.3865 | -| 0.193 | 6.56 | 12010 | 0.3861 | -| 0.1863 | 6.56 | 12020 | 0.3857 | -| 0.1794 | 6.57 | 12030 | 0.3859 | -| 0.193 | 6.57 | 12040 | 0.3858 | -| 0.1871 | 6.58 | 12050 | 0.3854 | -| 0.1674 | 6.58 | 12060 | 0.3852 | -| 0.1525 | 6.59 | 12070 | 0.3851 | -| 0.1797 | 6.59 | 12080 | 0.3853 | -| 0.1655 | 6.6 | 12090 | 0.3854 | -| 0.1729 | 6.61 | 12100 | 0.3853 | -| 0.164 | 6.61 | 12110 | 0.3853 | -| 0.1588 | 6.62 | 12120 | 0.3852 | -| 0.2075 | 6.62 | 12130 | 0.3851 | -| 0.1866 | 6.63 | 12140 | 0.3850 | -| 0.2105 | 6.63 | 12150 | 0.3847 | -| 0.1759 | 6.64 | 12160 | 0.3844 | -| 0.1717 | 6.64 | 12170 | 0.3842 | -| 0.1656 | 6.65 | 12180 | 0.3841 | -| 0.1982 | 6.65 | 12190 | 0.3841 | -| 0.1848 | 6.66 | 12200 | 0.3842 | -| 0.1714 | 6.67 | 12210 | 0.3843 | -| 0.1799 | 6.67 | 12220 | 0.3844 | -| 0.1687 | 6.68 | 12230 | 0.3846 | -| 0.2061 | 6.68 | 12240 | 0.3845 | -| 0.1927 | 6.69 | 12250 | 0.3842 | -| 0.1742 | 6.69 | 12260 | 0.3841 | -| 0.1659 | 6.7 | 12270 | 0.3841 | -| 0.185 | 6.7 | 12280 | 0.3840 | -| 0.1486 | 6.71 | 12290 | 0.3842 | -| 0.2086 | 6.71 | 12300 | 0.3845 | -| 0.1861 | 6.72 | 12310 | 0.3843 | -| 0.1778 | 6.73 | 12320 | 0.3841 | -| 0.1644 | 6.73 | 12330 | 0.3842 | -| 0.1841 | 6.74 | 12340 | 0.3845 | -| 0.2014 | 6.74 | 12350 | 0.3847 | -| 0.1642 | 6.75 | 12360 | 0.3850 | -| 0.1866 | 6.75 | 12370 | 0.3849 | -| 0.1776 | 6.76 | 12380 | 0.3847 | -| 0.1858 | 6.76 | 12390 | 0.3846 | -| 0.1885 | 6.77 | 12400 | 0.3845 | -| 0.1858 | 6.77 | 12410 | 0.3844 | -| 0.1618 | 6.78 | 12420 | 0.3844 | -| 0.1819 | 6.79 | 12430 | 0.3844 | -| 0.1668 | 6.79 | 12440 | 0.3844 | -| 0.2104 | 6.8 | 12450 | 0.3843 | -| 0.2012 | 6.8 | 12460 | 0.3843 | -| 0.1855 | 6.81 | 12470 | 0.3844 | -| 0.1642 | 6.81 | 12480 | 0.3845 | -| 0.2034 | 6.82 | 12490 | 0.3846 | -| 0.167 | 6.82 | 12500 | 0.3848 | -| 0.181 | 6.83 | 12510 | 0.3847 | -| 0.1517 | 6.83 | 12520 | 0.3847 | -| 0.1953 | 6.84 | 12530 | 0.3848 | -| 0.1818 | 6.85 | 12540 | 0.3849 | -| 0.1976 | 6.85 | 12550 | 0.3849 | -| 0.1849 | 6.86 | 12560 | 0.3849 | -| 0.1562 | 6.86 | 12570 | 0.3850 | -| 0.1918 | 6.87 | 12580 | 0.3850 | -| 0.1701 | 6.87 | 12590 | 0.3850 | -| 0.2296 | 6.88 | 12600 | 0.3848 | -| 0.1911 | 6.88 | 12610 | 0.3847 | -| 0.1737 | 6.89 | 12620 | 0.3846 | -| 0.1882 | 6.9 | 12630 | 0.3847 | -| 0.1725 | 6.9 | 12640 | 0.3846 | -| 0.179 | 6.91 | 12650 | 0.3846 | -| 0.1705 | 6.91 | 12660 | 0.3847 | -| 0.1919 | 6.92 | 12670 | 0.3847 | -| 0.1866 | 6.92 | 12680 | 0.3846 | -| 0.2113 | 6.93 | 12690 | 0.3846 | -| 0.1839 | 6.93 | 12700 | 0.3846 | -| 0.1765 | 6.94 | 12710 | 0.3846 | -| 0.156 | 6.94 | 12720 | 0.3846 | -| 0.1793 | 6.95 | 12730 | 0.3846 | -| 0.1784 | 6.96 | 12740 | 0.3845 | -| 0.1709 | 6.96 | 12750 | 0.3845 | -| 0.181 | 6.97 | 12760 | 0.3845 | -| 0.1792 | 6.97 | 12770 | 0.3846 | -| 0.1818 | 6.98 | 12780 | 0.3846 | -| 0.1793 | 6.98 | 12790 | 0.3846 | -| 0.1847 | 6.99 | 12800 | 0.3846 | -| 0.1744 | 6.99 | 12810 | 0.3846 | +| Training Loss | Epoch | Step | Validation Loss | +|:-------------:|:-----:|:----:|:---------------:| +| 0.0688 | 0.01 | 10 | 0.2457 | +| 0.2896 | 0.01 | 20 | 0.2403 | +| 0.2359 | 0.02 | 30 | 0.2326 | +| 0.3123 | 0.02 | 40 | 0.2367 | +| 0.2913 | 0.03 | 50 | 0.2309 | +| 0.2572 | 0.03 | 60 | 0.2256 | +| 0.2803 | 0.04 | 70 | 0.2263 | +| 0.2946 | 0.04 | 80 | 0.2243 | +| 0.2211 | 0.05 | 90 | 0.2283 | +| 0.2161 | 0.05 | 100 | 0.2405 | +| 0.2927 | 0.06 | 110 | 0.2355 | +| 0.3544 | 0.07 | 120 | 0.2330 | +| 0.2933 | 0.07 | 130 | 0.2322 | +| 0.2535 | 0.08 | 140 | 0.2301 | +| 0.2799 | 0.08 | 150 | 0.2302 | +| 0.2532 | 0.09 | 160 | 0.2296 | +| 0.2382 | 0.09 | 170 | 0.2356 | +| 0.2758 | 0.1 | 180 | 0.2376 | +| 0.2552 | 0.1 | 190 | 0.2451 | +| 0.289 | 0.11 | 200 | 0.2439 | +| 0.247 | 0.11 | 210 | 0.2424 | +| 0.259 | 0.12 | 220 | 0.2448 | +| 0.2562 | 0.13 | 230 | 0.2491 | +| 0.2951 | 0.13 | 240 | 0.2554 | +| 0.2624 | 0.14 | 250 | 0.2476 | +| 0.2542 | 0.14 | 260 | 0.2474 | +| 0.2178 | 0.15 | 270 | 0.2501 | +| 0.3126 | 0.15 | 280 | 0.2483 | +| 0.2585 | 0.16 | 290 | 0.2492 | +| 0.2559 | 0.16 | 300 | 0.2502 | +| 0.231 | 0.17 | 310 | 0.2539 | +| 0.3023 | 0.17 | 320 | 0.2486 | +| 0.328 | 0.18 | 330 | 0.2491 | +| 0.313 | 0.19 | 340 | 0.2490 | +| 0.3041 | 0.19 | 350 | 0.2471 | +| 0.2719 | 0.2 | 360 | 0.2433 | +| 0.2655 | 0.2 | 370 | 0.2443 | +| 0.3171 | 0.21 | 380 | 0.2453 | +| 0.2398 | 0.21 | 390 | 0.2440 | +| 0.2682 | 0.22 | 400 | 0.2477 | +| 0.3193 | 0.22 | 410 | 0.2476 | +| 0.2754 | 0.23 | 420 | 0.2455 | +| 0.2635 | 0.23 | 430 | 0.2451 | +| 0.2593 | 0.24 | 440 | 0.2479 | +| 0.2955 | 0.25 | 450 | 0.2454 | +| 0.2923 | 0.25 | 460 | 0.2472 | +| 0.2947 | 0.26 | 470 | 0.2488 | +| 0.2718 | 0.26 | 480 | 0.2503 | +| 0.2772 | 0.27 | 490 | 0.2507 | +| 0.2183 | 0.27 | 500 | 0.2545 | +| 0.3563 | 0.28 | 510 | 0.2574 | +| 0.2762 | 0.28 | 520 | 0.2585 | +| 0.2336 | 0.29 | 530 | 0.2537 | +| 0.2548 | 0.29 | 540 | 0.2550 | +| 0.315 | 0.3 | 550 | 0.2625 | +| 0.2827 | 0.31 | 560 | 0.2641 | +| 0.2911 | 0.31 | 570 | 0.2621 | +| 0.2515 | 0.32 | 580 | 0.2625 | +| 0.3003 | 0.32 | 590 | 0.2665 | +| 0.2987 | 0.33 | 600 | 0.2653 | +| 0.3119 | 0.33 | 610 | 0.2622 | +| 0.305 | 0.34 | 620 | 0.2638 | +| 0.2828 | 0.34 | 630 | 0.2637 | +| 0.2416 | 0.35 | 640 | 0.2641 | +| 0.2829 | 0.35 | 650 | 0.2642 | +| 0.2757 | 0.36 | 660 | 0.2645 | +| 0.2548 | 0.37 | 670 | 0.2640 | +| 0.2737 | 0.37 | 680 | 0.2607 | +| 0.2963 | 0.38 | 690 | 0.2673 | +| 0.2622 | 0.38 | 700 | 0.2641 | +| 0.2773 | 0.39 | 710 | 0.2673 | +| 0.2883 | 0.39 | 720 | 0.2666 | +| 0.2855 | 0.4 | 730 | 0.2685 | +| 0.271 | 0.4 | 740 | 0.2655 | +| 0.2627 | 0.41 | 750 | 0.2673 | +| 0.2739 | 0.41 | 760 | 0.2677 | +| 0.2539 | 0.42 | 770 | 0.2702 | +| 0.2824 | 0.43 | 780 | 0.2723 | +| 0.3174 | 0.43 | 790 | 0.2767 | +| 0.2902 | 0.44 | 800 | 0.2790 | +| 0.2755 | 0.44 | 810 | 0.2701 | +| 0.253 | 0.45 | 820 | 0.2711 | +| 0.2619 | 0.45 | 830 | 0.2708 | +| 0.2819 | 0.46 | 840 | 0.2706 | +| 0.2686 | 0.46 | 850 | 0.2683 | +| 0.2683 | 0.47 | 860 | 0.2734 | +| 0.2702 | 0.47 | 870 | 0.2695 | +| 0.2793 | 0.48 | 880 | 0.2771 | +| 0.2807 | 0.49 | 890 | 0.2753 | +| 0.3387 | 0.49 | 900 | 0.2695 | +| 0.2924 | 0.5 | 910 | 0.2670 | +| 0.3004 | 0.5 | 920 | 0.2669 | +| 0.2653 | 0.51 | 930 | 0.2760 | +| 0.241 | 0.51 | 940 | 0.2700 | +| 0.2828 | 0.52 | 950 | 0.2704 | +| 0.2804 | 0.52 | 960 | 0.2707 | +| 0.2888 | 0.53 | 970 | 0.2672 | +| 0.3065 | 0.54 | 980 | 0.2678 | +| 0.2853 | 0.54 | 990 | 0.2706 | +| 0.2579 | 0.55 | 1000 | 0.2685 | +| 0.3108 | 0.55 | 1010 | 0.2679 | +| 0.3061 | 0.56 | 1020 | 0.2687 | +| 0.2836 | 0.56 | 1030 | 0.2688 | +| 0.2081 | 0.57 | 1040 | 0.2769 | +| 0.312 | 0.57 | 1050 | 0.2770 | +| 0.29 | 0.58 | 1060 | 0.2701 | +| 0.3126 | 0.58 | 1070 | 0.2699 | +| 0.3559 | 0.59 | 1080 | 0.2690 | +| 0.3611 | 0.6 | 1090 | 0.2864 | +| 0.3906 | 0.6 | 1100 | 0.4051 | +| 0.3261 | 0.61 | 1110 | 0.2743 | +| 0.2893 | 0.61 | 1120 | 0.2725 | +| 0.2796 | 0.62 | 1130 | 0.2713 | +| 0.289 | 0.62 | 1140 | 0.2717 | +| 0.29 | 0.63 | 1150 | 0.2718 | +| 0.2983 | 0.63 | 1160 | 0.2729 | +| 0.3058 | 0.64 | 1170 | 0.2696 | +| 0.23 | 0.64 | 1180 | 0.2731 | +| 0.2558 | 0.65 | 1190 | 0.2748 | +| 0.3722 | 0.66 | 1200 | 0.2740 | +| 0.3308 | 0.66 | 1210 | 0.2718 | +| 0.27 | 0.67 | 1220 | 0.2724 | +| 0.2897 | 0.67 | 1230 | 0.2750 | +| 0.2954 | 0.68 | 1240 | 0.2776 | +| 0.264 | 0.68 | 1250 | 0.2737 | +| 0.2802 | 0.69 | 1260 | 0.2738 | +| 0.3027 | 0.69 | 1270 | 0.2702 | +| 0.2881 | 0.7 | 1280 | 0.2701 | +| 0.2664 | 0.7 | 1290 | 0.2699 | +| 0.3288 | 0.71 | 1300 | 0.2707 | +| 0.3315 | 0.72 | 1310 | 0.2686 | +| 0.3577 | 0.72 | 1320 | 0.2686 | +| 0.3046 | 0.73 | 1330 | 0.2702 | +| 0.2872 | 0.73 | 1340 | 0.2697 | +| 0.3242 | 0.74 | 1350 | 0.2693 | +| 0.3268 | 0.74 | 1360 | 0.2704 | +| 0.2845 | 0.75 | 1370 | 0.2756 | +| 0.2816 | 0.75 | 1380 | 0.2705 | +| 0.3121 | 0.76 | 1390 | 0.2678 | +| 0.2989 | 0.76 | 1400 | 0.2687 | +| 0.2611 | 0.77 | 1410 | 0.2701 | +| 0.2954 | 0.78 | 1420 | 0.2711 | +| 0.3025 | 0.78 | 1430 | 0.2711 | +| 0.2692 | 0.79 | 1440 | 0.2732 | +| 0.249 | 0.79 | 1450 | 0.2753 | +| 0.2673 | 0.8 | 1460 | 0.2779 | +| 0.2471 | 0.8 | 1470 | 0.2829 | +| 0.2925 | 0.81 | 1480 | 0.2806 | +| 0.3005 | 0.81 | 1490 | 0.2785 | +| 0.3009 | 0.82 | 1500 | 0.2765 | +| 0.2556 | 0.82 | 1510 | 0.2740 | +| 0.3265 | 0.83 | 1520 | 0.2775 | +| 0.2731 | 0.84 | 1530 | 0.2816 | +| 0.3406 | 0.84 | 1540 | 0.2767 | +| 0.2936 | 0.85 | 1550 | 0.2760 | +| 0.3001 | 0.85 | 1560 | 0.2737 | +| 0.3017 | 0.86 | 1570 | 0.2755 | +| 0.3212 | 0.86 | 1580 | 0.2784 | +| 0.3122 | 0.87 | 1590 | 0.2742 | +| 0.2591 | 0.87 | 1600 | 0.2720 | +| 0.28 | 0.88 | 1610 | 0.2736 | +| 0.2641 | 0.88 | 1620 | 0.2736 | +| 0.3488 | 0.89 | 1630 | 0.2715 | +| 0.3505 | 0.9 | 1640 | 0.2701 | +| 0.2676 | 0.9 | 1650 | 0.2699 | +| 0.2444 | 0.91 | 1660 | 0.2711 | +| 0.2493 | 0.91 | 1670 | 0.2732 | +| 0.326 | 0.92 | 1680 | 0.2735 | +| 0.3099 | 0.92 | 1690 | 0.2737 | +| 0.2893 | 0.93 | 1700 | 0.2717 | +| 0.3139 | 0.93 | 1710 | 0.2737 | +| 0.2913 | 0.94 | 1720 | 0.2777 | +| 0.2999 | 0.94 | 1730 | 0.2721 | +| 0.2708 | 0.95 | 1740 | 0.2704 | +| 0.3208 | 0.96 | 1750 | 0.2690 | +| 0.2691 | 0.96 | 1760 | 0.2692 | +| 0.2921 | 0.97 | 1770 | 0.2696 | +| 0.2782 | 0.97 | 1780 | 0.2706 | +| 0.2937 | 0.98 | 1790 | 0.2703 | +| 0.2948 | 0.98 | 1800 | 0.2695 | +| 0.3195 | 0.99 | 1810 | 0.2682 | +| 0.2525 | 0.99 | 1820 | 0.2678 | +| 0.2434 | 1.0 | 1830 | 0.2685 | +| 0.2043 | 1.0 | 1840 | 0.2721 | +| 0.216 | 1.01 | 1850 | 0.2733 | +| 0.1924 | 1.02 | 1860 | 0.2696 | +| 0.2219 | 1.02 | 1870 | 0.2707 | +| 0.2198 | 1.03 | 1880 | 0.2722 | +| 0.1829 | 1.03 | 1890 | 0.2735 | +| 0.247 | 1.04 | 1900 | 0.2768 | +| 0.2243 | 1.04 | 1910 | 0.2759 | +| 0.2747 | 1.05 | 1920 | 0.2769 | +| 0.187 | 1.05 | 1930 | 0.2796 | +| 0.2698 | 1.06 | 1940 | 0.2797 | +| 0.218 | 1.06 | 1950 | 0.2822 | +| 0.2155 | 1.07 | 1960 | 0.2817 | +| 0.2352 | 1.08 | 1970 | 0.2832 | +| 0.1915 | 1.08 | 1980 | 0.2799 | +| 0.2425 | 1.09 | 1990 | 0.2779 | +| 0.2212 | 1.09 | 2000 | 0.2824 | +| 0.2271 | 1.1 | 2010 | 0.2848 | +| 0.2349 | 1.1 | 2020 | 0.2851 | +| 0.2579 | 1.11 | 2030 | 0.2817 | +| 0.2097 | 1.11 | 2040 | 0.2832 | +| 0.2205 | 1.12 | 2050 | 0.2852 | +| 0.2462 | 1.12 | 2060 | 0.2868 | +| 0.2121 | 1.13 | 2070 | 0.2895 | +| 0.2251 | 1.14 | 2080 | 0.2864 | +| 0.2052 | 1.14 | 2090 | 0.2833 | +| 0.2202 | 1.15 | 2100 | 0.2851 | +| 0.2295 | 1.15 | 2110 | 0.2850 | +| 0.2419 | 1.16 | 2120 | 0.2904 | +| 0.2639 | 1.16 | 2130 | 0.2866 | +| 0.2106 | 1.17 | 2140 | 0.2913 | +| 0.2454 | 1.17 | 2150 | 0.2924 | +| 0.2348 | 1.18 | 2160 | 0.2890 | +| 0.209 | 1.18 | 2170 | 0.2885 | +| 0.2523 | 1.19 | 2180 | 0.2873 | +| 0.2293 | 1.2 | 2190 | 0.2836 | +| 0.2258 | 1.2 | 2200 | 0.2842 | +| 0.249 | 1.21 | 2210 | 0.2849 | +| 0.2917 | 1.21 | 2220 | 0.2834 | +| 0.2268 | 1.22 | 2230 | 0.2824 | +| 0.2453 | 1.22 | 2240 | 0.2820 | +| 0.236 | 1.23 | 2250 | 0.2829 | +| 0.2191 | 1.23 | 2260 | 0.2841 | +| 0.2509 | 1.24 | 2270 | 0.2822 | +| 0.2481 | 1.24 | 2280 | 0.2830 | +| 0.2268 | 1.25 | 2290 | 0.2840 | +| 0.2594 | 1.26 | 2300 | 0.2803 | +| 0.242 | 1.26 | 2310 | 0.2827 | +| 0.2563 | 1.27 | 2320 | 0.2827 | +| 0.2269 | 1.27 | 2330 | 0.2803 | +| 0.2409 | 1.28 | 2340 | 0.2780 | +| 0.2946 | 1.28 | 2350 | 0.2778 | +| 0.2718 | 1.29 | 2360 | 0.2757 | +| 0.2407 | 1.29 | 2370 | 0.2776 | +| 0.2259 | 1.3 | 2380 | 0.2810 | +| 0.2235 | 1.3 | 2390 | 0.2829 | +| 0.266 | 1.31 | 2400 | 0.2806 | +| 0.229 | 1.32 | 2410 | 0.2796 | +| 0.2154 | 1.32 | 2420 | 0.2794 | +| 0.2551 | 1.33 | 2430 | 0.2766 | +| 0.2169 | 1.33 | 2440 | 0.2779 | +| 0.2396 | 1.34 | 2450 | 0.2776 | +| 0.2239 | 1.34 | 2460 | 0.2835 | +| 0.2325 | 1.35 | 2470 | 0.2823 | +| 0.2421 | 1.35 | 2480 | 0.2841 | +| 0.2456 | 1.36 | 2490 | 0.2861 | +| 0.2295 | 1.36 | 2500 | 0.2828 | +| 0.2549 | 1.37 | 2510 | 0.2835 | +| 0.2442 | 1.38 | 2520 | 0.2832 | +| 0.2572 | 1.38 | 2530 | 0.2821 | +| 0.235 | 1.39 | 2540 | 0.2796 | +| 0.2687 | 1.39 | 2550 | 0.2791 | +| 0.2539 | 1.4 | 2560 | 0.2787 | +| 0.2496 | 1.4 | 2570 | 0.2789 | +| 0.269 | 1.41 | 2580 | 0.2806 | +| 0.2851 | 1.41 | 2590 | 0.2808 | +| 0.274 | 1.42 | 2600 | 0.2806 | +| 0.2365 | 1.42 | 2610 | 0.2814 | +| 0.2031 | 1.43 | 2620 | 0.2864 | +| 0.2371 | 1.44 | 2630 | 0.2901 | +| 0.2513 | 1.44 | 2640 | 0.2891 | +| 0.2393 | 1.45 | 2650 | 0.2843 | +| 0.2498 | 1.45 | 2660 | 0.2832 | +| 0.2634 | 1.46 | 2670 | 0.2842 | +| 0.2845 | 1.46 | 2680 | 0.2812 | +| 0.263 | 1.47 | 2690 | 0.2791 | +| 0.261 | 1.47 | 2700 | 0.2794 | +| 0.2543 | 1.48 | 2710 | 0.2802 | +| 0.278 | 1.48 | 2720 | 0.2812 | +| 0.2583 | 1.49 | 2730 | 0.2843 | +| 0.238 | 1.5 | 2740 | 0.2839 | +| 0.2525 | 1.5 | 2750 | 0.2821 | +| 0.2605 | 1.51 | 2760 | 0.2814 | +| 0.2673 | 1.51 | 2770 | 0.2826 | +| 0.2298 | 1.52 | 2780 | 0.2856 | +| 0.2409 | 1.52 | 2790 | 0.2872 | +| 0.2502 | 1.53 | 2800 | 0.2879 | +| 0.2569 | 1.53 | 2810 | 0.2864 | +| 0.2299 | 1.54 | 2820 | 0.2858 | +| 0.2508 | 1.54 | 2830 | 0.2843 | +| 0.213 | 1.55 | 2840 | 0.2839 | +| 0.2404 | 1.56 | 2850 | 0.2842 | +| 0.2626 | 1.56 | 2860 | 0.2823 | +| 0.2296 | 1.57 | 2870 | 0.2821 | +| 0.2284 | 1.57 | 2880 | 0.2834 | +| 0.2481 | 1.58 | 2890 | 0.2834 | +| 0.271 | 1.58 | 2900 | 0.2801 | +| 0.2779 | 1.59 | 2910 | 0.2796 | +| 0.2247 | 1.59 | 2920 | 0.2782 | +| 0.2334 | 1.6 | 2930 | 0.2785 | +| 0.2469 | 1.61 | 2940 | 0.2811 | +| 0.2526 | 1.61 | 2950 | 0.2801 | +| 0.2788 | 1.62 | 2960 | 0.2801 | +| 0.2463 | 1.62 | 2970 | 0.2804 | +| 0.2367 | 1.63 | 2980 | 0.2815 | +| 0.2096 | 1.63 | 2990 | 0.2822 | +| 0.2252 | 1.64 | 3000 | 0.2826 | +| 0.2724 | 1.64 | 3010 | 0.2829 | +| 0.2514 | 1.65 | 3020 | 0.2814 | +| 0.2396 | 1.65 | 3030 | 0.2802 | +| 0.2736 | 1.66 | 3040 | 0.2800 | +| 0.2549 | 1.67 | 3050 | 0.2798 | +| 0.2278 | 1.67 | 3060 | 0.2792 | +| 0.2857 | 1.68 | 3070 | 0.2798 | +| 0.249 | 1.68 | 3080 | 0.2804 | +| 0.2314 | 1.69 | 3090 | 0.2820 | +| 0.254 | 1.69 | 3100 | 0.2810 | +| 0.2812 | 1.7 | 3110 | 0.2812 | +| 0.2398 | 1.7 | 3120 | 0.2824 | +| 0.2418 | 1.71 | 3130 | 0.2839 | +| 0.2487 | 1.71 | 3140 | 0.2826 | +| 0.2839 | 1.72 | 3150 | 0.2840 | +| 0.2479 | 1.73 | 3160 | 0.2857 | +| 0.2579 | 1.73 | 3170 | 0.2834 | +| 0.2549 | 1.74 | 3180 | 0.2838 | +| 0.2406 | 1.74 | 3190 | 0.2872 | +| 0.262 | 1.75 | 3200 | 0.2879 | +| 0.2632 | 1.75 | 3210 | 0.2877 | +| 0.2256 | 1.76 | 3220 | 0.2850 | +| 0.263 | 1.76 | 3230 | 0.2837 | +| 0.27 | 1.77 | 3240 | 0.2826 | +| 0.2642 | 1.77 | 3250 | 0.2803 | +| 0.2423 | 1.78 | 3260 | 0.2801 | +| 0.2709 | 1.79 | 3270 | 0.2808 | +| 0.2409 | 1.79 | 3280 | 0.2832 | +| 0.2262 | 1.8 | 3290 | 0.2855 | +| 0.242 | 1.8 | 3300 | 0.2864 | +| 0.268 | 1.81 | 3310 | 0.2869 | +| 0.2767 | 1.81 | 3320 | 0.2857 | +| 0.264 | 1.82 | 3330 | 0.2848 | +| 0.2741 | 1.82 | 3340 | 0.2821 | +| 0.282 | 1.83 | 3350 | 0.2806 | +| 0.2616 | 1.83 | 3360 | 0.2796 | +| 0.2924 | 1.84 | 3370 | 0.2816 | +| 0.2563 | 1.85 | 3380 | 0.2826 | +| 0.2556 | 1.85 | 3390 | 0.2856 | +| 0.3117 | 1.86 | 3400 | 0.2832 | +| 0.2397 | 1.86 | 3410 | 0.2825 | +| 0.2329 | 1.87 | 3420 | 0.2842 | +| 0.2044 | 1.87 | 3430 | 0.2853 | +| 0.2469 | 1.88 | 3440 | 0.2870 | +| 0.2566 | 1.88 | 3450 | 0.2875 | +| 0.222 | 1.89 | 3460 | 0.2868 | +| 0.24 | 1.89 | 3470 | 0.2828 | +| 0.2582 | 1.9 | 3480 | 0.2827 | +| 0.2723 | 1.91 | 3490 | 0.2832 | +| 0.2731 | 1.91 | 3500 | 0.2825 | +| 0.2713 | 1.92 | 3510 | 0.2822 | +| 0.2558 | 1.92 | 3520 | 0.2815 | +| 0.2655 | 1.93 | 3530 | 0.2801 | +| 0.2461 | 1.93 | 3540 | 0.2801 | +| 0.2604 | 1.94 | 3550 | 0.2810 | +| 0.2393 | 1.94 | 3560 | 0.2809 | +| 0.2434 | 1.95 | 3570 | 0.2800 | +| 0.2252 | 1.95 | 3580 | 0.2830 | +| 0.2571 | 1.96 | 3590 | 0.2853 | +| 0.2809 | 1.97 | 3600 | 0.2834 | +| 0.245 | 1.97 | 3610 | 0.2799 | +| 0.2309 | 1.98 | 3620 | 0.2786 | +| 0.228 | 1.98 | 3630 | 0.2793 | +| 0.2546 | 1.99 | 3640 | 0.2797 | +| 0.268 | 1.99 | 3650 | 0.2813 | +| 0.2606 | 2.0 | 3660 | 0.2819 | +| 0.2064 | 2.0 | 3670 | 0.2823 | +| 0.2117 | 2.01 | 3680 | 0.2848 | +| 0.1986 | 2.01 | 3690 | 0.2876 | +| 0.2054 | 2.02 | 3700 | 0.2895 | +| 0.1849 | 2.03 | 3710 | 0.2923 | +| 0.1822 | 2.03 | 3720 | 0.2953 | +| 0.2254 | 2.04 | 3730 | 0.2973 | +| 0.1946 | 2.04 | 3740 | 0.2975 | +| 0.2095 | 2.05 | 3750 | 0.2982 | +| 0.215 | 2.05 | 3760 | 0.2961 | +| 0.2382 | 2.06 | 3770 | 0.2933 | +| 0.1946 | 2.06 | 3780 | 0.2919 | +| 0.1892 | 2.07 | 3790 | 0.2912 | +| 0.1666 | 2.07 | 3800 | 0.2924 | +| 0.1955 | 2.08 | 3810 | 0.2953 | +| 0.1646 | 2.09 | 3820 | 0.2959 | +| 0.2396 | 2.09 | 3830 | 0.2980 | +| 0.1862 | 2.1 | 3840 | 0.2996 | +| 0.1811 | 2.1 | 3850 | 0.2978 | +| 0.2129 | 2.11 | 3860 | 0.2966 | +| 0.1959 | 2.11 | 3870 | 0.2962 | +| 0.1969 | 2.12 | 3880 | 0.2958 | +| 0.219 | 2.12 | 3890 | 0.2965 | +| 0.1885 | 2.13 | 3900 | 0.2966 | +| 0.2433 | 2.13 | 3910 | 0.2944 | +| 0.2665 | 2.14 | 3920 | 0.2937 | +| 0.2126 | 2.15 | 3930 | 0.2927 | +| 0.218 | 2.15 | 3940 | 0.2914 | +| 0.2105 | 2.16 | 3950 | 0.2928 | +| 0.1908 | 2.16 | 3960 | 0.2938 | +| 0.1822 | 2.17 | 3970 | 0.2981 | +| 0.2149 | 2.17 | 3980 | 0.3015 | +| 0.2011 | 2.18 | 3990 | 0.3020 | +| 0.2381 | 2.18 | 4000 | 0.3004 | +| 0.2155 | 2.19 | 4010 | 0.2978 | +| 0.1989 | 2.19 | 4020 | 0.2994 | +| 0.206 | 2.2 | 4030 | 0.2988 | +| 0.1669 | 2.21 | 4040 | 0.3002 | +| 0.2143 | 2.21 | 4050 | 0.2977 | +| 0.1955 | 2.22 | 4060 | 0.2950 | +| 0.203 | 2.22 | 4070 | 0.2947 | +| 0.2407 | 2.23 | 4080 | 0.2943 | +| 0.202 | 2.23 | 4090 | 0.2936 | +| 0.1995 | 2.24 | 4100 | 0.2925 | +| 0.2061 | 2.24 | 4110 | 0.2946 | +| 0.2583 | 2.25 | 4120 | 0.2966 | +| 0.1948 | 2.25 | 4130 | 0.2981 | +| 0.2126 | 2.26 | 4140 | 0.2992 | +| 0.2032 | 2.27 | 4150 | 0.2980 | +| 0.2131 | 2.27 | 4160 | 0.2980 | +| 0.1854 | 2.28 | 4170 | 0.2996 | +| 0.2263 | 2.28 | 4180 | 0.2960 | +| 0.2191 | 2.29 | 4190 | 0.2965 | +| 0.234 | 2.29 | 4200 | 0.2972 | +| 0.2642 | 2.3 | 4210 | 0.2954 | +| 0.2234 | 2.3 | 4220 | 0.2966 | +| 0.1953 | 2.31 | 4230 | 0.2965 | +| 0.1917 | 2.31 | 4240 | 0.2983 | +| 0.202 | 2.32 | 4250 | 0.2978 | +| 0.2409 | 2.33 | 4260 | 0.2973 | +| 0.1934 | 2.33 | 4270 | 0.2957 | +| 0.2146 | 2.34 | 4280 | 0.2955 | +| 0.2162 | 2.34 | 4290 | 0.2997 | +| 0.1929 | 2.35 | 4300 | 0.3005 | +| 0.2275 | 2.35 | 4310 | 0.2986 | +| 0.2033 | 2.36 | 4320 | 0.2962 | +| 0.1949 | 2.36 | 4330 | 0.2943 | +| 0.2024 | 2.37 | 4340 | 0.2940 | +| 0.2438 | 2.37 | 4350 | 0.2954 | +| 0.208 | 2.38 | 4360 | 0.2969 | +| 0.2075 | 2.39 | 4370 | 0.2989 | +| 0.2436 | 2.39 | 4380 | 0.3001 | +| 0.2498 | 2.4 | 4390 | 0.3000 | +| 0.2046 | 2.4 | 4400 | 0.3002 | +| 0.2059 | 2.41 | 4410 | 0.3008 | +| 0.2226 | 2.41 | 4420 | 0.3008 | +| 0.2182 | 2.42 | 4430 | 0.3004 | +| 0.1929 | 2.42 | 4440 | 0.2998 | +| 0.2115 | 2.43 | 4450 | 0.2994 | +| 0.1898 | 2.43 | 4460 | 0.3000 | +| 0.1954 | 2.44 | 4470 | 0.3015 | +| 0.2181 | 2.45 | 4480 | 0.3010 | +| 0.1941 | 2.45 | 4490 | 0.2994 | +| 0.2325 | 2.46 | 4500 | 0.2977 | +| 0.1721 | 2.46 | 4510 | 0.2995 | +| 0.2326 | 2.47 | 4520 | 0.3000 | +| 0.1852 | 2.47 | 4530 | 0.2980 | +| 0.2475 | 2.48 | 4540 | 0.2979 | +| 0.1841 | 2.48 | 4550 | 0.2984 | +| 0.2014 | 2.49 | 4560 | 0.2996 | +| 0.2029 | 2.49 | 4570 | 0.3004 | +| 0.2122 | 2.5 | 4580 | 0.3012 | +| 0.2003 | 2.51 | 4590 | 0.3021 | +| 0.1822 | 2.51 | 4600 | 0.3042 | +| 0.246 | 2.52 | 4610 | 0.3061 | +| 0.2134 | 2.52 | 4620 | 0.3069 | +| 0.1931 | 2.53 | 4630 | 0.3063 | +| 0.2058 | 2.53 | 4640 | 0.3044 | +| 0.237 | 2.54 | 4650 | 0.3037 | +| 0.2188 | 2.54 | 4660 | 0.3036 | +| 0.2228 | 2.55 | 4670 | 0.3025 | +| 0.1872 | 2.55 | 4680 | 0.3001 | +| 0.2243 | 2.56 | 4690 | 0.3003 | +| 0.2329 | 2.57 | 4700 | 0.3006 | +| 0.1908 | 2.57 | 4710 | 0.3019 | +| 0.2003 | 2.58 | 4720 | 0.2991 | +| 0.2004 | 2.58 | 4730 | 0.2998 | +| 0.2116 | 2.59 | 4740 | 0.3000 | +| 0.1833 | 2.59 | 4750 | 0.2999 | +| 0.1811 | 2.6 | 4760 | 0.3007 | +| 0.2552 | 2.6 | 4770 | 0.2988 | +| 0.1911 | 2.61 | 4780 | 0.2962 | +| 0.2097 | 2.61 | 4790 | 0.2950 | +| 0.2278 | 2.62 | 4800 | 0.2945 | +| 0.224 | 2.63 | 4810 | 0.2938 | +| 0.2078 | 2.63 | 4820 | 0.2934 | +| 0.1998 | 2.64 | 4830 | 0.2927 | +| 0.185 | 2.64 | 4840 | 0.2927 | +| 0.2384 | 2.65 | 4850 | 0.2936 | +| 0.2291 | 2.65 | 4860 | 0.2935 | +| 0.2003 | 2.66 | 4870 | 0.2935 | +| 0.2198 | 2.66 | 4880 | 0.2936 | +| 0.2061 | 2.67 | 4890 | 0.2921 | +| 0.2059 | 2.68 | 4900 | 0.2925 | +| 0.2044 | 2.68 | 4910 | 0.2932 | +| 0.2061 | 2.69 | 4920 | 0.2933 | +| 0.1954 | 2.69 | 4930 | 0.2940 | +| 0.205 | 2.7 | 4940 | 0.2937 | +| 0.1863 | 2.7 | 4950 | 0.2938 | +| 0.2036 | 2.71 | 4960 | 0.2952 | +| 0.2242 | 2.71 | 4970 | 0.2955 | +| 0.1985 | 2.72 | 4980 | 0.2925 | +| 0.2372 | 2.72 | 4990 | 0.2910 | +| 0.2018 | 2.73 | 5000 | 0.2898 | +| 0.2337 | 2.74 | 5010 | 0.2903 | +| 0.2096 | 2.74 | 5020 | 0.2899 | +| 0.2303 | 2.75 | 5030 | 0.2909 | +| 0.2422 | 2.75 | 5040 | 0.2916 | +| 0.2121 | 2.76 | 5050 | 0.2904 | +| 0.2431 | 2.76 | 5060 | 0.2892 | +| 0.2362 | 2.77 | 5070 | 0.2888 | +| 0.2512 | 2.77 | 5080 | 0.2885 | +| 0.2106 | 2.78 | 5090 | 0.2888 | +| 0.2471 | 2.78 | 5100 | 0.2887 | +| 0.2347 | 2.79 | 5110 | 0.2895 | +| 0.2233 | 2.8 | 5120 | 0.2905 | +| 0.2056 | 2.8 | 5130 | 0.2897 | +| 0.2193 | 2.81 | 5140 | 0.2888 | +| 0.2017 | 2.81 | 5150 | 0.2889 | +| 0.2278 | 2.82 | 5160 | 0.2899 | +| 0.2126 | 2.82 | 5170 | 0.2908 | +| 0.2196 | 2.83 | 5180 | 0.2910 | +| 0.2003 | 2.83 | 5190 | 0.2921 | +| 0.2054 | 2.84 | 5200 | 0.2921 | +| 0.214 | 2.84 | 5210 | 0.2922 | +| 0.2199 | 2.85 | 5220 | 0.2924 | +| 0.1937 | 2.86 | 5230 | 0.2932 | +| 0.2092 | 2.86 | 5240 | 0.2930 | +| 0.2247 | 2.87 | 5250 | 0.2931 | +| 0.2079 | 2.87 | 5260 | 0.2927 | +| 0.1823 | 2.88 | 5270 | 0.2937 | +| 0.2123 | 2.88 | 5280 | 0.2946 | +| 0.2186 | 2.89 | 5290 | 0.2946 | +| 0.2402 | 2.89 | 5300 | 0.2931 | +| 0.2237 | 2.9 | 5310 | 0.2920 | +| 0.2385 | 2.9 | 5320 | 0.2909 | +| 0.2099 | 2.91 | 5330 | 0.2905 | +| 0.2114 | 2.92 | 5340 | 0.2911 | +| 0.2172 | 2.92 | 5350 | 0.2917 | +| 0.1933 | 2.93 | 5360 | 0.2928 | +| 0.2114 | 2.93 | 5370 | 0.2932 | +| 0.2336 | 2.94 | 5380 | 0.2932 | +| 0.2572 | 2.94 | 5390 | 0.2930 | +| 0.2003 | 2.95 | 5400 | 0.2918 | +| 0.2198 | 2.95 | 5410 | 0.2916 | +| 0.2539 | 2.96 | 5420 | 0.2914 | +| 0.2198 | 2.96 | 5430 | 0.2910 | +| 0.198 | 2.97 | 5440 | 0.2911 | +| 0.2302 | 2.98 | 5450 | 0.2914 | +| 0.2102 | 2.98 | 5460 | 0.2918 | +| 0.2476 | 2.99 | 5470 | 0.2915 | +| 0.2052 | 2.99 | 5480 | 0.2914 | +| 0.2329 | 3.0 | 5490 | 0.2909 | +| 0.202 | 3.0 | 5500 | 0.2914 | +| 0.1624 | 3.01 | 5510 | 0.2916 | +| 0.166 | 3.01 | 5520 | 0.2911 | +| 0.1646 | 3.02 | 5530 | 0.2912 | +| 0.193 | 3.02 | 5540 | 0.2916 | +| 0.1849 | 3.03 | 5550 | 0.2930 | +| 0.1734 | 3.04 | 5560 | 0.2940 | +| 0.1748 | 3.04 | 5570 | 0.2943 | +| 0.1608 | 3.05 | 5580 | 0.2957 | +| 0.169 | 3.05 | 5590 | 0.2957 | +| 0.1853 | 3.06 | 5600 | 0.2965 | +| 0.1752 | 3.06 | 5610 | 0.2970 | +| 0.161 | 3.07 | 5620 | 0.2980 | +| 0.1901 | 3.07 | 5630 | 0.2980 | +| 0.1727 | 3.08 | 5640 | 0.2990 | +| 0.1528 | 3.08 | 5650 | 0.2998 | +| 0.1808 | 3.09 | 5660 | 0.3006 | +| 0.1739 | 3.1 | 5670 | 0.3007 | +| 0.2049 | 3.1 | 5680 | 0.2994 | +| 0.1911 | 3.11 | 5690 | 0.2986 | +| 0.1907 | 3.11 | 5700 | 0.2986 | +| 0.1854 | 3.12 | 5710 | 0.2993 | +| 0.1677 | 3.12 | 5720 | 0.2996 | +| 0.1882 | 3.13 | 5730 | 0.2998 | +| 0.1874 | 3.13 | 5740 | 0.2997 | +| 0.1492 | 3.14 | 5750 | 0.3005 | +| 0.1886 | 3.14 | 5760 | 0.3011 | +| 0.1836 | 3.15 | 5770 | 0.3012 | +| 0.1772 | 3.16 | 5780 | 0.3008 | +| 0.1699 | 3.16 | 5790 | 0.3009 | +| 0.1633 | 3.17 | 5800 | 0.3023 | +| 0.2072 | 3.17 | 5810 | 0.3022 | +| 0.1921 | 3.18 | 5820 | 0.3023 | +| 0.199 | 3.18 | 5830 | 0.3027 | +| 0.1901 | 3.19 | 5840 | 0.3019 | +| 0.1769 | 3.19 | 5850 | 0.3016 | +| 0.1857 | 3.2 | 5860 | 0.3002 | +| 0.1613 | 3.2 | 5870 | 0.2994 | +| 0.1843 | 3.21 | 5880 | 0.3000 | +| 0.1895 | 3.22 | 5890 | 0.3014 | +| 0.1695 | 3.22 | 5900 | 0.3017 | +| 0.1525 | 3.23 | 5910 | 0.3026 | +| 0.2128 | 3.23 | 5920 | 0.3027 | +| 0.182 | 3.24 | 5930 | 0.3025 | +| 0.2059 | 3.24 | 5940 | 0.3016 | +| 0.1631 | 3.25 | 5950 | 0.3001 | +| 0.2012 | 3.25 | 5960 | 0.2999 | +| 0.1745 | 3.26 | 5970 | 0.2996 | +| 0.1934 | 3.26 | 5980 | 0.2998 | +| 0.1665 | 3.27 | 5990 | 0.3005 | +| 0.1733 | 3.28 | 6000 | 0.3018 | +| 0.17 | 3.28 | 6010 | 0.3029 | +| 0.192 | 3.29 | 6020 | 0.3047 | +| 0.1909 | 3.29 | 6030 | 0.3055 | +| 0.1854 | 3.3 | 6040 | 0.3047 | +| 0.1876 | 3.3 | 6050 | 0.3046 | +| 0.1538 | 3.31 | 6060 | 0.3051 | +| 0.1679 | 3.31 | 6070 | 0.3056 | +| 0.1927 | 3.32 | 6080 | 0.3063 | +| 0.1922 | 3.32 | 6090 | 0.3066 | +| 0.1976 | 3.33 | 6100 | 0.3064 | +| 0.1683 | 3.34 | 6110 | 0.3053 | +| 0.1891 | 3.34 | 6120 | 0.3045 | +| 0.1878 | 3.35 | 6130 | 0.3031 | +| 0.174 | 3.35 | 6140 | 0.3028 | +| 0.1773 | 3.36 | 6150 | 0.3027 | +| 0.2057 | 3.36 | 6160 | 0.3022 | +| 0.1838 | 3.37 | 6170 | 0.3022 | +| 0.1976 | 3.37 | 6180 | 0.3020 | +| 0.1802 | 3.38 | 6190 | 0.3006 | +| 0.1734 | 3.38 | 6200 | 0.3005 | +| 0.1806 | 3.39 | 6210 | 0.3008 | +| 0.1675 | 3.4 | 6220 | 0.3009 | +| 0.1998 | 3.4 | 6230 | 0.3008 | +| 0.1838 | 3.41 | 6240 | 0.3013 | +| 0.1693 | 3.41 | 6250 | 0.3025 | +| 0.1795 | 3.42 | 6260 | 0.3033 | +| 0.2184 | 3.42 | 6270 | 0.3034 | +| 0.1881 | 3.43 | 6280 | 0.3031 | +| 0.1943 | 3.43 | 6290 | 0.3027 | +| 0.1717 | 3.44 | 6300 | 0.3028 | +| 0.2016 | 3.44 | 6310 | 0.3028 | +| 0.2001 | 3.45 | 6320 | 0.3026 | +| 0.158 | 3.46 | 6330 | 0.3025 | +| 0.1562 | 3.46 | 6340 | 0.3033 | +| 0.1698 | 3.47 | 6350 | 0.3039 | +| 0.2106 | 3.47 | 6360 | 0.3045 | +| 0.2117 | 3.48 | 6370 | 0.3048 | +| 0.1635 | 3.48 | 6380 | 0.3051 | +| 0.1853 | 3.49 | 6390 | 0.3055 | +| 0.2109 | 3.49 | 6400 | 0.3058 | +| 0.1838 | 3.5 | 6410 | 0.3057 | +| 0.1789 | 3.5 | 6420 | 0.3051 | +| 0.2018 | 3.51 | 6430 | 0.3035 | +| 0.1885 | 3.52 | 6440 | 0.3019 | +| 0.189 | 3.52 | 6450 | 0.3011 | +| 0.1718 | 3.53 | 6460 | 0.3006 | +| 0.1711 | 3.53 | 6470 | 0.3006 | +| 0.1804 | 3.54 | 6480 | 0.3013 | +| 0.1677 | 3.54 | 6490 | 0.3021 | +| 0.1861 | 3.55 | 6500 | 0.3023 | +| 0.1634 | 3.55 | 6510 | 0.3027 | +| 0.2138 | 3.56 | 6520 | 0.3030 | +| 0.185 | 3.56 | 6530 | 0.3036 | +| 0.1744 | 3.57 | 6540 | 0.3037 | +| 0.1893 | 3.58 | 6550 | 0.3033 | +| 0.1856 | 3.58 | 6560 | 0.3027 | +| 0.1951 | 3.59 | 6570 | 0.3022 | +| 0.1787 | 3.59 | 6580 | 0.3019 | +| 0.1817 | 3.6 | 6590 | 0.3017 | +| 0.1911 | 3.6 | 6600 | 0.3012 | +| 0.204 | 3.61 | 6610 | 0.3012 | +| 0.1643 | 3.61 | 6620 | 0.3008 | +| 0.1766 | 3.62 | 6630 | 0.3006 | +| 0.1846 | 3.62 | 6640 | 0.3004 | +| 0.1792 | 3.63 | 6650 | 0.3007 | +| 0.1924 | 3.64 | 6660 | 0.3008 | +| 0.1723 | 3.64 | 6670 | 0.3007 | +| 0.1769 | 3.65 | 6680 | 0.3009 | +| 0.1702 | 3.65 | 6690 | 0.3013 | +| 0.1681 | 3.66 | 6700 | 0.3016 | +| 0.1885 | 3.66 | 6710 | 0.3016 | +| 0.2321 | 3.67 | 6720 | 0.3012 | +| 0.1648 | 3.67 | 6730 | 0.3011 | +| 0.1941 | 3.68 | 6740 | 0.3011 | +| 0.1729 | 3.69 | 6750 | 0.3008 | +| 0.1854 | 3.69 | 6760 | 0.3004 | +| 0.1844 | 3.7 | 6770 | 0.3002 | +| 0.1811 | 3.7 | 6780 | 0.3001 | +| 0.1957 | 3.71 | 6790 | 0.3001 | +| 0.1988 | 3.71 | 6800 | 0.2999 | +| 0.2051 | 3.72 | 6810 | 0.2994 | +| 0.2074 | 3.72 | 6820 | 0.2987 | +| 0.1825 | 3.73 | 6830 | 0.2985 | +| 0.1802 | 3.73 | 6840 | 0.2986 | +| 0.1904 | 3.74 | 6850 | 0.2985 | +| 0.1676 | 3.75 | 6860 | 0.2986 | +| 0.1999 | 3.75 | 6870 | 0.2987 | +| 0.1791 | 3.76 | 6880 | 0.2990 | +| 0.1763 | 3.76 | 6890 | 0.2997 | +| 0.1964 | 3.77 | 6900 | 0.2999 | +| 0.2253 | 3.77 | 6910 | 0.2998 | +| 0.2008 | 3.78 | 6920 | 0.2995 | +| 0.1881 | 3.78 | 6930 | 0.2995 | +| 0.1945 | 3.79 | 6940 | 0.2992 | +| 0.1904 | 3.79 | 6950 | 0.2991 | +| 0.1718 | 3.8 | 6960 | 0.2991 | +| 0.2027 | 3.81 | 6970 | 0.2990 | +| 0.1889 | 3.81 | 6980 | 0.2989 | +| 0.1663 | 3.82 | 6990 | 0.2989 | +| 0.2035 | 3.82 | 7000 | 0.2988 | +| 0.1859 | 3.83 | 7010 | 0.2989 | +| 0.1852 | 3.83 | 7020 | 0.2992 | +| 0.1834 | 3.84 | 7030 | 0.2994 | +| 0.1643 | 3.84 | 7040 | 0.2996 | +| 0.1779 | 3.85 | 7050 | 0.3000 | +| 0.1875 | 3.85 | 7060 | 0.3002 | +| 0.187 | 3.86 | 7070 | 0.3003 | +| 0.1933 | 3.87 | 7080 | 0.3004 | +| 0.1777 | 3.87 | 7090 | 0.3002 | +| 0.1796 | 3.88 | 7100 | 0.3000 | +| 0.2047 | 3.88 | 7110 | 0.2998 | +| 0.1829 | 3.89 | 7120 | 0.2997 | +| 0.1846 | 3.89 | 7130 | 0.2996 | +| 0.2037 | 3.9 | 7140 | 0.2995 | +| 0.1805 | 3.9 | 7150 | 0.2994 | +| 0.1937 | 3.91 | 7160 | 0.2994 | +| 0.2001 | 3.91 | 7170 | 0.2994 | +| 0.2366 | 3.92 | 7180 | 0.2993 | +| 0.1813 | 3.93 | 7190 | 0.2992 | +| 0.1777 | 3.93 | 7200 | 0.2992 | +| 0.2077 | 3.94 | 7210 | 0.2992 | +| 0.1887 | 3.94 | 7220 | 0.2992 | +| 0.1966 | 3.95 | 7230 | 0.2991 | +| 0.1888 | 3.95 | 7240 | 0.2991 | +| 0.1931 | 3.96 | 7250 | 0.2991 | +| 0.1773 | 3.96 | 7260 | 0.2991 | +| 0.1701 | 3.97 | 7270 | 0.2992 | +| 0.1698 | 3.97 | 7280 | 0.2992 | +| 0.1855 | 3.98 | 7290 | 0.2992 | +| 0.2032 | 3.99 | 7300 | 0.2991 | +| 0.1966 | 3.99 | 7310 | 0.2991 | +| 0.1757 | 4.0 | 7320 | 0.2991 | ### Framework versions