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---
library_name: transformers
language:
- nl
license: apache-2.0
base_model: openai/whisper-large-v2
tags:
- generated_from_trainer
metrics:
- wer
model-index:
- name: Whisper Large V2
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# Whisper Large V2
This model is a fine-tuned version of [openai/whisper-large-v2](https://huggingface.co/openai/whisper-large-v2) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1705
- Wer: 6.0538
## 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: 3e-05
- train_batch_size: 12
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 20
- num_epochs: 5
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:------:|:-----:|:---------------:|:-------:|
| 0.8203 | 0.0073 | 15 | 0.6258 | 56.0737 |
| 0.5305 | 0.0146 | 30 | 0.5145 | 55.1375 |
| 0.5087 | 0.0218 | 45 | 0.4884 | 33.9776 |
| 0.5034 | 0.0291 | 60 | 0.4762 | 46.5838 |
| 0.4869 | 0.0364 | 75 | 0.4587 | 41.9754 |
| 0.4587 | 0.0437 | 90 | 0.4605 | 45.0304 |
| 0.4234 | 0.0509 | 105 | 0.4521 | 44.3169 |
| 0.4813 | 0.0582 | 120 | 0.4457 | 35.8106 |
| 0.4403 | 0.0655 | 135 | 0.4562 | 30.5795 |
| 0.4479 | 0.0728 | 150 | 0.4472 | 34.9033 |
| 0.4764 | 0.0801 | 165 | 0.4288 | 35.4494 |
| 0.428 | 0.0873 | 180 | 0.4324 | 30.1572 |
| 0.4327 | 0.0946 | 195 | 0.4295 | 42.3980 |
| 0.4316 | 0.1019 | 210 | 0.4283 | 27.6999 |
| 0.4348 | 0.1092 | 225 | 0.4298 | 29.8806 |
| 0.4599 | 0.1164 | 240 | 0.4249 | 29.0505 |
| 0.4841 | 0.1237 | 255 | 0.4168 | 27.5828 |
| 0.4416 | 0.1310 | 270 | 0.4085 | 27.1271 |
| 0.3859 | 0.1383 | 285 | 0.4192 | 24.2381 |
| 0.3967 | 0.1456 | 300 | 0.4177 | 27.3988 |
| 0.3987 | 0.1528 | 315 | 0.4195 | 30.7729 |
| 0.4301 | 0.1601 | 330 | 0.4076 | 26.1656 |
| 0.4113 | 0.1674 | 345 | 0.4066 | 25.9037 |
| 0.433 | 0.1747 | 360 | 0.3972 | 26.4547 |
| 0.3992 | 0.1820 | 375 | 0.4016 | 30.4602 |
| 0.4079 | 0.1892 | 390 | 0.3910 | 25.6162 |
| 0.3933 | 0.1965 | 405 | 0.3915 | 24.3051 |
| 0.3719 | 0.2038 | 420 | 0.3880 | 23.1668 |
| 0.3958 | 0.2111 | 435 | 0.3893 | 26.5341 |
| 0.3565 | 0.2183 | 450 | 0.3865 | 25.1763 |
| 0.3482 | 0.2256 | 465 | 0.3941 | 28.3927 |
| 0.3805 | 0.2329 | 480 | 0.3877 | 23.0464 |
| 0.3823 | 0.2402 | 495 | 0.3884 | 24.4801 |
| 0.4061 | 0.2475 | 510 | 0.3752 | 23.4095 |
| 0.4055 | 0.2547 | 525 | 0.3724 | 24.0357 |
| 0.388 | 0.2620 | 540 | 0.3681 | 21.7571 |
| 0.4003 | 0.2693 | 555 | 0.3689 | 23.1540 |
| 0.4285 | 0.2766 | 570 | 0.3619 | 20.7121 |
| 0.3911 | 0.2838 | 585 | 0.3656 | 23.0298 |
| 0.3798 | 0.2911 | 600 | 0.3691 | 22.2892 |
| 0.3805 | 0.2984 | 615 | 0.3629 | 23.7324 |
| 0.367 | 0.3057 | 630 | 0.3591 | 24.1843 |
| 0.369 | 0.3130 | 645 | 0.3647 | 28.3558 |
| 0.3569 | 0.3202 | 660 | 0.3560 | 21.7187 |
| 0.3547 | 0.3275 | 675 | 0.3591 | 22.5270 |
| 0.3875 | 0.3348 | 690 | 0.3596 | 20.7282 |
| 0.3882 | 0.3421 | 705 | 0.3518 | 21.1207 |
| 0.345 | 0.3493 | 720 | 0.3587 | 25.3137 |
| 0.3735 | 0.3566 | 735 | 0.3478 | 21.6111 |
| 0.3851 | 0.3639 | 750 | 0.3484 | 19.7434 |
| 0.3825 | 0.3712 | 765 | 0.3457 | 19.8815 |
| 0.3714 | 0.3785 | 780 | 0.3471 | 20.5359 |
| 0.3615 | 0.3857 | 795 | 0.3463 | 20.1355 |
| 0.3551 | 0.3930 | 810 | 0.3401 | 21.0605 |
| 0.3481 | 0.4003 | 825 | 0.3444 | 20.9563 |
| 0.411 | 0.4076 | 840 | 0.3456 | 21.2939 |
| 0.3512 | 0.4148 | 855 | 0.3378 | 20.6327 |
| 0.3958 | 0.4221 | 870 | 0.3351 | 21.6363 |
| 0.3512 | 0.4294 | 885 | 0.3382 | 20.4505 |
| 0.3327 | 0.4367 | 900 | 0.3358 | 20.6695 |
| 0.3367 | 0.4440 | 915 | 0.3351 | 19.5658 |
| 0.3677 | 0.4512 | 930 | 0.3310 | 19.3460 |
| 0.3237 | 0.4585 | 945 | 0.3358 | 20.0415 |
| 0.3579 | 0.4658 | 960 | 0.3253 | 19.1154 |
| 0.3707 | 0.4731 | 975 | 0.3255 | 18.8918 |
| 0.3016 | 0.4803 | 990 | 0.3266 | 19.6053 |
| 0.3134 | 0.4876 | 1005 | 0.3245 | 20.1182 |
| 0.3354 | 0.4949 | 1020 | 0.3289 | 18.6329 |
| 0.3321 | 0.5022 | 1035 | 0.3257 | 21.5080 |
| 0.3548 | 0.5095 | 1050 | 0.3177 | 19.0006 |
| 0.3473 | 0.5167 | 1065 | 0.3153 | 19.8815 |
| 0.339 | 0.5240 | 1080 | 0.3137 | 20.1664 |
| 0.3052 | 0.5313 | 1095 | 0.3134 | 18.1128 |
| 0.315 | 0.5386 | 1110 | 0.3174 | 19.3946 |
| 0.3113 | 0.5459 | 1125 | 0.3171 | 21.4429 |
| 0.3253 | 0.5531 | 1140 | 0.3149 | 19.5741 |
| 0.33 | 0.5604 | 1155 | 0.3159 | 19.4405 |
| 0.3235 | 0.5677 | 1170 | 0.3126 | 18.7063 |
| 0.3082 | 0.5750 | 1185 | 0.3107 | 20.3000 |
| 0.3157 | 0.5822 | 1200 | 0.3108 | 18.6472 |
| 0.3011 | 0.5895 | 1215 | 0.3114 | 19.6381 |
| 0.2946 | 0.5968 | 1230 | 0.3128 | 19.9880 |
| 0.3292 | 0.6041 | 1245 | 0.3042 | 18.5859 |
| 0.3216 | 0.6114 | 1260 | 0.3020 | 17.8404 |
| 0.2923 | 0.6186 | 1275 | 0.3006 | 17.5924 |
| 0.3094 | 0.6259 | 1290 | 0.3007 | 17.5051 |
| 0.2737 | 0.6332 | 1305 | 0.2970 | 18.8798 |
| 0.2764 | 0.6405 | 1320 | 0.3022 | 19.2008 |
| 0.3071 | 0.6477 | 1335 | 0.2961 | 17.5932 |
| 0.3031 | 0.6550 | 1350 | 0.2961 | 19.5794 |
| 0.3165 | 0.6623 | 1365 | 0.2945 | 22.8296 |
| 0.2957 | 0.6696 | 1380 | 0.2968 | 20.0253 |
| 0.3194 | 0.6769 | 1395 | 0.2945 | 18.0135 |
| 0.3 | 0.6841 | 1410 | 0.2960 | 18.6525 |
| 0.3252 | 0.6914 | 1425 | 0.2886 | 17.3606 |
| 0.3132 | 0.6987 | 1440 | 0.2896 | 18.3420 |
| 0.2926 | 0.7060 | 1455 | 0.2875 | 17.8983 |
| 0.3093 | 0.7132 | 1470 | 0.2866 | 18.8504 |
| 0.2846 | 0.7205 | 1485 | 0.2880 | 17.3203 |
| 0.3231 | 0.7278 | 1500 | 0.2838 | 17.9732 |
| 0.2751 | 0.7351 | 1515 | 0.2851 | 19.2362 |
| 0.2962 | 0.7424 | 1530 | 0.2855 | 19.0653 |
| 0.2837 | 0.7496 | 1545 | 0.2816 | 17.4968 |
| 0.294 | 0.7569 | 1560 | 0.2825 | 17.3395 |
| 0.2851 | 0.7642 | 1575 | 0.2809 | 17.0705 |
| 0.2822 | 0.7715 | 1590 | 0.2805 | 19.0454 |
| 0.2948 | 0.7787 | 1605 | 0.2814 | 17.0091 |
| 0.2948 | 0.7860 | 1620 | 0.2765 | 17.6022 |
| 0.2461 | 0.7933 | 1635 | 0.2805 | 16.6287 |
| 0.2898 | 0.8006 | 1650 | 0.2789 | 16.9064 |
| 0.294 | 0.8079 | 1665 | 0.2753 | 16.6610 |
| 0.2729 | 0.8151 | 1680 | 0.2792 | 17.2390 |
| 0.2759 | 0.8224 | 1695 | 0.2771 | 16.9237 |
| 0.3072 | 0.8297 | 1710 | 0.2748 | 17.9924 |
| 0.3144 | 0.8370 | 1725 | 0.2736 | 16.3671 |
| 0.2638 | 0.8443 | 1740 | 0.2755 | 16.7995 |
| 0.2744 | 0.8515 | 1755 | 0.2710 | 16.5346 |
| 0.2804 | 0.8588 | 1770 | 0.2690 | 16.9538 |
| 0.3117 | 0.8661 | 1785 | 0.2690 | 17.4095 |
| 0.2771 | 0.8734 | 1800 | 0.2748 | 16.9041 |
| 0.2695 | 0.8806 | 1815 | 0.2683 | 17.2338 |
| 0.2714 | 0.8879 | 1830 | 0.2707 | 16.9068 |
| 0.2899 | 0.8952 | 1845 | 0.2672 | 16.7645 |
| 0.2854 | 0.9025 | 1860 | 0.2656 | 16.8274 |
| 0.2714 | 0.9098 | 1875 | 0.2654 | 16.1300 |
| 0.2482 | 0.9170 | 1890 | 0.2627 | 15.2212 |
| 0.2629 | 0.9243 | 1905 | 0.2615 | 18.1494 |
| 0.2708 | 0.9316 | 1920 | 0.2623 | 15.6770 |
| 0.2475 | 0.9389 | 1935 | 0.2655 | 15.9705 |
| 0.2568 | 0.9461 | 1950 | 0.2609 | 16.1801 |
| 0.2622 | 0.9534 | 1965 | 0.2585 | 15.5731 |
| 0.2573 | 0.9607 | 1980 | 0.2649 | 15.8463 |
| 0.2814 | 0.9680 | 1995 | 0.2572 | 16.3438 |
| 0.2488 | 0.9753 | 2010 | 0.2577 | 16.7754 |
| 0.2974 | 0.9825 | 2025 | 0.2531 | 15.8132 |
| 0.2843 | 0.9898 | 2040 | 0.2542 | 17.0373 |
| 0.2683 | 0.9971 | 2055 | 0.2517 | 16.6411 |
| 0.2065 | 1.0044 | 2070 | 0.2558 | 15.4628 |
| 0.1516 | 1.0116 | 2085 | 0.2579 | 16.6614 |
| 0.1584 | 1.0189 | 2100 | 0.2589 | 16.7337 |
| 0.16 | 1.0262 | 2115 | 0.2579 | 14.8460 |
| 0.172 | 1.0335 | 2130 | 0.2513 | 16.1078 |
| 0.1615 | 1.0408 | 2145 | 0.2537 | 15.8064 |
| 0.1641 | 1.0480 | 2160 | 0.2569 | 17.9736 |
| 0.1687 | 1.0553 | 2175 | 0.2543 | 15.2521 |
| 0.1562 | 1.0626 | 2190 | 0.2561 | 15.5599 |
| 0.1587 | 1.0699 | 2205 | 0.2610 | 15.6664 |
| 0.1609 | 1.0771 | 2220 | 0.2551 | 14.8577 |
| 0.1638 | 1.0844 | 2235 | 0.2543 | 16.5794 |
| 0.1781 | 1.0917 | 2250 | 0.2557 | 16.1827 |
| 0.1548 | 1.0990 | 2265 | 0.2543 | 15.5464 |
| 0.1569 | 1.1063 | 2280 | 0.2547 | 15.3808 |
| 0.1719 | 1.1135 | 2295 | 0.2502 | 14.5962 |
| 0.1602 | 1.1208 | 2310 | 0.2514 | 15.0534 |
| 0.1506 | 1.1281 | 2325 | 0.2525 | 15.0730 |
| 0.162 | 1.1354 | 2340 | 0.2506 | 14.9823 |
| 0.1793 | 1.1426 | 2355 | 0.2481 | 14.5943 |
| 0.1666 | 1.1499 | 2370 | 0.2537 | 15.0018 |
| 0.1735 | 1.1572 | 2385 | 0.2515 | 16.6279 |
| 0.1685 | 1.1645 | 2400 | 0.2493 | 17.8144 |
| 0.1701 | 1.1718 | 2415 | 0.2472 | 14.3847 |
| 0.1594 | 1.1790 | 2430 | 0.2498 | 15.1908 |
| 0.1758 | 1.1863 | 2445 | 0.2469 | 15.3281 |
| 0.181 | 1.1936 | 2460 | 0.2448 | 14.6127 |
| 0.1526 | 1.2009 | 2475 | 0.2467 | 14.6391 |
| 0.184 | 1.2082 | 2490 | 0.2466 | 14.8713 |
| 0.1394 | 1.2154 | 2505 | 0.2482 | 16.0552 |
| 0.1658 | 1.2227 | 2520 | 0.2440 | 14.6568 |
| 0.159 | 1.2300 | 2535 | 0.2459 | 14.8826 |
| 0.1587 | 1.2373 | 2550 | 0.2472 | 15.2698 |
| 0.191 | 1.2445 | 2565 | 0.2424 | 14.4016 |
| 0.1764 | 1.2518 | 2580 | 0.2463 | 14.4359 |
| 0.1377 | 1.2591 | 2595 | 0.2450 | 15.0353 |
| 0.1647 | 1.2664 | 2610 | 0.2449 | 15.1990 |
| 0.1677 | 1.2737 | 2625 | 0.2391 | 14.4972 |
| 0.1622 | 1.2809 | 2640 | 0.2407 | 14.9303 |
| 0.1544 | 1.2882 | 2655 | 0.2410 | 14.1077 |
| 0.1496 | 1.2955 | 2670 | 0.2436 | 14.9040 |
| 0.1693 | 1.3028 | 2685 | 0.2381 | 14.4998 |
| 0.1593 | 1.3100 | 2700 | 0.2433 | 15.0154 |
| 0.1586 | 1.3173 | 2715 | 0.2393 | 14.3241 |
| 0.16 | 1.3246 | 2730 | 0.2380 | 14.3309 |
| 0.1701 | 1.3319 | 2745 | 0.2415 | 15.3138 |
| 0.1476 | 1.3392 | 2760 | 0.2359 | 14.9300 |
| 0.1676 | 1.3464 | 2775 | 0.2348 | 13.9579 |
| 0.157 | 1.3537 | 2790 | 0.2335 | 14.5273 |
| 0.1477 | 1.3610 | 2805 | 0.2366 | 14.5424 |
| 0.1626 | 1.3683 | 2820 | 0.2329 | 14.9270 |
| 0.1508 | 1.3755 | 2835 | 0.2380 | 14.7471 |
| 0.1739 | 1.3828 | 2850 | 0.2331 | 14.2955 |
| 0.1431 | 1.3901 | 2865 | 0.2333 | 14.4170 |
| 0.1547 | 1.3974 | 2880 | 0.2338 | 14.0915 |
| 0.1631 | 1.4047 | 2895 | 0.2319 | 13.3231 |
| 0.1622 | 1.4119 | 2910 | 0.2291 | 13.7239 |
| 0.1614 | 1.4192 | 2925 | 0.2328 | 14.6620 |
| 0.1472 | 1.4265 | 2940 | 0.2333 | 14.3256 |
| 0.158 | 1.4338 | 2955 | 0.2293 | 13.9222 |
| 0.1587 | 1.4410 | 2970 | 0.2306 | 14.8370 |
| 0.1624 | 1.4483 | 2985 | 0.2301 | 14.9988 |
| 0.1537 | 1.4556 | 3000 | 0.2311 | 15.0786 |
| 0.1504 | 1.4629 | 3015 | 0.2305 | 13.9410 |
| 0.1612 | 1.4702 | 3030 | 0.2323 | 13.8360 |
| 0.1653 | 1.4774 | 3045 | 0.2279 | 13.8146 |
| 0.1595 | 1.4847 | 3060 | 0.2257 | 13.5982 |
| 0.1778 | 1.4920 | 3075 | 0.2244 | 13.3220 |
| 0.1681 | 1.4993 | 3090 | 0.2247 | 13.9478 |
| 0.1587 | 1.5066 | 3105 | 0.2248 | 13.9169 |
| 0.14 | 1.5138 | 3120 | 0.2234 | 13.6610 |
| 0.1598 | 1.5211 | 3135 | 0.2226 | 13.1997 |
| 0.1618 | 1.5284 | 3150 | 0.2238 | 13.4439 |
| 0.1606 | 1.5357 | 3165 | 0.2237 | 13.5982 |
| 0.1675 | 1.5429 | 3180 | 0.2239 | 14.0987 |
| 0.1431 | 1.5502 | 3195 | 0.2233 | 13.2990 |
| 0.155 | 1.5575 | 3210 | 0.2224 | 13.9410 |
| 0.155 | 1.5648 | 3225 | 0.2245 | 13.8131 |
| 0.1648 | 1.5721 | 3240 | 0.2210 | 12.9761 |
| 0.1497 | 1.5793 | 3255 | 0.2191 | 13.0266 |
| 0.158 | 1.5866 | 3270 | 0.2233 | 13.6004 |
| 0.1699 | 1.5939 | 3285 | 0.2167 | 13.5639 |
| 0.1468 | 1.6012 | 3300 | 0.2161 | 12.7086 |
| 0.1314 | 1.6084 | 3315 | 0.2179 | 12.9494 |
| 0.1687 | 1.6157 | 3330 | 0.2155 | 12.9886 |
| 0.1416 | 1.6230 | 3345 | 0.2167 | 12.9058 |
| 0.1665 | 1.6303 | 3360 | 0.2134 | 12.8768 |
| 0.1536 | 1.6376 | 3375 | 0.2129 | 13.3065 |
| 0.1516 | 1.6448 | 3390 | 0.2150 | 13.7028 |
| 0.1552 | 1.6521 | 3405 | 0.2149 | 12.9095 |
| 0.1655 | 1.6594 | 3420 | 0.2152 | 13.3637 |
| 0.15 | 1.6667 | 3435 | 0.2132 | 12.9253 |
| 0.149 | 1.6739 | 3450 | 0.2098 | 12.6480 |
| 0.1514 | 1.6812 | 3465 | 0.2086 | 13.1748 |
| 0.1466 | 1.6885 | 3480 | 0.2124 | 13.8548 |
| 0.1498 | 1.6958 | 3495 | 0.2108 | 14.5390 |
| 0.167 | 1.7031 | 3510 | 0.2072 | 12.7974 |
| 0.1327 | 1.7103 | 3525 | 0.2092 | 13.4202 |
| 0.1555 | 1.7176 | 3540 | 0.2089 | 12.6570 |
| 0.1596 | 1.7249 | 3555 | 0.2082 | 13.5346 |
| 0.1229 | 1.7322 | 3570 | 0.2126 | 13.1093 |
| 0.1508 | 1.7394 | 3585 | 0.2067 | 12.8896 |
| 0.1303 | 1.7467 | 3600 | 0.2059 | 12.4832 |
| 0.136 | 1.7540 | 3615 | 0.2072 | 12.8343 |
| 0.151 | 1.7613 | 3630 | 0.2033 | 12.8011 |
| 0.1424 | 1.7686 | 3645 | 0.2051 | 12.3202 |
| 0.1318 | 1.7758 | 3660 | 0.2034 | 13.2290 |
| 0.1394 | 1.7831 | 3675 | 0.2045 | 13.5335 |
| 0.1327 | 1.7904 | 3690 | 0.2064 | 12.4068 |
| 0.1436 | 1.7977 | 3705 | 0.2045 | 13.3645 |
| 0.144 | 1.8049 | 3720 | 0.2033 | 13.7201 |
| 0.1426 | 1.8122 | 3735 | 0.2005 | 12.2788 |
| 0.1375 | 1.8195 | 3750 | 0.1995 | 12.4647 |
| 0.1507 | 1.8268 | 3765 | 0.1978 | 12.2107 |
| 0.1437 | 1.8341 | 3780 | 0.2004 | 12.4568 |
| 0.1331 | 1.8413 | 3795 | 0.1996 | 12.4256 |
| 0.1331 | 1.8486 | 3810 | 0.1956 | 11.9051 |
| 0.1337 | 1.8559 | 3825 | 0.1969 | 12.1012 |
| 0.1468 | 1.8632 | 3840 | 0.1959 | 12.3977 |
| 0.1172 | 1.8705 | 3855 | 0.1979 | 12.8331 |
| 0.1319 | 1.8777 | 3870 | 0.1943 | 14.2187 |
| 0.1429 | 1.8850 | 3885 | 0.1970 | 11.7738 |
| 0.1364 | 1.8923 | 3900 | 0.1927 | 12.3816 |
| 0.1349 | 1.8996 | 3915 | 0.1916 | 11.7219 |
| 0.1411 | 1.9068 | 3930 | 0.1926 | 12.1264 |
| 0.1296 | 1.9141 | 3945 | 0.1926 | 11.8664 |
| 0.1316 | 1.9214 | 3960 | 0.1924 | 11.9217 |
| 0.1267 | 1.9287 | 3975 | 0.1926 | 11.3854 |
| 0.1324 | 1.9360 | 3990 | 0.1924 | 11.4536 |
| 0.136 | 1.9432 | 4005 | 0.1898 | 11.7659 |
| 0.1376 | 1.9505 | 4020 | 0.1894 | 11.4411 |
| 0.1269 | 1.9578 | 4035 | 0.1907 | 11.1450 |
| 0.1502 | 1.9651 | 4050 | 0.1886 | 11.8784 |
| 0.1379 | 1.9723 | 4065 | 0.1859 | 11.7580 |
| 0.1195 | 1.9796 | 4080 | 0.1862 | 11.5010 |
| 0.1224 | 1.9869 | 4095 | 0.1889 | 11.3896 |
| 0.1272 | 1.9942 | 4110 | 0.1875 | 11.2473 |
| 0.1218 | 2.0015 | 4125 | 0.1899 | 11.3162 |
| 0.0721 | 2.0087 | 4140 | 0.1947 | 11.1262 |
| 0.0721 | 2.0160 | 4155 | 0.1948 | 11.9081 |
| 0.0701 | 2.0233 | 4170 | 0.1951 | 12.8316 |
| 0.069 | 2.0306 | 4185 | 0.1900 | 11.2142 |
| 0.0651 | 2.0378 | 4200 | 0.1938 | 11.1664 |
| 0.0649 | 2.0451 | 4215 | 0.1945 | 11.3252 |
| 0.0588 | 2.0524 | 4230 | 0.1956 | 11.3888 |
| 0.0775 | 2.0597 | 4245 | 0.1939 | 11.4641 |
| 0.0638 | 2.0670 | 4260 | 0.1930 | 11.3012 |
| 0.0686 | 2.0742 | 4275 | 0.1952 | 11.5032 |
| 0.0657 | 2.0815 | 4290 | 0.1914 | 11.6331 |
| 0.0681 | 2.0888 | 4305 | 0.1933 | 11.2556 |
| 0.0768 | 2.0961 | 4320 | 0.1930 | 12.3210 |
| 0.0696 | 2.1033 | 4335 | 0.1935 | 11.5296 |
| 0.0616 | 2.1106 | 4350 | 0.1925 | 11.3346 |
| 0.0714 | 2.1179 | 4365 | 0.1896 | 10.8737 |
| 0.063 | 2.1252 | 4380 | 0.1931 | 11.0468 |
| 0.0693 | 2.1325 | 4395 | 0.1921 | 11.2936 |
| 0.075 | 2.1397 | 4410 | 0.1919 | 11.2910 |
| 0.0674 | 2.1470 | 4425 | 0.1909 | 11.2018 |
| 0.0588 | 2.1543 | 4440 | 0.1955 | 11.7456 |
| 0.0639 | 2.1616 | 4455 | 0.1958 | 11.4739 |
| 0.0695 | 2.1689 | 4470 | 0.1932 | 11.2059 |
| 0.0713 | 2.1761 | 4485 | 0.1923 | 11.6699 |
| 0.0649 | 2.1834 | 4500 | 0.1890 | 11.0129 |
| 0.0547 | 2.1907 | 4515 | 0.1927 | 11.0129 |
| 0.074 | 2.1980 | 4530 | 0.1894 | 11.0065 |
| 0.0752 | 2.2052 | 4545 | 0.1888 | 10.9339 |
| 0.0683 | 2.2125 | 4560 | 0.1911 | 11.1427 |
| 0.0799 | 2.2198 | 4575 | 0.1874 | 11.0765 |
| 0.0581 | 2.2271 | 4590 | 0.1938 | 10.7450 |
| 0.0688 | 2.2344 | 4605 | 0.1908 | 10.6723 |
| 0.0682 | 2.2416 | 4620 | 0.1881 | 10.5925 |
| 0.0688 | 2.2489 | 4635 | 0.1892 | 10.8319 |
| 0.0655 | 2.2562 | 4650 | 0.1909 | 10.8729 |
| 0.0716 | 2.2635 | 4665 | 0.1884 | 10.8789 |
| 0.0653 | 2.2707 | 4680 | 0.1882 | 10.7224 |
| 0.0732 | 2.2780 | 4695 | 0.1853 | 10.5782 |
| 0.0598 | 2.2853 | 4710 | 0.1886 | 10.3735 |
| 0.0783 | 2.2926 | 4725 | 0.1845 | 10.5459 |
| 0.0602 | 2.2999 | 4740 | 0.1864 | 10.8244 |
| 0.0605 | 2.3071 | 4755 | 0.1874 | 11.1868 |
| 0.0738 | 2.3144 | 4770 | 0.1917 | 11.1367 |
| 0.0804 | 2.3217 | 4785 | 0.1832 | 10.8341 |
| 0.0622 | 2.3290 | 4800 | 0.1858 | 10.6358 |
| 0.0729 | 2.3362 | 4815 | 0.1846 | 11.0238 |
| 0.0618 | 2.3435 | 4830 | 0.1843 | 10.4876 |
| 0.0749 | 2.3508 | 4845 | 0.1856 | 10.6155 |
| 0.0743 | 2.3581 | 4860 | 0.1859 | 10.5636 |
| 0.0679 | 2.3654 | 4875 | 0.1852 | 10.7585 |
| 0.0696 | 2.3726 | 4890 | 0.1832 | 10.9945 |
| 0.0569 | 2.3799 | 4905 | 0.1850 | 10.4744 |
| 0.067 | 2.3872 | 4920 | 0.1829 | 10.4966 |
| 0.0743 | 2.3945 | 4935 | 0.1825 | 10.5143 |
| 0.0663 | 2.4017 | 4950 | 0.1838 | 10.6546 |
| 0.0659 | 2.4090 | 4965 | 0.1814 | 10.3619 |
| 0.0728 | 2.4163 | 4980 | 0.1816 | 10.0774 |
| 0.0523 | 2.4236 | 4995 | 0.1857 | 10.9459 |
| 0.0656 | 2.4309 | 5010 | 0.1820 | 10.3265 |
| 0.0653 | 2.4381 | 5025 | 0.1834 | 10.4857 |
| 0.0627 | 2.4454 | 5040 | 0.1820 | 10.7450 |
| 0.0648 | 2.4527 | 5055 | 0.1821 | 10.5903 |
| 0.0664 | 2.4600 | 5070 | 0.1817 | 10.9455 |
| 0.0615 | 2.4672 | 5085 | 0.1805 | 10.6802 |
| 0.0684 | 2.4745 | 5100 | 0.1808 | 10.8330 |
| 0.0611 | 2.4818 | 5115 | 0.1812 | 10.6625 |
| 0.0763 | 2.4891 | 5130 | 0.1800 | 10.7258 |
| 0.0679 | 2.4964 | 5145 | 0.1789 | 10.3491 |
| 0.0575 | 2.5036 | 5160 | 0.1833 | 10.0582 |
| 0.0607 | 2.5109 | 5175 | 0.1777 | 9.9998 |
| 0.0718 | 2.5182 | 5190 | 0.1782 | 10.1684 |
| 0.064 | 2.5255 | 5205 | 0.1795 | 10.0205 |
| 0.0728 | 2.5328 | 5220 | 0.1797 | 10.1109 |
| 0.0592 | 2.5400 | 5235 | 0.1787 | 10.3969 |
| 0.0703 | 2.5473 | 5250 | 0.1770 | 9.8651 |
| 0.0585 | 2.5546 | 5265 | 0.1770 | 9.5039 |
| 0.0515 | 2.5619 | 5280 | 0.1771 | 9.7831 |
| 0.0605 | 2.5691 | 5295 | 0.1754 | 9.9916 |
| 0.0743 | 2.5764 | 5310 | 0.1751 | 9.8399 |
| 0.0686 | 2.5837 | 5325 | 0.1769 | 9.9046 |
| 0.0667 | 2.5910 | 5340 | 0.1760 | 10.0680 |
| 0.0584 | 2.5983 | 5355 | 0.1772 | 9.9464 |
| 0.0582 | 2.6055 | 5370 | 0.1749 | 9.7176 |
| 0.0629 | 2.6128 | 5385 | 0.1774 | 10.1018 |
| 0.0642 | 2.6201 | 5400 | 0.1727 | 9.5731 |
| 0.0544 | 2.6274 | 5415 | 0.1752 | 10.0747 |
| 0.0582 | 2.6346 | 5430 | 0.1727 | 9.7966 |
| 0.0597 | 2.6419 | 5445 | 0.1718 | 10.0593 |
| 0.0544 | 2.6492 | 5460 | 0.1727 | 10.6720 |
| 0.0608 | 2.6565 | 5475 | 0.1739 | 10.2787 |
| 0.0625 | 2.6638 | 5490 | 0.1738 | 9.6585 |
| 0.0705 | 2.6710 | 5505 | 0.1702 | 10.1688 |
| 0.0569 | 2.6783 | 5520 | 0.1739 | 9.6055 |
| 0.0526 | 2.6856 | 5535 | 0.1729 | 10.1195 |
| 0.0661 | 2.6929 | 5550 | 0.1698 | 9.6950 |
| 0.0698 | 2.7001 | 5565 | 0.1694 | 9.4549 |
| 0.0542 | 2.7074 | 5580 | 0.1708 | 9.6717 |
| 0.0607 | 2.7147 | 5595 | 0.1686 | 9.6544 |
| 0.0534 | 2.7220 | 5610 | 0.1696 | 9.6529 |
| 0.0595 | 2.7293 | 5625 | 0.1686 | 9.5242 |
| 0.0542 | 2.7365 | 5640 | 0.1709 | 9.2822 |
| 0.0614 | 2.7438 | 5655 | 0.1689 | 9.5238 |
| 0.0538 | 2.7511 | 5670 | 0.1715 | 10.3799 |
| 0.0704 | 2.7584 | 5685 | 0.1659 | 10.8718 |
| 0.0644 | 2.7656 | 5700 | 0.1667 | 10.1142 |
| 0.0697 | 2.7729 | 5715 | 0.1669 | 9.8802 |
| 0.058 | 2.7802 | 5730 | 0.1673 | 9.9110 |
| 0.0635 | 2.7875 | 5745 | 0.1662 | 9.5264 |
| 0.0496 | 2.7948 | 5760 | 0.1645 | 9.9442 |
| 0.0535 | 2.8020 | 5775 | 0.1665 | 9.8339 |
| 0.0622 | 2.8093 | 5790 | 0.1640 | 9.6879 |
| 0.0598 | 2.8166 | 5805 | 0.1646 | 11.8758 |
| 0.0585 | 2.8239 | 5820 | 0.1642 | 9.1844 |
| 0.062 | 2.8311 | 5835 | 0.1638 | 9.0323 |
| 0.0577 | 2.8384 | 5850 | 0.1633 | 9.1023 |
| 0.0479 | 2.8457 | 5865 | 0.1631 | 8.8013 |
| 0.0558 | 2.8530 | 5880 | 0.1627 | 8.7001 |
| 0.0634 | 2.8603 | 5895 | 0.1622 | 8.8190 |
| 0.0608 | 2.8675 | 5910 | 0.1622 | 9.1550 |
| 0.061 | 2.8748 | 5925 | 0.1630 | 9.0779 |
| 0.0723 | 2.8821 | 5940 | 0.1615 | 9.1430 |
| 0.0563 | 2.8894 | 5955 | 0.1597 | 8.7422 |
| 0.0536 | 2.8967 | 5970 | 0.1611 | 9.1437 |
| 0.0479 | 2.9039 | 5985 | 0.1602 | 8.7806 |
| 0.0499 | 2.9112 | 6000 | 0.1621 | 8.7256 |
| 0.0572 | 2.9185 | 6015 | 0.1593 | 8.6568 |
| 0.0599 | 2.9258 | 6030 | 0.1602 | 8.6248 |
| 0.0612 | 2.9330 | 6045 | 0.1580 | 8.8291 |
| 0.0491 | 2.9403 | 6060 | 0.1587 | 8.8325 |
| 0.0589 | 2.9476 | 6075 | 0.1586 | 8.6620 |
| 0.0472 | 2.9549 | 6090 | 0.1603 | 8.6594 |
| 0.0598 | 2.9622 | 6105 | 0.1565 | 8.6387 |
| 0.0578 | 2.9694 | 6120 | 0.1581 | 9.0835 |
| 0.0537 | 2.9767 | 6135 | 0.1575 | 8.7960 |
| 0.0558 | 2.9840 | 6150 | 0.1552 | 8.4807 |
| 0.0499 | 2.9913 | 6165 | 0.1565 | 8.1837 |
| 0.0521 | 2.9985 | 6180 | 0.1561 | 8.3283 |
| 0.0317 | 3.0058 | 6195 | 0.1642 | 8.1153 |
| 0.0264 | 3.0131 | 6210 | 0.1623 | 8.1600 |
| 0.0213 | 3.0204 | 6225 | 0.1641 | 8.0453 |
| 0.0234 | 3.0277 | 6240 | 0.1655 | 8.3034 |
| 0.0182 | 3.0349 | 6255 | 0.1667 | 8.2711 |
| 0.0197 | 3.0422 | 6270 | 0.1674 | 8.2312 |
| 0.0201 | 3.0495 | 6285 | 0.1669 | 8.1013 |
| 0.021 | 3.0568 | 6300 | 0.1643 | 8.0991 |
| 0.0192 | 3.0640 | 6315 | 0.1678 | 8.0678 |
| 0.0232 | 3.0713 | 6330 | 0.1687 | 8.0449 |
| 0.0205 | 3.0786 | 6345 | 0.1655 | 8.3320 |
| 0.0217 | 3.0859 | 6360 | 0.1659 | 8.1269 |
| 0.023 | 3.0932 | 6375 | 0.1670 | 8.0456 |
| 0.0225 | 3.1004 | 6390 | 0.1668 | 8.1326 |
| 0.0201 | 3.1077 | 6405 | 0.1671 | 8.0765 |
| 0.0197 | 3.1150 | 6420 | 0.1693 | 8.1066 |
| 0.0195 | 3.1223 | 6435 | 0.1667 | 8.0483 |
| 0.0227 | 3.1295 | 6450 | 0.1652 | 8.0983 |
| 0.0225 | 3.1368 | 6465 | 0.1663 | 8.2639 |
| 0.0231 | 3.1441 | 6480 | 0.1703 | 8.2225 |
| 0.0184 | 3.1514 | 6495 | 0.1670 | 8.2225 |
| 0.0215 | 3.1587 | 6510 | 0.1658 | 8.1646 |
| 0.0211 | 3.1659 | 6525 | 0.1701 | 8.5390 |
| 0.0234 | 3.1732 | 6540 | 0.1676 | 8.5778 |
| 0.0246 | 3.1805 | 6555 | 0.1649 | 8.3828 |
| 0.0223 | 3.1878 | 6570 | 0.1672 | 8.2383 |
| 0.0218 | 3.1951 | 6585 | 0.1680 | 8.2650 |
| 0.0228 | 3.2023 | 6600 | 0.1642 | 8.0795 |
| 0.0231 | 3.2096 | 6615 | 0.1666 | 8.1281 |
| 0.0199 | 3.2169 | 6630 | 0.1696 | 8.0276 |
| 0.0249 | 3.2242 | 6645 | 0.1646 | 8.2857 |
| 0.0246 | 3.2314 | 6660 | 0.1651 | 7.9734 |
| 0.0221 | 3.2387 | 6675 | 0.1687 | 8.0426 |
| 0.0217 | 3.2460 | 6690 | 0.1653 | 8.2383 |
| 0.0171 | 3.2533 | 6705 | 0.1662 | 8.3136 |
| 0.0223 | 3.2606 | 6720 | 0.1678 | 8.0389 |
| 0.0237 | 3.2678 | 6735 | 0.1663 | 7.9760 |
| 0.0235 | 3.2751 | 6750 | 0.1643 | 8.0344 |
| 0.0184 | 3.2824 | 6765 | 0.1676 | 7.9779 |
| 0.0218 | 3.2897 | 6780 | 0.1667 | 8.0535 |
| 0.0234 | 3.2969 | 6795 | 0.1651 | 8.1917 |
| 0.0231 | 3.3042 | 6810 | 0.1629 | 7.7698 |
| 0.0186 | 3.3115 | 6825 | 0.1641 | 7.9188 |
| 0.0198 | 3.3188 | 6840 | 0.1655 | 7.8703 |
| 0.0247 | 3.3261 | 6855 | 0.1649 | 7.8733 |
| 0.0221 | 3.3333 | 6870 | 0.1664 | 7.7973 |
| 0.0263 | 3.3406 | 6885 | 0.1633 | 7.7028 |
| 0.0224 | 3.3479 | 6900 | 0.1667 | 7.6249 |
| 0.0199 | 3.3552 | 6915 | 0.1662 | 7.7307 |
| 0.0228 | 3.3624 | 6930 | 0.1646 | 7.7649 |
| 0.0226 | 3.3697 | 6945 | 0.1647 | 7.5903 |
| 0.0214 | 3.3770 | 6960 | 0.1657 | 7.9745 |
| 0.0242 | 3.3843 | 6975 | 0.1639 | 7.8631 |
| 0.0223 | 3.3916 | 6990 | 0.1635 | 7.8451 |
| 0.0227 | 3.3988 | 7005 | 0.1651 | 7.8229 |
| 0.0207 | 3.4061 | 7020 | 0.1649 | 7.8940 |
| 0.0231 | 3.4134 | 7035 | 0.1622 | 8.0942 |
| 0.0211 | 3.4207 | 7050 | 0.1627 | 7.7555 |
| 0.0188 | 3.4279 | 7065 | 0.1617 | 7.5290 |
| 0.0165 | 3.4352 | 7080 | 0.1667 | 7.6539 |
| 0.0233 | 3.4425 | 7095 | 0.1646 | 7.5986 |
| 0.0231 | 3.4498 | 7110 | 0.1640 | 7.9384 |
| 0.021 | 3.4571 | 7125 | 0.1642 | 7.9990 |
| 0.0206 | 3.4643 | 7140 | 0.1663 | 7.7611 |
| 0.0229 | 3.4716 | 7155 | 0.1619 | 7.7461 |
| 0.025 | 3.4789 | 7170 | 0.1627 | 7.5158 |
| 0.0195 | 3.4862 | 7185 | 0.1630 | 7.5692 |
| 0.0195 | 3.4934 | 7200 | 0.1642 | 7.5199 |
| 0.0189 | 3.5007 | 7215 | 0.1621 | 7.4240 |
| 0.0204 | 3.5080 | 7230 | 0.1628 | 7.4507 |
| 0.0233 | 3.5153 | 7245 | 0.1619 | 7.3638 |
| 0.0178 | 3.5226 | 7260 | 0.1627 | 7.3833 |
| 0.0189 | 3.5298 | 7275 | 0.1648 | 7.4194 |
| 0.0211 | 3.5371 | 7290 | 0.1662 | 7.6528 |
| 0.0214 | 3.5444 | 7305 | 0.1642 | 7.6426 |
| 0.0187 | 3.5517 | 7320 | 0.1629 | 7.3867 |
| 0.0243 | 3.5590 | 7335 | 0.1583 | 7.3521 |
| 0.0257 | 3.5662 | 7350 | 0.1582 | 7.2603 |
| 0.0174 | 3.5735 | 7365 | 0.1613 | 7.2407 |
| 0.0202 | 3.5808 | 7380 | 0.1627 | 7.1406 |
| 0.0224 | 3.5881 | 7395 | 0.1599 | 7.3807 |
| 0.0186 | 3.5953 | 7410 | 0.1626 | 7.3555 |
| 0.0155 | 3.6026 | 7425 | 0.1668 | 7.2554 |
| 0.018 | 3.6099 | 7440 | 0.1624 | 7.3107 |
| 0.0192 | 3.6172 | 7455 | 0.1608 | 7.1812 |
| 0.0182 | 3.6245 | 7470 | 0.1604 | 7.3438 |
| 0.0194 | 3.6317 | 7485 | 0.1616 | 7.4541 |
| 0.0217 | 3.6390 | 7500 | 0.1612 | 7.3250 |
| 0.0195 | 3.6463 | 7515 | 0.1583 | 7.2294 |
| 0.0186 | 3.6536 | 7530 | 0.1602 | 7.2302 |
| 0.0208 | 3.6608 | 7545 | 0.1591 | 7.2351 |
| 0.0143 | 3.6681 | 7560 | 0.1585 | 7.1948 |
| 0.0167 | 3.6754 | 7575 | 0.1623 | 7.1914 |
| 0.0173 | 3.6827 | 7590 | 0.1614 | 7.2614 |
| 0.0193 | 3.6900 | 7605 | 0.1602 | 7.2467 |
| 0.0187 | 3.6972 | 7620 | 0.1597 | 7.0781 |
| 0.021 | 3.7045 | 7635 | 0.1574 | 7.2621 |
| 0.0183 | 3.7118 | 7650 | 0.1586 | 7.2098 |
| 0.0159 | 3.7191 | 7665 | 0.1599 | 7.1112 |
| 0.0165 | 3.7263 | 7680 | 0.1616 | 6.9897 |
| 0.021 | 3.7336 | 7695 | 0.1604 | 7.0096 |
| 0.0162 | 3.7409 | 7710 | 0.1570 | 7.1884 |
| 0.0183 | 3.7482 | 7725 | 0.1569 | 7.0499 |
| 0.0183 | 3.7555 | 7740 | 0.1577 | 6.8813 |
| 0.0213 | 3.7627 | 7755 | 0.1589 | 6.9415 |
| 0.0203 | 3.7700 | 7770 | 0.1577 | 9.1753 |
| 0.0143 | 3.7773 | 7785 | 0.1607 | 6.9667 |
| 0.0168 | 3.7846 | 7800 | 0.1610 | 6.9050 |
| 0.0155 | 3.7918 | 7815 | 0.1604 | 6.9543 |
| 0.0165 | 3.7991 | 7830 | 0.1570 | 7.1801 |
| 0.0167 | 3.8064 | 7845 | 0.1579 | 7.2554 |
| 0.018 | 3.8137 | 7860 | 0.1594 | 7.1843 |
| 0.0216 | 3.8210 | 7875 | 0.1579 | 7.2701 |
| 0.0222 | 3.8282 | 7890 | 0.1575 | 7.0029 |
| 0.0196 | 3.8355 | 7905 | 0.1562 | 6.9513 |
| 0.0147 | 3.8428 | 7920 | 0.1583 | 6.9539 |
| 0.0183 | 3.8501 | 7935 | 0.1590 | 6.8456 |
| 0.0184 | 3.8574 | 7950 | 0.1578 | 6.9178 |
| 0.0191 | 3.8646 | 7965 | 0.1592 | 6.9844 |
| 0.0195 | 3.8719 | 7980 | 0.1552 | 6.8170 |
| 0.0188 | 3.8792 | 7995 | 0.1555 | 6.7496 |
| 0.0173 | 3.8865 | 8010 | 0.1570 | 6.7624 |
| 0.0175 | 3.8937 | 8025 | 0.1559 | 6.7169 |
| 0.02 | 3.9010 | 8040 | 0.1549 | 6.7244 |
| 0.0185 | 3.9083 | 8055 | 0.1536 | 6.6393 |
| 0.0152 | 3.9156 | 8070 | 0.1565 | 6.6247 |
| 0.0183 | 3.9229 | 8085 | 0.1561 | 6.7090 |
| 0.0174 | 3.9301 | 8100 | 0.1542 | 6.8512 |
| 0.0164 | 3.9374 | 8115 | 0.1526 | 6.6717 |
| 0.0154 | 3.9447 | 8130 | 0.1548 | 6.6653 |
| 0.0156 | 3.9520 | 8145 | 0.1568 | 6.7285 |
| 0.0177 | 3.9592 | 8160 | 0.1550 | 6.6457 |
| 0.0172 | 3.9665 | 8175 | 0.1533 | 6.6687 |
| 0.0178 | 3.9738 | 8190 | 0.1547 | 6.5897 |
| 0.0164 | 3.9811 | 8205 | 0.1542 | 6.6687 |
| 0.0142 | 3.9884 | 8220 | 0.1554 | 6.7786 |
| 0.0179 | 3.9956 | 8235 | 0.1539 | 6.4591 |
| 0.0107 | 4.0029 | 8250 | 0.1556 | 6.5750 |
| 0.0071 | 4.0102 | 8265 | 0.1609 | 6.4730 |
| 0.0062 | 4.0175 | 8280 | 0.1644 | 6.5076 |
| 0.007 | 4.0247 | 8295 | 0.1652 | 6.4512 |
| 0.0048 | 4.0320 | 8310 | 0.1677 | 6.4459 |
| 0.0067 | 4.0393 | 8325 | 0.1705 | 6.4790 |
| 0.007 | 4.0466 | 8340 | 0.1698 | 6.5201 |
| 0.0055 | 4.0539 | 8355 | 0.1680 | 6.5520 |
| 0.0054 | 4.0611 | 8370 | 0.1670 | 6.4621 |
| 0.0058 | 4.0684 | 8385 | 0.1677 | 6.4060 |
| 0.006 | 4.0757 | 8400 | 0.1653 | 6.3658 |
| 0.0058 | 4.0830 | 8415 | 0.1654 | 6.3131 |
| 0.0048 | 4.0902 | 8430 | 0.1660 | 6.3692 |
| 0.005 | 4.0975 | 8445 | 0.1669 | 6.3669 |
| 0.0044 | 4.1048 | 8460 | 0.1690 | 6.3439 |
| 0.0053 | 4.1121 | 8475 | 0.1681 | 6.4079 |
| 0.006 | 4.1194 | 8490 | 0.1667 | 6.4410 |
| 0.0049 | 4.1266 | 8505 | 0.1683 | 6.3898 |
| 0.0039 | 4.1339 | 8520 | 0.1702 | 6.4237 |
| 0.0054 | 4.1412 | 8535 | 0.1707 | 6.3970 |
| 0.005 | 4.1485 | 8550 | 0.1716 | 6.4911 |
| 0.0053 | 4.1557 | 8565 | 0.1707 | 6.3748 |
| 0.0056 | 4.1630 | 8580 | 0.1698 | 6.3364 |
| 0.0056 | 4.1703 | 8595 | 0.1706 | 6.4380 |
| 0.0046 | 4.1776 | 8610 | 0.1713 | 6.3816 |
| 0.0044 | 4.1849 | 8625 | 0.1718 | 6.3842 |
| 0.0044 | 4.1921 | 8640 | 0.1716 | 6.4508 |
| 0.0045 | 4.1994 | 8655 | 0.1713 | 6.4444 |
| 0.0062 | 4.2067 | 8670 | 0.1700 | 6.4177 |
| 0.0058 | 4.2140 | 8685 | 0.1695 | 6.4121 |
| 0.0057 | 4.2213 | 8700 | 0.1697 | 6.4034 |
| 0.0047 | 4.2285 | 8715 | 0.1697 | 6.5385 |
| 0.0049 | 4.2358 | 8730 | 0.1690 | 6.5249 |
| 0.0046 | 4.2431 | 8745 | 0.1688 | 6.4376 |
| 0.0059 | 4.2504 | 8760 | 0.1675 | 6.4207 |
| 0.0042 | 4.2576 | 8775 | 0.1680 | 6.4448 |
| 0.0058 | 4.2649 | 8790 | 0.1691 | 6.3883 |
| 0.0045 | 4.2722 | 8805 | 0.1710 | 6.3789 |
| 0.0043 | 4.2795 | 8820 | 0.1692 | 6.4169 |
| 0.0046 | 4.2868 | 8835 | 0.1705 | 6.5046 |
| 0.0048 | 4.2940 | 8850 | 0.1701 | 6.4391 |
| 0.0061 | 4.3013 | 8865 | 0.1700 | 6.4162 |
| 0.005 | 4.3086 | 8880 | 0.1712 | 6.5336 |
| 0.0038 | 4.3159 | 8895 | 0.1714 | 6.5231 |
| 0.0047 | 4.3231 | 8910 | 0.1716 | 6.3993 |
| 0.0042 | 4.3304 | 8925 | 0.1708 | 6.4064 |
| 0.0056 | 4.3377 | 8940 | 0.1689 | 6.4952 |
| 0.0046 | 4.3450 | 8955 | 0.1689 | 6.3541 |
| 0.0046 | 4.3523 | 8970 | 0.1704 | 6.3496 |
| 0.0046 | 4.3595 | 8985 | 0.1709 | 6.3406 |
| 0.0049 | 4.3668 | 9000 | 0.1722 | 6.4053 |
| 0.0044 | 4.3741 | 9015 | 0.1716 | 6.3816 |
| 0.0048 | 4.3814 | 9030 | 0.1700 | 6.3387 |
| 0.0072 | 4.3886 | 9045 | 0.1693 | 6.3793 |
| 0.0068 | 4.3959 | 9060 | 0.1677 | 6.3823 |
| 0.0038 | 4.4032 | 9075 | 0.1686 | 6.3330 |
| 0.0046 | 4.4105 | 9090 | 0.1705 | 6.2732 |
| 0.0054 | 4.4178 | 9105 | 0.1696 | 6.2653 |
| 0.0046 | 4.4250 | 9120 | 0.1695 | 6.3360 |
| 0.0039 | 4.4323 | 9135 | 0.1689 | 6.3142 |
| 0.0043 | 4.4396 | 9150 | 0.1697 | 6.3210 |
| 0.0037 | 4.4469 | 9165 | 0.1708 | 6.3040 |
| 0.006 | 4.4541 | 9180 | 0.1701 | 6.4613 |
| 0.0048 | 4.4614 | 9195 | 0.1700 | 6.3744 |
| 0.0034 | 4.4687 | 9210 | 0.1714 | 6.3293 |
| 0.0035 | 4.4760 | 9225 | 0.1727 | 6.3191 |
| 0.0034 | 4.4833 | 9240 | 0.1735 | 6.3364 |
| 0.0048 | 4.4905 | 9255 | 0.1731 | 6.4297 |
| 0.0044 | 4.4978 | 9270 | 0.1729 | 6.3789 |
| 0.0052 | 4.5051 | 9285 | 0.1716 | 6.2634 |
| 0.0034 | 4.5124 | 9300 | 0.1721 | 6.3597 |
| 0.0041 | 4.5197 | 9315 | 0.1722 | 6.3052 |
| 0.0047 | 4.5269 | 9330 | 0.1719 | 6.2589 |
| 0.0051 | 4.5342 | 9345 | 0.1719 | 6.3255 |
| 0.0058 | 4.5415 | 9360 | 0.1701 | 6.2706 |
| 0.0058 | 4.5488 | 9375 | 0.1698 | 6.2611 |
| 0.0041 | 4.5560 | 9390 | 0.1690 | 6.3089 |
| 0.0046 | 4.5633 | 9405 | 0.1687 | 6.2374 |
| 0.0048 | 4.5706 | 9420 | 0.1691 | 6.2514 |
| 0.0045 | 4.5779 | 9435 | 0.1686 | 6.2800 |
| 0.0038 | 4.5852 | 9450 | 0.1682 | 6.3199 |
| 0.0039 | 4.5924 | 9465 | 0.1691 | 6.3232 |
| 0.0043 | 4.5997 | 9480 | 0.1692 | 6.2070 |
| 0.0044 | 4.6070 | 9495 | 0.1712 | 6.2788 |
| 0.0046 | 4.6143 | 9510 | 0.1725 | 6.2995 |
| 0.0027 | 4.6215 | 9525 | 0.1731 | 6.2946 |
| 0.0047 | 4.6288 | 9540 | 0.1732 | 6.3187 |
| 0.004 | 4.6361 | 9555 | 0.1726 | 6.2472 |
| 0.0041 | 4.6434 | 9570 | 0.1738 | 6.1855 |
| 0.0043 | 4.6507 | 9585 | 0.1725 | 6.1652 |
| 0.0032 | 4.6579 | 9600 | 0.1715 | 6.1731 |
| 0.0036 | 4.6652 | 9615 | 0.1707 | 6.1780 |
| 0.0037 | 4.6725 | 9630 | 0.1711 | 6.1859 |
| 0.0037 | 4.6798 | 9645 | 0.1709 | 6.1464 |
| 0.0036 | 4.6870 | 9660 | 0.1711 | 6.1825 |
| 0.0044 | 4.6943 | 9675 | 0.1713 | 6.2585 |
| 0.0043 | 4.7016 | 9690 | 0.1712 | 6.2269 |
| 0.0032 | 4.7089 | 9705 | 0.1710 | 6.2337 |
| 0.0041 | 4.7162 | 9720 | 0.1707 | 6.1833 |
| 0.005 | 4.7234 | 9735 | 0.1694 | 6.1904 |
| 0.003 | 4.7307 | 9750 | 0.1680 | 6.2442 |
| 0.0053 | 4.7380 | 9765 | 0.1675 | 8.6440 |
| 0.0027 | 4.7453 | 9780 | 0.1689 | 6.1908 |
| 0.0038 | 4.7525 | 9795 | 0.1697 | 6.1765 |
| 0.0031 | 4.7598 | 9810 | 0.1703 | 6.1806 |
| 0.0027 | 4.7671 | 9825 | 0.1706 | 6.1678 |
| 0.0036 | 4.7744 | 9840 | 0.1709 | 6.1411 |
| 0.0037 | 4.7817 | 9855 | 0.1715 | 6.1343 |
| 0.0037 | 4.7889 | 9870 | 0.1720 | 6.1437 |
| 0.0028 | 4.7962 | 9885 | 0.1721 | 6.1159 |
| 0.0033 | 4.8035 | 9900 | 0.1722 | 6.1005 |
| 0.0031 | 4.8108 | 9915 | 0.1728 | 6.1441 |
| 0.0038 | 4.8180 | 9930 | 0.1725 | 6.2021 |
| 0.0031 | 4.8253 | 9945 | 0.1718 | 6.1622 |
| 0.003 | 4.8326 | 9960 | 0.1713 | 6.0997 |
| 0.0045 | 4.8399 | 9975 | 0.1711 | 6.0971 |
| 0.0033 | 4.8472 | 9990 | 0.1710 | 6.1697 |
| 0.0028 | 4.8544 | 10005 | 0.1716 | 6.1746 |
| 0.0043 | 4.8617 | 10020 | 0.1714 | 6.1708 |
| 0.0028 | 4.8690 | 10035 | 0.1712 | 6.0880 |
| 0.0042 | 4.8763 | 10050 | 0.1712 | 6.0869 |
| 0.0042 | 4.8836 | 10065 | 0.1703 | 6.0809 |
| 0.0041 | 4.8908 | 10080 | 0.1698 | 6.0975 |
| 0.0041 | 4.8981 | 10095 | 0.1694 | 6.0967 |
| 0.0034 | 4.9054 | 10110 | 0.1694 | 6.0884 |
| 0.0039 | 4.9127 | 10125 | 0.1695 | 6.0918 |
| 0.003 | 4.9199 | 10140 | 0.1695 | 6.0820 |
| 0.004 | 4.9272 | 10155 | 0.1696 | 8.2552 |
| 0.0039 | 4.9345 | 10170 | 0.1699 | 6.0775 |
| 0.0033 | 4.9418 | 10185 | 0.1700 | 6.0768 |
| 0.003 | 4.9491 | 10200 | 0.1701 | 6.0636 |
| 0.0025 | 4.9563 | 10215 | 0.1702 | 6.0685 |
| 0.0026 | 4.9636 | 10230 | 0.1703 | 6.0681 |
| 0.0028 | 4.9709 | 10245 | 0.1703 | 6.0564 |
| 0.0024 | 4.9782 | 10260 | 0.1704 | 6.0670 |
| 0.0025 | 4.9854 | 10275 | 0.1704 | 6.0549 |
| 0.0024 | 4.9927 | 10290 | 0.1705 | 6.0489 |
| 0.0029 | 5.0 | 10305 | 0.1705 | 6.0538 |
### Framework versions
- Transformers 4.47.0.dev0
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.0
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