---
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