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---

library_name: transformers
license: apache-2.0
base_model: PekingU/rtdetr_r50vd
tags:
- generated_from_trainer
datasets:
- imagefolder
model-index:
- name: detr-finetuned-cppe-5-10k-steps
  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. -->

# detr-finetuned-cppe-5-10k-steps

This model is a fine-tuned version of [PekingU/rtdetr_r50vd](https://huggingface.co/PekingU/rtdetr_r50vd) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 13.8955
- Map: 0.1056
- Map 50: 0.2682
- Map 75: 0.0807
- Map Small: 0.0
- Map Medium: 0.0749
- Map Large: 0.3361
- Mar 1: 0.1272
- Mar 10: 0.1948
- Mar 100: 0.208
- Mar Small: 0.0
- Mar Medium: 0.1572
- Mar Large: 0.5072
- Map Hand: 0.1655
- Mar 100 Hand: 0.1906
- Map Knife: 0.0605
- Mar 100 Knife: 0.1768
- Map Radio: 0.0001
- Mar 100 Radio: 0.008
- Map Binos: 0.0613
- Mar 100 Binos: 0.1578
- Map Handgun: 0.0479
- Mar 100 Handgun: 0.1712
- Map Grenade: -1.0
- Mar 100 Grenade: -1.0
- Map Rifle: 0.2983
- Mar 100 Rifle: 0.5436

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05

- train_batch_size: 8

- eval_batch_size: 8

- seed: 1337

- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments

- lr_scheduler_type: linear

- num_epochs: 100.0
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Map    | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1  | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Hand | Mar 100 Hand | Map Knife | Mar 100 Knife | Map Radio | Mar 100 Radio | Map Binos | Mar 100 Binos | Map Handgun | Mar 100 Handgun | Map Grenade | Mar 100 Grenade | Map Rifle | Mar 100 Rifle |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:--------:|:------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:-----------:|:---------------:|:-----------:|:---------------:|:---------:|:-------------:|
| 26.2445       | 1.0   | 243   | 11.0351         | 0.2021 | 0.3788 | 0.1827 | 0.0494    | 0.1709     | 0.6416    | 0.3117 | 0.546  | 0.5916  | 0.3089    | 0.5616     | 0.7861    | 0.3219   | 0.6676       | 0.221     | 0.6161        | 0.0383    | 0.384         | 0.1037    | 0.593         | 0.097       | 0.5542          | -1.0        | -1.0            | 0.4305    | 0.735         |
| 13.8976       | 2.0   | 486   | 10.6770         | 0.267  | 0.4577 | 0.256  | 0.099     | 0.2159     | 0.6999    | 0.3652 | 0.5896 | 0.6423  | 0.4103    | 0.6191     | 0.7929    | 0.4229   | 0.689        | 0.2994    | 0.675         | 0.1294    | 0.456         | 0.1087    | 0.6336        | 0.1131      | 0.639           | -1.0        | -1.0            | 0.5288    | 0.7613        |
| 12.4745       | 3.0   | 729   | 10.8013         | 0.3713 | 0.6319 | 0.377  | 0.1295    | 0.3456     | 0.7472    | 0.4297 | 0.6123 | 0.6566  | 0.4287    | 0.6406     | 0.8478    | 0.4393   | 0.6936       | 0.4227    | 0.6875        | 0.2402    | 0.516         | 0.1834    | 0.6633        | 0.3384      | 0.6017          | -1.0        | -1.0            | 0.6039    | 0.7773        |
| 11.7775       | 4.0   | 972   | 11.1568         | 0.3555 | 0.6473 | 0.3376 | 0.0939    | 0.3101     | 0.6466    | 0.4029 | 0.5839 | 0.6172  | 0.3607    | 0.5772     | 0.7741    | 0.4485   | 0.652        | 0.3977    | 0.6821        | 0.1729    | 0.408         | 0.2821    | 0.632         | 0.2314      | 0.5847          | -1.0        | -1.0            | 0.6001    | 0.7442        |
| 11.4179       | 5.0   | 1215  | 11.5190         | 0.3511 | 0.6276 | 0.3462 | 0.1138    | 0.2936     | 0.7477    | 0.3902 | 0.5407 | 0.5582  | 0.2909    | 0.5096     | 0.8256    | 0.4455   | 0.6224       | 0.4251    | 0.6518        | 0.1222    | 0.248         | 0.2528    | 0.557         | 0.2357      | 0.5237          | -1.0        | -1.0            | 0.6252    | 0.746         |
| 10.701        | 6.0   | 1458  | 11.6731         | 0.3654 | 0.6875 | 0.3227 | 0.11      | 0.3099     | 0.671     | 0.398  | 0.5208 | 0.5236  | 0.2972    | 0.476      | 0.773     | 0.4361   | 0.5738       | 0.378     | 0.5518        | 0.1017    | 0.264         | 0.3391    | 0.5227        | 0.2934      | 0.4898          | -1.0        | -1.0            | 0.6443    | 0.7393        |
| 10.3427       | 7.0   | 1701  | 11.3578         | 0.3595 | 0.6606 | 0.3333 | 0.0921    | 0.2978     | 0.7263    | 0.3836 | 0.516  | 0.5234  | 0.291     | 0.4699     | 0.7769    | 0.4384   | 0.5654       | 0.3974    | 0.6143        | 0.1092    | 0.236         | 0.333     | 0.5273        | 0.232       | 0.4492          | -1.0        | -1.0            | 0.647     | 0.7485        |
| 10.1603       | 8.0   | 1944  | 11.8045         | 0.322  | 0.6255 | 0.2688 | 0.0877    | 0.2597     | 0.6186    | 0.3493 | 0.4776 | 0.4828  | 0.2725    | 0.424      | 0.7425    | 0.3921   | 0.5237       | 0.3264    | 0.5071        | 0.1358    | 0.268         | 0.2088    | 0.4305        | 0.2201      | 0.4237          | -1.0        | -1.0            | 0.6489    | 0.7436        |
| 10.0173       | 9.0   | 2187  | 12.1883         | 0.2644 | 0.5553 | 0.2284 | 0.0489    | 0.2003     | 0.542     | 0.3044 | 0.3826 | 0.3843  | 0.2017    | 0.3197     | 0.7068    | 0.3369   | 0.4111       | 0.2471    | 0.3821        | 0.056     | 0.148         | 0.2111    | 0.3531        | 0.1684      | 0.3271          | -1.0        | -1.0            | 0.5666    | 0.684         |
| 9.6875        | 10.0  | 2430  | 12.1560         | 0.2642 | 0.5203 | 0.2204 | 0.0508    | 0.1777     | 0.6493    | 0.2981 | 0.4006 | 0.411   | 0.2216    | 0.3384     | 0.7372    | 0.3607   | 0.46         | 0.2705    | 0.4536        | 0.0547    | 0.16          | 0.1428    | 0.3344        | 0.1455      | 0.3373          | -1.0        | -1.0            | 0.611     | 0.7209        |
| 9.6552        | 11.0  | 2673  | 12.0592         | 0.3206 | 0.647  | 0.2632 | 0.0698    | 0.2566     | 0.6       | 0.3517 | 0.447  | 0.4593  | 0.2393    | 0.4043     | 0.7483    | 0.3659   | 0.4794       | 0.3822    | 0.5268        | 0.1181    | 0.232         | 0.3116    | 0.4305        | 0.1387      | 0.3746          | -1.0        | -1.0            | 0.6069    | 0.7123        |
| 9.5691        | 12.0  | 2916  | 12.7867         | 0.2438 | 0.4925 | 0.2089 | 0.0762    | 0.1896     | 0.5726    | 0.2754 | 0.3667 | 0.3718  | 0.1302    | 0.3196     | 0.6834    | 0.3288   | 0.3975       | 0.2792    | 0.3929        | 0.077     | 0.116         | 0.262     | 0.3719        | 0.0639      | 0.3322          | -1.0        | -1.0            | 0.4518    | 0.6202        |
| 9.3589        | 13.0  | 3159  | 12.5751         | 0.2707 | 0.5256 | 0.2447 | 0.0768    | 0.2379     | 0.5878    | 0.3125 | 0.4015 | 0.4109  | 0.0952    | 0.3635     | 0.7347    | 0.3247   | 0.4095       | 0.3035    | 0.4804        | 0.0879    | 0.144         | 0.2914    | 0.4156        | 0.1783      | 0.3407          | -1.0        | -1.0            | 0.4386    | 0.6755        |
| 9.2296        | 14.0  | 3402  | 12.8074         | 0.2713 | 0.5674 | 0.2255 | 0.073     | 0.2352     | 0.5959    | 0.3204 | 0.4277 | 0.4395  | 0.2285    | 0.3956     | 0.7407    | 0.3357   | 0.4456       | 0.3858    | 0.5232        | 0.1399    | 0.236         | 0.2605    | 0.4078        | 0.131       | 0.3797          | -1.0        | -1.0            | 0.3752    | 0.6448        |
| 9.1393        | 15.0  | 3645  | 12.8611         | 0.2091 | 0.458  | 0.1634 | 0.0471    | 0.1603     | 0.5465    | 0.2583 | 0.3526 | 0.3654  | 0.1712    | 0.32       | 0.7242    | 0.2391   | 0.3361       | 0.2929    | 0.4286        | 0.1155    | 0.16          | 0.2083    | 0.3633        | 0.0709      | 0.3085          | -1.0        | -1.0            | 0.3281    | 0.5957        |
| 8.6971        | 16.0  | 3888  | 13.2202         | 0.1643 | 0.3535 | 0.131  | 0.0766    | 0.1227     | 0.4971    | 0.2033 | 0.3366 | 0.3553  | 0.1727    | 0.299      | 0.7236    | 0.2575   | 0.3282       | 0.2209    | 0.4107        | 0.0798    | 0.152         | 0.1059    | 0.2828        | 0.0197      | 0.3186          | -1.0        | -1.0            | 0.3019    | 0.6393        |
| 8.8298        | 17.0  | 4131  | 12.9959         | 0.2316 | 0.4501 | 0.208  | 0.0754    | 0.1642     | 0.6608    | 0.275  | 0.3759 | 0.3856  | 0.2045    | 0.3213     | 0.7603    | 0.2923   | 0.3672       | 0.3374    | 0.4946        | 0.0624    | 0.14          | 0.1697    | 0.3203        | 0.0756      | 0.3458          | -1.0        | -1.0            | 0.4522    | 0.6454        |
| 8.5902        | 18.0  | 4374  | 13.0290         | 0.2248 | 0.4844 | 0.1781 | 0.1132    | 0.1982     | 0.4629    | 0.2702 | 0.3483 | 0.3575  | 0.1163    | 0.3168     | 0.6249    | 0.2505   | 0.313        | 0.2429    | 0.3982        | 0.0655    | 0.096         | 0.2972    | 0.3805        | 0.092       | 0.3085          | -1.0        | -1.0            | 0.4008    | 0.6491        |
| 8.7283        | 19.0  | 4617  | 13.3499         | 0.2062 | 0.4008 | 0.1895 | 0.0251    | 0.1647     | 0.4201    | 0.2501 | 0.3286 | 0.3394  | 0.0548    | 0.2949     | 0.679     | 0.2881   | 0.3614       | 0.2011    | 0.3518        | 0.0011    | 0.036         | 0.2681    | 0.3664        | 0.0767      | 0.3119          | -1.0        | -1.0            | 0.402     | 0.6092        |
| 8.5466        | 20.0  | 4860  | 12.9557         | 0.2371 | 0.487  | 0.1974 | 0.0287    | 0.1965     | 0.4002    | 0.2675 | 0.3524 | 0.3621  | 0.1426    | 0.3218     | 0.5405    | 0.2977   | 0.3739       | 0.1847    | 0.3518        | 0.0235    | 0.072         | 0.2699    | 0.3578        | 0.1516      | 0.3712          | -1.0        | -1.0            | 0.4952    | 0.646         |
| 8.4748        | 21.0  | 5103  | 13.0234         | 0.2146 | 0.4234 | 0.181  | 0.0595    | 0.1596     | 0.6419    | 0.2459 | 0.3548 | 0.3708  | 0.1423    | 0.3196     | 0.794     | 0.3144   | 0.3965       | 0.2584    | 0.3821        | 0.0388    | 0.076         | 0.195     | 0.3297        | 0.0265      | 0.3881          | -1.0        | -1.0            | 0.4545    | 0.6521        |
| 8.3742        | 22.0  | 5346  | 12.8936         | 0.2619 | 0.5216 | 0.222  | 0.0718    | 0.2017     | 0.6594    | 0.2911 | 0.4129 | 0.4436  | 0.1629    | 0.4076     | 0.8079    | 0.3292   | 0.448        | 0.2435    | 0.4196        | 0.0674    | 0.168         | 0.2667    | 0.4656        | 0.165       | 0.461           | -1.0        | -1.0            | 0.4998    | 0.6994        |
| 8.3388        | 23.0  | 5589  | 12.8914         | 0.2867 | 0.5574 | 0.252  | 0.083     | 0.219      | 0.6348    | 0.3137 | 0.3969 | 0.4238  | 0.1786    | 0.3612     | 0.805     | 0.3192   | 0.408        | 0.3331    | 0.4786        | 0.0756    | 0.12          | 0.2837    | 0.4211        | 0.1154      | 0.3864          | -1.0        | -1.0            | 0.5933    | 0.7288        |
| 8.2653        | 24.0  | 5832  | 13.0177         | 0.2601 | 0.5182 | 0.2312 | 0.0449    | 0.202      | 0.6073    | 0.2952 | 0.385  | 0.4092  | 0.1883    | 0.3547     | 0.8023    | 0.3058   | 0.4345       | 0.3332    | 0.5161        | 0.0353    | 0.08          | 0.2753    | 0.4398        | 0.1358      | 0.3593          | -1.0        | -1.0            | 0.4751    | 0.6252        |
| 8.1082        | 25.0  | 6075  | 12.7751         | 0.2683 | 0.5175 | 0.2474 | 0.0724    | 0.2167     | 0.6102    | 0.3117 | 0.4138 | 0.4441  | 0.2429    | 0.3934     | 0.7998    | 0.2997   | 0.4411       | 0.3905    | 0.5268        | 0.0718    | 0.144         | 0.3215    | 0.4734        | 0.0467      | 0.4102          | -1.0        | -1.0            | 0.4794    | 0.6693        |
| 8.1065        | 26.0  | 6318  | 12.9549         | 0.2826 | 0.5735 | 0.2454 | 0.0543    | 0.233      | 0.583     | 0.3189 | 0.4211 | 0.4429  | 0.1982    | 0.4008     | 0.7366    | 0.2931   | 0.3901       | 0.3671    | 0.5125        | 0.1329    | 0.22          | 0.2824    | 0.4305        | 0.1482      | 0.422           | -1.0        | -1.0            | 0.4721    | 0.6822        |
| 8.1044        | 27.0  | 6561  | 12.9133         | 0.2826 | 0.5508 | 0.2619 | 0.0456    | 0.2471     | 0.5274    | 0.3083 | 0.4367 | 0.4608  | 0.1707    | 0.4215     | 0.7187    | 0.3608   | 0.4839       | 0.3253    | 0.4857        | 0.0825    | 0.212         | 0.3228    | 0.4688        | 0.1335      | 0.4356          | -1.0        | -1.0            | 0.4705    | 0.6785        |
| 8.058         | 28.0  | 6804  | 13.1728         | 0.278  | 0.5244 | 0.2548 | 0.0709    | 0.2259     | 0.5298    | 0.3127 | 0.4338 | 0.4648  | 0.2356    | 0.4237     | 0.6889    | 0.3487   | 0.4786       | 0.3091    | 0.5           | 0.0727    | 0.176         | 0.335     | 0.4945        | 0.1083      | 0.4492          | -1.0        | -1.0            | 0.4944    | 0.6902        |
| 8.0279        | 29.0  | 7047  | 12.7755         | 0.2481 | 0.5278 | 0.2067 | 0.0818    | 0.1918     | 0.5582    | 0.2779 | 0.3779 | 0.4014  | 0.1882    | 0.349      | 0.7132    | 0.3203   | 0.4348       | 0.3218    | 0.4643        | 0.0769    | 0.164         | 0.267     | 0.3938        | 0.073       | 0.3424          | -1.0        | -1.0            | 0.4294    | 0.6092        |
| 8.1898        | 30.0  | 7290  | 13.1205         | 0.1991 | 0.431  | 0.1611 | 0.0705    | 0.1561     | 0.5312    | 0.2349 | 0.3144 | 0.3586  | 0.1133    | 0.3054     | 0.6877    | 0.2738   | 0.3913       | 0.2385    | 0.3839        | 0.0161    | 0.088         | 0.2596    | 0.3859        | 0.0445      | 0.3203          | -1.0        | -1.0            | 0.362     | 0.5822        |
| 7.9297        | 31.0  | 7533  | 13.0575         | 0.225  | 0.472  | 0.1937 | 0.0809    | 0.1766     | 0.529     | 0.2585 | 0.3522 | 0.3838  | 0.1978    | 0.3235     | 0.6909    | 0.2634   | 0.3792       | 0.2321    | 0.4           | 0.0412    | 0.12          | 0.3014    | 0.3859        | 0.0624      | 0.3797          | -1.0        | -1.0            | 0.4493    | 0.638         |
| 7.7829        | 32.0  | 7776  | 13.1299         | 0.1994 | 0.4066 | 0.1804 | 0.0351    | 0.1545     | 0.4497    | 0.2228 | 0.3092 | 0.3372  | 0.0869    | 0.2819     | 0.6158    | 0.288    | 0.3843       | 0.1393    | 0.2875        | 0.011     | 0.032         | 0.3102    | 0.4273        | 0.0575      | 0.3271          | -1.0        | -1.0            | 0.3905    | 0.565         |
| 7.8297        | 33.0  | 8019  | 13.2561         | 0.1601 | 0.36   | 0.1059 | 0.0619    | 0.1143     | 0.3273    | 0.1862 | 0.2922 | 0.3253  | 0.1427    | 0.261      | 0.612     | 0.2731   | 0.3816       | 0.1277    | 0.2911        | 0.0017    | 0.052         | 0.158     | 0.393         | 0.0546      | 0.2831          | -1.0        | -1.0            | 0.3454    | 0.5509        |
| 7.7388        | 34.0  | 8262  | 13.3269         | 0.176  | 0.3842 | 0.1429 | 0.086     | 0.1382     | 0.4469    | 0.2019 | 0.3311 | 0.3678  | 0.1904    | 0.3219     | 0.6543    | 0.3193   | 0.4331       | 0.1714    | 0.3679        | 0.0062    | 0.104         | 0.234     | 0.4297        | 0.018       | 0.3373          | -1.0        | -1.0            | 0.3073    | 0.535         |
| 7.6546        | 35.0  | 8505  | 13.2449         | 0.1929 | 0.4139 | 0.1485 | 0.0578    | 0.1398     | 0.3528    | 0.2142 | 0.3369 | 0.3658  | 0.2039    | 0.3171     | 0.5149    | 0.351    | 0.4632       | 0.0922    | 0.3143        | 0.0059    | 0.08          | 0.2666    | 0.4641        | 0.0252      | 0.3068          | -1.0        | -1.0            | 0.4166    | 0.5663        |
| 7.6865        | 36.0  | 8748  | 12.8590         | 0.2182 | 0.4927 | 0.1486 | 0.0504    | 0.1742     | 0.3345    | 0.2531 | 0.3572 | 0.3905  | 0.1397    | 0.3484     | 0.4167    | 0.3121   | 0.4506       | 0.2231    | 0.4411        | 0.0152    | 0.12          | 0.2499    | 0.4414        | 0.0833      | 0.3169          | -1.0        | -1.0            | 0.4254    | 0.573         |
| 7.5674        | 37.0  | 8991  | 13.0991         | 0.2028 | 0.4365 | 0.1547 | 0.076     | 0.1522     | 0.3704    | 0.2443 | 0.3659 | 0.394   | 0.2037    | 0.3357     | 0.6472    | 0.2982   | 0.4314       | 0.1944    | 0.4214        | 0.0112    | 0.132         | 0.2576    | 0.4484        | 0.0156      | 0.322           | -1.0        | -1.0            | 0.4396    | 0.6086        |
| 7.6865        | 38.0  | 9234  | 13.0191         | 0.2235 | 0.4754 | 0.1727 | 0.0486    | 0.157      | 0.4769    | 0.2474 | 0.3656 | 0.3959  | 0.184     | 0.3362     | 0.6818    | 0.3335   | 0.4471       | 0.2282    | 0.4304        | 0.0151    | 0.116         | 0.2269    | 0.4094        | 0.0737      | 0.3119          | -1.0        | -1.0            | 0.4636    | 0.6607        |
| 7.5458        | 39.0  | 9477  | 12.9589         | 0.227  | 0.4613 | 0.194  | 0.0543    | 0.1683     | 0.461     | 0.2564 | 0.3748 | 0.3962  | 0.1465    | 0.3396     | 0.6418    | 0.3456   | 0.4476       | 0.1435    | 0.3911        | 0.0426    | 0.108         | 0.3199    | 0.4453        | 0.0506      | 0.3441          | -1.0        | -1.0            | 0.4597    | 0.6411        |
| 7.6026        | 40.0  | 9720  | 12.9822         | 0.248  | 0.4938 | 0.2332 | 0.0439    | 0.1997     | 0.4981    | 0.2806 | 0.3808 | 0.4053  | 0.0835    | 0.3527     | 0.6414    | 0.3479   | 0.4342       | 0.2802    | 0.4429        | 0.02      | 0.104         | 0.3117    | 0.4594        | 0.0669      | 0.3492          | -1.0        | -1.0            | 0.4616    | 0.6423        |
| 7.3867        | 41.0  | 9963  | 12.7931         | 0.2375 | 0.4883 | 0.1956 | 0.0636    | 0.1762     | 0.5705    | 0.2573 | 0.355  | 0.3746  | 0.1059    | 0.3201     | 0.755     | 0.3128   | 0.4097       | 0.2361    | 0.3893        | 0.0126    | 0.092         | 0.2704    | 0.4016        | 0.0864      | 0.322           | -1.0        | -1.0            | 0.5064    | 0.6331        |
| 7.4443        | 42.0  | 10206 | 12.8659         | 0.2047 | 0.4475 | 0.1633 | 0.0865    | 0.1575     | 0.4228    | 0.2384 | 0.3372 | 0.3603  | 0.1663    | 0.308      | 0.6599    | 0.3008   | 0.3947       | 0.1932    | 0.3732        | 0.0167    | 0.072         | 0.2681    | 0.4187        | 0.0454      | 0.3034          | -1.0        | -1.0            | 0.4038    | 0.6           |
| 7.3614        | 43.0  | 10449 | 13.2190         | 0.1793 | 0.4103 | 0.1374 | 0.0465    | 0.1373     | 0.3392    | 0.196  | 0.2979 | 0.3223  | 0.1427    | 0.2712     | 0.6286    | 0.3247   | 0.4261       | 0.1526    | 0.3018        | 0.0144    | 0.056         | 0.1791    | 0.3672        | 0.0867      | 0.2763          | -1.0        | -1.0            | 0.3183    | 0.5067        |
| 7.3409        | 44.0  | 10692 | 12.7442         | 0.2238 | 0.4835 | 0.1831 | 0.047     | 0.1724     | 0.5491    | 0.2615 | 0.355  | 0.3849  | 0.0973    | 0.3267     | 0.7573    | 0.2933   | 0.3945       | 0.2269    | 0.3875        | 0.0229    | 0.12          | 0.2521    | 0.3773        | 0.0887      | 0.3424          | -1.0        | -1.0            | 0.4588    | 0.6877        |
| 7.2999        | 45.0  | 10935 | 12.9593         | 0.2451 | 0.4682 | 0.2493 | 0.0401    | 0.1951     | 0.5133    | 0.2693 | 0.3577 | 0.3696  | 0.0416    | 0.3152     | 0.6131    | 0.3254   | 0.3836       | 0.2363    | 0.3339        | 0.037     | 0.108         | 0.3388    | 0.3906        | 0.0332      | 0.3458          | -1.0        | -1.0            | 0.4999    | 0.6558        |
| 7.2993        | 46.0  | 11178 | 13.8004         | 0.1653 | 0.3334 | 0.1374 | 0.0054    | 0.1194     | 0.4166    | 0.1933 | 0.2298 | 0.2315  | 0.0061    | 0.1856     | 0.4442    | 0.2548   | 0.2789       | 0.1144    | 0.1786        | 0.0128    | 0.08          | 0.1795    | 0.1914        | 0.0109      | 0.1542          | -1.0        | -1.0            | 0.4195    | 0.5061        |
| 7.2182        | 47.0  | 11421 | 12.9737         | 0.2579 | 0.4936 | 0.2512 | 0.0387    | 0.2088     | 0.4464    | 0.2868 | 0.3511 | 0.3597  | 0.0429    | 0.3032     | 0.6626    | 0.3061   | 0.3708       | 0.24      | 0.3482        | 0.013     | 0.052         | 0.3263    | 0.3859        | 0.1062      | 0.2966          | -1.0        | -1.0            | 0.5561    | 0.7049        |
| 7.1549        | 48.0  | 11664 | 13.3703         | 0.2134 | 0.4164 | 0.1831 | 0.0864    | 0.1745     | 0.5287    | 0.2479 | 0.3341 | 0.3498  | 0.1454    | 0.3007     | 0.6704    | 0.2764   | 0.3381       | 0.259     | 0.3625        | 0.0183    | 0.096         | 0.2504    | 0.3125        | 0.0184      | 0.3068          | -1.0        | -1.0            | 0.458     | 0.6828        |
| 7.0829        | 49.0  | 11907 | 13.5683         | 0.1903 | 0.4008 | 0.1437 | 0.0408    | 0.1422     | 0.3277    | 0.2157 | 0.2869 | 0.2968  | 0.0756    | 0.2224     | 0.6381    | 0.2638   | 0.3261       | 0.1967    | 0.3054        | 0.0028    | 0.016         | 0.2061    | 0.2695        | 0.0421      | 0.239           | -1.0        | -1.0            | 0.4302    | 0.6245        |
| 7.0886        | 50.0  | 12150 | 13.1647         | 0.1956 | 0.41   | 0.1695 | 0.0614    | 0.1527     | 0.361     | 0.2306 | 0.2945 | 0.3079  | 0.0924    | 0.2341     | 0.6198    | 0.2381   | 0.2845       | 0.2057    | 0.2982        | 0.0194    | 0.036         | 0.2429    | 0.3078        | 0.0376      | 0.2508          | -1.0        | -1.0            | 0.4302    | 0.6699        |
| 7.1215        | 51.0  | 12393 | 13.3009         | 0.2183 | 0.4324 | 0.192  | 0.0519    | 0.1759     | 0.5263    | 0.246  | 0.3264 | 0.3392  | 0.118     | 0.28       | 0.6531    | 0.2954   | 0.3551       | 0.1875    | 0.3536        | 0.0078    | 0.032         | 0.2764    | 0.3422        | 0.0712      | 0.2763          | -1.0        | -1.0            | 0.4716    | 0.6761        |
| 7.0264        | 52.0  | 12636 | 12.7987         | 0.2666 | 0.5304 | 0.2404 | 0.0556    | 0.2193     | 0.6009    | 0.2991 | 0.3812 | 0.3911  | 0.1656    | 0.3279     | 0.7913    | 0.3279   | 0.3964       | 0.3026    | 0.4411        | 0.0187    | 0.076         | 0.3228    | 0.4039        | 0.1129      | 0.3407          | -1.0        | -1.0            | 0.515     | 0.6883        |
| 7.0154        | 53.0  | 12879 | 12.9858         | 0.2263 | 0.4532 | 0.1961 | 0.0361    | 0.1721     | 0.5205    | 0.2555 | 0.3334 | 0.3479  | 0.0882    | 0.2891     | 0.7552    | 0.294    | 0.354        | 0.2641    | 0.3714        | 0.0215    | 0.06          | 0.2842    | 0.3594        | 0.0679      | 0.3102          | -1.0        | -1.0            | 0.4263    | 0.6325        |
| 6.989         | 54.0  | 13122 | 13.0541         | 0.2385 | 0.4831 | 0.2079 | 0.0417    | 0.1886     | 0.6095    | 0.2659 | 0.3664 | 0.3887  | 0.1608    | 0.3265     | 0.7682    | 0.3134   | 0.3905       | 0.2493    | 0.4518        | 0.0226    | 0.112         | 0.2643    | 0.3594        | 0.0906      | 0.3492          | -1.0        | -1.0            | 0.4906    | 0.6693        |
| 7.0821        | 55.0  | 13365 | 12.9868         | 0.2621 | 0.5188 | 0.2324 | 0.0939    | 0.217      | 0.6357    | 0.2897 | 0.3685 | 0.3909  | 0.1642    | 0.3368     | 0.7806    | 0.2999   | 0.3671       | 0.3128    | 0.4696        | 0.0413    | 0.084         | 0.2914    | 0.3836        | 0.1092      | 0.3305          | -1.0        | -1.0            | 0.5178    | 0.7104        |
| 7.0275        | 56.0  | 13608 | 13.1371         | 0.2197 | 0.4404 | 0.1934 | 0.0434    | 0.1892     | 0.4125    | 0.2449 | 0.3361 | 0.3529  | 0.0766    | 0.3023     | 0.6506    | 0.3044   | 0.3681       | 0.1866    | 0.4036        | 0.0031    | 0.036         | 0.3       | 0.3812        | 0.0997      | 0.3068          | -1.0        | -1.0            | 0.4243    | 0.6215        |
| 6.9655        | 57.0  | 13851 | 13.0132         | 0.2039 | 0.4321 | 0.1648 | 0.0292    | 0.1576     | 0.5681    | 0.2278 | 0.3018 | 0.3138  | 0.0358    | 0.2543     | 0.7199    | 0.2673   | 0.3185       | 0.2031    | 0.3429        | 0.0011    | 0.02          | 0.2311    | 0.3117        | 0.0763      | 0.2627          | -1.0        | -1.0            | 0.4444    | 0.627         |
| 6.8743        | 58.0  | 14094 | 12.9247         | 0.2335 | 0.4756 | 0.2028 | 0.0821    | 0.1822     | 0.4712    | 0.265  | 0.3349 | 0.3486  | 0.1235    | 0.2925     | 0.5905    | 0.2733   | 0.3203       | 0.2532    | 0.3946        | 0.0257    | 0.068         | 0.2687    | 0.332         | 0.1012      | 0.3373          | -1.0        | -1.0            | 0.479     | 0.6393        |
| 6.8568        | 59.0  | 14337 | 13.1372         | 0.2253 | 0.4659 | 0.1878 | 0.0478    | 0.1736     | 0.5795    | 0.2503 | 0.3265 | 0.3375  | 0.0877    | 0.2736     | 0.7258    | 0.2735   | 0.3318       | 0.2097    | 0.3589        | 0.0121    | 0.06          | 0.2475    | 0.3219        | 0.1092      | 0.3102          | -1.0        | -1.0            | 0.4995    | 0.6423        |
| 6.8846        | 60.0  | 14580 | 13.1527         | 0.2017 | 0.436  | 0.1593 | 0.0221    | 0.1578     | 0.4798    | 0.224  | 0.2969 | 0.3072  | 0.043     | 0.2539     | 0.6475    | 0.2622   | 0.3184       | 0.2092    | 0.3196        | 0.0055    | 0.032         | 0.2066    | 0.2688        | 0.0965      | 0.2915          | -1.0        | -1.0            | 0.4301    | 0.6129        |
| 6.7842        | 61.0  | 14823 | 13.1684         | 0.18   | 0.386  | 0.153  | 0.0404    | 0.1401     | 0.5151    | 0.2028 | 0.2802 | 0.2892  | 0.0825    | 0.234      | 0.66      | 0.2491   | 0.2896       | 0.2106    | 0.3268        | 0.0005    | 0.02          | 0.2045    | 0.2727        | 0.0552      | 0.2763          | -1.0        | -1.0            | 0.3604    | 0.5497        |
| 6.6136        | 62.0  | 15066 | 13.6925         | 0.1494 | 0.3463 | 0.1014 | 0.0284    | 0.1092     | 0.308     | 0.1704 | 0.243  | 0.2548  | 0.0921    | 0.1921     | 0.4772    | 0.2246   | 0.27         | 0.1147    | 0.25          | 0.0001    | 0.012         | 0.1629    | 0.2352        | 0.0697      | 0.2136          | -1.0        | -1.0            | 0.3243    | 0.5479        |
| 6.647         | 63.0  | 15309 | 13.5645         | 0.1831 | 0.3939 | 0.1467 | 0.0131    | 0.1445     | 0.5261    | 0.2079 | 0.2673 | 0.276   | 0.0141    | 0.2236     | 0.5996    | 0.229    | 0.2655       | 0.203     | 0.3036        | 0.0071    | 0.048         | 0.1831    | 0.2391        | 0.078       | 0.2305          | -1.0        | -1.0            | 0.3984    | 0.5693        |
| 6.6742        | 64.0  | 15552 | 13.7404         | 0.1699 | 0.3786 | 0.133  | 0.0071    | 0.1293     | 0.5695    | 0.1951 | 0.2495 | 0.2557  | 0.0071    | 0.1929     | 0.6471    | 0.2043   | 0.2352       | 0.1754    | 0.275         | 0.0005    | 0.016         | 0.1582    | 0.2078        | 0.1039      | 0.2424          | -1.0        | -1.0            | 0.3768    | 0.5577        |
| 6.7936        | 65.0  | 15795 | 14.0013         | 0.1325 | 0.3081 | 0.0941 | 0.0147    | 0.108      | 0.1836    | 0.1591 | 0.2109 | 0.2185  | 0.0158    | 0.1697     | 0.2661    | 0.2038   | 0.229        | 0.0862    | 0.1607        | 0.0002    | 0.02          | 0.137     | 0.1828        | 0.0652      | 0.1983          | -1.0        | -1.0            | 0.3026    | 0.5202        |
| 6.6426        | 66.0  | 16038 | 14.0935         | 0.1142 | 0.2794 | 0.081  | 0.0016    | 0.0733     | 0.2064    | 0.1418 | 0.1864 | 0.194   | 0.0014    | 0.1331     | 0.3155    | 0.1753   | 0.1986       | 0.0455    | 0.1179        | 0.0004    | 0.02          | 0.0895    | 0.1367        | 0.0604      | 0.178           | -1.0        | -1.0            | 0.3141    | 0.5129        |
| 6.6421        | 67.0  | 16281 | 14.0872         | 0.1397 | 0.3349 | 0.1031 | 0.0059    | 0.1004     | 0.2509    | 0.1726 | 0.2173 | 0.2237  | 0.0137    | 0.1615     | 0.4434    | 0.1773   | 0.1993       | 0.1115    | 0.1821        | 0.0064    | 0.028         | 0.1302    | 0.1758        | 0.056       | 0.2102          | -1.0        | -1.0            | 0.3567    | 0.5466        |
| 6.7091        | 68.0  | 16524 | 14.2243         | 0.1184 | 0.2764 | 0.09   | 0.0008    | 0.0917     | 0.2185    | 0.1476 | 0.1819 | 0.1888  | 0.0007    | 0.1334     | 0.4659    | 0.1844   | 0.2065       | 0.07      | 0.1125        | 0.0       | 0.0           | 0.1043    | 0.1445        | 0.0589      | 0.1508          | -1.0        | -1.0            | 0.2929    | 0.5184        |
| 6.503         | 69.0  | 16767 | 14.0666         | 0.0983 | 0.2512 | 0.0708 | 0.0026    | 0.0809     | 0.2638    | 0.1199 | 0.1637 | 0.1664  | 0.0027    | 0.1233     | 0.3923    | 0.174    | 0.192        | 0.0533    | 0.0982        | 0.0       | 0.0           | 0.0643    | 0.1242        | 0.0321      | 0.1305          | -1.0        | -1.0            | 0.2663    | 0.4534        |
| 6.529         | 70.0  | 17010 | 13.8595         | 0.121  | 0.2914 | 0.085  | 0.0016    | 0.0902     | 0.3914    | 0.1445 | 0.1983 | 0.2088  | 0.0014    | 0.1484     | 0.5212    | 0.1932   | 0.2207       | 0.0785    | 0.1696        | 0.0       | 0.0           | 0.0921    | 0.1516        | 0.0505      | 0.1797          | -1.0        | -1.0            | 0.3115    | 0.5313        |
| 6.5712        | 71.0  | 17253 | 14.2668         | 0.0904 | 0.2277 | 0.058  | 0.005     | 0.0693     | 0.2145    | 0.1048 | 0.1441 | 0.1501  | 0.0047    | 0.1025     | 0.3444    | 0.1693   | 0.1848       | 0.038     | 0.0875        | 0.0       | 0.0           | 0.061     | 0.1023        | 0.0515      | 0.1186          | -1.0        | -1.0            | 0.2229    | 0.4074        |
| 6.4963        | 72.0  | 17496 | 13.9886         | 0.0923 | 0.229  | 0.0631 | 0.001     | 0.0697     | 0.2177    | 0.1105 | 0.1571 | 0.1722  | 0.0037    | 0.1135     | 0.4009    | 0.1726   | 0.1941       | 0.0438    | 0.1054        | 0.0       | 0.0           | 0.0717    | 0.1352        | 0.035       | 0.1271          | -1.0        | -1.0            | 0.2306    | 0.4712        |
| 6.486         | 73.0  | 17739 | 13.9064         | 0.0988 | 0.2554 | 0.067  | 0.0047    | 0.0774     | 0.2258    | 0.1229 | 0.1816 | 0.1901  | 0.0144    | 0.1397     | 0.3985    | 0.1763   | 0.2052       | 0.0455    | 0.1393        | 0.0       | 0.0           | 0.0894    | 0.1711        | 0.0279      | 0.1576          | -1.0        | -1.0            | 0.2535    | 0.4675        |
| 6.4018        | 74.0  | 17982 | 13.8191         | 0.1121 | 0.2841 | 0.0701 | 0.0039    | 0.0922     | 0.2385    | 0.1374 | 0.1979 | 0.2085  | 0.0071    | 0.1587     | 0.4444    | 0.1958   | 0.2232       | 0.0482    | 0.1643        | 0.0       | 0.0           | 0.103     | 0.1977        | 0.0591      | 0.161           | -1.0        | -1.0            | 0.2666    | 0.5049        |
| 6.4593        | 75.0  | 18225 | 14.0884         | 0.1064 | 0.2594 | 0.0724 | 0.0009    | 0.0794     | 0.2061    | 0.1307 | 0.1783 | 0.1897  | 0.0017    | 0.1343     | 0.3326    | 0.1663   | 0.1912       | 0.039     | 0.1268        | 0.0       | 0.0           | 0.0953    | 0.1453        | 0.042       | 0.1576          | -1.0        | -1.0            | 0.2959    | 0.5172        |
| 6.3809        | 76.0  | 18468 | 14.1367         | 0.096  | 0.2555 | 0.0638 | 0.0004    | 0.0718     | 0.1747    | 0.118  | 0.1769 | 0.1902  | 0.0003    | 0.1484     | 0.3919    | 0.1626   | 0.1861       | 0.05      | 0.1464        | 0.0099    | 0.008         | 0.067     | 0.1445        | 0.0357      | 0.1542          | -1.0        | -1.0            | 0.2505    | 0.5018        |
| 6.3686        | 77.0  | 18711 | 14.0372         | 0.1107 | 0.2737 | 0.0759 | 0.0007    | 0.0779     | 0.3149    | 0.1358 | 0.1827 | 0.1956  | 0.0007    | 0.1422     | 0.5135    | 0.1541   | 0.1786       | 0.0834    | 0.1464        | 0.0       | 0.0           | 0.1108    | 0.1672        | 0.0311      | 0.1695          | -1.0        | -1.0            | 0.2849    | 0.5117        |
| 6.3912        | 78.0  | 18954 | 14.0216         | 0.1082 | 0.2735 | 0.0729 | 0.0159    | 0.0745     | 0.2692    | 0.1306 | 0.2029 | 0.2177  | 0.0503    | 0.1619     | 0.4328    | 0.1739   | 0.1972       | 0.0647    | 0.2107        | 0.0       | 0.0           | 0.1049    | 0.1711        | 0.0296      | 0.2085          | -1.0        | -1.0            | 0.2762    | 0.5184        |
| 6.2804        | 79.0  | 19197 | 13.8047         | 0.1445 | 0.331  | 0.1021 | 0.0103    | 0.1115     | 0.3195    | 0.1699 | 0.2319 | 0.241   | 0.038     | 0.1846     | 0.5322    | 0.205    | 0.2318       | 0.0768    | 0.1768        | 0.0149    | 0.012         | 0.1722    | 0.2242        | 0.0553      | 0.2356          | -1.0        | -1.0            | 0.3427    | 0.5656        |
| 6.2077        | 80.0  | 19440 | 13.7026         | 0.1421 | 0.3342 | 0.1044 | 0.0186    | 0.1089     | 0.4093    | 0.1678 | 0.2271 | 0.2358  | 0.025     | 0.1862     | 0.5778    | 0.1877   | 0.2151       | 0.0876    | 0.1982        | 0.01      | 0.016         | 0.1416    | 0.1969        | 0.0758      | 0.2322          | -1.0        | -1.0            | 0.3498    | 0.5564        |
| 6.1376        | 81.0  | 19683 | 13.8274         | 0.1333 | 0.3331 | 0.0935 | 0.015     | 0.1017     | 0.3837    | 0.1607 | 0.2199 | 0.2315  | 0.027     | 0.1752     | 0.58      | 0.187    | 0.2142       | 0.0991    | 0.1964        | 0.0       | 0.012         | 0.1275    | 0.1859        | 0.0634      | 0.2203          | -1.0        | -1.0            | 0.3228    | 0.5601        |
| 6.3004        | 82.0  | 19926 | 13.5665         | 0.1499 | 0.3549 | 0.1033 | 0.019     | 0.114      | 0.5094    | 0.1716 | 0.2324 | 0.2429  | 0.0237    | 0.1899     | 0.6989    | 0.1887   | 0.2222       | 0.1305    | 0.225         | 0.005     | 0.004         | 0.1553    | 0.2141        | 0.0699      | 0.2237          | -1.0        | -1.0            | 0.3499    | 0.5687        |
| 6.2376        | 83.0  | 20169 | 13.7511         | 0.1543 | 0.373  | 0.1158 | 0.0118    | 0.1216     | 0.5102    | 0.1823 | 0.2358 | 0.2449  | 0.0165    | 0.1935     | 0.6928    | 0.1976   | 0.2231       | 0.1393    | 0.225         | 0.0099    | 0.008         | 0.1343    | 0.1984        | 0.0736      | 0.2136          | -1.0        | -1.0            | 0.3712    | 0.6012        |
| 6.2156        | 84.0  | 20412 | 13.9033         | 0.1305 | 0.3199 | 0.0954 | 0.0003    | 0.0947     | 0.4543    | 0.1539 | 0.2128 | 0.2195  | 0.0037    | 0.1681     | 0.5496    | 0.1771   | 0.199        | 0.101     | 0.1893        | 0.0101    | 0.024         | 0.1049    | 0.1625        | 0.019       | 0.1712          | -1.0        | -1.0            | 0.3709    | 0.5712        |
| 6.1856        | 85.0  | 20655 | 13.7346         | 0.1312 | 0.3168 | 0.0975 | 0.0009    | 0.0935     | 0.3018    | 0.1608 | 0.2147 | 0.2227  | 0.004     | 0.1673     | 0.4538    | 0.1901   | 0.213        | 0.074     | 0.1839        | 0.0       | 0.0           | 0.1118    | 0.1688        | 0.0344      | 0.1898          | -1.0        | -1.0            | 0.3771    | 0.5804        |
| 6.0757        | 86.0  | 20898 | 13.8015         | 0.1147 | 0.2863 | 0.0885 | 0.0016    | 0.0901     | 0.3154    | 0.139  | 0.1952 | 0.2043  | 0.0014    | 0.1532     | 0.489     | 0.1815   | 0.2027       | 0.0733    | 0.1571        | 0.0       | 0.0           | 0.0703    | 0.157         | 0.0412      | 0.1695          | -1.0        | -1.0            | 0.3218    | 0.5393        |
| 6.1175        | 87.0  | 21141 | 13.9323         | 0.104  | 0.258  | 0.0765 | 0.0019    | 0.0766     | 0.3252    | 0.1283 | 0.1818 | 0.1954  | 0.0024    | 0.1453     | 0.5345    | 0.1746   | 0.1991       | 0.0577    | 0.1518        | 0.0       | 0.0           | 0.052     | 0.1289        | 0.0413      | 0.1661          | -1.0        | -1.0            | 0.2985    | 0.5264        |
| 6.1331        | 88.0  | 21384 | 13.9147         | 0.1055 | 0.2591 | 0.0784 | 0.0008    | 0.0765     | 0.261     | 0.1296 | 0.1909 | 0.2018  | 0.0007    | 0.1582     | 0.4977    | 0.1735   | 0.1969       | 0.0485    | 0.1643        | 0.0       | 0.0           | 0.0696    | 0.1648        | 0.0341      | 0.1661          | -1.0        | -1.0            | 0.3072    | 0.5184        |
| 6.0443        | 89.0  | 21627 | 13.9121         | 0.1105 | 0.2734 | 0.0809 | 0.0       | 0.0785     | 0.2645    | 0.1353 | 0.1909 | 0.1999  | 0.0       | 0.1484     | 0.4379    | 0.1647   | 0.1873       | 0.057     | 0.1607        | 0.0       | 0.0           | 0.0854    | 0.1641        | 0.0427      | 0.1525          | -1.0        | -1.0            | 0.3136    | 0.535         |
| 5.9599        | 90.0  | 21870 | 13.9595         | 0.1076 | 0.2627 | 0.0835 | 0.0004    | 0.0759     | 0.3224    | 0.129  | 0.1876 | 0.1964  | 0.0003    | 0.1426     | 0.4854    | 0.1712   | 0.1978       | 0.0679    | 0.1518        | 0.0       | 0.0           | 0.0557    | 0.1375        | 0.0449      | 0.1644          | -1.0        | -1.0            | 0.3058    | 0.527         |
| 6.0833        | 91.0  | 22113 | 13.9040         | 0.1136 | 0.2787 | 0.0839 | 0.0005    | 0.08       | 0.3734    | 0.14   | 0.2011 | 0.2098  | 0.0037    | 0.1606     | 0.5747    | 0.1706   | 0.1979       | 0.0715    | 0.1714        | 0.0011    | 0.016         | 0.0622    | 0.1516        | 0.0505      | 0.1746          | -1.0        | -1.0            | 0.3259    | 0.5472        |
| 5.9494        | 92.0  | 22356 | 13.9089         | 0.119  | 0.2737 | 0.0916 | 0.0011    | 0.0875     | 0.4188    | 0.1463 | 0.2095 | 0.2186  | 0.004     | 0.1689     | 0.6114    | 0.1763   | 0.204        | 0.0857    | 0.2071        | 0.0003    | 0.008         | 0.0627    | 0.1508        | 0.0589      | 0.1847          | -1.0        | -1.0            | 0.3301    | 0.5571        |
| 6.0241        | 93.0  | 22599 | 13.9887         | 0.1061 | 0.2651 | 0.0797 | 0.0075    | 0.071      | 0.2641    | 0.1262 | 0.1911 | 0.202   | 0.0073    | 0.1508     | 0.4552    | 0.1522   | 0.1749       | 0.0677    | 0.1839        | 0.0001    | 0.004         | 0.0644    | 0.1625        | 0.0379      | 0.1492          | -1.0        | -1.0            | 0.3147    | 0.5374        |
| 5.9258        | 94.0  | 22842 | 13.9146         | 0.1064 | 0.2572 | 0.0809 | 0.0034    | 0.0777     | 0.27      | 0.1308 | 0.1944 | 0.2029  | 0.0044    | 0.1565     | 0.4545    | 0.1677   | 0.1928       | 0.0581    | 0.1804        | 0.0002    | 0.008         | 0.0543    | 0.1445        | 0.0497      | 0.1542          | -1.0        | -1.0            | 0.3086    | 0.5374        |
| 6.0891        | 95.0  | 23085 | 13.8317         | 0.1093 | 0.2658 | 0.0862 | 0.0048    | 0.0778     | 0.3427    | 0.1387 | 0.207  | 0.2165  | 0.0047    | 0.1623     | 0.5265    | 0.1744   | 0.2009       | 0.0644    | 0.2018        | 0.0002    | 0.008         | 0.0601    | 0.1641        | 0.041       | 0.1746          | -1.0        | -1.0            | 0.3159    | 0.5497        |
| 5.9154        | 96.0  | 23328 | 13.8791         | 0.1047 | 0.2643 | 0.0799 | 0.0044    | 0.0761     | 0.3248    | 0.1298 | 0.1915 | 0.2058  | 0.005     | 0.1588     | 0.4714    | 0.1631   | 0.1855       | 0.0571    | 0.175         | 0.0002    | 0.008         | 0.0638    | 0.1555        | 0.0465      | 0.1729          | -1.0        | -1.0            | 0.2977    | 0.538         |
| 5.9291        | 97.0  | 23571 | 13.8460         | 0.1147 | 0.2828 | 0.0836 | 0.0071    | 0.0813     | 0.3824    | 0.1393 | 0.2042 | 0.2135  | 0.007     | 0.1608     | 0.5407    | 0.1775   | 0.2039       | 0.0628    | 0.175         | 0.0       | 0.004         | 0.063     | 0.1664        | 0.0651      | 0.1881          | -1.0        | -1.0            | 0.3199    | 0.5436        |
| 5.813         | 98.0  | 23814 | 13.8821         | 0.1091 | 0.2787 | 0.0806 | 0.0004    | 0.0807     | 0.337     | 0.1329 | 0.201  | 0.2121  | 0.0003    | 0.1615     | 0.5081    | 0.167    | 0.1935       | 0.0597    | 0.1679        | 0.0002    | 0.008         | 0.0701    | 0.1672        | 0.057       | 0.1898          | -1.0        | -1.0            | 0.3006    | 0.546         |
| 5.8194        | 99.0  | 24057 | 13.8909         | 0.1086 | 0.2779 | 0.0772 | 0.0004    | 0.0744     | 0.3633    | 0.1325 | 0.1931 | 0.2077  | 0.0003    | 0.1527     | 0.5219    | 0.1686   | 0.1956       | 0.0634    | 0.1661        | 0.0       | 0.004         | 0.0585    | 0.1633        | 0.0481      | 0.1814          | -1.0        | -1.0            | 0.3133    | 0.5356        |
| 5.8823        | 100.0 | 24300 | 13.8955         | 0.1056 | 0.2682 | 0.0807 | 0.0       | 0.0749     | 0.3361    | 0.1272 | 0.1948 | 0.208   | 0.0       | 0.1572     | 0.5072    | 0.1655   | 0.1906       | 0.0605    | 0.1768        | 0.0001    | 0.008         | 0.0613    | 0.1578        | 0.0479      | 0.1712          | -1.0        | -1.0            | 0.2983    | 0.5436        |


### Framework versions

- Transformers 4.46.0.dev0
- Pytorch 2.4.1+cu118
- Datasets 3.0.1
- Tokenizers 0.20.0