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# vit-base_tobacco_lr1e-5_wr_0.05_wd_0.1

This model is a fine-tuned version of [jordyvl/vit-base_tobacco](https://huggingface.co/jordyvl/vit-base_tobacco) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.9592
- Accuracy: 0.775
- Brier Loss: 0.3981
- Nll: 1.5416
- F1 Micro: 0.775
- F1 Macro: 0.7418
- Ece: 0.2227
- Aurc: 0.1082

## 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: 1e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 300

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy | Brier Loss | Nll    | F1 Micro | F1 Macro | Ece    | Aurc   |
|:-------------:|:------:|:----:|:---------------:|:--------:|:----------:|:------:|:--------:|:--------:|:------:|:------:|
| No log        | 0.96   | 12   | 0.7440          | 0.815    | 0.3076     | 1.1842 | 0.815    | 0.7942   | 0.2216 | 0.0733 |
| No log        | 2.0    | 25   | 0.7436          | 0.82     | 0.3075     | 1.1869 | 0.82     | 0.8049   | 0.2132 | 0.0741 |
| No log        | 2.96   | 37   | 0.7454          | 0.81     | 0.3085     | 1.1880 | 0.81     | 0.7914   | 0.2312 | 0.0755 |
| No log        | 4.0    | 50   | 0.7439          | 0.815    | 0.3077     | 1.1846 | 0.815    | 0.7926   | 0.2369 | 0.0760 |
| No log        | 4.96   | 62   | 0.7370          | 0.82     | 0.3040     | 1.1982 | 0.82     | 0.8028   | 0.2374 | 0.0745 |
| No log        | 6.0    | 75   | 0.7507          | 0.82     | 0.3112     | 1.1980 | 0.82     | 0.8005   | 0.2513 | 0.0809 |
| No log        | 6.96   | 87   | 0.7370          | 0.805    | 0.3060     | 1.1778 | 0.805    | 0.7841   | 0.2522 | 0.0746 |
| No log        | 8.0    | 100  | 0.7437          | 0.81     | 0.3076     | 1.1846 | 0.81     | 0.7877   | 0.2301 | 0.0804 |
| No log        | 8.96   | 112  | 0.7311          | 0.81     | 0.3031     | 1.1975 | 0.81     | 0.7920   | 0.2084 | 0.0753 |
| No log        | 10.0   | 125  | 0.7305          | 0.8      | 0.3020     | 1.1785 | 0.8000   | 0.7792   | 0.2131 | 0.0777 |
| No log        | 10.96  | 137  | 0.7478          | 0.805    | 0.3119     | 1.3979 | 0.805    | 0.7860   | 0.2133 | 0.0827 |
| No log        | 12.0   | 150  | 0.7469          | 0.805    | 0.3082     | 1.3337 | 0.805    | 0.7844   | 0.2213 | 0.0843 |
| No log        | 12.96  | 162  | 0.7545          | 0.805    | 0.3114     | 1.4280 | 0.805    | 0.7893   | 0.2092 | 0.0935 |
| No log        | 14.0   | 175  | 0.7283          | 0.795    | 0.3012     | 1.1856 | 0.795    | 0.7739   | 0.2182 | 0.0806 |
| No log        | 14.96  | 187  | 0.7219          | 0.815    | 0.2972     | 1.2792 | 0.815    | 0.8043   | 0.2024 | 0.0734 |
| No log        | 16.0   | 200  | 0.7284          | 0.805    | 0.3001     | 1.2528 | 0.805    | 0.7899   | 0.2068 | 0.0858 |
| No log        | 16.96  | 212  | 0.7191          | 0.805    | 0.2981     | 1.3067 | 0.805    | 0.7919   | 0.2062 | 0.0809 |
| No log        | 18.0   | 225  | 0.7221          | 0.8      | 0.3011     | 1.1747 | 0.8000   | 0.7792   | 0.2091 | 0.0803 |
| No log        | 18.96  | 237  | 0.7253          | 0.81     | 0.2995     | 1.3143 | 0.81     | 0.7955   | 0.2136 | 0.0889 |
| No log        | 20.0   | 250  | 0.7186          | 0.8      | 0.2981     | 1.1839 | 0.8000   | 0.7819   | 0.1899 | 0.0812 |
| No log        | 20.96  | 262  | 0.7247          | 0.805    | 0.3012     | 1.2501 | 0.805    | 0.7925   | 0.2214 | 0.0891 |
| No log        | 22.0   | 275  | 0.7317          | 0.805    | 0.3058     | 1.3767 | 0.805    | 0.7853   | 0.2141 | 0.0893 |
| No log        | 22.96  | 287  | 0.7250          | 0.81     | 0.3031     | 1.3683 | 0.81     | 0.7907   | 0.1886 | 0.0838 |
| No log        | 24.0   | 300  | 0.7137          | 0.805    | 0.2983     | 1.3088 | 0.805    | 0.7851   | 0.1799 | 0.0782 |
| No log        | 24.96  | 312  | 0.7334          | 0.81     | 0.3070     | 1.4296 | 0.81     | 0.7909   | 0.1903 | 0.0898 |
| No log        | 26.0   | 325  | 0.7284          | 0.81     | 0.3035     | 1.2467 | 0.81     | 0.7984   | 0.2152 | 0.0916 |
| No log        | 26.96  | 337  | 0.7242          | 0.805    | 0.3020     | 1.3077 | 0.805    | 0.7862   | 0.2071 | 0.0891 |
| No log        | 28.0   | 350  | 0.7285          | 0.81     | 0.3028     | 1.3756 | 0.81     | 0.7910   | 0.2158 | 0.0915 |
| No log        | 28.96  | 362  | 0.7253          | 0.8      | 0.3016     | 1.3714 | 0.8000   | 0.7716   | 0.2057 | 0.0894 |
| No log        | 30.0   | 375  | 0.7321          | 0.8      | 0.3068     | 1.3688 | 0.8000   | 0.7736   | 0.1943 | 0.0885 |
| No log        | 30.96  | 387  | 0.7294          | 0.8      | 0.3047     | 1.3713 | 0.8000   | 0.7746   | 0.2138 | 0.0900 |
| No log        | 32.0   | 400  | 0.7296          | 0.81     | 0.3054     | 1.3749 | 0.81     | 0.7921   | 0.2074 | 0.0910 |
| No log        | 32.96  | 412  | 0.7311          | 0.805    | 0.3061     | 1.3704 | 0.805    | 0.7811   | 0.1984 | 0.0920 |
| No log        | 34.0   | 425  | 0.7291          | 0.805    | 0.3049     | 1.3686 | 0.805    | 0.7811   | 0.2126 | 0.0916 |
| No log        | 34.96  | 437  | 0.7301          | 0.795    | 0.3048     | 1.3712 | 0.795    | 0.7654   | 0.1917 | 0.0904 |
| No log        | 36.0   | 450  | 0.7318          | 0.81     | 0.3072     | 1.3695 | 0.81     | 0.7844   | 0.1976 | 0.0900 |
| No log        | 36.96  | 462  | 0.7403          | 0.795    | 0.3102     | 1.3712 | 0.795    | 0.7656   | 0.2039 | 0.0934 |
| No log        | 38.0   | 475  | 0.7376          | 0.795    | 0.3095     | 1.3653 | 0.795    | 0.7654   | 0.1982 | 0.0920 |
| No log        | 38.96  | 487  | 0.7326          | 0.805    | 0.3049     | 1.3815 | 0.805    | 0.7744   | 0.1820 | 0.0948 |
| 0.1331        | 40.0   | 500  | 0.7268          | 0.8      | 0.3038     | 1.3702 | 0.8000   | 0.7704   | 0.2051 | 0.0899 |
| 0.1331        | 40.96  | 512  | 0.7371          | 0.8      | 0.3074     | 1.3824 | 0.8000   | 0.7684   | 0.1946 | 0.0939 |
| 0.1331        | 42.0   | 525  | 0.7374          | 0.81     | 0.3107     | 1.3600 | 0.81     | 0.7844   | 0.2109 | 0.0910 |
| 0.1331        | 42.96  | 537  | 0.7366          | 0.8      | 0.3071     | 1.4434 | 0.8000   | 0.7776   | 0.2042 | 0.0935 |
| 0.1331        | 44.0   | 550  | 0.7362          | 0.805    | 0.3083     | 1.3721 | 0.805    | 0.7829   | 0.1782 | 0.0929 |
| 0.1331        | 44.96  | 562  | 0.7389          | 0.8      | 0.3110     | 1.3695 | 0.8000   | 0.7704   | 0.1966 | 0.0917 |
| 0.1331        | 46.0   | 575  | 0.7426          | 0.79     | 0.3108     | 1.5068 | 0.79     | 0.7644   | 0.1938 | 0.0968 |
| 0.1331        | 46.96  | 587  | 0.7395          | 0.8      | 0.3096     | 1.3760 | 0.8000   | 0.7704   | 0.1951 | 0.0927 |
| 0.1331        | 48.0   | 600  | 0.7540          | 0.805    | 0.3185     | 1.4936 | 0.805    | 0.7821   | 0.1958 | 0.0979 |
| 0.1331        | 48.96  | 612  | 0.7413          | 0.805    | 0.3116     | 1.4368 | 0.805    | 0.7829   | 0.1835 | 0.0955 |
| 0.1331        | 50.0   | 625  | 0.7543          | 0.805    | 0.3167     | 1.4402 | 0.805    | 0.7831   | 0.2143 | 0.0974 |
| 0.1331        | 50.96  | 637  | 0.7378          | 0.805    | 0.3087     | 1.3850 | 0.805    | 0.7829   | 0.1886 | 0.0935 |
| 0.1331        | 52.0   | 650  | 0.7545          | 0.795    | 0.3175     | 1.3873 | 0.795    | 0.7656   | 0.2007 | 0.0957 |
| 0.1331        | 52.96  | 662  | 0.7464          | 0.8      | 0.3140     | 1.3734 | 0.8000   | 0.7707   | 0.1872 | 0.0938 |
| 0.1331        | 54.0   | 675  | 0.7439          | 0.8      | 0.3120     | 1.3765 | 0.8000   | 0.7704   | 0.2036 | 0.0942 |
| 0.1331        | 54.96  | 687  | 0.7506          | 0.8      | 0.3150     | 1.3788 | 0.8000   | 0.7707   | 0.1788 | 0.0959 |
| 0.1331        | 56.0   | 700  | 0.7511          | 0.805    | 0.3158     | 1.4378 | 0.805    | 0.7829   | 0.2054 | 0.0955 |
| 0.1331        | 56.96  | 712  | 0.7587          | 0.805    | 0.3196     | 1.4494 | 0.805    | 0.7831   | 0.1844 | 0.0972 |
| 0.1331        | 58.0   | 725  | 0.7505          | 0.8      | 0.3154     | 1.3759 | 0.8000   | 0.7704   | 0.1913 | 0.0953 |
| 0.1331        | 58.96  | 737  | 0.7553          | 0.79     | 0.3167     | 1.4457 | 0.79     | 0.7549   | 0.1977 | 0.0959 |
| 0.1331        | 60.0   | 750  | 0.7543          | 0.8      | 0.3175     | 1.3807 | 0.8000   | 0.7707   | 0.1963 | 0.0953 |
| 0.1331        | 60.96  | 762  | 0.7592          | 0.795    | 0.3200     | 1.3759 | 0.795    | 0.7681   | 0.1986 | 0.0961 |
| 0.1331        | 62.0   | 775  | 0.7557          | 0.795    | 0.3185     | 1.3785 | 0.795    | 0.7634   | 0.1971 | 0.0948 |
| 0.1331        | 62.96  | 787  | 0.7591          | 0.79     | 0.3200     | 1.4466 | 0.79     | 0.7613   | 0.2033 | 0.0963 |
| 0.1331        | 64.0   | 800  | 0.7624          | 0.795    | 0.3210     | 1.4423 | 0.795    | 0.7621   | 0.2030 | 0.0962 |
| 0.1331        | 64.96  | 812  | 0.7674          | 0.79     | 0.3240     | 1.4454 | 0.79     | 0.7596   | 0.1973 | 0.0969 |
| 0.1331        | 66.0   | 825  | 0.7645          | 0.79     | 0.3224     | 1.4497 | 0.79     | 0.7611   | 0.1999 | 0.0964 |
| 0.1331        | 66.96  | 837  | 0.7652          | 0.795    | 0.3234     | 1.4418 | 0.795    | 0.7668   | 0.1819 | 0.0968 |
| 0.1331        | 68.0   | 850  | 0.7695          | 0.795    | 0.3250     | 1.4969 | 0.795    | 0.7606   | 0.1914 | 0.0979 |
| 0.1331        | 68.96  | 862  | 0.7708          | 0.785    | 0.3258     | 1.4482 | 0.785    | 0.7516   | 0.1954 | 0.0976 |
| 0.1331        | 70.0   | 875  | 0.7691          | 0.795    | 0.3249     | 1.4960 | 0.795    | 0.7673   | 0.1895 | 0.0976 |
| 0.1331        | 70.96  | 887  | 0.7741          | 0.785    | 0.3272     | 1.5043 | 0.785    | 0.7519   | 0.1898 | 0.0982 |
| 0.1331        | 72.0   | 900  | 0.7788          | 0.79     | 0.3293     | 1.5094 | 0.79     | 0.7611   | 0.1738 | 0.0995 |
| 0.1331        | 72.96  | 912  | 0.7837          | 0.785    | 0.3329     | 1.5306 | 0.785    | 0.7577   | 0.2002 | 0.1004 |
| 0.1331        | 74.0   | 925  | 0.7755          | 0.785    | 0.3280     | 1.4985 | 0.785    | 0.7514   | 0.1906 | 0.0981 |
| 0.1331        | 74.96  | 937  | 0.7797          | 0.785    | 0.3308     | 1.4611 | 0.785    | 0.7580   | 0.1925 | 0.0994 |
| 0.1331        | 76.0   | 950  | 0.7744          | 0.785    | 0.3273     | 1.4441 | 0.785    | 0.7519   | 0.1929 | 0.0976 |
| 0.1331        | 76.96  | 962  | 0.7766          | 0.785    | 0.3295     | 1.4420 | 0.785    | 0.7516   | 0.1899 | 0.0972 |
| 0.1331        | 78.0   | 975  | 0.7888          | 0.785    | 0.3339     | 1.4991 | 0.785    | 0.7573   | 0.1879 | 0.0998 |
| 0.1331        | 78.96  | 987  | 0.7765          | 0.795    | 0.3292     | 1.4915 | 0.795    | 0.7663   | 0.1750 | 0.0948 |
| 0.071         | 80.0   | 1000 | 0.7821          | 0.785    | 0.3303     | 1.4990 | 0.785    | 0.7519   | 0.1940 | 0.0986 |
| 0.071         | 80.96  | 1012 | 0.7860          | 0.79     | 0.3330     | 1.4977 | 0.79     | 0.7644   | 0.1698 | 0.0976 |
| 0.071         | 82.0   | 1025 | 0.7882          | 0.78     | 0.3342     | 1.5243 | 0.78     | 0.7482   | 0.1930 | 0.1006 |
| 0.071         | 82.96  | 1037 | 0.7879          | 0.78     | 0.3333     | 1.5037 | 0.78     | 0.7491   | 0.2055 | 0.0995 |
| 0.071         | 84.0   | 1050 | 0.7842          | 0.78     | 0.3326     | 1.4959 | 0.78     | 0.7488   | 0.1945 | 0.0985 |
| 0.071         | 84.96  | 1062 | 0.7866          | 0.78     | 0.3338     | 1.4961 | 0.78     | 0.7488   | 0.1877 | 0.0982 |
| 0.071         | 86.0   | 1075 | 0.7931          | 0.785    | 0.3369     | 1.5006 | 0.785    | 0.7573   | 0.1898 | 0.1003 |
| 0.071         | 86.96  | 1087 | 0.7937          | 0.78     | 0.3360     | 1.5043 | 0.78     | 0.7488   | 0.1828 | 0.0999 |
| 0.071         | 88.0   | 1100 | 0.7948          | 0.78     | 0.3374     | 1.5034 | 0.78     | 0.7488   | 0.1893 | 0.0999 |
| 0.071         | 88.96  | 1112 | 0.7962          | 0.78     | 0.3372     | 1.5078 | 0.78     | 0.7494   | 0.1943 | 0.1011 |
| 0.071         | 90.0   | 1125 | 0.7956          | 0.785    | 0.3377     | 1.5039 | 0.785    | 0.7516   | 0.1918 | 0.0999 |
| 0.071         | 90.96  | 1137 | 0.7996          | 0.78     | 0.3382     | 1.5060 | 0.78     | 0.7491   | 0.1982 | 0.1013 |
| 0.071         | 92.0   | 1150 | 0.7980          | 0.78     | 0.3381     | 1.5023 | 0.78     | 0.7488   | 0.1902 | 0.1004 |
| 0.071         | 92.96  | 1162 | 0.8015          | 0.78     | 0.3396     | 1.5029 | 0.78     | 0.7488   | 0.1978 | 0.1007 |
| 0.071         | 94.0   | 1175 | 0.8044          | 0.78     | 0.3411     | 1.5047 | 0.78     | 0.7488   | 0.1929 | 0.1012 |
| 0.071         | 94.96  | 1187 | 0.7977          | 0.78     | 0.3392     | 1.4989 | 0.78     | 0.7488   | 0.1866 | 0.0989 |
| 0.071         | 96.0   | 1200 | 0.8071          | 0.78     | 0.3425     | 1.5021 | 0.78     | 0.7488   | 0.1941 | 0.1018 |
| 0.071         | 96.96  | 1212 | 0.8033          | 0.78     | 0.3406     | 1.4967 | 0.78     | 0.7488   | 0.1913 | 0.1000 |
| 0.071         | 98.0   | 1225 | 0.8148          | 0.775    | 0.3466     | 1.4555 | 0.775    | 0.7462   | 0.1828 | 0.1036 |
| 0.071         | 98.96  | 1237 | 0.8062          | 0.78     | 0.3417     | 1.5007 | 0.78     | 0.7488   | 0.1949 | 0.1004 |
| 0.071         | 100.0  | 1250 | 0.8123          | 0.77     | 0.3456     | 1.5069 | 0.7700   | 0.7424   | 0.1964 | 0.1020 |
| 0.071         | 100.96 | 1262 | 0.8117          | 0.78     | 0.3452     | 1.5048 | 0.78     | 0.7488   | 0.2081 | 0.1020 |
| 0.071         | 102.0  | 1275 | 0.8125          | 0.77     | 0.3454     | 1.5066 | 0.7700   | 0.7424   | 0.2040 | 0.1022 |
| 0.071         | 102.96 | 1287 | 0.8134          | 0.775    | 0.3458     | 1.5048 | 0.775    | 0.7450   | 0.1977 | 0.1013 |
| 0.071         | 104.0  | 1300 | 0.8152          | 0.78     | 0.3461     | 1.5027 | 0.78     | 0.7488   | 0.2044 | 0.1014 |
| 0.071         | 104.96 | 1312 | 0.8185          | 0.78     | 0.3478     | 1.5057 | 0.78     | 0.7488   | 0.1900 | 0.1022 |
| 0.071         | 106.0  | 1325 | 0.8191          | 0.78     | 0.3480     | 1.5053 | 0.78     | 0.7488   | 0.2084 | 0.1026 |
| 0.071         | 106.96 | 1337 | 0.8207          | 0.77     | 0.3497     | 1.5095 | 0.7700   | 0.7424   | 0.1984 | 0.1025 |
| 0.071         | 108.0  | 1350 | 0.8221          | 0.77     | 0.3487     | 1.5095 | 0.7700   | 0.7424   | 0.1871 | 0.1031 |
| 0.071         | 108.96 | 1362 | 0.8229          | 0.765    | 0.3501     | 1.4607 | 0.765    | 0.7331   | 0.1920 | 0.1028 |
| 0.071         | 110.0  | 1375 | 0.8232          | 0.78     | 0.3498     | 1.5044 | 0.78     | 0.7488   | 0.1995 | 0.1023 |
| 0.071         | 110.96 | 1387 | 0.8279          | 0.785    | 0.3513     | 1.5060 | 0.785    | 0.7526   | 0.2073 | 0.1033 |
| 0.071         | 112.0  | 1400 | 0.8246          | 0.775    | 0.3505     | 1.5038 | 0.775    | 0.7450   | 0.1927 | 0.1018 |
| 0.071         | 112.96 | 1412 | 0.8308          | 0.765    | 0.3537     | 1.5095 | 0.765    | 0.7331   | 0.1931 | 0.1035 |
| 0.071         | 114.0  | 1425 | 0.8277          | 0.775    | 0.3513     | 1.5058 | 0.775    | 0.7395   | 0.1977 | 0.1022 |
| 0.071         | 114.96 | 1437 | 0.8302          | 0.76     | 0.3531     | 1.4583 | 0.76     | 0.7296   | 0.2112 | 0.1028 |
| 0.071         | 116.0  | 1450 | 0.8328          | 0.765    | 0.3535     | 1.5125 | 0.765    | 0.7331   | 0.2008 | 0.1037 |
| 0.071         | 116.96 | 1462 | 0.8309          | 0.76     | 0.3533     | 1.4542 | 0.76     | 0.7296   | 0.2037 | 0.1029 |
| 0.071         | 118.0  | 1475 | 0.8378          | 0.765    | 0.3558     | 1.5162 | 0.765    | 0.7323   | 0.2040 | 0.1055 |
| 0.071         | 118.96 | 1487 | 0.8341          | 0.76     | 0.3547     | 1.5076 | 0.76     | 0.7296   | 0.1942 | 0.1032 |
| 0.0462        | 120.0  | 1500 | 0.8367          | 0.76     | 0.3557     | 1.5134 | 0.76     | 0.7296   | 0.1987 | 0.1034 |
| 0.0462        | 120.96 | 1512 | 0.8369          | 0.76     | 0.3553     | 1.5081 | 0.76     | 0.7296   | 0.2121 | 0.1036 |
| 0.0462        | 122.0  | 1525 | 0.8385          | 0.77     | 0.3560     | 1.5076 | 0.7700   | 0.7357   | 0.1944 | 0.1034 |
| 0.0462        | 122.96 | 1537 | 0.8415          | 0.76     | 0.3577     | 1.5127 | 0.76     | 0.7296   | 0.2080 | 0.1040 |
| 0.0462        | 124.0  | 1550 | 0.8418          | 0.765    | 0.3571     | 1.5123 | 0.765    | 0.7333   | 0.1905 | 0.1043 |
| 0.0462        | 124.96 | 1562 | 0.8431          | 0.76     | 0.3581     | 1.5124 | 0.76     | 0.7296   | 0.2029 | 0.1043 |
| 0.0462        | 126.0  | 1575 | 0.8461          | 0.765    | 0.3595     | 1.5115 | 0.765    | 0.7331   | 0.1861 | 0.1044 |
| 0.0462        | 126.96 | 1587 | 0.8446          | 0.76     | 0.3586     | 1.5117 | 0.76     | 0.7296   | 0.1962 | 0.1043 |
| 0.0462        | 128.0  | 1600 | 0.8448          | 0.765    | 0.3585     | 1.5106 | 0.765    | 0.7333   | 0.1899 | 0.1048 |
| 0.0462        | 128.96 | 1612 | 0.8503          | 0.765    | 0.3611     | 1.5156 | 0.765    | 0.7323   | 0.1865 | 0.1050 |
| 0.0462        | 130.0  | 1625 | 0.8473          | 0.765    | 0.3597     | 1.5082 | 0.765    | 0.7333   | 0.1992 | 0.1040 |
| 0.0462        | 130.96 | 1637 | 0.8530          | 0.76     | 0.3617     | 1.5178 | 0.76     | 0.7296   | 0.2008 | 0.1053 |
| 0.0462        | 132.0  | 1650 | 0.8499          | 0.765    | 0.3608     | 1.5105 | 0.765    | 0.7321   | 0.1910 | 0.1035 |
| 0.0462        | 132.96 | 1662 | 0.8529          | 0.765    | 0.3612     | 1.5095 | 0.765    | 0.7333   | 0.1943 | 0.1043 |
| 0.0462        | 134.0  | 1675 | 0.8547          | 0.765    | 0.3635     | 1.5095 | 0.765    | 0.7321   | 0.2002 | 0.1032 |
| 0.0462        | 134.96 | 1687 | 0.8572          | 0.765    | 0.3638     | 1.5159 | 0.765    | 0.7333   | 0.1979 | 0.1056 |
| 0.0462        | 136.0  | 1700 | 0.8582          | 0.765    | 0.3642     | 1.5165 | 0.765    | 0.7333   | 0.2026 | 0.1057 |
| 0.0462        | 136.96 | 1712 | 0.8581          | 0.76     | 0.3639     | 1.5118 | 0.76     | 0.7296   | 0.1965 | 0.1052 |
| 0.0462        | 138.0  | 1725 | 0.8570          | 0.77     | 0.3629     | 1.5094 | 0.7700   | 0.7358   | 0.1870 | 0.1029 |
| 0.0462        | 138.96 | 1737 | 0.8611          | 0.76     | 0.3650     | 1.5129 | 0.76     | 0.7296   | 0.1919 | 0.1040 |
| 0.0462        | 140.0  | 1750 | 0.8618          | 0.76     | 0.3659     | 1.5131 | 0.76     | 0.7296   | 0.1981 | 0.1042 |
| 0.0462        | 140.96 | 1762 | 0.8605          | 0.765    | 0.3652     | 1.5115 | 0.765    | 0.7333   | 0.1875 | 0.1048 |
| 0.0462        | 142.0  | 1775 | 0.8647          | 0.76     | 0.3666     | 1.5157 | 0.76     | 0.7296   | 0.2002 | 0.1052 |
| 0.0462        | 142.96 | 1787 | 0.8618          | 0.76     | 0.3654     | 1.5116 | 0.76     | 0.7296   | 0.2006 | 0.1045 |
| 0.0462        | 144.0  | 1800 | 0.8672          | 0.765    | 0.3672     | 1.5160 | 0.765    | 0.7333   | 0.1979 | 0.1053 |
| 0.0462        | 144.96 | 1812 | 0.8625          | 0.77     | 0.3648     | 1.5080 | 0.7700   | 0.7358   | 0.1975 | 0.1026 |
| 0.0462        | 146.0  | 1825 | 0.8695          | 0.765    | 0.3679     | 1.5169 | 0.765    | 0.7323   | 0.1973 | 0.1051 |
| 0.0462        | 146.96 | 1837 | 0.8696          | 0.76     | 0.3685     | 1.5132 | 0.76     | 0.7296   | 0.1936 | 0.1037 |
| 0.0462        | 148.0  | 1850 | 0.8678          | 0.765    | 0.3671     | 1.5110 | 0.765    | 0.7333   | 0.2008 | 0.1040 |
| 0.0462        | 148.96 | 1862 | 0.8713          | 0.765    | 0.3690     | 1.5152 | 0.765    | 0.7333   | 0.1983 | 0.1050 |
| 0.0462        | 150.0  | 1875 | 0.8716          | 0.765    | 0.3687     | 1.5163 | 0.765    | 0.7323   | 0.2029 | 0.1051 |
| 0.0462        | 150.96 | 1887 | 0.8724          | 0.77     | 0.3691     | 1.5113 | 0.7700   | 0.7358   | 0.1997 | 0.1037 |
| 0.0462        | 152.0  | 1900 | 0.8729          | 0.765    | 0.3695     | 1.5134 | 0.765    | 0.7333   | 0.1966 | 0.1050 |
| 0.0462        | 152.96 | 1912 | 0.8760          | 0.765    | 0.3706     | 1.5131 | 0.765    | 0.7333   | 0.2046 | 0.1040 |
| 0.0462        | 154.0  | 1925 | 0.8761          | 0.765    | 0.3707     | 1.5138 | 0.765    | 0.7333   | 0.1896 | 0.1037 |
| 0.0462        | 154.96 | 1937 | 0.8778          | 0.765    | 0.3711     | 1.5138 | 0.765    | 0.7333   | 0.2012 | 0.1046 |
| 0.0462        | 156.0  | 1950 | 0.8768          | 0.765    | 0.3712     | 1.5125 | 0.765    | 0.7333   | 0.1891 | 0.1041 |
| 0.0462        | 156.96 | 1962 | 0.8816          | 0.77     | 0.3732     | 1.5205 | 0.7700   | 0.7360   | 0.1993 | 0.1067 |
| 0.0462        | 158.0  | 1975 | 0.8793          | 0.765    | 0.3718     | 1.5157 | 0.765    | 0.7333   | 0.2025 | 0.1049 |
| 0.0462        | 158.96 | 1987 | 0.8788          | 0.77     | 0.3713     | 1.5126 | 0.7700   | 0.7358   | 0.2044 | 0.1039 |
| 0.0335        | 160.0  | 2000 | 0.8851          | 0.77     | 0.3739     | 1.5193 | 0.7700   | 0.7360   | 0.2042 | 0.1069 |
| 0.0335        | 160.96 | 2012 | 0.8872          | 0.77     | 0.3748     | 1.5200 | 0.7700   | 0.7360   | 0.2009 | 0.1057 |
| 0.0335        | 162.0  | 2025 | 0.8827          | 0.765    | 0.3731     | 1.5144 | 0.765    | 0.7333   | 0.1897 | 0.1050 |
| 0.0335        | 162.96 | 2037 | 0.8821          | 0.765    | 0.3724     | 1.5129 | 0.765    | 0.7333   | 0.1971 | 0.1042 |
| 0.0335        | 164.0  | 2050 | 0.8919          | 0.77     | 0.3770     | 1.5229 | 0.7700   | 0.7360   | 0.2119 | 0.1061 |
| 0.0335        | 164.96 | 2062 | 0.8907          | 0.765    | 0.3764     | 1.5240 | 0.765    | 0.7323   | 0.2125 | 0.1069 |
| 0.0335        | 166.0  | 2075 | 0.8857          | 0.765    | 0.3743     | 1.5127 | 0.765    | 0.7333   | 0.1906 | 0.1044 |
| 0.0335        | 166.96 | 2087 | 0.8928          | 0.77     | 0.3771     | 1.5253 | 0.7700   | 0.7360   | 0.2062 | 0.1062 |
| 0.0335        | 168.0  | 2100 | 0.8895          | 0.77     | 0.3750     | 1.5179 | 0.7700   | 0.7360   | 0.2062 | 0.1054 |
| 0.0335        | 168.96 | 2112 | 0.8904          | 0.77     | 0.3754     | 1.5178 | 0.7700   | 0.7360   | 0.2048 | 0.1055 |
| 0.0335        | 170.0  | 2125 | 0.8919          | 0.765    | 0.3766     | 1.5137 | 0.765    | 0.7333   | 0.2170 | 0.1044 |
| 0.0335        | 170.96 | 2137 | 0.8949          | 0.77     | 0.3779     | 1.5203 | 0.7700   | 0.7360   | 0.2042 | 0.1069 |
| 0.0335        | 172.0  | 2150 | 0.8949          | 0.77     | 0.3779     | 1.5204 | 0.7700   | 0.7360   | 0.2078 | 0.1069 |
| 0.0335        | 172.96 | 2162 | 0.8986          | 0.765    | 0.3794     | 1.5241 | 0.765    | 0.7310   | 0.2079 | 0.1072 |
| 0.0335        | 174.0  | 2175 | 0.8978          | 0.76     | 0.3787     | 1.5201 | 0.76     | 0.7272   | 0.2108 | 0.1056 |
| 0.0335        | 174.96 | 2187 | 0.8990          | 0.77     | 0.3786     | 1.5198 | 0.7700   | 0.7360   | 0.2032 | 0.1053 |
| 0.0335        | 176.0  | 2200 | 0.9003          | 0.77     | 0.3794     | 1.5206 | 0.7700   | 0.7360   | 0.1996 | 0.1060 |
| 0.0335        | 176.96 | 2212 | 0.9000          | 0.77     | 0.3797     | 1.5196 | 0.7700   | 0.7360   | 0.2116 | 0.1063 |
| 0.0335        | 178.0  | 2225 | 0.9000          | 0.765    | 0.3794     | 1.5178 | 0.765    | 0.7333   | 0.1875 | 0.1055 |
| 0.0335        | 178.96 | 2237 | 0.9034          | 0.77     | 0.3804     | 1.5218 | 0.7700   | 0.7360   | 0.1964 | 0.1068 |
| 0.0335        | 180.0  | 2250 | 0.9020          | 0.77     | 0.3802     | 1.5198 | 0.7700   | 0.7360   | 0.2058 | 0.1063 |
| 0.0335        | 180.96 | 2262 | 0.9037          | 0.77     | 0.3808     | 1.5192 | 0.7700   | 0.7360   | 0.1976 | 0.1063 |
| 0.0335        | 182.0  | 2275 | 0.9059          | 0.77     | 0.3812     | 1.5227 | 0.7700   | 0.7360   | 0.1962 | 0.1067 |
| 0.0335        | 182.96 | 2287 | 0.9063          | 0.77     | 0.3818     | 1.5206 | 0.7700   | 0.7360   | 0.2000 | 0.1065 |
| 0.0335        | 184.0  | 2300 | 0.9058          | 0.77     | 0.3814     | 1.5196 | 0.7700   | 0.7360   | 0.1926 | 0.1061 |
| 0.0335        | 184.96 | 2312 | 0.9082          | 0.77     | 0.3821     | 1.5211 | 0.7700   | 0.7360   | 0.2001 | 0.1067 |
| 0.0335        | 186.0  | 2325 | 0.9083          | 0.77     | 0.3824     | 1.5204 | 0.7700   | 0.7360   | 0.2062 | 0.1057 |
| 0.0335        | 186.96 | 2337 | 0.9090          | 0.77     | 0.3824     | 1.5220 | 0.7700   | 0.7360   | 0.2027 | 0.1063 |
| 0.0335        | 188.0  | 2350 | 0.9106          | 0.77     | 0.3828     | 1.5213 | 0.7700   | 0.7360   | 0.1968 | 0.1068 |
| 0.0335        | 188.96 | 2362 | 0.9116          | 0.77     | 0.3829     | 1.5238 | 0.7700   | 0.7360   | 0.2029 | 0.1071 |
| 0.0335        | 190.0  | 2375 | 0.9120          | 0.77     | 0.3835     | 1.5225 | 0.7700   | 0.7360   | 0.1953 | 0.1064 |
| 0.0335        | 190.96 | 2387 | 0.9123          | 0.77     | 0.3835     | 1.5227 | 0.7700   | 0.7360   | 0.2080 | 0.1069 |
| 0.0335        | 192.0  | 2400 | 0.9131          | 0.775    | 0.3838     | 1.5222 | 0.775    | 0.7418   | 0.2039 | 0.1061 |
| 0.0335        | 192.96 | 2412 | 0.9144          | 0.765    | 0.3841     | 1.5200 | 0.765    | 0.7333   | 0.2163 | 0.1060 |
| 0.0335        | 194.0  | 2425 | 0.9138          | 0.77     | 0.3839     | 1.5200 | 0.7700   | 0.7360   | 0.2092 | 0.1057 |
| 0.0335        | 194.96 | 2437 | 0.9164          | 0.775    | 0.3850     | 1.5249 | 0.775    | 0.7418   | 0.2188 | 0.1065 |
| 0.0335        | 196.0  | 2450 | 0.9185          | 0.77     | 0.3861     | 1.5257 | 0.7700   | 0.7360   | 0.2087 | 0.1067 |
| 0.0335        | 196.96 | 2462 | 0.9207          | 0.77     | 0.3868     | 1.5286 | 0.7700   | 0.7360   | 0.2063 | 0.1074 |
| 0.0335        | 198.0  | 2475 | 0.9191          | 0.77     | 0.3858     | 1.5254 | 0.7700   | 0.7360   | 0.2129 | 0.1068 |
| 0.0335        | 198.96 | 2487 | 0.9195          | 0.77     | 0.3861     | 1.5240 | 0.7700   | 0.7360   | 0.2059 | 0.1066 |
| 0.0264        | 200.0  | 2500 | 0.9205          | 0.77     | 0.3864     | 1.5246 | 0.7700   | 0.7360   | 0.2081 | 0.1069 |
| 0.0264        | 200.96 | 2512 | 0.9214          | 0.77     | 0.3865     | 1.5235 | 0.7700   | 0.7360   | 0.2018 | 0.1066 |
| 0.0264        | 202.0  | 2525 | 0.9216          | 0.775    | 0.3867     | 1.5253 | 0.775    | 0.7418   | 0.2156 | 0.1068 |
| 0.0264        | 202.96 | 2537 | 0.9218          | 0.775    | 0.3870     | 1.5225 | 0.775    | 0.7418   | 0.2108 | 0.1064 |
| 0.0264        | 204.0  | 2550 | 0.9241          | 0.775    | 0.3871     | 1.4893 | 0.775    | 0.7418   | 0.2087 | 0.1071 |
| 0.0264        | 204.96 | 2562 | 0.9270          | 0.77     | 0.3889     | 1.5244 | 0.7700   | 0.7360   | 0.2024 | 0.1071 |
| 0.0264        | 206.0  | 2575 | 0.9260          | 0.775    | 0.3885     | 1.5262 | 0.775    | 0.7418   | 0.2116 | 0.1069 |
| 0.0264        | 206.96 | 2587 | 0.9259          | 0.775    | 0.3883     | 1.5269 | 0.775    | 0.7418   | 0.2089 | 0.1065 |
| 0.0264        | 208.0  | 2600 | 0.9254          | 0.77     | 0.3875     | 1.5247 | 0.7700   | 0.7360   | 0.2060 | 0.1069 |
| 0.0264        | 208.96 | 2612 | 0.9285          | 0.775    | 0.3889     | 1.5281 | 0.775    | 0.7418   | 0.2115 | 0.1074 |
| 0.0264        | 210.0  | 2625 | 0.9277          | 0.775    | 0.3886     | 1.5254 | 0.775    | 0.7418   | 0.2114 | 0.1069 |
| 0.0264        | 210.96 | 2637 | 0.9304          | 0.775    | 0.3897     | 1.5278 | 0.775    | 0.7418   | 0.2095 | 0.1071 |
| 0.0264        | 212.0  | 2650 | 0.9288          | 0.77     | 0.3886     | 1.5270 | 0.7700   | 0.7360   | 0.2068 | 0.1070 |
| 0.0264        | 212.96 | 2662 | 0.9310          | 0.775    | 0.3896     | 1.5316 | 0.775    | 0.7418   | 0.2135 | 0.1071 |
| 0.0264        | 214.0  | 2675 | 0.9311          | 0.775    | 0.3899     | 1.5263 | 0.775    | 0.7418   | 0.2187 | 0.1070 |
| 0.0264        | 214.96 | 2687 | 0.9315          | 0.775    | 0.3899     | 1.5256 | 0.775    | 0.7418   | 0.2123 | 0.1068 |
| 0.0264        | 216.0  | 2700 | 0.9315          | 0.77     | 0.3896     | 1.5258 | 0.7700   | 0.7360   | 0.2070 | 0.1071 |
| 0.0264        | 216.96 | 2712 | 0.9334          | 0.775    | 0.3905     | 1.5291 | 0.775    | 0.7418   | 0.2088 | 0.1071 |
| 0.0264        | 218.0  | 2725 | 0.9342          | 0.775    | 0.3908     | 1.5283 | 0.775    | 0.7418   | 0.2146 | 0.1072 |
| 0.0264        | 218.96 | 2737 | 0.9337          | 0.775    | 0.3903     | 1.5282 | 0.775    | 0.7418   | 0.2110 | 0.1070 |
| 0.0264        | 220.0  | 2750 | 0.9357          | 0.775    | 0.3913     | 1.5284 | 0.775    | 0.7418   | 0.2149 | 0.1073 |
| 0.0264        | 220.96 | 2762 | 0.9367          | 0.775    | 0.3918     | 1.5299 | 0.775    | 0.7418   | 0.2088 | 0.1072 |
| 0.0264        | 222.0  | 2775 | 0.9371          | 0.775    | 0.3916     | 1.5294 | 0.775    | 0.7418   | 0.2141 | 0.1075 |
| 0.0264        | 222.96 | 2787 | 0.9359          | 0.775    | 0.3910     | 1.5271 | 0.775    | 0.7418   | 0.2126 | 0.1067 |
| 0.0264        | 224.0  | 2800 | 0.9374          | 0.775    | 0.3918     | 1.5298 | 0.775    | 0.7418   | 0.2084 | 0.1072 |
| 0.0264        | 224.96 | 2812 | 0.9378          | 0.775    | 0.3914     | 1.5296 | 0.775    | 0.7418   | 0.2073 | 0.1072 |
| 0.0264        | 226.0  | 2825 | 0.9377          | 0.775    | 0.3916     | 1.5274 | 0.775    | 0.7418   | 0.2075 | 0.1066 |
| 0.0264        | 226.96 | 2837 | 0.9412          | 0.775    | 0.3932     | 1.5310 | 0.775    | 0.7418   | 0.2096 | 0.1077 |
| 0.0264        | 228.0  | 2850 | 0.9402          | 0.775    | 0.3923     | 1.5329 | 0.775    | 0.7418   | 0.2161 | 0.1076 |
| 0.0264        | 228.96 | 2862 | 0.9420          | 0.775    | 0.3932     | 1.5301 | 0.775    | 0.7418   | 0.2078 | 0.1074 |
| 0.0264        | 230.0  | 2875 | 0.9412          | 0.775    | 0.3925     | 1.5315 | 0.775    | 0.7418   | 0.2078 | 0.1076 |
| 0.0264        | 230.96 | 2887 | 0.9422          | 0.775    | 0.3930     | 1.5340 | 0.775    | 0.7418   | 0.2179 | 0.1077 |
| 0.0264        | 232.0  | 2900 | 0.9431          | 0.775    | 0.3933     | 1.5336 | 0.775    | 0.7418   | 0.2158 | 0.1081 |
| 0.0264        | 232.96 | 2912 | 0.9428          | 0.775    | 0.3931     | 1.5304 | 0.775    | 0.7418   | 0.2086 | 0.1075 |
| 0.0264        | 234.0  | 2925 | 0.9434          | 0.775    | 0.3935     | 1.5325 | 0.775    | 0.7418   | 0.2152 | 0.1074 |
| 0.0264        | 234.96 | 2937 | 0.9431          | 0.775    | 0.3933     | 1.5286 | 0.775    | 0.7418   | 0.2081 | 0.1070 |
| 0.0264        | 236.0  | 2950 | 0.9438          | 0.775    | 0.3935     | 1.5307 | 0.775    | 0.7418   | 0.2077 | 0.1073 |
| 0.0264        | 236.96 | 2962 | 0.9452          | 0.775    | 0.3940     | 1.5329 | 0.775    | 0.7418   | 0.2217 | 0.1074 |
| 0.0264        | 238.0  | 2975 | 0.9453          | 0.775    | 0.3939     | 1.5328 | 0.775    | 0.7418   | 0.2129 | 0.1076 |
| 0.0264        | 238.96 | 2987 | 0.9451          | 0.775    | 0.3937     | 1.5308 | 0.775    | 0.7418   | 0.2133 | 0.1073 |
| 0.0223        | 240.0  | 3000 | 0.9470          | 0.775    | 0.3947     | 1.5333 | 0.775    | 0.7418   | 0.2220 | 0.1077 |
| 0.0223        | 240.96 | 3012 | 0.9461          | 0.775    | 0.3942     | 1.5329 | 0.775    | 0.7418   | 0.2127 | 0.1072 |
| 0.0223        | 242.0  | 3025 | 0.9477          | 0.775    | 0.3949     | 1.5310 | 0.775    | 0.7418   | 0.2133 | 0.1074 |
| 0.0223        | 242.96 | 3037 | 0.9480          | 0.775    | 0.3949     | 1.5331 | 0.775    | 0.7418   | 0.2165 | 0.1073 |
| 0.0223        | 244.0  | 3050 | 0.9499          | 0.775    | 0.3955     | 1.5384 | 0.775    | 0.7418   | 0.2226 | 0.1080 |
| 0.0223        | 244.96 | 3062 | 0.9476          | 0.775    | 0.3946     | 1.5322 | 0.775    | 0.7418   | 0.2128 | 0.1069 |
| 0.0223        | 246.0  | 3075 | 0.9490          | 0.775    | 0.3953     | 1.5298 | 0.775    | 0.7418   | 0.2137 | 0.1071 |
| 0.0223        | 246.96 | 3087 | 0.9496          | 0.775    | 0.3953     | 1.5315 | 0.775    | 0.7418   | 0.2133 | 0.1071 |
| 0.0223        | 248.0  | 3100 | 0.9500          | 0.775    | 0.3955     | 1.5335 | 0.775    | 0.7418   | 0.2131 | 0.1072 |
| 0.0223        | 248.96 | 3112 | 0.9503          | 0.775    | 0.3956     | 1.5323 | 0.775    | 0.7418   | 0.2164 | 0.1072 |
| 0.0223        | 250.0  | 3125 | 0.9505          | 0.775    | 0.3955     | 1.5338 | 0.775    | 0.7418   | 0.2128 | 0.1071 |
| 0.0223        | 250.96 | 3137 | 0.9510          | 0.775    | 0.3957     | 1.5372 | 0.775    | 0.7418   | 0.2266 | 0.1072 |
| 0.0223        | 252.0  | 3150 | 0.9517          | 0.775    | 0.3960     | 1.5363 | 0.775    | 0.7418   | 0.2222 | 0.1073 |
| 0.0223        | 252.96 | 3162 | 0.9526          | 0.775    | 0.3961     | 1.5372 | 0.775    | 0.7418   | 0.2227 | 0.1080 |
| 0.0223        | 254.0  | 3175 | 0.9527          | 0.77     | 0.3963     | 1.5340 | 0.7700   | 0.7368   | 0.2174 | 0.1081 |
| 0.0223        | 254.96 | 3187 | 0.9527          | 0.775    | 0.3962     | 1.5389 | 0.775    | 0.7418   | 0.2222 | 0.1074 |
| 0.0223        | 256.0  | 3200 | 0.9528          | 0.775    | 0.3962     | 1.5347 | 0.775    | 0.7418   | 0.2258 | 0.1073 |
| 0.0223        | 256.96 | 3212 | 0.9545          | 0.775    | 0.3969     | 1.5401 | 0.775    | 0.7418   | 0.2226 | 0.1083 |
| 0.0223        | 258.0  | 3225 | 0.9540          | 0.775    | 0.3966     | 1.5369 | 0.775    | 0.7418   | 0.2224 | 0.1074 |
| 0.0223        | 258.96 | 3237 | 0.9547          | 0.775    | 0.3969     | 1.5370 | 0.775    | 0.7418   | 0.2228 | 0.1082 |
| 0.0223        | 260.0  | 3250 | 0.9549          | 0.775    | 0.3969     | 1.5381 | 0.775    | 0.7418   | 0.2226 | 0.1075 |
| 0.0223        | 260.96 | 3262 | 0.9545          | 0.775    | 0.3968     | 1.5345 | 0.775    | 0.7418   | 0.2134 | 0.1072 |
| 0.0223        | 262.0  | 3275 | 0.9550          | 0.775    | 0.3970     | 1.5362 | 0.775    | 0.7418   | 0.2145 | 0.1079 |
| 0.0223        | 262.96 | 3287 | 0.9558          | 0.775    | 0.3971     | 1.5392 | 0.775    | 0.7418   | 0.2227 | 0.1076 |
| 0.0223        | 264.0  | 3300 | 0.9557          | 0.775    | 0.3970     | 1.5383 | 0.775    | 0.7418   | 0.2226 | 0.1074 |
| 0.0223        | 264.96 | 3312 | 0.9561          | 0.775    | 0.3973     | 1.5393 | 0.775    | 0.7418   | 0.2224 | 0.1080 |
| 0.0223        | 266.0  | 3325 | 0.9563          | 0.775    | 0.3972     | 1.5387 | 0.775    | 0.7418   | 0.2224 | 0.1073 |
| 0.0223        | 266.96 | 3337 | 0.9568          | 0.775    | 0.3974     | 1.5407 | 0.775    | 0.7418   | 0.2225 | 0.1082 |
| 0.0223        | 268.0  | 3350 | 0.9567          | 0.775    | 0.3973     | 1.5373 | 0.775    | 0.7418   | 0.2259 | 0.1080 |
| 0.0223        | 268.96 | 3362 | 0.9566          | 0.775    | 0.3973     | 1.5371 | 0.775    | 0.7418   | 0.2225 | 0.1080 |
| 0.0223        | 270.0  | 3375 | 0.9574          | 0.775    | 0.3976     | 1.5403 | 0.775    | 0.7418   | 0.2227 | 0.1075 |
| 0.0223        | 270.96 | 3387 | 0.9568          | 0.775    | 0.3974     | 1.5363 | 0.775    | 0.7418   | 0.2225 | 0.1072 |
| 0.0223        | 272.0  | 3400 | 0.9580          | 0.775    | 0.3978     | 1.5465 | 0.775    | 0.7418   | 0.2241 | 0.1081 |
| 0.0223        | 272.96 | 3412 | 0.9577          | 0.775    | 0.3977     | 1.5383 | 0.775    | 0.7418   | 0.2228 | 0.1074 |
| 0.0223        | 274.0  | 3425 | 0.9577          | 0.775    | 0.3976     | 1.5409 | 0.775    | 0.7418   | 0.2225 | 0.1080 |
| 0.0223        | 274.96 | 3437 | 0.9582          | 0.775    | 0.3978     | 1.5409 | 0.775    | 0.7418   | 0.2226 | 0.1075 |
| 0.0223        | 276.0  | 3450 | 0.9581          | 0.775    | 0.3978     | 1.5412 | 0.775    | 0.7418   | 0.2225 | 0.1082 |
| 0.0223        | 276.96 | 3462 | 0.9582          | 0.775    | 0.3978     | 1.5367 | 0.775    | 0.7418   | 0.2220 | 0.1073 |
| 0.0223        | 278.0  | 3475 | 0.9587          | 0.775    | 0.3980     | 1.5422 | 0.775    | 0.7418   | 0.2244 | 0.1082 |
| 0.0223        | 278.96 | 3487 | 0.9588          | 0.775    | 0.3980     | 1.5478 | 0.775    | 0.7418   | 0.2242 | 0.1082 |
| 0.0202        | 280.0  | 3500 | 0.9586          | 0.775    | 0.3980     | 1.5381 | 0.775    | 0.7418   | 0.2219 | 0.1081 |
| 0.0202        | 280.96 | 3512 | 0.9592          | 0.775    | 0.3981     | 1.5474 | 0.775    | 0.7418   | 0.2243 | 0.1082 |
| 0.0202        | 282.0  | 3525 | 0.9588          | 0.775    | 0.3980     | 1.5396 | 0.775    | 0.7418   | 0.2227 | 0.1080 |
| 0.0202        | 282.96 | 3537 | 0.9589          | 0.775    | 0.3980     | 1.5401 | 0.775    | 0.7418   | 0.2218 | 0.1074 |
| 0.0202        | 284.0  | 3550 | 0.9593          | 0.775    | 0.3982     | 1.5441 | 0.775    | 0.7418   | 0.2243 | 0.1083 |
| 0.0202        | 284.96 | 3562 | 0.9591          | 0.775    | 0.3981     | 1.5412 | 0.775    | 0.7418   | 0.2227 | 0.1082 |
| 0.0202        | 286.0  | 3575 | 0.9592          | 0.775    | 0.3981     | 1.5417 | 0.775    | 0.7418   | 0.2227 | 0.1082 |
| 0.0202        | 286.96 | 3587 | 0.9592          | 0.775    | 0.3981     | 1.5416 | 0.775    | 0.7418   | 0.2227 | 0.1082 |
| 0.0202        | 288.0  | 3600 | 0.9592          | 0.775    | 0.3981     | 1.5416 | 0.775    | 0.7418   | 0.2227 | 0.1082 |


### Framework versions

- Transformers 4.30.2
- Pytorch 1.13.1
- Datasets 2.13.1
- Tokenizers 0.13.3

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