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# vit-base_tobacco_bs_16_lr_5e-6_e_300_wr_0.1_wd_0.2

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: 0.8461
- Accuracy: 0.775
- Brier Loss: 0.3632
- Nll: 1.4570
- F1 Micro: 0.775
- F1 Macro: 0.7418
- Ece: 0.2043
- Aurc: 0.1066

## 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-06
- 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: 0.1
- 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   | 0.7447          | 0.815    | 0.3078     | 1.1882 | 0.815    | 0.7942   | 0.2385 | 0.0731 |
| No log        | 2.0    | 25   | 0.7442          | 0.815    | 0.3075     | 1.1872 | 0.815    | 0.7922   | 0.2401 | 0.0736 |
| No log        | 2.96   | 37   | 0.7439          | 0.815    | 0.3075     | 1.1883 | 0.815    | 0.7942   | 0.2292 | 0.0722 |
| No log        | 4.0    | 50   | 0.7463          | 0.815    | 0.3083     | 1.1904 | 0.815    | 0.7942   | 0.2454 | 0.0762 |
| No log        | 4.96   | 62   | 0.7441          | 0.805    | 0.3077     | 1.1886 | 0.805    | 0.7819   | 0.2322 | 0.0731 |
| No log        | 6.0    | 75   | 0.7408          | 0.81     | 0.3064     | 1.1842 | 0.81     | 0.7914   | 0.2217 | 0.0704 |
| No log        | 6.96   | 87   | 0.7448          | 0.81     | 0.3082     | 1.1852 | 0.81     | 0.7847   | 0.2341 | 0.0748 |
| No log        | 8.0    | 100  | 0.7454          | 0.815    | 0.3084     | 1.1882 | 0.815    | 0.7942   | 0.2129 | 0.0767 |
| No log        | 8.96   | 112  | 0.7462          | 0.815    | 0.3080     | 1.1954 | 0.815    | 0.7922   | 0.2535 | 0.0775 |
| No log        | 10.0   | 125  | 0.7427          | 0.81     | 0.3067     | 1.1924 | 0.81     | 0.7876   | 0.2280 | 0.0767 |
| No log        | 10.96  | 137  | 0.7420          | 0.815    | 0.3067     | 1.2033 | 0.815    | 0.7942   | 0.2611 | 0.0755 |
| No log        | 12.0   | 150  | 0.7417          | 0.805    | 0.3063     | 1.1881 | 0.805    | 0.7820   | 0.2456 | 0.0774 |
| No log        | 12.96  | 162  | 0.7442          | 0.815    | 0.3089     | 1.1895 | 0.815    | 0.8059   | 0.2230 | 0.0768 |
| No log        | 14.0   | 175  | 0.7398          | 0.805    | 0.3061     | 1.2547 | 0.805    | 0.7843   | 0.2310 | 0.0766 |
| No log        | 14.96  | 187  | 0.7355          | 0.81     | 0.3046     | 1.1887 | 0.81     | 0.7914   | 0.2328 | 0.0746 |
| No log        | 16.0   | 200  | 0.7368          | 0.81     | 0.3053     | 1.1894 | 0.81     | 0.7922   | 0.2256 | 0.0774 |
| No log        | 16.96  | 212  | 0.7355          | 0.81     | 0.3037     | 1.2537 | 0.81     | 0.7947   | 0.2077 | 0.0788 |
| No log        | 18.0   | 225  | 0.7407          | 0.81     | 0.3065     | 1.1882 | 0.81     | 0.7871   | 0.2421 | 0.0767 |
| No log        | 18.96  | 237  | 0.7279          | 0.8      | 0.2999     | 1.2540 | 0.8000   | 0.7796   | 0.2159 | 0.0742 |
| No log        | 20.0   | 250  | 0.7324          | 0.805    | 0.3042     | 1.1811 | 0.805    | 0.7841   | 0.2269 | 0.0763 |
| No log        | 20.96  | 262  | 0.7421          | 0.805    | 0.3079     | 1.1827 | 0.805    | 0.7850   | 0.2339 | 0.0797 |
| No log        | 22.0   | 275  | 0.7343          | 0.81     | 0.3050     | 1.1689 | 0.81     | 0.7877   | 0.2223 | 0.0784 |
| No log        | 22.96  | 287  | 0.7308          | 0.81     | 0.3032     | 1.1901 | 0.81     | 0.7922   | 0.2190 | 0.0774 |
| No log        | 24.0   | 300  | 0.7381          | 0.805    | 0.3057     | 1.3200 | 0.805    | 0.7853   | 0.2500 | 0.0819 |
| No log        | 24.96  | 312  | 0.7336          | 0.81     | 0.3042     | 1.3123 | 0.81     | 0.7903   | 0.2082 | 0.0795 |
| No log        | 26.0   | 325  | 0.7282          | 0.805    | 0.3020     | 1.2465 | 0.805    | 0.7847   | 0.2248 | 0.0792 |
| No log        | 26.96  | 337  | 0.7346          | 0.81     | 0.3050     | 1.2538 | 0.81     | 0.7956   | 0.2095 | 0.0818 |
| No log        | 28.0   | 350  | 0.7305          | 0.805    | 0.3031     | 1.2443 | 0.805    | 0.7850   | 0.2488 | 0.0823 |
| No log        | 28.96  | 362  | 0.7395          | 0.8      | 0.3071     | 1.3235 | 0.8000   | 0.7818   | 0.2223 | 0.0843 |
| No log        | 30.0   | 375  | 0.7349          | 0.8      | 0.3058     | 1.2511 | 0.8000   | 0.7733   | 0.2004 | 0.0817 |
| No log        | 30.96  | 387  | 0.7344          | 0.8      | 0.3048     | 1.2516 | 0.8000   | 0.7818   | 0.2183 | 0.0837 |
| No log        | 32.0   | 400  | 0.7332          | 0.795    | 0.3037     | 1.3836 | 0.795    | 0.7686   | 0.2185 | 0.0844 |
| No log        | 32.96  | 412  | 0.7306          | 0.81     | 0.3042     | 1.1767 | 0.81     | 0.7905   | 0.2117 | 0.0837 |
| No log        | 34.0   | 425  | 0.7326          | 0.8      | 0.3040     | 1.2058 | 0.8000   | 0.7783   | 0.2106 | 0.0857 |
| No log        | 34.96  | 437  | 0.7317          | 0.8      | 0.3045     | 1.3068 | 0.8000   | 0.7733   | 0.2337 | 0.0843 |
| No log        | 36.0   | 450  | 0.7345          | 0.805    | 0.3073     | 1.3065 | 0.805    | 0.7782   | 0.1928 | 0.0823 |
| No log        | 36.96  | 462  | 0.7367          | 0.8      | 0.3074     | 1.3259 | 0.8000   | 0.7733   | 0.1941 | 0.0860 |
| No log        | 38.0   | 475  | 0.7349          | 0.8      | 0.3073     | 1.3074 | 0.8000   | 0.7731   | 0.2138 | 0.0853 |
| No log        | 38.96  | 487  | 0.7331          | 0.81     | 0.3057     | 1.3149 | 0.81     | 0.7909   | 0.1981 | 0.0865 |
| 0.1577        | 40.0   | 500  | 0.7269          | 0.8      | 0.3018     | 1.3700 | 0.8000   | 0.7746   | 0.2033 | 0.0865 |
| 0.1577        | 40.96  | 512  | 0.7270          | 0.8      | 0.3020     | 1.3687 | 0.8000   | 0.7737   | 0.2108 | 0.0860 |
| 0.1577        | 42.0   | 525  | 0.7356          | 0.805    | 0.3078     | 1.3105 | 0.805    | 0.7784   | 0.2053 | 0.0892 |
| 0.1577        | 42.96  | 537  | 0.7291          | 0.8      | 0.3031     | 1.3687 | 0.8000   | 0.7746   | 0.2066 | 0.0876 |
| 0.1577        | 44.0   | 550  | 0.7276          | 0.81     | 0.3034     | 1.3655 | 0.81     | 0.7844   | 0.2189 | 0.0872 |
| 0.1577        | 44.96  | 562  | 0.7318          | 0.805    | 0.3050     | 1.3684 | 0.805    | 0.7793   | 0.2209 | 0.0893 |
| 0.1577        | 46.0   | 575  | 0.7300          | 0.805    | 0.3041     | 1.3679 | 0.805    | 0.7793   | 0.2040 | 0.0885 |
| 0.1577        | 46.96  | 587  | 0.7342          | 0.805    | 0.3060     | 1.3679 | 0.805    | 0.7797   | 0.2059 | 0.0893 |
| 0.1577        | 48.0   | 600  | 0.7303          | 0.805    | 0.3045     | 1.3672 | 0.805    | 0.7797   | 0.1862 | 0.0889 |
| 0.1577        | 48.96  | 612  | 0.7401          | 0.8      | 0.3090     | 1.3710 | 0.8000   | 0.7746   | 0.1930 | 0.0915 |
| 0.1577        | 50.0   | 625  | 0.7329          | 0.795    | 0.3054     | 1.3696 | 0.795    | 0.7654   | 0.1984 | 0.0891 |
| 0.1577        | 50.96  | 637  | 0.7363          | 0.795    | 0.3072     | 1.3689 | 0.795    | 0.7654   | 0.2196 | 0.0907 |
| 0.1577        | 52.0   | 650  | 0.7402          | 0.805    | 0.3101     | 1.3646 | 0.805    | 0.7784   | 0.2028 | 0.0911 |
| 0.1577        | 52.96  | 662  | 0.7347          | 0.8      | 0.3065     | 1.3687 | 0.8000   | 0.7746   | 0.2062 | 0.0894 |
| 0.1577        | 54.0   | 675  | 0.7388          | 0.805    | 0.3097     | 1.3649 | 0.805    | 0.7784   | 0.2027 | 0.0907 |
| 0.1577        | 54.96  | 687  | 0.7381          | 0.8      | 0.3087     | 1.3681 | 0.8000   | 0.7704   | 0.2120 | 0.0908 |
| 0.1577        | 56.0   | 700  | 0.7372          | 0.805    | 0.3088     | 1.3646 | 0.805    | 0.7749   | 0.1866 | 0.0903 |
| 0.1577        | 56.96  | 712  | 0.7403          | 0.805    | 0.3102     | 1.3682 | 0.805    | 0.7749   | 0.2287 | 0.0922 |
| 0.1577        | 58.0   | 725  | 0.7352          | 0.8      | 0.3069     | 1.3680 | 0.8000   | 0.7704   | 0.2117 | 0.0900 |
| 0.1577        | 58.96  | 737  | 0.7373          | 0.8      | 0.3079     | 1.3699 | 0.8000   | 0.7704   | 0.1990 | 0.0923 |
| 0.1577        | 60.0   | 750  | 0.7353          | 0.795    | 0.3065     | 1.3690 | 0.795    | 0.7656   | 0.2078 | 0.0900 |
| 0.1577        | 60.96  | 762  | 0.7357          | 0.805    | 0.3071     | 1.3657 | 0.805    | 0.7732   | 0.2076 | 0.0899 |
| 0.1577        | 62.0   | 775  | 0.7409          | 0.79     | 0.3103     | 1.3737 | 0.79     | 0.7623   | 0.2066 | 0.0920 |
| 0.1577        | 62.96  | 787  | 0.7393          | 0.795    | 0.3082     | 1.4518 | 0.795    | 0.7670   | 0.2047 | 0.0912 |
| 0.1577        | 64.0   | 800  | 0.7417          | 0.8      | 0.3093     | 1.3304 | 0.8000   | 0.7684   | 0.1955 | 0.0917 |
| 0.1577        | 64.96  | 812  | 0.7438          | 0.8      | 0.3121     | 1.3714 | 0.8000   | 0.7707   | 0.1782 | 0.0920 |
| 0.1577        | 66.0   | 825  | 0.7408          | 0.8      | 0.3100     | 1.3758 | 0.8000   | 0.7709   | 0.1965 | 0.0931 |
| 0.1577        | 66.96  | 837  | 0.7434          | 0.8      | 0.3112     | 1.3767 | 0.8000   | 0.7707   | 0.2124 | 0.0935 |
| 0.1577        | 68.0   | 850  | 0.7393          | 0.8      | 0.3107     | 1.3038 | 0.8000   | 0.7704   | 0.1786 | 0.0901 |
| 0.1577        | 68.96  | 862  | 0.7383          | 0.8      | 0.3090     | 1.3689 | 0.8000   | 0.7704   | 0.2041 | 0.0913 |
| 0.1577        | 70.0   | 875  | 0.7436          | 0.8      | 0.3119     | 1.3658 | 0.8000   | 0.7704   | 0.1983 | 0.0932 |
| 0.1577        | 70.96  | 887  | 0.7463          | 0.8      | 0.3130     | 1.3700 | 0.8000   | 0.7707   | 0.1932 | 0.0947 |
| 0.1577        | 72.0   | 900  | 0.7464          | 0.795    | 0.3135     | 1.3720 | 0.795    | 0.7656   | 0.2089 | 0.0932 |
| 0.1577        | 72.96  | 912  | 0.7469          | 0.8      | 0.3137     | 1.3703 | 0.8000   | 0.7707   | 0.2004 | 0.0943 |
| 0.1577        | 74.0   | 925  | 0.7435          | 0.8      | 0.3124     | 1.3674 | 0.8000   | 0.7704   | 0.1958 | 0.0930 |
| 0.1577        | 74.96  | 937  | 0.7427          | 0.8      | 0.3117     | 1.3708 | 0.8000   | 0.7707   | 0.2224 | 0.0921 |
| 0.1577        | 76.0   | 950  | 0.7420          | 0.8      | 0.3111     | 1.3664 | 0.8000   | 0.7704   | 0.2145 | 0.0928 |
| 0.1577        | 76.96  | 962  | 0.7457          | 0.8      | 0.3135     | 1.3690 | 0.8000   | 0.7707   | 0.2178 | 0.0934 |
| 0.1577        | 78.0   | 975  | 0.7513          | 0.8      | 0.3163     | 1.3707 | 0.8000   | 0.7707   | 0.1964 | 0.0947 |
| 0.1577        | 78.96  | 987  | 0.7466          | 0.8      | 0.3139     | 1.3722 | 0.8000   | 0.7704   | 0.2001 | 0.0936 |
| 0.1081        | 80.0   | 1000 | 0.7491          | 0.8      | 0.3154     | 1.3712 | 0.8000   | 0.7707   | 0.2100 | 0.0943 |
| 0.1081        | 80.96  | 1012 | 0.7483          | 0.8      | 0.3150     | 1.3675 | 0.8000   | 0.7704   | 0.2083 | 0.0939 |
| 0.1081        | 82.0   | 1025 | 0.7523          | 0.8      | 0.3163     | 1.3742 | 0.8000   | 0.7707   | 0.2095 | 0.0958 |
| 0.1081        | 82.96  | 1037 | 0.7511          | 0.8      | 0.3166     | 1.3703 | 0.8000   | 0.7707   | 0.2034 | 0.0944 |
| 0.1081        | 84.0   | 1050 | 0.7481          | 0.8      | 0.3150     | 1.3687 | 0.8000   | 0.7704   | 0.2113 | 0.0941 |
| 0.1081        | 84.96  | 1062 | 0.7501          | 0.8      | 0.3164     | 1.3668 | 0.8000   | 0.7693   | 0.2053 | 0.0932 |
| 0.1081        | 86.0   | 1075 | 0.7539          | 0.8      | 0.3177     | 1.3725 | 0.8000   | 0.7707   | 0.2025 | 0.0951 |
| 0.1081        | 86.96  | 1087 | 0.7550          | 0.8      | 0.3182     | 1.3731 | 0.8000   | 0.7707   | 0.1969 | 0.0953 |
| 0.1081        | 88.0   | 1100 | 0.7553          | 0.8      | 0.3183     | 1.3697 | 0.8000   | 0.7707   | 0.1972 | 0.0952 |
| 0.1081        | 88.96  | 1112 | 0.7535          | 0.8      | 0.3176     | 1.3719 | 0.8000   | 0.7707   | 0.2073 | 0.0945 |
| 0.1081        | 90.0   | 1125 | 0.7558          | 0.795    | 0.3186     | 1.3742 | 0.795    | 0.7681   | 0.2018 | 0.0959 |
| 0.1081        | 90.96  | 1137 | 0.7573          | 0.8      | 0.3193     | 1.3739 | 0.8000   | 0.7704   | 0.1919 | 0.0965 |
| 0.1081        | 92.0   | 1150 | 0.7565          | 0.8      | 0.3193     | 1.3743 | 0.8000   | 0.7698   | 0.1967 | 0.0959 |
| 0.1081        | 92.96  | 1162 | 0.7619          | 0.795    | 0.3218     | 1.3758 | 0.795    | 0.7681   | 0.1989 | 0.0974 |
| 0.1081        | 94.0   | 1175 | 0.7577          | 0.8      | 0.3198     | 1.3793 | 0.8000   | 0.7696   | 0.1996 | 0.0957 |
| 0.1081        | 94.96  | 1187 | 0.7575          | 0.795    | 0.3201     | 1.3781 | 0.795    | 0.7666   | 0.1954 | 0.0964 |
| 0.1081        | 96.0   | 1200 | 0.7573          | 0.8      | 0.3199     | 1.3752 | 0.8000   | 0.7693   | 0.1863 | 0.0955 |
| 0.1081        | 96.96  | 1212 | 0.7615          | 0.795    | 0.3216     | 1.3753 | 0.795    | 0.7681   | 0.1997 | 0.0975 |
| 0.1081        | 98.0   | 1225 | 0.7603          | 0.795    | 0.3215     | 1.3731 | 0.795    | 0.7681   | 0.2051 | 0.0963 |
| 0.1081        | 98.96  | 1237 | 0.7596          | 0.795    | 0.3209     | 1.3744 | 0.795    | 0.7673   | 0.2081 | 0.0959 |
| 0.1081        | 100.0  | 1250 | 0.7582          | 0.795    | 0.3203     | 1.3743 | 0.795    | 0.7673   | 0.2024 | 0.0955 |
| 0.1081        | 100.96 | 1262 | 0.7609          | 0.795    | 0.3223     | 1.3761 | 0.795    | 0.7681   | 0.1823 | 0.0968 |
| 0.1081        | 102.0  | 1275 | 0.7632          | 0.785    | 0.3233     | 1.3758 | 0.785    | 0.7528   | 0.1833 | 0.0970 |
| 0.1081        | 102.96 | 1287 | 0.7618          | 0.785    | 0.3219     | 1.3785 | 0.785    | 0.7516   | 0.2141 | 0.0970 |
| 0.1081        | 104.0  | 1300 | 0.7633          | 0.795    | 0.3230     | 1.4970 | 0.795    | 0.7664   | 0.1956 | 0.0952 |
| 0.1081        | 104.96 | 1312 | 0.7657          | 0.79     | 0.3243     | 1.4406 | 0.79     | 0.7639   | 0.1960 | 0.0961 |
| 0.1081        | 106.0  | 1325 | 0.7673          | 0.785    | 0.3251     | 1.4424 | 0.785    | 0.7516   | 0.2083 | 0.0978 |
| 0.1081        | 106.96 | 1337 | 0.7667          | 0.79     | 0.3250     | 1.4392 | 0.79     | 0.7639   | 0.1875 | 0.0976 |
| 0.1081        | 108.0  | 1350 | 0.7690          | 0.785    | 0.3250     | 1.3876 | 0.785    | 0.7526   | 0.2078 | 0.0990 |
| 0.1081        | 108.96 | 1362 | 0.7676          | 0.785    | 0.3252     | 1.3872 | 0.785    | 0.7554   | 0.2073 | 0.0985 |
| 0.1081        | 110.0  | 1375 | 0.7662          | 0.79     | 0.3249     | 1.4335 | 0.79     | 0.7639   | 0.1939 | 0.0980 |
| 0.1081        | 110.96 | 1387 | 0.7723          | 0.785    | 0.3273     | 1.4567 | 0.785    | 0.7554   | 0.2066 | 0.0995 |
| 0.1081        | 112.0  | 1400 | 0.7665          | 0.78     | 0.3250     | 1.3960 | 0.78     | 0.7488   | 0.2066 | 0.0976 |
| 0.1081        | 112.96 | 1412 | 0.7722          | 0.785    | 0.3275     | 1.4410 | 0.785    | 0.7573   | 0.2063 | 0.0991 |
| 0.1081        | 114.0  | 1425 | 0.7722          | 0.79     | 0.3271     | 1.4039 | 0.79     | 0.7639   | 0.1902 | 0.0990 |
| 0.1081        | 114.96 | 1437 | 0.7699          | 0.79     | 0.3264     | 1.3849 | 0.79     | 0.7644   | 0.1914 | 0.0982 |
| 0.1081        | 116.0  | 1450 | 0.7749          | 0.785    | 0.3285     | 1.3854 | 0.785    | 0.7573   | 0.1942 | 0.0999 |
| 0.1081        | 116.96 | 1462 | 0.7722          | 0.78     | 0.3279     | 1.4365 | 0.78     | 0.7488   | 0.1973 | 0.0991 |
| 0.1081        | 118.0  | 1475 | 0.7763          | 0.78     | 0.3293     | 1.3823 | 0.78     | 0.7488   | 0.2050 | 0.1006 |
| 0.1081        | 118.96 | 1487 | 0.7740          | 0.78     | 0.3287     | 1.3822 | 0.78     | 0.7488   | 0.2105 | 0.0991 |
| 0.0821        | 120.0  | 1500 | 0.7761          | 0.785    | 0.3294     | 1.4414 | 0.785    | 0.7573   | 0.1996 | 0.0995 |
| 0.0821        | 120.96 | 1512 | 0.7749          | 0.78     | 0.3289     | 1.4387 | 0.78     | 0.7488   | 0.1981 | 0.0991 |
| 0.0821        | 122.0  | 1525 | 0.7763          | 0.78     | 0.3297     | 1.4395 | 0.78     | 0.7488   | 0.2175 | 0.0993 |
| 0.0821        | 122.96 | 1537 | 0.7775          | 0.78     | 0.3305     | 1.4407 | 0.78     | 0.7488   | 0.2073 | 0.0993 |
| 0.0821        | 124.0  | 1550 | 0.7770          | 0.78     | 0.3299     | 1.4411 | 0.78     | 0.7488   | 0.2096 | 0.0996 |
| 0.0821        | 124.96 | 1562 | 0.7785          | 0.78     | 0.3309     | 1.4415 | 0.78     | 0.7488   | 0.2174 | 0.1004 |
| 0.0821        | 126.0  | 1575 | 0.7808          | 0.78     | 0.3321     | 1.4431 | 0.78     | 0.7488   | 0.2082 | 0.1005 |
| 0.0821        | 126.96 | 1587 | 0.7791          | 0.78     | 0.3312     | 1.4405 | 0.78     | 0.7488   | 0.2087 | 0.0998 |
| 0.0821        | 128.0  | 1600 | 0.7789          | 0.78     | 0.3312     | 1.4386 | 0.78     | 0.7488   | 0.2047 | 0.0995 |
| 0.0821        | 128.96 | 1612 | 0.7829          | 0.78     | 0.3330     | 1.4423 | 0.78     | 0.7488   | 0.1920 | 0.1005 |
| 0.0821        | 130.0  | 1625 | 0.7797          | 0.78     | 0.3317     | 1.4400 | 0.78     | 0.7488   | 0.2013 | 0.1006 |
| 0.0821        | 130.96 | 1637 | 0.7849          | 0.78     | 0.3336     | 1.4446 | 0.78     | 0.7491   | 0.2064 | 0.1006 |
| 0.0821        | 132.0  | 1650 | 0.7817          | 0.78     | 0.3322     | 1.4396 | 0.78     | 0.7488   | 0.2060 | 0.1003 |
| 0.0821        | 132.96 | 1662 | 0.7823          | 0.78     | 0.3329     | 1.4407 | 0.78     | 0.7488   | 0.1990 | 0.0999 |
| 0.0821        | 134.0  | 1675 | 0.7869          | 0.78     | 0.3354     | 1.4482 | 0.78     | 0.7488   | 0.1999 | 0.1009 |
| 0.0821        | 134.96 | 1687 | 0.7859          | 0.78     | 0.3349     | 1.4429 | 0.78     | 0.7488   | 0.1934 | 0.1013 |
| 0.0821        | 136.0  | 1700 | 0.7867          | 0.78     | 0.3352     | 1.4437 | 0.78     | 0.7488   | 0.2114 | 0.1006 |
| 0.0821        | 136.96 | 1712 | 0.7867          | 0.78     | 0.3350     | 1.4403 | 0.78     | 0.7488   | 0.2070 | 0.1011 |
| 0.0821        | 138.0  | 1725 | 0.7851          | 0.78     | 0.3341     | 1.4439 | 0.78     | 0.7488   | 0.1906 | 0.1009 |
| 0.0821        | 138.96 | 1737 | 0.7892          | 0.78     | 0.3360     | 1.4495 | 0.78     | 0.7488   | 0.2009 | 0.1020 |
| 0.0821        | 140.0  | 1750 | 0.7893          | 0.78     | 0.3366     | 1.4434 | 0.78     | 0.7488   | 0.1976 | 0.1013 |
| 0.0821        | 140.96 | 1762 | 0.7848          | 0.78     | 0.3344     | 1.4383 | 0.78     | 0.7488   | 0.1995 | 0.1001 |
| 0.0821        | 142.0  | 1775 | 0.7911          | 0.78     | 0.3372     | 1.4487 | 0.78     | 0.7488   | 0.1995 | 0.1020 |
| 0.0821        | 142.96 | 1787 | 0.7890          | 0.78     | 0.3362     | 1.4416 | 0.78     | 0.7488   | 0.2075 | 0.1010 |
| 0.0821        | 144.0  | 1800 | 0.7915          | 0.78     | 0.3372     | 1.4476 | 0.78     | 0.7488   | 0.1842 | 0.1019 |
| 0.0821        | 144.96 | 1812 | 0.7876          | 0.78     | 0.3351     | 1.4999 | 0.78     | 0.7488   | 0.1904 | 0.0995 |
| 0.0821        | 146.0  | 1825 | 0.7933          | 0.78     | 0.3378     | 1.4469 | 0.78     | 0.7488   | 0.1973 | 0.1023 |
| 0.0821        | 146.96 | 1837 | 0.7932          | 0.78     | 0.3383     | 1.4441 | 0.78     | 0.7488   | 0.2070 | 0.1016 |
| 0.0821        | 148.0  | 1850 | 0.7907          | 0.78     | 0.3369     | 1.4439 | 0.78     | 0.7488   | 0.1932 | 0.1014 |
| 0.0821        | 148.96 | 1862 | 0.7939          | 0.78     | 0.3386     | 1.4462 | 0.78     | 0.7488   | 0.1906 | 0.1015 |
| 0.0821        | 150.0  | 1875 | 0.7943          | 0.78     | 0.3386     | 1.4449 | 0.78     | 0.7488   | 0.1965 | 0.1016 |
| 0.0821        | 150.96 | 1887 | 0.7955          | 0.78     | 0.3393     | 1.5025 | 0.78     | 0.7488   | 0.2112 | 0.1015 |
| 0.0821        | 152.0  | 1900 | 0.7936          | 0.78     | 0.3386     | 1.4407 | 0.78     | 0.7488   | 0.2112 | 0.1012 |
| 0.0821        | 152.96 | 1912 | 0.7966          | 0.78     | 0.3400     | 1.5033 | 0.78     | 0.7488   | 0.1963 | 0.1012 |
| 0.0821        | 154.0  | 1925 | 0.7981          | 0.78     | 0.3405     | 1.4495 | 0.78     | 0.7488   | 0.1895 | 0.1020 |
| 0.0821        | 154.96 | 1937 | 0.7972          | 0.78     | 0.3401     | 1.4417 | 0.78     | 0.7488   | 0.1953 | 0.1018 |
| 0.0821        | 156.0  | 1950 | 0.7922          | 0.78     | 0.3381     | 1.4395 | 0.78     | 0.7488   | 0.2056 | 0.0999 |
| 0.0821        | 156.96 | 1962 | 0.8013          | 0.775    | 0.3425     | 1.4473 | 0.775    | 0.7451   | 0.1869 | 0.1028 |
| 0.0821        | 158.0  | 1975 | 0.7977          | 0.78     | 0.3403     | 1.4446 | 0.78     | 0.7488   | 0.1872 | 0.1014 |
| 0.0821        | 158.96 | 1987 | 0.7990          | 0.78     | 0.3412     | 1.4413 | 0.78     | 0.7488   | 0.1939 | 0.1017 |
| 0.0668        | 160.0  | 2000 | 0.8048          | 0.775    | 0.3435     | 1.4532 | 0.775    | 0.7451   | 0.1966 | 0.1049 |
| 0.0668        | 160.96 | 2012 | 0.8064          | 0.77     | 0.3448     | 1.4529 | 0.7700   | 0.7358   | 0.1953 | 0.1044 |
| 0.0668        | 162.0  | 2025 | 0.7989          | 0.78     | 0.3412     | 1.4423 | 0.78     | 0.7488   | 0.2038 | 0.1022 |
| 0.0668        | 162.96 | 2037 | 0.8001          | 0.78     | 0.3414     | 1.4440 | 0.78     | 0.7488   | 0.1972 | 0.1015 |
| 0.0668        | 164.0  | 2050 | 0.8068          | 0.775    | 0.3448     | 1.4523 | 0.775    | 0.7396   | 0.2031 | 0.1036 |
| 0.0668        | 164.96 | 2062 | 0.8046          | 0.785    | 0.3438     | 1.4475 | 0.785    | 0.7536   | 0.2070 | 0.1037 |
| 0.0668        | 166.0  | 2075 | 0.8016          | 0.78     | 0.3426     | 1.4451 | 0.78     | 0.7488   | 0.1975 | 0.1012 |
| 0.0668        | 166.96 | 2087 | 0.8053          | 0.78     | 0.3442     | 1.4485 | 0.78     | 0.7477   | 0.2112 | 0.1022 |
| 0.0668        | 168.0  | 2100 | 0.8040          | 0.78     | 0.3433     | 1.4459 | 0.78     | 0.7422   | 0.2014 | 0.1031 |
| 0.0668        | 168.96 | 2112 | 0.8048          | 0.785    | 0.3437     | 1.4479 | 0.785    | 0.7515   | 0.2046 | 0.1033 |
| 0.0668        | 170.0  | 2125 | 0.8054          | 0.775    | 0.3447     | 1.5060 | 0.775    | 0.7450   | 0.1896 | 0.1017 |
| 0.0668        | 170.96 | 2137 | 0.8067          | 0.775    | 0.3451     | 1.5079 | 0.775    | 0.7450   | 0.1898 | 0.1018 |
| 0.0668        | 172.0  | 2150 | 0.8060          | 0.78     | 0.3447     | 1.4508 | 0.78     | 0.7488   | 0.1842 | 0.1022 |
| 0.0668        | 172.96 | 2162 | 0.8127          | 0.77     | 0.3484     | 1.4513 | 0.7700   | 0.7358   | 0.2006 | 0.1042 |
| 0.0668        | 174.0  | 2175 | 0.8080          | 0.77     | 0.3457     | 1.4453 | 0.7700   | 0.7349   | 0.2198 | 0.1034 |
| 0.0668        | 174.96 | 2187 | 0.8095          | 0.775    | 0.3460     | 1.4471 | 0.775    | 0.7384   | 0.2029 | 0.1027 |
| 0.0668        | 176.0  | 2200 | 0.8112          | 0.775    | 0.3467     | 1.4559 | 0.775    | 0.7395   | 0.1995 | 0.1036 |
| 0.0668        | 176.96 | 2212 | 0.8089          | 0.77     | 0.3460     | 1.4485 | 0.7700   | 0.7357   | 0.2050 | 0.1019 |
| 0.0668        | 178.0  | 2225 | 0.8093          | 0.77     | 0.3461     | 1.4459 | 0.7700   | 0.7357   | 0.1989 | 0.1021 |
| 0.0668        | 178.96 | 2237 | 0.8118          | 0.775    | 0.3473     | 1.4499 | 0.775    | 0.7384   | 0.2085 | 0.1029 |
| 0.0668        | 180.0  | 2250 | 0.8112          | 0.775    | 0.3472     | 1.4471 | 0.775    | 0.7384   | 0.2070 | 0.1027 |
| 0.0668        | 180.96 | 2262 | 0.8124          | 0.77     | 0.3478     | 1.4484 | 0.7700   | 0.7357   | 0.1983 | 0.1029 |
| 0.0668        | 182.0  | 2275 | 0.8140          | 0.77     | 0.3484     | 1.4489 | 0.7700   | 0.7357   | 0.1987 | 0.1038 |
| 0.0668        | 182.96 | 2287 | 0.8137          | 0.77     | 0.3483     | 1.4491 | 0.7700   | 0.7357   | 0.2036 | 0.1030 |
| 0.0668        | 184.0  | 2300 | 0.8133          | 0.77     | 0.3481     | 1.4468 | 0.7700   | 0.7357   | 0.2012 | 0.1024 |
| 0.0668        | 184.96 | 2312 | 0.8152          | 0.77     | 0.3489     | 1.4525 | 0.7700   | 0.7357   | 0.1996 | 0.1029 |
| 0.0668        | 186.0  | 2325 | 0.8149          | 0.77     | 0.3490     | 1.4511 | 0.7700   | 0.7357   | 0.1917 | 0.1027 |
| 0.0668        | 186.96 | 2337 | 0.8151          | 0.77     | 0.3490     | 1.4489 | 0.7700   | 0.7357   | 0.1956 | 0.1028 |
| 0.0668        | 188.0  | 2350 | 0.8175          | 0.77     | 0.3500     | 1.5084 | 0.7700   | 0.7357   | 0.2011 | 0.1038 |
| 0.0668        | 188.96 | 2362 | 0.8181          | 0.765    | 0.3499     | 1.4506 | 0.765    | 0.7323   | 0.1975 | 0.1056 |
| 0.0668        | 190.0  | 2375 | 0.8180          | 0.765    | 0.3504     | 1.4499 | 0.765    | 0.7323   | 0.2162 | 0.1050 |
| 0.0668        | 190.96 | 2387 | 0.8168          | 0.77     | 0.3498     | 1.4510 | 0.7700   | 0.7357   | 0.2014 | 0.1039 |
| 0.0668        | 192.0  | 2400 | 0.8183          | 0.77     | 0.3505     | 1.4483 | 0.7700   | 0.7379   | 0.2114 | 0.1032 |
| 0.0668        | 192.96 | 2412 | 0.8193          | 0.775    | 0.3507     | 1.4508 | 0.775    | 0.7384   | 0.2025 | 0.1042 |
| 0.0668        | 194.0  | 2425 | 0.8181          | 0.77     | 0.3503     | 1.4565 | 0.7700   | 0.7357   | 0.2090 | 0.1027 |
| 0.0668        | 194.96 | 2437 | 0.8192          | 0.77     | 0.3507     | 1.4513 | 0.7700   | 0.7357   | 0.1953 | 0.1032 |
| 0.0668        | 196.0  | 2450 | 0.8214          | 0.77     | 0.3520     | 1.4519 | 0.7700   | 0.7349   | 0.2112 | 0.1045 |
| 0.0668        | 196.96 | 2462 | 0.8231          | 0.765    | 0.3531     | 1.4517 | 0.765    | 0.7323   | 0.2042 | 0.1049 |
| 0.0668        | 198.0  | 2475 | 0.8219          | 0.77     | 0.3521     | 1.4512 | 0.7700   | 0.7349   | 0.2152 | 0.1044 |
| 0.0668        | 198.96 | 2487 | 0.8223          | 0.77     | 0.3523     | 1.4507 | 0.7700   | 0.7349   | 0.1888 | 0.1050 |
| 0.0571        | 200.0  | 2500 | 0.8235          | 0.77     | 0.3529     | 1.4533 | 0.7700   | 0.7349   | 0.2029 | 0.1050 |
| 0.0571        | 200.96 | 2512 | 0.8227          | 0.77     | 0.3525     | 1.4718 | 0.7700   | 0.7357   | 0.2170 | 0.1033 |
| 0.0571        | 202.0  | 2525 | 0.8226          | 0.77     | 0.3525     | 1.4505 | 0.7700   | 0.7349   | 0.1954 | 0.1041 |
| 0.0571        | 202.96 | 2537 | 0.8231          | 0.765    | 0.3530     | 1.4506 | 0.765    | 0.7321   | 0.1962 | 0.1046 |
| 0.0571        | 204.0  | 2550 | 0.8255          | 0.77     | 0.3535     | 1.4520 | 0.7700   | 0.7380   | 0.2078 | 0.1060 |
| 0.0571        | 204.96 | 2562 | 0.8276          | 0.77     | 0.3550     | 1.4594 | 0.7700   | 0.7349   | 0.2013 | 0.1046 |
| 0.0571        | 206.0  | 2575 | 0.8257          | 0.77     | 0.3542     | 1.4532 | 0.7700   | 0.7349   | 0.1987 | 0.1040 |
| 0.0571        | 206.96 | 2587 | 0.8248          | 0.775    | 0.3536     | 1.4499 | 0.775    | 0.7406   | 0.1903 | 0.1043 |
| 0.0571        | 208.0  | 2600 | 0.8250          | 0.77     | 0.3534     | 1.4537 | 0.7700   | 0.7349   | 0.2070 | 0.1040 |
| 0.0571        | 208.96 | 2612 | 0.8277          | 0.77     | 0.3548     | 1.4521 | 0.7700   | 0.7380   | 0.1867 | 0.1058 |
| 0.0571        | 210.0  | 2625 | 0.8271          | 0.77     | 0.3545     | 1.4543 | 0.7700   | 0.7349   | 0.2213 | 0.1036 |
| 0.0571        | 210.96 | 2637 | 0.8284          | 0.775    | 0.3552     | 1.4516 | 0.775    | 0.7406   | 0.1992 | 0.1053 |
| 0.0571        | 212.0  | 2650 | 0.8278          | 0.77     | 0.3545     | 1.4533 | 0.7700   | 0.7360   | 0.1938 | 0.1056 |
| 0.0571        | 212.96 | 2662 | 0.8289          | 0.77     | 0.3552     | 1.4533 | 0.7700   | 0.7380   | 0.2017 | 0.1057 |
| 0.0571        | 214.0  | 2675 | 0.8290          | 0.775    | 0.3556     | 1.4530 | 0.775    | 0.7406   | 0.2005 | 0.1052 |
| 0.0571        | 214.96 | 2687 | 0.8282          | 0.77     | 0.3551     | 1.4517 | 0.7700   | 0.7379   | 0.1985 | 0.1037 |
| 0.0571        | 216.0  | 2700 | 0.8294          | 0.77     | 0.3555     | 1.4588 | 0.7700   | 0.7349   | 0.1941 | 0.1045 |
| 0.0571        | 216.96 | 2712 | 0.8305          | 0.775    | 0.3562     | 1.4516 | 0.775    | 0.7406   | 0.1977 | 0.1057 |
| 0.0571        | 218.0  | 2725 | 0.8310          | 0.77     | 0.3565     | 1.4539 | 0.7700   | 0.7380   | 0.1926 | 0.1054 |
| 0.0571        | 218.96 | 2737 | 0.8304          | 0.775    | 0.3560     | 1.4516 | 0.775    | 0.7406   | 0.1986 | 0.1054 |
| 0.0571        | 220.0  | 2750 | 0.8320          | 0.775    | 0.3568     | 1.4545 | 0.775    | 0.7406   | 0.1953 | 0.1054 |
| 0.0571        | 220.96 | 2762 | 0.8316          | 0.775    | 0.3569     | 1.4523 | 0.775    | 0.7406   | 0.1945 | 0.1045 |
| 0.0571        | 222.0  | 2775 | 0.8330          | 0.77     | 0.3573     | 1.4547 | 0.7700   | 0.7380   | 0.1892 | 0.1067 |
| 0.0571        | 222.96 | 2787 | 0.8309          | 0.77     | 0.3563     | 1.4548 | 0.7700   | 0.7379   | 0.2060 | 0.1033 |
| 0.0571        | 224.0  | 2800 | 0.8323          | 0.775    | 0.3572     | 1.4515 | 0.775    | 0.7406   | 0.1910 | 0.1050 |
| 0.0571        | 224.96 | 2812 | 0.8329          | 0.775    | 0.3569     | 1.4530 | 0.775    | 0.7406   | 0.1931 | 0.1055 |
| 0.0571        | 226.0  | 2825 | 0.8319          | 0.78     | 0.3567     | 1.4513 | 0.78     | 0.7444   | 0.2038 | 0.1043 |
| 0.0571        | 226.96 | 2837 | 0.8354          | 0.77     | 0.3586     | 1.4556 | 0.7700   | 0.7380   | 0.1969 | 0.1068 |
| 0.0571        | 228.0  | 2850 | 0.8340          | 0.78     | 0.3575     | 1.4550 | 0.78     | 0.7444   | 0.2043 | 0.1062 |
| 0.0571        | 228.96 | 2862 | 0.8355          | 0.775    | 0.3584     | 1.4546 | 0.775    | 0.7406   | 0.2048 | 0.1055 |
| 0.0571        | 230.0  | 2875 | 0.8350          | 0.78     | 0.3579     | 1.4538 | 0.78     | 0.7444   | 0.2069 | 0.1064 |
| 0.0571        | 230.96 | 2887 | 0.8358          | 0.77     | 0.3584     | 1.4550 | 0.7700   | 0.7380   | 0.1899 | 0.1061 |
| 0.0571        | 232.0  | 2900 | 0.8366          | 0.77     | 0.3587     | 1.4564 | 0.7700   | 0.7380   | 0.1921 | 0.1070 |
| 0.0571        | 232.96 | 2912 | 0.8364          | 0.775    | 0.3587     | 1.4557 | 0.775    | 0.7418   | 0.1970 | 0.1065 |
| 0.0571        | 234.0  | 2925 | 0.8359          | 0.775    | 0.3585     | 1.4543 | 0.775    | 0.7406   | 0.1912 | 0.1061 |
| 0.0571        | 234.96 | 2937 | 0.8360          | 0.775    | 0.3587     | 1.4540 | 0.775    | 0.7406   | 0.2017 | 0.1049 |
| 0.0571        | 236.0  | 2950 | 0.8362          | 0.78     | 0.3587     | 1.4527 | 0.78     | 0.7444   | 0.1985 | 0.1060 |
| 0.0571        | 236.96 | 2962 | 0.8375          | 0.78     | 0.3593     | 1.4554 | 0.78     | 0.7444   | 0.2035 | 0.1061 |
| 0.0571        | 238.0  | 2975 | 0.8378          | 0.775    | 0.3593     | 1.4544 | 0.775    | 0.7418   | 0.1971 | 0.1068 |
| 0.0571        | 238.96 | 2987 | 0.8369          | 0.78     | 0.3588     | 1.4557 | 0.78     | 0.7444   | 0.2178 | 0.1057 |
| 0.0512        | 240.0  | 3000 | 0.8388          | 0.77     | 0.3600     | 1.4558 | 0.7700   | 0.7380   | 0.1939 | 0.1067 |
| 0.0512        | 240.96 | 3012 | 0.8375          | 0.78     | 0.3593     | 1.4540 | 0.78     | 0.7444   | 0.2071 | 0.1058 |
| 0.0512        | 242.0  | 3025 | 0.8393          | 0.775    | 0.3602     | 1.4546 | 0.775    | 0.7406   | 0.1990 | 0.1066 |
| 0.0512        | 242.96 | 3037 | 0.8391          | 0.775    | 0.3601     | 1.4551 | 0.775    | 0.7406   | 0.2025 | 0.1063 |
| 0.0512        | 244.0  | 3050 | 0.8414          | 0.77     | 0.3610     | 1.4575 | 0.7700   | 0.7380   | 0.1924 | 0.1072 |
| 0.0512        | 244.96 | 3062 | 0.8385          | 0.78     | 0.3597     | 1.4531 | 0.78     | 0.7444   | 0.2062 | 0.1059 |
| 0.0512        | 246.0  | 3075 | 0.8394          | 0.78     | 0.3603     | 1.4583 | 0.78     | 0.7444   | 0.1962 | 0.1057 |
| 0.0512        | 246.96 | 3087 | 0.8401          | 0.775    | 0.3604     | 1.4535 | 0.775    | 0.7406   | 0.1880 | 0.1060 |
| 0.0512        | 248.0  | 3100 | 0.8400          | 0.78     | 0.3605     | 1.4550 | 0.78     | 0.7444   | 0.2156 | 0.1058 |
| 0.0512        | 248.96 | 3112 | 0.8404          | 0.78     | 0.3606     | 1.4554 | 0.78     | 0.7444   | 0.1977 | 0.1061 |
| 0.0512        | 250.0  | 3125 | 0.8406          | 0.78     | 0.3607     | 1.4542 | 0.78     | 0.7444   | 0.2055 | 0.1062 |
| 0.0512        | 250.96 | 3137 | 0.8408          | 0.78     | 0.3608     | 1.4545 | 0.78     | 0.7444   | 0.2036 | 0.1062 |
| 0.0512        | 252.0  | 3150 | 0.8414          | 0.78     | 0.3611     | 1.4560 | 0.78     | 0.7444   | 0.2054 | 0.1063 |
| 0.0512        | 252.96 | 3162 | 0.8424          | 0.775    | 0.3614     | 1.4580 | 0.775    | 0.7418   | 0.2037 | 0.1072 |
| 0.0512        | 254.0  | 3175 | 0.8423          | 0.775    | 0.3616     | 1.4558 | 0.775    | 0.7406   | 0.2057 | 0.1064 |
| 0.0512        | 254.96 | 3187 | 0.8422          | 0.775    | 0.3613     | 1.4562 | 0.775    | 0.7418   | 0.2070 | 0.1066 |
| 0.0512        | 256.0  | 3200 | 0.8419          | 0.78     | 0.3612     | 1.4562 | 0.78     | 0.7444   | 0.2196 | 0.1063 |
| 0.0512        | 256.96 | 3212 | 0.8434          | 0.775    | 0.3620     | 1.4565 | 0.775    | 0.7406   | 0.2033 | 0.1065 |
| 0.0512        | 258.0  | 3225 | 0.8431          | 0.775    | 0.3619     | 1.4557 | 0.775    | 0.7418   | 0.2072 | 0.1064 |
| 0.0512        | 258.96 | 3237 | 0.8435          | 0.77     | 0.3620     | 1.4567 | 0.7700   | 0.7380   | 0.1985 | 0.1066 |
| 0.0512        | 260.0  | 3250 | 0.8433          | 0.78     | 0.3619     | 1.4567 | 0.78     | 0.7444   | 0.2179 | 0.1065 |
| 0.0512        | 260.96 | 3262 | 0.8430          | 0.78     | 0.3619     | 1.4558 | 0.78     | 0.7444   | 0.2120 | 0.1060 |
| 0.0512        | 262.0  | 3275 | 0.8432          | 0.78     | 0.3619     | 1.4552 | 0.78     | 0.7444   | 0.2058 | 0.1060 |
| 0.0512        | 262.96 | 3287 | 0.8444          | 0.775    | 0.3623     | 1.4572 | 0.775    | 0.7418   | 0.2035 | 0.1068 |
| 0.0512        | 264.0  | 3300 | 0.8442          | 0.775    | 0.3622     | 1.4574 | 0.775    | 0.7418   | 0.2054 | 0.1067 |
| 0.0512        | 264.96 | 3312 | 0.8441          | 0.78     | 0.3623     | 1.4554 | 0.78     | 0.7444   | 0.2051 | 0.1062 |
| 0.0512        | 266.0  | 3325 | 0.8446          | 0.775    | 0.3624     | 1.4561 | 0.775    | 0.7418   | 0.1975 | 0.1066 |
| 0.0512        | 266.96 | 3337 | 0.8447          | 0.775    | 0.3624     | 1.4570 | 0.775    | 0.7418   | 0.2053 | 0.1065 |
| 0.0512        | 268.0  | 3350 | 0.8448          | 0.78     | 0.3624     | 1.4573 | 0.78     | 0.7444   | 0.2085 | 0.1065 |
| 0.0512        | 268.96 | 3362 | 0.8443          | 0.78     | 0.3624     | 1.4558 | 0.78     | 0.7444   | 0.2119 | 0.1065 |
| 0.0512        | 270.0  | 3375 | 0.8453          | 0.775    | 0.3628     | 1.4571 | 0.775    | 0.7418   | 0.2035 | 0.1067 |
| 0.0512        | 270.96 | 3387 | 0.8444          | 0.78     | 0.3623     | 1.4561 | 0.78     | 0.7444   | 0.2076 | 0.1063 |
| 0.0512        | 272.0  | 3400 | 0.8455          | 0.775    | 0.3629     | 1.4569 | 0.775    | 0.7418   | 0.2034 | 0.1066 |
| 0.0512        | 272.96 | 3412 | 0.8453          | 0.78     | 0.3628     | 1.4574 | 0.78     | 0.7444   | 0.2021 | 0.1065 |
| 0.0512        | 274.0  | 3425 | 0.8450          | 0.78     | 0.3626     | 1.4560 | 0.78     | 0.7444   | 0.2058 | 0.1064 |
| 0.0512        | 274.96 | 3437 | 0.8456          | 0.775    | 0.3629     | 1.4569 | 0.775    | 0.7418   | 0.2035 | 0.1066 |
| 0.0512        | 276.0  | 3450 | 0.8454          | 0.775    | 0.3628     | 1.4565 | 0.775    | 0.7418   | 0.2033 | 0.1065 |
| 0.0512        | 276.96 | 3462 | 0.8454          | 0.78     | 0.3628     | 1.4575 | 0.78     | 0.7444   | 0.2137 | 0.1063 |
| 0.0512        | 278.0  | 3475 | 0.8457          | 0.78     | 0.3630     | 1.4567 | 0.78     | 0.7444   | 0.2092 | 0.1065 |
| 0.0512        | 278.96 | 3487 | 0.8462          | 0.775    | 0.3632     | 1.4567 | 0.775    | 0.7418   | 0.1994 | 0.1067 |
| 0.0481        | 280.0  | 3500 | 0.8456          | 0.78     | 0.3630     | 1.4572 | 0.78     | 0.7444   | 0.2192 | 0.1064 |
| 0.0481        | 280.96 | 3512 | 0.8462          | 0.775    | 0.3632     | 1.4571 | 0.775    | 0.7418   | 0.2034 | 0.1066 |
| 0.0481        | 282.0  | 3525 | 0.8457          | 0.775    | 0.3630     | 1.4563 | 0.775    | 0.7418   | 0.2042 | 0.1065 |
| 0.0481        | 282.96 | 3537 | 0.8460          | 0.775    | 0.3631     | 1.4570 | 0.775    | 0.7418   | 0.2106 | 0.1066 |
| 0.0481        | 284.0  | 3550 | 0.8462          | 0.775    | 0.3632     | 1.4570 | 0.775    | 0.7418   | 0.2106 | 0.1067 |
| 0.0481        | 284.96 | 3562 | 0.8460          | 0.775    | 0.3631     | 1.4567 | 0.775    | 0.7418   | 0.2042 | 0.1065 |
| 0.0481        | 286.0  | 3575 | 0.8461          | 0.775    | 0.3632     | 1.4568 | 0.775    | 0.7418   | 0.2043 | 0.1066 |
| 0.0481        | 286.96 | 3587 | 0.8461          | 0.775    | 0.3632     | 1.4570 | 0.775    | 0.7418   | 0.2043 | 0.1066 |
| 0.0481        | 288.0  | 3600 | 0.8461          | 0.775    | 0.3632     | 1.4570 | 0.775    | 0.7418   | 0.2043 | 0.1066 |


### Framework versions

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

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