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# vit-base_tobacco_lr5e-6_e_200

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: 0.7893
- Accuracy: 0.78
- Brier Loss: 0.3364
- Nll: 1.4430
- F1 Micro: 0.78
- F1 Macro: 0.7488
- Ece: 0.1922
- Aurc: 0.1018

## 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: 200

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy | Brier Loss | Nll    | F1 Micro | F1 Macro | Ece    | Aurc   |
|:-------------:|:------:|:----:|:---------------:|:--------:|:----------:|:------:|:--------:|:--------:|:------:|:------:|
| No log        | 0.96   | 12   | 0.7450          | 0.815    | 0.3079     | 1.1882 | 0.815    | 0.7942   | 0.2383 | 0.0734 |
| No log        | 2.0    | 25   | 0.7440          | 0.815    | 0.3074     | 1.1877 | 0.815    | 0.7922   | 0.2303 | 0.0734 |
| No log        | 2.96   | 37   | 0.7429          | 0.81     | 0.3071     | 1.1883 | 0.81     | 0.7914   | 0.2367 | 0.0714 |
| No log        | 4.0    | 50   | 0.7463          | 0.815    | 0.3083     | 1.1912 | 0.815    | 0.7942   | 0.2334 | 0.0768 |
| No log        | 4.96   | 62   | 0.7453          | 0.815    | 0.3080     | 1.1927 | 0.815    | 0.7922   | 0.2224 | 0.0751 |
| No log        | 6.0    | 75   | 0.7416          | 0.81     | 0.3067     | 1.1870 | 0.81     | 0.7914   | 0.2232 | 0.0716 |
| No log        | 6.96   | 87   | 0.7420          | 0.81     | 0.3070     | 1.1858 | 0.81     | 0.7914   | 0.2309 | 0.0730 |
| No log        | 8.0    | 100  | 0.7409          | 0.81     | 0.3062     | 1.1879 | 0.81     | 0.7871   | 0.2186 | 0.0749 |
| No log        | 8.96   | 112  | 0.7444          | 0.815    | 0.3079     | 1.1984 | 0.815    | 0.8059   | 0.2342 | 0.0766 |
| No log        | 10.0   | 125  | 0.7445          | 0.81     | 0.3079     | 1.1918 | 0.81     | 0.7894   | 0.2353 | 0.0775 |
| No log        | 10.96  | 137  | 0.7451          | 0.81     | 0.3085     | 1.1888 | 0.81     | 0.7871   | 0.2319 | 0.0784 |
| No log        | 12.0   | 150  | 0.7411          | 0.805    | 0.3060     | 1.1914 | 0.805    | 0.7829   | 0.2186 | 0.0779 |
| No log        | 12.96  | 162  | 0.7406          | 0.815    | 0.3075     | 1.1967 | 0.815    | 0.8057   | 0.2472 | 0.0746 |
| No log        | 14.0   | 175  | 0.7360          | 0.805    | 0.3048     | 1.2494 | 0.805    | 0.7841   | 0.2383 | 0.0770 |
| No log        | 14.96  | 187  | 0.7331          | 0.81     | 0.3037     | 1.1896 | 0.81     | 0.7912   | 0.2306 | 0.0721 |
| No log        | 16.0   | 200  | 0.7345          | 0.81     | 0.3042     | 1.2488 | 0.81     | 0.7956   | 0.2064 | 0.0794 |
| No log        | 16.96  | 212  | 0.7329          | 0.815    | 0.3018     | 1.2595 | 0.815    | 0.8043   | 0.2331 | 0.0797 |
| No log        | 18.0   | 225  | 0.7354          | 0.795    | 0.3055     | 1.1743 | 0.795    | 0.7765   | 0.2154 | 0.0742 |
| No log        | 18.96  | 237  | 0.7282          | 0.805    | 0.3001     | 1.1920 | 0.805    | 0.7844   | 0.2444 | 0.0748 |
| No log        | 20.0   | 250  | 0.7225          | 0.805    | 0.2981     | 1.1804 | 0.805    | 0.7874   | 0.2041 | 0.0744 |
| No log        | 20.96  | 262  | 0.7250          | 0.81     | 0.3000     | 1.2516 | 0.81     | 0.7900   | 0.2148 | 0.0761 |
| No log        | 22.0   | 275  | 0.7252          | 0.81     | 0.3009     | 1.3033 | 0.81     | 0.7954   | 0.2375 | 0.0782 |
| No log        | 22.96  | 287  | 0.7293          | 0.8      | 0.3016     | 1.2557 | 0.8000   | 0.7796   | 0.2243 | 0.0810 |
| No log        | 24.0   | 300  | 0.7344          | 0.805    | 0.3057     | 1.3122 | 0.805    | 0.7853   | 0.2096 | 0.0815 |
| No log        | 24.96  | 312  | 0.7314          | 0.81     | 0.3044     | 1.2501 | 0.81     | 0.7909   | 0.2068 | 0.0808 |
| No log        | 26.0   | 325  | 0.7293          | 0.81     | 0.3036     | 1.3066 | 0.81     | 0.7909   | 0.2015 | 0.0804 |
| No log        | 26.96  | 337  | 0.7323          | 0.805    | 0.3042     | 1.3147 | 0.805    | 0.7853   | 0.2242 | 0.0827 |
| No log        | 28.0   | 350  | 0.7288          | 0.805    | 0.3029     | 1.3109 | 0.805    | 0.7853   | 0.1976 | 0.0826 |
| No log        | 28.96  | 362  | 0.7343          | 0.805    | 0.3058     | 1.3108 | 0.805    | 0.7853   | 0.2128 | 0.0851 |
| No log        | 30.0   | 375  | 0.7351          | 0.8      | 0.3062     | 1.3129 | 0.8000   | 0.7733   | 0.2088 | 0.0845 |
| No log        | 30.96  | 387  | 0.7301          | 0.8      | 0.3044     | 1.2452 | 0.8000   | 0.7733   | 0.2272 | 0.0836 |
| No log        | 32.0   | 400  | 0.7340          | 0.8      | 0.3055     | 1.3769 | 0.8000   | 0.7806   | 0.2207 | 0.0855 |
| No log        | 32.96  | 412  | 0.7322          | 0.805    | 0.3052     | 1.3132 | 0.805    | 0.7784   | 0.2470 | 0.0865 |
| No log        | 34.0   | 425  | 0.7301          | 0.8      | 0.3045     | 1.2543 | 0.8000   | 0.7733   | 0.2021 | 0.0863 |
| No log        | 34.96  | 437  | 0.7297          | 0.8      | 0.3046     | 1.3056 | 0.8000   | 0.7731   | 0.1886 | 0.0836 |
| No log        | 36.0   | 450  | 0.7326          | 0.805    | 0.3056     | 1.3102 | 0.805    | 0.7784   | 0.2256 | 0.0892 |
| No log        | 36.96  | 462  | 0.7311          | 0.8      | 0.3046     | 1.3681 | 0.8000   | 0.7733   | 0.2065 | 0.0880 |
| No log        | 38.0   | 475  | 0.7356          | 0.8      | 0.3077     | 1.3666 | 0.8000   | 0.7733   | 0.2034 | 0.0895 |
| No log        | 38.96  | 487  | 0.7302          | 0.8      | 0.3042     | 1.3114 | 0.8000   | 0.7733   | 0.1996 | 0.0894 |
| 0.1528        | 40.0   | 500  | 0.7289          | 0.805    | 0.3035     | 1.3669 | 0.805    | 0.7797   | 0.1951 | 0.0874 |
| 0.1528        | 40.96  | 512  | 0.7292          | 0.8      | 0.3037     | 1.3685 | 0.8000   | 0.7737   | 0.2103 | 0.0878 |
| 0.1528        | 42.0   | 525  | 0.7347          | 0.805    | 0.3077     | 1.3640 | 0.805    | 0.7784   | 0.2005 | 0.0894 |
| 0.1528        | 42.96  | 537  | 0.7343          | 0.805    | 0.3063     | 1.3684 | 0.805    | 0.7784   | 0.2055 | 0.0899 |
| 0.1528        | 44.0   | 550  | 0.7283          | 0.805    | 0.3038     | 1.3660 | 0.805    | 0.7797   | 0.2142 | 0.0881 |
| 0.1528        | 44.96  | 562  | 0.7325          | 0.805    | 0.3061     | 1.3658 | 0.805    | 0.7784   | 0.1967 | 0.0896 |
| 0.1528        | 46.0   | 575  | 0.7303          | 0.81     | 0.3049     | 1.3659 | 0.81     | 0.7844   | 0.1985 | 0.0883 |
| 0.1528        | 46.96  | 587  | 0.7321          | 0.805    | 0.3054     | 1.3657 | 0.805    | 0.7797   | 0.1925 | 0.0888 |
| 0.1528        | 48.0   | 600  | 0.7322          | 0.8      | 0.3054     | 1.3680 | 0.8000   | 0.7704   | 0.1837 | 0.0903 |
| 0.1528        | 48.96  | 612  | 0.7368          | 0.8      | 0.3079     | 1.3234 | 0.8000   | 0.7704   | 0.2111 | 0.0905 |
| 0.1528        | 50.0   | 625  | 0.7358          | 0.8      | 0.3074     | 1.3682 | 0.8000   | 0.7704   | 0.1971 | 0.0899 |
| 0.1528        | 50.96  | 637  | 0.7318          | 0.8      | 0.3054     | 1.3661 | 0.8000   | 0.7704   | 0.2111 | 0.0889 |
| 0.1528        | 52.0   | 650  | 0.7473          | 0.795    | 0.3133     | 1.3707 | 0.795    | 0.7660   | 0.2032 | 0.0954 |
| 0.1528        | 52.96  | 662  | 0.7299          | 0.805    | 0.3050     | 1.3631 | 0.805    | 0.7797   | 0.1977 | 0.0891 |
| 0.1528        | 54.0   | 675  | 0.7427          | 0.795    | 0.3116     | 1.3673 | 0.795    | 0.7644   | 0.2181 | 0.0923 |
| 0.1528        | 54.96  | 687  | 0.7371          | 0.8      | 0.3087     | 1.3648 | 0.8000   | 0.7704   | 0.1984 | 0.0902 |
| 0.1528        | 56.0   | 700  | 0.7399          | 0.8      | 0.3100     | 1.3671 | 0.8000   | 0.7704   | 0.2178 | 0.0920 |
| 0.1528        | 56.96  | 712  | 0.7420          | 0.8      | 0.3114     | 1.3671 | 0.8000   | 0.7689   | 0.2035 | 0.0925 |
| 0.1528        | 58.0   | 725  | 0.7380          | 0.8      | 0.3088     | 1.3646 | 0.8000   | 0.7704   | 0.2016 | 0.0916 |
| 0.1528        | 58.96  | 737  | 0.7390          | 0.8      | 0.3091     | 1.3671 | 0.8000   | 0.7704   | 0.2005 | 0.0921 |
| 0.1528        | 60.0   | 750  | 0.7370          | 0.8      | 0.3085     | 1.3651 | 0.8000   | 0.7704   | 0.1891 | 0.0908 |
| 0.1528        | 60.96  | 762  | 0.7388          | 0.8      | 0.3097     | 1.3622 | 0.8000   | 0.7704   | 0.2010 | 0.0906 |
| 0.1528        | 62.0   | 775  | 0.7403          | 0.795    | 0.3102     | 1.3691 | 0.795    | 0.7654   | 0.2142 | 0.0910 |
| 0.1528        | 62.96  | 787  | 0.7390          | 0.8      | 0.3088     | 1.3950 | 0.8000   | 0.7684   | 0.2058 | 0.0910 |
| 0.1528        | 64.0   | 800  | 0.7431          | 0.795    | 0.3110     | 1.3722 | 0.795    | 0.7656   | 0.1959 | 0.0914 |
| 0.1528        | 64.96  | 812  | 0.7429          | 0.8      | 0.3117     | 1.3673 | 0.8000   | 0.7704   | 0.1933 | 0.0925 |
| 0.1528        | 66.0   | 825  | 0.7419          | 0.8      | 0.3115     | 1.3663 | 0.8000   | 0.7704   | 0.1986 | 0.0913 |
| 0.1528        | 66.96  | 837  | 0.7434          | 0.8      | 0.3120     | 1.3672 | 0.8000   | 0.7704   | 0.1929 | 0.0927 |
| 0.1528        | 68.0   | 850  | 0.7414          | 0.8      | 0.3115     | 1.3649 | 0.8000   | 0.7704   | 0.1988 | 0.0923 |
| 0.1528        | 68.96  | 862  | 0.7448          | 0.8      | 0.3129     | 1.3685 | 0.8000   | 0.7704   | 0.2251 | 0.0928 |
| 0.1528        | 70.0   | 875  | 0.7450          | 0.8      | 0.3130     | 1.3657 | 0.8000   | 0.7704   | 0.1969 | 0.0934 |
| 0.1528        | 70.96  | 887  | 0.7464          | 0.8      | 0.3132     | 1.3686 | 0.8000   | 0.7704   | 0.1988 | 0.0946 |
| 0.1528        | 72.0   | 900  | 0.7465          | 0.8      | 0.3138     | 1.3682 | 0.8000   | 0.7707   | 0.2015 | 0.0935 |
| 0.1528        | 72.96  | 912  | 0.7471          | 0.8      | 0.3142     | 1.3685 | 0.8000   | 0.7696   | 0.2093 | 0.0936 |
| 0.1528        | 74.0   | 925  | 0.7476          | 0.8      | 0.3145     | 1.3685 | 0.8000   | 0.7704   | 0.2120 | 0.0942 |
| 0.1528        | 74.96  | 937  | 0.7433          | 0.8      | 0.3126     | 1.3655 | 0.8000   | 0.7696   | 0.1907 | 0.0918 |
| 0.1528        | 76.0   | 950  | 0.7519          | 0.8      | 0.3166     | 1.3683 | 0.8000   | 0.7704   | 0.2111 | 0.0949 |
| 0.1528        | 76.96  | 962  | 0.7485          | 0.8      | 0.3152     | 1.3679 | 0.8000   | 0.7696   | 0.2035 | 0.0942 |
| 0.1528        | 78.0   | 975  | 0.7496          | 0.8      | 0.3155     | 1.3716 | 0.8000   | 0.7704   | 0.1931 | 0.0940 |
| 0.1528        | 78.96  | 987  | 0.7513          | 0.8      | 0.3163     | 1.3684 | 0.8000   | 0.7704   | 0.1888 | 0.0952 |
| 0.1059        | 80.0   | 1000 | 0.7490          | 0.8      | 0.3157     | 1.3707 | 0.8000   | 0.7691   | 0.2118 | 0.0943 |
| 0.1059        | 80.96  | 1012 | 0.7482          | 0.8      | 0.3151     | 1.3687 | 0.8000   | 0.7696   | 0.2060 | 0.0945 |
| 0.1059        | 82.0   | 1025 | 0.7516          | 0.8      | 0.3163     | 1.3682 | 0.8000   | 0.7704   | 0.2248 | 0.0950 |
| 0.1059        | 82.96  | 1037 | 0.7527          | 0.8      | 0.3174     | 1.3660 | 0.8000   | 0.7707   | 0.2204 | 0.0948 |
| 0.1059        | 84.0   | 1050 | 0.7495          | 0.8      | 0.3156     | 1.3663 | 0.8000   | 0.7704   | 0.2067 | 0.0939 |
| 0.1059        | 84.96  | 1062 | 0.7506          | 0.8      | 0.3161     | 1.3659 | 0.8000   | 0.7707   | 0.2086 | 0.0947 |
| 0.1059        | 86.0   | 1075 | 0.7537          | 0.8      | 0.3179     | 1.3687 | 0.8000   | 0.7698   | 0.2001 | 0.0955 |
| 0.1059        | 86.96  | 1087 | 0.7525          | 0.8      | 0.3172     | 1.3693 | 0.8000   | 0.7696   | 0.2096 | 0.0947 |
| 0.1059        | 88.0   | 1100 | 0.7535          | 0.8      | 0.3175     | 1.3675 | 0.8000   | 0.7704   | 0.2091 | 0.0951 |
| 0.1059        | 88.96  | 1112 | 0.7525          | 0.8      | 0.3172     | 1.3680 | 0.8000   | 0.7696   | 0.2009 | 0.0946 |
| 0.1059        | 90.0   | 1125 | 0.7566          | 0.8      | 0.3190     | 1.3725 | 0.8000   | 0.7698   | 0.1881 | 0.0964 |
| 0.1059        | 90.96  | 1137 | 0.7578          | 0.8      | 0.3195     | 1.3726 | 0.8000   | 0.7704   | 0.1880 | 0.0968 |
| 0.1059        | 92.0   | 1150 | 0.7560          | 0.8      | 0.3186     | 1.3715 | 0.8000   | 0.7707   | 0.2095 | 0.0969 |
| 0.1059        | 92.96  | 1162 | 0.7623          | 0.795    | 0.3219     | 1.3765 | 0.795    | 0.7681   | 0.1907 | 0.0979 |
| 0.1059        | 94.0   | 1175 | 0.7567          | 0.8      | 0.3192     | 1.3709 | 0.8000   | 0.7698   | 0.2000 | 0.0953 |
| 0.1059        | 94.96  | 1187 | 0.7538          | 0.8      | 0.3181     | 1.3708 | 0.8000   | 0.7691   | 0.1986 | 0.0958 |
| 0.1059        | 96.0   | 1200 | 0.7530          | 0.8      | 0.3175     | 1.3725 | 0.8000   | 0.7693   | 0.2122 | 0.0958 |
| 0.1059        | 96.96  | 1212 | 0.7607          | 0.8      | 0.3207     | 1.3730 | 0.8000   | 0.7709   | 0.1906 | 0.0972 |
| 0.1059        | 98.0   | 1225 | 0.7647          | 0.79     | 0.3229     | 1.3411 | 0.79     | 0.7633   | 0.1889 | 0.0984 |
| 0.1059        | 98.96  | 1237 | 0.7568          | 0.79     | 0.3191     | 1.4425 | 0.79     | 0.7644   | 0.1911 | 0.0976 |
| 0.1059        | 100.0  | 1250 | 0.7586          | 0.8      | 0.3200     | 1.4486 | 0.8000   | 0.7696   | 0.2009 | 0.0952 |
| 0.1059        | 100.96 | 1262 | 0.7552          | 0.8      | 0.3192     | 1.3728 | 0.8000   | 0.7696   | 0.1962 | 0.0953 |
| 0.1059        | 102.0  | 1275 | 0.7601          | 0.8      | 0.3217     | 1.4309 | 0.8000   | 0.7691   | 0.2071 | 0.0969 |
| 0.1059        | 102.96 | 1287 | 0.7608          | 0.795    | 0.3213     | 1.3702 | 0.795    | 0.7668   | 0.2068 | 0.0967 |
| 0.1059        | 104.0  | 1300 | 0.7590          | 0.795    | 0.3202     | 1.3748 | 0.795    | 0.7668   | 0.1922 | 0.0967 |
| 0.1059        | 104.96 | 1312 | 0.7626          | 0.795    | 0.3222     | 1.3775 | 0.795    | 0.7673   | 0.1917 | 0.0974 |
| 0.1059        | 106.0  | 1325 | 0.7632          | 0.795    | 0.3228     | 1.3765 | 0.795    | 0.7664   | 0.2072 | 0.0977 |
| 0.1059        | 106.96 | 1337 | 0.7612          | 0.795    | 0.3223     | 1.3764 | 0.795    | 0.7666   | 0.2011 | 0.0974 |
| 0.1059        | 108.0  | 1350 | 0.7669          | 0.79     | 0.3246     | 1.3777 | 0.79     | 0.7639   | 0.2005 | 0.0981 |
| 0.1059        | 108.96 | 1362 | 0.7658          | 0.795    | 0.3238     | 1.3782 | 0.795    | 0.7673   | 0.2099 | 0.0983 |
| 0.1059        | 110.0  | 1375 | 0.7632          | 0.79     | 0.3232     | 1.3766 | 0.79     | 0.7639   | 0.2002 | 0.0978 |
| 0.1059        | 110.96 | 1387 | 0.7651          | 0.79     | 0.3236     | 1.3758 | 0.79     | 0.7580   | 0.2134 | 0.0980 |
| 0.1059        | 112.0  | 1400 | 0.7649          | 0.79     | 0.3235     | 1.3765 | 0.79     | 0.7583   | 0.1975 | 0.0982 |
| 0.1059        | 112.96 | 1412 | 0.7683          | 0.79     | 0.3253     | 1.3759 | 0.79     | 0.7639   | 0.1913 | 0.0986 |
| 0.1059        | 114.0  | 1425 | 0.7682          | 0.795    | 0.3253     | 1.3778 | 0.795    | 0.7668   | 0.1986 | 0.0984 |
| 0.1059        | 114.96 | 1437 | 0.7666          | 0.79     | 0.3245     | 1.3771 | 0.79     | 0.7639   | 0.1838 | 0.0976 |
| 0.1059        | 116.0  | 1450 | 0.7685          | 0.79     | 0.3255     | 1.3802 | 0.79     | 0.7639   | 0.1962 | 0.0988 |
| 0.1059        | 116.96 | 1462 | 0.7676          | 0.785    | 0.3249     | 1.3783 | 0.785    | 0.7554   | 0.2011 | 0.0991 |
| 0.1059        | 118.0  | 1475 | 0.7704          | 0.785    | 0.3262     | 1.3789 | 0.785    | 0.7516   | 0.2098 | 0.0995 |
| 0.1059        | 118.96 | 1487 | 0.7701          | 0.785    | 0.3262     | 1.3806 | 0.785    | 0.7554   | 0.2167 | 0.0991 |
| 0.0842        | 120.0  | 1500 | 0.7708          | 0.79     | 0.3267     | 1.3815 | 0.79     | 0.7639   | 0.1934 | 0.0990 |
| 0.0842        | 120.96 | 1512 | 0.7710          | 0.785    | 0.3265     | 1.3790 | 0.785    | 0.7516   | 0.1928 | 0.0995 |
| 0.0842        | 122.0  | 1525 | 0.7728          | 0.79     | 0.3274     | 1.3830 | 0.79     | 0.7639   | 0.1917 | 0.0996 |
| 0.0842        | 122.96 | 1537 | 0.7708          | 0.785    | 0.3267     | 1.3826 | 0.785    | 0.7554   | 0.2057 | 0.0992 |
| 0.0842        | 124.0  | 1550 | 0.7698          | 0.785    | 0.3262     | 1.3777 | 0.785    | 0.7554   | 0.2021 | 0.0996 |
| 0.0842        | 124.96 | 1562 | 0.7706          | 0.785    | 0.3267     | 1.3825 | 0.785    | 0.7554   | 0.1949 | 0.0994 |
| 0.0842        | 126.0  | 1575 | 0.7751          | 0.79     | 0.3290     | 1.3827 | 0.79     | 0.7639   | 0.1945 | 0.1002 |
| 0.0842        | 126.96 | 1587 | 0.7734          | 0.79     | 0.3282     | 1.3855 | 0.79     | 0.7639   | 0.1882 | 0.0998 |
| 0.0842        | 128.0  | 1600 | 0.7753          | 0.785    | 0.3290     | 1.3842 | 0.785    | 0.7554   | 0.1926 | 0.1006 |
| 0.0842        | 128.96 | 1612 | 0.7731          | 0.78     | 0.3278     | 1.3808 | 0.78     | 0.7488   | 0.2115 | 0.0994 |
| 0.0842        | 130.0  | 1625 | 0.7723          | 0.78     | 0.3276     | 1.3830 | 0.78     | 0.7486   | 0.2005 | 0.0994 |
| 0.0842        | 130.96 | 1637 | 0.7746          | 0.78     | 0.3287     | 1.3810 | 0.78     | 0.7488   | 0.2103 | 0.0999 |
| 0.0842        | 132.0  | 1650 | 0.7758          | 0.78     | 0.3291     | 1.3848 | 0.78     | 0.7488   | 0.2138 | 0.1004 |
| 0.0842        | 132.96 | 1662 | 0.7771          | 0.78     | 0.3299     | 1.3833 | 0.78     | 0.7488   | 0.2080 | 0.1007 |
| 0.0842        | 134.0  | 1675 | 0.7757          | 0.78     | 0.3295     | 1.3837 | 0.78     | 0.7488   | 0.2060 | 0.0999 |
| 0.0842        | 134.96 | 1687 | 0.7754          | 0.78     | 0.3292     | 1.3836 | 0.78     | 0.7488   | 0.2070 | 0.1001 |
| 0.0842        | 136.0  | 1700 | 0.7755          | 0.78     | 0.3294     | 1.3834 | 0.78     | 0.7488   | 0.2057 | 0.0999 |
| 0.0842        | 136.96 | 1712 | 0.7755          | 0.78     | 0.3295     | 1.3874 | 0.78     | 0.7488   | 0.1999 | 0.0998 |
| 0.0842        | 138.0  | 1725 | 0.7759          | 0.78     | 0.3296     | 1.4380 | 0.78     | 0.7488   | 0.2007 | 0.1002 |
| 0.0842        | 138.96 | 1737 | 0.7776          | 0.78     | 0.3303     | 1.3868 | 0.78     | 0.7488   | 0.2091 | 0.1002 |
| 0.0842        | 140.0  | 1750 | 0.7780          | 0.78     | 0.3304     | 1.3868 | 0.78     | 0.7488   | 0.2086 | 0.1005 |
| 0.0842        | 140.96 | 1762 | 0.7780          | 0.78     | 0.3306     | 1.3855 | 0.78     | 0.7488   | 0.2065 | 0.1001 |
| 0.0842        | 142.0  | 1775 | 0.7789          | 0.78     | 0.3311     | 1.3855 | 0.78     | 0.7488   | 0.2067 | 0.1003 |
| 0.0842        | 142.96 | 1787 | 0.7798          | 0.78     | 0.3314     | 1.3856 | 0.78     | 0.7488   | 0.2083 | 0.1010 |
| 0.0842        | 144.0  | 1800 | 0.7799          | 0.78     | 0.3315     | 1.3914 | 0.78     | 0.7488   | 0.2161 | 0.1004 |
| 0.0842        | 144.96 | 1812 | 0.7806          | 0.78     | 0.3317     | 1.3857 | 0.78     | 0.7488   | 0.2024 | 0.1008 |
| 0.0842        | 146.0  | 1825 | 0.7817          | 0.78     | 0.3322     | 1.3947 | 0.78     | 0.7488   | 0.2043 | 0.1009 |
| 0.0842        | 146.96 | 1837 | 0.7815          | 0.78     | 0.3324     | 1.3898 | 0.78     | 0.7488   | 0.2118 | 0.1006 |
| 0.0842        | 148.0  | 1850 | 0.7820          | 0.78     | 0.3326     | 1.3874 | 0.78     | 0.7488   | 0.2114 | 0.1008 |
| 0.0842        | 148.96 | 1862 | 0.7821          | 0.78     | 0.3327     | 1.4391 | 0.78     | 0.7488   | 0.2087 | 0.1006 |
| 0.0842        | 150.0  | 1875 | 0.7816          | 0.78     | 0.3324     | 1.4410 | 0.78     | 0.7488   | 0.2160 | 0.1006 |
| 0.0842        | 150.96 | 1887 | 0.7826          | 0.78     | 0.3328     | 1.3927 | 0.78     | 0.7488   | 0.2011 | 0.1007 |
| 0.0842        | 152.0  | 1900 | 0.7834          | 0.78     | 0.3332     | 1.4411 | 0.78     | 0.7488   | 0.1994 | 0.1009 |
| 0.0842        | 152.96 | 1912 | 0.7830          | 0.78     | 0.3331     | 1.4409 | 0.78     | 0.7488   | 0.1967 | 0.1008 |
| 0.0842        | 154.0  | 1925 | 0.7825          | 0.78     | 0.3329     | 1.4412 | 0.78     | 0.7488   | 0.2070 | 0.1008 |
| 0.0842        | 154.96 | 1937 | 0.7827          | 0.78     | 0.3332     | 1.4399 | 0.78     | 0.7488   | 0.2097 | 0.1007 |
| 0.0842        | 156.0  | 1950 | 0.7822          | 0.78     | 0.3329     | 1.4391 | 0.78     | 0.7488   | 0.1986 | 0.1006 |
| 0.0842        | 156.96 | 1962 | 0.7838          | 0.78     | 0.3335     | 1.4414 | 0.78     | 0.7488   | 0.1967 | 0.1007 |
| 0.0842        | 158.0  | 1975 | 0.7845          | 0.78     | 0.3337     | 1.3899 | 0.78     | 0.7488   | 0.2087 | 0.1008 |
| 0.0842        | 158.96 | 1987 | 0.7846          | 0.78     | 0.3340     | 1.4419 | 0.78     | 0.7488   | 0.2002 | 0.1007 |
| 0.0731        | 160.0  | 2000 | 0.7853          | 0.78     | 0.3343     | 1.4419 | 0.78     | 0.7488   | 0.1967 | 0.1010 |
| 0.0731        | 160.96 | 2012 | 0.7853          | 0.78     | 0.3343     | 1.4425 | 0.78     | 0.7488   | 0.1963 | 0.1012 |
| 0.0731        | 162.0  | 2025 | 0.7846          | 0.78     | 0.3341     | 1.4411 | 0.78     | 0.7488   | 0.1998 | 0.1008 |
| 0.0731        | 162.96 | 2037 | 0.7856          | 0.78     | 0.3345     | 1.4419 | 0.78     | 0.7488   | 0.2000 | 0.1011 |
| 0.0731        | 164.0  | 2050 | 0.7863          | 0.78     | 0.3348     | 1.4425 | 0.78     | 0.7488   | 0.1991 | 0.1014 |
| 0.0731        | 164.96 | 2062 | 0.7863          | 0.78     | 0.3349     | 1.4414 | 0.78     | 0.7488   | 0.1969 | 0.1013 |
| 0.0731        | 166.0  | 2075 | 0.7865          | 0.78     | 0.3349     | 1.4425 | 0.78     | 0.7488   | 0.1994 | 0.1015 |
| 0.0731        | 166.96 | 2087 | 0.7863          | 0.78     | 0.3349     | 1.4412 | 0.78     | 0.7488   | 0.1966 | 0.1015 |
| 0.0731        | 168.0  | 2100 | 0.7870          | 0.78     | 0.3352     | 1.4431 | 0.78     | 0.7488   | 0.1944 | 0.1016 |
| 0.0731        | 168.96 | 2112 | 0.7868          | 0.78     | 0.3351     | 1.4425 | 0.78     | 0.7488   | 0.1919 | 0.1017 |
| 0.0731        | 170.0  | 2125 | 0.7873          | 0.78     | 0.3354     | 1.4424 | 0.78     | 0.7488   | 0.1965 | 0.1017 |
| 0.0731        | 170.96 | 2137 | 0.7870          | 0.78     | 0.3352     | 1.4418 | 0.78     | 0.7488   | 0.2081 | 0.1014 |
| 0.0731        | 172.0  | 2150 | 0.7879          | 0.78     | 0.3356     | 1.4431 | 0.78     | 0.7488   | 0.1922 | 0.1017 |
| 0.0731        | 172.96 | 2162 | 0.7874          | 0.78     | 0.3355     | 1.4421 | 0.78     | 0.7488   | 0.1967 | 0.1015 |
| 0.0731        | 174.0  | 2175 | 0.7872          | 0.78     | 0.3355     | 1.4418 | 0.78     | 0.7488   | 0.1965 | 0.1016 |
| 0.0731        | 174.96 | 2187 | 0.7882          | 0.78     | 0.3358     | 1.4433 | 0.78     | 0.7488   | 0.1945 | 0.1017 |
| 0.0731        | 176.0  | 2200 | 0.7882          | 0.78     | 0.3358     | 1.4423 | 0.78     | 0.7488   | 0.1969 | 0.1016 |
| 0.0731        | 176.96 | 2212 | 0.7885          | 0.78     | 0.3361     | 1.4431 | 0.78     | 0.7488   | 0.1948 | 0.1017 |
| 0.0731        | 178.0  | 2225 | 0.7883          | 0.78     | 0.3359     | 1.4428 | 0.78     | 0.7488   | 0.1946 | 0.1017 |
| 0.0731        | 178.96 | 2237 | 0.7882          | 0.78     | 0.3359     | 1.4426 | 0.78     | 0.7488   | 0.1920 | 0.1017 |
| 0.0731        | 180.0  | 2250 | 0.7884          | 0.78     | 0.3360     | 1.4425 | 0.78     | 0.7488   | 0.2000 | 0.1016 |
| 0.0731        | 180.96 | 2262 | 0.7886          | 0.78     | 0.3361     | 1.4431 | 0.78     | 0.7488   | 0.1946 | 0.1017 |
| 0.0731        | 182.0  | 2275 | 0.7888          | 0.78     | 0.3362     | 1.4428 | 0.78     | 0.7488   | 0.1977 | 0.1016 |
| 0.0731        | 182.96 | 2287 | 0.7889          | 0.78     | 0.3362     | 1.4428 | 0.78     | 0.7488   | 0.1922 | 0.1017 |
| 0.0731        | 184.0  | 2300 | 0.7889          | 0.78     | 0.3362     | 1.4431 | 0.78     | 0.7488   | 0.1946 | 0.1017 |
| 0.0731        | 184.96 | 2312 | 0.7889          | 0.78     | 0.3362     | 1.4427 | 0.78     | 0.7488   | 0.1946 | 0.1017 |
| 0.0731        | 186.0  | 2325 | 0.7889          | 0.78     | 0.3362     | 1.4431 | 0.78     | 0.7488   | 0.1922 | 0.1018 |
| 0.0731        | 186.96 | 2337 | 0.7892          | 0.78     | 0.3364     | 1.4432 | 0.78     | 0.7488   | 0.1921 | 0.1017 |
| 0.0731        | 188.0  | 2350 | 0.7890          | 0.78     | 0.3363     | 1.4427 | 0.78     | 0.7488   | 0.1921 | 0.1017 |
| 0.0731        | 188.96 | 2362 | 0.7892          | 0.78     | 0.3364     | 1.4429 | 0.78     | 0.7488   | 0.1922 | 0.1017 |
| 0.0731        | 190.0  | 2375 | 0.7893          | 0.78     | 0.3364     | 1.4433 | 0.78     | 0.7488   | 0.1945 | 0.1017 |
| 0.0731        | 190.96 | 2387 | 0.7893          | 0.78     | 0.3364     | 1.4430 | 0.78     | 0.7488   | 0.1921 | 0.1017 |
| 0.0731        | 192.0  | 2400 | 0.7893          | 0.78     | 0.3364     | 1.4430 | 0.78     | 0.7488   | 0.1922 | 0.1018 |


### Framework versions

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

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