---
language:
- sw
license: apache-2.0
tags:
- automatic-speech-recognition
- mozilla-foundation/common_voice_13_0
- generated_from_trainer
datasets:
- common_voice_13_0
metrics:
- wer
model-index:
- name: alamsher/wav2vec2-large-xlsr-53-common-voice-sw
  results:
  - task:
      name: Automatic Speech Recognition
      type: automatic-speech-recognition
    dataset:
      name: MOZILLA-FOUNDATION/COMMON_VOICE_13_0 - SW
      type: common_voice_13_0
      config: sw
      split: test
      args: 'Config: sw, Training split: train+validation, Eval split: test'
    metrics:
    - name: Wer
      type: wer
      value: 0.196261976802824
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# wav2vec2-common_voice_sw

This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the MOZILLA-FOUNDATION/COMMON_VOICE_13_0 - SW dataset.
It achieves the following results on the evaluation set:
- Loss: inf
- Wer: 0.1963

## 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: 0.0003
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 8
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 15.0

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Wer    |
|:-------------:|:-----:|:-----:|:---------------:|:------:|
| No log        | 0.02  | 100   | inf             | 1.0    |
| No log        | 0.03  | 200   | inf             | 1.0    |
| No log        | 0.05  | 300   | inf             | 1.0000 |
| No log        | 0.07  | 400   | inf             | 0.7648 |
| 3.8863        | 0.09  | 500   | inf             | 0.6947 |
| 3.8863        | 0.1   | 600   | inf             | 0.6413 |
| 3.8863        | 0.12  | 700   | inf             | 0.5954 |
| 3.8863        | 0.14  | 800   | inf             | 0.6195 |
| 3.8863        | 0.16  | 900   | inf             | 0.5306 |
| 0.5864        | 0.17  | 1000  | inf             | 0.5510 |
| 0.5864        | 0.19  | 1100  | inf             | 0.5625 |
| 0.5864        | 0.21  | 1200  | inf             | 0.5269 |
| 0.5864        | 0.22  | 1300  | inf             | 0.4834 |
| 0.5864        | 0.24  | 1400  | inf             | 0.4874 |
| 0.4471        | 0.26  | 1500  | inf             | 0.4666 |
| 0.4471        | 0.28  | 1600  | inf             | 0.4633 |
| 0.4471        | 0.29  | 1700  | inf             | 0.4523 |
| 0.4471        | 0.31  | 1800  | inf             | 0.4511 |
| 0.4471        | 0.33  | 1900  | inf             | 0.4631 |
| 0.4075        | 0.35  | 2000  | inf             | 0.4615 |
| 0.4075        | 0.36  | 2100  | inf             | 0.4452 |
| 0.4075        | 0.38  | 2200  | inf             | 0.4384 |
| 0.4075        | 0.4   | 2300  | inf             | 0.4395 |
| 0.4075        | 0.42  | 2400  | inf             | 0.4329 |
| 0.3885        | 0.43  | 2500  | inf             | 0.4255 |
| 0.3885        | 0.45  | 2600  | inf             | 0.4184 |
| 0.3885        | 0.47  | 2700  | inf             | 0.4229 |
| 0.3885        | 0.48  | 2800  | inf             | 0.4086 |
| 0.3885        | 0.5   | 2900  | inf             | 0.4102 |
| 0.3744        | 0.52  | 3000  | inf             | 0.3904 |
| 0.3744        | 0.54  | 3100  | inf             | 0.3941 |
| 0.3744        | 0.55  | 3200  | inf             | 0.3853 |
| 0.3744        | 0.57  | 3300  | inf             | 0.3873 |
| 0.3744        | 0.59  | 3400  | inf             | 0.3932 |
| 0.3538        | 0.61  | 3500  | inf             | 0.3886 |
| 0.3538        | 0.62  | 3600  | inf             | 0.4129 |
| 0.3538        | 0.64  | 3700  | inf             | 0.3857 |
| 0.3538        | 0.66  | 3800  | inf             | 0.3827 |
| 0.3538        | 0.67  | 3900  | inf             | 0.3911 |
| 0.3577        | 0.69  | 4000  | inf             | 0.4018 |
| 0.3577        | 0.71  | 4100  | inf             | 0.3913 |
| 0.3577        | 0.73  | 4200  | inf             | 0.3795 |
| 0.3577        | 0.74  | 4300  | inf             | 0.3949 |
| 0.3577        | 0.76  | 4400  | inf             | 0.3838 |
| 0.349         | 0.78  | 4500  | inf             | 0.3718 |
| 0.349         | 0.8   | 4600  | inf             | 0.3644 |
| 0.349         | 0.81  | 4700  | inf             | 0.3592 |
| 0.349         | 0.83  | 4800  | inf             | 0.3694 |
| 0.349         | 0.85  | 4900  | inf             | 0.3622 |
| 0.327         | 0.86  | 5000  | inf             | 0.3591 |
| 0.327         | 0.88  | 5100  | inf             | 0.3707 |
| 0.327         | 0.9   | 5200  | inf             | 0.3561 |
| 0.327         | 0.92  | 5300  | inf             | 0.3559 |
| 0.327         | 0.93  | 5400  | inf             | 0.3629 |
| 0.3328        | 0.95  | 5500  | inf             | 0.3518 |
| 0.3328        | 0.97  | 5600  | inf             | 0.3455 |
| 0.3328        | 0.99  | 5700  | inf             | 0.3792 |
| 0.3328        | 1.0   | 5800  | inf             | 0.3564 |
| 0.3328        | 1.02  | 5900  | inf             | 0.3562 |
| 0.2984        | 1.04  | 6000  | inf             | 0.3436 |
| 0.2984        | 1.05  | 6100  | inf             | 0.3488 |
| 0.2984        | 1.07  | 6200  | inf             | 0.3465 |
| 0.2984        | 1.09  | 6300  | inf             | 0.3366 |
| 0.2984        | 1.11  | 6400  | inf             | 0.3418 |
| 0.2773        | 1.12  | 6500  | inf             | 0.3393 |
| 0.2773        | 1.14  | 6600  | inf             | 0.3426 |
| 0.2773        | 1.16  | 6700  | inf             | 0.3334 |
| 0.2773        | 1.18  | 6800  | inf             | 0.3470 |
| 0.2773        | 1.19  | 6900  | inf             | 0.3310 |
| 0.2777        | 1.21  | 7000  | inf             | 0.3326 |
| 0.2777        | 1.23  | 7100  | inf             | 0.3391 |
| 0.2777        | 1.25  | 7200  | inf             | 0.3459 |
| 0.2777        | 1.26  | 7300  | inf             | 0.3288 |
| 0.2777        | 1.28  | 7400  | inf             | 0.3484 |
| 0.2775        | 1.3   | 7500  | inf             | 0.3394 |
| 0.2775        | 1.31  | 7600  | inf             | 0.3363 |
| 0.2775        | 1.33  | 7700  | inf             | 0.3464 |
| 0.2775        | 1.35  | 7800  | inf             | 0.3530 |
| 0.2775        | 1.37  | 7900  | inf             | 0.3384 |
| 0.2833        | 1.38  | 8000  | inf             | 0.3381 |
| 0.2833        | 1.4   | 8100  | inf             | 0.3408 |
| 0.2833        | 1.42  | 8200  | inf             | 0.3334 |
| 0.2833        | 1.44  | 8300  | inf             | 0.3391 |
| 0.2833        | 1.45  | 8400  | inf             | 0.3305 |
| 0.2793        | 1.47  | 8500  | inf             | 0.3472 |
| 0.2793        | 1.49  | 8600  | inf             | 0.3245 |
| 0.2793        | 1.5   | 8700  | inf             | 0.3266 |
| 0.2793        | 1.52  | 8800  | inf             | 0.3236 |
| 0.2793        | 1.54  | 8900  | inf             | 0.3253 |
| 0.2693        | 1.56  | 9000  | inf             | 0.3281 |
| 0.2693        | 1.57  | 9100  | inf             | 0.3276 |
| 0.2693        | 1.59  | 9200  | inf             | 0.3404 |
| 0.2693        | 1.61  | 9300  | inf             | 0.3477 |
| 0.2693        | 1.63  | 9400  | inf             | 0.3247 |
| 0.2735        | 1.64  | 9500  | inf             | 0.3283 |
| 0.2735        | 1.66  | 9600  | inf             | 0.3272 |
| 0.2735        | 1.68  | 9700  | inf             | 0.3346 |
| 0.2735        | 1.69  | 9800  | inf             | 0.3417 |
| 0.2735        | 1.71  | 9900  | inf             | 0.3228 |
| 0.27          | 1.73  | 10000 | inf             | 0.3264 |
| 0.27          | 1.75  | 10100 | inf             | 0.3197 |
| 0.27          | 1.76  | 10200 | inf             | 0.3207 |
| 0.27          | 1.78  | 10300 | inf             | 0.3161 |
| 0.27          | 1.8   | 10400 | inf             | 0.3093 |
| 0.2632        | 1.82  | 10500 | inf             | 0.3203 |
| 0.2632        | 1.83  | 10600 | inf             | 0.3160 |
| 0.2632        | 1.85  | 10700 | inf             | 0.3172 |
| 0.2632        | 1.87  | 10800 | inf             | 0.3213 |
| 0.2632        | 1.89  | 10900 | inf             | 0.3136 |
| 0.2615        | 1.9   | 11000 | inf             | 0.3119 |
| 0.2615        | 1.92  | 11100 | inf             | 0.3112 |
| 0.2615        | 1.94  | 11200 | inf             | 0.3304 |
| 0.2615        | 1.95  | 11300 | inf             | 0.3118 |
| 0.2615        | 1.97  | 11400 | inf             | 0.3164 |
| 0.2665        | 1.99  | 11500 | inf             | 0.3105 |
| 0.2665        | 2.01  | 11600 | inf             | 0.2990 |
| 0.2665        | 2.02  | 11700 | inf             | 0.3091 |
| 0.2665        | 2.04  | 11800 | inf             | 0.2995 |
| 0.2665        | 2.06  | 11900 | inf             | 0.3046 |
| 0.2272        | 2.08  | 12000 | inf             | 0.3161 |
| 0.2272        | 2.09  | 12100 | inf             | 0.3145 |
| 0.2272        | 2.11  | 12200 | inf             | 0.3084 |
| 0.2272        | 2.13  | 12300 | inf             | 0.3082 |
| 0.2272        | 2.14  | 12400 | inf             | 0.3014 |
| 0.2235        | 2.16  | 12500 | inf             | 0.3140 |
| 0.2235        | 2.18  | 12600 | inf             | 0.3093 |
| 0.2235        | 2.2   | 12700 | inf             | 0.3025 |
| 0.2235        | 2.21  | 12800 | inf             | 0.3109 |
| 0.2235        | 2.23  | 12900 | inf             | 0.2989 |
| 0.2287        | 2.25  | 13000 | inf             | 0.3071 |
| 0.2287        | 2.27  | 13100 | inf             | 0.3116 |
| 0.2287        | 2.28  | 13200 | inf             | 0.3078 |
| 0.2287        | 2.3   | 13300 | inf             | 0.3072 |
| 0.2287        | 2.32  | 13400 | inf             | 0.3042 |
| 0.2343        | 2.33  | 13500 | inf             | 0.2994 |
| 0.2343        | 2.35  | 13600 | inf             | 0.3026 |
| 0.2343        | 2.37  | 13700 | inf             | 0.3072 |
| 0.2343        | 2.39  | 13800 | inf             | 0.3103 |
| 0.2343        | 2.4   | 13900 | inf             | 0.3075 |
| 0.2255        | 2.42  | 14000 | inf             | 0.3033 |
| 0.2255        | 2.44  | 14100 | inf             | 0.3017 |
| 0.2255        | 2.46  | 14200 | inf             | 0.3095 |
| 0.2255        | 2.47  | 14300 | inf             | 0.3030 |
| 0.2255        | 2.49  | 14400 | inf             | 0.2988 |
| 0.2266        | 2.51  | 14500 | inf             | 0.3070 |
| 0.2266        | 2.53  | 14600 | inf             | 0.2939 |
| 0.2266        | 2.54  | 14700 | inf             | 0.3025 |
| 0.2266        | 2.56  | 14800 | inf             | 0.3054 |
| 0.2266        | 2.58  | 14900 | inf             | 0.3079 |
| 0.2298        | 2.59  | 15000 | inf             | 0.2883 |
| 0.2298        | 2.61  | 15100 | inf             | 0.2941 |
| 0.2298        | 2.63  | 15200 | inf             | 0.2995 |
| 0.2298        | 2.65  | 15300 | inf             | 0.3018 |
| 0.2298        | 2.66  | 15400 | inf             | 0.3027 |
| 0.2269        | 2.68  | 15500 | inf             | 0.2941 |
| 0.2269        | 2.7   | 15600 | inf             | 0.2966 |
| 0.2269        | 2.72  | 15700 | inf             | 0.2904 |
| 0.2269        | 2.73  | 15800 | inf             | 0.2978 |
| 0.2269        | 2.75  | 15900 | inf             | 0.2868 |
| 0.2222        | 2.77  | 16000 | inf             | 0.3008 |
| 0.2222        | 2.78  | 16100 | inf             | 0.2976 |
| 0.2222        | 2.8   | 16200 | inf             | 0.2939 |
| 0.2222        | 2.82  | 16300 | inf             | 0.2977 |
| 0.2222        | 2.84  | 16400 | inf             | 0.2914 |
| 0.2336        | 2.85  | 16500 | inf             | 0.2863 |
| 0.2336        | 2.87  | 16600 | inf             | 0.2922 |
| 0.2336        | 2.89  | 16700 | inf             | 0.2932 |
| 0.2336        | 2.91  | 16800 | inf             | 0.2960 |
| 0.2336        | 2.92  | 16900 | inf             | 0.2904 |
| 0.2275        | 2.94  | 17000 | inf             | 0.2958 |
| 0.2275        | 2.96  | 17100 | inf             | 0.2988 |
| 0.2275        | 2.97  | 17200 | inf             | 0.2909 |
| 0.2275        | 2.99  | 17300 | inf             | 0.3047 |
| 0.2275        | 3.01  | 17400 | inf             | 0.3058 |
| 0.2208        | 3.03  | 17500 | inf             | 0.2900 |
| 0.2208        | 3.04  | 17600 | inf             | 0.2941 |
| 0.2208        | 3.06  | 17700 | inf             | 0.2898 |
| 0.2208        | 3.08  | 17800 | inf             | 0.2869 |
| 0.2208        | 3.1   | 17900 | inf             | 0.3041 |
| 0.192         | 3.11  | 18000 | inf             | 0.2954 |
| 0.192         | 3.13  | 18100 | inf             | 0.2847 |
| 0.192         | 3.15  | 18200 | inf             | 0.3000 |
| 0.192         | 3.16  | 18300 | inf             | 0.2889 |
| 0.192         | 3.18  | 18400 | inf             | 0.2884 |
| 0.1883        | 3.2   | 18500 | inf             | 0.2957 |
| 0.1883        | 3.22  | 18600 | inf             | 0.2895 |
| 0.1883        | 3.23  | 18700 | inf             | 0.2830 |
| 0.1883        | 3.25  | 18800 | inf             | 0.2869 |
| 0.1883        | 3.27  | 18900 | inf             | 0.2808 |
| 0.195         | 3.29  | 19000 | inf             | 0.2824 |
| 0.195         | 3.3   | 19100 | inf             | 0.2911 |
| 0.195         | 3.32  | 19200 | inf             | 0.2887 |
| 0.195         | 3.34  | 19300 | inf             | 0.2807 |
| 0.195         | 3.36  | 19400 | inf             | 0.2817 |
| 0.1917        | 3.37  | 19500 | inf             | 0.2916 |
| 0.1917        | 3.39  | 19600 | inf             | 0.2861 |
| 0.1917        | 3.41  | 19700 | inf             | 0.2871 |
| 0.1917        | 3.42  | 19800 | inf             | 0.2876 |
| 0.1917        | 3.44  | 19900 | inf             | 0.2808 |
| 0.1925        | 3.46  | 20000 | inf             | 0.2911 |
| 0.1925        | 3.48  | 20100 | inf             | 0.2812 |
| 0.1925        | 3.49  | 20200 | inf             | 0.2797 |
| 0.1925        | 3.51  | 20300 | inf             | 0.2825 |
| 0.1925        | 3.53  | 20400 | inf             | 0.2877 |
| 0.1952        | 3.55  | 20500 | inf             | 0.2850 |
| 0.1952        | 3.56  | 20600 | inf             | 0.2827 |
| 0.1952        | 3.58  | 20700 | inf             | 0.2861 |
| 0.1952        | 3.6   | 20800 | inf             | 0.2843 |
| 0.1952        | 3.61  | 20900 | inf             | 0.2958 |
| 0.194         | 3.63  | 21000 | inf             | 0.2868 |
| 0.194         | 3.65  | 21100 | inf             | 0.2838 |
| 0.194         | 3.67  | 21200 | inf             | 0.2772 |
| 0.194         | 3.68  | 21300 | inf             | 0.2796 |
| 0.194         | 3.7   | 21400 | inf             | 0.2793 |
| 0.1912        | 3.72  | 21500 | inf             | 0.2811 |
| 0.1912        | 3.74  | 21600 | inf             | 0.2758 |
| 0.1912        | 3.75  | 21700 | inf             | 0.2832 |
| 0.1912        | 3.77  | 21800 | inf             | 0.2731 |
| 0.1912        | 3.79  | 21900 | inf             | 0.2767 |
| 0.1966        | 3.8   | 22000 | inf             | 0.2791 |
| 0.1966        | 3.82  | 22100 | inf             | 0.2866 |
| 0.1966        | 3.84  | 22200 | inf             | 0.2849 |
| 0.1966        | 3.86  | 22300 | inf             | 0.2873 |
| 0.1966        | 3.87  | 22400 | inf             | 0.2835 |
| 0.1932        | 3.89  | 22500 | inf             | 0.2781 |
| 0.1932        | 3.91  | 22600 | inf             | 0.2751 |
| 0.1932        | 3.93  | 22700 | inf             | 0.2871 |
| 0.1932        | 3.94  | 22800 | inf             | 0.2715 |
| 0.1932        | 3.96  | 22900 | inf             | 0.2823 |
| 0.1928        | 3.98  | 23000 | inf             | 0.2819 |
| 0.1928        | 4.0   | 23100 | inf             | 0.2785 |
| 0.1928        | 4.01  | 23200 | inf             | 0.2747 |
| 0.1928        | 4.03  | 23300 | inf             | 0.2716 |
| 0.1928        | 4.05  | 23400 | inf             | 0.2673 |
| 0.1651        | 4.06  | 23500 | inf             | 0.2796 |
| 0.1651        | 4.08  | 23600 | inf             | 0.2787 |
| 0.1651        | 4.1   | 23700 | inf             | 0.2709 |
| 0.1651        | 4.12  | 23800 | inf             | 0.2835 |
| 0.1651        | 4.13  | 23900 | inf             | 0.2775 |
| 0.1678        | 4.15  | 24000 | inf             | 0.2735 |
| 0.1678        | 4.17  | 24100 | inf             | 0.2739 |
| 0.1678        | 4.19  | 24200 | inf             | 0.2723 |
| 0.1678        | 4.2   | 24300 | inf             | 0.2721 |
| 0.1678        | 4.22  | 24400 | inf             | 0.2683 |
| 0.1701        | 4.24  | 24500 | inf             | 0.2705 |
| 0.1701        | 4.25  | 24600 | inf             | 0.2744 |
| 0.1701        | 4.27  | 24700 | inf             | 0.2675 |
| 0.1701        | 4.29  | 24800 | inf             | 0.2721 |
| 0.1701        | 4.31  | 24900 | inf             | 0.2701 |
| 0.1681        | 4.32  | 25000 | inf             | 0.2697 |
| 0.1681        | 4.34  | 25100 | inf             | 0.2636 |
| 0.1681        | 4.36  | 25200 | inf             | 0.2710 |
| 0.1681        | 4.38  | 25300 | inf             | 0.2672 |
| 0.1681        | 4.39  | 25400 | inf             | 0.2663 |
| 0.1686        | 4.41  | 25500 | inf             | 0.2682 |
| 0.1686        | 4.43  | 25600 | inf             | 0.2665 |
| 0.1686        | 4.44  | 25700 | inf             | 0.2659 |
| 0.1686        | 4.46  | 25800 | inf             | 0.2638 |
| 0.1686        | 4.48  | 25900 | inf             | 0.2654 |
| 0.1704        | 4.5   | 26000 | inf             | 0.2694 |
| 0.1704        | 4.51  | 26100 | inf             | 0.2657 |
| 0.1704        | 4.53  | 26200 | inf             | 0.2674 |
| 0.1704        | 4.55  | 26300 | inf             | 0.2720 |
| 0.1704        | 4.57  | 26400 | inf             | 0.2743 |
| 0.1646        | 4.58  | 26500 | inf             | 0.2735 |
| 0.1646        | 4.6   | 26600 | inf             | 0.2659 |
| 0.1646        | 4.62  | 26700 | inf             | 0.2675 |
| 0.1646        | 4.64  | 26800 | inf             | 0.2743 |
| 0.1646        | 4.65  | 26900 | inf             | 0.2642 |
| 0.1662        | 4.67  | 27000 | inf             | 0.2652 |
| 0.1662        | 4.69  | 27100 | inf             | 0.2677 |
| 0.1662        | 4.7   | 27200 | inf             | 0.2699 |
| 0.1662        | 4.72  | 27300 | inf             | 0.2649 |
| 0.1662        | 4.74  | 27400 | inf             | 0.2639 |
| 0.1713        | 4.76  | 27500 | inf             | 0.2634 |
| 0.1713        | 4.77  | 27600 | inf             | 0.2640 |
| 0.1713        | 4.79  | 27700 | inf             | 0.2605 |
| 0.1713        | 4.81  | 27800 | inf             | 0.2577 |
| 0.1713        | 4.83  | 27900 | inf             | 0.2647 |
| 0.1674        | 4.84  | 28000 | inf             | 0.2605 |
| 0.1674        | 4.86  | 28100 | inf             | 0.2552 |
| 0.1674        | 4.88  | 28200 | inf             | 0.2640 |
| 0.1674        | 4.89  | 28300 | inf             | 0.2616 |
| 0.1674        | 4.91  | 28400 | inf             | 0.2625 |
| 0.1627        | 4.93  | 28500 | inf             | 0.2596 |
| 0.1627        | 4.95  | 28600 | inf             | 0.2588 |
| 0.1627        | 4.96  | 28700 | inf             | 0.2719 |
| 0.1627        | 4.98  | 28800 | inf             | 0.2625 |
| 0.1627        | 5.0   | 28900 | inf             | 0.2631 |
| 0.162         | 5.02  | 29000 | inf             | 0.2619 |
| 0.162         | 5.03  | 29100 | inf             | 0.2595 |
| 0.162         | 5.05  | 29200 | inf             | 0.2668 |
| 0.162         | 5.07  | 29300 | inf             | 0.2600 |
| 0.162         | 5.08  | 29400 | inf             | 0.2609 |
| 0.147         | 5.1   | 29500 | inf             | 0.2655 |
| 0.147         | 5.12  | 29600 | inf             | 0.2615 |
| 0.147         | 5.14  | 29700 | inf             | 0.2627 |
| 0.147         | 5.15  | 29800 | inf             | 0.2619 |
| 0.147         | 5.17  | 29900 | inf             | 0.2622 |
| 0.1441        | 5.19  | 30000 | inf             | 0.2587 |
| 0.1441        | 5.21  | 30100 | inf             | 0.2595 |
| 0.1441        | 5.22  | 30200 | inf             | 0.2589 |
| 0.1441        | 5.24  | 30300 | inf             | 0.2569 |
| 0.1441        | 5.26  | 30400 | inf             | 0.2657 |
| 0.1446        | 5.27  | 30500 | inf             | 0.2649 |
| 0.1446        | 5.29  | 30600 | inf             | 0.2589 |
| 0.1446        | 5.31  | 30700 | inf             | 0.2551 |
| 0.1446        | 5.33  | 30800 | inf             | 0.2589 |
| 0.1446        | 5.34  | 30900 | inf             | 0.2544 |
| 0.146         | 5.36  | 31000 | inf             | 0.2523 |
| 0.146         | 5.38  | 31100 | inf             | 0.2580 |
| 0.146         | 5.4   | 31200 | inf             | 0.2597 |
| 0.146         | 5.41  | 31300 | inf             | 0.2649 |
| 0.146         | 5.43  | 31400 | inf             | 0.2614 |
| 0.1512        | 5.45  | 31500 | inf             | 0.2577 |
| 0.1512        | 5.47  | 31600 | inf             | 0.2623 |
| 0.1512        | 5.48  | 31700 | inf             | 0.2552 |
| 0.1512        | 5.5   | 31800 | inf             | 0.2526 |
| 0.1512        | 5.52  | 31900 | inf             | 0.2569 |
| 0.1489        | 5.53  | 32000 | inf             | 0.2556 |
| 0.1489        | 5.55  | 32100 | inf             | 0.2576 |
| 0.1489        | 5.57  | 32200 | inf             | 0.2543 |
| 0.1489        | 5.59  | 32300 | inf             | 0.2534 |
| 0.1489        | 5.6   | 32400 | inf             | 0.2511 |
| 0.1482        | 5.62  | 32500 | inf             | 0.2582 |
| 0.1482        | 5.64  | 32600 | inf             | 0.2594 |
| 0.1482        | 5.66  | 32700 | inf             | 0.2546 |
| 0.1482        | 5.67  | 32800 | inf             | 0.2480 |
| 0.1482        | 5.69  | 32900 | inf             | 0.2610 |
| 0.1379        | 5.71  | 33000 | inf             | 0.2550 |
| 0.1379        | 5.72  | 33100 | inf             | 0.2584 |
| 0.1379        | 5.74  | 33200 | inf             | 0.2569 |
| 0.1379        | 5.76  | 33300 | inf             | 0.2581 |
| 0.1379        | 5.78  | 33400 | inf             | 0.2632 |
| 0.1469        | 5.79  | 33500 | inf             | 0.2573 |
| 0.1469        | 5.81  | 33600 | inf             | 0.2502 |
| 0.1469        | 5.83  | 33700 | inf             | 0.2565 |
| 0.1469        | 5.85  | 33800 | inf             | 0.2574 |
| 0.1469        | 5.86  | 33900 | inf             | 0.2573 |
| 0.1502        | 5.88  | 34000 | inf             | 0.2602 |
| 0.1502        | 5.9   | 34100 | inf             | 0.2496 |
| 0.1502        | 5.91  | 34200 | inf             | 0.2542 |
| 0.1502        | 5.93  | 34300 | inf             | 0.2475 |
| 0.1502        | 5.95  | 34400 | inf             | 0.2489 |
| 0.1414        | 5.97  | 34500 | inf             | 0.2520 |
| 0.1414        | 5.98  | 34600 | inf             | 0.2486 |
| 0.1414        | 6.0   | 34700 | inf             | 0.2602 |
| 0.1414        | 6.02  | 34800 | inf             | 0.2517 |
| 0.1414        | 6.04  | 34900 | inf             | 0.2564 |
| 0.1385        | 6.05  | 35000 | inf             | 0.2501 |
| 0.1385        | 6.07  | 35100 | inf             | 0.2477 |
| 0.1385        | 6.09  | 35200 | inf             | 0.2500 |
| 0.1385        | 6.11  | 35300 | inf             | 0.2557 |
| 0.1385        | 6.12  | 35400 | inf             | 0.2520 |
| 0.1265        | 6.14  | 35500 | inf             | 0.2568 |
| 0.1265        | 6.16  | 35600 | inf             | 0.2496 |
| 0.1265        | 6.17  | 35700 | inf             | 0.2564 |
| 0.1265        | 6.19  | 35800 | inf             | 0.2512 |
| 0.1265        | 6.21  | 35900 | inf             | 0.2512 |
| 0.1267        | 6.23  | 36000 | inf             | 0.2540 |
| 0.1267        | 6.24  | 36100 | inf             | 0.25   |
| 0.1267        | 6.26  | 36200 | inf             | 0.2543 |
| 0.1267        | 6.28  | 36300 | inf             | 0.2606 |
| 0.1267        | 6.3   | 36400 | inf             | 0.2528 |
| 0.1271        | 6.31  | 36500 | inf             | 0.2536 |
| 0.1271        | 6.33  | 36600 | inf             | 0.2473 |
| 0.1271        | 6.35  | 36700 | inf             | 0.2505 |
| 0.1271        | 6.36  | 36800 | inf             | 0.2545 |
| 0.1271        | 6.38  | 36900 | inf             | 0.2512 |
| 0.1269        | 6.4   | 37000 | inf             | 0.2501 |
| 0.1269        | 6.42  | 37100 | inf             | 0.2481 |
| 0.1269        | 6.43  | 37200 | inf             | 0.2452 |
| 0.1269        | 6.45  | 37300 | inf             | 0.2427 |
| 0.1269        | 6.47  | 37400 | inf             | 0.2533 |
| 0.1304        | 6.49  | 37500 | inf             | 0.2552 |
| 0.1304        | 6.5   | 37600 | inf             | 0.2482 |
| 0.1304        | 6.52  | 37700 | inf             | 0.2476 |
| 0.1304        | 6.54  | 37800 | inf             | 0.2530 |
| 0.1304        | 6.55  | 37900 | inf             | 0.2427 |
| 0.1259        | 6.57  | 38000 | inf             | 0.2445 |
| 0.1259        | 6.59  | 38100 | inf             | 0.2452 |
| 0.1259        | 6.61  | 38200 | inf             | 0.2510 |
| 0.1259        | 6.62  | 38300 | inf             | 0.2455 |
| 0.1259        | 6.64  | 38400 | inf             | 0.2479 |
| 0.1244        | 6.66  | 38500 | inf             | 0.2517 |
| 0.1244        | 6.68  | 38600 | inf             | 0.2500 |
| 0.1244        | 6.69  | 38700 | inf             | 0.2422 |
| 0.1244        | 6.71  | 38800 | inf             | 0.2516 |
| 0.1244        | 6.73  | 38900 | inf             | 0.2450 |
| 0.1281        | 6.75  | 39000 | inf             | 0.2463 |
| 0.1281        | 6.76  | 39100 | inf             | 0.2481 |
| 0.1281        | 6.78  | 39200 | inf             | 0.2480 |
| 0.1281        | 6.8   | 39300 | inf             | 0.2460 |
| 0.1281        | 6.81  | 39400 | inf             | 0.2489 |
| 0.1287        | 6.83  | 39500 | inf             | 0.2485 |
| 0.1287        | 6.85  | 39600 | inf             | 0.2455 |
| 0.1287        | 6.87  | 39700 | inf             | 0.2451 |
| 0.1287        | 6.88  | 39800 | inf             | 0.2473 |
| 0.1287        | 6.9   | 39900 | inf             | 0.2500 |
| 0.1308        | 6.92  | 40000 | inf             | 0.2451 |
| 0.1308        | 6.94  | 40100 | inf             | 0.2406 |
| 0.1308        | 6.95  | 40200 | inf             | 0.2393 |
| 0.1308        | 6.97  | 40300 | inf             | 0.2414 |
| 0.1308        | 6.99  | 40400 | inf             | 0.2399 |
| 0.1189        | 7.0   | 40500 | inf             | 0.2382 |
| 0.1189        | 7.02  | 40600 | inf             | 0.2400 |
| 0.1189        | 7.04  | 40700 | inf             | 0.2420 |
| 0.1189        | 7.06  | 40800 | inf             | 0.2407 |
| 0.1189        | 7.07  | 40900 | inf             | 0.2414 |
| 0.1132        | 7.09  | 41000 | inf             | 0.2425 |
| 0.1132        | 7.11  | 41100 | inf             | 0.2377 |
| 0.1132        | 7.13  | 41200 | inf             | 0.2390 |
| 0.1132        | 7.14  | 41300 | inf             | 0.2395 |
| 0.1132        | 7.16  | 41400 | inf             | 0.2417 |
| 0.1058        | 7.18  | 41500 | inf             | 0.2392 |
| 0.1058        | 7.19  | 41600 | inf             | 0.2394 |
| 0.1058        | 7.21  | 41700 | inf             | 0.2388 |
| 0.1058        | 7.23  | 41800 | inf             | 0.2412 |
| 0.1058        | 7.25  | 41900 | inf             | 0.2451 |
| 0.1038        | 7.26  | 42000 | inf             | 0.2420 |
| 0.1038        | 7.28  | 42100 | inf             | 0.2400 |
| 0.1038        | 7.3   | 42200 | inf             | 0.2410 |
| 0.1038        | 7.32  | 42300 | inf             | 0.2378 |
| 0.1038        | 7.33  | 42400 | inf             | 0.2406 |
| 0.1084        | 7.35  | 42500 | inf             | 0.2357 |
| 0.1084        | 7.37  | 42600 | inf             | 0.2368 |
| 0.1084        | 7.38  | 42700 | inf             | 0.2358 |
| 0.1084        | 7.4   | 42800 | inf             | 0.2402 |
| 0.1084        | 7.42  | 42900 | inf             | 0.2380 |
| 0.1094        | 7.44  | 43000 | inf             | 0.2391 |
| 0.1094        | 7.45  | 43100 | inf             | 0.2422 |
| 0.1094        | 7.47  | 43200 | inf             | 0.2383 |
| 0.1094        | 7.49  | 43300 | inf             | 0.2365 |
| 0.1094        | 7.51  | 43400 | inf             | 0.2389 |
| 0.1088        | 7.52  | 43500 | inf             | 0.2360 |
| 0.1088        | 7.54  | 43600 | inf             | 0.2407 |
| 0.1088        | 7.56  | 43700 | inf             | 0.2374 |
| 0.1088        | 7.58  | 43800 | inf             | 0.2344 |
| 0.1088        | 7.59  | 43900 | inf             | 0.2355 |
| 0.1082        | 7.61  | 44000 | inf             | 0.2396 |
| 0.1082        | 7.63  | 44100 | inf             | 0.2347 |
| 0.1082        | 7.64  | 44200 | inf             | 0.2344 |
| 0.1082        | 7.66  | 44300 | inf             | 0.2360 |
| 0.1082        | 7.68  | 44400 | inf             | 0.2406 |
| 0.1101        | 7.7   | 44500 | inf             | 0.2365 |
| 0.1101        | 7.71  | 44600 | inf             | 0.2359 |
| 0.1101        | 7.73  | 44700 | inf             | 0.2444 |
| 0.1101        | 7.75  | 44800 | inf             | 0.2376 |
| 0.1101        | 7.77  | 44900 | inf             | 0.2360 |
| 0.1114        | 7.78  | 45000 | inf             | 0.2358 |
| 0.1114        | 7.8   | 45100 | inf             | 0.2365 |
| 0.1114        | 7.82  | 45200 | inf             | 0.2381 |
| 0.1114        | 7.83  | 45300 | inf             | 0.2350 |
| 0.1114        | 7.85  | 45400 | inf             | 0.2359 |
| 0.1133        | 7.87  | 45500 | inf             | 0.2368 |
| 0.1133        | 7.89  | 45600 | inf             | 0.2408 |
| 0.1133        | 7.9   | 45700 | inf             | 0.2374 |
| 0.1133        | 7.92  | 45800 | inf             | 0.2360 |
| 0.1133        | 7.94  | 45900 | inf             | 0.2318 |
| 0.1058        | 7.96  | 46000 | inf             | 0.2322 |
| 0.1058        | 7.97  | 46100 | inf             | 0.2374 |
| 0.1058        | 7.99  | 46200 | inf             | 0.2322 |
| 0.1058        | 8.01  | 46300 | inf             | 0.2361 |
| 0.1058        | 8.02  | 46400 | inf             | 0.2352 |
| 0.1024        | 8.04  | 46500 | inf             | 0.2330 |
| 0.1024        | 8.06  | 46600 | inf             | 0.2315 |
| 0.1024        | 8.08  | 46700 | inf             | 0.2315 |
| 0.1024        | 8.09  | 46800 | inf             | 0.2345 |
| 0.1024        | 8.11  | 46900 | inf             | 0.2372 |
| 0.093         | 8.13  | 47000 | inf             | 0.2356 |
| 0.093         | 8.15  | 47100 | inf             | 0.2338 |
| 0.093         | 8.16  | 47200 | inf             | 0.2303 |
| 0.093         | 8.18  | 47300 | inf             | 0.2337 |
| 0.093         | 8.2   | 47400 | inf             | 0.2333 |
| 0.0907        | 8.22  | 47500 | inf             | 0.2335 |
| 0.0907        | 8.23  | 47600 | inf             | 0.2339 |
| 0.0907        | 8.25  | 47700 | inf             | 0.2312 |
| 0.0907        | 8.27  | 47800 | inf             | 0.2334 |
| 0.0907        | 8.28  | 47900 | inf             | 0.2311 |
| 0.0909        | 8.3   | 48000 | inf             | 0.2335 |
| 0.0909        | 8.32  | 48100 | inf             | 0.2348 |
| 0.0909        | 8.34  | 48200 | inf             | 0.2290 |
| 0.0909        | 8.35  | 48300 | inf             | 0.2355 |
| 0.0909        | 8.37  | 48400 | inf             | 0.2323 |
| 0.0956        | 8.39  | 48500 | inf             | 0.2293 |
| 0.0956        | 8.41  | 48600 | inf             | 0.2290 |
| 0.0956        | 8.42  | 48700 | inf             | 0.2279 |
| 0.0956        | 8.44  | 48800 | inf             | 0.2311 |
| 0.0956        | 8.46  | 48900 | inf             | 0.2305 |
| 0.0923        | 8.47  | 49000 | inf             | 0.2332 |
| 0.0923        | 8.49  | 49100 | inf             | 0.2293 |
| 0.0923        | 8.51  | 49200 | inf             | 0.2290 |
| 0.0923        | 8.53  | 49300 | inf             | 0.2333 |
| 0.0923        | 8.54  | 49400 | inf             | 0.2310 |
| 0.0922        | 8.56  | 49500 | inf             | 0.2294 |
| 0.0922        | 8.58  | 49600 | inf             | 0.2278 |
| 0.0922        | 8.6   | 49700 | inf             | 0.2302 |
| 0.0922        | 8.61  | 49800 | inf             | 0.2311 |
| 0.0922        | 8.63  | 49900 | inf             | 0.2247 |
| 0.0922        | 8.65  | 50000 | inf             | 0.2296 |
| 0.0922        | 8.66  | 50100 | inf             | 0.2300 |
| 0.0922        | 8.68  | 50200 | inf             | 0.2265 |
| 0.0922        | 8.7   | 50300 | inf             | 0.2261 |
| 0.0922        | 8.72  | 50400 | inf             | 0.2271 |
| 0.0963        | 8.73  | 50500 | inf             | 0.2271 |
| 0.0963        | 8.75  | 50600 | inf             | 0.2282 |
| 0.0963        | 8.77  | 50700 | inf             | 0.2309 |
| 0.0963        | 8.79  | 50800 | inf             | 0.2300 |
| 0.0963        | 8.8   | 50900 | inf             | 0.2318 |
| 0.0922        | 8.82  | 51000 | inf             | 0.2307 |
| 0.0922        | 8.84  | 51100 | inf             | 0.2277 |
| 0.0922        | 8.86  | 51200 | inf             | 0.2309 |
| 0.0922        | 8.87  | 51300 | inf             | 0.2261 |
| 0.0922        | 8.89  | 51400 | inf             | 0.2297 |
| 0.0959        | 8.91  | 51500 | inf             | 0.2276 |
| 0.0959        | 8.92  | 51600 | inf             | 0.2245 |
| 0.0959        | 8.94  | 51700 | inf             | 0.2251 |
| 0.0959        | 8.96  | 51800 | inf             | 0.2244 |
| 0.0959        | 8.98  | 51900 | inf             | 0.2264 |
| 0.0936        | 8.99  | 52000 | inf             | 0.2268 |
| 0.0936        | 9.01  | 52100 | inf             | 0.2266 |
| 0.0936        | 9.03  | 52200 | inf             | 0.2268 |
| 0.0936        | 9.05  | 52300 | inf             | 0.2291 |
| 0.0936        | 9.06  | 52400 | inf             | 0.2295 |
| 0.0829        | 9.08  | 52500 | inf             | 0.2252 |
| 0.0829        | 9.1   | 52600 | inf             | 0.2258 |
| 0.0829        | 9.11  | 52700 | inf             | 0.2294 |
| 0.0829        | 9.13  | 52800 | inf             | 0.2281 |
| 0.0829        | 9.15  | 52900 | inf             | 0.2287 |
| 0.0759        | 9.17  | 53000 | inf             | 0.2263 |
| 0.0759        | 9.18  | 53100 | inf             | 0.2283 |
| 0.0759        | 9.2   | 53200 | inf             | 0.2241 |
| 0.0759        | 9.22  | 53300 | inf             | 0.2242 |
| 0.0759        | 9.24  | 53400 | inf             | 0.2249 |
| 0.0775        | 9.25  | 53500 | inf             | 0.2265 |
| 0.0775        | 9.27  | 53600 | inf             | 0.2252 |
| 0.0775        | 9.29  | 53700 | inf             | 0.2256 |
| 0.0775        | 9.3   | 53800 | inf             | 0.2250 |
| 0.0775        | 9.32  | 53900 | inf             | 0.2238 |
| 0.0763        | 9.34  | 54000 | inf             | 0.2233 |
| 0.0763        | 9.36  | 54100 | inf             | 0.2227 |
| 0.0763        | 9.37  | 54200 | inf             | 0.2256 |
| 0.0763        | 9.39  | 54300 | inf             | 0.2248 |
| 0.0763        | 9.41  | 54400 | inf             | 0.2252 |
| 0.0736        | 9.43  | 54500 | inf             | 0.2254 |
| 0.0736        | 9.44  | 54600 | inf             | 0.2294 |
| 0.0736        | 9.46  | 54700 | inf             | 0.2285 |
| 0.0736        | 9.48  | 54800 | inf             | 0.2244 |
| 0.0736        | 9.49  | 54900 | inf             | 0.2260 |
| 0.0787        | 9.51  | 55000 | inf             | 0.2214 |
| 0.0787        | 9.53  | 55100 | inf             | 0.2235 |
| 0.0787        | 9.55  | 55200 | inf             | 0.2234 |
| 0.0787        | 9.56  | 55300 | inf             | 0.2244 |
| 0.0787        | 9.58  | 55400 | inf             | 0.2268 |
| 0.078         | 9.6   | 55500 | inf             | 0.2223 |
| 0.078         | 9.62  | 55600 | inf             | 0.2227 |
| 0.078         | 9.63  | 55700 | inf             | 0.2240 |
| 0.078         | 9.65  | 55800 | inf             | 0.2246 |
| 0.078         | 9.67  | 55900 | inf             | 0.2249 |
| 0.0784        | 9.69  | 56000 | inf             | 0.2239 |
| 0.0784        | 9.7   | 56100 | inf             | 0.2214 |
| 0.0784        | 9.72  | 56200 | inf             | 0.2242 |
| 0.0784        | 9.74  | 56300 | inf             | 0.2221 |
| 0.0784        | 9.75  | 56400 | inf             | 0.2241 |
| 0.0771        | 9.77  | 56500 | inf             | 0.2238 |
| 0.0771        | 9.79  | 56600 | inf             | 0.2222 |
| 0.0771        | 9.81  | 56700 | inf             | 0.2246 |
| 0.0771        | 9.82  | 56800 | inf             | 0.2232 |
| 0.0771        | 9.84  | 56900 | inf             | 0.2237 |
| 0.076         | 9.86  | 57000 | inf             | 0.2246 |
| 0.076         | 9.88  | 57100 | inf             | 0.2202 |
| 0.076         | 9.89  | 57200 | inf             | 0.2222 |
| 0.076         | 9.91  | 57300 | inf             | 0.2244 |
| 0.076         | 9.93  | 57400 | inf             | 0.2244 |
| 0.0777        | 9.94  | 57500 | inf             | 0.2210 |
| 0.0777        | 9.96  | 57600 | inf             | 0.2182 |
| 0.0777        | 9.98  | 57700 | inf             | 0.2208 |
| 0.0777        | 10.0  | 57800 | inf             | 0.2210 |
| 0.0777        | 10.01 | 57900 | inf             | 0.2203 |
| 0.0745        | 10.03 | 58000 | inf             | 0.2221 |
| 0.0745        | 10.05 | 58100 | inf             | 0.2204 |
| 0.0745        | 10.07 | 58200 | inf             | 0.2222 |
| 0.0745        | 10.08 | 58300 | inf             | 0.2190 |
| 0.0745        | 10.1  | 58400 | inf             | 0.2216 |
| 0.0656        | 10.12 | 58500 | inf             | 0.2211 |
| 0.0656        | 10.13 | 58600 | inf             | 0.2213 |
| 0.0656        | 10.15 | 58700 | inf             | 0.2230 |
| 0.0656        | 10.17 | 58800 | inf             | 0.2234 |
| 0.0656        | 10.19 | 58900 | inf             | 0.2239 |
| 0.0688        | 10.2  | 59000 | inf             | 0.2223 |
| 0.0688        | 10.22 | 59100 | inf             | 0.2175 |
| 0.0688        | 10.24 | 59200 | inf             | 0.2191 |
| 0.0688        | 10.26 | 59300 | inf             | 0.2226 |
| 0.0688        | 10.27 | 59400 | inf             | 0.2179 |
| 0.0633        | 10.29 | 59500 | inf             | 0.2197 |
| 0.0633        | 10.31 | 59600 | inf             | 0.2212 |
| 0.0633        | 10.33 | 59700 | inf             | 0.2192 |
| 0.0633        | 10.34 | 59800 | inf             | 0.2195 |
| 0.0633        | 10.36 | 59900 | inf             | 0.2175 |
| 0.0646        | 10.38 | 60000 | inf             | 0.2155 |
| 0.0646        | 10.39 | 60100 | inf             | 0.2160 |
| 0.0646        | 10.41 | 60200 | inf             | 0.2181 |
| 0.0646        | 10.43 | 60300 | inf             | 0.2196 |
| 0.0646        | 10.45 | 60400 | inf             | 0.2204 |
| 0.0617        | 10.46 | 60500 | inf             | 0.2191 |
| 0.0617        | 10.48 | 60600 | inf             | 0.2202 |
| 0.0617        | 10.5  | 60700 | inf             | 0.2235 |
| 0.0617        | 10.52 | 60800 | inf             | 0.2167 |
| 0.0617        | 10.53 | 60900 | inf             | 0.2203 |
| 0.0662        | 10.55 | 61000 | inf             | 0.2182 |
| 0.0662        | 10.57 | 61100 | inf             | 0.2171 |
| 0.0662        | 10.58 | 61200 | inf             | 0.2190 |
| 0.0662        | 10.6  | 61300 | inf             | 0.2221 |
| 0.0662        | 10.62 | 61400 | inf             | 0.2224 |
| 0.0656        | 10.64 | 61500 | inf             | 0.2215 |
| 0.0656        | 10.65 | 61600 | inf             | 0.2196 |
| 0.0656        | 10.67 | 61700 | inf             | 0.2201 |
| 0.0656        | 10.69 | 61800 | inf             | 0.2185 |
| 0.0656        | 10.71 | 61900 | inf             | 0.2174 |
| 0.0636        | 10.72 | 62000 | inf             | 0.2189 |
| 0.0636        | 10.74 | 62100 | inf             | 0.2205 |
| 0.0636        | 10.76 | 62200 | inf             | 0.2204 |
| 0.0636        | 10.77 | 62300 | inf             | 0.2217 |
| 0.0636        | 10.79 | 62400 | inf             | 0.2192 |
| 0.0626        | 10.81 | 62500 | inf             | 0.2175 |
| 0.0626        | 10.83 | 62600 | inf             | 0.2192 |
| 0.0626        | 10.84 | 62700 | inf             | 0.2187 |
| 0.0626        | 10.86 | 62800 | inf             | 0.2171 |
| 0.0626        | 10.88 | 62900 | inf             | 0.2155 |
| 0.0641        | 10.9  | 63000 | inf             | 0.2168 |
| 0.0641        | 10.91 | 63100 | inf             | 0.2183 |
| 0.0641        | 10.93 | 63200 | inf             | 0.2177 |
| 0.0641        | 10.95 | 63300 | inf             | 0.2180 |
| 0.0641        | 10.97 | 63400 | inf             | 0.2180 |
| 0.064         | 10.98 | 63500 | inf             | 0.2186 |
| 0.064         | 11.0  | 63600 | inf             | 0.2192 |
| 0.064         | 11.02 | 63700 | inf             | 0.2194 |
| 0.064         | 11.03 | 63800 | inf             | 0.2177 |
| 0.064         | 11.05 | 63900 | inf             | 0.2173 |
| 0.0571        | 11.07 | 64000 | inf             | 0.2199 |
| 0.0571        | 11.09 | 64100 | inf             | 0.2177 |
| 0.0571        | 11.1  | 64200 | inf             | 0.2178 |
| 0.0571        | 11.12 | 64300 | inf             | 0.2196 |
| 0.0571        | 11.14 | 64400 | inf             | 0.2154 |
| 0.0536        | 11.16 | 64500 | inf             | 0.2140 |
| 0.0536        | 11.17 | 64600 | inf             | 0.2151 |
| 0.0536        | 11.19 | 64700 | inf             | 0.2156 |
| 0.0536        | 11.21 | 64800 | inf             | 0.2181 |
| 0.0536        | 11.22 | 64900 | inf             | 0.2173 |
| 0.0544        | 11.24 | 65000 | inf             | 0.2162 |
| 0.0544        | 11.26 | 65100 | inf             | 0.2146 |
| 0.0544        | 11.28 | 65200 | inf             | 0.2201 |
| 0.0544        | 11.29 | 65300 | inf             | 0.2159 |
| 0.0544        | 11.31 | 65400 | inf             | 0.2159 |
| 0.0546        | 11.33 | 65500 | inf             | 0.2158 |
| 0.0546        | 11.35 | 65600 | inf             | 0.2160 |
| 0.0546        | 11.36 | 65700 | inf             | 0.2172 |
| 0.0546        | 11.38 | 65800 | inf             | 0.2170 |
| 0.0546        | 11.4  | 65900 | inf             | 0.2161 |
| 0.0545        | 11.41 | 66000 | inf             | 0.2185 |
| 0.0545        | 11.43 | 66100 | inf             | 0.2169 |
| 0.0545        | 11.45 | 66200 | inf             | 0.2166 |
| 0.0545        | 11.47 | 66300 | inf             | 0.2143 |
| 0.0545        | 11.48 | 66400 | inf             | 0.2138 |
| 0.0539        | 11.5  | 66500 | inf             | 0.2147 |
| 0.0539        | 11.52 | 66600 | inf             | 0.2144 |
| 0.0539        | 11.54 | 66700 | inf             | 0.2142 |
| 0.0539        | 11.55 | 66800 | inf             | 0.2141 |
| 0.0539        | 11.57 | 66900 | inf             | 0.2136 |
| 0.0545        | 11.59 | 67000 | inf             | 0.2158 |
| 0.0545        | 11.6  | 67100 | inf             | 0.2178 |
| 0.0545        | 11.62 | 67200 | inf             | 0.2166 |
| 0.0545        | 11.64 | 67300 | inf             | 0.2140 |
| 0.0545        | 11.66 | 67400 | inf             | 0.2143 |
| 0.0538        | 11.67 | 67500 | inf             | 0.2141 |
| 0.0538        | 11.69 | 67600 | inf             | 0.2166 |
| 0.0538        | 11.71 | 67700 | inf             | 0.2144 |
| 0.0538        | 11.73 | 67800 | inf             | 0.2121 |
| 0.0538        | 11.74 | 67900 | inf             | 0.2133 |
| 0.0529        | 11.76 | 68000 | inf             | 0.2136 |
| 0.0529        | 11.78 | 68100 | inf             | 0.2163 |
| 0.0529        | 11.8  | 68200 | inf             | 0.2139 |
| 0.0529        | 11.81 | 68300 | inf             | 0.2130 |
| 0.0529        | 11.83 | 68400 | inf             | 0.2108 |
| 0.0528        | 11.85 | 68500 | inf             | 0.2116 |
| 0.0528        | 11.86 | 68600 | inf             | 0.2103 |
| 0.0528        | 11.88 | 68700 | inf             | 0.2112 |
| 0.0528        | 11.9  | 68800 | inf             | 0.2124 |
| 0.0528        | 11.92 | 68900 | inf             | 0.2114 |
| 0.0523        | 11.93 | 69000 | inf             | 0.2138 |
| 0.0523        | 11.95 | 69100 | inf             | 0.2135 |
| 0.0523        | 11.97 | 69200 | inf             | 0.2115 |
| 0.0523        | 11.99 | 69300 | inf             | 0.2101 |
| 0.0523        | 12.0  | 69400 | inf             | 0.2105 |
| 0.052         | 12.02 | 69500 | inf             | 0.2116 |
| 0.052         | 12.04 | 69600 | inf             | 0.2127 |
| 0.052         | 12.05 | 69700 | inf             | 0.2115 |
| 0.052         | 12.07 | 69800 | inf             | 0.2094 |
| 0.052         | 12.09 | 69900 | inf             | 0.2106 |
| 0.0499        | 12.11 | 70000 | inf             | 0.2111 |
| 0.0499        | 12.12 | 70100 | inf             | 0.2113 |
| 0.0499        | 12.14 | 70200 | inf             | 0.2125 |
| 0.0499        | 12.16 | 70300 | inf             | 0.2101 |
| 0.0499        | 12.18 | 70400 | inf             | 0.2115 |
| 0.0466        | 12.19 | 70500 | inf             | 0.2119 |
| 0.0466        | 12.21 | 70600 | inf             | 0.2102 |
| 0.0466        | 12.23 | 70700 | inf             | 0.2121 |
| 0.0466        | 12.24 | 70800 | inf             | 0.2091 |
| 0.0466        | 12.26 | 70900 | inf             | 0.2092 |
| 0.0475        | 12.28 | 71000 | inf             | 0.2102 |
| 0.0475        | 12.3  | 71100 | inf             | 0.2094 |
| 0.0475        | 12.31 | 71200 | inf             | 0.2086 |
| 0.0475        | 12.33 | 71300 | inf             | 0.2068 |
| 0.0475        | 12.35 | 71400 | inf             | 0.2077 |
| 0.0433        | 12.37 | 71500 | inf             | 0.2090 |
| 0.0433        | 12.38 | 71600 | inf             | 0.2091 |
| 0.0433        | 12.4  | 71700 | inf             | 0.2120 |
| 0.0433        | 12.42 | 71800 | inf             | 0.2089 |
| 0.0433        | 12.44 | 71900 | inf             | 0.2095 |
| 0.0457        | 12.45 | 72000 | inf             | 0.2090 |
| 0.0457        | 12.47 | 72100 | inf             | 0.2088 |
| 0.0457        | 12.49 | 72200 | inf             | 0.2080 |
| 0.0457        | 12.5  | 72300 | inf             | 0.2066 |
| 0.0457        | 12.52 | 72400 | inf             | 0.2098 |
| 0.0446        | 12.54 | 72500 | inf             | 0.2076 |
| 0.0446        | 12.56 | 72600 | inf             | 0.2068 |
| 0.0446        | 12.57 | 72700 | inf             | 0.2080 |
| 0.0446        | 12.59 | 72800 | inf             | 0.2129 |
| 0.0446        | 12.61 | 72900 | inf             | 0.2116 |
| 0.0423        | 12.63 | 73000 | inf             | 0.2108 |
| 0.0423        | 12.64 | 73100 | inf             | 0.2083 |
| 0.0423        | 12.66 | 73200 | inf             | 0.2079 |
| 0.0423        | 12.68 | 73300 | inf             | 0.2073 |
| 0.0423        | 12.69 | 73400 | inf             | 0.2074 |
| 0.0443        | 12.71 | 73500 | inf             | 0.2066 |
| 0.0443        | 12.73 | 73600 | inf             | 0.2070 |
| 0.0443        | 12.75 | 73700 | inf             | 0.2054 |
| 0.0443        | 12.76 | 73800 | inf             | 0.2044 |
| 0.0443        | 12.78 | 73900 | inf             | 0.2045 |
| 0.0431        | 12.8  | 74000 | inf             | 0.2055 |
| 0.0431        | 12.82 | 74100 | inf             | 0.2055 |
| 0.0431        | 12.83 | 74200 | inf             | 0.2086 |
| 0.0431        | 12.85 | 74300 | inf             | 0.2084 |
| 0.0431        | 12.87 | 74400 | inf             | 0.2061 |
| 0.045         | 12.88 | 74500 | inf             | 0.2069 |
| 0.045         | 12.9  | 74600 | inf             | 0.2073 |
| 0.045         | 12.92 | 74700 | inf             | 0.2057 |
| 0.045         | 12.94 | 74800 | inf             | 0.2081 |
| 0.045         | 12.95 | 74900 | inf             | 0.2059 |
| 0.0434        | 12.97 | 75000 | inf             | 0.2050 |
| 0.0434        | 12.99 | 75100 | inf             | 0.2042 |
| 0.0434        | 13.01 | 75200 | inf             | 0.2042 |
| 0.0434        | 13.02 | 75300 | inf             | 0.2035 |
| 0.0434        | 13.04 | 75400 | inf             | 0.2044 |
| 0.0388        | 13.06 | 75500 | inf             | 0.2026 |
| 0.0388        | 13.08 | 75600 | inf             | 0.2037 |
| 0.0388        | 13.09 | 75700 | inf             | 0.2043 |
| 0.0388        | 13.11 | 75800 | inf             | 0.2038 |
| 0.0388        | 13.13 | 75900 | inf             | 0.2040 |
| 0.0391        | 13.14 | 76000 | inf             | 0.2055 |
| 0.0391        | 13.16 | 76100 | inf             | 0.2059 |
| 0.0391        | 13.18 | 76200 | inf             | 0.2057 |
| 0.0391        | 13.2  | 76300 | inf             | 0.2044 |
| 0.0391        | 13.21 | 76400 | inf             | 0.2048 |
| 0.0416        | 13.23 | 76500 | inf             | 0.2041 |
| 0.0416        | 13.25 | 76600 | inf             | 0.2031 |
| 0.0416        | 13.27 | 76700 | inf             | 0.2035 |
| 0.0416        | 13.28 | 76800 | inf             | 0.2036 |
| 0.0416        | 13.3  | 76900 | inf             | 0.2027 |
| 0.0387        | 13.32 | 77000 | inf             | 0.2026 |
| 0.0387        | 13.33 | 77100 | inf             | 0.2027 |
| 0.0387        | 13.35 | 77200 | inf             | 0.2020 |
| 0.0387        | 13.37 | 77300 | inf             | 0.2015 |
| 0.0387        | 13.39 | 77400 | inf             | 0.2021 |
| 0.0388        | 13.4  | 77500 | inf             | 0.2026 |
| 0.0388        | 13.42 | 77600 | inf             | 0.2025 |
| 0.0388        | 13.44 | 77700 | inf             | 0.2026 |
| 0.0388        | 13.46 | 77800 | inf             | 0.2017 |
| 0.0388        | 13.47 | 77900 | inf             | 0.2024 |
| 0.0393        | 13.49 | 78000 | inf             | 0.2022 |
| 0.0393        | 13.51 | 78100 | inf             | 0.2027 |
| 0.0393        | 13.52 | 78200 | inf             | 0.2027 |
| 0.0393        | 13.54 | 78300 | inf             | 0.2013 |
| 0.0393        | 13.56 | 78400 | inf             | 0.2011 |
| 0.0389        | 13.58 | 78500 | inf             | 0.2009 |
| 0.0389        | 13.59 | 78600 | inf             | 0.2009 |
| 0.0389        | 13.61 | 78700 | inf             | 0.2006 |
| 0.0389        | 13.63 | 78800 | inf             | 0.2014 |
| 0.0389        | 13.65 | 78900 | inf             | 0.2009 |
| 0.0413        | 13.66 | 79000 | inf             | 0.2019 |
| 0.0413        | 13.68 | 79100 | inf             | 0.2022 |
| 0.0413        | 13.7  | 79200 | inf             | 0.2019 |
| 0.0413        | 13.71 | 79300 | inf             | 0.2029 |
| 0.0413        | 13.73 | 79400 | inf             | 0.2020 |
| 0.0384        | 13.75 | 79500 | inf             | 0.2013 |
| 0.0384        | 13.77 | 79600 | inf             | 0.2008 |
| 0.0384        | 13.78 | 79700 | inf             | 0.2013 |
| 0.0384        | 13.8  | 79800 | inf             | 0.2007 |
| 0.0384        | 13.82 | 79900 | inf             | 0.2007 |
| 0.0366        | 13.84 | 80000 | inf             | 0.2013 |
| 0.0366        | 13.85 | 80100 | inf             | 0.2008 |
| 0.0366        | 13.87 | 80200 | inf             | 0.2003 |
| 0.0366        | 13.89 | 80300 | inf             | 0.1996 |
| 0.0366        | 13.91 | 80400 | inf             | 0.1994 |
| 0.0368        | 13.92 | 80500 | inf             | 0.2001 |
| 0.0368        | 13.94 | 80600 | inf             | 0.1995 |
| 0.0368        | 13.96 | 80700 | inf             | 0.2001 |
| 0.0368        | 13.97 | 80800 | inf             | 0.1990 |
| 0.0368        | 13.99 | 80900 | inf             | 0.2001 |
| 0.0362        | 14.01 | 81000 | inf             | 0.1990 |
| 0.0362        | 14.03 | 81100 | inf             | 0.1981 |
| 0.0362        | 14.04 | 81200 | inf             | 0.1986 |
| 0.0362        | 14.06 | 81300 | inf             | 0.1979 |
| 0.0362        | 14.08 | 81400 | inf             | 0.1973 |
| 0.0353        | 14.1  | 81500 | inf             | 0.1980 |
| 0.0353        | 14.11 | 81600 | inf             | 0.1987 |
| 0.0353        | 14.13 | 81700 | inf             | 0.1979 |
| 0.0353        | 14.15 | 81800 | inf             | 0.1972 |
| 0.0353        | 14.16 | 81900 | inf             | 0.1980 |
| 0.0344        | 14.18 | 82000 | inf             | 0.1978 |
| 0.0344        | 14.2  | 82100 | inf             | 0.1987 |
| 0.0344        | 14.22 | 82200 | inf             | 0.1975 |
| 0.0344        | 14.23 | 82300 | inf             | 0.1975 |
| 0.0344        | 14.25 | 82400 | inf             | 0.1974 |
| 0.0348        | 14.27 | 82500 | inf             | 0.1974 |
| 0.0348        | 14.29 | 82600 | inf             | 0.1974 |
| 0.0348        | 14.3  | 82700 | inf             | 0.1976 |
| 0.0348        | 14.32 | 82800 | inf             | 0.1973 |
| 0.0348        | 14.34 | 82900 | inf             | 0.1974 |
| 0.0328        | 14.35 | 83000 | inf             | 0.1980 |
| 0.0328        | 14.37 | 83100 | inf             | 0.1979 |
| 0.0328        | 14.39 | 83200 | inf             | 0.1974 |
| 0.0328        | 14.41 | 83300 | inf             | 0.1974 |
| 0.0328        | 14.42 | 83400 | inf             | 0.1973 |
| 0.0351        | 14.44 | 83500 | inf             | 0.1973 |
| 0.0351        | 14.46 | 83600 | inf             | 0.1972 |
| 0.0351        | 14.48 | 83700 | inf             | 0.1976 |
| 0.0351        | 14.49 | 83800 | inf             | 0.1969 |
| 0.0351        | 14.51 | 83900 | inf             | 0.1969 |
| 0.0329        | 14.53 | 84000 | inf             | 0.1965 |
| 0.0329        | 14.55 | 84100 | inf             | 0.1966 |
| 0.0329        | 14.56 | 84200 | inf             | 0.1964 |
| 0.0329        | 14.58 | 84300 | inf             | 0.1968 |
| 0.0329        | 14.6  | 84400 | inf             | 0.1964 |
| 0.036         | 14.61 | 84500 | inf             | 0.1965 |
| 0.036         | 14.63 | 84600 | inf             | 0.1964 |
| 0.036         | 14.65 | 84700 | inf             | 0.1968 |
| 0.036         | 14.67 | 84800 | inf             | 0.1969 |
| 0.036         | 14.68 | 84900 | inf             | 0.1967 |
| 0.0322        | 14.7  | 85000 | inf             | 0.1966 |
| 0.0322        | 14.72 | 85100 | inf             | 0.1967 |
| 0.0322        | 14.74 | 85200 | inf             | 0.1965 |
| 0.0322        | 14.75 | 85300 | inf             | 0.1964 |
| 0.0322        | 14.77 | 85400 | inf             | 0.1964 |
| 0.0321        | 14.79 | 85500 | inf             | 0.1964 |
| 0.0321        | 14.8  | 85600 | inf             | 0.1962 |
| 0.0321        | 14.82 | 85700 | inf             | 0.1960 |
| 0.0321        | 14.84 | 85800 | inf             | 0.1959 |
| 0.0321        | 14.86 | 85900 | inf             | 0.1962 |
| 0.0341        | 14.87 | 86000 | inf             | 0.1961 |
| 0.0341        | 14.89 | 86100 | inf             | 0.1964 |
| 0.0341        | 14.91 | 86200 | inf             | 0.1962 |
| 0.0341        | 14.93 | 86300 | inf             | 0.1962 |
| 0.0341        | 14.94 | 86400 | inf             | 0.1963 |
| 0.0338        | 14.96 | 86500 | inf             | 0.1963 |
| 0.0338        | 14.98 | 86600 | inf             | 0.1963 |
| 0.0338        | 14.99 | 86700 | inf             | 0.1963 |


### Framework versions

- Transformers 4.31.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.13.0
- Tokenizers 0.13.3