alamsher's picture
Fixed model card name
f13692a
---
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