--- language: - sv-SE license: apache-2.0 tags: - automatic-speech-recognition - common_voice - generated_from_trainer model-index: - name: wav2vec2-speechdat results: [] --- # wav2vec2-speechdat This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the COMMON_VOICE - SV-SE dataset. It achieves the following results on the evaluation set: - Loss: 0.4578 - Wer: 0.2927 ## 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: 16 - eval_batch_size: 8 - seed: 42 - gradient_accumulation_steps: 2 - total_train_batch_size: 32 - 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 - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Validation Loss | Wer | |:-------------:|:-----:|:------:|:---------------:|:------:| | No log | 0.01 | 100 | 3.6252 | 1.0 | | No log | 0.02 | 200 | 3.1906 | 1.0 | | No log | 0.03 | 300 | 3.1090 | 1.0 | | No log | 0.04 | 400 | 1.8796 | 0.9955 | | 6.2575 | 0.05 | 500 | 1.3515 | 0.9058 | | 6.2575 | 0.06 | 600 | 1.1209 | 0.8328 | | 6.2575 | 0.07 | 700 | 1.1404 | 0.8309 | | 6.2575 | 0.09 | 800 | 1.0599 | 0.8021 | | 6.2575 | 0.1 | 900 | 0.9901 | 0.8335 | | 0.7737 | 0.11 | 1000 | 0.8846 | 0.7400 | | 0.7737 | 0.12 | 1100 | 0.9971 | 0.7820 | | 0.7737 | 0.13 | 1200 | 0.8665 | 0.7123 | | 0.7737 | 0.14 | 1300 | 0.8490 | 0.7366 | | 0.7737 | 0.15 | 1400 | 0.8250 | 0.6765 | | 0.6183 | 0.16 | 1500 | 0.8291 | 0.6965 | | 0.6183 | 0.17 | 1600 | 0.7946 | 0.6823 | | 0.6183 | 0.18 | 1700 | 0.8239 | 0.6894 | | 0.6183 | 0.19 | 1800 | 0.8282 | 0.6796 | | 0.6183 | 0.2 | 1900 | 0.7645 | 0.6518 | | 0.561 | 0.21 | 2000 | 0.7530 | 0.6367 | | 0.561 | 0.22 | 2100 | 0.7296 | 0.6177 | | 0.561 | 0.24 | 2200 | 0.7527 | 0.6498 | | 0.561 | 0.25 | 2300 | 0.7210 | 0.6316 | | 0.561 | 0.26 | 2400 | 0.7938 | 0.6757 | | 0.5402 | 0.27 | 2500 | 0.7485 | 0.6372 | | 0.5402 | 0.28 | 2600 | 0.7146 | 0.6133 | | 0.5402 | 0.29 | 2700 | 0.7308 | 0.6626 | | 0.5402 | 0.3 | 2800 | 0.7078 | 0.5949 | | 0.5402 | 0.31 | 2900 | 0.7679 | 0.6373 | | 0.5303 | 0.32 | 3000 | 0.7263 | 0.6502 | | 0.5303 | 0.33 | 3100 | 0.6613 | 0.5846 | | 0.5303 | 0.34 | 3200 | 0.6784 | 0.5783 | | 0.5303 | 0.35 | 3300 | 0.6908 | 0.5833 | | 0.5303 | 0.36 | 3400 | 0.6595 | 0.5826 | | 0.503 | 0.37 | 3500 | 0.6717 | 0.5938 | | 0.503 | 0.39 | 3600 | 0.6938 | 0.5791 | | 0.503 | 0.4 | 3700 | 0.6677 | 0.6052 | | 0.503 | 0.41 | 3800 | 0.6544 | 0.5554 | | 0.503 | 0.42 | 3900 | 0.6514 | 0.5728 | | 0.4959 | 0.43 | 4000 | 0.6847 | 0.6188 | | 0.4959 | 0.44 | 4100 | 0.6626 | 0.5869 | | 0.4959 | 0.45 | 4200 | 0.6670 | 0.5700 | | 0.4959 | 0.46 | 4300 | 0.6596 | 0.5846 | | 0.4959 | 0.47 | 4400 | 0.6523 | 0.5468 | | 0.4824 | 0.48 | 4500 | 0.6392 | 0.5688 | | 0.4824 | 0.49 | 4600 | 0.6561 | 0.5687 | | 0.4824 | 0.5 | 4700 | 0.6697 | 0.5817 | | 0.4824 | 0.51 | 4800 | 0.6348 | 0.5608 | | 0.4824 | 0.52 | 4900 | 0.6561 | 0.5600 | | 0.4714 | 0.54 | 5000 | 0.6522 | 0.6181 | | 0.4714 | 0.55 | 5100 | 0.6858 | 0.5921 | | 0.4714 | 0.56 | 5200 | 0.6706 | 0.5497 | | 0.4714 | 0.57 | 5300 | 0.7123 | 0.5768 | | 0.4714 | 0.58 | 5400 | 0.6599 | 0.6100 | | 0.471 | 0.59 | 5500 | 0.6421 | 0.5626 | | 0.471 | 0.6 | 5600 | 0.6395 | 0.5753 | | 0.471 | 0.61 | 5700 | 0.6788 | 0.5481 | | 0.471 | 0.62 | 5800 | 0.6386 | 0.5516 | | 0.471 | 0.63 | 5900 | 0.6694 | 0.5913 | | 0.4707 | 0.64 | 6000 | 0.6251 | 0.5699 | | 0.4707 | 0.65 | 6100 | 0.6243 | 0.5567 | | 0.4707 | 0.66 | 6200 | 0.6645 | 0.5629 | | 0.4707 | 0.67 | 6300 | 0.6296 | 0.5895 | | 0.4707 | 0.69 | 6400 | 0.6078 | 0.5183 | | 0.4632 | 0.7 | 6500 | 0.6270 | 0.5619 | | 0.4632 | 0.71 | 6600 | 0.6050 | 0.5336 | | 0.4632 | 0.72 | 6700 | 0.6185 | 0.5449 | | 0.4632 | 0.73 | 6800 | 0.6281 | 0.5645 | | 0.4632 | 0.74 | 6900 | 0.5877 | 0.5084 | | 0.4514 | 0.75 | 7000 | 0.6199 | 0.5403 | | 0.4514 | 0.76 | 7100 | 0.6293 | 0.5275 | | 0.4514 | 0.77 | 7200 | 0.6290 | 0.5447 | | 0.4514 | 0.78 | 7300 | 0.6130 | 0.5373 | | 0.4514 | 0.79 | 7400 | 0.6138 | 0.5285 | | 0.4457 | 0.8 | 7500 | 0.6040 | 0.5259 | | 0.4457 | 0.81 | 7600 | 0.6220 | 0.5686 | | 0.4457 | 0.82 | 7700 | 0.5915 | 0.5164 | | 0.4457 | 0.84 | 7800 | 0.6270 | 0.5289 | | 0.4457 | 0.85 | 7900 | 0.6224 | 0.5515 | | 0.4458 | 0.86 | 8000 | 0.6161 | 0.5323 | | 0.4458 | 0.87 | 8100 | 0.5827 | 0.5122 | | 0.4458 | 0.88 | 8200 | 0.6067 | 0.5202 | | 0.4458 | 0.89 | 8300 | 0.6087 | 0.5192 | | 0.4458 | 0.9 | 8400 | 0.6859 | 0.5796 | | 0.4409 | 0.91 | 8500 | 0.6180 | 0.5131 | | 0.4409 | 0.92 | 8600 | 0.5945 | 0.4948 | | 0.4409 | 0.93 | 8700 | 0.5967 | 0.5532 | | 0.4409 | 0.94 | 8800 | 0.5770 | 0.4961 | | 0.4409 | 0.95 | 8900 | 0.5809 | 0.5203 | | 0.4305 | 0.96 | 9000 | 0.5805 | 0.5039 | | 0.4305 | 0.97 | 9100 | 0.5873 | 0.5188 | | 0.4305 | 0.98 | 9200 | 0.6277 | 0.5516 | | 0.4305 | 1.0 | 9300 | 0.5727 | 0.5052 | | 0.4305 | 1.01 | 9400 | 0.5858 | 0.5123 | | 0.4264 | 1.02 | 9500 | 0.5692 | 0.4968 | | 0.4264 | 1.03 | 9600 | 0.5954 | 0.5117 | | 0.4264 | 1.04 | 9700 | 0.5904 | 0.5076 | | 0.4264 | 1.05 | 9800 | 0.6046 | 0.5101 | | 0.4264 | 1.06 | 9900 | 0.5616 | 0.4926 | | 0.4176 | 1.07 | 10000 | 0.5971 | 0.5368 | | 0.4176 | 1.08 | 10100 | 0.5706 | 0.4940 | | 0.4176 | 1.09 | 10200 | 0.5612 | 0.5032 | | 0.4176 | 1.1 | 10300 | 0.5672 | 0.4944 | | 0.4176 | 1.11 | 10400 | 0.5915 | 0.5218 | | 0.4033 | 1.12 | 10500 | 0.5706 | 0.5051 | | 0.4033 | 1.13 | 10600 | 0.5661 | 0.4934 | | 0.4033 | 1.15 | 10700 | 0.5724 | 0.4903 | | 0.4033 | 1.16 | 10800 | 0.5792 | 0.4940 | | 0.4033 | 1.17 | 10900 | 0.5744 | 0.4911 | | 0.392 | 1.18 | 11000 | 0.5767 | 0.5162 | | 0.392 | 1.19 | 11100 | 0.5588 | 0.4835 | | 0.392 | 1.2 | 11200 | 0.5609 | 0.4922 | | 0.392 | 1.21 | 11300 | 0.5890 | 0.4914 | | 0.392 | 1.22 | 11400 | 0.5525 | 0.4897 | | 0.387 | 1.23 | 11500 | 0.5704 | 0.5051 | | 0.387 | 1.24 | 11600 | 0.5539 | 0.5014 | | 0.387 | 1.25 | 11700 | 0.5473 | 0.4882 | | 0.387 | 1.26 | 11800 | 0.5662 | 0.5004 | | 0.387 | 1.27 | 11900 | 0.5785 | 0.5220 | | 0.3956 | 1.28 | 12000 | 0.5990 | 0.5114 | | 0.3956 | 1.3 | 12100 | 0.5497 | 0.4895 | | 0.3956 | 1.31 | 12200 | 0.5538 | 0.4895 | | 0.3956 | 1.32 | 12300 | 0.5652 | 0.4913 | | 0.3956 | 1.33 | 12400 | 0.5682 | 0.5128 | | 0.4043 | 1.34 | 12500 | 0.5830 | 0.4999 | | 0.4043 | 1.35 | 12600 | 0.5686 | 0.4865 | | 0.4043 | 1.36 | 12700 | 0.5688 | 0.4937 | | 0.4043 | 1.37 | 12800 | 0.5753 | 0.5034 | | 0.4043 | 1.38 | 12900 | 0.5898 | 0.4865 | | 0.3997 | 1.39 | 13000 | 0.5723 | 0.4963 | | 0.3997 | 1.4 | 13100 | 0.5767 | 0.4986 | | 0.3997 | 1.41 | 13200 | 0.5960 | 0.5084 | | 0.3997 | 1.42 | 13300 | 0.5859 | 0.5096 | | 0.3997 | 1.43 | 13400 | 0.5491 | 0.4784 | | 0.3997 | 1.45 | 13500 | 0.5636 | 0.5049 | | 0.3997 | 1.46 | 13600 | 0.5667 | 0.4708 | | 0.3997 | 1.47 | 13700 | 0.5757 | 0.4862 | | 0.3997 | 1.48 | 13800 | 0.5444 | 0.4816 | | 0.3997 | 1.49 | 13900 | 0.5557 | 0.4792 | | 0.3954 | 1.5 | 14000 | 0.5437 | 0.4810 | | 0.3954 | 1.51 | 14100 | 0.5489 | 0.4674 | | 0.3954 | 1.52 | 14200 | 0.5415 | 0.4674 | | 0.3954 | 1.53 | 14300 | 0.5481 | 0.4902 | | 0.3954 | 1.54 | 14400 | 0.5474 | 0.4763 | | 0.3814 | 1.55 | 14500 | 0.5588 | 0.4731 | | 0.3814 | 1.56 | 14600 | 0.5746 | 0.4820 | | 0.3814 | 1.57 | 14700 | 0.5676 | 0.4884 | | 0.3814 | 1.58 | 14800 | 0.5495 | 0.4711 | | 0.3814 | 1.6 | 14900 | 0.5565 | 0.4782 | | 0.3877 | 1.61 | 15000 | 0.5671 | 0.5135 | | 0.3877 | 1.62 | 15100 | 0.5512 | 0.4868 | | 0.3877 | 1.63 | 15200 | 0.5683 | 0.4650 | | 0.3877 | 1.64 | 15300 | 0.5427 | 0.4717 | | 0.3877 | 1.65 | 15400 | 0.5519 | 0.4651 | | 0.387 | 1.66 | 15500 | 0.5327 | 0.4456 | | 0.387 | 1.67 | 15600 | 0.5371 | 0.4673 | | 0.387 | 1.68 | 15700 | 0.5337 | 0.4705 | | 0.387 | 1.69 | 15800 | 0.5606 | 0.4992 | | 0.387 | 1.7 | 15900 | 0.5254 | 0.4613 | | 0.3877 | 1.71 | 16000 | 0.5619 | 0.4882 | | 0.3877 | 1.72 | 16100 | 0.5212 | 0.4560 | | 0.3877 | 1.73 | 16200 | 0.5369 | 0.4696 | | 0.3877 | 1.75 | 16300 | 0.5392 | 0.4677 | | 0.3877 | 1.76 | 16400 | 0.5353 | 0.4768 | | 0.3739 | 1.77 | 16500 | 0.5435 | 0.4777 | | 0.3739 | 1.78 | 16600 | 0.5343 | 0.4884 | | 0.3739 | 1.79 | 16700 | 0.5309 | 0.4942 | | 0.3739 | 1.8 | 16800 | 0.5373 | 0.4727 | | 0.3739 | 1.81 | 16900 | 0.5550 | 0.4686 | | 0.3884 | 1.82 | 17000 | 0.5486 | 0.4826 | | 0.3884 | 1.83 | 17100 | 0.5508 | 0.4862 | | 0.3884 | 1.84 | 17200 | 0.5423 | 0.4855 | | 0.3884 | 1.85 | 17300 | 0.5478 | 0.4730 | | 0.3884 | 1.86 | 17400 | 0.5438 | 0.4938 | | 0.3842 | 1.87 | 17500 | 0.5571 | 0.4818 | | 0.3842 | 1.88 | 17600 | 0.5402 | 0.4753 | | 0.3842 | 1.9 | 17700 | 0.5679 | 0.4827 | | 0.3842 | 1.91 | 17800 | 0.5385 | 0.4642 | | 0.3842 | 1.92 | 17900 | 0.5519 | 0.4942 | | 0.3953 | 1.93 | 18000 | 0.5559 | 0.4745 | | 0.3953 | 1.94 | 18100 | 0.5657 | 0.4963 | | 0.3953 | 1.95 | 18200 | 0.5296 | 0.4642 | | 0.3953 | 1.96 | 18300 | 0.5529 | 0.4907 | | 0.3953 | 1.97 | 18400 | 0.5380 | 0.4536 | | 0.3745 | 1.98 | 18500 | 0.5276 | 0.4678 | | 0.3745 | 1.99 | 18600 | 0.5544 | 0.4854 | | 0.3745 | 2.0 | 18700 | 0.5195 | 0.4535 | | 0.3745 | 2.01 | 18800 | 0.5165 | 0.4635 | | 0.3745 | 2.02 | 18900 | 0.5062 | 0.4431 | | 0.3538 | 2.03 | 19000 | 0.5255 | 0.4509 | | 0.3538 | 2.04 | 19100 | 0.5125 | 0.4512 | | 0.3538 | 2.06 | 19200 | 0.5105 | 0.4504 | | 0.3538 | 2.07 | 19300 | 0.5000 | 0.4490 | | 0.3538 | 2.08 | 19400 | 0.5150 | 0.4520 | | 0.356 | 2.09 | 19500 | 0.5053 | 0.4383 | | 0.356 | 2.1 | 19600 | 0.5085 | 0.4417 | | 0.356 | 2.11 | 19700 | 0.5229 | 0.4490 | | 0.356 | 2.12 | 19800 | 0.5326 | 0.4492 | | 0.356 | 2.13 | 19900 | 0.5139 | 0.4491 | | 0.3474 | 2.14 | 20000 | 0.5134 | 0.4384 | | 0.3474 | 2.15 | 20100 | 0.5498 | 0.4606 | | 0.3474 | 2.16 | 20200 | 0.5324 | 0.4540 | | 0.3474 | 2.17 | 20300 | 0.5338 | 0.4548 | | 0.3474 | 2.18 | 20400 | 0.5076 | 0.4425 | | 0.345 | 2.19 | 20500 | 0.5253 | 0.4550 | | 0.345 | 2.21 | 20600 | 0.5125 | 0.4618 | | 0.345 | 2.22 | 20700 | 0.5171 | 0.4487 | | 0.345 | 2.23 | 20800 | 0.5232 | 0.4464 | | 0.345 | 2.24 | 20900 | 0.5298 | 0.4588 | | 0.341 | 2.25 | 21000 | 0.5342 | 0.4576 | | 0.341 | 2.26 | 21100 | 0.5515 | 0.4678 | | 0.341 | 2.27 | 21200 | 0.5041 | 0.4495 | | 0.341 | 2.28 | 21300 | 0.5169 | 0.4473 | | 0.341 | 2.29 | 21400 | 0.5227 | 0.4494 | | 0.354 | 2.3 | 21500 | 0.5214 | 0.4458 | | 0.354 | 2.31 | 21600 | 0.5303 | 0.4587 | | 0.354 | 2.32 | 21700 | 0.5237 | 0.4597 | | 0.354 | 2.33 | 21800 | 0.5067 | 0.4460 | | 0.354 | 2.34 | 21900 | 0.5117 | 0.4560 | | 0.3333 | 2.36 | 22000 | 0.5104 | 0.4359 | | 0.3333 | 2.37 | 22100 | 0.5326 | 0.4679 | | 0.3333 | 2.38 | 22200 | 0.5098 | 0.4510 | | 0.3333 | 2.39 | 22300 | 0.5044 | 0.4445 | | 0.3333 | 2.4 | 22400 | 0.5219 | 0.4489 | | 0.3514 | 2.41 | 22500 | 0.4987 | 0.4433 | | 0.3514 | 2.42 | 22600 | 0.5009 | 0.4338 | | 0.3514 | 2.43 | 22700 | 0.5252 | 0.4444 | | 0.3514 | 2.44 | 22800 | 0.4861 | 0.4269 | | 0.3514 | 2.45 | 22900 | 0.5157 | 0.4421 | | 0.3444 | 2.46 | 23000 | 0.5277 | 0.4426 | | 0.3444 | 2.47 | 23100 | 0.5213 | 0.4378 | | 0.3444 | 2.48 | 23200 | 0.5172 | 0.4482 | | 0.3444 | 2.49 | 23300 | 0.5142 | 0.4376 | | 0.3444 | 2.51 | 23400 | 0.5044 | 0.4231 | | 0.3536 | 2.52 | 23500 | 0.5268 | 0.4496 | | 0.3536 | 2.53 | 23600 | 0.5176 | 0.4326 | | 0.3536 | 2.54 | 23700 | 0.5032 | 0.4296 | | 0.3536 | 2.55 | 23800 | 0.5211 | 0.4460 | | 0.3536 | 2.56 | 23900 | 0.5093 | 0.4379 | | 0.337 | 2.57 | 24000 | 0.4990 | 0.4311 | | 0.337 | 2.58 | 24100 | 0.4962 | 0.4329 | | 0.337 | 2.59 | 24200 | 0.5033 | 0.4289 | | 0.337 | 2.6 | 24300 | 0.5260 | 0.4534 | | 0.337 | 2.61 | 24400 | 0.5309 | 0.4441 | | 0.3393 | 2.62 | 24500 | 0.5132 | 0.4346 | | 0.3393 | 2.63 | 24600 | 0.5189 | 0.4233 | | 0.3393 | 2.64 | 24700 | 0.5074 | 0.4326 | | 0.3393 | 2.66 | 24800 | 0.5111 | 0.4254 | | 0.3393 | 2.67 | 24900 | 0.4933 | 0.4254 | | 0.3334 | 2.68 | 25000 | 0.5046 | 0.4407 | | 0.3334 | 2.69 | 25100 | 0.5010 | 0.4404 | | 0.3334 | 2.7 | 25200 | 0.5045 | 0.4236 | | 0.3334 | 2.71 | 25300 | 0.4938 | 0.4305 | | 0.3334 | 2.72 | 25400 | 0.5021 | 0.4383 | | 0.3366 | 2.73 | 25500 | 0.4953 | 0.4202 | | 0.3366 | 2.74 | 25600 | 0.4985 | 0.4338 | | 0.3366 | 2.75 | 25700 | 0.4765 | 0.4161 | | 0.3366 | 2.76 | 25800 | 0.4873 | 0.4292 | | 0.3366 | 2.77 | 25900 | 0.4998 | 0.4189 | | 0.3359 | 2.78 | 26000 | 0.4991 | 0.4248 | | 0.3359 | 2.79 | 26100 | 0.5012 | 0.4307 | | 0.3359 | 2.81 | 26200 | 0.5081 | 0.4151 | | 0.3359 | 2.82 | 26300 | 0.4997 | 0.4305 | | 0.3359 | 2.83 | 26400 | 0.4969 | 0.4302 | | 0.3396 | 2.84 | 26500 | 0.4784 | 0.4271 | | 0.3396 | 2.85 | 26600 | 0.4804 | 0.4149 | | 0.3396 | 2.86 | 26700 | 0.4900 | 0.4192 | | 0.3396 | 2.87 | 26800 | 0.5044 | 0.4325 | | 0.3396 | 2.88 | 26900 | 0.4935 | 0.4376 | | 0.3356 | 2.89 | 27000 | 0.5007 | 0.4269 | | 0.3356 | 2.9 | 27100 | 0.4887 | 0.4178 | | 0.3356 | 2.91 | 27200 | 0.4770 | 0.4170 | | 0.3356 | 2.92 | 27300 | 0.4847 | 0.4167 | | 0.3356 | 2.93 | 27400 | 0.4861 | 0.4139 | | 0.3395 | 2.94 | 27500 | 0.4975 | 0.4291 | | 0.3395 | 2.95 | 27600 | 0.5056 | 0.4471 | | 0.3395 | 2.97 | 27700 | 0.5111 | 0.4375 | | 0.3395 | 2.98 | 27800 | 0.5327 | 0.4577 | | 0.3395 | 2.99 | 27900 | 0.5067 | 0.4393 | | 0.3332 | 3.0 | 28000 | 0.4898 | 0.4188 | | 0.3332 | 3.01 | 28100 | 0.4790 | 0.4093 | | 0.3332 | 3.02 | 28200 | 0.4828 | 0.4202 | | 0.3332 | 3.03 | 28300 | 0.4836 | 0.4146 | | 0.3332 | 3.04 | 28400 | 0.4901 | 0.4242 | | 0.2984 | 3.05 | 28500 | 0.4772 | 0.4118 | | 0.2984 | 3.06 | 28600 | 0.5055 | 0.4213 | | 0.2984 | 3.07 | 28700 | 0.4911 | 0.4100 | | 0.2984 | 3.08 | 28800 | 0.4737 | 0.4087 | | 0.2984 | 3.09 | 28900 | 0.4930 | 0.4216 | | 0.3056 | 3.1 | 29000 | 0.4736 | 0.4109 | | 0.3056 | 3.12 | 29100 | 0.4863 | 0.4058 | | 0.3056 | 3.13 | 29200 | 0.4784 | 0.4184 | | 0.3056 | 3.14 | 29300 | 0.4923 | 0.4240 | | 0.3056 | 3.15 | 29400 | 0.4846 | 0.4226 | | 0.2995 | 3.16 | 29500 | 0.4829 | 0.4086 | | 0.2995 | 3.17 | 29600 | 0.4934 | 0.4240 | | 0.2995 | 3.18 | 29700 | 0.4893 | 0.4152 | | 0.2995 | 3.19 | 29800 | 0.4730 | 0.4227 | | 0.2995 | 3.2 | 29900 | 0.5027 | 0.4330 | | 0.2926 | 3.21 | 30000 | 0.4903 | 0.4112 | | 0.2926 | 3.22 | 30100 | 0.4961 | 0.4157 | | 0.2926 | 3.23 | 30200 | 0.4980 | 0.4269 | | 0.2926 | 3.24 | 30300 | 0.4896 | 0.4126 | | 0.2926 | 3.25 | 30400 | 0.4726 | 0.4062 | | 0.301 | 3.27 | 30500 | 0.4733 | 0.3985 | | 0.301 | 3.28 | 30600 | 0.4772 | 0.4047 | | 0.301 | 3.29 | 30700 | 0.4806 | 0.4082 | | 0.301 | 3.3 | 30800 | 0.4683 | 0.4011 | | 0.301 | 3.31 | 30900 | 0.4775 | 0.4079 | | 0.2933 | 3.32 | 31000 | 0.4729 | 0.4083 | | 0.2933 | 3.33 | 31100 | 0.4628 | 0.4016 | | 0.2933 | 3.34 | 31200 | 0.4753 | 0.4192 | | 0.2933 | 3.35 | 31300 | 0.4687 | 0.4185 | | 0.2933 | 3.36 | 31400 | 0.4806 | 0.4106 | | 0.2957 | 3.37 | 31500 | 0.4889 | 0.4240 | | 0.2957 | 3.38 | 31600 | 0.4882 | 0.4182 | | 0.2957 | 3.39 | 31700 | 0.4798 | 0.4162 | | 0.2957 | 3.4 | 31800 | 0.4718 | 0.4108 | | 0.2957 | 3.42 | 31900 | 0.4685 | 0.4101 | | 0.3039 | 3.43 | 32000 | 0.4816 | 0.4188 | | 0.3039 | 3.44 | 32100 | 0.4874 | 0.4139 | | 0.3039 | 3.45 | 32200 | 0.4899 | 0.4115 | | 0.3039 | 3.46 | 32300 | 0.4852 | 0.4180 | | 0.3039 | 3.47 | 32400 | 0.5074 | 0.4129 | | 0.3006 | 3.48 | 32500 | 0.4837 | 0.4076 | | 0.3006 | 3.49 | 32600 | 0.4927 | 0.4098 | | 0.3006 | 3.5 | 32700 | 0.4999 | 0.4172 | | 0.3006 | 3.51 | 32800 | 0.4773 | 0.4194 | | 0.3006 | 3.52 | 32900 | 0.4859 | 0.4058 | | 0.3089 | 3.53 | 33000 | 0.4783 | 0.4104 | | 0.3089 | 3.54 | 33100 | 0.4622 | 0.4020 | | 0.3089 | 3.55 | 33200 | 0.4840 | 0.4065 | | 0.3089 | 3.57 | 33300 | 0.4756 | 0.4241 | | 0.3089 | 3.58 | 33400 | 0.4831 | 0.4170 | | 0.3061 | 3.59 | 33500 | 0.4794 | 0.4068 | | 0.3061 | 3.6 | 33600 | 0.4730 | 0.4037 | | 0.3061 | 3.61 | 33700 | 0.4808 | 0.4138 | | 0.3061 | 3.62 | 33800 | 0.4924 | 0.4248 | | 0.3061 | 3.63 | 33900 | 0.4749 | 0.4112 | | 0.3047 | 3.64 | 34000 | 0.4924 | 0.4326 | | 0.3047 | 3.65 | 34100 | 0.4745 | 0.4104 | | 0.3047 | 3.66 | 34200 | 0.4760 | 0.4123 | | 0.3047 | 3.67 | 34300 | 0.4788 | 0.4066 | | 0.3047 | 3.68 | 34400 | 0.4627 | 0.4158 | | 0.3042 | 3.69 | 34500 | 0.4974 | 0.4131 | | 0.3042 | 3.7 | 34600 | 0.4593 | 0.4063 | | 0.3042 | 3.72 | 34700 | 0.4549 | 0.3928 | | 0.3042 | 3.73 | 34800 | 0.4690 | 0.3898 | | 0.3042 | 3.74 | 34900 | 0.4560 | 0.4007 | | 0.2963 | 3.75 | 35000 | 0.4606 | 0.3959 | | 0.2963 | 3.76 | 35100 | 0.4762 | 0.4057 | | 0.2963 | 3.77 | 35200 | 0.4750 | 0.4034 | | 0.2963 | 3.78 | 35300 | 0.4772 | 0.4114 | | 0.2963 | 3.79 | 35400 | 0.4669 | 0.3995 | | 0.3012 | 3.8 | 35500 | 0.4709 | 0.4090 | | 0.3012 | 3.81 | 35600 | 0.4722 | 0.4123 | | 0.3012 | 3.82 | 35700 | 0.4913 | 0.4165 | | 0.3012 | 3.83 | 35800 | 0.4814 | 0.4063 | | 0.3012 | 3.84 | 35900 | 0.4869 | 0.4171 | | 0.3015 | 3.85 | 36000 | 0.4791 | 0.4059 | | 0.3015 | 3.87 | 36100 | 0.4535 | 0.3976 | | 0.3015 | 3.88 | 36200 | 0.4706 | 0.4009 | | 0.3015 | 3.89 | 36300 | 0.4679 | 0.4012 | | 0.3015 | 3.9 | 36400 | 0.4736 | 0.4096 | | 0.2965 | 3.91 | 36500 | 0.4756 | 0.4106 | | 0.2965 | 3.92 | 36600 | 0.4669 | 0.4085 | | 0.2965 | 3.93 | 36700 | 0.4796 | 0.4054 | | 0.2965 | 3.94 | 36800 | 0.4583 | 0.3932 | | 0.2965 | 3.95 | 36900 | 0.4430 | 0.3969 | | 0.2993 | 3.96 | 37000 | 0.4560 | 0.3914 | | 0.2993 | 3.97 | 37100 | 0.4739 | 0.4002 | | 0.2993 | 3.98 | 37200 | 0.4598 | 0.3912 | | 0.2993 | 3.99 | 37300 | 0.4607 | 0.3907 | | 0.2993 | 4.0 | 37400 | 0.4709 | 0.3986 | | 0.2886 | 4.01 | 37500 | 0.4642 | 0.4067 | | 0.2886 | 4.03 | 37600 | 0.4684 | 0.3984 | | 0.2886 | 4.04 | 37700 | 0.4690 | 0.3979 | | 0.2886 | 4.05 | 37800 | 0.4722 | 0.3980 | | 0.2886 | 4.06 | 37900 | 0.4734 | 0.3927 | | 0.2534 | 4.07 | 38000 | 0.4724 | 0.3988 | | 0.2534 | 4.08 | 38100 | 0.4665 | 0.3986 | | 0.2534 | 4.09 | 38200 | 0.4659 | 0.4036 | | 0.2534 | 4.1 | 38300 | 0.4694 | 0.3952 | | 0.2534 | 4.11 | 38400 | 0.4719 | 0.3891 | | 0.2596 | 4.12 | 38500 | 0.4687 | 0.3994 | | 0.2596 | 4.13 | 38600 | 0.4705 | 0.3903 | | 0.2596 | 4.14 | 38700 | 0.4601 | 0.3975 | | 0.2596 | 4.15 | 38800 | 0.4666 | 0.3971 | | 0.2596 | 4.16 | 38900 | 0.4772 | 0.3892 | | 0.2643 | 4.18 | 39000 | 0.4810 | 0.4071 | | 0.2643 | 4.19 | 39100 | 0.4980 | 0.4167 | | 0.2643 | 4.2 | 39200 | 0.4657 | 0.3996 | | 0.2643 | 4.21 | 39300 | 0.4869 | 0.4002 | | 0.2643 | 4.22 | 39400 | 0.4656 | 0.3913 | | 0.265 | 4.23 | 39500 | 0.4720 | 0.3947 | | 0.265 | 4.24 | 39600 | 0.4711 | 0.3970 | | 0.265 | 4.25 | 39700 | 0.4689 | 0.3933 | | 0.265 | 4.26 | 39800 | 0.4728 | 0.4017 | | 0.265 | 4.27 | 39900 | 0.4673 | 0.3847 | | 0.2644 | 4.28 | 40000 | 0.4636 | 0.3960 | | 0.2644 | 4.29 | 40100 | 0.4699 | 0.3864 | | 0.2644 | 4.3 | 40200 | 0.4580 | 0.3874 | | 0.2644 | 4.31 | 40300 | 0.4763 | 0.3951 | | 0.2644 | 4.33 | 40400 | 0.4752 | 0.4141 | | 0.2633 | 4.34 | 40500 | 0.4918 | 0.3994 | | 0.2633 | 4.35 | 40600 | 0.4783 | 0.4026 | | 0.2633 | 4.36 | 40700 | 0.4739 | 0.4034 | | 0.2633 | 4.37 | 40800 | 0.4750 | 0.4000 | | 0.2633 | 4.38 | 40900 | 0.4608 | 0.3943 | | 0.2679 | 4.39 | 41000 | 0.4615 | 0.3891 | | 0.2679 | 4.4 | 41100 | 0.4730 | 0.3984 | | 0.2679 | 4.41 | 41200 | 0.4728 | 0.4011 | | 0.2679 | 4.42 | 41300 | 0.4675 | 0.3932 | | 0.2679 | 4.43 | 41400 | 0.4662 | 0.3929 | | 0.2682 | 4.44 | 41500 | 0.4490 | 0.3837 | | 0.2682 | 4.45 | 41600 | 0.4611 | 0.3838 | | 0.2682 | 4.46 | 41700 | 0.4605 | 0.3945 | | 0.2682 | 4.48 | 41800 | 0.4730 | 0.3938 | | 0.2682 | 4.49 | 41900 | 0.4567 | 0.3874 | | 0.2658 | 4.5 | 42000 | 0.4715 | 0.3869 | | 0.2658 | 4.51 | 42100 | 0.4514 | 0.3833 | | 0.2658 | 4.52 | 42200 | 0.4602 | 0.3898 | | 0.2658 | 4.53 | 42300 | 0.4846 | 0.4022 | | 0.2658 | 4.54 | 42400 | 0.4474 | 0.3810 | | 0.2676 | 4.55 | 42500 | 0.4513 | 0.3820 | | 0.2676 | 4.56 | 42600 | 0.4588 | 0.3928 | | 0.2676 | 4.57 | 42700 | 0.4601 | 0.3894 | | 0.2676 | 4.58 | 42800 | 0.4516 | 0.3792 | | 0.2676 | 4.59 | 42900 | 0.4482 | 0.3848 | | 0.2693 | 4.6 | 43000 | 0.4695 | 0.4008 | | 0.2693 | 4.61 | 43100 | 0.4580 | 0.3871 | | 0.2693 | 4.63 | 43200 | 0.4419 | 0.3857 | | 0.2693 | 4.64 | 43300 | 0.4534 | 0.3796 | | 0.2693 | 4.65 | 43400 | 0.4532 | 0.3856 | | 0.2641 | 4.66 | 43500 | 0.4421 | 0.3809 | | 0.2641 | 4.67 | 43600 | 0.4400 | 0.3844 | | 0.2641 | 4.68 | 43700 | 0.4515 | 0.3833 | | 0.2641 | 4.69 | 43800 | 0.4462 | 0.3808 | | 0.2641 | 4.7 | 43900 | 0.4741 | 0.3926 | | 0.2626 | 4.71 | 44000 | 0.4542 | 0.3931 | | 0.2626 | 4.72 | 44100 | 0.4555 | 0.3885 | | 0.2626 | 4.73 | 44200 | 0.4505 | 0.3845 | | 0.2626 | 4.74 | 44300 | 0.4593 | 0.3871 | | 0.2626 | 4.75 | 44400 | 0.4359 | 0.3830 | | 0.2648 | 4.76 | 44500 | 0.4387 | 0.3736 | | 0.2648 | 4.78 | 44600 | 0.4529 | 0.3807 | | 0.2648 | 4.79 | 44700 | 0.4566 | 0.3837 | | 0.2648 | 4.8 | 44800 | 0.4557 | 0.4067 | | 0.2648 | 4.81 | 44900 | 0.4609 | 0.3852 | | 0.2603 | 4.82 | 45000 | 0.4667 | 0.4005 | | 0.2603 | 4.83 | 45100 | 0.4666 | 0.3836 | | 0.2603 | 4.84 | 45200 | 0.4775 | 0.3946 | | 0.2603 | 4.85 | 45300 | 0.4701 | 0.3925 | | 0.2603 | 4.86 | 45400 | 0.4579 | 0.3889 | | 0.2626 | 4.87 | 45500 | 0.4516 | 0.3884 | | 0.2626 | 4.88 | 45600 | 0.4605 | 0.3878 | | 0.2626 | 4.89 | 45700 | 0.4576 | 0.3802 | | 0.2626 | 4.9 | 45800 | 0.4553 | 0.3780 | | 0.2626 | 4.91 | 45900 | 0.4336 | 0.3752 | | 0.2602 | 4.93 | 46000 | 0.4419 | 0.3881 | | 0.2602 | 4.94 | 46100 | 0.4601 | 0.3843 | | 0.2602 | 4.95 | 46200 | 0.4437 | 0.3956 | | 0.2602 | 4.96 | 46300 | 0.4524 | 0.3844 | | 0.2602 | 4.97 | 46400 | 0.4709 | 0.4031 | | 0.2609 | 4.98 | 46500 | 0.4500 | 0.3872 | | 0.2609 | 4.99 | 46600 | 0.4366 | 0.3846 | | 0.2609 | 5.0 | 46700 | 0.4653 | 0.3884 | | 0.2609 | 5.01 | 46800 | 0.4602 | 0.3932 | | 0.2609 | 5.02 | 46900 | 0.4668 | 0.3854 | | 0.2472 | 5.03 | 47000 | 0.4616 | 0.3891 | | 0.2472 | 5.04 | 47100 | 0.4543 | 0.3836 | | 0.2472 | 5.05 | 47200 | 0.4526 | 0.3822 | | 0.2472 | 5.06 | 47300 | 0.4539 | 0.3741 | | 0.2472 | 5.07 | 47400 | 0.4776 | 0.3818 | | 0.2278 | 5.09 | 47500 | 0.4771 | 0.3794 | | 0.2278 | 5.1 | 47600 | 0.4662 | 0.3831 | | 0.2278 | 5.11 | 47700 | 0.4558 | 0.4032 | | 0.2278 | 5.12 | 47800 | 0.4904 | 0.3918 | | 0.2278 | 5.13 | 47900 | 0.4765 | 0.3890 | | 0.2311 | 5.14 | 48000 | 0.4674 | 0.3882 | | 0.2311 | 5.15 | 48100 | 0.4609 | 0.3947 | | 0.2311 | 5.16 | 48200 | 0.4588 | 0.3837 | | 0.2311 | 5.17 | 48300 | 0.4827 | 0.3845 | | 0.2311 | 5.18 | 48400 | 0.4711 | 0.3839 | | 0.229 | 5.19 | 48500 | 0.4583 | 0.3873 | | 0.229 | 5.2 | 48600 | 0.4800 | 0.3858 | | 0.229 | 5.21 | 48700 | 0.4611 | 0.3800 | | 0.229 | 5.22 | 48800 | 0.4504 | 0.3889 | | 0.229 | 5.24 | 48900 | 0.4569 | 0.3761 | | 0.2313 | 5.25 | 49000 | 0.4732 | 0.3915 | | 0.2313 | 5.26 | 49100 | 0.4728 | 0.3832 | | 0.2313 | 5.27 | 49200 | 0.4667 | 0.3815 | | 0.2313 | 5.28 | 49300 | 0.4912 | 0.3856 | | 0.2313 | 5.29 | 49400 | 0.4790 | 0.3946 | | 0.2266 | 5.3 | 49500 | 0.4597 | 0.3763 | | 0.2266 | 5.31 | 49600 | 0.4580 | 0.3778 | | 0.2266 | 5.32 | 49700 | 0.4439 | 0.3721 | | 0.2266 | 5.33 | 49800 | 0.4611 | 0.3704 | | 0.2266 | 5.34 | 49900 | 0.4599 | 0.3769 | | 0.235 | 5.35 | 50000 | 0.4543 | 0.3808 | | 0.235 | 5.36 | 50100 | 0.4555 | 0.3773 | | 0.235 | 5.37 | 50200 | 0.4525 | 0.3815 | | 0.235 | 5.39 | 50300 | 0.4557 | 0.3814 | | 0.235 | 5.4 | 50400 | 0.4604 | 0.3754 | | 0.2299 | 5.41 | 50500 | 0.4658 | 0.3770 | | 0.2299 | 5.42 | 50600 | 0.4658 | 0.3884 | | 0.2299 | 5.43 | 50700 | 0.4701 | 0.3919 | | 0.2299 | 5.44 | 50800 | 0.4495 | 0.3818 | | 0.2299 | 5.45 | 50900 | 0.4703 | 0.3886 | | 0.2307 | 5.46 | 51000 | 0.4395 | 0.3743 | | 0.2307 | 5.47 | 51100 | 0.4487 | 0.3751 | | 0.2307 | 5.48 | 51200 | 0.4355 | 0.3733 | | 0.2307 | 5.49 | 51300 | 0.4622 | 0.3811 | | 0.2307 | 5.5 | 51400 | 0.4443 | 0.3801 | | 0.2383 | 5.51 | 51500 | 0.4411 | 0.3743 | | 0.2383 | 5.52 | 51600 | 0.4438 | 0.3778 | | 0.2383 | 5.54 | 51700 | 0.4559 | 0.3784 | | 0.2383 | 5.55 | 51800 | 0.4309 | 0.3656 | | 0.2383 | 5.56 | 51900 | 0.4455 | 0.3660 | | 0.23 | 5.57 | 52000 | 0.4436 | 0.3598 | | 0.23 | 5.58 | 52100 | 0.4344 | 0.3685 | | 0.23 | 5.59 | 52200 | 0.4282 | 0.3690 | | 0.23 | 5.6 | 52300 | 0.4464 | 0.3800 | | 0.23 | 5.61 | 52400 | 0.4458 | 0.3909 | | 0.2305 | 5.62 | 52500 | 0.4483 | 0.3756 | | 0.2305 | 5.63 | 52600 | 0.4547 | 0.3785 | | 0.2305 | 5.64 | 52700 | 0.4671 | 0.3820 | | 0.2305 | 5.65 | 52800 | 0.4449 | 0.3658 | | 0.2305 | 5.66 | 52900 | 0.4596 | 0.3716 | | 0.2237 | 5.67 | 53000 | 0.4399 | 0.3669 | | 0.2237 | 5.69 | 53100 | 0.4410 | 0.3719 | | 0.2237 | 5.7 | 53200 | 0.4574 | 0.3619 | | 0.2237 | 5.71 | 53300 | 0.4443 | 0.3690 | | 0.2237 | 5.72 | 53400 | 0.4381 | 0.3678 | | 0.2337 | 5.73 | 53500 | 0.4490 | 0.3687 | | 0.2337 | 5.74 | 53600 | 0.4427 | 0.3752 | | 0.2337 | 5.75 | 53700 | 0.4423 | 0.3858 | | 0.2337 | 5.76 | 53800 | 0.4702 | 0.3825 | | 0.2337 | 5.77 | 53900 | 0.4724 | 0.3800 | | 0.23 | 5.78 | 54000 | 0.4476 | 0.3827 | | 0.23 | 5.79 | 54100 | 0.4508 | 0.3919 | | 0.23 | 5.8 | 54200 | 0.4564 | 0.3788 | | 0.23 | 5.81 | 54300 | 0.4602 | 0.3888 | | 0.23 | 5.82 | 54400 | 0.4538 | 0.3732 | | 0.2334 | 5.84 | 54500 | 0.4500 | 0.3808 | | 0.2334 | 5.85 | 54600 | 0.4475 | 0.3705 | | 0.2334 | 5.86 | 54700 | 0.4415 | 0.3772 | | 0.2334 | 5.87 | 54800 | 0.4515 | 0.3771 | | 0.2334 | 5.88 | 54900 | 0.4410 | 0.3677 | | 0.2259 | 5.89 | 55000 | 0.4555 | 0.3702 | | 0.2259 | 5.9 | 55100 | 0.4509 | 0.3894 | | 0.2259 | 5.91 | 55200 | 0.4472 | 0.3692 | | 0.2259 | 5.92 | 55300 | 0.4438 | 0.3754 | | 0.2259 | 5.93 | 55400 | 0.4399 | 0.3698 | | 0.2289 | 5.94 | 55500 | 0.4496 | 0.3753 | | 0.2289 | 5.95 | 55600 | 0.4506 | 0.3752 | | 0.2289 | 5.96 | 55700 | 0.4482 | 0.3766 | | 0.2289 | 5.97 | 55800 | 0.4415 | 0.3772 | | 0.2289 | 5.98 | 55900 | 0.4447 | 0.3750 | | 0.2281 | 6.0 | 56000 | 0.4566 | 0.3842 | | 0.2281 | 6.01 | 56100 | 0.4694 | 0.3774 | | 0.2281 | 6.02 | 56200 | 0.4454 | 0.3788 | | 0.2281 | 6.03 | 56300 | 0.4676 | 0.3718 | | 0.2281 | 6.04 | 56400 | 0.4650 | 0.3751 | | 0.1979 | 6.05 | 56500 | 0.4601 | 0.3765 | | 0.1979 | 6.06 | 56600 | 0.4647 | 0.3840 | | 0.1979 | 6.07 | 56700 | 0.4782 | 0.3756 | | 0.1979 | 6.08 | 56800 | 0.4709 | 0.3736 | | 0.1979 | 6.09 | 56900 | 0.4707 | 0.3734 | | 0.1923 | 6.1 | 57000 | 0.4704 | 0.3751 | | 0.1923 | 6.11 | 57100 | 0.4542 | 0.3721 | | 0.1923 | 6.12 | 57200 | 0.4542 | 0.3735 | | 0.1923 | 6.13 | 57300 | 0.4587 | 0.3804 | | 0.1923 | 6.15 | 57400 | 0.4428 | 0.3687 | | 0.2012 | 6.16 | 57500 | 0.4456 | 0.3748 | | 0.2012 | 6.17 | 57600 | 0.4578 | 0.3762 | | 0.2012 | 6.18 | 57700 | 0.4699 | 0.3722 | | 0.2012 | 6.19 | 57800 | 0.4499 | 0.3756 | | 0.2012 | 6.2 | 57900 | 0.4633 | 0.3680 | | 0.1951 | 6.21 | 58000 | 0.4548 | 0.3712 | | 0.1951 | 6.22 | 58100 | 0.4520 | 0.3759 | | 0.1951 | 6.23 | 58200 | 0.4458 | 0.3616 | | 0.1951 | 6.24 | 58300 | 0.4307 | 0.3637 | | 0.1951 | 6.25 | 58400 | 0.4546 | 0.3621 | | 0.1967 | 6.26 | 58500 | 0.4459 | 0.3623 | | 0.1967 | 6.27 | 58600 | 0.4535 | 0.3690 | | 0.1967 | 6.28 | 58700 | 0.4574 | 0.3771 | | 0.1967 | 6.3 | 58800 | 0.4493 | 0.3744 | | 0.1967 | 6.31 | 58900 | 0.4494 | 0.3769 | | 0.1998 | 6.32 | 59000 | 0.4529 | 0.3644 | | 0.1998 | 6.33 | 59100 | 0.4416 | 0.3662 | | 0.1998 | 6.34 | 59200 | 0.4468 | 0.3785 | | 0.1998 | 6.35 | 59300 | 0.4377 | 0.3664 | | 0.1998 | 6.36 | 59400 | 0.4647 | 0.3755 | | 0.2009 | 6.37 | 59500 | 0.4700 | 0.3824 | | 0.2009 | 6.38 | 59600 | 0.4488 | 0.3685 | | 0.2009 | 6.39 | 59700 | 0.4649 | 0.3804 | | 0.2009 | 6.4 | 59800 | 0.4389 | 0.3689 | | 0.2009 | 6.41 | 59900 | 0.4456 | 0.3531 | | 0.2007 | 6.42 | 60000 | 0.4572 | 0.3658 | | 0.2007 | 6.43 | 60100 | 0.4464 | 0.3669 | | 0.2007 | 6.45 | 60200 | 0.4666 | 0.3711 | | 0.2007 | 6.46 | 60300 | 0.4399 | 0.3660 | | 0.2007 | 6.47 | 60400 | 0.4445 | 0.3631 | | 0.2005 | 6.48 | 60500 | 0.4450 | 0.3621 | | 0.2005 | 6.49 | 60600 | 0.4346 | 0.3571 | | 0.2005 | 6.5 | 60700 | 0.4358 | 0.3581 | | 0.2005 | 6.51 | 60800 | 0.4344 | 0.3646 | | 0.2005 | 6.52 | 60900 | 0.4377 | 0.3621 | | 0.2038 | 6.53 | 61000 | 0.4262 | 0.3570 | | 0.2038 | 6.54 | 61100 | 0.4269 | 0.3614 | | 0.2038 | 6.55 | 61200 | 0.4297 | 0.3592 | | 0.2038 | 6.56 | 61300 | 0.4433 | 0.3682 | | 0.2038 | 6.57 | 61400 | 0.4474 | 0.3644 | | 0.199 | 6.58 | 61500 | 0.4464 | 0.3678 | | 0.199 | 6.6 | 61600 | 0.4397 | 0.3562 | | 0.199 | 6.61 | 61700 | 0.4415 | 0.3612 | | 0.199 | 6.62 | 61800 | 0.4362 | 0.3601 | | 0.199 | 6.63 | 61900 | 0.4442 | 0.3623 | | 0.1995 | 6.64 | 62000 | 0.4558 | 0.3662 | | 0.1995 | 6.65 | 62100 | 0.4477 | 0.3647 | | 0.1995 | 6.66 | 62200 | 0.4542 | 0.3699 | | 0.1995 | 6.67 | 62300 | 0.4411 | 0.3632 | | 0.1995 | 6.68 | 62400 | 0.4408 | 0.3658 | | 0.2014 | 6.69 | 62500 | 0.4426 | 0.3691 | | 0.2014 | 6.7 | 62600 | 0.4246 | 0.3645 | | 0.2014 | 6.71 | 62700 | 0.4466 | 0.3676 | | 0.2014 | 6.72 | 62800 | 0.4493 | 0.3566 | | 0.2014 | 6.73 | 62900 | 0.4336 | 0.3621 | | 0.2015 | 6.75 | 63000 | 0.4367 | 0.3604 | | 0.2015 | 6.76 | 63100 | 0.4424 | 0.3754 | | 0.2015 | 6.77 | 63200 | 0.4679 | 0.3733 | | 0.2015 | 6.78 | 63300 | 0.4483 | 0.3752 | | 0.2015 | 6.79 | 63400 | 0.4746 | 0.3822 | | 0.2048 | 6.8 | 63500 | 0.4340 | 0.3731 | | 0.2048 | 6.81 | 63600 | 0.4346 | 0.3631 | | 0.2048 | 6.82 | 63700 | 0.4525 | 0.3680 | | 0.2048 | 6.83 | 63800 | 0.4360 | 0.3641 | | 0.2048 | 6.84 | 63900 | 0.4299 | 0.3558 | | 0.2017 | 6.85 | 64000 | 0.4370 | 0.3533 | | 0.2017 | 6.86 | 64100 | 0.4293 | 0.3617 | | 0.2017 | 6.87 | 64200 | 0.4431 | 0.3660 | | 0.2017 | 6.88 | 64300 | 0.4362 | 0.3688 | | 0.2017 | 6.9 | 64400 | 0.4507 | 0.3648 | | 0.2045 | 6.91 | 64500 | 0.4439 | 0.3613 | | 0.2045 | 6.92 | 64600 | 0.4249 | 0.3493 | | 0.2045 | 6.93 | 64700 | 0.4362 | 0.3612 | | 0.2045 | 6.94 | 64800 | 0.4336 | 0.3585 | | 0.2045 | 6.95 | 64900 | 0.4387 | 0.3568 | | 0.1977 | 6.96 | 65000 | 0.4313 | 0.3542 | | 0.1977 | 6.97 | 65100 | 0.4287 | 0.3552 | | 0.1977 | 6.98 | 65200 | 0.4372 | 0.3586 | | 0.1977 | 6.99 | 65300 | 0.4378 | 0.3629 | | 0.1977 | 7.0 | 65400 | 0.4518 | 0.3640 | | 0.1971 | 7.01 | 65500 | 0.4480 | 0.3557 | | 0.1971 | 7.02 | 65600 | 0.4530 | 0.3560 | | 0.1971 | 7.03 | 65700 | 0.4581 | 0.3582 | | 0.1971 | 7.04 | 65800 | 0.4492 | 0.3543 | | 0.1971 | 7.06 | 65900 | 0.4448 | 0.3608 | | 0.1672 | 7.07 | 66000 | 0.4469 | 0.3543 | | 0.1672 | 7.08 | 66100 | 0.4262 | 0.3488 | | 0.1672 | 7.09 | 66200 | 0.4289 | 0.3570 | | 0.1672 | 7.1 | 66300 | 0.4455 | 0.3545 | | 0.1672 | 7.11 | 66400 | 0.4449 | 0.3563 | | 0.169 | 7.12 | 66500 | 0.4555 | 0.3565 | | 0.169 | 7.13 | 66600 | 0.4432 | 0.3656 | | 0.169 | 7.14 | 66700 | 0.4399 | 0.3610 | | 0.169 | 7.15 | 66800 | 0.4383 | 0.3554 | | 0.169 | 7.16 | 66900 | 0.4376 | 0.3536 | | 0.1724 | 7.17 | 67000 | 0.4383 | 0.3572 | | 0.1724 | 7.18 | 67100 | 0.4452 | 0.3535 | | 0.1724 | 7.19 | 67200 | 0.4610 | 0.3668 | | 0.1724 | 7.21 | 67300 | 0.4534 | 0.3546 | | 0.1724 | 7.22 | 67400 | 0.4506 | 0.3604 | | 0.1729 | 7.23 | 67500 | 0.4463 | 0.3507 | | 0.1729 | 7.24 | 67600 | 0.4440 | 0.3630 | | 0.1729 | 7.25 | 67700 | 0.4361 | 0.3550 | | 0.1729 | 7.26 | 67800 | 0.4397 | 0.3643 | | 0.1729 | 7.27 | 67900 | 0.4328 | 0.3548 | | 0.1736 | 7.28 | 68000 | 0.4546 | 0.3614 | | 0.1736 | 7.29 | 68100 | 0.4506 | 0.3558 | | 0.1736 | 7.3 | 68200 | 0.4361 | 0.3513 | | 0.1736 | 7.31 | 68300 | 0.4223 | 0.3500 | | 0.1736 | 7.32 | 68400 | 0.4474 | 0.3497 | | 0.1733 | 7.33 | 68500 | 0.4303 | 0.3549 | | 0.1733 | 7.34 | 68600 | 0.4265 | 0.3483 | | 0.1733 | 7.36 | 68700 | 0.4339 | 0.3558 | | 0.1733 | 7.37 | 68800 | 0.4266 | 0.3491 | | 0.1733 | 7.38 | 68900 | 0.4423 | 0.3565 | | 0.1764 | 7.39 | 69000 | 0.4410 | 0.3554 | | 0.1764 | 7.4 | 69100 | 0.4482 | 0.3703 | | 0.1764 | 7.41 | 69200 | 0.4480 | 0.3641 | | 0.1764 | 7.42 | 69300 | 0.4361 | 0.3500 | | 0.1764 | 7.43 | 69400 | 0.4399 | 0.3632 | | 0.1711 | 7.44 | 69500 | 0.4383 | 0.3591 | | 0.1711 | 7.45 | 69600 | 0.4523 | 0.3636 | | 0.1711 | 7.46 | 69700 | 0.4388 | 0.3502 | | 0.1711 | 7.47 | 69800 | 0.4305 | 0.3565 | | 0.1711 | 7.48 | 69900 | 0.4290 | 0.3538 | | 0.1748 | 7.49 | 70000 | 0.4359 | 0.3511 | | 0.1748 | 7.51 | 70100 | 0.4315 | 0.3460 | | 0.1748 | 7.52 | 70200 | 0.4268 | 0.3555 | | 0.1748 | 7.53 | 70300 | 0.4267 | 0.3455 | | 0.1748 | 7.54 | 70400 | 0.4359 | 0.3517 | | 0.1739 | 7.55 | 70500 | 0.4299 | 0.3491 | | 0.1739 | 7.56 | 70600 | 0.4423 | 0.3409 | | 0.1739 | 7.57 | 70700 | 0.4251 | 0.3420 | | 0.1739 | 7.58 | 70800 | 0.4300 | 0.3414 | | 0.1739 | 7.59 | 70900 | 0.4349 | 0.3422 | | 0.1763 | 7.6 | 71000 | 0.4328 | 0.3418 | | 0.1763 | 7.61 | 71100 | 0.4313 | 0.3452 | | 0.1763 | 7.62 | 71200 | 0.4240 | 0.3534 | | 0.1763 | 7.63 | 71300 | 0.4274 | 0.3474 | | 0.1763 | 7.64 | 71400 | 0.4304 | 0.3467 | | 0.171 | 7.66 | 71500 | 0.4331 | 0.3510 | | 0.171 | 7.67 | 71600 | 0.4263 | 0.3478 | | 0.171 | 7.68 | 71700 | 0.4301 | 0.3447 | | 0.171 | 7.69 | 71800 | 0.4046 | 0.3452 | | 0.171 | 7.7 | 71900 | 0.4300 | 0.3528 | | 0.1792 | 7.71 | 72000 | 0.4253 | 0.3492 | | 0.1792 | 7.72 | 72100 | 0.4296 | 0.3491 | | 0.1792 | 7.73 | 72200 | 0.4118 | 0.3451 | | 0.1792 | 7.74 | 72300 | 0.4348 | 0.3345 | | 0.1792 | 7.75 | 72400 | 0.4283 | 0.3447 | | 0.1801 | 7.76 | 72500 | 0.4232 | 0.3449 | | 0.1801 | 7.77 | 72600 | 0.4491 | 0.3486 | | 0.1801 | 7.78 | 72700 | 0.4261 | 0.3343 | | 0.1801 | 7.79 | 72800 | 0.4382 | 0.3455 | | 0.1801 | 7.81 | 72900 | 0.4301 | 0.3415 | | 0.1731 | 7.82 | 73000 | 0.4236 | 0.3438 | | 0.1731 | 7.83 | 73100 | 0.4257 | 0.3419 | | 0.1731 | 7.84 | 73200 | 0.4368 | 0.3410 | | 0.1731 | 7.85 | 73300 | 0.4207 | 0.3398 | | 0.1731 | 7.86 | 73400 | 0.4118 | 0.3418 | | 0.1748 | 7.87 | 73500 | 0.4357 | 0.3429 | | 0.1748 | 7.88 | 73600 | 0.4277 | 0.3452 | | 0.1748 | 7.89 | 73700 | 0.4173 | 0.3476 | | 0.1748 | 7.9 | 73800 | 0.4191 | 0.3478 | | 0.1748 | 7.91 | 73900 | 0.4197 | 0.3457 | | 0.1745 | 7.92 | 74000 | 0.4197 | 0.3436 | | 0.1745 | 7.93 | 74100 | 0.4253 | 0.3512 | | 0.1745 | 7.94 | 74200 | 0.4217 | 0.3463 | | 0.1745 | 7.95 | 74300 | 0.4305 | 0.3473 | | 0.1745 | 7.97 | 74400 | 0.4215 | 0.3507 | | 0.1743 | 7.98 | 74500 | 0.4127 | 0.3408 | | 0.1743 | 7.99 | 74600 | 0.4191 | 0.3468 | | 0.1743 | 8.0 | 74700 | 0.4381 | 0.3491 | | 0.1743 | 8.01 | 74800 | 0.4510 | 0.3477 | | 0.1743 | 8.02 | 74900 | 0.4482 | 0.3471 | | 0.1588 | 8.03 | 75000 | 0.4471 | 0.3430 | | 0.1588 | 8.04 | 75100 | 0.4296 | 0.3393 | | 0.1588 | 8.05 | 75200 | 0.4480 | 0.3398 | | 0.1588 | 8.06 | 75300 | 0.4302 | 0.3452 | | 0.1588 | 8.07 | 75400 | 0.4410 | 0.3431 | | 0.144 | 8.08 | 75500 | 0.4263 | 0.3455 | | 0.144 | 8.09 | 75600 | 0.4523 | 0.3495 | | 0.144 | 8.1 | 75700 | 0.4455 | 0.3511 | | 0.144 | 8.12 | 75800 | 0.4379 | 0.3445 | | 0.144 | 8.13 | 75900 | 0.4418 | 0.3411 | | 0.1483 | 8.14 | 76000 | 0.4491 | 0.3463 | | 0.1483 | 8.15 | 76100 | 0.4386 | 0.3467 | | 0.1483 | 8.16 | 76200 | 0.4327 | 0.3524 | | 0.1483 | 8.17 | 76300 | 0.4360 | 0.3613 | | 0.1483 | 8.18 | 76400 | 0.4352 | 0.3498 | | 0.1541 | 8.19 | 76500 | 0.4376 | 0.3414 | | 0.1541 | 8.2 | 76600 | 0.4408 | 0.3464 | | 0.1541 | 8.21 | 76700 | 0.4415 | 0.3445 | | 0.1541 | 8.22 | 76800 | 0.4455 | 0.3482 | | 0.1541 | 8.23 | 76900 | 0.4542 | 0.3415 | | 0.1479 | 8.24 | 77000 | 0.4462 | 0.3426 | | 0.1479 | 8.25 | 77100 | 0.4460 | 0.3413 | | 0.1479 | 8.27 | 77200 | 0.4434 | 0.3375 | | 0.1479 | 8.28 | 77300 | 0.4397 | 0.3473 | | 0.1479 | 8.29 | 77400 | 0.4379 | 0.3484 | | 0.1479 | 8.3 | 77500 | 0.4441 | 0.3494 | | 0.1479 | 8.31 | 77600 | 0.4301 | 0.3466 | | 0.1479 | 8.32 | 77700 | 0.4420 | 0.3474 | | 0.1479 | 8.33 | 77800 | 0.4520 | 0.3589 | | 0.1479 | 8.34 | 77900 | 0.4283 | 0.3482 | | 0.1531 | 8.35 | 78000 | 0.4325 | 0.3446 | | 0.1531 | 8.36 | 78100 | 0.4380 | 0.3469 | | 0.1531 | 8.37 | 78200 | 0.4463 | 0.3503 | | 0.1531 | 8.38 | 78300 | 0.4479 | 0.3499 | | 0.1531 | 8.39 | 78400 | 0.4477 | 0.3529 | | 0.1507 | 8.4 | 78500 | 0.4709 | 0.3551 | | 0.1507 | 8.42 | 78600 | 0.4533 | 0.3531 | | 0.1507 | 8.43 | 78700 | 0.4507 | 0.3522 | | 0.1507 | 8.44 | 78800 | 0.4562 | 0.3583 | | 0.1507 | 8.45 | 78900 | 0.4421 | 0.3577 | | 0.1545 | 8.46 | 79000 | 0.4485 | 0.3547 | | 0.1545 | 8.47 | 79100 | 0.4389 | 0.3465 | | 0.1545 | 8.48 | 79200 | 0.4397 | 0.3502 | | 0.1545 | 8.49 | 79300 | 0.4403 | 0.3471 | | 0.1545 | 8.5 | 79400 | 0.4394 | 0.3482 | | 0.153 | 8.51 | 79500 | 0.4393 | 0.3474 | | 0.153 | 8.52 | 79600 | 0.4343 | 0.3495 | | 0.153 | 8.53 | 79700 | 0.4395 | 0.3539 | | 0.153 | 8.54 | 79800 | 0.4497 | 0.3535 | | 0.153 | 8.55 | 79900 | 0.4443 | 0.3540 | | 0.1558 | 8.57 | 80000 | 0.4495 | 0.3554 | | 0.1558 | 8.58 | 80100 | 0.4387 | 0.3460 | | 0.1558 | 8.59 | 80200 | 0.4378 | 0.3520 | | 0.1558 | 8.6 | 80300 | 0.4446 | 0.3527 | | 0.1558 | 8.61 | 80400 | 0.4513 | 0.3508 | | 0.1527 | 8.62 | 80500 | 0.4396 | 0.3537 | | 0.1527 | 8.63 | 80600 | 0.4405 | 0.3507 | | 0.1527 | 8.64 | 80700 | 0.4398 | 0.3450 | | 0.1527 | 8.65 | 80800 | 0.4458 | 0.3508 | | 0.1527 | 8.66 | 80900 | 0.4380 | 0.3465 | | 0.1522 | 8.67 | 81000 | 0.4373 | 0.3482 | | 0.1522 | 8.68 | 81100 | 0.4363 | 0.3410 | | 0.1522 | 8.69 | 81200 | 0.4290 | 0.3447 | | 0.1522 | 8.7 | 81300 | 0.4409 | 0.3515 | | 0.1522 | 8.72 | 81400 | 0.4363 | 0.3433 | | 0.1502 | 8.73 | 81500 | 0.4313 | 0.3429 | | 0.1502 | 8.74 | 81600 | 0.4263 | 0.3451 | | 0.1502 | 8.75 | 81700 | 0.4297 | 0.3452 | | 0.1502 | 8.76 | 81800 | 0.4449 | 0.3411 | | 0.1502 | 8.77 | 81900 | 0.4465 | 0.3455 | | 0.151 | 8.78 | 82000 | 0.4274 | 0.3425 | | 0.151 | 8.79 | 82100 | 0.4525 | 0.3532 | | 0.151 | 8.8 | 82200 | 0.4282 | 0.3502 | | 0.151 | 8.81 | 82300 | 0.4189 | 0.3507 | | 0.151 | 8.82 | 82400 | 0.4379 | 0.3451 | | 0.1529 | 8.83 | 82500 | 0.4378 | 0.3419 | | 0.1529 | 8.84 | 82600 | 0.4283 | 0.3392 | | 0.1529 | 8.85 | 82700 | 0.4359 | 0.3399 | | 0.1529 | 8.87 | 82800 | 0.4308 | 0.3358 | | 0.1529 | 8.88 | 82900 | 0.4296 | 0.3335 | | 0.151 | 8.89 | 83000 | 0.4387 | 0.3372 | | 0.151 | 8.9 | 83100 | 0.4335 | 0.3420 | | 0.151 | 8.91 | 83200 | 0.4329 | 0.3374 | | 0.151 | 8.92 | 83300 | 0.4353 | 0.3404 | | 0.151 | 8.93 | 83400 | 0.4384 | 0.3447 | | 0.1522 | 8.94 | 83500 | 0.4444 | 0.3353 | | 0.1522 | 8.95 | 83600 | 0.4413 | 0.3481 | | 0.1522 | 8.96 | 83700 | 0.4247 | 0.3474 | | 0.1522 | 8.97 | 83800 | 0.4197 | 0.3386 | | 0.1522 | 8.98 | 83900 | 0.4216 | 0.3384 | | 0.1511 | 8.99 | 84000 | 0.4159 | 0.3396 | | 0.1511 | 9.0 | 84100 | 0.4213 | 0.3416 | | 0.1511 | 9.01 | 84200 | 0.4399 | 0.3379 | | 0.1511 | 9.03 | 84300 | 0.4318 | 0.3437 | | 0.1511 | 9.04 | 84400 | 0.4356 | 0.3371 | | 0.1336 | 9.05 | 84500 | 0.4403 | 0.3373 | | 0.1336 | 9.06 | 84600 | 0.4545 | 0.3381 | | 0.1336 | 9.07 | 84700 | 0.4313 | 0.3331 | | 0.1336 | 9.08 | 84800 | 0.4257 | 0.3360 | | 0.1336 | 9.09 | 84900 | 0.4285 | 0.3372 | | 0.1315 | 9.1 | 85000 | 0.4378 | 0.3332 | | 0.1315 | 9.11 | 85100 | 0.4352 | 0.3282 | | 0.1315 | 9.12 | 85200 | 0.4360 | 0.3339 | | 0.1315 | 9.13 | 85300 | 0.4404 | 0.3365 | | 0.1315 | 9.14 | 85400 | 0.4345 | 0.3356 | | 0.1272 | 9.15 | 85500 | 0.4468 | 0.3375 | | 0.1272 | 9.16 | 85600 | 0.4331 | 0.3363 | | 0.1272 | 9.18 | 85700 | 0.4330 | 0.3309 | | 0.1272 | 9.19 | 85800 | 0.4424 | 0.3301 | | 0.1272 | 9.2 | 85900 | 0.4520 | 0.3326 | | 0.1289 | 9.21 | 86000 | 0.4421 | 0.3326 | | 0.1289 | 9.22 | 86100 | 0.4480 | 0.3335 | | 0.1289 | 9.23 | 86200 | 0.4351 | 0.3380 | | 0.1289 | 9.24 | 86300 | 0.4350 | 0.3427 | | 0.1289 | 9.25 | 86400 | 0.4362 | 0.3320 | | 0.1333 | 9.26 | 86500 | 0.4260 | 0.3342 | | 0.1333 | 9.27 | 86600 | 0.4357 | 0.3360 | | 0.1333 | 9.28 | 86700 | 0.4505 | 0.3372 | | 0.1333 | 9.29 | 86800 | 0.4342 | 0.3359 | | 0.1333 | 9.3 | 86900 | 0.4295 | 0.3367 | | 0.1318 | 9.31 | 87000 | 0.4320 | 0.3335 | | 0.1318 | 9.33 | 87100 | 0.4332 | 0.3344 | | 0.1318 | 9.34 | 87200 | 0.4373 | 0.3330 | | 0.1318 | 9.35 | 87300 | 0.4490 | 0.3316 | | 0.1318 | 9.36 | 87400 | 0.4188 | 0.3429 | | 0.1275 | 9.37 | 87500 | 0.4502 | 0.3383 | | 0.1275 | 9.38 | 87600 | 0.4463 | 0.3387 | | 0.1275 | 9.39 | 87700 | 0.4385 | 0.3308 | | 0.1275 | 9.4 | 87800 | 0.4464 | 0.3414 | | 0.1275 | 9.41 | 87900 | 0.4563 | 0.3405 | | 0.1331 | 9.42 | 88000 | 0.4286 | 0.3374 | | 0.1331 | 9.43 | 88100 | 0.4389 | 0.3352 | | 0.1331 | 9.44 | 88200 | 0.4301 | 0.3340 | | 0.1331 | 9.45 | 88300 | 0.4417 | 0.3373 | | 0.1331 | 9.46 | 88400 | 0.4450 | 0.3425 | | 0.1266 | 9.48 | 88500 | 0.4456 | 0.3451 | | 0.1266 | 9.49 | 88600 | 0.4517 | 0.3403 | | 0.1266 | 9.5 | 88700 | 0.4447 | 0.3419 | | 0.1266 | 9.51 | 88800 | 0.4486 | 0.3428 | | 0.1266 | 9.52 | 88900 | 0.4591 | 0.3411 | | 0.1316 | 9.53 | 89000 | 0.4481 | 0.3387 | | 0.1316 | 9.54 | 89100 | 0.4308 | 0.3349 | | 0.1316 | 9.55 | 89200 | 0.4411 | 0.3405 | | 0.1316 | 9.56 | 89300 | 0.4378 | 0.3390 | | 0.1316 | 9.57 | 89400 | 0.4448 | 0.3365 | | 0.1325 | 9.58 | 89500 | 0.4575 | 0.3416 | | 0.1325 | 9.59 | 89600 | 0.4608 | 0.3422 | | 0.1325 | 9.6 | 89700 | 0.4396 | 0.3350 | | 0.1325 | 9.61 | 89800 | 0.4380 | 0.3398 | | 0.1325 | 9.63 | 89900 | 0.4337 | 0.3388 | | 0.1324 | 9.64 | 90000 | 0.4376 | 0.3388 | | 0.1324 | 9.65 | 90100 | 0.4185 | 0.3380 | | 0.1324 | 9.66 | 90200 | 0.4394 | 0.3384 | | 0.1324 | 9.67 | 90300 | 0.4472 | 0.3400 | | 0.1324 | 9.68 | 90400 | 0.4523 | 0.3390 | | 0.1361 | 9.69 | 90500 | 0.4466 | 0.3389 | | 0.1361 | 9.7 | 90600 | 0.4414 | 0.3383 | | 0.1361 | 9.71 | 90700 | 0.4288 | 0.3348 | | 0.1361 | 9.72 | 90800 | 0.4445 | 0.3374 | | 0.1361 | 9.73 | 90900 | 0.4252 | 0.3322 | | 0.1353 | 9.74 | 91000 | 0.4312 | 0.3338 | | 0.1353 | 9.75 | 91100 | 0.4326 | 0.3319 | | 0.1353 | 9.76 | 91200 | 0.4212 | 0.3400 | | 0.1353 | 9.78 | 91300 | 0.4191 | 0.3374 | | 0.1353 | 9.79 | 91400 | 0.4399 | 0.3332 | | 0.1308 | 9.8 | 91500 | 0.4340 | 0.3349 | | 0.1308 | 9.81 | 91600 | 0.4280 | 0.3379 | | 0.1308 | 9.82 | 91700 | 0.4419 | 0.3376 | | 0.1308 | 9.83 | 91800 | 0.4309 | 0.3333 | | 0.1308 | 9.84 | 91900 | 0.4274 | 0.3352 | | 0.1321 | 9.85 | 92000 | 0.4147 | 0.3337 | | 0.1321 | 9.86 | 92100 | 0.4252 | 0.3316 | | 0.1321 | 9.87 | 92200 | 0.4378 | 0.3381 | | 0.1321 | 9.88 | 92300 | 0.4265 | 0.3355 | | 0.1321 | 9.89 | 92400 | 0.4247 | 0.3331 | | 0.1358 | 9.9 | 92500 | 0.4099 | 0.3379 | | 0.1358 | 9.91 | 92600 | 0.4142 | 0.3356 | | 0.1358 | 9.93 | 92700 | 0.4220 | 0.3332 | | 0.1358 | 9.94 | 92800 | 0.4219 | 0.3369 | | 0.1358 | 9.95 | 92900 | 0.4178 | 0.3332 | | 0.1331 | 9.96 | 93000 | 0.4305 | 0.3353 | | 0.1331 | 9.97 | 93100 | 0.4324 | 0.3307 | | 0.1331 | 9.98 | 93200 | 0.4315 | 0.3344 | | 0.1331 | 9.99 | 93300 | 0.4212 | 0.3314 | | 0.1331 | 10.0 | 93400 | 0.4203 | 0.3332 | | 0.1304 | 10.01 | 93500 | 0.4424 | 0.3351 | | 0.1304 | 10.02 | 93600 | 0.4474 | 0.3341 | | 0.1304 | 10.03 | 93700 | 0.4466 | 0.3378 | | 0.1304 | 10.04 | 93800 | 0.4388 | 0.3327 | | 0.1304 | 10.05 | 93900 | 0.4312 | 0.3360 | | 0.1152 | 10.06 | 94000 | 0.4471 | 0.3307 | | 0.1152 | 10.07 | 94100 | 0.4472 | 0.3316 | | 0.1152 | 10.09 | 94200 | 0.4462 | 0.3324 | | 0.1152 | 10.1 | 94300 | 0.4383 | 0.3344 | | 0.1152 | 10.11 | 94400 | 0.4671 | 0.3365 | | 0.1097 | 10.12 | 94500 | 0.4596 | 0.3307 | | 0.1097 | 10.13 | 94600 | 0.4517 | 0.3382 | | 0.1097 | 10.14 | 94700 | 0.4285 | 0.3380 | | 0.1097 | 10.15 | 94800 | 0.4628 | 0.3363 | | 0.1097 | 10.16 | 94900 | 0.4478 | 0.3365 | | 0.1153 | 10.17 | 95000 | 0.4464 | 0.3346 | | 0.1153 | 10.18 | 95100 | 0.4432 | 0.3392 | | 0.1153 | 10.19 | 95200 | 0.4326 | 0.3330 | | 0.1153 | 10.2 | 95300 | 0.4480 | 0.3327 | | 0.1153 | 10.21 | 95400 | 0.4436 | 0.3260 | | 0.1149 | 10.22 | 95500 | 0.4549 | 0.3311 | | 0.1149 | 10.24 | 95600 | 0.4573 | 0.3353 | | 0.1149 | 10.25 | 95700 | 0.4373 | 0.3369 | | 0.1149 | 10.26 | 95800 | 0.4459 | 0.3358 | | 0.1149 | 10.27 | 95900 | 0.4288 | 0.3270 | | 0.1169 | 10.28 | 96000 | 0.4474 | 0.3330 | | 0.1169 | 10.29 | 96100 | 0.4524 | 0.3298 | | 0.1169 | 10.3 | 96200 | 0.4517 | 0.3258 | | 0.1169 | 10.31 | 96300 | 0.4366 | 0.3288 | | 0.1169 | 10.32 | 96400 | 0.4574 | 0.3324 | | 0.1137 | 10.33 | 96500 | 0.4507 | 0.3343 | | 0.1137 | 10.34 | 96600 | 0.4414 | 0.3301 | | 0.1137 | 10.35 | 96700 | 0.4524 | 0.3366 | | 0.1137 | 10.36 | 96800 | 0.4563 | 0.3435 | | 0.1137 | 10.37 | 96900 | 0.4315 | 0.3375 | | 0.1162 | 10.39 | 97000 | 0.4429 | 0.3365 | | 0.1162 | 10.4 | 97100 | 0.4489 | 0.3380 | | 0.1162 | 10.41 | 97200 | 0.4352 | 0.3357 | | 0.1162 | 10.42 | 97300 | 0.4390 | 0.3319 | | 0.1162 | 10.43 | 97400 | 0.4570 | 0.3303 | | 0.1151 | 10.44 | 97500 | 0.4692 | 0.3344 | | 0.1151 | 10.45 | 97600 | 0.4605 | 0.3332 | | 0.1151 | 10.46 | 97700 | 0.4457 | 0.3238 | | 0.1151 | 10.47 | 97800 | 0.4298 | 0.3304 | | 0.1151 | 10.48 | 97900 | 0.4619 | 0.3274 | | 0.1105 | 10.49 | 98000 | 0.4362 | 0.3244 | | 0.1105 | 10.5 | 98100 | 0.4568 | 0.3289 | | 0.1105 | 10.51 | 98200 | 0.4522 | 0.3336 | | 0.1105 | 10.52 | 98300 | 0.4302 | 0.3257 | | 0.1105 | 10.54 | 98400 | 0.4505 | 0.3238 | | 0.1164 | 10.55 | 98500 | 0.4430 | 0.3301 | | 0.1164 | 10.56 | 98600 | 0.4575 | 0.3283 | | 0.1164 | 10.57 | 98700 | 0.4447 | 0.3277 | | 0.1164 | 10.58 | 98800 | 0.4400 | 0.3301 | | 0.1164 | 10.59 | 98900 | 0.4427 | 0.3288 | | 0.1113 | 10.6 | 99000 | 0.4538 | 0.3248 | | 0.1113 | 10.61 | 99100 | 0.4519 | 0.3298 | | 0.1113 | 10.62 | 99200 | 0.4290 | 0.3249 | | 0.1113 | 10.63 | 99300 | 0.4501 | 0.3220 | | 0.1113 | 10.64 | 99400 | 0.4410 | 0.3218 | | 0.1159 | 10.65 | 99500 | 0.4478 | 0.3211 | | 0.1159 | 10.66 | 99600 | 0.4462 | 0.3250 | | 0.1159 | 10.67 | 99700 | 0.4543 | 0.3302 | | 0.1159 | 10.69 | 99800 | 0.4462 | 0.3301 | | 0.1159 | 10.7 | 99900 | 0.4468 | 0.3229 | | 0.1161 | 10.71 | 100000 | 0.4515 | 0.3241 | | 0.1161 | 10.72 | 100100 | 0.4404 | 0.3276 | | 0.1161 | 10.73 | 100200 | 0.4439 | 0.3222 | | 0.1161 | 10.74 | 100300 | 0.4392 | 0.3257 | | 0.1161 | 10.75 | 100400 | 0.4476 | 0.3314 | | 0.1199 | 10.76 | 100500 | 0.4493 | 0.3270 | | 0.1199 | 10.77 | 100600 | 0.4462 | 0.3224 | | 0.1199 | 10.78 | 100700 | 0.4467 | 0.3311 | | 0.1199 | 10.79 | 100800 | 0.4198 | 0.3228 | | 0.1199 | 10.8 | 100900 | 0.4349 | 0.3225 | | 0.1146 | 10.81 | 101000 | 0.4371 | 0.3272 | | 0.1146 | 10.82 | 101100 | 0.4525 | 0.3210 | | 0.1146 | 10.84 | 101200 | 0.4293 | 0.3219 | | 0.1146 | 10.85 | 101300 | 0.4238 | 0.3216 | | 0.1146 | 10.86 | 101400 | 0.4377 | 0.3252 | | 0.118 | 10.87 | 101500 | 0.4371 | 0.3208 | | 0.118 | 10.88 | 101600 | 0.4216 | 0.3174 | | 0.118 | 10.89 | 101700 | 0.4312 | 0.3189 | | 0.118 | 10.9 | 101800 | 0.4317 | 0.3204 | | 0.118 | 10.91 | 101900 | 0.4303 | 0.3235 | | 0.114 | 10.92 | 102000 | 0.4416 | 0.3158 | | 0.114 | 10.93 | 102100 | 0.4240 | 0.3195 | | 0.114 | 10.94 | 102200 | 0.4340 | 0.3149 | | 0.114 | 10.95 | 102300 | 0.4311 | 0.3215 | | 0.114 | 10.96 | 102400 | 0.4261 | 0.3238 | | 0.1152 | 10.97 | 102500 | 0.4263 | 0.3206 | | 0.1152 | 10.98 | 102600 | 0.4325 | 0.3294 | | 0.1152 | 11.0 | 102700 | 0.4327 | 0.3187 | | 0.1152 | 11.01 | 102800 | 0.4423 | 0.3195 | | 0.1152 | 11.02 | 102900 | 0.4341 | 0.3277 | | 0.1084 | 11.03 | 103000 | 0.4232 | 0.3243 | | 0.1084 | 11.04 | 103100 | 0.4355 | 0.3184 | | 0.1084 | 11.05 | 103200 | 0.4374 | 0.3274 | | 0.1084 | 11.06 | 103300 | 0.4484 | 0.3305 | | 0.1084 | 11.07 | 103400 | 0.4423 | 0.3226 | | 0.1003 | 11.08 | 103500 | 0.4518 | 0.3224 | | 0.1003 | 11.09 | 103600 | 0.4518 | 0.3243 | | 0.1003 | 11.1 | 103700 | 0.4282 | 0.3207 | | 0.1003 | 11.11 | 103800 | 0.4418 | 0.3220 | | 0.1003 | 11.12 | 103900 | 0.4411 | 0.3216 | | 0.1009 | 11.13 | 104000 | 0.4474 | 0.3238 | | 0.1009 | 11.15 | 104100 | 0.4406 | 0.3245 | | 0.1009 | 11.16 | 104200 | 0.4384 | 0.3242 | | 0.1009 | 11.17 | 104300 | 0.4702 | 0.3265 | | 0.1009 | 11.18 | 104400 | 0.4611 | 0.3266 | | 0.0992 | 11.19 | 104500 | 0.4425 | 0.3211 | | 0.0992 | 11.2 | 104600 | 0.4575 | 0.3222 | | 0.0992 | 11.21 | 104700 | 0.4449 | 0.3208 | | 0.0992 | 11.22 | 104800 | 0.4715 | 0.3208 | | 0.0992 | 11.23 | 104900 | 0.4469 | 0.3223 | | 0.1021 | 11.24 | 105000 | 0.4536 | 0.3225 | | 0.1021 | 11.25 | 105100 | 0.4629 | 0.3234 | | 0.1021 | 11.26 | 105200 | 0.4550 | 0.3205 | | 0.1021 | 11.27 | 105300 | 0.4598 | 0.3213 | | 0.1021 | 11.28 | 105400 | 0.4522 | 0.3179 | | 0.1021 | 11.3 | 105500 | 0.4658 | 0.3211 | | 0.1021 | 11.31 | 105600 | 0.4664 | 0.3196 | | 0.1021 | 11.32 | 105700 | 0.4736 | 0.3177 | | 0.1021 | 11.33 | 105800 | 0.4587 | 0.3158 | | 0.1021 | 11.34 | 105900 | 0.4589 | 0.3194 | | 0.1025 | 11.35 | 106000 | 0.4692 | 0.3214 | | 0.1025 | 11.36 | 106100 | 0.4382 | 0.3181 | | 0.1025 | 11.37 | 106200 | 0.4556 | 0.3185 | | 0.1025 | 11.38 | 106300 | 0.4445 | 0.3191 | | 0.1025 | 11.39 | 106400 | 0.4379 | 0.3163 | | 0.104 | 11.4 | 106500 | 0.4454 | 0.3220 | | 0.104 | 11.41 | 106600 | 0.4463 | 0.3201 | | 0.104 | 11.42 | 106700 | 0.4550 | 0.3173 | | 0.104 | 11.43 | 106800 | 0.4404 | 0.3168 | | 0.104 | 11.45 | 106900 | 0.4569 | 0.3170 | | 0.1016 | 11.46 | 107000 | 0.4529 | 0.3168 | | 0.1016 | 11.47 | 107100 | 0.4587 | 0.3173 | | 0.1016 | 11.48 | 107200 | 0.4505 | 0.3172 | | 0.1016 | 11.49 | 107300 | 0.4489 | 0.3159 | | 0.1016 | 11.5 | 107400 | 0.4528 | 0.3130 | | 0.1001 | 11.51 | 107500 | 0.4473 | 0.3181 | | 0.1001 | 11.52 | 107600 | 0.4434 | 0.3176 | | 0.1001 | 11.53 | 107700 | 0.4597 | 0.3186 | | 0.1001 | 11.54 | 107800 | 0.4351 | 0.3159 | | 0.1001 | 11.55 | 107900 | 0.4471 | 0.3185 | | 0.1005 | 11.56 | 108000 | 0.4457 | 0.3191 | | 0.1005 | 11.57 | 108100 | 0.4544 | 0.3293 | | 0.1005 | 11.58 | 108200 | 0.4436 | 0.3221 | | 0.1005 | 11.6 | 108300 | 0.4642 | 0.3270 | | 0.1005 | 11.61 | 108400 | 0.4474 | 0.3270 | | 0.1031 | 11.62 | 108500 | 0.4458 | 0.3196 | | 0.1031 | 11.63 | 108600 | 0.4723 | 0.3205 | | 0.1031 | 11.64 | 108700 | 0.4507 | 0.3226 | | 0.1031 | 11.65 | 108800 | 0.4424 | 0.3213 | | 0.1031 | 11.66 | 108900 | 0.4511 | 0.3213 | | 0.1014 | 11.67 | 109000 | 0.4422 | 0.3205 | | 0.1014 | 11.68 | 109100 | 0.4498 | 0.3180 | | 0.1014 | 11.69 | 109200 | 0.4303 | 0.3167 | | 0.1014 | 11.7 | 109300 | 0.4483 | 0.3108 | | 0.1014 | 11.71 | 109400 | 0.4548 | 0.3169 | | 0.0981 | 11.72 | 109500 | 0.4406 | 0.3122 | | 0.0981 | 11.73 | 109600 | 0.4293 | 0.3114 | | 0.0981 | 11.75 | 109700 | 0.4369 | 0.3159 | | 0.0981 | 11.76 | 109800 | 0.4364 | 0.3164 | | 0.0981 | 11.77 | 109900 | 0.4358 | 0.3189 | | 0.1023 | 11.78 | 110000 | 0.4281 | 0.3183 | | 0.1023 | 11.79 | 110100 | 0.4404 | 0.3159 | | 0.1023 | 11.8 | 110200 | 0.4471 | 0.3135 | | 0.1023 | 11.81 | 110300 | 0.4498 | 0.3201 | | 0.1023 | 11.82 | 110400 | 0.4527 | 0.3161 | | 0.0988 | 11.83 | 110500 | 0.4440 | 0.3173 | | 0.0988 | 11.84 | 110600 | 0.4356 | 0.3136 | | 0.0988 | 11.85 | 110700 | 0.4308 | 0.3135 | | 0.0988 | 11.86 | 110800 | 0.4294 | 0.3192 | | 0.0988 | 11.87 | 110900 | 0.4241 | 0.3168 | | 0.1022 | 11.88 | 111000 | 0.4420 | 0.3157 | | 0.1022 | 11.9 | 111100 | 0.4313 | 0.3125 | | 0.1022 | 11.91 | 111200 | 0.4213 | 0.3168 | | 0.1022 | 11.92 | 111300 | 0.4352 | 0.3135 | | 0.1022 | 11.93 | 111400 | 0.4297 | 0.3116 | | 0.1032 | 11.94 | 111500 | 0.4218 | 0.3137 | | 0.1032 | 11.95 | 111600 | 0.4334 | 0.3123 | | 0.1032 | 11.96 | 111700 | 0.4373 | 0.3175 | | 0.1032 | 11.97 | 111800 | 0.4299 | 0.3160 | | 0.1032 | 11.98 | 111900 | 0.4326 | 0.3189 | | 0.0969 | 11.99 | 112000 | 0.4208 | 0.3186 | | 0.0969 | 12.0 | 112100 | 0.4385 | 0.3169 | | 0.0969 | 12.01 | 112200 | 0.4453 | 0.3156 | | 0.0969 | 12.02 | 112300 | 0.4596 | 0.3133 | | 0.0969 | 12.03 | 112400 | 0.4509 | 0.3093 | | 0.0901 | 12.04 | 112500 | 0.4535 | 0.3138 | | 0.0901 | 12.06 | 112600 | 0.4371 | 0.3144 | | 0.0901 | 12.07 | 112700 | 0.4499 | 0.3154 | | 0.0901 | 12.08 | 112800 | 0.4615 | 0.3198 | | 0.0901 | 12.09 | 112900 | 0.4523 | 0.3177 | | 0.0889 | 12.1 | 113000 | 0.4412 | 0.3130 | | 0.0889 | 12.11 | 113100 | 0.4471 | 0.3181 | | 0.0889 | 12.12 | 113200 | 0.4530 | 0.3169 | | 0.0889 | 12.13 | 113300 | 0.4670 | 0.3149 | | 0.0889 | 12.14 | 113400 | 0.4594 | 0.3141 | | 0.0917 | 12.15 | 113500 | 0.4623 | 0.3127 | | 0.0917 | 12.16 | 113600 | 0.4460 | 0.3133 | | 0.0917 | 12.17 | 113700 | 0.4512 | 0.3191 | | 0.0917 | 12.18 | 113800 | 0.4681 | 0.3136 | | 0.0917 | 12.19 | 113900 | 0.4564 | 0.3129 | | 0.0906 | 12.21 | 114000 | 0.4482 | 0.3107 | | 0.0906 | 12.22 | 114100 | 0.4595 | 0.3133 | | 0.0906 | 12.23 | 114200 | 0.4510 | 0.3118 | | 0.0906 | 12.24 | 114300 | 0.4472 | 0.3131 | | 0.0906 | 12.25 | 114400 | 0.4499 | 0.3130 | | 0.0918 | 12.26 | 114500 | 0.4503 | 0.3138 | | 0.0918 | 12.27 | 114600 | 0.4518 | 0.3135 | | 0.0918 | 12.28 | 114700 | 0.4493 | 0.3114 | | 0.0918 | 12.29 | 114800 | 0.4574 | 0.3133 | | 0.0918 | 12.3 | 114900 | 0.4683 | 0.3200 | | 0.0869 | 12.31 | 115000 | 0.4608 | 0.3165 | | 0.0869 | 12.32 | 115100 | 0.4618 | 0.3183 | | 0.0869 | 12.33 | 115200 | 0.4689 | 0.3173 | | 0.0869 | 12.34 | 115300 | 0.4681 | 0.3224 | | 0.0869 | 12.36 | 115400 | 0.4576 | 0.3231 | | 0.0885 | 12.37 | 115500 | 0.4831 | 0.3176 | | 0.0885 | 12.38 | 115600 | 0.4602 | 0.3181 | | 0.0885 | 12.39 | 115700 | 0.4493 | 0.3168 | | 0.0885 | 12.4 | 115800 | 0.4564 | 0.3149 | | 0.0885 | 12.41 | 115900 | 0.4585 | 0.3158 | | 0.091 | 12.42 | 116000 | 0.4713 | 0.3193 | | 0.091 | 12.43 | 116100 | 0.4581 | 0.3139 | | 0.091 | 12.44 | 116200 | 0.4637 | 0.3131 | | 0.091 | 12.45 | 116300 | 0.4572 | 0.3124 | | 0.091 | 12.46 | 116400 | 0.4489 | 0.3163 | | 0.0886 | 12.47 | 116500 | 0.4679 | 0.3159 | | 0.0886 | 12.48 | 116600 | 0.4712 | 0.3151 | | 0.0886 | 12.49 | 116700 | 0.4750 | 0.3186 | | 0.0886 | 12.51 | 116800 | 0.4673 | 0.3176 | | 0.0886 | 12.52 | 116900 | 0.4601 | 0.3113 | | 0.0917 | 12.53 | 117000 | 0.4341 | 0.3125 | | 0.0917 | 12.54 | 117100 | 0.4462 | 0.3077 | | 0.0917 | 12.55 | 117200 | 0.4502 | 0.3099 | | 0.0917 | 12.56 | 117300 | 0.4482 | 0.3116 | | 0.0917 | 12.57 | 117400 | 0.4459 | 0.3131 | | 0.0881 | 12.58 | 117500 | 0.4464 | 0.3122 | | 0.0881 | 12.59 | 117600 | 0.4471 | 0.3125 | | 0.0881 | 12.6 | 117700 | 0.4319 | 0.3122 | | 0.0881 | 12.61 | 117800 | 0.4421 | 0.3103 | | 0.0881 | 12.62 | 117900 | 0.4326 | 0.3108 | | 0.0913 | 12.63 | 118000 | 0.4414 | 0.3068 | | 0.0913 | 12.64 | 118100 | 0.4421 | 0.3083 | | 0.0913 | 12.66 | 118200 | 0.4449 | 0.3103 | | 0.0913 | 12.67 | 118300 | 0.4380 | 0.3128 | | 0.0913 | 12.68 | 118400 | 0.4390 | 0.3136 | | 0.0921 | 12.69 | 118500 | 0.4452 | 0.3104 | | 0.0921 | 12.7 | 118600 | 0.4378 | 0.3122 | | 0.0921 | 12.71 | 118700 | 0.4459 | 0.3080 | | 0.0921 | 12.72 | 118800 | 0.4369 | 0.3051 | | 0.0921 | 12.73 | 118900 | 0.4474 | 0.3076 | | 0.0886 | 12.74 | 119000 | 0.4508 | 0.3066 | | 0.0886 | 12.75 | 119100 | 0.4456 | 0.3097 | | 0.0886 | 12.76 | 119200 | 0.4503 | 0.3078 | | 0.0886 | 12.77 | 119300 | 0.4460 | 0.3081 | | 0.0886 | 12.78 | 119400 | 0.4404 | 0.3080 | | 0.0897 | 12.79 | 119500 | 0.4351 | 0.3100 | | 0.0897 | 12.81 | 119600 | 0.4446 | 0.3120 | | 0.0897 | 12.82 | 119700 | 0.4407 | 0.3098 | | 0.0897 | 12.83 | 119800 | 0.4406 | 0.3084 | | 0.0897 | 12.84 | 119900 | 0.4492 | 0.3067 | | 0.09 | 12.85 | 120000 | 0.4546 | 0.3098 | | 0.09 | 12.86 | 120100 | 0.4547 | 0.3074 | | 0.09 | 12.87 | 120200 | 0.4517 | 0.3111 | | 0.09 | 12.88 | 120300 | 0.4320 | 0.3064 | | 0.09 | 12.89 | 120400 | 0.4294 | 0.3072 | | 0.0898 | 12.9 | 120500 | 0.4412 | 0.3050 | | 0.0898 | 12.91 | 120600 | 0.4254 | 0.3074 | | 0.0898 | 12.92 | 120700 | 0.4409 | 0.3071 | | 0.0898 | 12.93 | 120800 | 0.4362 | 0.3071 | | 0.0898 | 12.94 | 120900 | 0.4579 | 0.3090 | | 0.0892 | 12.95 | 121000 | 0.4492 | 0.3059 | | 0.0892 | 12.97 | 121100 | 0.4404 | 0.3105 | | 0.0892 | 12.98 | 121200 | 0.4365 | 0.3066 | | 0.0892 | 12.99 | 121300 | 0.4368 | 0.3048 | | 0.0892 | 13.0 | 121400 | 0.4410 | 0.3033 | | 0.085 | 13.01 | 121500 | 0.4450 | 0.3047 | | 0.085 | 13.02 | 121600 | 0.4633 | 0.3013 | | 0.085 | 13.03 | 121700 | 0.4600 | 0.3054 | | 0.085 | 13.04 | 121800 | 0.4541 | 0.3047 | | 0.085 | 13.05 | 121900 | 0.4546 | 0.3058 | | 0.0791 | 13.06 | 122000 | 0.4536 | 0.3045 | | 0.0791 | 13.07 | 122100 | 0.4589 | 0.3066 | | 0.0791 | 13.08 | 122200 | 0.4581 | 0.3057 | | 0.0791 | 13.09 | 122300 | 0.4546 | 0.3048 | | 0.0791 | 13.1 | 122400 | 0.4673 | 0.3006 | | 0.0789 | 13.12 | 122500 | 0.4551 | 0.3019 | | 0.0789 | 13.13 | 122600 | 0.4467 | 0.3025 | | 0.0789 | 13.14 | 122700 | 0.4593 | 0.3015 | | 0.0789 | 13.15 | 122800 | 0.4598 | 0.3037 | | 0.0789 | 13.16 | 122900 | 0.4532 | 0.3038 | | 0.077 | 13.17 | 123000 | 0.4607 | 0.3015 | | 0.077 | 13.18 | 123100 | 0.4385 | 0.3005 | | 0.077 | 13.19 | 123200 | 0.4590 | 0.3041 | | 0.077 | 13.2 | 123300 | 0.4359 | 0.3047 | | 0.077 | 13.21 | 123400 | 0.4458 | 0.3039 | | 0.0771 | 13.22 | 123500 | 0.4506 | 0.3075 | | 0.0771 | 13.23 | 123600 | 0.4457 | 0.3079 | | 0.0771 | 13.24 | 123700 | 0.4448 | 0.3048 | | 0.0771 | 13.25 | 123800 | 0.4398 | 0.3036 | | 0.0771 | 13.27 | 123900 | 0.4510 | 0.3055 | | 0.0804 | 13.28 | 124000 | 0.4507 | 0.3059 | | 0.0804 | 13.29 | 124100 | 0.4544 | 0.3076 | | 0.0804 | 13.3 | 124200 | 0.4534 | 0.3073 | | 0.0804 | 13.31 | 124300 | 0.4441 | 0.3061 | | 0.0804 | 13.32 | 124400 | 0.4391 | 0.3075 | | 0.0774 | 13.33 | 124500 | 0.4527 | 0.3063 | | 0.0774 | 13.34 | 124600 | 0.4638 | 0.3057 | | 0.0774 | 13.35 | 124700 | 0.4541 | 0.3064 | | 0.0774 | 13.36 | 124800 | 0.4617 | 0.3078 | | 0.0774 | 13.37 | 124900 | 0.4584 | 0.3041 | | 0.0795 | 13.38 | 125000 | 0.4663 | 0.3032 | | 0.0795 | 13.39 | 125100 | 0.4546 | 0.3025 | | 0.0795 | 13.4 | 125200 | 0.4616 | 0.3021 | | 0.0795 | 13.42 | 125300 | 0.4603 | 0.3016 | | 0.0795 | 13.43 | 125400 | 0.4616 | 0.3040 | | 0.0791 | 13.44 | 125500 | 0.4548 | 0.3021 | | 0.0791 | 13.45 | 125600 | 0.4560 | 0.3025 | | 0.0791 | 13.46 | 125700 | 0.4516 | 0.3037 | | 0.0791 | 13.47 | 125800 | 0.4500 | 0.3013 | | 0.0791 | 13.48 | 125900 | 0.4540 | 0.3009 | | 0.0776 | 13.49 | 126000 | 0.4581 | 0.3026 | | 0.0776 | 13.5 | 126100 | 0.4598 | 0.3028 | | 0.0776 | 13.51 | 126200 | 0.4587 | 0.3038 | | 0.0776 | 13.52 | 126300 | 0.4514 | 0.3024 | | 0.0776 | 13.53 | 126400 | 0.4495 | 0.3036 | | 0.0793 | 13.54 | 126500 | 0.4556 | 0.3016 | | 0.0793 | 13.55 | 126600 | 0.4603 | 0.3025 | | 0.0793 | 13.57 | 126700 | 0.4496 | 0.2995 | | 0.0793 | 13.58 | 126800 | 0.4483 | 0.2969 | | 0.0793 | 13.59 | 126900 | 0.4462 | 0.2980 | | 0.0816 | 13.6 | 127000 | 0.4521 | 0.2982 | | 0.0816 | 13.61 | 127100 | 0.4580 | 0.3019 | | 0.0816 | 13.62 | 127200 | 0.4669 | 0.3009 | | 0.0816 | 13.63 | 127300 | 0.4513 | 0.3017 | | 0.0816 | 13.64 | 127400 | 0.4602 | 0.3015 | | 0.0779 | 13.65 | 127500 | 0.4592 | 0.2998 | | 0.0779 | 13.66 | 127600 | 0.4700 | 0.2981 | | 0.0779 | 13.67 | 127700 | 0.4727 | 0.2978 | | 0.0779 | 13.68 | 127800 | 0.4600 | 0.2983 | | 0.0779 | 13.69 | 127900 | 0.4472 | 0.2978 | | 0.0779 | 13.7 | 128000 | 0.4483 | 0.2984 | | 0.0779 | 13.72 | 128100 | 0.4512 | 0.2968 | | 0.0779 | 13.73 | 128200 | 0.4549 | 0.2988 | | 0.0779 | 13.74 | 128300 | 0.4576 | 0.2992 | | 0.0779 | 13.75 | 128400 | 0.4400 | 0.2974 | | 0.0793 | 13.76 | 128500 | 0.4433 | 0.3009 | | 0.0793 | 13.77 | 128600 | 0.4456 | 0.2982 | | 0.0793 | 13.78 | 128700 | 0.4560 | 0.3019 | | 0.0793 | 13.79 | 128800 | 0.4551 | 0.3008 | | 0.0793 | 13.8 | 128900 | 0.4513 | 0.3007 | | 0.0769 | 13.81 | 129000 | 0.4518 | 0.3008 | | 0.0769 | 13.82 | 129100 | 0.4567 | 0.2981 | | 0.0769 | 13.83 | 129200 | 0.4437 | 0.2985 | | 0.0769 | 13.84 | 129300 | 0.4424 | 0.2970 | | 0.0769 | 13.85 | 129400 | 0.4423 | 0.3010 | | 0.0785 | 13.87 | 129500 | 0.4495 | 0.2999 | | 0.0785 | 13.88 | 129600 | 0.4483 | 0.2975 | | 0.0785 | 13.89 | 129700 | 0.4485 | 0.2982 | | 0.0785 | 13.9 | 129800 | 0.4429 | 0.2972 | | 0.0785 | 13.91 | 129900 | 0.4430 | 0.2958 | | 0.0792 | 13.92 | 130000 | 0.4495 | 0.2954 | | 0.0792 | 13.93 | 130100 | 0.4485 | 0.2947 | | 0.0792 | 13.94 | 130200 | 0.4395 | 0.2972 | | 0.0792 | 13.95 | 130300 | 0.4379 | 0.2973 | | 0.0792 | 13.96 | 130400 | 0.4428 | 0.2989 | | 0.0795 | 13.97 | 130500 | 0.4385 | 0.3000 | | 0.0795 | 13.98 | 130600 | 0.4490 | 0.2983 | | 0.0795 | 13.99 | 130700 | 0.4568 | 0.2970 | | 0.0795 | 14.0 | 130800 | 0.4482 | 0.2963 | | 0.0795 | 14.01 | 130900 | 0.4479 | 0.2962 | | 0.075 | 14.03 | 131000 | 0.4565 | 0.2968 | | 0.075 | 14.04 | 131100 | 0.4623 | 0.2962 | | 0.075 | 14.05 | 131200 | 0.4617 | 0.2965 | | 0.075 | 14.06 | 131300 | 0.4687 | 0.2949 | | 0.075 | 14.07 | 131400 | 0.4718 | 0.2929 | | 0.0709 | 14.08 | 131500 | 0.4720 | 0.2945 | | 0.0709 | 14.09 | 131600 | 0.4604 | 0.2953 | | 0.0709 | 14.1 | 131700 | 0.4655 | 0.2955 | | 0.0709 | 14.11 | 131800 | 0.4695 | 0.2958 | | 0.0709 | 14.12 | 131900 | 0.4666 | 0.2945 | | 0.0705 | 14.13 | 132000 | 0.4605 | 0.2959 | | 0.0705 | 14.14 | 132100 | 0.4581 | 0.2947 | | 0.0705 | 14.15 | 132200 | 0.4597 | 0.2948 | | 0.0705 | 14.16 | 132300 | 0.4612 | 0.2943 | | 0.0705 | 14.18 | 132400 | 0.4611 | 0.2959 | | 0.0727 | 14.19 | 132500 | 0.4569 | 0.2958 | | 0.0727 | 14.2 | 132600 | 0.4556 | 0.2951 | | 0.0727 | 14.21 | 132700 | 0.4597 | 0.2955 | | 0.0727 | 14.22 | 132800 | 0.4472 | 0.2935 | | 0.0727 | 14.23 | 132900 | 0.4573 | 0.2943 | | 0.0723 | 14.24 | 133000 | 0.4572 | 0.2943 | | 0.0723 | 14.25 | 133100 | 0.4582 | 0.2956 | | 0.0723 | 14.26 | 133200 | 0.4599 | 0.2968 | | 0.0723 | 14.27 | 133300 | 0.4633 | 0.2962 | | 0.0723 | 14.28 | 133400 | 0.4604 | 0.2972 | | 0.071 | 14.29 | 133500 | 0.4587 | 0.2971 | | 0.071 | 14.3 | 133600 | 0.4598 | 0.2973 | | 0.071 | 14.31 | 133700 | 0.4579 | 0.2976 | | 0.071 | 14.33 | 133800 | 0.4539 | 0.2969 | | 0.071 | 14.34 | 133900 | 0.4628 | 0.2961 | | 0.0703 | 14.35 | 134000 | 0.4627 | 0.2974 | | 0.0703 | 14.36 | 134100 | 0.4611 | 0.2974 | | 0.0703 | 14.37 | 134200 | 0.4607 | 0.2977 | | 0.0703 | 14.38 | 134300 | 0.4638 | 0.2983 | | 0.0703 | 14.39 | 134400 | 0.4628 | 0.2969 | | 0.0736 | 14.4 | 134500 | 0.4543 | 0.2965 | | 0.0736 | 14.41 | 134600 | 0.4585 | 0.2963 | | 0.0736 | 14.42 | 134700 | 0.4636 | 0.2950 | | 0.0736 | 14.43 | 134800 | 0.4636 | 0.2964 | | 0.0736 | 14.44 | 134900 | 0.4630 | 0.2958 | | 0.0715 | 14.45 | 135000 | 0.4611 | 0.2968 | | 0.0715 | 14.46 | 135100 | 0.4633 | 0.2966 | | 0.0715 | 14.48 | 135200 | 0.4664 | 0.2954 | | 0.0715 | 14.49 | 135300 | 0.4670 | 0.2945 | | 0.0715 | 14.5 | 135400 | 0.4638 | 0.2961 | | 0.073 | 14.51 | 135500 | 0.4635 | 0.2965 | | 0.073 | 14.52 | 135600 | 0.4639 | 0.2956 | | 0.073 | 14.53 | 135700 | 0.4617 | 0.2948 | | 0.073 | 14.54 | 135800 | 0.4609 | 0.2933 | | 0.073 | 14.55 | 135900 | 0.4614 | 0.2947 | | 0.0717 | 14.56 | 136000 | 0.4567 | 0.2958 | | 0.0717 | 14.57 | 136100 | 0.4615 | 0.2934 | | 0.0717 | 14.58 | 136200 | 0.4606 | 0.2929 | | 0.0717 | 14.59 | 136300 | 0.4652 | 0.2934 | | 0.0717 | 14.6 | 136400 | 0.4664 | 0.2934 | | 0.0717 | 14.61 | 136500 | 0.4657 | 0.2923 | | 0.0717 | 14.63 | 136600 | 0.4633 | 0.2931 | | 0.0717 | 14.64 | 136700 | 0.4624 | 0.2943 | | 0.0717 | 14.65 | 136800 | 0.4615 | 0.2949 | | 0.0717 | 14.66 | 136900 | 0.4619 | 0.2930 | | 0.0707 | 14.67 | 137000 | 0.4608 | 0.2936 | | 0.0707 | 14.68 | 137100 | 0.4615 | 0.2945 | | 0.0707 | 14.69 | 137200 | 0.4605 | 0.2941 | | 0.0707 | 14.7 | 137300 | 0.4598 | 0.2931 | | 0.0707 | 14.71 | 137400 | 0.4596 | 0.2943 | | 0.0694 | 14.72 | 137500 | 0.4624 | 0.2927 | | 0.0694 | 14.73 | 137600 | 0.4614 | 0.2931 | | 0.0694 | 14.74 | 137700 | 0.4621 | 0.2924 | | 0.0694 | 14.75 | 137800 | 0.4589 | 0.2920 | | 0.0694 | 14.76 | 137900 | 0.4590 | 0.2926 | | 0.0706 | 14.78 | 138000 | 0.4588 | 0.2931 | | 0.0706 | 14.79 | 138100 | 0.4583 | 0.2928 | | 0.0706 | 14.8 | 138200 | 0.4552 | 0.2934 | | 0.0706 | 14.81 | 138300 | 0.4551 | 0.2923 | | 0.0706 | 14.82 | 138400 | 0.4555 | 0.2927 | | 0.0717 | 14.83 | 138500 | 0.4547 | 0.2930 | | 0.0717 | 14.84 | 138600 | 0.4546 | 0.2930 | | 0.0717 | 14.85 | 138700 | 0.4553 | 0.2934 | | 0.0717 | 14.86 | 138800 | 0.4554 | 0.2924 | | 0.0717 | 14.87 | 138900 | 0.4573 | 0.2924 | | 0.0722 | 14.88 | 139000 | 0.4582 | 0.2927 | | 0.0722 | 14.89 | 139100 | 0.4586 | 0.2926 | | 0.0722 | 14.9 | 139200 | 0.4570 | 0.2926 | | 0.0722 | 14.91 | 139300 | 0.4571 | 0.2923 | | 0.0722 | 14.93 | 139400 | 0.4564 | 0.2925 | | 0.0698 | 14.94 | 139500 | 0.4573 | 0.2927 | | 0.0698 | 14.95 | 139600 | 0.4574 | 0.2927 | | 0.0698 | 14.96 | 139700 | 0.4573 | 0.2927 | | 0.0698 | 14.97 | 139800 | 0.4576 | 0.2921 | | 0.0698 | 14.98 | 139900 | 0.4578 | 0.2923 | | 0.0705 | 14.99 | 140000 | 0.4579 | 0.2928 | | 0.0705 | 15.0 | 140100 | 0.4578 | 0.2927 | ### Framework versions - Transformers 4.16.0.dev0 - Pytorch 1.10.1+cu113 - Datasets 1.18.3 - Tokenizers 0.10.3