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20220412-203254
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the common_voice dataset. It achieves the following results on the evaluation set:
- Loss: 5.0428
- Wer: 1.0019
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: 6e-06
- train_batch_size: 1
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 2000
- num_epochs: 1200
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 16.9455 | 1.5 | 200 | 16.4676 | 1.2534 |
| 15.444 | 3.01 | 400 | 14.1207 | 1.0 |
| 9.5452 | 4.51 | 600 | 8.4030 | 1.0 |
| 6.2565 | 6.02 | 800 | 6.5233 | 1.0 |
| 5.2827 | 7.52 | 1000 | 5.6058 | 1.0 |
| 4.7652 | 9.02 | 1200 | 4.9765 | 1.0 |
| 4.3803 | 10.53 | 1400 | 4.4565 | 1.0 |
| 4.0005 | 12.03 | 1600 | 4.0224 | 1.0 |
| 3.7041 | 13.53 | 1800 | 3.6903 | 1.0 |
| 3.4991 | 15.04 | 2000 | 3.4642 | 1.0 |
| 3.34 | 16.54 | 2200 | 3.3425 | 1.0 |
| 3.2352 | 18.05 | 2400 | 3.2617 | 1.0 |
| 3.1867 | 19.55 | 2600 | 3.2358 | 1.0 |
| 3.161 | 21.05 | 2800 | 3.2289 | 1.0 |
| 3.145 | 22.56 | 3000 | 3.2023 | 1.0 |
| 3.1203 | 24.06 | 3200 | 3.1964 | 1.0 |
| 3.1109 | 25.56 | 3400 | 3.1844 | 1.0 |
| 3.0958 | 27.07 | 3600 | 3.1839 | 1.0 |
| 3.0732 | 28.57 | 3800 | 3.2058 | 1.0 |
| 3.0535 | 30.08 | 4000 | 3.1843 | 1.0 |
| 3.0243 | 31.58 | 4200 | 3.1992 | 1.0 |
| 2.9829 | 33.08 | 4400 | 3.2019 | 1.0 |
| 2.9219 | 34.59 | 4600 | 3.2346 | 1.0 |
| 2.8313 | 36.09 | 4800 | 3.2781 | 1.0 |
| 2.7186 | 37.59 | 5000 | 3.3056 | 1.0 |
| 2.5745 | 39.1 | 5200 | 3.3554 | 1.0 |
| 2.4028 | 40.6 | 5400 | 3.4331 | 1.0 |
| 2.2645 | 42.11 | 5600 | 3.4418 | 1.0 |
| 2.1303 | 43.61 | 5800 | 3.5584 | 1.0 |
| 2.0257 | 45.11 | 6000 | 3.5943 | 1.0 |
| 1.9223 | 46.62 | 6200 | 3.6767 | 1.0 |
| 1.8344 | 48.12 | 6400 | 3.7363 | 1.0 |
| 1.7574 | 49.62 | 6600 | 3.8921 | 1.0 |
| 1.67 | 51.13 | 6800 | 3.9054 | 1.0 |
| 1.6118 | 52.63 | 7000 | 4.0352 | 1.0 |
| 1.5372 | 54.14 | 7200 | 3.9742 | 1.0 |
| 1.4846 | 55.64 | 7400 | 4.1078 | 1.0 |
| 1.4093 | 57.14 | 7600 | 4.1705 | 1.0 |
| 1.3379 | 58.65 | 7800 | 4.2737 | 1.0 |
| 1.28 | 60.15 | 8000 | 4.3662 | 1.0 |
| 1.2268 | 61.65 | 8200 | 4.4278 | 1.0 |
| 1.1641 | 63.16 | 8400 | 4.4831 | 1.0 |
| 1.1058 | 64.66 | 8600 | 4.5354 | 1.0 |
| 1.0596 | 66.17 | 8800 | 4.5983 | 1.0 |
| 0.9953 | 67.67 | 9000 | 4.7143 | 1.0 |
| 0.9406 | 69.17 | 9200 | 4.8536 | 1.0 |
| 0.9022 | 70.68 | 9400 | 4.7732 | 1.0 |
| 0.8551 | 72.18 | 9600 | 4.8929 | 1.0 |
| 0.8103 | 73.68 | 9800 | 4.9513 | 1.0 |
| 0.7665 | 75.19 | 10000 | 4.9530 | 1.0 |
| 0.7215 | 76.69 | 10200 | 5.1471 | 1.0 |
| 0.6906 | 78.2 | 10400 | 5.2295 | 1.0 |
| 0.6354 | 79.7 | 10600 | 5.1287 | 1.0 |
| 0.6196 | 81.2 | 10800 | 5.2081 | 1.0 |
| 0.6026 | 82.71 | 11000 | 5.4323 | 1.0 |
| 0.5726 | 84.21 | 11200 | 5.3907 | 1.0 |
| 0.5348 | 85.71 | 11400 | 5.5669 | 1.0 |
| 0.5344 | 87.22 | 11600 | 5.5685 | 1.0 |
| 0.4849 | 88.72 | 11800 | 5.5814 | 1.0 |
| 0.4689 | 90.23 | 12000 | 5.6186 | 1.0 |
| 0.4646 | 91.73 | 12200 | 5.4834 | 1.0 |
| 0.4266 | 93.23 | 12400 | 5.6463 | 1.0 |
| 0.4424 | 94.74 | 12600 | 5.6562 | 1.0 |
| 0.3865 | 96.24 | 12800 | 5.7463 | 1.0 |
| 0.3914 | 97.74 | 13000 | 5.7014 | 1.0 |
| 0.3661 | 99.25 | 13200 | 5.7543 | 1.0 |
| 0.3582 | 100.75 | 13400 | 5.9172 | 1.0 |
| 0.3571 | 102.26 | 13600 | 5.5968 | 1.0 |
| 0.3343 | 103.76 | 13800 | 5.3691 | 1.0 |
| 0.3123 | 105.26 | 14000 | 5.8917 | 1.0 |
| 0.3089 | 106.77 | 14200 | 5.8054 | 1.0 |
| 0.3078 | 108.27 | 14400 | 5.9066 | 1.0 |
| 0.3076 | 109.77 | 14600 | 5.7379 | 1.0 |
| 0.2924 | 111.28 | 14800 | 5.7931 | 1.0 |
| 0.2925 | 112.78 | 15000 | 5.9529 | 1.0 |
| 0.2839 | 114.29 | 15200 | 5.9881 | 1.0 |
| 0.2599 | 115.79 | 15400 | 6.0081 | 1.0 |
| 0.2685 | 117.29 | 15600 | 6.1049 | 1.0 |
| 0.2557 | 118.8 | 15800 | 6.1154 | 1.0 |
| 0.2688 | 120.3 | 16000 | 5.9336 | 1.0 |
| 0.2422 | 121.8 | 16200 | 6.0492 | 1.0 |
| 0.2408 | 123.31 | 16400 | 6.3155 | 1.0 |
| 0.2423 | 124.81 | 16600 | 6.3437 | 1.0 |
| 0.2421 | 126.32 | 16800 | 6.0979 | 1.0 |
| 0.2212 | 127.82 | 17000 | 5.5551 | 1.0 |
| 0.2239 | 129.32 | 17200 | 5.9007 | 1.0 |
| 0.2101 | 130.83 | 17400 | 6.0142 | 1.0 |
| 0.2097 | 132.33 | 17600 | 5.8984 | 1.0 |
| 0.2064 | 133.83 | 17800 | 5.9705 | 1.0 |
| 0.1898 | 135.34 | 18000 | 5.9915 | 1.0 |
| 0.2053 | 136.84 | 18200 | 6.1079 | 1.0 |
| 0.1822 | 138.35 | 18400 | 6.1324 | 1.0 |
| 0.1867 | 139.85 | 18600 | 6.1122 | 1.0 |
| 0.1831 | 141.35 | 18800 | 6.1476 | 1.0 |
| 0.1935 | 142.86 | 19000 | 5.7248 | 1.0 |
| 0.1983 | 144.36 | 19200 | 6.1466 | 1.0 |
| 0.176 | 145.86 | 19400 | 5.9555 | 1.0 |
| 0.1778 | 147.37 | 19600 | 6.1434 | 1.0 |
| 0.1758 | 148.87 | 19800 | 6.2104 | 1.0 |
| 0.1799 | 150.38 | 20000 | 6.0933 | 1.0 |
| 0.1674 | 151.88 | 20200 | 6.0476 | 1.0 |
| 0.1777 | 153.38 | 20400 | 5.8937 | 1.0 |
| 0.1616 | 154.89 | 20600 | 6.4417 | 1.0 |
| 0.1498 | 156.39 | 20800 | 6.3136 | 1.0 |
| 0.1607 | 157.89 | 21000 | 5.9295 | 1.0 |
| 0.1445 | 159.4 | 21200 | 6.2741 | 1.0 |
| 0.1636 | 160.9 | 21400 | 6.1931 | 1.0 |
| 0.1488 | 162.41 | 21600 | 6.0089 | 1.0 |
| 0.1549 | 163.91 | 21800 | 5.6184 | 1.0 |
| 0.1532 | 165.41 | 22000 | 6.1250 | 1.0 |
| 0.1581 | 166.92 | 22200 | 6.2635 | 1.0 |
| 0.146 | 168.42 | 22400 | 6.0498 | 1.0 |
| 0.148 | 169.92 | 22600 | 6.3486 | 1.0 |
| 0.1489 | 171.43 | 22800 | 6.1659 | 1.0 |
| 0.1464 | 172.93 | 23000 | 6.2259 | 1.0 |
| 0.139 | 174.44 | 23200 | 6.2796 | 1.0 |
| 0.1357 | 175.94 | 23400 | 6.2119 | 1.0 |
| 0.1435 | 177.44 | 23600 | 6.5722 | 1.0 |
| 0.1172 | 178.95 | 23800 | 6.4221 | 1.0 |
| 0.1539 | 180.45 | 24000 | 6.3963 | 1.0 |
| 0.1389 | 181.95 | 24200 | 6.2367 | 1.0 |
| 0.1274 | 183.46 | 24400 | 6.3693 | 1.0 |
| 0.1295 | 184.96 | 24600 | 6.0819 | 1.0 |
| 0.1337 | 186.47 | 24800 | 6.1525 | 1.0 |
| 0.1303 | 187.97 | 25000 | 6.2520 | 1.0 |
| 0.141 | 189.47 | 25200 | 6.5302 | 1.0 |
| 0.1322 | 190.98 | 25400 | 6.3731 | 1.0 |
| 0.1313 | 192.48 | 25600 | 6.3570 | 1.0 |
| 0.1178 | 193.98 | 25800 | 6.1667 | 1.0 |
| 0.1277 | 195.49 | 26000 | 6.1352 | 1.0 |
| 0.1169 | 196.99 | 26200 | 6.3132 | 1.0 |
| 0.1199 | 198.5 | 26400 | 6.6116 | 1.0 |
| 0.1138 | 200.0 | 26600 | 6.4862 | 1.0 |
| 0.1129 | 201.5 | 26800 | 6.3442 | 1.0 |
| 0.1142 | 203.01 | 27000 | 6.5077 | 1.0 |
| 0.1169 | 204.51 | 27200 | 6.5710 | 1.0 |
| 0.111 | 206.02 | 27400 | 6.0623 | 1.0 |
| 0.1198 | 207.52 | 27600 | 6.4331 | 1.0 |
| 0.1108 | 209.02 | 27800 | 5.9192 | 1.0 |
| 0.1121 | 210.53 | 28000 | 6.0724 | 1.0 |
| 0.1171 | 212.03 | 28200 | 6.3363 | 1.0 |
| 0.1188 | 213.53 | 28400 | 6.3704 | 1.0 |
| 0.104 | 215.04 | 28600 | 6.5802 | 1.0 |
| 0.1125 | 216.54 | 28800 | 5.4428 | 1.0 |
| 0.1115 | 218.05 | 29000 | 6.4286 | 1.0 |
| 0.1109 | 219.55 | 29200 | 6.6998 | 1.0 |
| 0.1061 | 221.05 | 29400 | 6.3761 | 1.0 |
| 0.1161 | 222.56 | 29600 | 5.8712 | 1.0 |
| 0.1091 | 224.06 | 29800 | 6.1844 | 1.0 |
| 0.0947 | 225.56 | 30000 | 6.5670 | 1.0 |
| 0.1004 | 227.07 | 30200 | 6.2302 | 1.0 |
| 0.1099 | 228.57 | 30400 | 6.4218 | 1.0 |
| 0.1154 | 230.08 | 30600 | 6.4911 | 1.0 |
| 0.0999 | 231.58 | 30800 | 6.4390 | 1.0 |
| 0.1068 | 233.08 | 31000 | 6.2367 | 1.0 |
| 0.1015 | 234.59 | 31200 | 6.0790 | 1.0 |
| 0.0958 | 236.09 | 31400 | 5.9926 | 1.0 |
| 0.1183 | 237.59 | 31600 | 6.3400 | 1.0 |
| 0.0833 | 239.1 | 31800 | 6.4481 | 1.0 |
| 0.0874 | 240.6 | 32000 | 6.4535 | 1.0 |
| 0.0958 | 242.11 | 32200 | 6.0597 | 1.0 |
| 0.1075 | 243.61 | 32400 | 6.3403 | 1.0 |
| 0.0909 | 245.11 | 32600 | 6.1297 | 1.0 |
| 0.1093 | 246.62 | 32800 | 6.2232 | 1.0 |
| 0.0995 | 248.12 | 33000 | 6.7110 | 1.0 |
| 0.1061 | 249.62 | 33200 | 5.8551 | 1.0 |
| 0.0872 | 251.13 | 33400 | 6.0338 | 1.0 |
| 0.109 | 252.63 | 33600 | 6.2880 | 1.0 |
| 0.0976 | 254.14 | 33800 | 5.9304 | 1.0 |
| 0.0977 | 255.64 | 34000 | 6.4527 | 1.0 |
| 0.0895 | 257.14 | 34200 | 6.3178 | 1.0 |
| 0.0951 | 258.65 | 34400 | 6.3646 | 1.0 |
| 0.0942 | 260.15 | 34600 | 6.4405 | 1.0 |
| 0.0876 | 261.65 | 34800 | 5.8373 | 1.0 |
| 0.0877 | 263.16 | 35000 | 6.5296 | 1.0 |
| 0.0896 | 264.66 | 35200 | 6.6644 | 1.0 |
| 0.0938 | 266.17 | 35400 | 6.4721 | 1.0 |
| 0.0864 | 267.67 | 35600 | 7.0132 | 1.0 |
| 0.0897 | 269.17 | 35800 | 6.3767 | 1.0 |
| 0.094 | 270.68 | 36000 | 6.1663 | 1.0 |
| 0.0782 | 272.18 | 36200 | 5.7325 | 1.0 |
| 0.0878 | 273.68 | 36400 | 6.0681 | 1.0 |
| 0.0877 | 275.19 | 36600 | 6.2621 | 1.0 |
| 0.0827 | 276.69 | 36800 | 5.9692 | 1.0 |
| 0.0929 | 278.2 | 37000 | 6.0207 | 1.0 |
| 0.0899 | 279.7 | 37200 | 5.4185 | 1.0 |
| 0.0841 | 281.2 | 37400 | 5.9206 | 1.0 |
| 0.0924 | 282.71 | 37600 | 6.1820 | 1.0 |
| 0.0844 | 284.21 | 37800 | 6.1505 | 1.0 |
| 0.0824 | 285.71 | 38000 | 6.1564 | 1.0 |
| 0.0842 | 287.22 | 38200 | 5.9483 | 1.0 |
| 0.0863 | 288.72 | 38400 | 5.9305 | 1.0 |
| 0.0851 | 290.23 | 38600 | 5.8416 | 1.0 |
| 0.079 | 291.73 | 38800 | 5.7345 | 1.0 |
| 0.081 | 293.23 | 39000 | 5.7323 | 1.0 |
| 0.0873 | 294.74 | 39200 | 5.9131 | 1.0 |
| 0.0836 | 296.24 | 39400 | 6.1722 | 1.0 |
| 0.0774 | 297.74 | 39600 | 5.9523 | 1.0 |
| 0.0902 | 299.25 | 39800 | 5.8769 | 1.0 |
| 0.0766 | 300.75 | 40000 | 6.2435 | 1.0 |
| 0.0766 | 302.26 | 40200 | 5.7556 | 1.0 |
| 0.0723 | 303.76 | 40400 | 5.4647 | 1.0 |
| 0.0724 | 305.26 | 40600 | 6.0184 | 1.0 |
| 0.0834 | 306.77 | 40800 | 5.8434 | 1.0 |
| 0.0846 | 308.27 | 41000 | 6.0586 | 1.0 |
| 0.0878 | 309.77 | 41200 | 5.7270 | 1.0 |
| 0.0761 | 311.28 | 41400 | 5.7259 | 1.0 |
| 0.0639 | 312.78 | 41600 | 6.0848 | 1.0 |
| 0.0733 | 314.29 | 41800 | 6.0474 | 1.0 |
| 0.0734 | 315.79 | 42000 | 5.9387 | 1.0 |
| 0.0779 | 317.29 | 42200 | 5.6040 | 1.0 |
| 0.0713 | 318.8 | 42400 | 6.3136 | 1.0 |
| 0.0756 | 320.3 | 42600 | 5.8936 | 1.0 |
| 0.0758 | 321.8 | 42800 | 6.3659 | 1.0 |
| 0.0662 | 323.31 | 43000 | 5.8035 | 1.0 |
| 0.0714 | 324.81 | 43200 | 5.3194 | 1.0 |
| 0.0782 | 326.32 | 43400 | 6.0054 | 1.0 |
| 0.0775 | 327.82 | 43600 | 5.8471 | 1.0 |
| 0.0653 | 329.32 | 43800 | 5.4054 | 1.0 |
| 0.0739 | 330.83 | 44000 | 6.0978 | 1.0 |
| 0.0634 | 332.33 | 44200 | 6.0081 | 1.0 |
| 0.075 | 333.83 | 44400 | 6.0761 | 1.0 |
| 0.0609 | 335.34 | 44600 | 5.8444 | 1.0 |
| 0.0622 | 336.84 | 44800 | 6.2485 | 1.0 |
| 0.0757 | 338.35 | 45000 | 6.0131 | 1.0 |
| 0.0758 | 339.85 | 45200 | 5.9577 | 1.0 |
| 0.0617 | 341.35 | 45400 | 5.7657 | 1.0 |
| 0.0694 | 342.86 | 45600 | 5.7509 | 1.0 |
| 0.0646 | 344.36 | 45800 | 5.5593 | 1.0 |
| 0.0548 | 345.86 | 46000 | 5.9096 | 1.0 |
| 0.0604 | 347.37 | 46200 | 6.2313 | 1.0 |
| 0.0505 | 348.87 | 46400 | 5.4780 | 1.0 |
| 0.0631 | 350.38 | 46600 | 6.0868 | 1.0 |
| 0.0622 | 351.88 | 46800 | 5.8833 | 1.0 |
| 0.0605 | 353.38 | 47000 | 5.5888 | 1.0 |
| 0.0632 | 354.89 | 47200 | 5.7510 | 1.0 |
| 0.0658 | 356.39 | 47400 | 5.2321 | 1.0 |
| 0.0561 | 357.89 | 47600 | 5.6745 | 1.0 |
| 0.0737 | 359.4 | 47800 | 6.0472 | 1.0 |
| 0.0561 | 360.9 | 48000 | 6.2185 | 1.0 |
| 0.0564 | 362.41 | 48200 | 6.0749 | 1.0 |
| 0.0626 | 363.91 | 48400 | 5.6136 | 1.0 |
| 0.0725 | 365.41 | 48600 | 5.7983 | 1.0 |
| 0.0602 | 366.92 | 48800 | 5.5020 | 1.0 |
| 0.0599 | 368.42 | 49000 | 6.0626 | 1.0 |
| 0.0728 | 369.92 | 49200 | 6.3407 | 1.0 |
| 0.0561 | 371.43 | 49400 | 6.2899 | 1.0 |
| 0.0611 | 372.93 | 49600 | 6.5780 | 1.0 |
| 0.065 | 374.44 | 49800 | 6.4685 | 1.0 |
| 0.0561 | 375.94 | 50000 | 5.5252 | 1.0 |
| 0.0482 | 377.44 | 50200 | 5.3905 | 1.0 |
| 0.0575 | 378.95 | 50400 | 5.5660 | 1.0 |
| 0.0673 | 380.45 | 50600 | 6.3424 | 1.0 |
| 0.0588 | 381.95 | 50800 | 6.5294 | 1.0 |
| 0.0563 | 383.46 | 51000 | 5.2974 | 1.0 |
| 0.0702 | 384.96 | 51200 | 5.8705 | 1.0 |
| 0.0517 | 386.47 | 51400 | 5.7488 | 1.0 |
| 0.0629 | 387.97 | 51600 | 5.8414 | 1.0 |
| 0.0569 | 389.47 | 51800 | 5.3303 | 1.0 |
| 0.0586 | 390.98 | 52000 | 5.1755 | 1.0 |
| 0.0581 | 392.48 | 52200 | 6.0030 | 1.0 |
| 0.0673 | 393.98 | 52400 | 5.9972 | 1.0 |
| 0.0533 | 395.49 | 52600 | 6.1624 | 1.0 |
| 0.0597 | 396.99 | 52800 | 5.6803 | 1.0 |
| 0.0494 | 398.5 | 53000 | 5.4154 | 1.0 |
| 0.0526 | 400.0 | 53200 | 5.5855 | 1.0 |
| 0.0578 | 401.5 | 53400 | 5.9491 | 1.0 |
| 0.0546 | 403.01 | 53600 | 5.9381 | 1.0 |
| 0.0575 | 404.51 | 53800 | 5.9629 | 1.0 |
| 0.0592 | 406.02 | 54000 | 5.8617 | 1.0 |
| 0.0444 | 407.52 | 54200 | 5.5513 | 1.0 |
| 0.0467 | 409.02 | 54400 | 5.2998 | 1.0 |
| 0.0654 | 410.53 | 54600 | 5.3034 | 1.0 |
| 0.0546 | 412.03 | 54800 | 5.3077 | 1.0 |
| 0.0567 | 413.53 | 55000 | 5.0215 | 1.0 |
| 0.0564 | 415.04 | 55200 | 5.4569 | 1.0 |
| 0.0494 | 416.54 | 55400 | 5.7311 | 1.0 |
| 0.0448 | 418.05 | 55600 | 5.6774 | 1.0 |
| 0.0695 | 419.55 | 55800 | 5.5563 | 1.0 |
| 0.0451 | 421.05 | 56000 | 6.0087 | 1.0 |
| 0.0514 | 422.56 | 56200 | 5.4969 | 1.0 |
| 0.0504 | 424.06 | 56400 | 6.0321 | 1.0 |
| 0.0429 | 425.56 | 56600 | 5.6021 | 1.0 |
| 0.0503 | 427.07 | 56800 | 5.8039 | 1.0 |
| 0.0528 | 428.57 | 57000 | 5.9237 | 1.0 |
| 0.0508 | 430.08 | 57200 | 5.7653 | 1.0 |
| 0.0533 | 431.58 | 57400 | 6.2778 | 1.0 |
| 0.048 | 433.08 | 57600 | 6.0965 | 1.0 |
| 0.0492 | 434.59 | 57800 | 5.3128 | 1.0 |
| 0.0438 | 436.09 | 58000 | 5.7699 | 1.0 |
| 0.0525 | 437.59 | 58200 | 5.1163 | 1.0 |
| 0.0573 | 439.1 | 58400 | 5.4089 | 1.0 |
| 0.0587 | 440.6 | 58600 | 5.2019 | 1.0 |
| 0.049 | 442.11 | 58800 | 5.4515 | 1.0 |
| 0.0435 | 443.61 | 59000 | 5.5448 | 1.0 |
| 0.0378 | 445.11 | 59200 | 5.8339 | 1.0 |
| 0.0498 | 446.62 | 59400 | 5.4560 | 1.0 |
| 0.0361 | 448.12 | 59600 | 5.5045 | 1.0 |
| 0.0438 | 449.62 | 59800 | 4.8485 | 1.0 |
| 0.0512 | 451.13 | 60000 | 4.9816 | 1.0 |
| 0.0464 | 452.63 | 60200 | 5.2011 | 1.0 |
| 0.0437 | 454.14 | 60400 | 5.6679 | 1.0 |
| 0.0457 | 455.64 | 60600 | 5.7678 | 1.0 |
| 0.0397 | 457.14 | 60800 | 5.6997 | 1.0 |
| 0.0397 | 458.65 | 61000 | 5.2398 | 1.0 |
| 0.0412 | 460.15 | 61200 | 5.3039 | 1.0 |
| 0.0472 | 461.65 | 61400 | 5.9334 | 1.0 |
| 0.0389 | 463.16 | 61600 | 5.6996 | 1.0 |
| 0.043 | 464.66 | 61800 | 5.4419 | 1.0 |
| 0.0407 | 466.17 | 62000 | 5.2868 | 1.0 |
| 0.0511 | 467.67 | 62200 | 5.2794 | 1.0 |
| 0.0456 | 469.17 | 62400 | 5.6698 | 1.0 |
| 0.0462 | 470.68 | 62600 | 5.4807 | 1.0 |
| 0.0402 | 472.18 | 62800 | 4.9668 | 1.0 |
| 0.0459 | 473.68 | 63000 | 5.1433 | 1.0 |
| 0.0416 | 475.19 | 63200 | 5.1973 | 1.0 |
| 0.0468 | 476.69 | 63400 | 4.5775 | 1.0 |
| 0.0382 | 478.2 | 63600 | 5.4247 | 1.0 |
| 0.04 | 479.7 | 63800 | 5.3787 | 1.0 |
| 0.0446 | 481.2 | 64000 | 5.8649 | 1.0 |
| 0.0478 | 482.71 | 64200 | 5.5780 | 1.0 |
| 0.0468 | 484.21 | 64400 | 5.6468 | 1.0 |
| 0.0358 | 485.71 | 64600 | 5.5878 | 1.0 |
| 0.0375 | 487.22 | 64800 | 6.0500 | 1.0 |
| 0.0418 | 488.72 | 65000 | 5.6539 | 1.0 |
| 0.0419 | 490.23 | 65200 | 6.0848 | 1.0 |
| 0.0381 | 491.73 | 65400 | 5.7511 | 1.0 |
| 0.0476 | 493.23 | 65600 | 5.7423 | 1.0 |
| 0.0492 | 494.74 | 65800 | 5.3481 | 1.0 |
| 0.0373 | 496.24 | 66000 | 6.2950 | 1.0 |
| 0.0451 | 497.74 | 66200 | 5.4381 | 1.0 |
| 0.0457 | 499.25 | 66400 | 5.5962 | 1.0 |
| 0.0384 | 500.75 | 66600 | 5.6821 | 1.0 |
| 0.037 | 502.26 | 66800 | 5.8399 | 1.0 |
| 0.0378 | 503.76 | 67000 | 5.4415 | 1.0 |
| 0.038 | 505.26 | 67200 | 5.6578 | 1.0 |
| 0.0371 | 506.77 | 67400 | 5.6192 | 1.0 |
| 0.0314 | 508.27 | 67600 | 6.0258 | 1.0 |
| 0.0345 | 509.77 | 67800 | 6.4183 | 1.0 |
| 0.039 | 511.28 | 68000 | 5.1909 | 1.0 |
| 0.0337 | 512.78 | 68200 | 5.3650 | 1.0 |
| 0.0463 | 514.29 | 68400 | 5.5936 | 1.0 |
| 0.05 | 515.79 | 68600 | 5.6765 | 1.0 |
| 0.0374 | 517.29 | 68800 | 5.3339 | 1.0 |
| 0.0374 | 518.8 | 69000 | 5.7343 | 1.0 |
| 0.0406 | 520.3 | 69200 | 5.6398 | 1.0 |
| 0.0397 | 521.8 | 69400 | 5.4041 | 1.0 |
| 0.0391 | 523.31 | 69600 | 5.8327 | 1.0 |
| 0.0332 | 524.81 | 69800 | 5.6610 | 1.0 |
| 0.0325 | 526.32 | 70000 | 5.4675 | 1.0 |
| 0.0438 | 527.82 | 70200 | 5.4601 | 1.0 |
| 0.0281 | 529.32 | 70400 | 5.3118 | 1.0 |
| 0.0314 | 530.83 | 70600 | 5.6760 | 1.0 |
| 0.039 | 532.33 | 70800 | 5.2432 | 1.0 |
| 0.0293 | 533.83 | 71000 | 5.4250 | 1.0 |
| 0.0334 | 535.34 | 71200 | 4.9681 | 1.0 |
| 0.0341 | 536.84 | 71400 | 5.2753 | 1.0 |
| 0.0368 | 538.35 | 71600 | 4.7242 | 1.0 |
| 0.0339 | 539.85 | 71800 | 5.0283 | 1.0 |
| 0.0285 | 541.35 | 72000 | 4.9008 | 1.0 |
| 0.0323 | 542.86 | 72200 | 5.0817 | 1.0 |
| 0.0391 | 544.36 | 72400 | 5.2062 | 1.0 |
| 0.0337 | 545.86 | 72600 | 5.4544 | 1.0 |
| 0.0352 | 547.37 | 72800 | 5.0674 | 1.0 |
| 0.0419 | 548.87 | 73000 | 5.2037 | 1.0 |
| 0.0314 | 550.38 | 73200 | 4.8665 | 1.0 |
| 0.0324 | 551.88 | 73400 | 5.2775 | 1.0 |
| 0.0329 | 553.38 | 73600 | 4.7535 | 1.0 |
| 0.0304 | 554.89 | 73800 | 4.8733 | 0.9994 |
| 0.0388 | 556.39 | 74000 | 5.2259 | 1.0 |
| 0.0423 | 557.89 | 74200 | 5.4575 | 1.0 |
| 0.034 | 559.4 | 74400 | 4.9118 | 1.0 |
| 0.0289 | 560.9 | 74600 | 4.9018 | 1.0 |
| 0.0317 | 562.41 | 74800 | 5.0265 | 1.0 |
| 0.0346 | 563.91 | 75000 | 4.7586 | 1.0 |
| 0.0238 | 565.41 | 75200 | 5.0713 | 1.0 |
| 0.0275 | 566.92 | 75400 | 4.8972 | 1.0 |
| 0.0291 | 568.42 | 75600 | 4.8198 | 1.0 |
| 0.0371 | 569.92 | 75800 | 4.3204 | 1.0 |
| 0.033 | 571.43 | 76000 | 4.5274 | 1.0 |
| 0.0334 | 572.93 | 76200 | 4.8907 | 1.0 |
| 0.0375 | 574.44 | 76400 | 4.6204 | 1.0 |
| 0.0332 | 575.94 | 76600 | 4.4255 | 1.0 |
| 0.0359 | 577.44 | 76800 | 4.8451 | 1.0 |
| 0.0273 | 578.95 | 77000 | 5.8480 | 1.0 |
| 0.0273 | 580.45 | 77200 | 5.2345 | 1.0 |
| 0.0296 | 581.95 | 77400 | 5.3281 | 0.9994 |
| 0.0332 | 583.46 | 77600 | 5.6027 | 0.9994 |
| 0.0251 | 584.96 | 77800 | 5.3038 | 0.9994 |
| 0.0275 | 586.47 | 78000 | 5.0464 | 1.0 |
| 0.0193 | 587.97 | 78200 | 4.9974 | 0.9994 |
| 0.0326 | 589.47 | 78400 | 4.6220 | 1.0 |
| 0.033 | 590.98 | 78600 | 4.9772 | 1.0 |
| 0.0258 | 592.48 | 78800 | 4.6183 | 1.0 |
| 0.0326 | 593.98 | 79000 | 5.2420 | 1.0 |
| 0.0311 | 595.49 | 79200 | 4.6937 | 1.0 |
| 0.0257 | 596.99 | 79400 | 4.9505 | 1.0 |
| 0.0295 | 598.5 | 79600 | 5.0226 | 1.0 |
| 0.0309 | 600.0 | 79800 | 4.8904 | 1.0 |
| 0.0239 | 601.5 | 80000 | 5.4780 | 1.0 |
| 0.0238 | 603.01 | 80200 | 5.4525 | 1.0 |
| 0.0373 | 604.51 | 80400 | 4.8573 | 0.9994 |
| 0.0308 | 606.02 | 80600 | 5.1780 | 1.0 |
| 0.0262 | 607.52 | 80800 | 5.4216 | 1.0 |
| 0.0227 | 609.02 | 81000 | 4.9209 | 1.0 |
| 0.0222 | 610.53 | 81200 | 5.4042 | 1.0 |
| 0.0332 | 612.03 | 81400 | 5.2453 | 1.0 |
| 0.0261 | 613.53 | 81600 | 5.3043 | 1.0 |
| 0.0254 | 615.04 | 81800 | 5.7649 | 1.0 |
| 0.0276 | 616.54 | 82000 | 5.1942 | 1.0 |
| 0.0291 | 618.05 | 82200 | 4.9448 | 0.9994 |
| 0.0275 | 619.55 | 82400 | 5.0157 | 1.0006 |
| 0.0278 | 621.05 | 82600 | 4.7635 | 1.0006 |
| 0.0232 | 622.56 | 82800 | 5.4406 | 1.0 |
| 0.0311 | 624.06 | 83000 | 5.3966 | 1.0 |
| 0.0206 | 625.56 | 83200 | 4.8876 | 1.0013 |
| 0.0274 | 627.07 | 83400 | 5.4422 | 1.0 |
| 0.0199 | 628.57 | 83600 | 4.9966 | 1.0006 |
| 0.0253 | 630.08 | 83800 | 5.1257 | 1.0006 |
| 0.027 | 631.58 | 84000 | 5.1748 | 1.0 |
| 0.0312 | 633.08 | 84200 | 5.0923 | 1.0006 |
| 0.0288 | 634.59 | 84400 | 5.1963 | 1.0 |
| 0.0261 | 636.09 | 84600 | 4.8105 | 1.0013 |
| 0.0259 | 637.59 | 84800 | 4.9715 | 1.0 |
| 0.03 | 639.1 | 85000 | 5.2808 | 1.0 |
| 0.0215 | 640.6 | 85200 | 5.3155 | 1.0 |
| 0.028 | 642.11 | 85400 | 5.1311 | 1.0 |
| 0.0268 | 643.61 | 85600 | 5.1429 | 1.0 |
| 0.0238 | 645.11 | 85800 | 5.0456 | 1.0 |
| 0.0273 | 646.62 | 86000 | 5.2772 | 1.0 |
| 0.0196 | 648.12 | 86200 | 5.2186 | 1.0 |
| 0.0212 | 649.62 | 86400 | 4.8386 | 0.9994 |
| 0.0243 | 651.13 | 86600 | 5.1898 | 1.0 |
| 0.0255 | 652.63 | 86800 | 5.5885 | 1.0 |
| 0.0192 | 654.14 | 87000 | 5.7636 | 1.0 |
| 0.0272 | 655.64 | 87200 | 5.5897 | 1.0 |
| 0.0254 | 657.14 | 87400 | 5.3412 | 1.0 |
| 0.0389 | 658.65 | 87600 | 5.2754 | 1.0 |
| 0.025 | 660.15 | 87800 | 4.6929 | 1.0 |
| 0.0268 | 661.65 | 88000 | 4.7299 | 1.0 |
| 0.0303 | 663.16 | 88200 | 5.1038 | 1.0 |
| 0.019 | 664.66 | 88400 | 5.4165 | 1.0 |
| 0.0197 | 666.17 | 88600 | 5.3144 | 1.0 |
| 0.024 | 667.67 | 88800 | 4.7525 | 1.0 |
| 0.0272 | 669.17 | 89000 | 5.4154 | 1.0 |
| 0.0267 | 670.68 | 89200 | 5.1149 | 0.9994 |
| 0.0231 | 672.18 | 89400 | 5.3135 | 1.0 |
| 0.034 | 673.68 | 89600 | 4.8940 | 1.0 |
| 0.0205 | 675.19 | 89800 | 5.4456 | 1.0 |
| 0.0236 | 676.69 | 90000 | 5.1145 | 1.0 |
| 0.0276 | 678.2 | 90200 | 5.3905 | 1.0 |
| 0.0316 | 679.7 | 90400 | 5.4222 | 1.0 |
| 0.0253 | 681.2 | 90600 | 5.1456 | 1.0006 |
| 0.0255 | 682.71 | 90800 | 5.3852 | 1.0 |
| 0.0185 | 684.21 | 91000 | 4.9756 | 1.0 |
| 0.019 | 685.71 | 91200 | 5.9086 | 1.0 |
| 0.0232 | 687.22 | 91400 | 5.1278 | 1.0 |
| 0.0281 | 688.72 | 91600 | 4.9946 | 1.0 |
| 0.0188 | 690.23 | 91800 | 5.0910 | 1.0 |
| 0.0189 | 691.73 | 92000 | 4.8426 | 1.0 |
| 0.0276 | 693.23 | 92200 | 5.0411 | 1.0 |
| 0.021 | 694.74 | 92400 | 4.8377 | 1.0 |
| 0.0237 | 696.24 | 92600 | 4.9047 | 1.0 |
| 0.0209 | 697.74 | 92800 | 4.3727 | 1.0 |
| 0.0212 | 699.25 | 93000 | 4.4921 | 1.0006 |
| 0.0228 | 700.75 | 93200 | 4.7233 | 1.0006 |
| 0.0187 | 702.26 | 93400 | 4.7441 | 1.0006 |
| 0.0217 | 703.76 | 93600 | 4.7464 | 1.0 |
| 0.0254 | 705.26 | 93800 | 4.8955 | 0.9994 |
| 0.0268 | 706.77 | 94000 | 5.2548 | 1.0 |
| 0.0236 | 708.27 | 94200 | 5.2691 | 1.0 |
| 0.0174 | 709.77 | 94400 | 4.8898 | 1.0 |
| 0.0262 | 711.28 | 94600 | 4.7713 | 1.0 |
| 0.0226 | 712.78 | 94800 | 4.8464 | 1.0 |
| 0.0193 | 714.29 | 95000 | 5.0019 | 1.0 |
| 0.0229 | 715.79 | 95200 | 5.2043 | 1.0 |
| 0.014 | 717.29 | 95400 | 4.9124 | 0.9994 |
| 0.0274 | 718.8 | 95600 | 4.9160 | 1.0 |
| 0.0198 | 720.3 | 95800 | 5.1003 | 1.0 |
| 0.0222 | 721.8 | 96000 | 4.9865 | 1.0 |
| 0.0133 | 723.31 | 96200 | 5.0203 | 1.0 |
| 0.0162 | 724.81 | 96400 | 4.9140 | 1.0 |
| 0.024 | 726.32 | 96600 | 4.9667 | 1.0006 |
| 0.0197 | 727.82 | 96800 | 5.1605 | 1.0 |
| 0.0169 | 729.32 | 97000 | 5.4196 | 1.0 |
| 0.0238 | 730.83 | 97200 | 5.3665 | 1.0 |
| 0.0182 | 732.33 | 97400 | 5.0020 | 1.0013 |
| 0.0212 | 733.83 | 97600 | 5.1674 | 1.0006 |
| 0.0165 | 735.34 | 97800 | 4.9132 | 1.0013 |
| 0.0242 | 736.84 | 98000 | 4.7047 | 1.0013 |
| 0.022 | 738.35 | 98200 | 5.1006 | 1.0 |
| 0.022 | 739.85 | 98400 | 4.7582 | 0.9994 |
| 0.0178 | 741.35 | 98600 | 5.0911 | 1.0 |
| 0.0197 | 742.86 | 98800 | 4.9315 | 1.0 |
| 0.022 | 744.36 | 99000 | 4.4003 | 1.0019 |
| 0.0114 | 745.86 | 99200 | 4.9068 | 1.0 |
| 0.0184 | 747.37 | 99400 | 4.7211 | 1.0 |
| 0.0227 | 748.87 | 99600 | 4.8788 | 1.0 |
| 0.0127 | 750.38 | 99800 | 5.0337 | 1.0 |
| 0.0193 | 751.88 | 100000 | 5.0193 | 1.0 |
| 0.0167 | 753.38 | 100200 | 5.1066 | 1.0019 |
| 0.0149 | 754.89 | 100400 | 5.2865 | 1.0 |
| 0.0219 | 756.39 | 100600 | 5.2765 | 1.0 |
| 0.0185 | 757.89 | 100800 | 5.3224 | 1.0 |
| 0.0159 | 759.4 | 101000 | 5.1665 | 1.0 |
| 0.0178 | 760.9 | 101200 | 5.4050 | 0.9994 |
| 0.0119 | 762.41 | 101400 | 5.1887 | 0.9994 |
| 0.022 | 763.91 | 101600 | 4.7725 | 1.0 |
| 0.0214 | 765.41 | 101800 | 4.9794 | 1.0 |
| 0.0151 | 766.92 | 102000 | 4.7806 | 1.0013 |
| 0.0181 | 768.42 | 102200 | 4.3024 | 1.0006 |
| 0.0166 | 769.92 | 102400 | 4.8876 | 1.0 |
| 0.0211 | 771.43 | 102600 | 4.5744 | 1.0 |
| 0.0184 | 772.93 | 102800 | 4.8648 | 0.9994 |
| 0.02 | 774.44 | 103000 | 4.7831 | 0.9994 |
| 0.0188 | 775.94 | 103200 | 4.9471 | 0.9994 |
| 0.0201 | 777.44 | 103400 | 4.9495 | 1.0006 |
| 0.0169 | 778.95 | 103600 | 5.2604 | 1.0 |
| 0.0145 | 780.45 | 103800 | 5.5133 | 1.0 |
| 0.0176 | 781.95 | 104000 | 5.1844 | 0.9994 |
| 0.0149 | 783.46 | 104200 | 4.6289 | 1.0 |
| 0.0181 | 784.96 | 104400 | 5.2480 | 1.0 |
| 0.0132 | 786.47 | 104600 | 4.7374 | 0.9994 |
| 0.0115 | 787.97 | 104800 | 5.6450 | 1.0 |
| 0.014 | 789.47 | 105000 | 5.0672 | 1.0 |
| 0.0181 | 790.98 | 105200 | 5.1088 | 1.0 |
| 0.0181 | 792.48 | 105400 | 5.0798 | 1.0 |
| 0.0146 | 793.98 | 105600 | 5.1835 | 1.0 |
| 0.0219 | 795.49 | 105800 | 5.3850 | 1.0 |
| 0.0222 | 796.99 | 106000 | 4.9615 | 1.0 |
| 0.0176 | 798.5 | 106200 | 4.6814 | 1.0 |
| 0.017 | 800.0 | 106400 | 4.9264 | 1.0 |
| 0.0134 | 801.5 | 106600 | 5.0058 | 1.0 |
| 0.0139 | 803.01 | 106800 | 5.1207 | 1.0 |
| 0.0146 | 804.51 | 107000 | 4.8640 | 1.0006 |
| 0.018 | 806.02 | 107200 | 4.6173 | 1.0 |
| 0.0183 | 807.52 | 107400 | 4.8846 | 1.0 |
| 0.0169 | 809.02 | 107600 | 5.2157 | 1.0006 |
| 0.0128 | 810.53 | 107800 | 5.1951 | 1.0006 |
| 0.0181 | 812.03 | 108000 | 4.9453 | 1.0013 |
| 0.0107 | 813.53 | 108200 | 5.0670 | 1.0013 |
| 0.0171 | 815.04 | 108400 | 4.8881 | 1.0006 |
| 0.0144 | 816.54 | 108600 | 4.8071 | 1.0013 |
| 0.0133 | 818.05 | 108800 | 4.9399 | 1.0013 |
| 0.0138 | 819.55 | 109000 | 4.5266 | 1.0038 |
| 0.0159 | 821.05 | 109200 | 4.9887 | 1.0025 |
| 0.0157 | 822.56 | 109400 | 4.8344 | 1.0019 |
| 0.0134 | 824.06 | 109600 | 5.1275 | 1.0019 |
| 0.0142 | 825.56 | 109800 | 4.7311 | 1.0025 |
| 0.0207 | 827.07 | 110000 | 4.5203 | 1.0050 |
| 0.0125 | 828.57 | 110200 | 4.5815 | 1.0044 |
| 0.0161 | 830.08 | 110400 | 4.7650 | 1.0031 |
| 0.0091 | 831.58 | 110600 | 4.9839 | 1.0025 |
| 0.0154 | 833.08 | 110800 | 4.9781 | 1.0013 |
| 0.012 | 834.59 | 111000 | 5.0515 | 1.0025 |
| 0.0182 | 836.09 | 111200 | 5.1645 | 1.0025 |
| 0.0135 | 837.59 | 111400 | 5.1050 | 1.0013 |
| 0.0171 | 839.1 | 111600 | 4.8125 | 1.0025 |
| 0.0152 | 840.6 | 111800 | 5.4213 | 1.0038 |
| 0.0103 | 842.11 | 112000 | 5.0478 | 1.0031 |
| 0.0112 | 843.61 | 112200 | 4.9343 | 1.0019 |
| 0.0156 | 845.11 | 112400 | 5.2666 | 1.0019 |
| 0.0122 | 846.62 | 112600 | 5.0991 | 1.0031 |
| 0.0178 | 848.12 | 112800 | 5.1477 | 1.0006 |
| 0.0174 | 849.62 | 113000 | 5.1716 | 1.0031 |
| 0.0136 | 851.13 | 113200 | 5.3554 | 1.0013 |
| 0.0123 | 852.63 | 113400 | 4.8209 | 1.0019 |
| 0.0095 | 854.14 | 113600 | 4.9493 | 1.0019 |
| 0.0183 | 855.64 | 113800 | 4.8060 | 1.0038 |
| 0.0111 | 857.14 | 114000 | 4.8071 | 1.0006 |
| 0.0121 | 858.65 | 114200 | 4.7184 | 1.0006 |
| 0.0079 | 860.15 | 114400 | 4.7966 | 1.0019 |
| 0.0129 | 861.65 | 114600 | 4.8338 | 1.0013 |
| 0.0103 | 863.16 | 114800 | 4.5879 | 1.0019 |
| 0.0117 | 864.66 | 115000 | 4.7938 | 1.0025 |
| 0.018 | 866.17 | 115200 | 4.6562 | 1.0 |
| 0.0121 | 867.67 | 115400 | 4.6558 | 1.0 |
| 0.0184 | 869.17 | 115600 | 4.7076 | 1.0 |
| 0.0135 | 870.68 | 115800 | 5.1430 | 1.0 |
| 0.0163 | 872.18 | 116000 | 5.2987 | 1.0019 |
| 0.014 | 873.68 | 116200 | 5.0680 | 1.0019 |
| 0.0114 | 875.19 | 116400 | 4.9600 | 1.0013 |
| 0.0145 | 876.69 | 116600 | 5.0292 | 1.0025 |
| 0.0125 | 878.2 | 116800 | 4.6149 | 1.0038 |
| 0.008 | 879.7 | 117000 | 4.9819 | 1.0019 |
| 0.0122 | 881.2 | 117200 | 5.0868 | 1.0019 |
| 0.0157 | 882.71 | 117400 | 4.8522 | 1.0031 |
| 0.0146 | 884.21 | 117600 | 4.6680 | 1.0044 |
| 0.014 | 885.71 | 117800 | 4.4612 | 1.0038 |
| 0.0123 | 887.22 | 118000 | 4.4058 | 1.0044 |
| 0.0122 | 888.72 | 118200 | 4.6614 | 1.0038 |
| 0.012 | 890.23 | 118400 | 4.7230 | 1.0019 |
| 0.0159 | 891.73 | 118600 | 5.0094 | 1.0006 |
| 0.0087 | 893.23 | 118800 | 4.8522 | 1.0006 |
| 0.013 | 894.74 | 119000 | 4.9456 | 1.0013 |
| 0.0166 | 896.24 | 119200 | 4.9068 | 1.0019 |
| 0.0129 | 897.74 | 119400 | 4.9066 | 1.0019 |
| 0.0136 | 899.25 | 119600 | 4.6458 | 1.0019 |
| 0.0208 | 900.75 | 119800 | 4.6729 | 1.0013 |
| 0.0158 | 902.26 | 120000 | 4.6674 | 1.0019 |
| 0.0125 | 903.76 | 120200 | 4.5242 | 1.0025 |
| 0.0098 | 905.26 | 120400 | 4.7753 | 1.0025 |
| 0.0078 | 906.77 | 120600 | 4.8435 | 1.0013 |
| 0.0155 | 908.27 | 120800 | 4.6419 | 1.0006 |
| 0.0142 | 909.77 | 121000 | 4.7051 | 1.0013 |
| 0.0098 | 911.28 | 121200 | 5.0023 | 1.0 |
| 0.0097 | 912.78 | 121400 | 5.2775 | 1.0 |
| 0.0103 | 914.29 | 121600 | 5.1593 | 1.0 |
| 0.0115 | 915.79 | 121800 | 5.0693 | 1.0 |
| 0.0129 | 917.29 | 122000 | 5.4565 | 1.0 |
| 0.0123 | 918.8 | 122200 | 4.9698 | 1.0 |
| 0.0176 | 920.3 | 122400 | 4.8110 | 1.0019 |
| 0.0106 | 921.8 | 122600 | 4.7044 | 1.0031 |
| 0.0098 | 923.31 | 122800 | 4.7205 | 1.0031 |
| 0.0132 | 924.81 | 123000 | 4.5947 | 1.0013 |
| 0.0122 | 926.32 | 123200 | 4.9378 | 1.0 |
| 0.0101 | 927.82 | 123400 | 5.0470 | 1.0006 |
| 0.0151 | 929.32 | 123600 | 4.7670 | 1.0 |
| 0.0089 | 930.83 | 123800 | 4.9127 | 1.0019 |
| 0.0107 | 932.33 | 124000 | 4.9719 | 1.0031 |
| 0.0084 | 933.83 | 124200 | 5.0971 | 1.0025 |
| 0.0111 | 935.34 | 124400 | 4.6700 | 1.0031 |
| 0.0121 | 936.84 | 124600 | 4.7236 | 1.0031 |
| 0.0104 | 938.35 | 124800 | 4.7380 | 1.0019 |
| 0.0101 | 939.85 | 125000 | 4.8754 | 1.0025 |
| 0.0145 | 941.35 | 125200 | 5.0708 | 1.0031 |
| 0.0096 | 942.86 | 125400 | 4.8973 | 1.0031 |
| 0.0158 | 944.36 | 125600 | 5.1670 | 1.0019 |
| 0.0106 | 945.86 | 125800 | 5.0989 | 1.0044 |
| 0.0157 | 947.37 | 126000 | 5.0135 | 1.0044 |
| 0.0092 | 948.87 | 126200 | 4.7069 | 1.0025 |
| 0.0121 | 950.38 | 126400 | 4.6865 | 1.0031 |
| 0.0117 | 951.88 | 126600 | 4.6496 | 1.0050 |
| 0.0107 | 953.38 | 126800 | 5.0900 | 1.0025 |
| 0.0107 | 954.89 | 127000 | 4.8722 | 1.0025 |
| 0.0137 | 956.39 | 127200 | 4.7971 | 1.0013 |
| 0.0106 | 957.89 | 127400 | 5.0268 | 1.0025 |
| 0.0138 | 959.4 | 127600 | 5.1737 | 1.0019 |
| 0.01 | 960.9 | 127800 | 5.2657 | 1.0025 |
| 0.0101 | 962.41 | 128000 | 5.0265 | 1.0019 |
| 0.0092 | 963.91 | 128200 | 5.4657 | 1.0019 |
| 0.0109 | 965.41 | 128400 | 5.5858 | 1.0019 |
| 0.0078 | 966.92 | 128600 | 5.2281 | 1.0031 |
| 0.0111 | 968.42 | 128800 | 4.9028 | 1.0013 |
| 0.0068 | 969.92 | 129000 | 4.8840 | 1.0019 |
| 0.008 | 971.43 | 129200 | 5.3572 | 1.0013 |
| 0.0108 | 972.93 | 129400 | 5.0857 | 1.0025 |
| 0.0128 | 974.44 | 129600 | 5.1988 | 1.0019 |
| 0.0088 | 975.94 | 129800 | 4.9510 | 1.0025 |
| 0.013 | 977.44 | 130000 | 5.3014 | 1.0019 |
| 0.0108 | 978.95 | 130200 | 4.9356 | 1.0019 |
| 0.0112 | 980.45 | 130400 | 4.8090 | 1.0025 |
| 0.0115 | 981.95 | 130600 | 5.0231 | 1.0038 |
| 0.0166 | 983.46 | 130800 | 4.8263 | 1.0019 |
| 0.0061 | 984.96 | 131000 | 4.7797 | 1.0025 |
| 0.0097 | 986.47 | 131200 | 4.8421 | 1.0019 |
| 0.0115 | 987.97 | 131400 | 4.9492 | 1.0031 |
| 0.0058 | 989.47 | 131600 | 4.9278 | 1.0013 |
| 0.0089 | 990.98 | 131800 | 4.8451 | 1.0013 |
| 0.0133 | 992.48 | 132000 | 4.8694 | 1.0013 |
| 0.0074 | 993.98 | 132200 | 5.0419 | 1.0006 |
| 0.0088 | 995.49 | 132400 | 5.2701 | 1.0013 |
| 0.0116 | 996.99 | 132600 | 5.2893 | 1.0006 |
| 0.0068 | 998.5 | 132800 | 4.9237 | 1.0019 |
| 0.0096 | 1000.0 | 133000 | 5.0376 | 1.0013 |
| 0.0097 | 1001.5 | 133200 | 5.0571 | 1.0025 |
| 0.009 | 1003.01 | 133400 | 5.0585 | 1.0019 |
| 0.0077 | 1004.51 | 133600 | 4.9175 | 1.0013 |
| 0.0099 | 1006.02 | 133800 | 5.0497 | 1.0013 |
| 0.0042 | 1007.52 | 134000 | 4.9861 | 1.0013 |
| 0.0114 | 1009.02 | 134200 | 5.0604 | 1.0 |
| 0.0079 | 1010.53 | 134400 | 4.9738 | 1.0 |
| 0.0039 | 1012.03 | 134600 | 5.2350 | 1.0006 |
| 0.0081 | 1013.53 | 134800 | 4.8783 | 1.0006 |
| 0.0072 | 1015.04 | 135000 | 5.0616 | 1.0019 |
| 0.0059 | 1016.54 | 135200 | 4.9421 | 1.0006 |
| 0.0052 | 1018.05 | 135400 | 5.2076 | 1.0006 |
| 0.0072 | 1019.55 | 135600 | 4.7459 | 1.0019 |
| 0.0137 | 1021.05 | 135800 | 4.4156 | 1.0025 |
| 0.0086 | 1022.56 | 136000 | 4.7582 | 1.0038 |
| 0.006 | 1024.06 | 136200 | 4.6716 | 1.0013 |
| 0.0086 | 1025.56 | 136400 | 4.9067 | 1.0006 |
| 0.0074 | 1027.07 | 136600 | 5.1224 | 1.0 |
| 0.0099 | 1028.57 | 136800 | 4.8046 | 1.0006 |
| 0.0129 | 1030.08 | 137000 | 5.0482 | 1.0 |
| 0.011 | 1031.58 | 137200 | 4.9666 | 1.0019 |
| 0.0071 | 1033.08 | 137400 | 5.0899 | 1.0013 |
| 0.0067 | 1034.59 | 137600 | 5.0229 | 1.0006 |
| 0.0044 | 1036.09 | 137800 | 5.0371 | 1.0013 |
| 0.0101 | 1037.59 | 138000 | 4.9919 | 0.9994 |
| 0.006 | 1039.1 | 138200 | 5.1368 | 0.9994 |
| 0.0105 | 1040.6 | 138400 | 4.8836 | 0.9987 |
| 0.0084 | 1042.11 | 138600 | 4.7600 | 1.0025 |
| 0.0089 | 1043.61 | 138800 | 4.9488 | 1.0019 |
| 0.0075 | 1045.11 | 139000 | 5.0581 | 1.0006 |
| 0.0109 | 1046.62 | 139200 | 5.1216 | 1.0006 |
| 0.0028 | 1048.12 | 139400 | 5.0811 | 0.9981 |
| 0.0044 | 1049.62 | 139600 | 4.8405 | 1.0013 |
| 0.0067 | 1051.13 | 139800 | 5.0062 | 1.0013 |
| 0.0057 | 1052.63 | 140000 | 5.0492 | 1.0006 |
| 0.0062 | 1054.14 | 140200 | 5.0783 | 1.0 |
| 0.0076 | 1055.64 | 140400 | 5.1404 | 1.0 |
| 0.0132 | 1057.14 | 140600 | 5.1925 | 1.0006 |
| 0.0043 | 1058.65 | 140800 | 5.0225 | 1.0019 |
| 0.0032 | 1060.15 | 141000 | 4.9694 | 1.0019 |
| 0.004 | 1061.65 | 141200 | 5.1353 | 1.0006 |
| 0.0092 | 1063.16 | 141400 | 5.2068 | 1.0013 |
| 0.0092 | 1064.66 | 141600 | 5.0825 | 1.0013 |
| 0.0057 | 1066.17 | 141800 | 5.0087 | 1.0013 |
| 0.0048 | 1067.67 | 142000 | 4.9626 | 1.0025 |
| 0.0052 | 1069.17 | 142200 | 5.0154 | 1.0006 |
| 0.0094 | 1070.68 | 142400 | 5.0147 | 1.0019 |
| 0.008 | 1072.18 | 142600 | 4.9181 | 1.0006 |
| 0.0073 | 1073.68 | 142800 | 4.9787 | 1.0019 |
| 0.0063 | 1075.19 | 143000 | 4.9458 | 1.0025 |
| 0.0069 | 1076.69 | 143200 | 5.0951 | 1.0019 |
| 0.005 | 1078.2 | 143400 | 4.8268 | 1.0019 |
| 0.008 | 1079.7 | 143600 | 4.8822 | 1.0019 |
| 0.0047 | 1081.2 | 143800 | 5.1148 | 1.0019 |
| 0.0138 | 1082.71 | 144000 | 4.9464 | 1.0 |
| 0.0054 | 1084.21 | 144200 | 4.9410 | 1.0013 |
| 0.0061 | 1085.71 | 144400 | 5.1612 | 1.0006 |
| 0.0095 | 1087.22 | 144600 | 5.0962 | 1.0006 |
| 0.0069 | 1088.72 | 144800 | 5.0092 | 1.0 |
| 0.0041 | 1090.23 | 145000 | 5.0815 | 1.0 |
| 0.0104 | 1091.73 | 145200 | 5.0631 | 1.0006 |
| 0.0025 | 1093.23 | 145400 | 5.1077 | 1.0006 |
| 0.0068 | 1094.74 | 145600 | 4.9715 | 1.0019 |
| 0.006 | 1096.24 | 145800 | 5.0608 | 1.0013 |
| 0.0081 | 1097.74 | 146000 | 5.1091 | 1.0013 |
| 0.0068 | 1099.25 | 146200 | 5.1470 | 1.0013 |
| 0.0047 | 1100.75 | 146400 | 5.1790 | 1.0006 |
| 0.0054 | 1102.26 | 146600 | 5.2646 | 1.0 |
| 0.0092 | 1103.76 | 146800 | 5.2853 | 1.0013 |
| 0.0066 | 1105.26 | 147000 | 5.0318 | 1.0013 |
| 0.008 | 1106.77 | 147200 | 5.0337 | 1.0013 |
| 0.0034 | 1108.27 | 147400 | 5.0388 | 1.0013 |
| 0.011 | 1109.77 | 147600 | 5.0256 | 1.0019 |
| 0.0072 | 1111.28 | 147800 | 5.0236 | 1.0019 |
| 0.0129 | 1112.78 | 148000 | 5.0792 | 1.0019 |
| 0.0063 | 1114.29 | 148200 | 5.1229 | 1.0 |
| 0.0045 | 1115.79 | 148400 | 5.1730 | 1.0013 |
| 0.0049 | 1117.29 | 148600 | 5.1491 | 1.0006 |
| 0.0039 | 1118.8 | 148800 | 5.1083 | 1.0013 |
| 0.008 | 1120.3 | 149000 | 5.0877 | 1.0019 |
| 0.0058 | 1121.8 | 149200 | 5.0018 | 1.0019 |
| 0.0046 | 1123.31 | 149400 | 5.0775 | 1.0013 |
| 0.0057 | 1124.81 | 149600 | 5.0081 | 1.0006 |
| 0.0048 | 1126.32 | 149800 | 5.0912 | 1.0013 |
| 0.0031 | 1127.82 | 150000 | 5.0987 | 1.0019 |
| 0.0059 | 1129.32 | 150200 | 5.0811 | 1.0013 |
| 0.0043 | 1130.83 | 150400 | 5.1520 | 1.0019 |
| 0.0071 | 1132.33 | 150600 | 5.2432 | 1.0019 |
| 0.0115 | 1133.83 | 150800 | 5.1358 | 1.0019 |
| 0.0061 | 1135.34 | 151000 | 5.0458 | 1.0019 |
| 0.0068 | 1136.84 | 151200 | 5.1654 | 1.0019 |
| 0.0107 | 1138.35 | 151400 | 5.0748 | 1.0019 |
| 0.0053 | 1139.85 | 151600 | 5.1501 | 1.0019 |
| 0.0058 | 1141.35 | 151800 | 5.2146 | 1.0019 |
| 0.0053 | 1142.86 | 152000 | 5.2234 | 1.0013 |
| 0.0034 | 1144.36 | 152200 | 5.2226 | 1.0019 |
| 0.0058 | 1145.86 | 152400 | 5.2033 | 1.0019 |
| 0.0039 | 1147.37 | 152600 | 5.2151 | 1.0019 |
| 0.0111 | 1148.87 | 152800 | 5.1126 | 1.0019 |
| 0.0054 | 1150.38 | 153000 | 5.2183 | 1.0019 |
| 0.0068 | 1151.88 | 153200 | 5.2718 | 1.0019 |
| 0.0074 | 1153.38 | 153400 | 5.1996 | 1.0019 |
| 0.0064 | 1154.89 | 153600 | 5.1910 | 1.0019 |
| 0.0058 | 1156.39 | 153800 | 5.1924 | 1.0019 |
| 0.004 | 1157.89 | 154000 | 5.2096 | 1.0019 |
| 0.0046 | 1159.4 | 154200 | 5.1493 | 1.0019 |
| 0.0066 | 1160.9 | 154400 | 5.1710 | 1.0019 |
| 0.0055 | 1162.41 | 154600 | 5.1339 | 1.0019 |
| 0.0076 | 1163.91 | 154800 | 5.1114 | 1.0019 |
| 0.0078 | 1165.41 | 155000 | 5.1069 | 1.0019 |
| 0.0039 | 1166.92 | 155200 | 5.1307 | 1.0019 |
| 0.0029 | 1168.42 | 155400 | 5.1418 | 1.0025 |
| 0.0033 | 1169.92 | 155600 | 5.0614 | 1.0025 |
| 0.005 | 1171.43 | 155800 | 5.0568 | 1.0025 |
| 0.0048 | 1172.93 | 156000 | 5.0617 | 1.0025 |
| 0.005 | 1174.44 | 156200 | 5.0957 | 1.0025 |
| 0.0072 | 1175.94 | 156400 | 5.0974 | 1.0025 |
| 0.0052 | 1177.44 | 156600 | 5.0740 | 1.0025 |
| 0.0042 | 1178.95 | 156800 | 5.0641 | 1.0019 |
| 0.0057 | 1180.45 | 157000 | 5.0398 | 1.0013 |
| 0.0063 | 1181.95 | 157200 | 4.9869 | 1.0019 |
| 0.0046 | 1183.46 | 157400 | 5.0102 | 1.0019 |
| 0.005 | 1184.96 | 157600 | 4.9957 | 1.0019 |
| 0.0044 | 1186.47 | 157800 | 5.0196 | 1.0019 |
| 0.0041 | 1187.97 | 158000 | 5.0451 | 1.0019 |
| 0.0053 | 1189.47 | 158200 | 5.0466 | 1.0019 |
| 0.0078 | 1190.98 | 158400 | 5.0443 | 1.0019 |
| 0.0061 | 1192.48 | 158600 | 5.0306 | 1.0019 |
| 0.0069 | 1193.98 | 158800 | 5.0399 | 1.0019 |
| 0.0114 | 1195.49 | 159000 | 5.0391 | 1.0019 |
| 0.0126 | 1196.99 | 159200 | 5.0403 | 1.0019 |
| 0.0067 | 1198.5 | 159400 | 5.0430 | 1.0019 |
| 0.0044 | 1200.0 | 159600 | 5.0428 | 1.0019 |
Framework versions
- Transformers 4.18.0.dev0
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.6
