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20220413-210552
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: 3.0348
- Wer: 1.0006
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 |
|---|---|---|---|---|
| 17.1111 | 1.5 | 200 | 16.6792 | 1.0 |
| 16.0992 | 3.01 | 400 | 15.3947 | 1.0 |
| 10.7668 | 4.51 | 600 | 10.3625 | 1.0 |
| 6.2652 | 6.02 | 800 | 7.6849 | 1.0 |
| 5.1417 | 7.52 | 1000 | 6.0307 | 1.0 |
| 4.6159 | 9.02 | 1200 | 5.0891 | 1.0 |
| 4.2444 | 10.53 | 1400 | 4.4120 | 1.0 |
| 3.8935 | 12.03 | 1600 | 3.9570 | 1.0 |
| 3.6292 | 13.53 | 1800 | 3.6405 | 1.0 |
| 3.4535 | 15.04 | 2000 | 3.4523 | 1.0 |
| 3.3175 | 16.54 | 2200 | 3.3589 | 1.0 |
| 3.2266 | 18.05 | 2400 | 3.2966 | 1.0 |
| 3.1825 | 19.55 | 2600 | 3.2658 | 1.0 |
| 3.1604 | 21.05 | 2800 | 3.2534 | 1.0 |
| 3.1438 | 22.56 | 3000 | 3.2437 | 1.0 |
| 3.1176 | 24.06 | 3200 | 3.2169 | 1.0 |
| 3.1088 | 25.56 | 3400 | 3.2102 | 1.0 |
| 3.0955 | 27.07 | 3600 | 3.1983 | 1.0 |
| 3.0763 | 28.57 | 3800 | 3.2092 | 1.0 |
| 3.0599 | 30.08 | 4000 | 3.2092 | 1.0 |
| 3.0385 | 31.58 | 4200 | 3.2154 | 1.0 |
| 2.9996 | 33.08 | 4400 | 3.2120 | 1.0 |
| 2.9207 | 34.59 | 4600 | 3.2146 | 1.0 |
| 2.8071 | 36.09 | 4800 | 3.2093 | 1.0 |
| 2.6412 | 37.59 | 5000 | 3.2282 | 1.0 |
| 2.4594 | 39.1 | 5200 | 3.2442 | 1.0 |
| 2.2708 | 40.6 | 5400 | 3.2944 | 1.0 |
| 2.1279 | 42.11 | 5600 | 3.3260 | 1.0 |
| 1.9985 | 43.61 | 5800 | 3.3586 | 1.0 |
| 1.8979 | 45.11 | 6000 | 3.3945 | 1.0 |
| 1.7838 | 46.62 | 6200 | 3.4761 | 1.0 |
| 1.6774 | 48.12 | 6400 | 3.4886 | 1.0 |
| 1.5958 | 49.62 | 6600 | 3.6208 | 1.0 |
| 1.4957 | 51.13 | 6800 | 3.6501 | 1.0 |
| 1.4202 | 52.63 | 7000 | 3.6492 | 1.0 |
| 1.3377 | 54.14 | 7200 | 3.7392 | 1.0 |
| 1.2872 | 55.64 | 7400 | 3.8624 | 1.0 |
| 1.1992 | 57.14 | 7600 | 3.8511 | 1.0 |
| 1.1238 | 58.65 | 7800 | 3.9662 | 1.0 |
| 1.0775 | 60.15 | 8000 | 3.9267 | 1.0 |
| 1.011 | 61.65 | 8200 | 4.0933 | 1.0 |
| 0.962 | 63.16 | 8400 | 4.0941 | 1.0 |
| 0.9041 | 64.66 | 8600 | 4.1163 | 1.0 |
| 0.8552 | 66.17 | 8800 | 4.1937 | 1.0 |
| 0.8054 | 67.67 | 9000 | 4.2277 | 1.0 |
| 0.7457 | 69.17 | 9200 | 4.3899 | 1.0 |
| 0.7292 | 70.68 | 9400 | 4.3621 | 1.0 |
| 0.6635 | 72.18 | 9600 | 4.4706 | 1.0 |
| 0.6333 | 73.68 | 9800 | 4.4571 | 1.0 |
| 0.6109 | 75.19 | 10000 | 4.4594 | 1.0 |
| 0.5611 | 76.69 | 10200 | 4.5672 | 1.0 |
| 0.5286 | 78.2 | 10400 | 4.4957 | 1.0 |
| 0.4894 | 79.7 | 10600 | 4.5278 | 1.0 |
| 0.4831 | 81.2 | 10800 | 4.4604 | 1.0 |
| 0.4575 | 82.71 | 11000 | 4.7439 | 1.0 |
| 0.4418 | 84.21 | 11200 | 4.6511 | 1.0 |
| 0.4085 | 85.71 | 11400 | 4.5008 | 1.0 |
| 0.4011 | 87.22 | 11600 | 4.7690 | 1.0 |
| 0.3791 | 88.72 | 11800 | 4.8675 | 1.0 |
| 0.3487 | 90.23 | 12000 | 5.0327 | 1.0 |
| 0.3661 | 91.73 | 12200 | 4.8084 | 1.0 |
| 0.3306 | 93.23 | 12400 | 4.9095 | 1.0 |
| 0.3449 | 94.74 | 12600 | 4.8223 | 1.0 |
| 0.2949 | 96.24 | 12800 | 4.8245 | 1.0 |
| 0.2987 | 97.74 | 13000 | 5.0803 | 1.0 |
| 0.2896 | 99.25 | 13200 | 5.2074 | 1.0 |
| 0.2731 | 100.75 | 13400 | 5.1951 | 1.0 |
| 0.2749 | 102.26 | 13600 | 5.2071 | 1.0 |
| 0.2554 | 103.76 | 13800 | 5.0861 | 1.0 |
| 0.2436 | 105.26 | 14000 | 5.0851 | 1.0 |
| 0.2494 | 106.77 | 14200 | 4.8623 | 1.0 |
| 0.23 | 108.27 | 14400 | 5.0466 | 1.0 |
| 0.2345 | 109.77 | 14600 | 5.2474 | 1.0 |
| 0.2233 | 111.28 | 14800 | 4.9394 | 1.0 |
| 0.2231 | 112.78 | 15000 | 4.9572 | 1.0 |
| 0.213 | 114.29 | 15200 | 5.3215 | 1.0 |
| 0.2002 | 115.79 | 15400 | 5.3042 | 1.0 |
| 0.2023 | 117.29 | 15600 | 5.0279 | 1.0 |
| 0.2074 | 118.8 | 15800 | 4.9727 | 1.0 |
| 0.2071 | 120.3 | 16000 | 4.6775 | 1.0 |
| 0.1915 | 121.8 | 16200 | 4.8386 | 1.0 |
| 0.1899 | 123.31 | 16400 | 4.7898 | 1.0 |
| 0.1821 | 124.81 | 16600 | 5.3147 | 1.0 |
| 0.1908 | 126.32 | 16800 | 5.6218 | 1.0 |
| 0.1712 | 127.82 | 17000 | 4.6083 | 1.0 |
| 0.1705 | 129.32 | 17200 | 5.2468 | 1.0 |
| 0.1664 | 130.83 | 17400 | 5.0412 | 1.0 |
| 0.167 | 132.33 | 17600 | 5.0116 | 1.0 |
| 0.162 | 133.83 | 17800 | 5.2799 | 1.0 |
| 0.1561 | 135.34 | 18000 | 5.2485 | 1.0 |
| 0.1501 | 136.84 | 18200 | 5.1109 | 1.0 |
| 0.14 | 138.35 | 18400 | 5.2310 | 1.0 |
| 0.1576 | 139.85 | 18600 | 5.1631 | 1.0 |
| 0.1433 | 141.35 | 18800 | 5.3497 | 1.0 |
| 0.148 | 142.86 | 19000 | 4.8892 | 1.0 |
| 0.1525 | 144.36 | 19200 | 4.8522 | 1.0 |
| 0.1517 | 145.86 | 19400 | 4.7830 | 1.0 |
| 0.139 | 147.37 | 19600 | 5.2041 | 1.0 |
| 0.1392 | 148.87 | 19800 | 4.7968 | 1.0 |
| 0.1351 | 150.38 | 20000 | 5.0326 | 1.0 |
| 0.1355 | 151.88 | 20200 | 5.0474 | 1.0 |
| 0.138 | 153.38 | 20400 | 4.7491 | 1.0006 |
| 0.1332 | 154.89 | 20600 | 5.3905 | 1.0 |
| 0.1252 | 156.39 | 20800 | 4.9815 | 1.0 |
| 0.1179 | 157.89 | 21000 | 5.3281 | 1.0 |
| 0.1228 | 159.4 | 21200 | 5.1108 | 1.0006 |
| 0.1311 | 160.9 | 21400 | 4.8016 | 1.0 |
| 0.1278 | 162.41 | 21600 | 4.8306 | 1.0 |
| 0.1209 | 163.91 | 21800 | 4.6413 | 1.0 |
| 0.1199 | 165.41 | 22000 | 4.6375 | 1.0 |
| 0.1172 | 166.92 | 22200 | 4.9108 | 1.0 |
| 0.1247 | 168.42 | 22400 | 4.6139 | 1.0006 |
| 0.1121 | 169.92 | 22600 | 4.4765 | 1.0006 |
| 0.125 | 171.43 | 22800 | 4.6819 | 1.0006 |
| 0.1259 | 172.93 | 23000 | 4.9577 | 1.0 |
| 0.1044 | 174.44 | 23200 | 5.2993 | 1.0006 |
| 0.1107 | 175.94 | 23400 | 4.3140 | 1.0 |
| 0.1142 | 177.44 | 23600 | 4.5850 | 1.0 |
| 0.0971 | 178.95 | 23800 | 4.8177 | 1.0006 |
| 0.1186 | 180.45 | 24000 | 4.9972 | 1.0 |
| 0.1164 | 181.95 | 24200 | 4.5840 | 1.0 |
| 0.1014 | 183.46 | 24400 | 4.9117 | 0.9994 |
| 0.1087 | 184.96 | 24600 | 4.5646 | 1.0006 |
| 0.1075 | 186.47 | 24800 | 4.6995 | 1.0 |
| 0.1111 | 187.97 | 25000 | 4.7877 | 1.0 |
| 0.1079 | 189.47 | 25200 | 4.8420 | 1.0 |
| 0.1053 | 190.98 | 25400 | 5.1083 | 1.0 |
| 0.1048 | 192.48 | 25600 | 4.2876 | 1.0 |
| 0.0974 | 193.98 | 25800 | 4.6699 | 1.0006 |
| 0.0983 | 195.49 | 26000 | 4.6522 | 1.0 |
| 0.0935 | 196.99 | 26200 | 4.9879 | 1.0 |
| 0.0948 | 198.5 | 26400 | 4.4146 | 1.0 |
| 0.0867 | 200.0 | 26600 | 5.1909 | 1.0 |
| 0.0932 | 201.5 | 26800 | 5.2019 | 1.0 |
| 0.0951 | 203.01 | 27000 | 3.6893 | 1.0 |
| 0.085 | 204.51 | 27200 | 4.3071 | 1.0006 |
| 0.0912 | 206.02 | 27400 | 4.4651 | 1.0 |
| 0.092 | 207.52 | 27600 | 4.4218 | 1.0 |
| 0.0936 | 209.02 | 27800 | 5.1391 | 1.0 |
| 0.0989 | 210.53 | 28000 | 4.8787 | 1.0006 |
| 0.0898 | 212.03 | 28200 | 4.1418 | 1.0013 |
| 0.0943 | 213.53 | 28400 | 4.1857 | 1.0 |
| 0.0834 | 215.04 | 28600 | 4.3519 | 1.0 |
| 0.0851 | 216.54 | 28800 | 4.3612 | 1.0006 |
| 0.0932 | 218.05 | 29000 | 4.2200 | 1.0006 |
| 0.0848 | 219.55 | 29200 | 4.2054 | 1.0 |
| 0.0873 | 221.05 | 29400 | 4.4815 | 1.0 |
| 0.0949 | 222.56 | 29600 | 3.9426 | 1.0 |
| 0.0856 | 224.06 | 29800 | 3.7650 | 1.0 |
| 0.0768 | 225.56 | 30000 | 3.9774 | 1.0 |
| 0.0823 | 227.07 | 30200 | 4.3728 | 1.0 |
| 0.0913 | 228.57 | 30400 | 3.7813 | 1.0 |
| 0.0951 | 230.08 | 30600 | 4.1581 | 1.0 |
| 0.0843 | 231.58 | 30800 | 4.6891 | 1.0 |
| 0.0879 | 233.08 | 31000 | 4.2984 | 1.0 |
| 0.0807 | 234.59 | 31200 | 3.9511 | 1.0 |
| 0.0765 | 236.09 | 31400 | 3.8094 | 1.0 |
| 0.0861 | 237.59 | 31600 | 4.3118 | 1.0 |
| 0.0596 | 239.1 | 31800 | 4.0774 | 1.0006 |
| 0.0752 | 240.6 | 32000 | 3.6005 | 1.0 |
| 0.0729 | 242.11 | 32200 | 4.8616 | 1.0 |
| 0.0783 | 243.61 | 32400 | 3.9858 | 1.0 |
| 0.0759 | 245.11 | 32600 | 4.1231 | 1.0 |
| 0.08 | 246.62 | 32800 | 4.5182 | 1.0 |
| 0.0782 | 248.12 | 33000 | 3.7721 | 1.0 |
| 0.0914 | 249.62 | 33200 | 3.5902 | 1.0 |
| 0.0668 | 251.13 | 33400 | 3.9673 | 1.0 |
| 0.0798 | 252.63 | 33600 | 3.8693 | 1.0 |
| 0.0814 | 254.14 | 33800 | 3.9804 | 1.0006 |
| 0.0775 | 255.64 | 34000 | 3.9483 | 1.0 |
| 0.0721 | 257.14 | 34200 | 4.6892 | 1.0 |
| 0.0722 | 258.65 | 34400 | 4.1972 | 1.0 |
| 0.0755 | 260.15 | 34600 | 4.4523 | 1.0 |
| 0.0683 | 261.65 | 34800 | 4.1090 | 1.0 |
| 0.0698 | 263.16 | 35000 | 4.0634 | 1.0 |
| 0.0712 | 264.66 | 35200 | 4.0469 | 1.0006 |
| 0.0754 | 266.17 | 35400 | 4.0113 | 1.0006 |
| 0.0709 | 267.67 | 35600 | 4.0592 | 1.0 |
| 0.0637 | 269.17 | 35800 | 3.7540 | 1.0 |
| 0.0688 | 270.68 | 36000 | 3.9645 | 1.0 |
| 0.0592 | 272.18 | 36200 | 3.7443 | 1.0 |
| 0.0585 | 273.68 | 36400 | 3.8287 | 1.0 |
| 0.0734 | 275.19 | 36600 | 3.6780 | 1.0 |
| 0.058 | 276.69 | 36800 | 4.0194 | 1.0 |
| 0.0707 | 278.2 | 37000 | 3.6663 | 1.0006 |
| 0.0728 | 279.7 | 37200 | 3.8640 | 1.0 |
| 0.064 | 281.2 | 37400 | 4.5473 | 1.0 |
| 0.0583 | 282.71 | 37600 | 4.1813 | 1.0 |
| 0.0634 | 284.21 | 37800 | 3.8821 | 1.0 |
| 0.0565 | 285.71 | 38000 | 3.9566 | 1.0006 |
| 0.0735 | 287.22 | 38200 | 4.5317 | 1.0 |
| 0.0797 | 288.72 | 38400 | 3.8040 | 1.0 |
| 0.0601 | 290.23 | 38600 | 4.0956 | 1.0 |
| 0.0599 | 291.73 | 38800 | 4.0592 | 1.0 |
| 0.0517 | 293.23 | 39000 | 3.5204 | 1.0006 |
| 0.0622 | 294.74 | 39200 | 4.1739 | 1.0 |
| 0.0705 | 296.24 | 39400 | 4.0262 | 1.0 |
| 0.0589 | 297.74 | 39600 | 4.2476 | 1.0 |
| 0.0606 | 299.25 | 39800 | 3.7931 | 1.0 |
| 0.0603 | 300.75 | 40000 | 4.0540 | 0.9994 |
| 0.0568 | 302.26 | 40200 | 3.5900 | 1.0 |
| 0.0583 | 303.76 | 40400 | 3.8095 | 1.0 |
| 0.0513 | 305.26 | 40600 | 3.8949 | 1.0 |
| 0.0637 | 306.77 | 40800 | 3.8085 | 1.0 |
| 0.0659 | 308.27 | 41000 | 4.2311 | 1.0 |
| 0.068 | 309.77 | 41200 | 3.4876 | 1.0006 |
| 0.0616 | 311.28 | 41400 | 3.7634 | 1.0 |
| 0.0515 | 312.78 | 41600 | 3.8762 | 1.0 |
| 0.0584 | 314.29 | 41800 | 4.2070 | 1.0 |
| 0.054 | 315.79 | 42000 | 3.9088 | 1.0 |
| 0.0571 | 317.29 | 42200 | 3.9679 | 1.0006 |
| 0.0497 | 318.8 | 42400 | 3.8443 | 1.0 |
| 0.0507 | 320.3 | 42600 | 4.2397 | 1.0 |
| 0.0612 | 321.8 | 42800 | 4.2228 | 1.0 |
| 0.0467 | 323.31 | 43000 | 3.6684 | 1.0 |
| 0.0586 | 324.81 | 43200 | 3.8685 | 1.0013 |
| 0.0557 | 326.32 | 43400 | 4.3341 | 1.0006 |
| 0.0584 | 327.82 | 43600 | 3.6683 | 1.0 |
| 0.0575 | 329.32 | 43800 | 3.9005 | 1.0 |
| 0.0571 | 330.83 | 44000 | 3.8594 | 1.0 |
| 0.0471 | 332.33 | 44200 | 3.6871 | 1.0 |
| 0.055 | 333.83 | 44400 | 4.0402 | 1.0 |
| 0.0422 | 335.34 | 44600 | 4.0226 | 1.0 |
| 0.0422 | 336.84 | 44800 | 3.5907 | 1.0 |
| 0.0513 | 338.35 | 45000 | 3.7380 | 1.0 |
| 0.0593 | 339.85 | 45200 | 3.8530 | 1.0 |
| 0.0446 | 341.35 | 45400 | 4.0879 | 1.0 |
| 0.0492 | 342.86 | 45600 | 3.8984 | 1.0 |
| 0.0422 | 344.36 | 45800 | 4.2423 | 1.0 |
| 0.0478 | 345.86 | 46000 | 3.6391 | 1.0 |
| 0.0425 | 347.37 | 46200 | 4.2352 | 1.0 |
| 0.0426 | 348.87 | 46400 | 4.0004 | 1.0 |
| 0.0566 | 350.38 | 46600 | 4.0957 | 1.0006 |
| 0.0522 | 351.88 | 46800 | 3.9436 | 0.9994 |
| 0.0503 | 353.38 | 47000 | 4.3325 | 1.0 |
| 0.0513 | 354.89 | 47200 | 3.5738 | 0.9994 |
| 0.0428 | 356.39 | 47400 | 3.8233 | 0.9994 |
| 0.0402 | 357.89 | 47600 | 3.6210 | 1.0006 |
| 0.0575 | 359.4 | 47800 | 3.6991 | 1.0 |
| 0.0459 | 360.9 | 48000 | 3.8384 | 1.0 |
| 0.0423 | 362.41 | 48200 | 4.2164 | 1.0 |
| 0.0401 | 363.91 | 48400 | 4.0001 | 1.0 |
| 0.0612 | 365.41 | 48600 | 4.1363 | 0.9994 |
| 0.0492 | 366.92 | 48800 | 4.0748 | 0.9994 |
| 0.0467 | 368.42 | 49000 | 3.6856 | 0.9994 |
| 0.0565 | 369.92 | 49200 | 4.1829 | 1.0 |
| 0.0351 | 371.43 | 49400 | 3.9579 | 1.0006 |
| 0.0499 | 372.93 | 49600 | 3.8893 | 1.0 |
| 0.0477 | 374.44 | 49800 | 3.5199 | 1.0 |
| 0.0471 | 375.94 | 50000 | 4.0405 | 1.0013 |
| 0.037 | 377.44 | 50200 | 3.8785 | 1.0006 |
| 0.0382 | 378.95 | 50400 | 4.2958 | 1.0013 |
| 0.0553 | 380.45 | 50600 | 4.3845 | 1.0006 |
| 0.0389 | 381.95 | 50800 | 3.7282 | 1.0013 |
| 0.0373 | 383.46 | 51000 | 4.0840 | 1.0006 |
| 0.0597 | 384.96 | 51200 | 4.0250 | 1.0006 |
| 0.0404 | 386.47 | 51400 | 3.6077 | 0.9994 |
| 0.0501 | 387.97 | 51600 | 3.5198 | 0.9994 |
| 0.0432 | 389.47 | 51800 | 3.7678 | 1.0 |
| 0.0462 | 390.98 | 52000 | 3.6467 | 1.0 |
| 0.0444 | 392.48 | 52200 | 3.8941 | 1.0006 |
| 0.0494 | 393.98 | 52400 | 3.6969 | 1.0 |
| 0.0402 | 395.49 | 52600 | 3.5324 | 1.0006 |
| 0.0402 | 396.99 | 52800 | 3.8874 | 1.0006 |
| 0.0395 | 398.5 | 53000 | 3.3793 | 1.0006 |
| 0.0367 | 400.0 | 53200 | 3.6539 | 1.0013 |
| 0.0374 | 401.5 | 53400 | 3.4230 | 1.0 |
| 0.0407 | 403.01 | 53600 | 3.6068 | 1.0 |
| 0.0378 | 404.51 | 53800 | 3.5291 | 1.0013 |
| 0.0471 | 406.02 | 54000 | 3.3563 | 1.0006 |
| 0.0336 | 407.52 | 54200 | 2.9932 | 1.0044 |
| 0.032 | 409.02 | 54400 | 3.3549 | 1.0006 |
| 0.0474 | 410.53 | 54600 | 3.1140 | 1.0013 |
| 0.0402 | 412.03 | 54800 | 2.8515 | 1.0075 |
| 0.0366 | 413.53 | 55000 | 3.1142 | 1.0050 |
| 0.041 | 415.04 | 55200 | 3.0917 | 1.0056 |
| 0.0358 | 416.54 | 55400 | 3.3401 | 1.0006 |
| 0.0299 | 418.05 | 55600 | 3.5304 | 1.0 |
| 0.0512 | 419.55 | 55800 | 3.4768 | 1.0 |
| 0.0374 | 421.05 | 56000 | 3.2792 | 0.9994 |
| 0.037 | 422.56 | 56200 | 3.0088 | 1.0013 |
| 0.0395 | 424.06 | 56400 | 3.0185 | 0.9994 |
| 0.039 | 425.56 | 56600 | 3.0249 | 1.0 |
| 0.0345 | 427.07 | 56800 | 3.3437 | 1.0 |
| 0.0438 | 428.57 | 57000 | 3.0905 | 1.0 |
| 0.0373 | 430.08 | 57200 | 3.4256 | 1.0019 |
| 0.0362 | 431.58 | 57400 | 3.4747 | 1.0006 |
| 0.0353 | 433.08 | 57600 | 3.3952 | 1.0019 |
| 0.0363 | 434.59 | 57800 | 3.3967 | 1.0006 |
| 0.0234 | 436.09 | 58000 | 3.5076 | 0.9994 |
| 0.0347 | 437.59 | 58200 | 3.4128 | 0.9987 |
| 0.039 | 439.1 | 58400 | 3.5784 | 1.0013 |
| 0.041 | 440.6 | 58600 | 3.6292 | 1.0013 |
| 0.0348 | 442.11 | 58800 | 3.3197 | 0.9981 |
| 0.0285 | 443.61 | 59000 | 3.0545 | 0.9981 |
| 0.0293 | 445.11 | 59200 | 3.1784 | 1.0013 |
| 0.0394 | 446.62 | 59400 | 2.8197 | 0.9975 |
| 0.0282 | 448.12 | 59600 | 3.1450 | 1.0 |
| 0.0387 | 449.62 | 59800 | 2.8260 | 0.9987 |
| 0.0348 | 451.13 | 60000 | 3.0389 | 0.9987 |
| 0.03 | 452.63 | 60200 | 3.1857 | 0.9981 |
| 0.029 | 454.14 | 60400 | 3.1893 | 1.0013 |
| 0.0333 | 455.64 | 60600 | 3.1428 | 0.9981 |
| 0.027 | 457.14 | 60800 | 3.5792 | 0.9994 |
| 0.037 | 458.65 | 61000 | 3.4338 | 1.0 |
| 0.0327 | 460.15 | 61200 | 2.9592 | 1.0056 |
| 0.0283 | 461.65 | 61400 | 3.3657 | 1.0031 |
| 0.0337 | 463.16 | 61600 | 3.1392 | 1.0025 |
| 0.0275 | 464.66 | 61800 | 3.2706 | 1.0019 |
| 0.0304 | 466.17 | 62000 | 3.5289 | 1.0019 |
| 0.042 | 467.67 | 62200 | 3.2222 | 1.0019 |
| 0.035 | 469.17 | 62400 | 3.3533 | 1.0038 |
| 0.038 | 470.68 | 62600 | 3.7162 | 1.0006 |
| 0.0297 | 472.18 | 62800 | 3.2382 | 1.0025 |
| 0.0314 | 473.68 | 63000 | 3.2555 | 1.0006 |
| 0.0288 | 475.19 | 63200 | 3.8791 | 1.0013 |
| 0.0336 | 476.69 | 63400 | 3.1988 | 1.0006 |
| 0.0371 | 478.2 | 63600 | 3.1025 | 1.0006 |
| 0.0288 | 479.7 | 63800 | 3.2712 | 1.0006 |
| 0.0374 | 481.2 | 64000 | 3.4452 | 0.9987 |
| 0.0329 | 482.71 | 64200 | 3.3956 | 1.0 |
| 0.036 | 484.21 | 64400 | 3.4541 | 1.0006 |
| 0.03 | 485.71 | 64600 | 3.2153 | 1.0 |
| 0.0319 | 487.22 | 64800 | 2.9109 | 0.9962 |
| 0.0276 | 488.72 | 65000 | 3.0832 | 0.9975 |
| 0.0315 | 490.23 | 65200 | 3.4669 | 1.0 |
| 0.0244 | 491.73 | 65400 | 3.4678 | 0.9994 |
| 0.0306 | 493.23 | 65600 | 3.6775 | 0.9987 |
| 0.0266 | 494.74 | 65800 | 3.3509 | 1.0 |
| 0.0247 | 496.24 | 66000 | 3.8882 | 1.0006 |
| 0.0322 | 497.74 | 66200 | 3.5801 | 0.9994 |
| 0.04 | 499.25 | 66400 | 3.6454 | 1.0006 |
| 0.0313 | 500.75 | 66600 | 3.9949 | 1.0013 |
| 0.0222 | 502.26 | 66800 | 3.5645 | 0.9987 |
| 0.0257 | 503.76 | 67000 | 3.7539 | 0.9994 |
| 0.028 | 505.26 | 67200 | 3.6815 | 1.0006 |
| 0.0256 | 506.77 | 67400 | 3.3799 | 1.0013 |
| 0.0257 | 508.27 | 67600 | 3.6969 | 1.0013 |
| 0.0271 | 509.77 | 67800 | 3.7083 | 0.9994 |
| 0.0265 | 511.28 | 68000 | 3.3015 | 0.9994 |
| 0.0289 | 512.78 | 68200 | 3.7103 | 1.0006 |
| 0.0337 | 514.29 | 68400 | 3.1877 | 1.0006 |
| 0.0396 | 515.79 | 68600 | 3.7914 | 1.0 |
| 0.0316 | 517.29 | 68800 | 3.4757 | 0.9981 |
| 0.0303 | 518.8 | 69000 | 3.4129 | 0.9987 |
| 0.0298 | 520.3 | 69200 | 3.1453 | 1.0 |
| 0.0257 | 521.8 | 69400 | 3.4649 | 1.0 |
| 0.0252 | 523.31 | 69600 | 3.2707 | 0.9994 |
| 0.0254 | 524.81 | 69800 | 3.0304 | 1.0056 |
| 0.0199 | 526.32 | 70000 | 3.4323 | 1.0019 |
| 0.0333 | 527.82 | 70200 | 3.4081 | 1.0006 |
| 0.0205 | 529.32 | 70400 | 2.9900 | 1.0188 |
| 0.0223 | 530.83 | 70600 | 3.3499 | 1.0031 |
| 0.0261 | 532.33 | 70800 | 3.2094 | 0.9975 |
| 0.0198 | 533.83 | 71000 | 3.2793 | 1.0063 |
| 0.021 | 535.34 | 71200 | 3.2266 | 0.9975 |
| 0.022 | 536.84 | 71400 | 3.1391 | 0.9994 |
| 0.0215 | 538.35 | 71600 | 3.4587 | 0.9994 |
| 0.0269 | 539.85 | 71800 | 3.2814 | 0.9994 |
| 0.0226 | 541.35 | 72000 | 3.2583 | 0.9981 |
| 0.0257 | 542.86 | 72200 | 3.7259 | 0.9987 |
| 0.0259 | 544.36 | 72400 | 3.5004 | 0.9994 |
| 0.0223 | 545.86 | 72600 | 3.3689 | 0.9975 |
| 0.0307 | 547.37 | 72800 | 3.0706 | 0.9950 |
| 0.0234 | 548.87 | 73000 | 3.0892 | 0.9969 |
| 0.0243 | 550.38 | 73200 | 3.4028 | 0.9987 |
| 0.0215 | 551.88 | 73400 | 2.9474 | 0.9981 |
| 0.0224 | 553.38 | 73600 | 3.3028 | 0.9981 |
| 0.0282 | 554.89 | 73800 | 3.5360 | 0.9994 |
| 0.0282 | 556.39 | 74000 | 3.3730 | 0.9981 |
| 0.0278 | 557.89 | 74200 | 3.2750 | 1.0 |
| 0.0198 | 559.4 | 74400 | 3.0983 | 1.0025 |
| 0.0229 | 560.9 | 74600 | 3.2628 | 1.0006 |
| 0.0234 | 562.41 | 74800 | 2.9351 | 0.9987 |
| 0.0255 | 563.91 | 75000 | 2.9952 | 0.9962 |
| 0.0267 | 565.41 | 75200 | 3.1814 | 0.9969 |
| 0.0217 | 566.92 | 75400 | 3.1355 | 1.0006 |
| 0.0236 | 568.42 | 75600 | 3.5030 | 1.0019 |
| 0.0249 | 569.92 | 75800 | 2.8262 | 1.0006 |
| 0.0192 | 571.43 | 76000 | 3.0427 | 1.0006 |
| 0.0194 | 572.93 | 76200 | 3.0055 | 0.9981 |
| 0.0257 | 574.44 | 76400 | 3.2506 | 0.9987 |
| 0.0214 | 575.94 | 76600 | 3.2980 | 0.9981 |
| 0.0314 | 577.44 | 76800 | 3.4304 | 0.9981 |
| 0.0186 | 578.95 | 77000 | 3.2306 | 0.9987 |
| 0.0219 | 580.45 | 77200 | 3.4410 | 0.9994 |
| 0.0244 | 581.95 | 77400 | 3.3982 | 0.9994 |
| 0.0232 | 583.46 | 77600 | 3.0487 | 0.9962 |
| 0.026 | 584.96 | 77800 | 2.9061 | 1.0 |
| 0.0206 | 586.47 | 78000 | 2.8331 | 1.0006 |
| 0.0202 | 587.97 | 78200 | 2.8493 | 0.9956 |
| 0.0251 | 589.47 | 78400 | 3.0203 | 0.9956 |
| 0.0231 | 590.98 | 78600 | 3.0142 | 0.9969 |
| 0.0183 | 592.48 | 78800 | 3.1480 | 0.9969 |
| 0.022 | 593.98 | 79000 | 3.0777 | 0.9975 |
| 0.0225 | 595.49 | 79200 | 3.3248 | 0.9975 |
| 0.0186 | 596.99 | 79400 | 3.3309 | 0.9994 |
| 0.0184 | 598.5 | 79600 | 3.4888 | 0.9981 |
| 0.0181 | 600.0 | 79800 | 3.2628 | 0.9962 |
| 0.0158 | 601.5 | 80000 | 3.4862 | 0.9975 |
| 0.0197 | 603.01 | 80200 | 3.2335 | 0.9962 |
| 0.0259 | 604.51 | 80400 | 3.1643 | 0.9987 |
| 0.0218 | 606.02 | 80600 | 3.6256 | 0.9969 |
| 0.0196 | 607.52 | 80800 | 3.3183 | 1.0 |
| 0.0127 | 609.02 | 81000 | 3.7223 | 0.9987 |
| 0.0182 | 610.53 | 81200 | 3.2768 | 0.9994 |
| 0.0234 | 612.03 | 81400 | 3.3749 | 1.0 |
| 0.0195 | 613.53 | 81600 | 3.2097 | 0.9987 |
| 0.0259 | 615.04 | 81800 | 3.2090 | 0.9987 |
| 0.0217 | 616.54 | 82000 | 3.3893 | 0.9981 |
| 0.0181 | 618.05 | 82200 | 3.2223 | 0.9994 |
| 0.0155 | 619.55 | 82400 | 3.1307 | 0.9969 |
| 0.0192 | 621.05 | 82600 | 3.0695 | 0.9975 |
| 0.0155 | 622.56 | 82800 | 3.3623 | 0.9975 |
| 0.0266 | 624.06 | 83000 | 3.0329 | 0.9937 |
| 0.017 | 625.56 | 83200 | 2.8108 | 0.9956 |
| 0.0224 | 627.07 | 83400 | 3.2747 | 0.9981 |
| 0.0202 | 628.57 | 83600 | 3.1392 | 0.9981 |
| 0.0157 | 630.08 | 83800 | 2.9493 | 0.9975 |
| 0.0187 | 631.58 | 84000 | 2.9518 | 0.9969 |
| 0.0234 | 633.08 | 84200 | 3.3938 | 0.9981 |
| 0.0205 | 634.59 | 84400 | 2.9594 | 0.9937 |
| 0.0161 | 636.09 | 84600 | 2.7611 | 0.9944 |
| 0.0187 | 637.59 | 84800 | 2.8704 | 0.9969 |
| 0.0285 | 639.1 | 85000 | 3.1030 | 0.9987 |
| 0.0163 | 640.6 | 85200 | 3.2914 | 0.9975 |
| 0.0216 | 642.11 | 85400 | 2.9154 | 0.9969 |
| 0.0233 | 643.61 | 85600 | 2.7749 | 0.9975 |
| 0.0218 | 645.11 | 85800 | 2.8473 | 1.0 |
| 0.0196 | 646.62 | 86000 | 2.5928 | 1.0038 |
| 0.0158 | 648.12 | 86200 | 2.8972 | 0.9962 |
| 0.0156 | 649.62 | 86400 | 2.9890 | 0.9981 |
| 0.0131 | 651.13 | 86600 | 2.7676 | 0.9987 |
| 0.0206 | 652.63 | 86800 | 2.8754 | 0.9944 |
| 0.0197 | 654.14 | 87000 | 3.0768 | 0.9962 |
| 0.0139 | 655.64 | 87200 | 2.6567 | 0.9975 |
| 0.0139 | 657.14 | 87400 | 3.1492 | 0.9987 |
| 0.0226 | 658.65 | 87600 | 2.7989 | 0.9975 |
| 0.0182 | 660.15 | 87800 | 3.0076 | 1.0013 |
| 0.0164 | 661.65 | 88000 | 2.9625 | 0.9975 |
| 0.0221 | 663.16 | 88200 | 2.9768 | 0.9987 |
| 0.0144 | 664.66 | 88400 | 3.0221 | 0.9962 |
| 0.0178 | 666.17 | 88600 | 2.9881 | 0.9981 |
| 0.0214 | 667.67 | 88800 | 3.3127 | 0.9994 |
| 0.0193 | 669.17 | 89000 | 3.0776 | 0.9969 |
| 0.0211 | 670.68 | 89200 | 2.8097 | 0.9975 |
| 0.0223 | 672.18 | 89400 | 3.1911 | 0.9975 |
| 0.0222 | 673.68 | 89600 | 3.0041 | 0.9969 |
| 0.0209 | 675.19 | 89800 | 2.9853 | 0.9975 |
| 0.0116 | 676.69 | 90000 | 2.9112 | 0.9994 |
| 0.0159 | 678.2 | 90200 | 2.8274 | 0.9969 |
| 0.0185 | 679.7 | 90400 | 2.7524 | 0.9975 |
| 0.0123 | 681.2 | 90600 | 2.9673 | 0.9981 |
| 0.0152 | 682.71 | 90800 | 3.0797 | 1.0 |
| 0.0117 | 684.21 | 91000 | 3.0703 | 0.9994 |
| 0.0154 | 685.71 | 91200 | 2.7031 | 0.9987 |
| 0.0148 | 687.22 | 91400 | 2.9449 | 0.9994 |
| 0.0196 | 688.72 | 91600 | 2.7991 | 0.9981 |
| 0.0168 | 690.23 | 91800 | 2.8938 | 0.9969 |
| 0.0155 | 691.73 | 92000 | 2.9104 | 0.9975 |
| 0.0167 | 693.23 | 92200 | 2.7905 | 0.9975 |
| 0.0175 | 694.74 | 92400 | 3.0061 | 0.9962 |
| 0.0134 | 696.24 | 92600 | 3.1880 | 0.9975 |
| 0.0145 | 697.74 | 92800 | 3.1567 | 0.9975 |
| 0.0191 | 699.25 | 93000 | 3.2099 | 0.9981 |
| 0.0192 | 700.75 | 93200 | 3.0210 | 0.9962 |
| 0.0143 | 702.26 | 93400 | 3.0640 | 0.9962 |
| 0.0145 | 703.76 | 93600 | 2.9882 | 0.9956 |
| 0.0151 | 705.26 | 93800 | 2.9178 | 0.9969 |
| 0.0192 | 706.77 | 94000 | 2.9631 | 0.9962 |
| 0.016 | 708.27 | 94200 | 2.8724 | 0.9950 |
| 0.0185 | 709.77 | 94400 | 2.8253 | 1.0013 |
| 0.0186 | 711.28 | 94600 | 2.8386 | 0.9950 |
| 0.015 | 712.78 | 94800 | 2.8134 | 0.9987 |
| 0.0137 | 714.29 | 95000 | 3.1884 | 0.9969 |
| 0.0168 | 715.79 | 95200 | 2.9308 | 0.9969 |
| 0.0092 | 717.29 | 95400 | 3.4363 | 0.9981 |
| 0.0167 | 718.8 | 95600 | 3.2090 | 0.9981 |
| 0.0095 | 720.3 | 95800 | 3.1477 | 0.9981 |
| 0.0166 | 721.8 | 96000 | 2.9676 | 0.9981 |
| 0.0162 | 723.31 | 96200 | 3.0809 | 0.9969 |
| 0.0214 | 724.81 | 96400 | 3.3432 | 0.9987 |
| 0.0153 | 726.32 | 96600 | 3.0991 | 0.9981 |
| 0.0126 | 727.82 | 96800 | 3.0080 | 0.9975 |
| 0.009 | 729.32 | 97000 | 2.7920 | 0.9981 |
| 0.0194 | 730.83 | 97200 | 2.9781 | 0.9950 |
| 0.0159 | 732.33 | 97400 | 3.0364 | 0.9969 |
| 0.0175 | 733.83 | 97600 | 2.8637 | 0.9975 |
| 0.0131 | 735.34 | 97800 | 3.0862 | 0.9956 |
| 0.0222 | 736.84 | 98000 | 2.7875 | 0.9987 |
| 0.0107 | 738.35 | 98200 | 2.9837 | 0.9962 |
| 0.0171 | 739.85 | 98400 | 2.9214 | 0.9981 |
| 0.0162 | 741.35 | 98600 | 2.9194 | 0.9956 |
| 0.0133 | 742.86 | 98800 | 2.7002 | 1.0069 |
| 0.0201 | 744.36 | 99000 | 2.9725 | 0.9962 |
| 0.0137 | 745.86 | 99200 | 2.8473 | 0.9975 |
| 0.0081 | 747.37 | 99400 | 2.9228 | 0.9981 |
| 0.0155 | 748.87 | 99600 | 2.7624 | 0.9981 |
| 0.0127 | 750.38 | 99800 | 2.8617 | 1.0019 |
| 0.0158 | 751.88 | 100000 | 2.6715 | 1.0044 |
| 0.0146 | 753.38 | 100200 | 2.7292 | 1.0019 |
| 0.0136 | 754.89 | 100400 | 2.7341 | 0.9987 |
| 0.0177 | 756.39 | 100600 | 2.8756 | 1.0 |
| 0.0166 | 757.89 | 100800 | 2.7004 | 0.9981 |
| 0.0125 | 759.4 | 101000 | 2.6595 | 1.0013 |
| 0.012 | 760.9 | 101200 | 2.9655 | 1.0031 |
| 0.0075 | 762.41 | 101400 | 2.8493 | 0.9969 |
| 0.0161 | 763.91 | 101600 | 3.0451 | 0.9931 |
| 0.0159 | 765.41 | 101800 | 2.8029 | 0.9956 |
| 0.0179 | 766.92 | 102000 | 2.7643 | 0.9975 |
| 0.0123 | 768.42 | 102200 | 2.7163 | 0.9962 |
| 0.0131 | 769.92 | 102400 | 2.7235 | 1.0 |
| 0.0134 | 771.43 | 102600 | 2.7199 | 0.9944 |
| 0.0148 | 772.93 | 102800 | 3.0776 | 0.9962 |
| 0.0132 | 774.44 | 103000 | 2.8314 | 0.9987 |
| 0.0104 | 775.94 | 103200 | 2.8094 | 0.9969 |
| 0.0166 | 777.44 | 103400 | 2.8420 | 0.9956 |
| 0.0104 | 778.95 | 103600 | 2.7902 | 0.9944 |
| 0.0065 | 780.45 | 103800 | 3.0951 | 0.9962 |
| 0.0138 | 781.95 | 104000 | 2.9704 | 0.9956 |
| 0.0113 | 783.46 | 104200 | 2.7171 | 0.9994 |
| 0.0111 | 784.96 | 104400 | 3.2024 | 0.9975 |
| 0.0123 | 786.47 | 104600 | 3.1505 | 0.9956 |
| 0.0111 | 787.97 | 104800 | 3.1629 | 0.9969 |
| 0.0105 | 789.47 | 105000 | 3.4622 | 0.9975 |
| 0.0083 | 790.98 | 105200 | 3.0705 | 0.9987 |
| 0.0123 | 792.48 | 105400 | 3.1194 | 1.0 |
| 0.0156 | 793.98 | 105600 | 2.9915 | 0.9969 |
| 0.0171 | 795.49 | 105800 | 2.9393 | 0.9969 |
| 0.0144 | 796.99 | 106000 | 3.1108 | 0.9981 |
| 0.0126 | 798.5 | 106200 | 3.1683 | 0.9994 |
| 0.0101 | 800.0 | 106400 | 2.8538 | 1.0019 |
| 0.0166 | 801.5 | 106600 | 2.8343 | 0.9987 |
| 0.014 | 803.01 | 106800 | 3.2088 | 0.9969 |
| 0.0121 | 804.51 | 107000 | 2.9219 | 0.9987 |
| 0.012 | 806.02 | 107200 | 3.1733 | 0.9994 |
| 0.0116 | 807.52 | 107400 | 3.1237 | 1.0 |
| 0.0088 | 809.02 | 107600 | 2.9925 | 1.0 |
| 0.0119 | 810.53 | 107800 | 2.8498 | 1.0019 |
| 0.0128 | 812.03 | 108000 | 2.7667 | 0.9950 |
| 0.0099 | 813.53 | 108200 | 2.8768 | 0.9975 |
| 0.0135 | 815.04 | 108400 | 3.0824 | 0.9994 |
| 0.01 | 816.54 | 108600 | 3.0932 | 1.0006 |
| 0.0106 | 818.05 | 108800 | 3.1329 | 0.9975 |
| 0.0127 | 819.55 | 109000 | 3.0865 | 0.9962 |
| 0.01 | 821.05 | 109200 | 2.8887 | 0.9975 |
| 0.0156 | 822.56 | 109400 | 3.1740 | 0.9962 |
| 0.0131 | 824.06 | 109600 | 3.2385 | 0.9981 |
| 0.0081 | 825.56 | 109800 | 3.3594 | 0.9981 |
| 0.0138 | 827.07 | 110000 | 3.4093 | 0.9981 |
| 0.0103 | 828.57 | 110200 | 3.2142 | 0.9987 |
| 0.009 | 830.08 | 110400 | 3.1570 | 0.9981 |
| 0.0065 | 831.58 | 110600 | 3.0934 | 0.9987 |
| 0.0101 | 833.08 | 110800 | 2.7369 | 0.9975 |
| 0.0084 | 834.59 | 111000 | 2.9523 | 0.9994 |
| 0.0123 | 836.09 | 111200 | 2.9521 | 0.9987 |
| 0.0061 | 837.59 | 111400 | 2.9804 | 0.9962 |
| 0.0098 | 839.1 | 111600 | 3.0332 | 0.9969 |
| 0.0086 | 840.6 | 111800 | 2.9643 | 0.9956 |
| 0.008 | 842.11 | 112000 | 2.9080 | 0.9956 |
| 0.0074 | 843.61 | 112200 | 2.9878 | 0.9962 |
| 0.0125 | 845.11 | 112400 | 3.1683 | 0.9956 |
| 0.0112 | 846.62 | 112600 | 3.1810 | 1.0019 |
| 0.0093 | 848.12 | 112800 | 3.1701 | 0.9994 |
| 0.0133 | 849.62 | 113000 | 3.1736 | 1.0019 |
| 0.0093 | 851.13 | 113200 | 3.0622 | 0.9950 |
| 0.0085 | 852.63 | 113400 | 3.0084 | 0.9994 |
| 0.0119 | 854.14 | 113600 | 3.0510 | 1.0038 |
| 0.0132 | 855.64 | 113800 | 3.0081 | 0.9975 |
| 0.0068 | 857.14 | 114000 | 3.1519 | 0.9975 |
| 0.0103 | 858.65 | 114200 | 3.0568 | 0.9950 |
| 0.0116 | 860.15 | 114400 | 2.9386 | 0.9969 |
| 0.0098 | 861.65 | 114600 | 2.9005 | 0.9975 |
| 0.0102 | 863.16 | 114800 | 2.8415 | 0.9981 |
| 0.0061 | 864.66 | 115000 | 3.0904 | 0.9969 |
| 0.0111 | 866.17 | 115200 | 2.7751 | 1.0 |
| 0.011 | 867.67 | 115400 | 2.9156 | 1.0006 |
| 0.0159 | 869.17 | 115600 | 2.7727 | 1.0019 |
| 0.0093 | 870.68 | 115800 | 2.9028 | 1.0013 |
| 0.009 | 872.18 | 116000 | 2.9202 | 1.0 |
| 0.012 | 873.68 | 116200 | 3.0764 | 1.0006 |
| 0.0126 | 875.19 | 116400 | 3.0276 | 1.0031 |
| 0.0091 | 876.69 | 116600 | 3.1787 | 0.9987 |
| 0.0105 | 878.2 | 116800 | 3.0780 | 1.0 |
| 0.0088 | 879.7 | 117000 | 3.1704 | 1.0056 |
| 0.0075 | 881.2 | 117200 | 2.9814 | 1.0 |
| 0.0111 | 882.71 | 117400 | 2.9560 | 0.9987 |
| 0.0086 | 884.21 | 117600 | 2.9376 | 0.9994 |
| 0.0137 | 885.71 | 117800 | 3.1393 | 0.9981 |
| 0.0093 | 887.22 | 118000 | 3.0911 | 0.9994 |
| 0.0087 | 888.72 | 118200 | 3.1769 | 0.9987 |
| 0.0103 | 890.23 | 118400 | 3.2035 | 0.9969 |
| 0.0093 | 891.73 | 118600 | 3.0411 | 0.9981 |
| 0.0099 | 893.23 | 118800 | 3.1438 | 0.9975 |
| 0.0082 | 894.74 | 119000 | 3.0581 | 0.9975 |
| 0.0079 | 896.24 | 119200 | 3.2609 | 0.9981 |
| 0.0134 | 897.74 | 119400 | 3.0753 | 0.9975 |
| 0.012 | 899.25 | 119600 | 3.0611 | 0.9981 |
| 0.0127 | 900.75 | 119800 | 3.0978 | 0.9987 |
| 0.0092 | 902.26 | 120000 | 3.0483 | 0.9981 |
| 0.0107 | 903.76 | 120200 | 3.1183 | 0.9969 |
| 0.0104 | 905.26 | 120400 | 3.0339 | 1.0006 |
| 0.0066 | 906.77 | 120600 | 3.0664 | 1.0 |
| 0.0136 | 908.27 | 120800 | 3.2616 | 0.9987 |
| 0.0075 | 909.77 | 121000 | 3.2563 | 0.9994 |
| 0.0096 | 911.28 | 121200 | 3.2538 | 1.0019 |
| 0.0094 | 912.78 | 121400 | 3.4125 | 0.9994 |
| 0.0059 | 914.29 | 121600 | 3.2795 | 0.9981 |
| 0.011 | 915.79 | 121800 | 3.0787 | 0.9981 |
| 0.01 | 917.29 | 122000 | 3.0978 | 0.9962 |
| 0.0105 | 918.8 | 122200 | 3.3389 | 1.0006 |
| 0.0116 | 920.3 | 122400 | 3.3616 | 1.0006 |
| 0.0098 | 921.8 | 122600 | 3.3360 | 1.0 |
| 0.0091 | 923.31 | 122800 | 3.0145 | 1.0006 |
| 0.0134 | 924.81 | 123000 | 3.2691 | 0.9987 |
| 0.0124 | 926.32 | 123200 | 2.9881 | 1.0038 |
| 0.0093 | 927.82 | 123400 | 3.2461 | 0.9981 |
| 0.0077 | 929.32 | 123600 | 3.2159 | 0.9975 |
| 0.0088 | 930.83 | 123800 | 2.9951 | 1.0 |
| 0.0047 | 932.33 | 124000 | 3.1991 | 1.0 |
| 0.0078 | 933.83 | 124200 | 3.1098 | 0.9975 |
| 0.0066 | 935.34 | 124400 | 3.0344 | 0.9969 |
| 0.0108 | 936.84 | 124600 | 3.1163 | 0.9981 |
| 0.0086 | 938.35 | 124800 | 3.0668 | 0.9981 |
| 0.0071 | 939.85 | 125000 | 2.9860 | 0.9981 |
| 0.0096 | 941.35 | 125200 | 3.0639 | 0.9981 |
| 0.0066 | 942.86 | 125400 | 3.0273 | 0.9987 |
| 0.0071 | 944.36 | 125600 | 2.9351 | 0.9981 |
| 0.0084 | 945.86 | 125800 | 3.2054 | 0.9981 |
| 0.0099 | 947.37 | 126000 | 3.0305 | 1.0006 |
| 0.0084 | 948.87 | 126200 | 3.0412 | 1.0 |
| 0.0085 | 950.38 | 126400 | 2.9697 | 0.9994 |
| 0.0072 | 951.88 | 126600 | 2.9454 | 0.9956 |
| 0.007 | 953.38 | 126800 | 2.9225 | 0.9981 |
| 0.0068 | 954.89 | 127000 | 2.9063 | 0.9962 |
| 0.0121 | 956.39 | 127200 | 2.7681 | 0.9975 |
| 0.0063 | 957.89 | 127400 | 3.0608 | 0.9975 |
| 0.0155 | 959.4 | 127600 | 2.9355 | 0.9994 |
| 0.0098 | 960.9 | 127800 | 3.0073 | 0.9987 |
| 0.0083 | 962.41 | 128000 | 3.0921 | 0.9987 |
| 0.0042 | 963.91 | 128200 | 3.2363 | 0.9981 |
| 0.0083 | 965.41 | 128400 | 3.0678 | 0.9987 |
| 0.0097 | 966.92 | 128600 | 2.8499 | 1.0019 |
| 0.0095 | 968.42 | 128800 | 2.9329 | 1.0038 |
| 0.0058 | 969.92 | 129000 | 2.7835 | 1.0038 |
| 0.0052 | 971.43 | 129200 | 2.9134 | 1.0019 |
| 0.0081 | 972.93 | 129400 | 2.9436 | 1.0031 |
| 0.0084 | 974.44 | 129600 | 2.8237 | 0.9994 |
| 0.0069 | 975.94 | 129800 | 2.9216 | 0.9994 |
| 0.0089 | 977.44 | 130000 | 2.8717 | 0.9994 |
| 0.0074 | 978.95 | 130200 | 3.0350 | 0.9994 |
| 0.0072 | 980.45 | 130400 | 2.8856 | 1.0013 |
| 0.0103 | 981.95 | 130600 | 2.9572 | 1.0 |
| 0.01 | 983.46 | 130800 | 2.9522 | 1.0031 |
| 0.0071 | 984.96 | 131000 | 2.9940 | 1.0031 |
| 0.0042 | 986.47 | 131200 | 3.0343 | 1.0019 |
| 0.0048 | 987.97 | 131400 | 2.9638 | 1.0069 |
| 0.0038 | 989.47 | 131600 | 2.9672 | 1.0063 |
| 0.0043 | 990.98 | 131800 | 2.9115 | 1.0063 |
| 0.0129 | 992.48 | 132000 | 2.7689 | 1.0006 |
| 0.0059 | 993.98 | 132200 | 2.9322 | 1.0038 |
| 0.0098 | 995.49 | 132400 | 2.8063 | 1.0013 |
| 0.0083 | 996.99 | 132600 | 3.0642 | 0.9981 |
| 0.0055 | 998.5 | 132800 | 2.7167 | 1.0056 |
| 0.0073 | 1000.0 | 133000 | 2.7715 | 1.0075 |
| 0.0048 | 1001.5 | 133200 | 2.9235 | 1.0019 |
| 0.0148 | 1003.01 | 133400 | 3.0357 | 1.0031 |
| 0.0059 | 1004.51 | 133600 | 2.9261 | 1.0044 |
| 0.008 | 1006.02 | 133800 | 2.9927 | 0.9994 |
| 0.0093 | 1007.52 | 134000 | 2.9374 | 1.0019 |
| 0.0102 | 1009.02 | 134200 | 2.9598 | 0.9987 |
| 0.0045 | 1010.53 | 134400 | 3.0381 | 1.0 |
| 0.0058 | 1012.03 | 134600 | 3.0556 | 1.0 |
| 0.0089 | 1013.53 | 134800 | 3.1323 | 1.0006 |
| 0.0058 | 1015.04 | 135000 | 3.0611 | 1.0013 |
| 0.0043 | 1016.54 | 135200 | 3.0465 | 0.9981 |
| 0.004 | 1018.05 | 135400 | 3.1712 | 0.9962 |
| 0.0056 | 1019.55 | 135600 | 2.8690 | 0.9956 |
| 0.0098 | 1021.05 | 135800 | 3.0515 | 0.9987 |
| 0.0055 | 1022.56 | 136000 | 3.1504 | 0.9987 |
| 0.0054 | 1024.06 | 136200 | 3.0969 | 0.9969 |
| 0.005 | 1025.56 | 136400 | 3.0669 | 0.9969 |
| 0.0073 | 1027.07 | 136600 | 3.0097 | 0.9975 |
| 0.005 | 1028.57 | 136800 | 3.0517 | 0.9994 |
| 0.0076 | 1030.08 | 137000 | 3.0154 | 1.0 |
| 0.0084 | 1031.58 | 137200 | 2.9610 | 1.0025 |
| 0.0044 | 1033.08 | 137400 | 2.9468 | 0.9994 |
| 0.0063 | 1034.59 | 137600 | 3.0337 | 1.0006 |
| 0.0031 | 1036.09 | 137800 | 3.1654 | 1.0006 |
| 0.0066 | 1037.59 | 138000 | 3.0546 | 0.9987 |
| 0.0053 | 1039.1 | 138200 | 3.0273 | 1.0006 |
| 0.0086 | 1040.6 | 138400 | 3.0024 | 0.9962 |
| 0.0061 | 1042.11 | 138600 | 2.9791 | 0.9994 |
| 0.0057 | 1043.61 | 138800 | 3.1378 | 0.9994 |
| 0.0052 | 1045.11 | 139000 | 3.0045 | 0.9987 |
| 0.0094 | 1046.62 | 139200 | 2.9606 | 0.9994 |
| 0.0027 | 1048.12 | 139400 | 3.1745 | 0.9981 |
| 0.0024 | 1049.62 | 139600 | 3.1448 | 0.9981 |
| 0.0045 | 1051.13 | 139800 | 3.0968 | 1.0 |
| 0.0048 | 1052.63 | 140000 | 3.1278 | 0.9975 |
| 0.0079 | 1054.14 | 140200 | 3.2618 | 0.9969 |
| 0.0078 | 1055.64 | 140400 | 3.1333 | 0.9969 |
| 0.0077 | 1057.14 | 140600 | 3.0945 | 0.9987 |
| 0.0029 | 1058.65 | 140800 | 3.1253 | 0.9969 |
| 0.0022 | 1060.15 | 141000 | 3.0270 | 0.9969 |
| 0.0054 | 1061.65 | 141200 | 3.1937 | 0.9975 |
| 0.0097 | 1063.16 | 141400 | 2.9620 | 0.9987 |
| 0.006 | 1064.66 | 141600 | 2.9298 | 0.9994 |
| 0.0041 | 1066.17 | 141800 | 2.9171 | 1.0013 |
| 0.006 | 1067.67 | 142000 | 3.0870 | 0.9994 |
| 0.0059 | 1069.17 | 142200 | 2.9893 | 0.9987 |
| 0.0054 | 1070.68 | 142400 | 3.0031 | 0.9975 |
| 0.0076 | 1072.18 | 142600 | 2.9808 | 0.9969 |
| 0.0091 | 1073.68 | 142800 | 3.0710 | 0.9975 |
| 0.0081 | 1075.19 | 143000 | 3.2000 | 0.9956 |
| 0.0037 | 1076.69 | 143200 | 3.1321 | 0.9956 |
| 0.0042 | 1078.2 | 143400 | 3.0672 | 0.9950 |
| 0.0031 | 1079.7 | 143600 | 3.0094 | 0.9969 |
| 0.003 | 1081.2 | 143800 | 3.0956 | 0.9956 |
| 0.0087 | 1082.71 | 144000 | 3.0842 | 0.9969 |
| 0.0039 | 1084.21 | 144200 | 2.9722 | 0.9962 |
| 0.0059 | 1085.71 | 144400 | 3.0395 | 0.9962 |
| 0.0088 | 1087.22 | 144600 | 2.9895 | 0.9950 |
| 0.0056 | 1088.72 | 144800 | 2.9265 | 0.9956 |
| 0.0031 | 1090.23 | 145000 | 2.9205 | 0.9969 |
| 0.0089 | 1091.73 | 145200 | 2.9462 | 0.9969 |
| 0.0037 | 1093.23 | 145400 | 2.9021 | 0.9975 |
| 0.0047 | 1094.74 | 145600 | 2.9209 | 0.9987 |
| 0.0058 | 1096.24 | 145800 | 2.9616 | 0.9975 |
| 0.0068 | 1097.74 | 146000 | 2.9260 | 0.9981 |
| 0.0051 | 1099.25 | 146200 | 2.9815 | 0.9969 |
| 0.003 | 1100.75 | 146400 | 3.0032 | 0.9969 |
| 0.0055 | 1102.26 | 146600 | 2.9972 | 0.9975 |
| 0.0064 | 1103.76 | 146800 | 3.0282 | 0.9969 |
| 0.0045 | 1105.26 | 147000 | 3.0201 | 0.9969 |
| 0.0075 | 1106.77 | 147200 | 3.1340 | 0.9956 |
| 0.0052 | 1108.27 | 147400 | 3.1120 | 0.9956 |
| 0.0075 | 1109.77 | 147600 | 3.1448 | 0.9969 |
| 0.0053 | 1111.28 | 147800 | 3.1039 | 0.9981 |
| 0.0061 | 1112.78 | 148000 | 3.2061 | 1.0006 |
| 0.0105 | 1114.29 | 148200 | 3.1274 | 0.9994 |
| 0.0071 | 1115.79 | 148400 | 3.0449 | 1.0013 |
| 0.0042 | 1117.29 | 148600 | 3.1285 | 0.9994 |
| 0.0017 | 1118.8 | 148800 | 3.0261 | 0.9975 |
| 0.0083 | 1120.3 | 149000 | 3.0042 | 0.9944 |
| 0.0026 | 1121.8 | 149200 | 2.9851 | 0.9950 |
| 0.003 | 1123.31 | 149400 | 2.9439 | 0.9956 |
| 0.005 | 1124.81 | 149600 | 2.9231 | 0.9944 |
| 0.0039 | 1126.32 | 149800 | 2.9187 | 0.9944 |
| 0.0031 | 1127.82 | 150000 | 2.9250 | 0.9950 |
| 0.002 | 1129.32 | 150200 | 2.9452 | 0.9969 |
| 0.0057 | 1130.83 | 150400 | 2.9566 | 0.9944 |
| 0.0046 | 1132.33 | 150600 | 3.0111 | 0.9975 |
| 0.0076 | 1133.83 | 150800 | 2.9526 | 0.9962 |
| 0.0048 | 1135.34 | 151000 | 2.9313 | 0.9969 |
| 0.0052 | 1136.84 | 151200 | 2.9782 | 0.9975 |
| 0.0086 | 1138.35 | 151400 | 3.0282 | 0.9975 |
| 0.0018 | 1139.85 | 151600 | 3.0765 | 0.9962 |
| 0.0046 | 1141.35 | 151800 | 3.0391 | 0.9969 |
| 0.0043 | 1142.86 | 152000 | 3.0364 | 0.9962 |
| 0.006 | 1144.36 | 152200 | 3.0741 | 0.9975 |
| 0.0059 | 1145.86 | 152400 | 3.0201 | 0.9975 |
| 0.0038 | 1147.37 | 152600 | 3.0556 | 0.9969 |
| 0.007 | 1148.87 | 152800 | 2.9943 | 0.9962 |
| 0.0042 | 1150.38 | 153000 | 2.9979 | 0.9981 |
| 0.006 | 1151.88 | 153200 | 3.0304 | 0.9981 |
| 0.0063 | 1153.38 | 153400 | 2.9844 | 0.9981 |
| 0.0067 | 1154.89 | 153600 | 2.9773 | 0.9994 |
| 0.0037 | 1156.39 | 153800 | 2.9956 | 0.9994 |
| 0.0029 | 1157.89 | 154000 | 2.9977 | 1.0 |
| 0.0056 | 1159.4 | 154200 | 2.9639 | 0.9987 |
| 0.0063 | 1160.9 | 154400 | 2.9705 | 0.9994 |
| 0.0063 | 1162.41 | 154600 | 3.0182 | 0.9994 |
| 0.0045 | 1163.91 | 154800 | 3.0294 | 0.9994 |
| 0.0107 | 1165.41 | 155000 | 2.9982 | 1.0 |
| 0.0047 | 1166.92 | 155200 | 3.0119 | 1.0 |
| 0.0043 | 1168.42 | 155400 | 3.0040 | 1.0006 |
| 0.0025 | 1169.92 | 155600 | 3.0062 | 1.0 |
| 0.0044 | 1171.43 | 155800 | 2.9886 | 1.0006 |
| 0.0032 | 1172.93 | 156000 | 3.0112 | 1.0006 |
| 0.0056 | 1174.44 | 156200 | 3.0036 | 1.0006 |
| 0.0074 | 1175.94 | 156400 | 3.0185 | 1.0 |
| 0.0056 | 1177.44 | 156600 | 3.0197 | 1.0 |
| 0.0051 | 1178.95 | 156800 | 3.0232 | 0.9994 |
| 0.0034 | 1180.45 | 157000 | 3.0373 | 1.0 |
| 0.0038 | 1181.95 | 157200 | 3.0297 | 1.0 |
| 0.0058 | 1183.46 | 157400 | 3.0453 | 0.9994 |
| 0.0052 | 1184.96 | 157600 | 3.0235 | 1.0006 |
| 0.0023 | 1186.47 | 157800 | 3.0338 | 1.0006 |
| 0.0035 | 1187.97 | 158000 | 3.0402 | 1.0 |
| 0.0035 | 1189.47 | 158200 | 3.0333 | 1.0 |
| 0.0042 | 1190.98 | 158400 | 3.0572 | 0.9994 |
| 0.0049 | 1192.48 | 158600 | 3.0431 | 1.0 |
| 0.0017 | 1193.98 | 158800 | 3.0432 | 1.0 |
| 0.0089 | 1195.49 | 159000 | 3.0372 | 1.0 |
| 0.0089 | 1196.99 | 159200 | 3.0366 | 1.0006 |
| 0.0053 | 1198.5 | 159400 | 3.0345 | 1.0006 |
| 0.0054 | 1200.0 | 159600 | 3.0348 | 1.0006 |
Framework versions
- Transformers 4.18.0.dev0
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.6
