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# 20220412-203254

This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/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

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "datasets": ["common_voice"], "model-index": [{"name": "20220412-203254", "results": []}]}
transformers pytorch wav2vec2 automatic-speech-recognition generated_from_trainer dataset:common_voice license:apache-2.0 endpoints_compatible region:us
TAGS
#transformers #pytorch #wav2vec2 #automatic-speech-recognition #generated_from_trainer #dataset-common_voice #license-apache-2.0 #endpoints_compatible #region-us 

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



### Framework versions


* Transformers 4.18.0.dev0
* Pytorch 1.10.0+cu113
* Datasets 1.18.3
* Tokenizers 0.11.6



### 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 ### Framework versions


* Transformers 4.18.0.dev0
* Pytorch 1.10.0+cu113
* Datasets 1.18.3
* Tokenizers 0.11.6
TAGS
#transformers #pytorch #wav2vec2 #automatic-speech-recognition #generated_from_trainer #dataset-common_voice #license-apache-2.0 #endpoints_compatible #region-us 
 ### 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 ### Framework versions


* Transformers 4.18.0.dev0
* Pytorch 1.10.0+cu113
* Datasets 1.18.3
* Tokenizers 0.11.6
passage: TAGS
#transformers #pytorch #wav2vec2 #automatic-speech-recognition #generated_from_trainer #dataset-common_voice #license-apache-2.0 #endpoints_compatible #region-us 
### 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### Framework versions


* Transformers 4.18.0.dev0
* Pytorch 1.10.0+cu113
* Datasets 1.18.3
* Tokenizers 0.11.6