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# 20220413-210552

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: 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

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "datasets": ["common_voice"], "model-index": [{"name": "20220413-210552", "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 

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



### 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