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# swinv2-base-patch4-window8-256-mineral

This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window8-256](https://huggingface.co/microsoft/swinv2-base-patch4-window8-256) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 5.1457
- Accuracy: 0.245

## 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: 5e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 500

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy |
|:-------------:|:------:|:----:|:---------------:|:--------:|
| 5.6939        | 0.96   | 18   | 5.6774          | 0.0067   |
| 5.6713        | 1.97   | 37   | 5.6701          | 0.005    |
| 5.665         | 2.99   | 56   | 5.6592          | 0.0033   |
| 5.6497        | 4.0    | 75   | 5.6487          | 0.005    |
| 5.6375        | 4.96   | 93   | 5.6375          | 0.0083   |
| 5.6141        | 5.97   | 112  | 5.6255          | 0.0133   |
| 5.5981        | 6.99   | 131  | 5.6123          | 0.0167   |
| 5.5718        | 8.0    | 150  | 5.5961          | 0.0117   |
| 5.5526        | 8.96   | 168  | 5.5777          | 0.0117   |
| 5.5           | 9.97   | 187  | 5.5554          | 0.015    |
| 5.4391        | 10.99  | 206  | 5.5290          | 0.0167   |
| 5.3112        | 12.0   | 225  | 5.4914          | 0.0217   |
| 5.25          | 12.96  | 243  | 5.4305          | 0.0283   |
| 5.1361        | 13.97  | 262  | 5.3729          | 0.045    |
| 4.985         | 14.99  | 281  | 5.2795          | 0.0483   |
| 4.8031        | 16.0   | 300  | 5.1991          | 0.0633   |
| 4.6843        | 16.96  | 318  | 5.0976          | 0.0683   |
| 4.3959        | 17.97  | 337  | 4.9828          | 0.0783   |
| 4.2277        | 18.99  | 356  | 4.8522          | 0.0883   |
| 3.9594        | 20.0   | 375  | 4.7467          | 0.1017   |
| 3.7637        | 20.96  | 393  | 4.6450          | 0.1183   |
| 3.4748        | 21.97  | 412  | 4.5736          | 0.1317   |
| 3.2937        | 22.99  | 431  | 4.4707          | 0.13     |
| 3.1059        | 24.0   | 450  | 4.4103          | 0.1567   |
| 2.8278        | 24.96  | 468  | 4.3476          | 0.1417   |
| 2.7093        | 25.97  | 487  | 4.2624          | 0.1517   |
| 2.4771        | 26.99  | 506  | 4.2065          | 0.1667   |
| 2.3164        | 28.0   | 525  | 4.1656          | 0.17     |
| 2.1912        | 28.96  | 543  | 4.1606          | 0.1617   |
| 1.9385        | 29.97  | 562  | 4.1411          | 0.1717   |
| 1.7912        | 30.99  | 581  | 4.1030          | 0.1667   |
| 1.6852        | 32.0   | 600  | 4.0695          | 0.1833   |
| 1.478         | 32.96  | 618  | 4.0546          | 0.1717   |
| 1.3769        | 33.97  | 637  | 4.0407          | 0.1917   |
| 1.2175        | 34.99  | 656  | 4.0224          | 0.19     |
| 1.1616        | 36.0   | 675  | 4.0421          | 0.1867   |
| 1.0305        | 36.96  | 693  | 4.0470          | 0.1933   |
| 0.9513        | 37.97  | 712  | 4.0161          | 0.195    |
| 0.8428        | 38.99  | 731  | 4.0153          | 0.2033   |
| 0.7385        | 40.0   | 750  | 4.0600          | 0.1867   |
| 0.667         | 40.96  | 768  | 4.0568          | 0.215    |
| 0.6017        | 41.97  | 787  | 4.0459          | 0.2033   |
| 0.6252        | 42.99  | 806  | 4.0209          | 0.2183   |
| 0.5604        | 44.0   | 825  | 4.1177          | 0.2133   |
| 0.4691        | 44.96  | 843  | 4.0966          | 0.1967   |
| 0.4445        | 45.97  | 862  | 4.1254          | 0.215    |
| 0.4151        | 46.99  | 881  | 4.1253          | 0.2133   |
| 0.3903        | 48.0   | 900  | 4.1026          | 0.195    |
| 0.3551        | 48.96  | 918  | 4.1544          | 0.2033   |
| 0.3656        | 49.97  | 937  | 4.2111          | 0.2117   |
| 0.3651        | 50.99  | 956  | 4.2143          | 0.1983   |
| 0.3282        | 52.0   | 975  | 4.1838          | 0.2217   |
| 0.2737        | 52.96  | 993  | 4.1866          | 0.2083   |
| 0.2867        | 53.97  | 1012 | 4.2628          | 0.1983   |
| 0.3202        | 54.99  | 1031 | 4.2542          | 0.2117   |
| 0.2761        | 56.0   | 1050 | 4.2476          | 0.2183   |
| 0.262         | 56.96  | 1068 | 4.2466          | 0.21     |
| 0.2779        | 57.97  | 1087 | 4.2886          | 0.215    |
| 0.2278        | 58.99  | 1106 | 4.2835          | 0.22     |
| 0.2597        | 60.0   | 1125 | 4.2966          | 0.2183   |
| 0.2364        | 60.96  | 1143 | 4.3238          | 0.2167   |
| 0.2523        | 61.97  | 1162 | 4.2324          | 0.2083   |
| 0.2199        | 62.99  | 1181 | 4.3234          | 0.2033   |
| 0.2264        | 64.0   | 1200 | 4.3092          | 0.2167   |
| 0.2004        | 64.96  | 1218 | 4.3842          | 0.2017   |
| 0.1958        | 65.97  | 1237 | 4.3319          | 0.2033   |
| 0.1942        | 66.99  | 1256 | 4.3161          | 0.225    |
| 0.2094        | 68.0   | 1275 | 4.3120          | 0.2267   |
| 0.1826        | 68.96  | 1293 | 4.3541          | 0.2267   |
| 0.1984        | 69.97  | 1312 | 4.3720          | 0.2317   |
| 0.1863        | 70.99  | 1331 | 4.3854          | 0.225    |
| 0.2019        | 72.0   | 1350 | 4.3635          | 0.215    |
| 0.1679        | 72.96  | 1368 | 4.3958          | 0.2183   |
| 0.1765        | 73.97  | 1387 | 4.4110          | 0.2133   |
| 0.1647        | 74.99  | 1406 | 4.4675          | 0.2167   |
| 0.151         | 76.0   | 1425 | 4.4919          | 0.2183   |
| 0.1621        | 76.96  | 1443 | 4.4519          | 0.2183   |
| 0.1417        | 77.97  | 1462 | 4.4599          | 0.2017   |
| 0.1685        | 78.99  | 1481 | 4.5555          | 0.2133   |
| 0.1637        | 80.0   | 1500 | 4.4596          | 0.2117   |
| 0.1692        | 80.96  | 1518 | 4.4194          | 0.2233   |
| 0.1771        | 81.97  | 1537 | 4.4831          | 0.2217   |
| 0.1433        | 82.99  | 1556 | 4.5271          | 0.1983   |
| 0.1615        | 84.0   | 1575 | 4.4425          | 0.21     |
| 0.1605        | 84.96  | 1593 | 4.4559          | 0.2183   |
| 0.1402        | 85.97  | 1612 | 4.5123          | 0.21     |
| 0.1639        | 86.99  | 1631 | 4.5368          | 0.2117   |
| 0.1333        | 88.0   | 1650 | 4.5109          | 0.2217   |
| 0.1405        | 88.96  | 1668 | 4.5220          | 0.2217   |
| 0.1427        | 89.97  | 1687 | 4.5414          | 0.225    |
| 0.1346        | 90.99  | 1706 | 4.4954          | 0.2317   |
| 0.1494        | 92.0   | 1725 | 4.5996          | 0.2217   |
| 0.1432        | 92.96  | 1743 | 4.5152          | 0.2167   |
| 0.1276        | 93.97  | 1762 | 4.5623          | 0.2217   |
| 0.1344        | 94.99  | 1781 | 4.5049          | 0.2233   |
| 0.1157        | 96.0   | 1800 | 4.5413          | 0.22     |
| 0.1324        | 96.96  | 1818 | 4.5660          | 0.225    |
| 0.1262        | 97.97  | 1837 | 4.5358          | 0.2317   |
| 0.1299        | 98.99  | 1856 | 4.6085          | 0.225    |
| 0.1077        | 100.0  | 1875 | 4.5516          | 0.2267   |
| 0.1386        | 100.96 | 1893 | 4.5751          | 0.23     |
| 0.1463        | 101.97 | 1912 | 4.6149          | 0.2117   |
| 0.0921        | 102.99 | 1931 | 4.5543          | 0.2383   |
| 0.1094        | 104.0  | 1950 | 4.6144          | 0.2283   |
| 0.1327        | 104.96 | 1968 | 4.5966          | 0.2283   |
| 0.101         | 105.97 | 1987 | 4.5869          | 0.22     |
| 0.1275        | 106.99 | 2006 | 4.5588          | 0.2367   |
| 0.1175        | 108.0  | 2025 | 4.6091          | 0.2133   |
| 0.1031        | 108.96 | 2043 | 4.6347          | 0.22     |
| 0.1086        | 109.97 | 2062 | 4.5894          | 0.215    |
| 0.1158        | 110.99 | 2081 | 4.6496          | 0.2267   |
| 0.1091        | 112.0  | 2100 | 4.6218          | 0.22     |
| 0.0885        | 112.96 | 2118 | 4.6319          | 0.2133   |
| 0.0732        | 113.97 | 2137 | 4.7100          | 0.21     |
| 0.113         | 114.99 | 2156 | 4.6596          | 0.21     |
| 0.0872        | 116.0  | 2175 | 4.6277          | 0.2217   |
| 0.0862        | 116.96 | 2193 | 4.6262          | 0.2333   |
| 0.0762        | 117.97 | 2212 | 4.6078          | 0.2267   |
| 0.0916        | 118.99 | 2231 | 4.6198          | 0.215    |
| 0.1158        | 120.0  | 2250 | 4.6560          | 0.225    |
| 0.083         | 120.96 | 2268 | 4.5878          | 0.2267   |
| 0.0855        | 121.97 | 2287 | 4.6666          | 0.24     |
| 0.0963        | 122.99 | 2306 | 4.6186          | 0.2233   |
| 0.088         | 124.0  | 2325 | 4.6250          | 0.2433   |
| 0.0867        | 124.96 | 2343 | 4.6591          | 0.24     |
| 0.0858        | 125.97 | 2362 | 4.6467          | 0.2267   |
| 0.0928        | 126.99 | 2381 | 4.6457          | 0.2233   |
| 0.1189        | 128.0  | 2400 | 4.7195          | 0.2183   |
| 0.0816        | 128.96 | 2418 | 4.6935          | 0.2233   |
| 0.09          | 129.97 | 2437 | 4.7062          | 0.2183   |
| 0.0958        | 130.99 | 2456 | 4.6826          | 0.2267   |
| 0.0583        | 132.0  | 2475 | 4.6903          | 0.23     |
| 0.0878        | 132.96 | 2493 | 4.7640          | 0.2217   |
| 0.0967        | 133.97 | 2512 | 4.7564          | 0.2333   |
| 0.0902        | 134.99 | 2531 | 4.7551          | 0.225    |
| 0.0709        | 136.0  | 2550 | 4.7972          | 0.23     |
| 0.0724        | 136.96 | 2568 | 4.8073          | 0.22     |
| 0.0901        | 137.97 | 2587 | 4.7568          | 0.2283   |
| 0.0968        | 138.99 | 2606 | 4.7389          | 0.2383   |
| 0.075         | 140.0  | 2625 | 4.7521          | 0.2283   |
| 0.0955        | 140.96 | 2643 | 4.7091          | 0.2217   |
| 0.0648        | 141.97 | 2662 | 4.7522          | 0.2283   |
| 0.0792        | 142.99 | 2681 | 4.7606          | 0.2233   |
| 0.0828        | 144.0  | 2700 | 4.7383          | 0.23     |
| 0.0722        | 144.96 | 2718 | 4.7851          | 0.2383   |
| 0.0958        | 145.97 | 2737 | 4.7559          | 0.235    |
| 0.0761        | 146.99 | 2756 | 4.8086          | 0.23     |
| 0.0926        | 148.0  | 2775 | 4.7643          | 0.2317   |
| 0.0735        | 148.96 | 2793 | 4.7936          | 0.23     |
| 0.0957        | 149.97 | 2812 | 4.7229          | 0.23     |
| 0.0804        | 150.99 | 2831 | 4.7744          | 0.2133   |
| 0.0807        | 152.0  | 2850 | 4.8072          | 0.2117   |
| 0.0761        | 152.96 | 2868 | 4.7777          | 0.2283   |
| 0.0752        | 153.97 | 2887 | 4.8695          | 0.2183   |
| 0.0588        | 154.99 | 2906 | 4.8292          | 0.2283   |
| 0.0735        | 156.0  | 2925 | 4.7753          | 0.2233   |
| 0.0867        | 156.96 | 2943 | 4.7585          | 0.225    |
| 0.094         | 157.97 | 2962 | 4.8235          | 0.2317   |
| 0.0908        | 158.99 | 2981 | 4.8720          | 0.23     |
| 0.0697        | 160.0  | 3000 | 4.8698          | 0.22     |
| 0.0701        | 160.96 | 3018 | 4.8097          | 0.2283   |
| 0.0804        | 161.97 | 3037 | 4.7381          | 0.2217   |
| 0.0874        | 162.99 | 3056 | 4.7458          | 0.23     |
| 0.0661        | 164.0  | 3075 | 4.7571          | 0.225    |
| 0.0715        | 164.96 | 3093 | 4.8221          | 0.2367   |
| 0.0599        | 165.97 | 3112 | 4.6964          | 0.2467   |
| 0.0708        | 166.99 | 3131 | 4.8396          | 0.2317   |
| 0.0633        | 168.0  | 3150 | 4.8040          | 0.22     |
| 0.0531        | 168.96 | 3168 | 4.8200          | 0.2217   |
| 0.0689        | 169.97 | 3187 | 4.8330          | 0.2333   |
| 0.0502        | 170.99 | 3206 | 4.8688          | 0.2283   |
| 0.0607        | 172.0  | 3225 | 4.8696          | 0.2333   |
| 0.0705        | 172.96 | 3243 | 4.8514          | 0.225    |
| 0.0719        | 173.97 | 3262 | 4.8854          | 0.2267   |
| 0.0852        | 174.99 | 3281 | 4.8463          | 0.2233   |
| 0.0525        | 176.0  | 3300 | 4.8801          | 0.2383   |
| 0.069         | 176.96 | 3318 | 4.9139          | 0.2383   |
| 0.0716        | 177.97 | 3337 | 4.9129          | 0.225    |
| 0.0681        | 178.99 | 3356 | 4.8785          | 0.2283   |
| 0.0656        | 180.0  | 3375 | 4.8776          | 0.24     |
| 0.0866        | 180.96 | 3393 | 4.8923          | 0.24     |
| 0.0588        | 181.97 | 3412 | 4.8773          | 0.2317   |
| 0.0542        | 182.99 | 3431 | 4.8637          | 0.2417   |
| 0.0508        | 184.0  | 3450 | 4.8914          | 0.23     |
| 0.0591        | 184.96 | 3468 | 4.8835          | 0.225    |
| 0.0626        | 185.97 | 3487 | 4.9119          | 0.2317   |
| 0.0708        | 186.99 | 3506 | 4.8882          | 0.2217   |
| 0.0651        | 188.0  | 3525 | 4.8978          | 0.22     |
| 0.0609        | 188.96 | 3543 | 4.8657          | 0.2267   |
| 0.0519        | 189.97 | 3562 | 4.9336          | 0.21     |
| 0.0687        | 190.99 | 3581 | 4.8825          | 0.2217   |
| 0.0401        | 192.0  | 3600 | 4.9984          | 0.2133   |
| 0.0532        | 192.96 | 3618 | 4.8797          | 0.24     |
| 0.0515        | 193.97 | 3637 | 4.8716          | 0.2317   |
| 0.0735        | 194.99 | 3656 | 4.9249          | 0.2217   |
| 0.0708        | 196.0  | 3675 | 4.9456          | 0.2083   |
| 0.0612        | 196.96 | 3693 | 4.9355          | 0.23     |
| 0.0511        | 197.97 | 3712 | 4.9061          | 0.215    |
| 0.0573        | 198.99 | 3731 | 4.9662          | 0.2117   |
| 0.0482        | 200.0  | 3750 | 4.9992          | 0.2133   |
| 0.0454        | 200.96 | 3768 | 5.0024          | 0.2217   |
| 0.072         | 201.97 | 3787 | 4.9026          | 0.2283   |
| 0.0583        | 202.99 | 3806 | 4.9121          | 0.2283   |
| 0.0655        | 204.0  | 3825 | 4.9426          | 0.23     |
| 0.0375        | 204.96 | 3843 | 4.9971          | 0.2267   |
| 0.0652        | 205.97 | 3862 | 4.9414          | 0.2283   |
| 0.0514        | 206.99 | 3881 | 5.0227          | 0.2333   |
| 0.0677        | 208.0  | 3900 | 5.0196          | 0.2217   |
| 0.0805        | 208.96 | 3918 | 4.9773          | 0.2233   |
| 0.0556        | 209.97 | 3937 | 4.9303          | 0.235    |
| 0.0508        | 210.99 | 3956 | 4.8852          | 0.2333   |
| 0.0471        | 212.0  | 3975 | 4.9395          | 0.24     |
| 0.047         | 212.96 | 3993 | 4.9143          | 0.23     |
| 0.0438        | 213.97 | 4012 | 4.8727          | 0.2333   |
| 0.0769        | 214.99 | 4031 | 4.9319          | 0.235    |
| 0.0516        | 216.0  | 4050 | 4.9909          | 0.225    |
| 0.0413        | 216.96 | 4068 | 4.9651          | 0.2167   |
| 0.0402        | 217.97 | 4087 | 4.9235          | 0.2233   |
| 0.036         | 218.99 | 4106 | 4.9646          | 0.2267   |
| 0.0375        | 220.0  | 4125 | 4.9655          | 0.2267   |
| 0.0566        | 220.96 | 4143 | 4.9532          | 0.23     |
| 0.0591        | 221.97 | 4162 | 4.9400          | 0.2317   |
| 0.0602        | 222.99 | 4181 | 4.9306          | 0.2417   |
| 0.0339        | 224.0  | 4200 | 4.9925          | 0.2383   |
| 0.0628        | 224.96 | 4218 | 4.9416          | 0.24     |
| 0.0495        | 225.97 | 4237 | 4.9398          | 0.25     |
| 0.0545        | 226.99 | 4256 | 4.9522          | 0.2367   |
| 0.045         | 228.0  | 4275 | 4.8830          | 0.2367   |
| 0.036         | 228.96 | 4293 | 4.9543          | 0.235    |
| 0.0477        | 229.97 | 4312 | 4.9769          | 0.2267   |
| 0.0427        | 230.99 | 4331 | 4.9233          | 0.23     |
| 0.0419        | 232.0  | 4350 | 4.9587          | 0.24     |
| 0.0402        | 232.96 | 4368 | 4.9977          | 0.2233   |
| 0.0468        | 233.97 | 4387 | 5.0033          | 0.24     |
| 0.0554        | 234.99 | 4406 | 4.9908          | 0.24     |
| 0.0503        | 236.0  | 4425 | 4.9143          | 0.2433   |
| 0.0462        | 236.96 | 4443 | 4.8740          | 0.245    |
| 0.0354        | 237.97 | 4462 | 4.9383          | 0.2333   |
| 0.0381        | 238.99 | 4481 | 5.0228          | 0.2467   |
| 0.0358        | 240.0  | 4500 | 5.0114          | 0.2417   |
| 0.0264        | 240.96 | 4518 | 5.0244          | 0.23     |
| 0.0512        | 241.97 | 4537 | 5.0987          | 0.22     |
| 0.0555        | 242.99 | 4556 | 4.9946          | 0.2233   |
| 0.0545        | 244.0  | 4575 | 5.0295          | 0.23     |
| 0.0395        | 244.96 | 4593 | 5.0320          | 0.225    |
| 0.0512        | 245.97 | 4612 | 4.9736          | 0.2317   |
| 0.0343        | 246.99 | 4631 | 4.9499          | 0.2383   |
| 0.0506        | 248.0  | 4650 | 4.9478          | 0.24     |
| 0.0642        | 248.96 | 4668 | 4.9233          | 0.2417   |
| 0.035         | 249.97 | 4687 | 4.9348          | 0.2317   |
| 0.0408        | 250.99 | 4706 | 4.9228          | 0.2483   |
| 0.0431        | 252.0  | 4725 | 5.0074          | 0.24     |
| 0.0273        | 252.96 | 4743 | 4.9480          | 0.235    |
| 0.0495        | 253.97 | 4762 | 4.9539          | 0.2333   |
| 0.0431        | 254.99 | 4781 | 5.0146          | 0.245    |
| 0.0339        | 256.0  | 4800 | 5.0659          | 0.225    |
| 0.0544        | 256.96 | 4818 | 5.0378          | 0.2417   |
| 0.0365        | 257.97 | 4837 | 5.0133          | 0.2433   |
| 0.047         | 258.99 | 4856 | 4.9964          | 0.2367   |
| 0.048         | 260.0  | 4875 | 5.0102          | 0.2383   |
| 0.0469        | 260.96 | 4893 | 4.9275          | 0.245    |
| 0.0399        | 261.97 | 4912 | 4.9794          | 0.2483   |
| 0.0372        | 262.99 | 4931 | 4.9892          | 0.2383   |
| 0.0538        | 264.0  | 4950 | 4.9841          | 0.2333   |
| 0.0402        | 264.96 | 4968 | 5.0038          | 0.2383   |
| 0.0507        | 265.97 | 4987 | 5.0184          | 0.2333   |
| 0.0472        | 266.99 | 5006 | 4.9750          | 0.245    |
| 0.047         | 268.0  | 5025 | 5.0005          | 0.2533   |
| 0.0436        | 268.96 | 5043 | 4.9527          | 0.25     |
| 0.0323        | 269.97 | 5062 | 4.9495          | 0.2517   |
| 0.0454        | 270.99 | 5081 | 4.9883          | 0.2433   |
| 0.0477        | 272.0  | 5100 | 4.9656          | 0.25     |
| 0.053         | 272.96 | 5118 | 4.9082          | 0.245    |
| 0.0398        | 273.97 | 5137 | 4.9618          | 0.245    |
| 0.0347        | 274.99 | 5156 | 4.9594          | 0.2467   |
| 0.0447        | 276.0  | 5175 | 4.9556          | 0.2417   |
| 0.0312        | 276.96 | 5193 | 4.9943          | 0.2283   |
| 0.0521        | 277.97 | 5212 | 5.0603          | 0.2367   |
| 0.0386        | 278.99 | 5231 | 5.0410          | 0.2183   |
| 0.0276        | 280.0  | 5250 | 4.9705          | 0.2383   |
| 0.0532        | 280.96 | 5268 | 4.9813          | 0.235    |
| 0.0627        | 281.97 | 5287 | 4.9953          | 0.2317   |
| 0.0455        | 282.99 | 5306 | 4.9607          | 0.2433   |
| 0.0418        | 284.0  | 5325 | 4.9816          | 0.2417   |
| 0.0355        | 284.96 | 5343 | 4.9670          | 0.245    |
| 0.0307        | 285.97 | 5362 | 4.9994          | 0.2367   |
| 0.0504        | 286.99 | 5381 | 5.0265          | 0.24     |
| 0.0368        | 288.0  | 5400 | 5.0336          | 0.235    |
| 0.035         | 288.96 | 5418 | 5.0561          | 0.2417   |
| 0.0518        | 289.97 | 5437 | 5.0769          | 0.2433   |
| 0.0383        | 290.99 | 5456 | 5.0629          | 0.235    |
| 0.0381        | 292.0  | 5475 | 4.9694          | 0.2367   |
| 0.0307        | 292.96 | 5493 | 4.9370          | 0.2417   |
| 0.0447        | 293.97 | 5512 | 4.9549          | 0.2333   |
| 0.0499        | 294.99 | 5531 | 4.9883          | 0.2333   |
| 0.045         | 296.0  | 5550 | 4.9923          | 0.24     |
| 0.0579        | 296.96 | 5568 | 4.9793          | 0.24     |
| 0.0527        | 297.97 | 5587 | 5.0027          | 0.2333   |
| 0.0353        | 298.99 | 5606 | 5.0196          | 0.2283   |
| 0.0247        | 300.0  | 5625 | 5.0492          | 0.24     |
| 0.0339        | 300.96 | 5643 | 5.0539          | 0.2317   |
| 0.0525        | 301.97 | 5662 | 5.1091          | 0.2233   |
| 0.0339        | 302.99 | 5681 | 5.0659          | 0.2333   |
| 0.0406        | 304.0  | 5700 | 5.0559          | 0.2233   |
| 0.0252        | 304.96 | 5718 | 5.0228          | 0.2233   |
| 0.0358        | 305.97 | 5737 | 5.0661          | 0.2333   |
| 0.031         | 306.99 | 5756 | 5.0571          | 0.2383   |
| 0.0334        | 308.0  | 5775 | 5.0452          | 0.2417   |
| 0.0368        | 308.96 | 5793 | 5.0873          | 0.225    |
| 0.042         | 309.97 | 5812 | 5.1043          | 0.24     |
| 0.0375        | 310.99 | 5831 | 5.0588          | 0.2383   |
| 0.026         | 312.0  | 5850 | 5.0150          | 0.2417   |
| 0.0326        | 312.96 | 5868 | 5.0101          | 0.2433   |
| 0.0286        | 313.97 | 5887 | 5.0106          | 0.245    |
| 0.0164        | 314.99 | 5906 | 5.0428          | 0.24     |
| 0.0274        | 316.0  | 5925 | 5.0479          | 0.2317   |
| 0.0263        | 316.96 | 5943 | 4.9870          | 0.24     |
| 0.0371        | 317.97 | 5962 | 4.9846          | 0.2417   |
| 0.0355        | 318.99 | 5981 | 5.0133          | 0.2367   |
| 0.0342        | 320.0  | 6000 | 5.0306          | 0.2467   |
| 0.0377        | 320.96 | 6018 | 5.0073          | 0.235    |
| 0.0369        | 321.97 | 6037 | 4.9949          | 0.2517   |
| 0.0375        | 322.99 | 6056 | 5.0409          | 0.2483   |
| 0.0287        | 324.0  | 6075 | 5.0325          | 0.24     |
| 0.0319        | 324.96 | 6093 | 5.0241          | 0.245    |
| 0.0315        | 325.97 | 6112 | 5.0320          | 0.235    |
| 0.0404        | 326.99 | 6131 | 5.0403          | 0.2383   |
| 0.0287        | 328.0  | 6150 | 5.0792          | 0.2383   |
| 0.0611        | 328.96 | 6168 | 5.0378          | 0.2367   |
| 0.0296        | 329.97 | 6187 | 5.0192          | 0.2333   |
| 0.0259        | 330.99 | 6206 | 5.0362          | 0.2317   |
| 0.0257        | 332.0  | 6225 | 5.0494          | 0.2433   |
| 0.0294        | 332.96 | 6243 | 5.0462          | 0.2383   |
| 0.0483        | 333.97 | 6262 | 5.0474          | 0.225    |
| 0.0332        | 334.99 | 6281 | 5.0521          | 0.2233   |
| 0.0278        | 336.0  | 6300 | 5.0483          | 0.2367   |
| 0.0241        | 336.96 | 6318 | 5.0617          | 0.2367   |
| 0.0356        | 337.97 | 6337 | 5.0549          | 0.2367   |
| 0.0326        | 338.99 | 6356 | 5.0920          | 0.225    |
| 0.0255        | 340.0  | 6375 | 5.1311          | 0.2283   |
| 0.0415        | 340.96 | 6393 | 5.1072          | 0.2267   |
| 0.0241        | 341.97 | 6412 | 5.0731          | 0.2217   |
| 0.0343        | 342.99 | 6431 | 5.0496          | 0.2283   |
| 0.0196        | 344.0  | 6450 | 5.0186          | 0.2383   |
| 0.0451        | 344.96 | 6468 | 5.0546          | 0.235    |
| 0.0291        | 345.97 | 6487 | 5.0705          | 0.2367   |
| 0.0244        | 346.99 | 6506 | 5.0857          | 0.2267   |
| 0.0356        | 348.0  | 6525 | 5.0919          | 0.2367   |
| 0.03          | 348.96 | 6543 | 5.0770          | 0.2333   |
| 0.033         | 349.97 | 6562 | 5.0676          | 0.2333   |
| 0.0231        | 350.99 | 6581 | 5.0522          | 0.2383   |
| 0.0348        | 352.0  | 6600 | 5.0550          | 0.2283   |
| 0.0234        | 352.96 | 6618 | 5.0709          | 0.2317   |
| 0.0302        | 353.97 | 6637 | 5.0728          | 0.2283   |
| 0.0269        | 354.99 | 6656 | 5.1108          | 0.2217   |
| 0.0287        | 356.0  | 6675 | 5.1299          | 0.2283   |
| 0.0459        | 356.96 | 6693 | 5.0675          | 0.2333   |
| 0.0357        | 357.97 | 6712 | 5.0613          | 0.235    |
| 0.0254        | 358.99 | 6731 | 5.0390          | 0.245    |
| 0.0208        | 360.0  | 6750 | 5.0600          | 0.2333   |
| 0.0264        | 360.96 | 6768 | 5.1158          | 0.24     |
| 0.0248        | 361.97 | 6787 | 5.1090          | 0.2417   |
| 0.0289        | 362.99 | 6806 | 5.1165          | 0.2417   |
| 0.0234        | 364.0  | 6825 | 5.0914          | 0.24     |
| 0.0354        | 364.96 | 6843 | 5.0802          | 0.2317   |
| 0.0261        | 365.97 | 6862 | 5.0958          | 0.2433   |
| 0.0413        | 366.99 | 6881 | 5.1149          | 0.2333   |
| 0.0328        | 368.0  | 6900 | 5.1452          | 0.2333   |
| 0.0285        | 368.96 | 6918 | 5.1633          | 0.2317   |
| 0.035         | 369.97 | 6937 | 5.1334          | 0.2367   |
| 0.0223        | 370.99 | 6956 | 5.1195          | 0.2483   |
| 0.0216        | 372.0  | 6975 | 5.0994          | 0.24     |
| 0.0246        | 372.96 | 6993 | 5.0976          | 0.2467   |
| 0.0195        | 373.97 | 7012 | 5.1302          | 0.2383   |
| 0.0323        | 374.99 | 7031 | 5.1269          | 0.245    |
| 0.0402        | 376.0  | 7050 | 5.1254          | 0.23     |
| 0.0249        | 376.96 | 7068 | 5.1320          | 0.2267   |
| 0.0282        | 377.97 | 7087 | 5.1341          | 0.2233   |
| 0.0284        | 378.99 | 7106 | 5.1457          | 0.2267   |
| 0.0247        | 380.0  | 7125 | 5.1302          | 0.2283   |
| 0.0254        | 380.96 | 7143 | 5.1563          | 0.2317   |
| 0.0307        | 381.97 | 7162 | 5.1569          | 0.2283   |
| 0.025         | 382.99 | 7181 | 5.1598          | 0.2267   |
| 0.0438        | 384.0  | 7200 | 5.1443          | 0.23     |
| 0.0318        | 384.96 | 7218 | 5.1208          | 0.2367   |
| 0.0131        | 385.97 | 7237 | 5.0810          | 0.2317   |
| 0.0223        | 386.99 | 7256 | 5.0733          | 0.235    |
| 0.0212        | 388.0  | 7275 | 5.1003          | 0.23     |
| 0.0269        | 388.96 | 7293 | 5.1205          | 0.2283   |
| 0.0334        | 389.97 | 7312 | 5.1224          | 0.2283   |
| 0.0285        | 390.99 | 7331 | 5.1208          | 0.2283   |
| 0.0427        | 392.0  | 7350 | 5.1224          | 0.2383   |
| 0.0228        | 392.96 | 7368 | 5.0950          | 0.2333   |
| 0.0144        | 393.97 | 7387 | 5.0910          | 0.235    |
| 0.0293        | 394.99 | 7406 | 5.0855          | 0.2483   |
| 0.0135        | 396.0  | 7425 | 5.0941          | 0.24     |
| 0.0297        | 396.96 | 7443 | 5.1149          | 0.2367   |
| 0.0242        | 397.97 | 7462 | 5.1468          | 0.24     |
| 0.0188        | 398.99 | 7481 | 5.1389          | 0.24     |
| 0.013         | 400.0  | 7500 | 5.1085          | 0.24     |
| 0.0215        | 400.96 | 7518 | 5.1079          | 0.2417   |
| 0.0246        | 401.97 | 7537 | 5.1225          | 0.2433   |
| 0.0381        | 402.99 | 7556 | 5.1049          | 0.2333   |
| 0.0268        | 404.0  | 7575 | 5.0964          | 0.2367   |
| 0.022         | 404.96 | 7593 | 5.1123          | 0.2417   |
| 0.0258        | 405.97 | 7612 | 5.1242          | 0.2367   |
| 0.0234        | 406.99 | 7631 | 5.1538          | 0.2367   |
| 0.0346        | 408.0  | 7650 | 5.1587          | 0.24     |
| 0.0251        | 408.96 | 7668 | 5.1695          | 0.2367   |
| 0.0319        | 409.97 | 7687 | 5.1242          | 0.2367   |
| 0.0296        | 410.99 | 7706 | 5.1253          | 0.245    |
| 0.0311        | 412.0  | 7725 | 5.1319          | 0.235    |
| 0.0246        | 412.96 | 7743 | 5.1435          | 0.2383   |
| 0.0148        | 413.97 | 7762 | 5.1314          | 0.2433   |
| 0.0196        | 414.99 | 7781 | 5.1186          | 0.2433   |
| 0.0206        | 416.0  | 7800 | 5.1153          | 0.24     |
| 0.0377        | 416.96 | 7818 | 5.1252          | 0.23     |
| 0.0246        | 417.97 | 7837 | 5.1409          | 0.235    |
| 0.0115        | 418.99 | 7856 | 5.1439          | 0.235    |
| 0.0139        | 420.0  | 7875 | 5.1273          | 0.2333   |
| 0.0238        | 420.96 | 7893 | 5.1244          | 0.2333   |
| 0.0228        | 421.97 | 7912 | 5.1404          | 0.2333   |
| 0.0276        | 422.99 | 7931 | 5.1417          | 0.23     |
| 0.0276        | 424.0  | 7950 | 5.1281          | 0.235    |
| 0.0186        | 424.96 | 7968 | 5.1225          | 0.24     |
| 0.0463        | 425.97 | 7987 | 5.1386          | 0.2333   |
| 0.0192        | 426.99 | 8006 | 5.1411          | 0.2383   |
| 0.0277        | 428.0  | 8025 | 5.1424          | 0.235    |
| 0.0304        | 428.96 | 8043 | 5.1354          | 0.23     |
| 0.0303        | 429.97 | 8062 | 5.1346          | 0.2383   |
| 0.0236        | 430.99 | 8081 | 5.1426          | 0.2367   |
| 0.0279        | 432.0  | 8100 | 5.1394          | 0.24     |
| 0.0218        | 432.96 | 8118 | 5.1427          | 0.2383   |
| 0.0194        | 433.97 | 8137 | 5.1346          | 0.235    |
| 0.0116        | 434.99 | 8156 | 5.1279          | 0.2333   |
| 0.0201        | 436.0  | 8175 | 5.1297          | 0.2333   |
| 0.0319        | 436.96 | 8193 | 5.1245          | 0.235    |
| 0.0225        | 437.97 | 8212 | 5.1166          | 0.2367   |
| 0.0176        | 438.99 | 8231 | 5.1184          | 0.2333   |
| 0.015         | 440.0  | 8250 | 5.1266          | 0.235    |
| 0.0226        | 440.96 | 8268 | 5.1210          | 0.2317   |
| 0.0158        | 441.97 | 8287 | 5.1206          | 0.2383   |
| 0.0182        | 442.99 | 8306 | 5.1153          | 0.2367   |
| 0.0318        | 444.0  | 8325 | 5.1076          | 0.235    |
| 0.0283        | 444.96 | 8343 | 5.1095          | 0.2333   |
| 0.0265        | 445.97 | 8362 | 5.1310          | 0.2333   |
| 0.0187        | 446.99 | 8381 | 5.1357          | 0.235    |
| 0.02          | 448.0  | 8400 | 5.1346          | 0.2283   |
| 0.0238        | 448.96 | 8418 | 5.1394          | 0.23     |
| 0.0176        | 449.97 | 8437 | 5.1368          | 0.2333   |
| 0.0193        | 450.99 | 8456 | 5.1376          | 0.235    |
| 0.034         | 452.0  | 8475 | 5.1447          | 0.2383   |
| 0.0204        | 452.96 | 8493 | 5.1470          | 0.235    |
| 0.0188        | 453.97 | 8512 | 5.1478          | 0.235    |
| 0.0256        | 454.99 | 8531 | 5.1441          | 0.2367   |
| 0.026         | 456.0  | 8550 | 5.1448          | 0.235    |
| 0.0179        | 456.96 | 8568 | 5.1457          | 0.2317   |
| 0.0233        | 457.97 | 8587 | 5.1456          | 0.235    |
| 0.0186        | 458.99 | 8606 | 5.1381          | 0.235    |
| 0.0203        | 460.0  | 8625 | 5.1357          | 0.2333   |
| 0.0266        | 460.96 | 8643 | 5.1313          | 0.2417   |
| 0.0242        | 461.97 | 8662 | 5.1319          | 0.2417   |
| 0.0234        | 462.99 | 8681 | 5.1338          | 0.24     |
| 0.0184        | 464.0  | 8700 | 5.1343          | 0.2417   |
| 0.016         | 464.96 | 8718 | 5.1374          | 0.2383   |
| 0.0357        | 465.97 | 8737 | 5.1385          | 0.24     |
| 0.021         | 466.99 | 8756 | 5.1406          | 0.2417   |
| 0.0209        | 468.0  | 8775 | 5.1426          | 0.2417   |
| 0.0186        | 468.96 | 8793 | 5.1428          | 0.2417   |
| 0.027         | 469.97 | 8812 | 5.1442          | 0.2417   |
| 0.0146        | 470.99 | 8831 | 5.1449          | 0.2433   |
| 0.0237        | 472.0  | 8850 | 5.1456          | 0.2433   |
| 0.0147        | 472.96 | 8868 | 5.1467          | 0.245    |
| 0.0268        | 473.97 | 8887 | 5.1457          | 0.245    |
| 0.015         | 474.99 | 8906 | 5.1465          | 0.2433   |
| 0.0116        | 476.0  | 8925 | 5.1462          | 0.2433   |
| 0.0151        | 476.96 | 8943 | 5.1453          | 0.2433   |
| 0.0225        | 477.97 | 8962 | 5.1453          | 0.245    |
| 0.0267        | 478.99 | 8981 | 5.1456          | 0.245    |
| 0.031         | 480.0  | 9000 | 5.1457          | 0.245    |


### Framework versions

- Transformers 4.31.0
- Pytorch 1.13.1
- Datasets 2.14.0
- Tokenizers 0.13.3

acanthite actinolite adamite aegirine afghanite agate alabandite albite almandine amethyst analcime anatase andalusite andradite anglesite anhydrite annabergite anorthite anorthoclase antimony apatite apophyllite aquamarine aragonite arfvedsonite arsenic arsenopyrite augite aurichalcite axinite azurite babingtonite barite bauxite benitoite beryl biotite bismuth bismuthinite bixbyite boehmite boleite boracite borax bornite boulangerite bournonite brochantite bromargyrite brookite brucite buergerite bustamite bytownite calaverite calcite calomel carletonite cassiterite celestine cerussite cervantite chabazite chalcanthite chalcedony chalcocite chalcopyrite chambersite chamosite chlorargyrite chlorite chondrodite chromite chrysoberyl chrysocolla cinnabar citrine clinochlore clinohumite clinozoisite cobaltite coesite colemanite columbite cookeite copper cordierite corundum covellite cristobalite crocoite cryolite cumengeite cuprite cyanotrichite danburite datolite diamond diaspore diopside dioptase dolomite dravite dumortierite edenite elbaite emerald enargite enstatite epidote epistilbite erythrite euclase ferberite fluorite franklinite galena garnet gaspeite gibbsite glauberite glaucophane gmelinite goethite gold goosecreekite graphite greenockite grossular gummite gypsum halite hastingsite hauyne hedenbergite hematite hemimorphite heulandite hornblende howlite huebnerite humite hydrozincite ice ilmenite inesite iodargyrite iron-nickel jadeite jamesonite jarosite jasper jeremejevite johannsenite kaolinite kernite krennerite kyanite labradorite laumontite lawsonite lazulite lazurite lead lepidolite leucite liddicoatite limonite linarite lithiophilite loellingite luzonite magnesiochromite magnesite magnetite malachite manganite manganoneptunite marcasite marialite meionite melanophlogite mercury mesolite metacinnabar metastibnite metavariscite miargyrite microcline millerite mimetite molybdenite monazite muscovite natrolite nepheline neptunite nickeline nitratine norbergite nosean oligoclase olivine olmiite opal orpiment orthoclase otavite paradamite pararealgar pargasite pearceite pectolite pentlandite pezzottaite phenakite phlogopite phosgenite plagioclase platinum polybasite powellite prehnite proustite psilomelane pumpellyite pyrargyrite pyrite pyrolusite pyromorphite pyrope pyrophyllite pyroxmangite pyrrhotite quartz rammelsbergite raspite realgar rheniite rhodochrosite rhodonite riebeckite romanechite rutile talc tantalite tellurium tennantite tephroite tetrahedrite thenardite thomsonite thorite tincalconite titanite topaz tourmaline tremolite tridymite triphylite turquoise ulexite uraninite uvarovite uvite vanadinite variscite vesuvianite vivianite water wavellite willemite witherite wolframite wollastonite wulfenite wurtzite xanthoconite xenotime zincite zircon zoisite