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---
base_model: anderloh/Huggingface-wav2vec-2Class-easy-train-test
tags:
- audio-classification
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: wav2vec2-2Class-easy-train-test-large
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# wav2vec2-2Class-easy-train-test-large

This model is a fine-tuned version of [anderloh/Huggingface-wav2vec-2Class-easy-train-test](https://huggingface.co/anderloh/Huggingface-wav2vec-2Class-easy-train-test) on the anderloh/Master2ClassEasy dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1994
- Accuracy: 0.9623

## 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: 3e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 0
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 800.0
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy |
|:-------------:|:------:|:----:|:---------------:|:--------:|
| No log        | 0.98   | 11   | 0.7003          | 0.4088   |
| No log        | 1.96   | 22   | 0.7001          | 0.4088   |
| No log        | 2.93   | 33   | 0.6997          | 0.4151   |
| No log        | 4.0    | 45   | 0.6991          | 0.4214   |
| 0.6976        | 4.98   | 56   | 0.6985          | 0.4277   |
| 0.6976        | 5.96   | 67   | 0.6977          | 0.4403   |
| 0.6976        | 6.93   | 78   | 0.6969          | 0.4465   |
| 0.6976        | 8.0    | 90   | 0.6957          | 0.4654   |
| 0.6952        | 8.98   | 101  | 0.6945          | 0.4654   |
| 0.6952        | 9.96   | 112  | 0.6934          | 0.4780   |
| 0.6952        | 10.93  | 123  | 0.6921          | 0.4906   |
| 0.6952        | 12.0   | 135  | 0.6906          | 0.5472   |
| 0.6952        | 12.98  | 146  | 0.6892          | 0.6101   |
| 0.6911        | 13.96  | 157  | 0.6878          | 0.6038   |
| 0.6911        | 14.93  | 168  | 0.6863          | 0.5912   |
| 0.6911        | 16.0   | 180  | 0.6847          | 0.5912   |
| 0.6911        | 16.98  | 191  | 0.6831          | 0.5849   |
| 0.6852        | 17.96  | 202  | 0.6815          | 0.5849   |
| 0.6852        | 18.93  | 213  | 0.6800          | 0.5849   |
| 0.6852        | 20.0   | 225  | 0.6782          | 0.5849   |
| 0.6852        | 20.98  | 236  | 0.6765          | 0.5849   |
| 0.6852        | 21.96  | 247  | 0.6750          | 0.5849   |
| 0.6783        | 22.93  | 258  | 0.6732          | 0.5849   |
| 0.6783        | 24.0   | 270  | 0.6713          | 0.5849   |
| 0.6783        | 24.98  | 281  | 0.6695          | 0.5849   |
| 0.6783        | 25.96  | 292  | 0.6674          | 0.5849   |
| 0.6676        | 26.93  | 303  | 0.6654          | 0.5849   |
| 0.6676        | 28.0   | 315  | 0.6631          | 0.5849   |
| 0.6676        | 28.98  | 326  | 0.6606          | 0.5849   |
| 0.6676        | 29.96  | 337  | 0.6579          | 0.5849   |
| 0.6676        | 30.93  | 348  | 0.6539          | 0.5849   |
| 0.6516        | 32.0   | 360  | 0.6493          | 0.5975   |
| 0.6516        | 32.98  | 371  | 0.6441          | 0.6101   |
| 0.6516        | 33.96  | 382  | 0.6349          | 0.6226   |
| 0.6516        | 34.93  | 393  | 0.6257          | 0.6289   |
| 0.6124        | 36.0   | 405  | 0.6117          | 0.6415   |
| 0.6124        | 36.98  | 416  | 0.5911          | 0.6667   |
| 0.6124        | 37.96  | 427  | 0.5672          | 0.6918   |
| 0.6124        | 38.93  | 438  | 0.5392          | 0.7233   |
| 0.5073        | 40.0   | 450  | 0.5042          | 0.7547   |
| 0.5073        | 40.98  | 461  | 0.4790          | 0.7673   |
| 0.5073        | 41.96  | 472  | 0.4759          | 0.7799   |
| 0.5073        | 42.93  | 483  | 0.4370          | 0.7987   |
| 0.5073        | 44.0   | 495  | 0.4352          | 0.7987   |
| 0.3489        | 44.98  | 506  | 0.4422          | 0.7987   |
| 0.3489        | 45.96  | 517  | 0.4154          | 0.8050   |
| 0.3489        | 46.93  | 528  | 0.4131          | 0.8050   |
| 0.3489        | 48.0   | 540  | 0.3976          | 0.8113   |
| 0.2962        | 48.98  | 551  | 0.3940          | 0.8113   |
| 0.2962        | 49.96  | 562  | 0.3715          | 0.8239   |
| 0.2962        | 50.93  | 573  | 0.3495          | 0.8428   |
| 0.2962        | 52.0   | 585  | 0.3481          | 0.8365   |
| 0.2962        | 52.98  | 596  | 0.3817          | 0.8176   |
| 0.2573        | 53.96  | 607  | 0.3412          | 0.8491   |
| 0.2573        | 54.93  | 618  | 0.3293          | 0.8491   |
| 0.2573        | 56.0   | 630  | 0.3548          | 0.8428   |
| 0.2573        | 56.98  | 641  | 0.3044          | 0.8428   |
| 0.2279        | 57.96  | 652  | 0.3235          | 0.8491   |
| 0.2279        | 58.93  | 663  | 0.3371          | 0.8491   |
| 0.2279        | 60.0   | 675  | 0.3128          | 0.8491   |
| 0.2279        | 60.98  | 686  | 0.3211          | 0.8553   |
| 0.2279        | 61.96  | 697  | 0.3030          | 0.8616   |
| 0.2167        | 62.93  | 708  | 0.2970          | 0.8616   |
| 0.2167        | 64.0   | 720  | 0.2995          | 0.8679   |
| 0.2167        | 64.98  | 731  | 0.2867          | 0.8742   |
| 0.2167        | 65.96  | 742  | 0.2636          | 0.8931   |
| 0.207         | 66.93  | 753  | 0.2848          | 0.8805   |
| 0.207         | 68.0   | 765  | 0.2751          | 0.8868   |
| 0.207         | 68.98  | 776  | 0.2564          | 0.8931   |
| 0.207         | 69.96  | 787  | 0.2544          | 0.8931   |
| 0.207         | 70.93  | 798  | 0.2954          | 0.8742   |
| 0.1899        | 72.0   | 810  | 0.2517          | 0.8931   |
| 0.1899        | 72.98  | 821  | 0.2506          | 0.8931   |
| 0.1899        | 73.96  | 832  | 0.2434          | 0.8931   |
| 0.1899        | 74.93  | 843  | 0.2383          | 0.8994   |
| 0.1801        | 76.0   | 855  | 0.2346          | 0.8994   |
| 0.1801        | 76.98  | 866  | 0.2298          | 0.8994   |
| 0.1801        | 77.96  | 877  | 0.2404          | 0.9057   |
| 0.1801        | 78.93  | 888  | 0.2674          | 0.8931   |
| 0.1692        | 80.0   | 900  | 0.2232          | 0.8994   |
| 0.1692        | 80.98  | 911  | 0.2390          | 0.8994   |
| 0.1692        | 81.96  | 922  | 0.2058          | 0.8931   |
| 0.1692        | 82.93  | 933  | 0.2114          | 0.9057   |
| 0.1692        | 84.0   | 945  | 0.2483          | 0.8994   |
| 0.1691        | 84.98  | 956  | 0.2259          | 0.9119   |
| 0.1691        | 85.96  | 967  | 0.2024          | 0.9119   |
| 0.1691        | 86.93  | 978  | 0.2019          | 0.8994   |
| 0.1691        | 88.0   | 990  | 0.1963          | 0.9245   |
| 0.1609        | 88.98  | 1001 | 0.2158          | 0.9119   |
| 0.1609        | 89.96  | 1012 | 0.1977          | 0.9119   |
| 0.1609        | 90.93  | 1023 | 0.1979          | 0.9182   |
| 0.1609        | 92.0   | 1035 | 0.2036          | 0.9119   |
| 0.1609        | 92.98  | 1046 | 0.1977          | 0.9245   |
| 0.1516        | 93.96  | 1057 | 0.1974          | 0.9182   |
| 0.1516        | 94.93  | 1068 | 0.1994          | 0.9245   |
| 0.1516        | 96.0   | 1080 | 0.1955          | 0.9119   |
| 0.1516        | 96.98  | 1091 | 0.1948          | 0.9119   |
| 0.1386        | 97.96  | 1102 | 0.1946          | 0.9245   |
| 0.1386        | 98.93  | 1113 | 0.1932          | 0.9245   |
| 0.1386        | 100.0  | 1125 | 0.1842          | 0.9371   |
| 0.1386        | 100.98 | 1136 | 0.1884          | 0.9308   |
| 0.1386        | 101.96 | 1147 | 0.1900          | 0.9371   |
| 0.1279        | 102.93 | 1158 | 0.1841          | 0.9308   |
| 0.1279        | 104.0  | 1170 | 0.1921          | 0.9245   |
| 0.1279        | 104.98 | 1181 | 0.1993          | 0.9245   |
| 0.1279        | 105.96 | 1192 | 0.1946          | 0.9308   |
| 0.1258        | 106.93 | 1203 | 0.1896          | 0.9308   |
| 0.1258        | 108.0  | 1215 | 0.1884          | 0.9308   |
| 0.1258        | 108.98 | 1226 | 0.1794          | 0.9434   |
| 0.1258        | 109.96 | 1237 | 0.1859          | 0.9245   |
| 0.1258        | 110.93 | 1248 | 0.2195          | 0.9119   |
| 0.1258        | 112.0  | 1260 | 0.2083          | 0.9182   |
| 0.1258        | 112.98 | 1271 | 0.2120          | 0.9245   |
| 0.1258        | 113.96 | 1282 | 0.2066          | 0.9308   |
| 0.1258        | 114.93 | 1293 | 0.1931          | 0.9308   |
| 0.1023        | 116.0  | 1305 | 0.1900          | 0.9308   |
| 0.1023        | 116.98 | 1316 | 0.2029          | 0.9308   |
| 0.1023        | 117.96 | 1327 | 0.1951          | 0.9245   |
| 0.1023        | 118.93 | 1338 | 0.2084          | 0.9119   |
| 0.0997        | 120.0  | 1350 | 0.2159          | 0.9245   |
| 0.0997        | 120.98 | 1361 | 0.2166          | 0.9245   |
| 0.0997        | 121.96 | 1372 | 0.1973          | 0.9308   |
| 0.0997        | 122.93 | 1383 | 0.1851          | 0.9245   |
| 0.0997        | 124.0  | 1395 | 0.2067          | 0.9245   |
| 0.1021        | 124.98 | 1406 | 0.1953          | 0.9245   |
| 0.1021        | 125.96 | 1417 | 0.1765          | 0.9434   |
| 0.1021        | 126.93 | 1428 | 0.1878          | 0.9308   |
| 0.1021        | 128.0  | 1440 | 0.2071          | 0.9245   |
| 0.0883        | 128.98 | 1451 | 0.2241          | 0.9182   |
| 0.0883        | 129.96 | 1462 | 0.2348          | 0.9119   |
| 0.0883        | 130.93 | 1473 | 0.2475          | 0.9057   |
| 0.0883        | 132.0  | 1485 | 0.2160          | 0.9182   |
| 0.0883        | 132.98 | 1496 | 0.2090          | 0.9308   |
| 0.0769        | 133.96 | 1507 | 0.2147          | 0.9245   |
| 0.0769        | 134.93 | 1518 | 0.2201          | 0.9245   |
| 0.0769        | 136.0  | 1530 | 0.2372          | 0.9182   |
| 0.0769        | 136.98 | 1541 | 0.2199          | 0.9182   |
| 0.0786        | 137.96 | 1552 | 0.2087          | 0.9182   |
| 0.0786        | 138.93 | 1563 | 0.1878          | 0.9308   |
| 0.0786        | 140.0  | 1575 | 0.1915          | 0.9371   |
| 0.0786        | 140.98 | 1586 | 0.2317          | 0.9245   |
| 0.0786        | 141.96 | 1597 | 0.2865          | 0.8931   |
| 0.0714        | 142.93 | 1608 | 0.2300          | 0.9245   |
| 0.0714        | 144.0  | 1620 | 0.2727          | 0.9057   |
| 0.0714        | 144.98 | 1631 | 0.2811          | 0.9057   |
| 0.0714        | 145.96 | 1642 | 0.2101          | 0.9371   |
| 0.0702        | 146.93 | 1653 | 0.2036          | 0.9308   |
| 0.0702        | 148.0  | 1665 | 0.2215          | 0.9371   |
| 0.0702        | 148.98 | 1676 | 0.2136          | 0.9182   |
| 0.0702        | 149.96 | 1687 | 0.2056          | 0.9434   |
| 0.0702        | 150.93 | 1698 | 0.2003          | 0.9371   |
| 0.0676        | 152.0  | 1710 | 0.2250          | 0.9308   |
| 0.0676        | 152.98 | 1721 | 0.1911          | 0.9560   |
| 0.0676        | 153.96 | 1732 | 0.2190          | 0.9245   |
| 0.0676        | 154.93 | 1743 | 0.1976          | 0.9308   |
| 0.0674        | 156.0  | 1755 | 0.1874          | 0.9497   |
| 0.0674        | 156.98 | 1766 | 0.2023          | 0.9371   |
| 0.0674        | 157.96 | 1777 | 0.2153          | 0.9497   |
| 0.0674        | 158.93 | 1788 | 0.2245          | 0.9434   |
| 0.0548        | 160.0  | 1800 | 0.2432          | 0.9245   |
| 0.0548        | 160.98 | 1811 | 0.2071          | 0.9434   |
| 0.0548        | 161.96 | 1822 | 0.1837          | 0.9497   |
| 0.0548        | 162.93 | 1833 | 0.1916          | 0.9497   |
| 0.0548        | 164.0  | 1845 | 0.2221          | 0.9497   |
| 0.0616        | 164.98 | 1856 | 0.2120          | 0.9497   |
| 0.0616        | 165.96 | 1867 | 0.1888          | 0.9560   |
| 0.0616        | 166.93 | 1878 | 0.1971          | 0.9497   |
| 0.0616        | 168.0  | 1890 | 0.2161          | 0.9434   |
| 0.0467        | 168.98 | 1901 | 0.2282          | 0.9371   |
| 0.0467        | 169.96 | 1912 | 0.3118          | 0.9057   |
| 0.0467        | 170.93 | 1923 | 0.2319          | 0.9497   |
| 0.0467        | 172.0  | 1935 | 0.2740          | 0.9308   |
| 0.0467        | 172.98 | 1946 | 0.2666          | 0.9308   |
| 0.0609        | 173.96 | 1957 | 0.2315          | 0.9434   |
| 0.0609        | 174.93 | 1968 | 0.2229          | 0.9371   |
| 0.0609        | 176.0  | 1980 | 0.2158          | 0.9434   |
| 0.0609        | 176.98 | 1991 | 0.2226          | 0.9434   |
| 0.0522        | 177.96 | 2002 | 0.2224          | 0.9308   |
| 0.0522        | 178.93 | 2013 | 0.2138          | 0.9434   |
| 0.0522        | 180.0  | 2025 | 0.2177          | 0.9371   |
| 0.0522        | 180.98 | 2036 | 0.1917          | 0.9434   |
| 0.0522        | 181.96 | 2047 | 0.1974          | 0.9560   |
| 0.0515        | 182.93 | 2058 | 0.2198          | 0.9497   |
| 0.0515        | 184.0  | 2070 | 0.2425          | 0.9245   |
| 0.0515        | 184.98 | 2081 | 0.2449          | 0.9308   |
| 0.0515        | 185.96 | 2092 | 0.2346          | 0.9308   |
| 0.045         | 186.93 | 2103 | 0.2331          | 0.9434   |
| 0.045         | 188.0  | 2115 | 0.2661          | 0.9371   |
| 0.045         | 188.98 | 2126 | 0.2291          | 0.9371   |
| 0.045         | 189.96 | 2137 | 0.2348          | 0.9371   |
| 0.045         | 190.93 | 2148 | 0.2309          | 0.9434   |
| 0.0403        | 192.0  | 2160 | 0.2789          | 0.9245   |
| 0.0403        | 192.98 | 2171 | 0.2540          | 0.9308   |
| 0.0403        | 193.96 | 2182 | 0.2372          | 0.9371   |
| 0.0403        | 194.93 | 2193 | 0.2508          | 0.9308   |
| 0.0476        | 196.0  | 2205 | 0.2194          | 0.9497   |
| 0.0476        | 196.98 | 2216 | 0.2307          | 0.9371   |
| 0.0476        | 197.96 | 2227 | 0.2719          | 0.9308   |
| 0.0476        | 198.93 | 2238 | 0.2804          | 0.9245   |
| 0.0457        | 200.0  | 2250 | 0.2755          | 0.9308   |
| 0.0457        | 200.98 | 2261 | 0.2353          | 0.9308   |
| 0.0457        | 201.96 | 2272 | 0.2189          | 0.9371   |
| 0.0457        | 202.93 | 2283 | 0.2163          | 0.9371   |
| 0.0457        | 204.0  | 2295 | 0.2110          | 0.9497   |
| 0.0393        | 204.98 | 2306 | 0.2316          | 0.9434   |
| 0.0393        | 205.96 | 2317 | 0.2465          | 0.9308   |
| 0.0393        | 206.93 | 2328 | 0.2376          | 0.9434   |
| 0.0393        | 208.0  | 2340 | 0.2171          | 0.9434   |
| 0.0443        | 208.98 | 2351 | 0.2395          | 0.9497   |
| 0.0443        | 209.96 | 2362 | 0.2906          | 0.8931   |
| 0.0443        | 210.93 | 2373 | 0.2608          | 0.9371   |
| 0.0443        | 212.0  | 2385 | 0.2321          | 0.9497   |
| 0.0443        | 212.98 | 2396 | 0.2464          | 0.9371   |
| 0.0539        | 213.96 | 2407 | 0.2442          | 0.9182   |
| 0.0539        | 214.93 | 2418 | 0.2512          | 0.9245   |
| 0.0539        | 216.0  | 2430 | 0.2265          | 0.9371   |
| 0.0539        | 216.98 | 2441 | 0.2127          | 0.9371   |
| 0.0415        | 217.96 | 2452 | 0.2844          | 0.9371   |
| 0.0415        | 218.93 | 2463 | 0.2489          | 0.9434   |
| 0.0415        | 220.0  | 2475 | 0.2120          | 0.9497   |
| 0.0415        | 220.98 | 2486 | 0.2015          | 0.9560   |
| 0.0415        | 221.96 | 2497 | 0.2510          | 0.9245   |
| 0.0325        | 222.93 | 2508 | 0.2875          | 0.9371   |
| 0.0325        | 224.0  | 2520 | 0.1994          | 0.9623   |
| 0.0325        | 224.98 | 2531 | 0.2033          | 0.9623   |
| 0.0325        | 225.96 | 2542 | 0.2391          | 0.9497   |
| 0.0249        | 226.93 | 2553 | 0.3044          | 0.9182   |
| 0.0249        | 228.0  | 2565 | 0.2825          | 0.9371   |
| 0.0249        | 228.98 | 2576 | 0.2347          | 0.9497   |
| 0.0249        | 229.96 | 2587 | 0.2405          | 0.9497   |
| 0.0249        | 230.93 | 2598 | 0.2537          | 0.9497   |
| 0.0358        | 232.0  | 2610 | 0.2709          | 0.9371   |
| 0.0358        | 232.98 | 2621 | 0.2445          | 0.9497   |
| 0.0358        | 233.96 | 2632 | 0.2436          | 0.9371   |
| 0.0358        | 234.93 | 2643 | 0.2227          | 0.9434   |
| 0.0345        | 236.0  | 2655 | 0.2208          | 0.9497   |
| 0.0345        | 236.98 | 2666 | 0.2293          | 0.9434   |
| 0.0345        | 237.96 | 2677 | 0.2160          | 0.9497   |
| 0.0345        | 238.93 | 2688 | 0.2086          | 0.9434   |
| 0.0339        | 240.0  | 2700 | 0.2640          | 0.9182   |
| 0.0339        | 240.98 | 2711 | 0.2954          | 0.9371   |
| 0.0339        | 241.96 | 2722 | 0.2507          | 0.9434   |
| 0.0339        | 242.93 | 2733 | 0.2273          | 0.9434   |
| 0.0339        | 244.0  | 2745 | 0.2422          | 0.9371   |
| 0.0309        | 244.98 | 2756 | 0.2931          | 0.9371   |
| 0.0309        | 245.96 | 2767 | 0.2695          | 0.9371   |
| 0.0309        | 246.93 | 2778 | 0.2646          | 0.9434   |
| 0.0309        | 248.0  | 2790 | 0.2315          | 0.9434   |
| 0.0301        | 248.98 | 2801 | 0.2270          | 0.9434   |
| 0.0301        | 249.96 | 2812 | 0.2447          | 0.9434   |
| 0.0301        | 250.93 | 2823 | 0.2586          | 0.9371   |
| 0.0301        | 252.0  | 2835 | 0.3039          | 0.9245   |
| 0.0301        | 252.98 | 2846 | 0.2777          | 0.9182   |
| 0.0335        | 253.96 | 2857 | 0.2566          | 0.9371   |
| 0.0335        | 254.93 | 2868 | 0.2603          | 0.9308   |
| 0.0335        | 256.0  | 2880 | 0.2699          | 0.9371   |
| 0.0335        | 256.98 | 2891 | 0.2838          | 0.9371   |
| 0.0249        | 257.96 | 2902 | 0.2573          | 0.9371   |
| 0.0249        | 258.93 | 2913 | 0.2652          | 0.9371   |
| 0.0249        | 260.0  | 2925 | 0.2622          | 0.9434   |
| 0.0249        | 260.98 | 2936 | 0.2583          | 0.9371   |
| 0.0249        | 261.96 | 2947 | 0.2324          | 0.9497   |
| 0.0308        | 262.93 | 2958 | 0.2782          | 0.9371   |
| 0.0308        | 264.0  | 2970 | 0.2519          | 0.9434   |
| 0.0308        | 264.98 | 2981 | 0.2634          | 0.9371   |
| 0.0308        | 265.96 | 2992 | 0.2647          | 0.9434   |
| 0.0282        | 266.93 | 3003 | 0.2588          | 0.9434   |
| 0.0282        | 268.0  | 3015 | 0.2315          | 0.9371   |
| 0.0282        | 268.98 | 3026 | 0.2293          | 0.9371   |
| 0.0282        | 269.96 | 3037 | 0.2375          | 0.9371   |
| 0.0282        | 270.93 | 3048 | 0.2439          | 0.9371   |
| 0.0347        | 272.0  | 3060 | 0.2542          | 0.9434   |
| 0.0347        | 272.98 | 3071 | 0.2402          | 0.9371   |
| 0.0347        | 273.96 | 3082 | 0.2365          | 0.9371   |
| 0.0347        | 274.93 | 3093 | 0.2757          | 0.9371   |
| 0.0211        | 276.0  | 3105 | 0.2508          | 0.9308   |
| 0.0211        | 276.98 | 3116 | 0.2395          | 0.9497   |
| 0.0211        | 277.96 | 3127 | 0.2536          | 0.9371   |
| 0.0211        | 278.93 | 3138 | 0.2685          | 0.9245   |
| 0.0248        | 280.0  | 3150 | 0.2975          | 0.9182   |
| 0.0248        | 280.98 | 3161 | 0.3234          | 0.9182   |
| 0.0248        | 281.96 | 3172 | 0.2707          | 0.9434   |
| 0.0248        | 282.93 | 3183 | 0.2250          | 0.9560   |
| 0.0248        | 284.0  | 3195 | 0.2319          | 0.9560   |
| 0.0243        | 284.98 | 3206 | 0.2525          | 0.9434   |
| 0.0243        | 285.96 | 3217 | 0.2661          | 0.9434   |
| 0.0243        | 286.93 | 3228 | 0.2844          | 0.9245   |
| 0.0243        | 288.0  | 3240 | 0.2571          | 0.9434   |
| 0.0223        | 288.98 | 3251 | 0.2517          | 0.9434   |
| 0.0223        | 289.96 | 3262 | 0.2636          | 0.9308   |
| 0.0223        | 290.93 | 3273 | 0.2694          | 0.9245   |
| 0.0223        | 292.0  | 3285 | 0.2306          | 0.9497   |
| 0.0223        | 292.98 | 3296 | 0.2377          | 0.9434   |
| 0.0234        | 293.96 | 3307 | 0.2698          | 0.9434   |
| 0.0234        | 294.93 | 3318 | 0.2839          | 0.9371   |
| 0.0234        | 296.0  | 3330 | 0.2502          | 0.9497   |
| 0.0234        | 296.98 | 3341 | 0.2704          | 0.9434   |
| 0.0256        | 297.96 | 3352 | 0.2879          | 0.9308   |
| 0.0256        | 298.93 | 3363 | 0.3078          | 0.9308   |
| 0.0256        | 300.0  | 3375 | 0.3160          | 0.9308   |
| 0.0256        | 300.98 | 3386 | 0.2706          | 0.9371   |
| 0.0256        | 301.96 | 3397 | 0.2504          | 0.9497   |
| 0.0224        | 302.93 | 3408 | 0.2454          | 0.9560   |
| 0.0224        | 304.0  | 3420 | 0.2480          | 0.9560   |
| 0.0224        | 304.98 | 3431 | 0.2511          | 0.9497   |
| 0.0224        | 305.96 | 3442 | 0.2796          | 0.9434   |
| 0.0155        | 306.93 | 3453 | 0.2932          | 0.9371   |
| 0.0155        | 308.0  | 3465 | 0.2997          | 0.9245   |
| 0.0155        | 308.98 | 3476 | 0.3044          | 0.9245   |
| 0.0155        | 309.96 | 3487 | 0.3256          | 0.9308   |
| 0.0155        | 310.93 | 3498 | 0.3401          | 0.9371   |
| 0.0226        | 312.0  | 3510 | 0.3068          | 0.9182   |
| 0.0226        | 312.98 | 3521 | 0.3017          | 0.9182   |
| 0.0226        | 313.96 | 3532 | 0.2941          | 0.9119   |
| 0.0226        | 314.93 | 3543 | 0.2840          | 0.9308   |
| 0.0153        | 316.0  | 3555 | 0.2900          | 0.9245   |
| 0.0153        | 316.98 | 3566 | 0.2923          | 0.9308   |
| 0.0153        | 317.96 | 3577 | 0.2965          | 0.9308   |
| 0.0153        | 318.93 | 3588 | 0.3202          | 0.9371   |
| 0.0183        | 320.0  | 3600 | 0.3325          | 0.9119   |
| 0.0183        | 320.98 | 3611 | 0.3441          | 0.9182   |
| 0.0183        | 321.96 | 3622 | 0.3004          | 0.9308   |
| 0.0183        | 322.93 | 3633 | 0.3022          | 0.9434   |
| 0.0183        | 324.0  | 3645 | 0.2958          | 0.9308   |
| 0.0257        | 324.98 | 3656 | 0.2943          | 0.9371   |
| 0.0257        | 325.96 | 3667 | 0.2945          | 0.9308   |
| 0.0257        | 326.93 | 3678 | 0.2910          | 0.9245   |
| 0.0257        | 328.0  | 3690 | 0.2856          | 0.9245   |
| 0.0164        | 328.98 | 3701 | 0.2580          | 0.9434   |
| 0.0164        | 329.96 | 3712 | 0.2566          | 0.9371   |
| 0.0164        | 330.93 | 3723 | 0.2538          | 0.9371   |
| 0.0164        | 332.0  | 3735 | 0.2448          | 0.9497   |
| 0.0164        | 332.98 | 3746 | 0.2544          | 0.9497   |
| 0.0222        | 333.96 | 3757 | 0.3075          | 0.9245   |
| 0.0222        | 334.93 | 3768 | 0.2757          | 0.9245   |
| 0.0222        | 336.0  | 3780 | 0.2715          | 0.9371   |
| 0.0222        | 336.98 | 3791 | 0.3330          | 0.9308   |
| 0.0212        | 337.96 | 3802 | 0.3560          | 0.9371   |
| 0.0212        | 338.93 | 3813 | 0.2832          | 0.9371   |
| 0.0212        | 340.0  | 3825 | 0.2855          | 0.9308   |
| 0.0212        | 340.98 | 3836 | 0.3063          | 0.9308   |
| 0.0212        | 341.96 | 3847 | 0.2915          | 0.9308   |
| 0.016         | 342.93 | 3858 | 0.2836          | 0.9434   |
| 0.016         | 344.0  | 3870 | 0.2805          | 0.9371   |
| 0.016         | 344.98 | 3881 | 0.2678          | 0.9497   |
| 0.016         | 345.96 | 3892 | 0.2840          | 0.9371   |
| 0.0163        | 346.93 | 3903 | 0.3048          | 0.9308   |
| 0.0163        | 348.0  | 3915 | 0.2761          | 0.9434   |
| 0.0163        | 348.98 | 3926 | 0.3045          | 0.9371   |
| 0.0163        | 349.96 | 3937 | 0.2673          | 0.9371   |
| 0.0163        | 350.93 | 3948 | 0.2830          | 0.9308   |
| 0.0185        | 352.0  | 3960 | 0.3150          | 0.9308   |
| 0.0185        | 352.98 | 3971 | 0.2967          | 0.9308   |
| 0.0185        | 353.96 | 3982 | 0.2918          | 0.9308   |
| 0.0185        | 354.93 | 3993 | 0.2849          | 0.9371   |
| 0.0189        | 356.0  | 4005 | 0.2804          | 0.9371   |
| 0.0189        | 356.98 | 4016 | 0.2909          | 0.9371   |
| 0.0189        | 357.96 | 4027 | 0.3030          | 0.9308   |
| 0.0189        | 358.93 | 4038 | 0.3163          | 0.9308   |
| 0.0153        | 360.0  | 4050 | 0.3217          | 0.9245   |
| 0.0153        | 360.98 | 4061 | 0.3025          | 0.9434   |
| 0.0153        | 361.96 | 4072 | 0.2974          | 0.9371   |
| 0.0153        | 362.93 | 4083 | 0.2866          | 0.9497   |
| 0.0153        | 364.0  | 4095 | 0.3246          | 0.9308   |
| 0.0169        | 364.98 | 4106 | 0.2801          | 0.9434   |
| 0.0169        | 365.96 | 4117 | 0.3133          | 0.9371   |
| 0.0169        | 366.93 | 4128 | 0.3284          | 0.9245   |
| 0.0169        | 368.0  | 4140 | 0.2717          | 0.9371   |
| 0.0207        | 368.98 | 4151 | 0.2692          | 0.9497   |
| 0.0207        | 369.96 | 4162 | 0.2674          | 0.9434   |
| 0.0207        | 370.93 | 4173 | 0.2643          | 0.9371   |
| 0.0207        | 372.0  | 4185 | 0.2970          | 0.9434   |
| 0.0207        | 372.98 | 4196 | 0.2688          | 0.9434   |
| 0.0213        | 373.96 | 4207 | 0.2765          | 0.9371   |
| 0.0213        | 374.93 | 4218 | 0.2870          | 0.9371   |
| 0.0213        | 376.0  | 4230 | 0.3006          | 0.9371   |
| 0.0213        | 376.98 | 4241 | 0.2944          | 0.9434   |
| 0.02          | 377.96 | 4252 | 0.3020          | 0.9371   |
| 0.02          | 378.93 | 4263 | 0.3074          | 0.9371   |
| 0.02          | 380.0  | 4275 | 0.2943          | 0.9434   |
| 0.02          | 380.98 | 4286 | 0.2825          | 0.9497   |
| 0.02          | 381.96 | 4297 | 0.2761          | 0.9434   |
| 0.0143        | 382.93 | 4308 | 0.2920          | 0.9434   |
| 0.0143        | 384.0  | 4320 | 0.2952          | 0.9434   |
| 0.0143        | 384.98 | 4331 | 0.3165          | 0.9497   |
| 0.0143        | 385.96 | 4342 | 0.2803          | 0.9371   |
| 0.0196        | 386.93 | 4353 | 0.2876          | 0.9371   |
| 0.0196        | 388.0  | 4365 | 0.2759          | 0.9434   |
| 0.0196        | 388.98 | 4376 | 0.2701          | 0.9434   |
| 0.0196        | 389.96 | 4387 | 0.2951          | 0.9434   |
| 0.0196        | 390.93 | 4398 | 0.2950          | 0.9371   |
| 0.0234        | 392.0  | 4410 | 0.2960          | 0.9371   |
| 0.0234        | 392.98 | 4421 | 0.3337          | 0.9308   |
| 0.0234        | 393.96 | 4432 | 0.3383          | 0.9308   |
| 0.0234        | 394.93 | 4443 | 0.3078          | 0.9371   |
| 0.0161        | 396.0  | 4455 | 0.3139          | 0.9371   |
| 0.0161        | 396.98 | 4466 | 0.3188          | 0.9308   |
| 0.0161        | 397.96 | 4477 | 0.3307          | 0.9308   |
| 0.0161        | 398.93 | 4488 | 0.3163          | 0.9308   |
| 0.0162        | 400.0  | 4500 | 0.3018          | 0.9434   |
| 0.0162        | 400.98 | 4511 | 0.2813          | 0.9371   |
| 0.0162        | 401.96 | 4522 | 0.3019          | 0.9371   |
| 0.0162        | 402.93 | 4533 | 0.2810          | 0.9434   |
| 0.0162        | 404.0  | 4545 | 0.2746          | 0.9371   |
| 0.023         | 404.98 | 4556 | 0.2851          | 0.9371   |
| 0.023         | 405.96 | 4567 | 0.3158          | 0.9245   |
| 0.023         | 406.93 | 4578 | 0.3467          | 0.9119   |
| 0.023         | 408.0  | 4590 | 0.3496          | 0.9182   |
| 0.0164        | 408.98 | 4601 | 0.3324          | 0.9245   |
| 0.0164        | 409.96 | 4612 | 0.3246          | 0.9371   |
| 0.0164        | 410.93 | 4623 | 0.3765          | 0.9308   |
| 0.0164        | 412.0  | 4635 | 0.3543          | 0.9245   |
| 0.0164        | 412.98 | 4646 | 0.3280          | 0.9245   |
| 0.0189        | 413.96 | 4657 | 0.3075          | 0.9371   |
| 0.0189        | 414.93 | 4668 | 0.3013          | 0.9371   |
| 0.0189        | 416.0  | 4680 | 0.3048          | 0.9308   |
| 0.0189        | 416.98 | 4691 | 0.2975          | 0.9434   |
| 0.018         | 417.96 | 4702 | 0.3011          | 0.9371   |
| 0.018         | 418.93 | 4713 | 0.3059          | 0.9434   |
| 0.018         | 420.0  | 4725 | 0.3003          | 0.9371   |
| 0.018         | 420.98 | 4736 | 0.2899          | 0.9308   |
| 0.018         | 421.96 | 4747 | 0.2739          | 0.9434   |
| 0.014         | 422.93 | 4758 | 0.2823          | 0.9308   |
| 0.014         | 424.0  | 4770 | 0.3002          | 0.9434   |
| 0.014         | 424.98 | 4781 | 0.3104          | 0.9308   |
| 0.014         | 425.96 | 4792 | 0.2993          | 0.9371   |
| 0.0161        | 426.93 | 4803 | 0.2838          | 0.9434   |
| 0.0161        | 428.0  | 4815 | 0.3035          | 0.9371   |
| 0.0161        | 428.98 | 4826 | 0.3172          | 0.9308   |
| 0.0161        | 429.96 | 4837 | 0.2885          | 0.9371   |
| 0.0161        | 430.93 | 4848 | 0.2915          | 0.9434   |
| 0.0181        | 432.0  | 4860 | 0.3238          | 0.9371   |
| 0.0181        | 432.98 | 4871 | 0.3051          | 0.9371   |
| 0.0181        | 433.96 | 4882 | 0.2747          | 0.9434   |
| 0.0181        | 434.93 | 4893 | 0.2778          | 0.9434   |
| 0.0152        | 436.0  | 4905 | 0.3143          | 0.9308   |
| 0.0152        | 436.98 | 4916 | 0.2953          | 0.9434   |
| 0.0152        | 437.96 | 4927 | 0.2987          | 0.9434   |
| 0.0152        | 438.93 | 4938 | 0.3240          | 0.9308   |
| 0.0233        | 440.0  | 4950 | 0.2932          | 0.9434   |
| 0.0233        | 440.98 | 4961 | 0.3067          | 0.9308   |
| 0.0233        | 441.96 | 4972 | 0.3170          | 0.9308   |
| 0.0233        | 442.93 | 4983 | 0.3348          | 0.9308   |
| 0.0233        | 444.0  | 4995 | 0.3351          | 0.9245   |
| 0.0134        | 444.98 | 5006 | 0.3378          | 0.9245   |
| 0.0134        | 445.96 | 5017 | 0.3204          | 0.9308   |
| 0.0134        | 446.93 | 5028 | 0.3096          | 0.9371   |
| 0.0134        | 448.0  | 5040 | 0.3135          | 0.9308   |
| 0.0185        | 448.98 | 5051 | 0.3205          | 0.9371   |
| 0.0185        | 449.96 | 5062 | 0.3152          | 0.9371   |
| 0.0185        | 450.93 | 5073 | 0.3272          | 0.9308   |
| 0.0185        | 452.0  | 5085 | 0.3164          | 0.9371   |
| 0.0185        | 452.98 | 5096 | 0.3297          | 0.9245   |
| 0.0149        | 453.96 | 5107 | 0.3299          | 0.9245   |
| 0.0149        | 454.93 | 5118 | 0.3427          | 0.9308   |
| 0.0149        | 456.0  | 5130 | 0.3776          | 0.9245   |
| 0.0149        | 456.98 | 5141 | 0.3764          | 0.9182   |
| 0.0099        | 457.96 | 5152 | 0.3852          | 0.9182   |
| 0.0099        | 458.93 | 5163 | 0.3555          | 0.9245   |
| 0.0099        | 460.0  | 5175 | 0.3497          | 0.9245   |
| 0.0099        | 460.98 | 5186 | 0.3959          | 0.9119   |
| 0.0099        | 461.96 | 5197 | 0.3429          | 0.9308   |
| 0.0123        | 462.93 | 5208 | 0.3278          | 0.9308   |
| 0.0123        | 464.0  | 5220 | 0.3075          | 0.9371   |
| 0.0123        | 464.98 | 5231 | 0.3019          | 0.9371   |
| 0.0123        | 465.96 | 5242 | 0.3069          | 0.9371   |
| 0.0169        | 466.93 | 5253 | 0.3036          | 0.9371   |
| 0.0169        | 468.0  | 5265 | 0.3256          | 0.9371   |
| 0.0169        | 468.98 | 5276 | 0.3241          | 0.9308   |
| 0.0169        | 469.96 | 5287 | 0.3236          | 0.9245   |
| 0.0169        | 470.93 | 5298 | 0.3221          | 0.9308   |
| 0.0114        | 472.0  | 5310 | 0.2958          | 0.9371   |
| 0.0114        | 472.98 | 5321 | 0.2994          | 0.9371   |
| 0.0114        | 473.96 | 5332 | 0.2994          | 0.9371   |
| 0.0114        | 474.93 | 5343 | 0.4240          | 0.9245   |
| 0.0148        | 476.0  | 5355 | 0.3286          | 0.9308   |
| 0.0148        | 476.98 | 5366 | 0.2954          | 0.9434   |
| 0.0148        | 477.96 | 5377 | 0.2959          | 0.9434   |
| 0.0148        | 478.93 | 5388 | 0.2928          | 0.9434   |
| 0.0171        | 480.0  | 5400 | 0.2977          | 0.9434   |
| 0.0171        | 480.98 | 5411 | 0.3075          | 0.9434   |
| 0.0171        | 481.96 | 5422 | 0.3573          | 0.9308   |
| 0.0171        | 482.93 | 5433 | 0.3879          | 0.9182   |
| 0.0171        | 484.0  | 5445 | 0.3887          | 0.9119   |
| 0.0166        | 484.98 | 5456 | 0.3699          | 0.9182   |
| 0.0166        | 485.96 | 5467 | 0.3514          | 0.9308   |
| 0.0166        | 486.93 | 5478 | 0.3440          | 0.9308   |
| 0.0166        | 488.0  | 5490 | 0.3121          | 0.9371   |
| 0.0169        | 488.98 | 5501 | 0.3186          | 0.9371   |
| 0.0169        | 489.96 | 5512 | 0.3384          | 0.9308   |
| 0.0169        | 490.93 | 5523 | 0.3587          | 0.9245   |
| 0.0169        | 492.0  | 5535 | 0.3266          | 0.9371   |
| 0.0169        | 492.98 | 5546 | 0.3274          | 0.9308   |
| 0.0162        | 493.96 | 5557 | 0.3434          | 0.9245   |
| 0.0162        | 494.93 | 5568 | 0.3296          | 0.9245   |
| 0.0162        | 496.0  | 5580 | 0.3179          | 0.9371   |
| 0.0162        | 496.98 | 5591 | 0.3223          | 0.9371   |
| 0.0128        | 497.96 | 5602 | 0.3526          | 0.9182   |
| 0.0128        | 498.93 | 5613 | 0.3345          | 0.9308   |
| 0.0128        | 500.0  | 5625 | 0.3081          | 0.9308   |
| 0.0128        | 500.98 | 5636 | 0.3136          | 0.9308   |
| 0.0128        | 501.96 | 5647 | 0.3160          | 0.9308   |
| 0.0089        | 502.93 | 5658 | 0.3218          | 0.9308   |
| 0.0089        | 504.0  | 5670 | 0.3330          | 0.9308   |
| 0.0089        | 504.98 | 5681 | 0.3611          | 0.9245   |
| 0.0089        | 505.96 | 5692 | 0.3820          | 0.9245   |
| 0.0168        | 506.93 | 5703 | 0.3472          | 0.9245   |
| 0.0168        | 508.0  | 5715 | 0.3075          | 0.9308   |
| 0.0168        | 508.98 | 5726 | 0.3047          | 0.9308   |
| 0.0168        | 509.96 | 5737 | 0.3144          | 0.9371   |
| 0.0168        | 510.93 | 5748 | 0.3144          | 0.9371   |
| 0.0143        | 512.0  | 5760 | 0.3098          | 0.9308   |
| 0.0143        | 512.98 | 5771 | 0.3132          | 0.9371   |
| 0.0143        | 513.96 | 5782 | 0.3325          | 0.9371   |
| 0.0143        | 514.93 | 5793 | 0.3209          | 0.9371   |
| 0.014         | 516.0  | 5805 | 0.3192          | 0.9371   |
| 0.014         | 516.98 | 5816 | 0.3118          | 0.9245   |
| 0.014         | 517.96 | 5827 | 0.3142          | 0.9308   |
| 0.014         | 518.93 | 5838 | 0.3255          | 0.9371   |
| 0.0111        | 520.0  | 5850 | 0.3221          | 0.9371   |
| 0.0111        | 520.98 | 5861 | 0.3212          | 0.9308   |
| 0.0111        | 521.96 | 5872 | 0.3291          | 0.9245   |
| 0.0111        | 522.93 | 5883 | 0.3314          | 0.9245   |
| 0.0111        | 524.0  | 5895 | 0.3268          | 0.9308   |
| 0.0107        | 524.98 | 5906 | 0.3352          | 0.9371   |
| 0.0107        | 525.96 | 5917 | 0.3424          | 0.9371   |
| 0.0107        | 526.93 | 5928 | 0.3389          | 0.9308   |
| 0.0107        | 528.0  | 5940 | 0.3547          | 0.9371   |
| 0.01          | 528.98 | 5951 | 0.3475          | 0.9182   |
| 0.01          | 529.96 | 5962 | 0.3595          | 0.9371   |
| 0.01          | 530.93 | 5973 | 0.3673          | 0.9308   |
| 0.01          | 532.0  | 5985 | 0.4165          | 0.9119   |
| 0.01          | 532.98 | 5996 | 0.4247          | 0.9182   |
| 0.0126        | 533.96 | 6007 | 0.4062          | 0.9245   |
| 0.0126        | 534.93 | 6018 | 0.3752          | 0.9245   |
| 0.0126        | 536.0  | 6030 | 0.3574          | 0.9245   |
| 0.0126        | 536.98 | 6041 | 0.3824          | 0.9308   |
| 0.0126        | 537.96 | 6052 | 0.3730          | 0.9371   |
| 0.0126        | 538.93 | 6063 | 0.3704          | 0.9371   |
| 0.0126        | 540.0  | 6075 | 0.3814          | 0.9308   |
| 0.0126        | 540.98 | 6086 | 0.3649          | 0.9371   |
| 0.0126        | 541.96 | 6097 | 0.3811          | 0.9245   |
| 0.012         | 542.93 | 6108 | 0.3544          | 0.9245   |
| 0.012         | 544.0  | 6120 | 0.3615          | 0.9371   |
| 0.012         | 544.98 | 6131 | 0.3558          | 0.9371   |
| 0.012         | 545.96 | 6142 | 0.3482          | 0.9182   |
| 0.0135        | 546.93 | 6153 | 0.3668          | 0.9308   |
| 0.0135        | 548.0  | 6165 | 0.3404          | 0.9371   |
| 0.0135        | 548.98 | 6176 | 0.3340          | 0.9434   |
| 0.0135        | 549.96 | 6187 | 0.3377          | 0.9308   |
| 0.0135        | 550.93 | 6198 | 0.3407          | 0.9308   |
| 0.0101        | 552.0  | 6210 | 0.3389          | 0.9308   |
| 0.0101        | 552.98 | 6221 | 0.3305          | 0.9434   |
| 0.0101        | 553.96 | 6232 | 0.3199          | 0.9434   |
| 0.0101        | 554.93 | 6243 | 0.3338          | 0.9434   |
| 0.0175        | 556.0  | 6255 | 0.3323          | 0.9434   |
| 0.0175        | 556.98 | 6266 | 0.3403          | 0.9371   |
| 0.0175        | 557.96 | 6277 | 0.3474          | 0.9308   |
| 0.0175        | 558.93 | 6288 | 0.3499          | 0.9308   |
| 0.0108        | 560.0  | 6300 | 0.3429          | 0.9245   |
| 0.0108        | 560.98 | 6311 | 0.3396          | 0.9308   |
| 0.0108        | 561.96 | 6322 | 0.3467          | 0.9308   |
| 0.0108        | 562.93 | 6333 | 0.3349          | 0.9434   |
| 0.0108        | 564.0  | 6345 | 0.3381          | 0.9371   |
| 0.0139        | 564.98 | 6356 | 0.3274          | 0.9434   |
| 0.0139        | 565.96 | 6367 | 0.3319          | 0.9371   |
| 0.0139        | 566.93 | 6378 | 0.3321          | 0.9245   |
| 0.0139        | 568.0  | 6390 | 0.3547          | 0.9308   |
| 0.0138        | 568.98 | 6401 | 0.3662          | 0.9245   |
| 0.0138        | 569.96 | 6412 | 0.3455          | 0.9245   |
| 0.0138        | 570.93 | 6423 | 0.3478          | 0.9371   |
| 0.0138        | 572.0  | 6435 | 0.3400          | 0.9308   |
| 0.0138        | 572.98 | 6446 | 0.3513          | 0.9434   |
| 0.0095        | 573.96 | 6457 | 0.3462          | 0.9434   |
| 0.0095        | 574.93 | 6468 | 0.3349          | 0.9308   |
| 0.0095        | 576.0  | 6480 | 0.3376          | 0.9245   |
| 0.0095        | 576.98 | 6491 | 0.3373          | 0.9245   |
| 0.0138        | 577.96 | 6502 | 0.3311          | 0.9308   |
| 0.0138        | 578.93 | 6513 | 0.3312          | 0.9308   |
| 0.0138        | 580.0  | 6525 | 0.3291          | 0.9434   |
| 0.0138        | 580.98 | 6536 | 0.3442          | 0.9308   |
| 0.0138        | 581.96 | 6547 | 0.3806          | 0.9308   |
| 0.0163        | 582.93 | 6558 | 0.3934          | 0.9308   |
| 0.0163        | 584.0  | 6570 | 0.3990          | 0.9245   |
| 0.0163        | 584.98 | 6581 | 0.3533          | 0.9245   |
| 0.0163        | 585.96 | 6592 | 0.3410          | 0.9245   |
| 0.0152        | 586.93 | 6603 | 0.3351          | 0.9371   |
| 0.0152        | 588.0  | 6615 | 0.3369          | 0.9434   |
| 0.0152        | 588.98 | 6626 | 0.3542          | 0.9371   |
| 0.0152        | 589.96 | 6637 | 0.3729          | 0.9308   |
| 0.0152        | 590.93 | 6648 | 0.3407          | 0.9434   |
| 0.017         | 592.0  | 6660 | 0.3440          | 0.9308   |
| 0.017         | 592.98 | 6671 | 0.3493          | 0.9371   |
| 0.017         | 593.96 | 6682 | 0.3712          | 0.9371   |
| 0.017         | 594.93 | 6693 | 0.3646          | 0.9371   |
| 0.0113        | 596.0  | 6705 | 0.3663          | 0.9182   |
| 0.0113        | 596.98 | 6716 | 0.3726          | 0.9245   |
| 0.0113        | 597.96 | 6727 | 0.3530          | 0.9182   |
| 0.0113        | 598.93 | 6738 | 0.3452          | 0.9308   |
| 0.0115        | 600.0  | 6750 | 0.3340          | 0.9371   |
| 0.0115        | 600.98 | 6761 | 0.3489          | 0.9434   |
| 0.0115        | 601.96 | 6772 | 0.3408          | 0.9434   |
| 0.0115        | 602.93 | 6783 | 0.3424          | 0.9434   |
| 0.0115        | 604.0  | 6795 | 0.3480          | 0.9308   |
| 0.0132        | 604.98 | 6806 | 0.3439          | 0.9308   |
| 0.0132        | 605.96 | 6817 | 0.3531          | 0.9434   |
| 0.0132        | 606.93 | 6828 | 0.3808          | 0.9308   |
| 0.0132        | 608.0  | 6840 | 0.3441          | 0.9434   |
| 0.014         | 608.98 | 6851 | 0.3534          | 0.9434   |
| 0.014         | 609.96 | 6862 | 0.3583          | 0.9371   |
| 0.014         | 610.93 | 6873 | 0.3640          | 0.9371   |
| 0.014         | 612.0  | 6885 | 0.3588          | 0.9371   |
| 0.014         | 612.98 | 6896 | 0.3663          | 0.9371   |
| 0.0089        | 613.96 | 6907 | 0.3789          | 0.9371   |
| 0.0089        | 614.93 | 6918 | 0.3788          | 0.9371   |
| 0.0089        | 616.0  | 6930 | 0.3528          | 0.9308   |
| 0.0089        | 616.98 | 6941 | 0.3626          | 0.9182   |
| 0.0135        | 617.96 | 6952 | 0.3761          | 0.9182   |
| 0.0135        | 618.93 | 6963 | 0.3911          | 0.9308   |
| 0.0135        | 620.0  | 6975 | 0.3901          | 0.9371   |
| 0.0135        | 620.98 | 6986 | 0.4003          | 0.9308   |
| 0.0135        | 621.96 | 6997 | 0.3653          | 0.9371   |
| 0.0071        | 622.93 | 7008 | 0.3350          | 0.9371   |
| 0.0071        | 624.0  | 7020 | 0.3354          | 0.9371   |
| 0.0071        | 624.98 | 7031 | 0.3716          | 0.9434   |
| 0.0071        | 625.96 | 7042 | 0.3520          | 0.9371   |
| 0.0129        | 626.93 | 7053 | 0.3307          | 0.9371   |
| 0.0129        | 628.0  | 7065 | 0.3305          | 0.9434   |
| 0.0129        | 628.98 | 7076 | 0.3302          | 0.9434   |
| 0.0129        | 629.96 | 7087 | 0.3291          | 0.9434   |
| 0.0129        | 630.93 | 7098 | 0.3330          | 0.9434   |
| 0.0091        | 632.0  | 7110 | 0.3332          | 0.9371   |
| 0.0091        | 632.98 | 7121 | 0.3322          | 0.9434   |
| 0.0091        | 633.96 | 7132 | 0.3438          | 0.9371   |
| 0.0091        | 634.93 | 7143 | 0.3611          | 0.9434   |
| 0.0107        | 636.0  | 7155 | 0.3489          | 0.9371   |
| 0.0107        | 636.98 | 7166 | 0.3358          | 0.9371   |
| 0.0107        | 637.96 | 7177 | 0.3373          | 0.9371   |
| 0.0107        | 638.93 | 7188 | 0.3444          | 0.9371   |
| 0.0125        | 640.0  | 7200 | 0.3633          | 0.9371   |
| 0.0125        | 640.98 | 7211 | 0.3563          | 0.9308   |
| 0.0125        | 641.96 | 7222 | 0.3573          | 0.9308   |
| 0.0125        | 642.93 | 7233 | 0.3535          | 0.9308   |
| 0.0125        | 644.0  | 7245 | 0.3469          | 0.9308   |
| 0.0071        | 644.98 | 7256 | 0.3448          | 0.9371   |
| 0.0071        | 645.96 | 7267 | 0.3445          | 0.9371   |
| 0.0071        | 646.93 | 7278 | 0.3418          | 0.9371   |
| 0.0071        | 648.0  | 7290 | 0.3541          | 0.9371   |
| 0.0076        | 648.98 | 7301 | 0.3406          | 0.9308   |
| 0.0076        | 649.96 | 7312 | 0.3327          | 0.9434   |
| 0.0076        | 650.93 | 7323 | 0.3382          | 0.9434   |
| 0.0076        | 652.0  | 7335 | 0.3574          | 0.9371   |
| 0.0076        | 652.98 | 7346 | 0.3462          | 0.9371   |
| 0.0131        | 653.96 | 7357 | 0.3388          | 0.9434   |
| 0.0131        | 654.93 | 7368 | 0.3379          | 0.9371   |
| 0.0131        | 656.0  | 7380 | 0.3396          | 0.9434   |
| 0.0131        | 656.98 | 7391 | 0.3437          | 0.9371   |
| 0.0086        | 657.96 | 7402 | 0.3466          | 0.9308   |
| 0.0086        | 658.93 | 7413 | 0.3453          | 0.9371   |
| 0.0086        | 660.0  | 7425 | 0.3420          | 0.9371   |
| 0.0086        | 660.98 | 7436 | 0.3371          | 0.9434   |
| 0.0086        | 661.96 | 7447 | 0.3443          | 0.9371   |
| 0.0123        | 662.93 | 7458 | 0.3473          | 0.9371   |
| 0.0123        | 664.0  | 7470 | 0.3425          | 0.9371   |
| 0.0123        | 664.98 | 7481 | 0.3454          | 0.9308   |
| 0.0123        | 665.96 | 7492 | 0.3494          | 0.9371   |
| 0.0083        | 666.93 | 7503 | 0.3536          | 0.9371   |
| 0.0083        | 668.0  | 7515 | 0.3476          | 0.9434   |
| 0.0083        | 668.98 | 7526 | 0.3487          | 0.9371   |
| 0.0083        | 669.96 | 7537 | 0.3533          | 0.9371   |
| 0.0083        | 670.93 | 7548 | 0.3554          | 0.9371   |
| 0.0079        | 672.0  | 7560 | 0.3482          | 0.9434   |
| 0.0079        | 672.98 | 7571 | 0.3481          | 0.9434   |
| 0.0079        | 673.96 | 7582 | 0.3446          | 0.9434   |
| 0.0079        | 674.93 | 7593 | 0.3432          | 0.9371   |
| 0.0111        | 676.0  | 7605 | 0.3470          | 0.9308   |
| 0.0111        | 676.98 | 7616 | 0.3393          | 0.9371   |
| 0.0111        | 677.96 | 7627 | 0.3386          | 0.9434   |
| 0.0111        | 678.93 | 7638 | 0.3310          | 0.9434   |
| 0.0107        | 680.0  | 7650 | 0.3299          | 0.9434   |
| 0.0107        | 680.98 | 7661 | 0.3316          | 0.9434   |
| 0.0107        | 681.96 | 7672 | 0.3332          | 0.9434   |
| 0.0107        | 682.93 | 7683 | 0.3444          | 0.9434   |
| 0.0107        | 684.0  | 7695 | 0.3445          | 0.9434   |
| 0.0091        | 684.98 | 7706 | 0.3444          | 0.9434   |
| 0.0091        | 685.96 | 7717 | 0.3409          | 0.9434   |
| 0.0091        | 686.93 | 7728 | 0.3441          | 0.9371   |
| 0.0091        | 688.0  | 7740 | 0.3517          | 0.9308   |
| 0.0081        | 688.98 | 7751 | 0.3521          | 0.9434   |
| 0.0081        | 689.96 | 7762 | 0.3507          | 0.9434   |
| 0.0081        | 690.93 | 7773 | 0.3461          | 0.9371   |
| 0.0081        | 692.0  | 7785 | 0.3498          | 0.9371   |
| 0.0081        | 692.98 | 7796 | 0.3544          | 0.9308   |
| 0.009         | 693.96 | 7807 | 0.3557          | 0.9308   |
| 0.009         | 694.93 | 7818 | 0.3533          | 0.9308   |
| 0.009         | 696.0  | 7830 | 0.3559          | 0.9371   |
| 0.009         | 696.98 | 7841 | 0.3595          | 0.9371   |
| 0.0078        | 697.96 | 7852 | 0.3617          | 0.9371   |
| 0.0078        | 698.93 | 7863 | 0.3614          | 0.9371   |
| 0.0078        | 700.0  | 7875 | 0.3452          | 0.9434   |
| 0.0078        | 700.98 | 7886 | 0.3431          | 0.9434   |
| 0.0078        | 701.96 | 7897 | 0.3469          | 0.9371   |
| 0.0102        | 702.93 | 7908 | 0.3564          | 0.9371   |
| 0.0102        | 704.0  | 7920 | 0.3594          | 0.9371   |
| 0.0102        | 704.98 | 7931 | 0.3518          | 0.9371   |
| 0.0102        | 705.96 | 7942 | 0.3444          | 0.9434   |
| 0.008         | 706.93 | 7953 | 0.3426          | 0.9434   |
| 0.008         | 708.0  | 7965 | 0.3459          | 0.9434   |
| 0.008         | 708.98 | 7976 | 0.3511          | 0.9371   |
| 0.008         | 709.96 | 7987 | 0.3544          | 0.9434   |
| 0.008         | 710.93 | 7998 | 0.3567          | 0.9371   |
| 0.0053        | 712.0  | 8010 | 0.3674          | 0.9371   |
| 0.0053        | 712.98 | 8021 | 0.3630          | 0.9371   |
| 0.0053        | 713.96 | 8032 | 0.3602          | 0.9371   |
| 0.0053        | 714.93 | 8043 | 0.3566          | 0.9371   |
| 0.0071        | 716.0  | 8055 | 0.3646          | 0.9371   |
| 0.0071        | 716.98 | 8066 | 0.3646          | 0.9371   |
| 0.0071        | 717.96 | 8077 | 0.3593          | 0.9371   |
| 0.0071        | 718.93 | 8088 | 0.3625          | 0.9371   |
| 0.0071        | 720.0  | 8100 | 0.3610          | 0.9371   |
| 0.0071        | 720.98 | 8111 | 0.3589          | 0.9371   |
| 0.0071        | 721.96 | 8122 | 0.3529          | 0.9371   |
| 0.0071        | 722.93 | 8133 | 0.3484          | 0.9371   |
| 0.0071        | 724.0  | 8145 | 0.3469          | 0.9434   |
| 0.0098        | 724.98 | 8156 | 0.3481          | 0.9434   |
| 0.0098        | 725.96 | 8167 | 0.3464          | 0.9434   |
| 0.0098        | 726.93 | 8178 | 0.3482          | 0.9434   |
| 0.0098        | 728.0  | 8190 | 0.3467          | 0.9434   |
| 0.0159        | 728.98 | 8201 | 0.3461          | 0.9371   |
| 0.0159        | 729.96 | 8212 | 0.3438          | 0.9434   |
| 0.0159        | 730.93 | 8223 | 0.3394          | 0.9434   |
| 0.0159        | 732.0  | 8235 | 0.3356          | 0.9434   |
| 0.0159        | 732.98 | 8246 | 0.3356          | 0.9434   |
| 0.0128        | 733.96 | 8257 | 0.3372          | 0.9434   |
| 0.0128        | 734.93 | 8268 | 0.3392          | 0.9434   |
| 0.0128        | 736.0  | 8280 | 0.3455          | 0.9371   |
| 0.0128        | 736.98 | 8291 | 0.3487          | 0.9371   |
| 0.0086        | 737.96 | 8302 | 0.3468          | 0.9371   |
| 0.0086        | 738.93 | 8313 | 0.3445          | 0.9371   |
| 0.0086        | 740.0  | 8325 | 0.3425          | 0.9434   |
| 0.0086        | 740.98 | 8336 | 0.3453          | 0.9371   |
| 0.0086        | 741.96 | 8347 | 0.3448          | 0.9371   |
| 0.011         | 742.93 | 8358 | 0.3412          | 0.9371   |
| 0.011         | 744.0  | 8370 | 0.3392          | 0.9371   |
| 0.011         | 744.98 | 8381 | 0.3390          | 0.9371   |
| 0.011         | 745.96 | 8392 | 0.3395          | 0.9371   |
| 0.0074        | 746.93 | 8403 | 0.3383          | 0.9371   |
| 0.0074        | 748.0  | 8415 | 0.3378          | 0.9434   |
| 0.0074        | 748.98 | 8426 | 0.3348          | 0.9371   |
| 0.0074        | 749.96 | 8437 | 0.3335          | 0.9434   |
| 0.0074        | 750.93 | 8448 | 0.3342          | 0.9434   |
| 0.0087        | 752.0  | 8460 | 0.3347          | 0.9434   |
| 0.0087        | 752.98 | 8471 | 0.3363          | 0.9434   |
| 0.0087        | 753.96 | 8482 | 0.3378          | 0.9434   |
| 0.0087        | 754.93 | 8493 | 0.3384          | 0.9434   |
| 0.0061        | 756.0  | 8505 | 0.3406          | 0.9308   |
| 0.0061        | 756.98 | 8516 | 0.3440          | 0.9371   |
| 0.0061        | 757.96 | 8527 | 0.3441          | 0.9308   |
| 0.0061        | 758.93 | 8538 | 0.3424          | 0.9308   |
| 0.0119        | 760.0  | 8550 | 0.3426          | 0.9371   |
| 0.0119        | 760.98 | 8561 | 0.3428          | 0.9371   |
| 0.0119        | 761.96 | 8572 | 0.3440          | 0.9308   |
| 0.0119        | 762.93 | 8583 | 0.3443          | 0.9308   |
| 0.0119        | 764.0  | 8595 | 0.3455          | 0.9308   |
| 0.0056        | 764.98 | 8606 | 0.3460          | 0.9308   |
| 0.0056        | 765.96 | 8617 | 0.3463          | 0.9308   |
| 0.0056        | 766.93 | 8628 | 0.3466          | 0.9308   |
| 0.0056        | 768.0  | 8640 | 0.3466          | 0.9308   |
| 0.0094        | 768.98 | 8651 | 0.3474          | 0.9308   |
| 0.0094        | 769.96 | 8662 | 0.3476          | 0.9308   |
| 0.0094        | 770.93 | 8673 | 0.3482          | 0.9308   |
| 0.0094        | 772.0  | 8685 | 0.3486          | 0.9308   |
| 0.0094        | 772.98 | 8696 | 0.3485          | 0.9308   |
| 0.014         | 773.96 | 8707 | 0.3478          | 0.9308   |
| 0.014         | 774.93 | 8718 | 0.3472          | 0.9308   |
| 0.014         | 776.0  | 8730 | 0.3465          | 0.9308   |
| 0.014         | 776.98 | 8741 | 0.3461          | 0.9308   |
| 0.0126        | 777.96 | 8752 | 0.3467          | 0.9308   |
| 0.0126        | 778.93 | 8763 | 0.3471          | 0.9308   |
| 0.0126        | 780.0  | 8775 | 0.3471          | 0.9308   |
| 0.0126        | 780.98 | 8786 | 0.3472          | 0.9308   |
| 0.0126        | 781.96 | 8797 | 0.3471          | 0.9308   |
| 0.0048        | 782.22 | 8800 | 0.3472          | 0.9308   |


### Framework versions

- Transformers 4.39.0.dev0
- Pytorch 2.2.1+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2