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# mae-vit-base-patch32-224-ct

This model is a fine-tuned version of [google/vit-base-patch32-224-in21k](https://huggingface.co/google/vit-base-patch32-224-in21k) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3803

## 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: 0.00015
- train_batch_size: 256
- eval_batch_size: 256
- seed: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 1200.0

### Training results

| Training Loss | Epoch  | Step  | Validation Loss |
|:-------------:|:------:|:-----:|:---------------:|
| 1.1257        | 1.0    | 51    | 1.1119          |
| 1.0507        | 2.0    | 102   | 1.0434          |
| 1.0046        | 3.0    | 153   | 0.9988          |
| 0.9761        | 4.0    | 204   | 0.9725          |
| 0.9572        | 5.0    | 255   | 0.9529          |
| 0.9357        | 6.0    | 306   | 0.9304          |
| 0.9128        | 7.0    | 357   | 0.9100          |
| 0.9037        | 8.0    | 408   | 0.9004          |
| 0.8984        | 9.0    | 459   | 0.8941          |
| 0.8904        | 10.0   | 510   | 0.8896          |
| 0.8846        | 11.0   | 561   | 0.8802          |
| 0.8748        | 12.0   | 612   | 0.8775          |
| 0.8692        | 13.0   | 663   | 0.8685          |
| 0.8656        | 14.0   | 714   | 0.8665          |
| 0.8634        | 15.0   | 765   | 0.8607          |
| 0.8565        | 16.0   | 816   | 0.8561          |
| 0.8555        | 17.0   | 867   | 0.8548          |
| 0.8521        | 18.0   | 918   | 0.8464          |
| 0.8478        | 19.0   | 969   | 0.8449          |
| 0.847         | 20.0   | 1020  | 0.8455          |
| 0.842         | 21.0   | 1071  | 0.8378          |
| 0.8385        | 22.0   | 1122  | 0.8358          |
| 0.8319        | 23.0   | 1173  | 0.8332          |
| 0.8267        | 24.0   | 1224  | 0.8347          |
| 0.8266        | 25.0   | 1275  | 0.8247          |
| 0.8242        | 26.0   | 1326  | 0.8242          |
| 0.8215        | 27.0   | 1377  | 0.8192          |
| 0.8171        | 28.0   | 1428  | 0.8213          |
| 0.8176        | 29.0   | 1479  | 0.8160          |
| 0.8122        | 30.0   | 1530  | 0.8128          |
| 0.8107        | 31.0   | 1581  | 0.8036          |
| 0.8069        | 32.0   | 1632  | 0.8069          |
| 0.8081        | 33.0   | 1683  | 0.8023          |
| 0.8043        | 34.0   | 1734  | 0.8048          |
| 0.8071        | 35.0   | 1785  | 0.8082          |
| 0.8017        | 36.0   | 1836  | 0.7971          |
| 0.7965        | 37.0   | 1887  | 0.7953          |
| 0.7953        | 38.0   | 1938  | 0.8112          |
| 0.7979        | 39.0   | 1989  | 0.7955          |
| 0.7887        | 40.0   | 2040  | 0.7966          |
| 0.7866        | 41.0   | 2091  | 0.7879          |
| 0.7862        | 42.0   | 2142  | 0.7828          |
| 0.7836        | 43.0   | 2193  | 0.7865          |
| 0.7851        | 44.0   | 2244  | 0.7830          |
| 0.7813        | 45.0   | 2295  | 0.7840          |
| 0.78          | 46.0   | 2346  | 0.7749          |
| 0.779         | 47.0   | 2397  | 0.7825          |
| 0.7762        | 48.0   | 2448  | 0.7712          |
| 0.7676        | 49.0   | 2499  | 0.7675          |
| 0.7638        | 50.0   | 2550  | 0.7645          |
| 0.7826        | 51.0   | 2601  | 0.7879          |
| 0.7728        | 52.0   | 2652  | 0.7730          |
| 0.7629        | 53.0   | 2703  | 0.7606          |
| 0.7819        | 54.0   | 2754  | 0.7718          |
| 0.7802        | 55.0   | 2805  | 0.7809          |
| 0.7632        | 56.0   | 2856  | 0.7577          |
| 0.7567        | 57.0   | 2907  | 0.7654          |
| 0.7564        | 58.0   | 2958  | 0.7574          |
| 0.7535        | 59.0   | 3009  | 0.7555          |
| 0.75          | 60.0   | 3060  | 0.7484          |
| 0.7512        | 61.0   | 3111  | 0.7487          |
| 0.7493        | 62.0   | 3162  | 0.7462          |
| 0.742         | 63.0   | 3213  | 0.7450          |
| 0.7469        | 64.0   | 3264  | 0.7464          |
| 0.7449        | 65.0   | 3315  | 0.7393          |
| 0.7321        | 66.0   | 3366  | 0.7425          |
| 0.7411        | 67.0   | 3417  | 0.7391          |
| 0.7394        | 68.0   | 3468  | 0.7413          |
| 0.7301        | 69.0   | 3519  | 0.7344          |
| 0.7208        | 70.0   | 3570  | 0.7256          |
| 0.7211        | 71.0   | 3621  | 0.7225          |
| 0.7273        | 72.0   | 3672  | 0.7264          |
| 0.7267        | 73.0   | 3723  | 0.7221          |
| 0.7222        | 74.0   | 3774  | 0.7256          |
| 0.7175        | 75.0   | 3825  | 0.7202          |
| 0.7174        | 76.0   | 3876  | 0.7149          |
| 0.7143        | 77.0   | 3927  | 0.7127          |
| 0.7106        | 78.0   | 3978  | 0.7061          |
| 0.7188        | 79.0   | 4029  | 0.7153          |
| 0.7103        | 80.0   | 4080  | 0.7086          |
| 0.7055        | 81.0   | 4131  | 0.7098          |
| 0.7026        | 82.0   | 4182  | 0.7075          |
| 0.7191        | 83.0   | 4233  | 0.7127          |
| 0.7027        | 84.0   | 4284  | 0.7172          |
| 0.6981        | 85.0   | 4335  | 0.7070          |
| 0.7064        | 86.0   | 4386  | 0.7029          |
| 0.6943        | 87.0   | 4437  | 0.7046          |
| 0.7025        | 88.0   | 4488  | 0.7036          |
| 0.6959        | 89.0   | 4539  | 0.7094          |
| 0.6988        | 90.0   | 4590  | 0.6917          |
| 0.6912        | 91.0   | 4641  | 0.6926          |
| 0.689         | 92.0   | 4692  | 0.6881          |
| 0.687         | 93.0   | 4743  | 0.6866          |
| 0.6867        | 94.0   | 4794  | 0.6873          |
| 0.6832        | 95.0   | 4845  | 0.6820          |
| 0.6863        | 96.0   | 4896  | 0.6809          |
| 0.6908        | 97.0   | 4947  | 0.6792          |
| 0.6891        | 98.0   | 4998  | 0.6796          |
| 0.6803        | 99.0   | 5049  | 0.6793          |
| 0.6755        | 100.0  | 5100  | 0.6738          |
| 0.6735        | 101.0  | 5151  | 0.6750          |
| 0.6727        | 102.0  | 5202  | 0.6729          |
| 0.6695        | 103.0  | 5253  | 0.6734          |
| 0.6678        | 104.0  | 5304  | 0.6702          |
| 0.671         | 105.0  | 5355  | 0.6720          |
| 0.6654        | 106.0  | 5406  | 0.6686          |
| 0.669         | 107.0  | 5457  | 0.6683          |
| 0.6628        | 108.0  | 5508  | 0.6639          |
| 0.6655        | 109.0  | 5559  | 0.6663          |
| 0.6637        | 110.0  | 5610  | 0.6651          |
| 0.6643        | 111.0  | 5661  | 0.6639          |
| 0.6607        | 112.0  | 5712  | 0.6561          |
| 0.6598        | 113.0  | 5763  | 0.6591          |
| 0.6589        | 114.0  | 5814  | 0.6610          |
| 0.6566        | 115.0  | 5865  | 0.6566          |
| 0.6706        | 116.0  | 5916  | 0.6749          |
| 0.6688        | 117.0  | 5967  | 0.6670          |
| 0.6657        | 118.0  | 6018  | 0.6599          |
| 0.6611        | 119.0  | 6069  | 0.6567          |
| 0.6528        | 120.0  | 6120  | 0.6591          |
| 0.652         | 121.0  | 6171  | 0.6566          |
| 0.6488        | 122.0  | 6222  | 0.6528          |
| 0.6538        | 123.0  | 6273  | 0.6558          |
| 0.6457        | 124.0  | 6324  | 0.6509          |
| 0.643         | 125.0  | 6375  | 0.6462          |
| 0.6433        | 126.0  | 6426  | 0.6459          |
| 0.6451        | 127.0  | 6477  | 0.6454          |
| 0.6413        | 128.0  | 6528  | 0.6441          |
| 0.6407        | 129.0  | 6579  | 0.6409          |
| 0.6381        | 130.0  | 6630  | 0.6422          |
| 0.6408        | 131.0  | 6681  | 0.6432          |
| 0.6404        | 132.0  | 6732  | 0.6408          |
| 0.6412        | 133.0  | 6783  | 0.6354          |
| 0.6348        | 134.0  | 6834  | 0.6350          |
| 0.6307        | 135.0  | 6885  | 0.6389          |
| 0.639         | 136.0  | 6936  | 0.6417          |
| 0.6319        | 137.0  | 6987  | 0.6353          |
| 0.6306        | 138.0  | 7038  | 0.6385          |
| 0.6307        | 139.0  | 7089  | 0.6412          |
| 0.6343        | 140.0  | 7140  | 0.6308          |
| 0.6289        | 141.0  | 7191  | 0.6337          |
| 0.6298        | 142.0  | 7242  | 0.6342          |
| 0.6284        | 143.0  | 7293  | 0.6287          |
| 0.624         | 144.0  | 7344  | 0.6305          |
| 0.6266        | 145.0  | 7395  | 0.6338          |
| 0.6253        | 146.0  | 7446  | 0.6281          |
| 0.6204        | 147.0  | 7497  | 0.6241          |
| 0.6232        | 148.0  | 7548  | 0.6222          |
| 0.6213        | 149.0  | 7599  | 0.6201          |
| 0.6225        | 150.0  | 7650  | 0.6237          |
| 0.6228        | 151.0  | 7701  | 0.6193          |
| 0.6191        | 152.0  | 7752  | 0.6200          |
| 0.6198        | 153.0  | 7803  | 0.6229          |
| 0.6183        | 154.0  | 7854  | 0.6213          |
| 0.6181        | 155.0  | 7905  | 0.6213          |
| 0.6168        | 156.0  | 7956  | 0.6164          |
| 0.6156        | 157.0  | 8007  | 0.6160          |
| 0.6125        | 158.0  | 8058  | 0.6153          |
| 0.6126        | 159.0  | 8109  | 0.6151          |
| 0.6115        | 160.0  | 8160  | 0.6163          |
| 0.611         | 161.0  | 8211  | 0.6167          |
| 0.6099        | 162.0  | 8262  | 0.6083          |
| 0.6089        | 163.0  | 8313  | 0.6104          |
| 0.6091        | 164.0  | 8364  | 0.6140          |
| 0.6105        | 165.0  | 8415  | 0.6122          |
| 0.61          | 166.0  | 8466  | 0.6106          |
| 0.6104        | 167.0  | 8517  | 0.6062          |
| 0.6067        | 168.0  | 8568  | 0.6095          |
| 0.6056        | 169.0  | 8619  | 0.6067          |
| 0.607         | 170.0  | 8670  | 0.6091          |
| 0.6032        | 171.0  | 8721  | 0.6041          |
| 0.6038        | 172.0  | 8772  | 0.6104          |
| 0.605         | 173.0  | 8823  | 0.6068          |
| 0.6036        | 174.0  | 8874  | 0.6005          |
| 0.6035        | 175.0  | 8925  | 0.6055          |
| 0.6026        | 176.0  | 8976  | 0.6014          |
| 0.6012        | 177.0  | 9027  | 0.6029          |
| 0.5945        | 178.0  | 9078  | 0.5967          |
| 0.6011        | 179.0  | 9129  | 0.5921          |
| 0.5929        | 180.0  | 9180  | 0.5991          |
| 0.5981        | 181.0  | 9231  | 0.5954          |
| 0.6011        | 182.0  | 9282  | 0.6007          |
| 0.5977        | 183.0  | 9333  | 0.6013          |
| 0.5947        | 184.0  | 9384  | 0.6023          |
| 0.59          | 185.0  | 9435  | 0.5968          |
| 0.5924        | 186.0  | 9486  | 0.5987          |
| 0.5906        | 187.0  | 9537  | 0.5915          |
| 0.5928        | 188.0  | 9588  | 0.5877          |
| 0.5849        | 189.0  | 9639  | 0.5911          |
| 0.5913        | 190.0  | 9690  | 0.5954          |
| 0.5863        | 191.0  | 9741  | 0.5906          |
| 0.588         | 192.0  | 9792  | 0.5942          |
| 0.5906        | 193.0  | 9843  | 0.5924          |
| 0.5927        | 194.0  | 9894  | 0.5911          |
| 0.5857        | 195.0  | 9945  | 0.5852          |
| 0.5859        | 196.0  | 9996  | 0.5910          |
| 0.5775        | 197.0  | 10047 | 0.5853          |
| 0.586         | 198.0  | 10098 | 0.5877          |
| 0.5853        | 199.0  | 10149 | 0.5848          |
| 0.5824        | 200.0  | 10200 | 0.5854          |
| 0.5797        | 201.0  | 10251 | 0.5834          |
| 0.5857        | 202.0  | 10302 | 0.5792          |
| 0.5863        | 203.0  | 10353 | 0.5824          |
| 0.5826        | 204.0  | 10404 | 0.5838          |
| 0.579         | 205.0  | 10455 | 0.5808          |
| 0.5758        | 206.0  | 10506 | 0.5810          |
| 0.5798        | 207.0  | 10557 | 0.5782          |
| 0.576         | 208.0  | 10608 | 0.5818          |
| 0.5717        | 209.0  | 10659 | 0.5826          |
| 0.5774        | 210.0  | 10710 | 0.5800          |
| 0.5724        | 211.0  | 10761 | 0.5813          |
| 0.5706        | 212.0  | 10812 | 0.5755          |
| 0.5737        | 213.0  | 10863 | 0.5788          |
| 0.5791        | 214.0  | 10914 | 0.5769          |
| 0.5712        | 215.0  | 10965 | 0.5767          |
| 0.567         | 216.0  | 11016 | 0.5790          |
| 0.5671        | 217.0  | 11067 | 0.5734          |
| 0.5733        | 218.0  | 11118 | 0.5722          |
| 0.5673        | 219.0  | 11169 | 0.5806          |
| 0.5713        | 220.0  | 11220 | 0.5764          |
| 0.5669        | 221.0  | 11271 | 0.5694          |
| 0.5669        | 222.0  | 11322 | 0.5749          |
| 0.5665        | 223.0  | 11373 | 0.5732          |
| 0.5676        | 224.0  | 11424 | 0.5676          |
| 0.5621        | 225.0  | 11475 | 0.5677          |
| 0.5623        | 226.0  | 11526 | 0.5715          |
| 0.5695        | 227.0  | 11577 | 0.5676          |
| 0.5657        | 228.0  | 11628 | 0.5667          |
| 0.565         | 229.0  | 11679 | 0.5644          |
| 0.5617        | 230.0  | 11730 | 0.5650          |
| 0.5587        | 231.0  | 11781 | 0.5637          |
| 0.5591        | 232.0  | 11832 | 0.5652          |
| 0.5607        | 233.0  | 11883 | 0.5648          |
| 0.559         | 234.0  | 11934 | 0.5681          |
| 0.5601        | 235.0  | 11985 | 0.5637          |
| 0.5605        | 236.0  | 12036 | 0.5697          |
| 0.5555        | 237.0  | 12087 | 0.5593          |
| 0.5602        | 238.0  | 12138 | 0.5683          |
| 0.5647        | 239.0  | 12189 | 0.5629          |
| 0.5575        | 240.0  | 12240 | 0.5611          |
| 0.5577        | 241.0  | 12291 | 0.5588          |
| 0.5514        | 242.0  | 12342 | 0.5584          |
| 0.5581        | 243.0  | 12393 | 0.5566          |
| 0.555         | 244.0  | 12444 | 0.5563          |
| 0.5571        | 245.0  | 12495 | 0.5541          |
| 0.5549        | 246.0  | 12546 | 0.5541          |
| 0.5521        | 247.0  | 12597 | 0.5521          |
| 0.55          | 248.0  | 12648 | 0.5567          |
| 0.5518        | 249.0  | 12699 | 0.5559          |
| 0.5522        | 250.0  | 12750 | 0.5536          |
| 0.5481        | 251.0  | 12801 | 0.5504          |
| 0.5516        | 252.0  | 12852 | 0.5563          |
| 0.5524        | 253.0  | 12903 | 0.5503          |
| 0.5582        | 254.0  | 12954 | 0.5519          |
| 0.5514        | 255.0  | 13005 | 0.5504          |
| 0.5498        | 256.0  | 13056 | 0.5520          |
| 0.5481        | 257.0  | 13107 | 0.5540          |
| 0.551         | 258.0  | 13158 | 0.5503          |
| 0.5495        | 259.0  | 13209 | 0.5491          |
| 0.5483        | 260.0  | 13260 | 0.5461          |
| 0.5468        | 261.0  | 13311 | 0.5586          |
| 0.5454        | 262.0  | 13362 | 0.5495          |
| 0.5447        | 263.0  | 13413 | 0.5455          |
| 0.5475        | 264.0  | 13464 | 0.5511          |
| 0.5439        | 265.0  | 13515 | 0.5453          |
| 0.542         | 266.0  | 13566 | 0.5477          |
| 0.5437        | 267.0  | 13617 | 0.5502          |
| 0.5452        | 268.0  | 13668 | 0.5432          |
| 0.5397        | 269.0  | 13719 | 0.5443          |
| 0.5424        | 270.0  | 13770 | 0.5410          |
| 0.5391        | 271.0  | 13821 | 0.5420          |
| 0.5368        | 272.0  | 13872 | 0.5402          |
| 0.5387        | 273.0  | 13923 | 0.5401          |
| 0.5362        | 274.0  | 13974 | 0.5414          |
| 0.5374        | 275.0  | 14025 | 0.5418          |
| 0.5375        | 276.0  | 14076 | 0.5415          |
| 0.5427        | 277.0  | 14127 | 0.5436          |
| 0.5382        | 278.0  | 14178 | 0.5366          |
| 0.5341        | 279.0  | 14229 | 0.5411          |
| 0.5348        | 280.0  | 14280 | 0.5377          |
| 0.5339        | 281.0  | 14331 | 0.5393          |
| 0.5359        | 282.0  | 14382 | 0.5359          |
| 0.536         | 283.0  | 14433 | 0.5368          |
| 0.5362        | 284.0  | 14484 | 0.5384          |
| 0.532         | 285.0  | 14535 | 0.5346          |
| 0.5298        | 286.0  | 14586 | 0.5376          |
| 0.5352        | 287.0  | 14637 | 0.5373          |
| 0.5344        | 288.0  | 14688 | 0.5359          |
| 0.5399        | 289.0  | 14739 | 0.5427          |
| 0.5329        | 290.0  | 14790 | 0.5349          |
| 0.531         | 291.0  | 14841 | 0.5321          |
| 0.5317        | 292.0  | 14892 | 0.5361          |
| 0.5303        | 293.0  | 14943 | 0.5296          |
| 0.5291        | 294.0  | 14994 | 0.5312          |
| 0.5335        | 295.0  | 15045 | 0.5244          |
| 0.5309        | 296.0  | 15096 | 0.5252          |
| 0.5251        | 297.0  | 15147 | 0.5310          |
| 0.5266        | 298.0  | 15198 | 0.5301          |
| 0.5279        | 299.0  | 15249 | 0.5308          |
| 0.5261        | 300.0  | 15300 | 0.5250          |
| 0.5214        | 301.0  | 15351 | 0.5252          |
| 0.5269        | 302.0  | 15402 | 0.5306          |
| 0.5229        | 303.0  | 15453 | 0.5264          |
| 0.5234        | 304.0  | 15504 | 0.5263          |
| 0.5271        | 305.0  | 15555 | 0.5280          |
| 0.525         | 306.0  | 15606 | 0.5233          |
| 0.5216        | 307.0  | 15657 | 0.5211          |
| 0.5247        | 308.0  | 15708 | 0.5246          |
| 0.5203        | 309.0  | 15759 | 0.5279          |
| 0.5201        | 310.0  | 15810 | 0.5246          |
| 0.5254        | 311.0  | 15861 | 0.5306          |
| 0.5166        | 312.0  | 15912 | 0.5224          |
| 0.525         | 313.0  | 15963 | 0.5192          |
| 0.5224        | 314.0  | 16014 | 0.5247          |
| 0.5195        | 315.0  | 16065 | 0.5230          |
| 0.5189        | 316.0  | 16116 | 0.5239          |
| 0.5226        | 317.0  | 16167 | 0.5180          |
| 0.5166        | 318.0  | 16218 | 0.5197          |
| 0.5159        | 319.0  | 16269 | 0.5156          |
| 0.5156        | 320.0  | 16320 | 0.5204          |
| 0.5179        | 321.0  | 16371 | 0.5215          |
| 0.5194        | 322.0  | 16422 | 0.5211          |
| 0.519         | 323.0  | 16473 | 0.5212          |
| 0.5112        | 324.0  | 16524 | 0.5175          |
| 0.5163        | 325.0  | 16575 | 0.5225          |
| 0.5165        | 326.0  | 16626 | 0.5172          |
| 0.5104        | 327.0  | 16677 | 0.5200          |
| 0.51          | 328.0  | 16728 | 0.5156          |
| 0.5129        | 329.0  | 16779 | 0.5160          |
| 0.5084        | 330.0  | 16830 | 0.5207          |
| 0.5159        | 331.0  | 16881 | 0.5147          |
| 0.5126        | 332.0  | 16932 | 0.5159          |
| 0.5132        | 333.0  | 16983 | 0.5156          |
| 0.5092        | 334.0  | 17034 | 0.5151          |
| 0.5116        | 335.0  | 17085 | 0.5147          |
| 0.5113        | 336.0  | 17136 | 0.5121          |
| 0.5076        | 337.0  | 17187 | 0.5101          |
| 0.5106        | 338.0  | 17238 | 0.5111          |
| 0.5117        | 339.0  | 17289 | 0.5094          |
| 0.5086        | 340.0  | 17340 | 0.5132          |
| 0.5034        | 341.0  | 17391 | 0.5162          |
| 0.5061        | 342.0  | 17442 | 0.5142          |
| 0.5101        | 343.0  | 17493 | 0.5136          |
| 0.5042        | 344.0  | 17544 | 0.5135          |
| 0.5091        | 345.0  | 17595 | 0.5083          |
| 0.5095        | 346.0  | 17646 | 0.5112          |
| 0.5058        | 347.0  | 17697 | 0.5121          |
| 0.504         | 348.0  | 17748 | 0.5082          |
| 0.5016        | 349.0  | 17799 | 0.5075          |
| 0.5042        | 350.0  | 17850 | 0.5090          |
| 0.5036        | 351.0  | 17901 | 0.5089          |
| 0.5045        | 352.0  | 17952 | 0.5095          |
| 0.5067        | 353.0  | 18003 | 0.5087          |
| 0.5026        | 354.0  | 18054 | 0.5064          |
| 0.5001        | 355.0  | 18105 | 0.5055          |
| 0.5036        | 356.0  | 18156 | 0.5057          |
| 0.5012        | 357.0  | 18207 | 0.5083          |
| 0.5031        | 358.0  | 18258 | 0.5110          |
| 0.5021        | 359.0  | 18309 | 0.5128          |
| 0.4973        | 360.0  | 18360 | 0.5014          |
| 0.4988        | 361.0  | 18411 | 0.5028          |
| 0.5013        | 362.0  | 18462 | 0.5035          |
| 0.5001        | 363.0  | 18513 | 0.5040          |
| 0.4972        | 364.0  | 18564 | 0.5056          |
| 0.4994        | 365.0  | 18615 | 0.5070          |
| 0.5005        | 366.0  | 18666 | 0.5070          |
| 0.4993        | 367.0  | 18717 | 0.5053          |
| 0.4975        | 368.0  | 18768 | 0.5036          |
| 0.4967        | 369.0  | 18819 | 0.5026          |
| 0.4968        | 370.0  | 18870 | 0.5011          |
| 0.498         | 371.0  | 18921 | 0.4990          |
| 0.5022        | 372.0  | 18972 | 0.5032          |
| 0.4959        | 373.0  | 19023 | 0.4972          |
| 0.4921        | 374.0  | 19074 | 0.4967          |
| 0.4936        | 375.0  | 19125 | 0.4967          |
| 0.496         | 376.0  | 19176 | 0.5000          |
| 0.4941        | 377.0  | 19227 | 0.4980          |
| 0.4937        | 378.0  | 19278 | 0.4975          |
| 0.4979        | 379.0  | 19329 | 0.4975          |
| 0.4996        | 380.0  | 19380 | 0.4932          |
| 0.4961        | 381.0  | 19431 | 0.4983          |
| 0.4903        | 382.0  | 19482 | 0.4974          |
| 0.4899        | 383.0  | 19533 | 0.4953          |
| 0.4924        | 384.0  | 19584 | 0.4953          |
| 0.4895        | 385.0  | 19635 | 0.4964          |
| 0.4965        | 386.0  | 19686 | 0.5006          |
| 0.4896        | 387.0  | 19737 | 0.4938          |
| 0.497         | 388.0  | 19788 | 0.4956          |
| 0.4924        | 389.0  | 19839 | 0.4960          |
| 0.4904        | 390.0  | 19890 | 0.4972          |
| 0.5           | 391.0  | 19941 | 0.4958          |
| 0.4961        | 392.0  | 19992 | 0.4906          |
| 0.491         | 393.0  | 20043 | 0.4918          |
| 0.4878        | 394.0  | 20094 | 0.4954          |
| 0.4881        | 395.0  | 20145 | 0.4916          |
| 0.49          | 396.0  | 20196 | 0.4946          |
| 0.4881        | 397.0  | 20247 | 0.4924          |
| 0.4871        | 398.0  | 20298 | 0.4959          |
| 0.492         | 399.0  | 20349 | 0.4867          |
| 0.4883        | 400.0  | 20400 | 0.4891          |
| 0.4864        | 401.0  | 20451 | 0.4946          |
| 0.4898        | 402.0  | 20502 | 0.4922          |
| 0.4841        | 403.0  | 20553 | 0.4902          |
| 0.4879        | 404.0  | 20604 | 0.4921          |
| 0.4801        | 405.0  | 20655 | 0.4914          |
| 0.4877        | 406.0  | 20706 | 0.4882          |
| 0.4858        | 407.0  | 20757 | 0.4882          |
| 0.4856        | 408.0  | 20808 | 0.4872          |
| 0.4825        | 409.0  | 20859 | 0.4871          |
| 0.4865        | 410.0  | 20910 | 0.4853          |
| 0.4834        | 411.0  | 20961 | 0.4908          |
| 0.4815        | 412.0  | 21012 | 0.4847          |
| 0.4828        | 413.0  | 21063 | 0.4919          |
| 0.487         | 414.0  | 21114 | 0.4899          |
| 0.4842        | 415.0  | 21165 | 0.4876          |
| 0.4902        | 416.0  | 21216 | 0.4873          |
| 0.4809        | 417.0  | 21267 | 0.4913          |
| 0.4825        | 418.0  | 21318 | 0.4832          |
| 0.4797        | 419.0  | 21369 | 0.4872          |
| 0.4852        | 420.0  | 21420 | 0.4868          |
| 0.4879        | 421.0  | 21471 | 0.4833          |
| 0.4823        | 422.0  | 21522 | 0.4824          |
| 0.4729        | 423.0  | 21573 | 0.4793          |
| 0.4825        | 424.0  | 21624 | 0.4812          |
| 0.4739        | 425.0  | 21675 | 0.4831          |
| 0.4767        | 426.0  | 21726 | 0.4848          |
| 0.4806        | 427.0  | 21777 | 0.4858          |
| 0.4736        | 428.0  | 21828 | 0.4831          |
| 0.4857        | 429.0  | 21879 | 0.4785          |
| 0.4819        | 430.0  | 21930 | 0.4805          |
| 0.4767        | 431.0  | 21981 | 0.4845          |
| 0.4765        | 432.0  | 22032 | 0.4803          |
| 0.4785        | 433.0  | 22083 | 0.4826          |
| 0.4758        | 434.0  | 22134 | 0.4814          |
| 0.4677        | 435.0  | 22185 | 0.4815          |
| 0.4735        | 436.0  | 22236 | 0.4811          |
| 0.4764        | 437.0  | 22287 | 0.4749          |
| 0.4743        | 438.0  | 22338 | 0.4846          |
| 0.4736        | 439.0  | 22389 | 0.4825          |
| 0.4732        | 440.0  | 22440 | 0.4783          |
| 0.4706        | 441.0  | 22491 | 0.4810          |
| 0.4735        | 442.0  | 22542 | 0.4780          |
| 0.4796        | 443.0  | 22593 | 0.4881          |
| 0.4724        | 444.0  | 22644 | 0.4785          |
| 0.4701        | 445.0  | 22695 | 0.4753          |
| 0.4764        | 446.0  | 22746 | 0.4787          |
| 0.4729        | 447.0  | 22797 | 0.4824          |
| 0.4726        | 448.0  | 22848 | 0.4742          |
| 0.4736        | 449.0  | 22899 | 0.4775          |
| 0.4764        | 450.0  | 22950 | 0.4755          |
| 0.4701        | 451.0  | 23001 | 0.4755          |
| 0.4746        | 452.0  | 23052 | 0.4750          |
| 0.4727        | 453.0  | 23103 | 0.4731          |
| 0.4691        | 454.0  | 23154 | 0.4686          |
| 0.4673        | 455.0  | 23205 | 0.4761          |
| 0.4726        | 456.0  | 23256 | 0.4763          |
| 0.4726        | 457.0  | 23307 | 0.4807          |
| 0.4696        | 458.0  | 23358 | 0.4738          |
| 0.4689        | 459.0  | 23409 | 0.4727          |
| 0.4702        | 460.0  | 23460 | 0.4793          |
| 0.4692        | 461.0  | 23511 | 0.4696          |
| 0.4694        | 462.0  | 23562 | 0.4713          |
| 0.4628        | 463.0  | 23613 | 0.4747          |
| 0.4677        | 464.0  | 23664 | 0.4787          |
| 0.4673        | 465.0  | 23715 | 0.4682          |
| 0.4709        | 466.0  | 23766 | 0.4692          |
| 0.463         | 467.0  | 23817 | 0.4676          |
| 0.4654        | 468.0  | 23868 | 0.4696          |
| 0.4648        | 469.0  | 23919 | 0.4675          |
| 0.4642        | 470.0  | 23970 | 0.4700          |
| 0.4687        | 471.0  | 24021 | 0.4691          |
| 0.469         | 472.0  | 24072 | 0.4749          |
| 0.4692        | 473.0  | 24123 | 0.4672          |
| 0.4635        | 474.0  | 24174 | 0.4707          |
| 0.4635        | 475.0  | 24225 | 0.4696          |
| 0.4655        | 476.0  | 24276 | 0.4652          |
| 0.4633        | 477.0  | 24327 | 0.4702          |
| 0.4622        | 478.0  | 24378 | 0.4637          |
| 0.4571        | 479.0  | 24429 | 0.4678          |
| 0.4645        | 480.0  | 24480 | 0.4635          |
| 0.4654        | 481.0  | 24531 | 0.4655          |
| 0.4588        | 482.0  | 24582 | 0.4688          |
| 0.4608        | 483.0  | 24633 | 0.4639          |
| 0.4606        | 484.0  | 24684 | 0.4654          |
| 0.4624        | 485.0  | 24735 | 0.4661          |
| 0.4612        | 486.0  | 24786 | 0.4669          |
| 0.46          | 487.0  | 24837 | 0.4653          |
| 0.4623        | 488.0  | 24888 | 0.4688          |
| 0.4648        | 489.0  | 24939 | 0.4648          |
| 0.4602        | 490.0  | 24990 | 0.4620          |
| 0.4587        | 491.0  | 25041 | 0.4652          |
| 0.4627        | 492.0  | 25092 | 0.4694          |
| 0.4638        | 493.0  | 25143 | 0.4620          |
| 0.4565        | 494.0  | 25194 | 0.4653          |
| 0.4588        | 495.0  | 25245 | 0.4598          |
| 0.4568        | 496.0  | 25296 | 0.4617          |
| 0.4524        | 497.0  | 25347 | 0.4631          |
| 0.4635        | 498.0  | 25398 | 0.4640          |
| 0.4534        | 499.0  | 25449 | 0.4643          |
| 0.4599        | 500.0  | 25500 | 0.4663          |
| 0.4549        | 501.0  | 25551 | 0.4588          |
| 0.4595        | 502.0  | 25602 | 0.4661          |
| 0.46          | 503.0  | 25653 | 0.4626          |
| 0.4504        | 504.0  | 25704 | 0.4591          |
| 0.459         | 505.0  | 25755 | 0.4623          |
| 0.4582        | 506.0  | 25806 | 0.4617          |
| 0.4532        | 507.0  | 25857 | 0.4580          |
| 0.4555        | 508.0  | 25908 | 0.4615          |
| 0.4571        | 509.0  | 25959 | 0.4617          |
| 0.4561        | 510.0  | 26010 | 0.4579          |
| 0.4541        | 511.0  | 26061 | 0.4601          |
| 0.4534        | 512.0  | 26112 | 0.4627          |
| 0.4569        | 513.0  | 26163 | 0.4615          |
| 0.4583        | 514.0  | 26214 | 0.4527          |
| 0.4498        | 515.0  | 26265 | 0.4587          |
| 0.4511        | 516.0  | 26316 | 0.4552          |
| 0.4535        | 517.0  | 26367 | 0.4579          |
| 0.4551        | 518.0  | 26418 | 0.4543          |
| 0.4581        | 519.0  | 26469 | 0.4597          |
| 0.4573        | 520.0  | 26520 | 0.4540          |
| 0.4495        | 521.0  | 26571 | 0.4578          |
| 0.4532        | 522.0  | 26622 | 0.4605          |
| 0.4474        | 523.0  | 26673 | 0.4579          |
| 0.4504        | 524.0  | 26724 | 0.4563          |
| 0.4529        | 525.0  | 26775 | 0.4583          |
| 0.4475        | 526.0  | 26826 | 0.4616          |
| 0.4457        | 527.0  | 26877 | 0.4558          |
| 0.4532        | 528.0  | 26928 | 0.4584          |
| 0.4566        | 529.0  | 26979 | 0.4573          |
| 0.4546        | 530.0  | 27030 | 0.4563          |
| 0.4479        | 531.0  | 27081 | 0.4628          |
| 0.4485        | 532.0  | 27132 | 0.4547          |
| 0.4491        | 533.0  | 27183 | 0.4539          |
| 0.4522        | 534.0  | 27234 | 0.4536          |
| 0.4477        | 535.0  | 27285 | 0.4561          |
| 0.45          | 536.0  | 27336 | 0.4530          |
| 0.4522        | 537.0  | 27387 | 0.4525          |
| 0.4475        | 538.0  | 27438 | 0.4554          |
| 0.4475        | 539.0  | 27489 | 0.4486          |
| 0.4512        | 540.0  | 27540 | 0.4584          |
| 0.445         | 541.0  | 27591 | 0.4543          |
| 0.4478        | 542.0  | 27642 | 0.4507          |
| 0.4472        | 543.0  | 27693 | 0.4520          |
| 0.448         | 544.0  | 27744 | 0.4507          |
| 0.4447        | 545.0  | 27795 | 0.4514          |
| 0.4485        | 546.0  | 27846 | 0.4553          |
| 0.4482        | 547.0  | 27897 | 0.4532          |
| 0.4448        | 548.0  | 27948 | 0.4533          |
| 0.4467        | 549.0  | 27999 | 0.4511          |
| 0.4473        | 550.0  | 28050 | 0.4531          |
| 0.4423        | 551.0  | 28101 | 0.4462          |
| 0.4473        | 552.0  | 28152 | 0.4538          |
| 0.4463        | 553.0  | 28203 | 0.4472          |
| 0.4459        | 554.0  | 28254 | 0.4486          |
| 0.4432        | 555.0  | 28305 | 0.4470          |
| 0.4448        | 556.0  | 28356 | 0.4522          |
| 0.4406        | 557.0  | 28407 | 0.4528          |
| 0.4433        | 558.0  | 28458 | 0.4502          |
| 0.4447        | 559.0  | 28509 | 0.4471          |
| 0.4438        | 560.0  | 28560 | 0.4500          |
| 0.4433        | 561.0  | 28611 | 0.4471          |
| 0.4412        | 562.0  | 28662 | 0.4491          |
| 0.4357        | 563.0  | 28713 | 0.4474          |
| 0.4424        | 564.0  | 28764 | 0.4481          |
| 0.4412        | 565.0  | 28815 | 0.4480          |
| 0.4483        | 566.0  | 28866 | 0.4453          |
| 0.4397        | 567.0  | 28917 | 0.4435          |
| 0.4377        | 568.0  | 28968 | 0.4460          |
| 0.4424        | 569.0  | 29019 | 0.4475          |
| 0.4412        | 570.0  | 29070 | 0.4445          |
| 0.4435        | 571.0  | 29121 | 0.4418          |
| 0.4398        | 572.0  | 29172 | 0.4434          |
| 0.4427        | 573.0  | 29223 | 0.4417          |
| 0.4409        | 574.0  | 29274 | 0.4410          |
| 0.4425        | 575.0  | 29325 | 0.4434          |
| 0.4402        | 576.0  | 29376 | 0.4489          |
| 0.4394        | 577.0  | 29427 | 0.4435          |
| 0.4379        | 578.0  | 29478 | 0.4447          |
| 0.4391        | 579.0  | 29529 | 0.4471          |
| 0.4404        | 580.0  | 29580 | 0.4435          |
| 0.4399        | 581.0  | 29631 | 0.4411          |
| 0.4353        | 582.0  | 29682 | 0.4416          |
| 0.4417        | 583.0  | 29733 | 0.4417          |
| 0.4389        | 584.0  | 29784 | 0.4399          |
| 0.4378        | 585.0  | 29835 | 0.4432          |
| 0.439         | 586.0  | 29886 | 0.4427          |
| 0.431         | 587.0  | 29937 | 0.4403          |
| 0.4348        | 588.0  | 29988 | 0.4409          |
| 0.4363        | 589.0  | 30039 | 0.4425          |
| 0.4399        | 590.0  | 30090 | 0.4394          |
| 0.4342        | 591.0  | 30141 | 0.4412          |
| 0.4342        | 592.0  | 30192 | 0.4399          |
| 0.4348        | 593.0  | 30243 | 0.4420          |
| 0.4326        | 594.0  | 30294 | 0.4446          |
| 0.4333        | 595.0  | 30345 | 0.4430          |
| 0.4336        | 596.0  | 30396 | 0.4397          |
| 0.4314        | 597.0  | 30447 | 0.4418          |
| 0.4371        | 598.0  | 30498 | 0.4411          |
| 0.4333        | 599.0  | 30549 | 0.4385          |
| 0.4337        | 600.0  | 30600 | 0.4394          |
| 0.4371        | 601.0  | 30651 | 0.4407          |
| 0.4294        | 602.0  | 30702 | 0.4395          |
| 0.4323        | 603.0  | 30753 | 0.4404          |
| 0.4303        | 604.0  | 30804 | 0.4422          |
| 0.4325        | 605.0  | 30855 | 0.4376          |
| 0.44          | 606.0  | 30906 | 0.4399          |
| 0.4343        | 607.0  | 30957 | 0.4403          |
| 0.4313        | 608.0  | 31008 | 0.4397          |
| 0.4338        | 609.0  | 31059 | 0.4379          |
| 0.4299        | 610.0  | 31110 | 0.4349          |
| 0.4325        | 611.0  | 31161 | 0.4370          |
| 0.429         | 612.0  | 31212 | 0.4371          |
| 0.4291        | 613.0  | 31263 | 0.4299          |
| 0.4349        | 614.0  | 31314 | 0.4364          |
| 0.4308        | 615.0  | 31365 | 0.4336          |
| 0.4305        | 616.0  | 31416 | 0.4343          |
| 0.4267        | 617.0  | 31467 | 0.4391          |
| 0.4329        | 618.0  | 31518 | 0.4365          |
| 0.4269        | 619.0  | 31569 | 0.4333          |
| 0.4251        | 620.0  | 31620 | 0.4343          |
| 0.427         | 621.0  | 31671 | 0.4344          |
| 0.4327        | 622.0  | 31722 | 0.4345          |
| 0.4263        | 623.0  | 31773 | 0.4370          |
| 0.4288        | 624.0  | 31824 | 0.4323          |
| 0.4316        | 625.0  | 31875 | 0.4325          |
| 0.431         | 626.0  | 31926 | 0.4328          |
| 0.4316        | 627.0  | 31977 | 0.4316          |
| 0.4325        | 628.0  | 32028 | 0.4311          |
| 0.4287        | 629.0  | 32079 | 0.4323          |
| 0.4267        | 630.0  | 32130 | 0.4302          |
| 0.426         | 631.0  | 32181 | 0.4342          |
| 0.4259        | 632.0  | 32232 | 0.4324          |
| 0.427         | 633.0  | 32283 | 0.4315          |
| 0.4268        | 634.0  | 32334 | 0.4300          |
| 0.4251        | 635.0  | 32385 | 0.4385          |
| 0.4291        | 636.0  | 32436 | 0.4358          |
| 0.4273        | 637.0  | 32487 | 0.4342          |
| 0.4238        | 638.0  | 32538 | 0.4311          |
| 0.4262        | 639.0  | 32589 | 0.4327          |
| 0.4251        | 640.0  | 32640 | 0.4329          |
| 0.4276        | 641.0  | 32691 | 0.4344          |
| 0.4274        | 642.0  | 32742 | 0.4304          |
| 0.4269        | 643.0  | 32793 | 0.4263          |
| 0.4217        | 644.0  | 32844 | 0.4305          |
| 0.4204        | 645.0  | 32895 | 0.4314          |
| 0.4268        | 646.0  | 32946 | 0.4284          |
| 0.4227        | 647.0  | 32997 | 0.4281          |
| 0.4236        | 648.0  | 33048 | 0.4320          |
| 0.4245        | 649.0  | 33099 | 0.4295          |
| 0.4229        | 650.0  | 33150 | 0.4262          |
| 0.423         | 651.0  | 33201 | 0.4239          |
| 0.4209        | 652.0  | 33252 | 0.4294          |
| 0.4209        | 653.0  | 33303 | 0.4315          |
| 0.425         | 654.0  | 33354 | 0.4299          |
| 0.418         | 655.0  | 33405 | 0.4282          |
| 0.423         | 656.0  | 33456 | 0.4264          |
| 0.4267        | 657.0  | 33507 | 0.4296          |
| 0.4226        | 658.0  | 33558 | 0.4269          |
| 0.4213        | 659.0  | 33609 | 0.4296          |
| 0.4192        | 660.0  | 33660 | 0.4259          |
| 0.4234        | 661.0  | 33711 | 0.4243          |
| 0.4205        | 662.0  | 33762 | 0.4256          |
| 0.4185        | 663.0  | 33813 | 0.4251          |
| 0.4212        | 664.0  | 33864 | 0.4231          |
| 0.4228        | 665.0  | 33915 | 0.4250          |
| 0.421         | 666.0  | 33966 | 0.4284          |
| 0.4226        | 667.0  | 34017 | 0.4243          |
| 0.4201        | 668.0  | 34068 | 0.4279          |
| 0.4213        | 669.0  | 34119 | 0.4210          |
| 0.4237        | 670.0  | 34170 | 0.4264          |
| 0.4228        | 671.0  | 34221 | 0.4237          |
| 0.4181        | 672.0  | 34272 | 0.4245          |
| 0.4242        | 673.0  | 34323 | 0.4244          |
| 0.4178        | 674.0  | 34374 | 0.4250          |
| 0.4184        | 675.0  | 34425 | 0.4274          |
| 0.4163        | 676.0  | 34476 | 0.4221          |
| 0.4288        | 677.0  | 34527 | 0.4245          |
| 0.4205        | 678.0  | 34578 | 0.4258          |
| 0.4167        | 679.0  | 34629 | 0.4243          |
| 0.4172        | 680.0  | 34680 | 0.4241          |
| 0.4212        | 681.0  | 34731 | 0.4216          |
| 0.4164        | 682.0  | 34782 | 0.4214          |
| 0.4171        | 683.0  | 34833 | 0.4230          |
| 0.4166        | 684.0  | 34884 | 0.4261          |
| 0.4172        | 685.0  | 34935 | 0.4224          |
| 0.4188        | 686.0  | 34986 | 0.4209          |
| 0.4187        | 687.0  | 35037 | 0.4168          |
| 0.4174        | 688.0  | 35088 | 0.4201          |
| 0.4184        | 689.0  | 35139 | 0.4177          |
| 0.4126        | 690.0  | 35190 | 0.4192          |
| 0.4168        | 691.0  | 35241 | 0.4171          |
| 0.4152        | 692.0  | 35292 | 0.4202          |
| 0.4137        | 693.0  | 35343 | 0.4210          |
| 0.4139        | 694.0  | 35394 | 0.4143          |
| 0.418         | 695.0  | 35445 | 0.4250          |
| 0.4116        | 696.0  | 35496 | 0.4237          |
| 0.4113        | 697.0  | 35547 | 0.4172          |
| 0.4131        | 698.0  | 35598 | 0.4219          |
| 0.4148        | 699.0  | 35649 | 0.4179          |
| 0.4117        | 700.0  | 35700 | 0.4264          |
| 0.4115        | 701.0  | 35751 | 0.4244          |
| 0.4149        | 702.0  | 35802 | 0.4223          |
| 0.4129        | 703.0  | 35853 | 0.4190          |
| 0.4134        | 704.0  | 35904 | 0.4197          |
| 0.4155        | 705.0  | 35955 | 0.4203          |
| 0.4112        | 706.0  | 36006 | 0.4206          |
| 0.4113        | 707.0  | 36057 | 0.4176          |
| 0.4117        | 708.0  | 36108 | 0.4202          |
| 0.4128        | 709.0  | 36159 | 0.4186          |
| 0.4111        | 710.0  | 36210 | 0.4196          |
| 0.4168        | 711.0  | 36261 | 0.4225          |
| 0.408         | 712.0  | 36312 | 0.4146          |
| 0.4117        | 713.0  | 36363 | 0.4185          |
| 0.4089        | 714.0  | 36414 | 0.4214          |
| 0.408         | 715.0  | 36465 | 0.4196          |
| 0.4126        | 716.0  | 36516 | 0.4175          |
| 0.4106        | 717.0  | 36567 | 0.4145          |
| 0.4112        | 718.0  | 36618 | 0.4160          |
| 0.4064        | 719.0  | 36669 | 0.4175          |
| 0.41          | 720.0  | 36720 | 0.4181          |
| 0.4046        | 721.0  | 36771 | 0.4159          |
| 0.4141        | 722.0  | 36822 | 0.4119          |
| 0.414         | 723.0  | 36873 | 0.4167          |
| 0.4118        | 724.0  | 36924 | 0.4166          |
| 0.4106        | 725.0  | 36975 | 0.4157          |
| 0.4079        | 726.0  | 37026 | 0.4176          |
| 0.4114        | 727.0  | 37077 | 0.4108          |
| 0.4117        | 728.0  | 37128 | 0.4135          |
| 0.4155        | 729.0  | 37179 | 0.4171          |
| 0.4117        | 730.0  | 37230 | 0.4147          |
| 0.4092        | 731.0  | 37281 | 0.4094          |
| 0.4091        | 732.0  | 37332 | 0.4133          |
| 0.4081        | 733.0  | 37383 | 0.4142          |
| 0.4084        | 734.0  | 37434 | 0.4170          |
| 0.4082        | 735.0  | 37485 | 0.4158          |
| 0.4097        | 736.0  | 37536 | 0.4118          |
| 0.4082        | 737.0  | 37587 | 0.4105          |
| 0.4043        | 738.0  | 37638 | 0.4162          |
| 0.4011        | 739.0  | 37689 | 0.4122          |
| 0.4082        | 740.0  | 37740 | 0.4158          |
| 0.4098        | 741.0  | 37791 | 0.4153          |
| 0.4082        | 742.0  | 37842 | 0.4107          |
| 0.4073        | 743.0  | 37893 | 0.4117          |
| 0.403         | 744.0  | 37944 | 0.4163          |
| 0.4024        | 745.0  | 37995 | 0.4080          |
| 0.4098        | 746.0  | 38046 | 0.4082          |
| 0.4072        | 747.0  | 38097 | 0.4111          |
| 0.4065        | 748.0  | 38148 | 0.4119          |
| 0.404         | 749.0  | 38199 | 0.4087          |
| 0.4024        | 750.0  | 38250 | 0.4093          |
| 0.4054        | 751.0  | 38301 | 0.4111          |
| 0.403         | 752.0  | 38352 | 0.4093          |
| 0.4042        | 753.0  | 38403 | 0.4117          |
| 0.4025        | 754.0  | 38454 | 0.4088          |
| 0.4025        | 755.0  | 38505 | 0.4102          |
| 0.4056        | 756.0  | 38556 | 0.4135          |
| 0.4025        | 757.0  | 38607 | 0.4125          |
| 0.4035        | 758.0  | 38658 | 0.4110          |
| 0.4026        | 759.0  | 38709 | 0.4127          |
| 0.4028        | 760.0  | 38760 | 0.4107          |
| 0.4007        | 761.0  | 38811 | 0.4079          |
| 0.4043        | 762.0  | 38862 | 0.4106          |
| 0.3979        | 763.0  | 38913 | 0.4084          |
| 0.4071        | 764.0  | 38964 | 0.4093          |
| 0.4097        | 765.0  | 39015 | 0.4130          |
| 0.4052        | 766.0  | 39066 | 0.4118          |
| 0.4063        | 767.0  | 39117 | 0.4055          |
| 0.4051        | 768.0  | 39168 | 0.4056          |
| 0.403         | 769.0  | 39219 | 0.4054          |
| 0.4061        | 770.0  | 39270 | 0.4102          |
| 0.3989        | 771.0  | 39321 | 0.4141          |
| 0.4022        | 772.0  | 39372 | 0.4050          |
| 0.4018        | 773.0  | 39423 | 0.4098          |
| 0.3993        | 774.0  | 39474 | 0.4090          |
| 0.3984        | 775.0  | 39525 | 0.4074          |
| 0.4034        | 776.0  | 39576 | 0.4068          |
| 0.4036        | 777.0  | 39627 | 0.4043          |
| 0.4027        | 778.0  | 39678 | 0.4056          |
| 0.3999        | 779.0  | 39729 | 0.4104          |
| 0.401         | 780.0  | 39780 | 0.4033          |
| 0.4058        | 781.0  | 39831 | 0.4058          |
| 0.3977        | 782.0  | 39882 | 0.4094          |
| 0.402         | 783.0  | 39933 | 0.4057          |
| 0.3972        | 784.0  | 39984 | 0.4044          |
| 0.3997        | 785.0  | 40035 | 0.4075          |
| 0.4003        | 786.0  | 40086 | 0.4074          |
| 0.3973        | 787.0  | 40137 | 0.4045          |
| 0.3989        | 788.0  | 40188 | 0.4078          |
| 0.4029        | 789.0  | 40239 | 0.4092          |
| 0.4011        | 790.0  | 40290 | 0.4051          |
| 0.3975        | 791.0  | 40341 | 0.4008          |
| 0.3952        | 792.0  | 40392 | 0.4049          |
| 0.4032        | 793.0  | 40443 | 0.4054          |
| 0.4027        | 794.0  | 40494 | 0.4034          |
| 0.397         | 795.0  | 40545 | 0.4042          |
| 0.3941        | 796.0  | 40596 | 0.4030          |
| 0.3929        | 797.0  | 40647 | 0.4031          |
| 0.4016        | 798.0  | 40698 | 0.4003          |
| 0.3926        | 799.0  | 40749 | 0.4026          |
| 0.3985        | 800.0  | 40800 | 0.4046          |
| 0.3978        | 801.0  | 40851 | 0.4002          |
| 0.3972        | 802.0  | 40902 | 0.4058          |
| 0.3993        | 803.0  | 40953 | 0.4026          |
| 0.3935        | 804.0  | 41004 | 0.4049          |
| 0.3973        | 805.0  | 41055 | 0.3989          |
| 0.4002        | 806.0  | 41106 | 0.4003          |
| 0.3918        | 807.0  | 41157 | 0.4006          |
| 0.4001        | 808.0  | 41208 | 0.3997          |
| 0.397         | 809.0  | 41259 | 0.4018          |
| 0.3984        | 810.0  | 41310 | 0.4030          |
| 0.3925        | 811.0  | 41361 | 0.4074          |
| 0.398         | 812.0  | 41412 | 0.4032          |
| 0.4           | 813.0  | 41463 | 0.3987          |
| 0.3943        | 814.0  | 41514 | 0.4015          |
| 0.3973        | 815.0  | 41565 | 0.3962          |
| 0.3922        | 816.0  | 41616 | 0.4032          |
| 0.3902        | 817.0  | 41667 | 0.3993          |
| 0.3942        | 818.0  | 41718 | 0.4018          |
| 0.3994        | 819.0  | 41769 | 0.4031          |
| 0.3959        | 820.0  | 41820 | 0.4008          |
| 0.3911        | 821.0  | 41871 | 0.4036          |
| 0.3941        | 822.0  | 41922 | 0.3997          |
| 0.3936        | 823.0  | 41973 | 0.3971          |
| 0.397         | 824.0  | 42024 | 0.4011          |
| 0.3974        | 825.0  | 42075 | 0.3964          |
| 0.3921        | 826.0  | 42126 | 0.4010          |
| 0.3961        | 827.0  | 42177 | 0.4019          |
| 0.3912        | 828.0  | 42228 | 0.4004          |
| 0.3939        | 829.0  | 42279 | 0.3980          |
| 0.3917        | 830.0  | 42330 | 0.4027          |
| 0.3977        | 831.0  | 42381 | 0.4005          |
| 0.3881        | 832.0  | 42432 | 0.3983          |
| 0.3939        | 833.0  | 42483 | 0.4026          |
| 0.393         | 834.0  | 42534 | 0.3991          |
| 0.3928        | 835.0  | 42585 | 0.3980          |
| 0.394         | 836.0  | 42636 | 0.3953          |
| 0.3908        | 837.0  | 42687 | 0.4002          |
| 0.3926        | 838.0  | 42738 | 0.4015          |
| 0.3947        | 839.0  | 42789 | 0.3991          |
| 0.3965        | 840.0  | 42840 | 0.3969          |
| 0.3934        | 841.0  | 42891 | 0.4002          |
| 0.3916        | 842.0  | 42942 | 0.3969          |
| 0.3887        | 843.0  | 42993 | 0.3941          |
| 0.3938        | 844.0  | 43044 | 0.3972          |
| 0.3928        | 845.0  | 43095 | 0.4015          |
| 0.3948        | 846.0  | 43146 | 0.3976          |
| 0.3925        | 847.0  | 43197 | 0.3953          |
| 0.3876        | 848.0  | 43248 | 0.3958          |
| 0.3857        | 849.0  | 43299 | 0.3967          |
| 0.389         | 850.0  | 43350 | 0.3975          |
| 0.3905        | 851.0  | 43401 | 0.3916          |
| 0.389         | 852.0  | 43452 | 0.3987          |
| 0.3872        | 853.0  | 43503 | 0.3965          |
| 0.3902        | 854.0  | 43554 | 0.3963          |
| 0.3883        | 855.0  | 43605 | 0.3941          |
| 0.393         | 856.0  | 43656 | 0.3945          |
| 0.3908        | 857.0  | 43707 | 0.3987          |
| 0.3891        | 858.0  | 43758 | 0.3970          |
| 0.39          | 859.0  | 43809 | 0.3934          |
| 0.3894        | 860.0  | 43860 | 0.3981          |
| 0.3859        | 861.0  | 43911 | 0.3940          |
| 0.3896        | 862.0  | 43962 | 0.3956          |
| 0.3897        | 863.0  | 44013 | 0.3952          |
| 0.385         | 864.0  | 44064 | 0.3941          |
| 0.3876        | 865.0  | 44115 | 0.3937          |
| 0.3889        | 866.0  | 44166 | 0.3975          |
| 0.3926        | 867.0  | 44217 | 0.3953          |
| 0.3895        | 868.0  | 44268 | 0.3918          |
| 0.3926        | 869.0  | 44319 | 0.3926          |
| 0.3861        | 870.0  | 44370 | 0.3933          |
| 0.3881        | 871.0  | 44421 | 0.3941          |
| 0.3863        | 872.0  | 44472 | 0.3939          |
| 0.3863        | 873.0  | 44523 | 0.3913          |
| 0.386         | 874.0  | 44574 | 0.3919          |
| 0.382         | 875.0  | 44625 | 0.3879          |
| 0.384         | 876.0  | 44676 | 0.3938          |
| 0.3898        | 877.0  | 44727 | 0.3949          |
| 0.3913        | 878.0  | 44778 | 0.3947          |
| 0.3859        | 879.0  | 44829 | 0.3952          |
| 0.385         | 880.0  | 44880 | 0.3950          |
| 0.3872        | 881.0  | 44931 | 0.3877          |
| 0.383         | 882.0  | 44982 | 0.3905          |
| 0.387         | 883.0  | 45033 | 0.3939          |
| 0.3834        | 884.0  | 45084 | 0.3947          |
| 0.3866        | 885.0  | 45135 | 0.3935          |
| 0.3834        | 886.0  | 45186 | 0.3925          |
| 0.3848        | 887.0  | 45237 | 0.3903          |
| 0.3896        | 888.0  | 45288 | 0.3918          |
| 0.3863        | 889.0  | 45339 | 0.3880          |
| 0.384         | 890.0  | 45390 | 0.3884          |
| 0.3844        | 891.0  | 45441 | 0.3907          |
| 0.3863        | 892.0  | 45492 | 0.3954          |
| 0.3872        | 893.0  | 45543 | 0.3919          |
| 0.3869        | 894.0  | 45594 | 0.3928          |
| 0.3801        | 895.0  | 45645 | 0.3941          |
| 0.3832        | 896.0  | 45696 | 0.3930          |
| 0.3886        | 897.0  | 45747 | 0.3933          |
| 0.3871        | 898.0  | 45798 | 0.3917          |
| 0.3892        | 899.0  | 45849 | 0.3927          |
| 0.3864        | 900.0  | 45900 | 0.3934          |
| 0.3827        | 901.0  | 45951 | 0.3916          |
| 0.3838        | 902.0  | 46002 | 0.3932          |
| 0.3859        | 903.0  | 46053 | 0.3901          |
| 0.382         | 904.0  | 46104 | 0.3918          |
| 0.3824        | 905.0  | 46155 | 0.3939          |
| 0.3799        | 906.0  | 46206 | 0.3907          |
| 0.3851        | 907.0  | 46257 | 0.3891          |
| 0.3854        | 908.0  | 46308 | 0.3885          |
| 0.3855        | 909.0  | 46359 | 0.3912          |
| 0.3855        | 910.0  | 46410 | 0.3912          |
| 0.3799        | 911.0  | 46461 | 0.3882          |
| 0.387         | 912.0  | 46512 | 0.3894          |
| 0.3792        | 913.0  | 46563 | 0.3887          |
| 0.3831        | 914.0  | 46614 | 0.3875          |
| 0.3821        | 915.0  | 46665 | 0.3863          |
| 0.3853        | 916.0  | 46716 | 0.3884          |
| 0.381         | 917.0  | 46767 | 0.3873          |
| 0.3847        | 918.0  | 46818 | 0.3850          |
| 0.3813        | 919.0  | 46869 | 0.3875          |
| 0.3853        | 920.0  | 46920 | 0.3860          |
| 0.3849        | 921.0  | 46971 | 0.3880          |
| 0.3771        | 922.0  | 47022 | 0.3891          |
| 0.3815        | 923.0  | 47073 | 0.3887          |
| 0.3827        | 924.0  | 47124 | 0.3902          |
| 0.3828        | 925.0  | 47175 | 0.3900          |
| 0.3861        | 926.0  | 47226 | 0.3915          |
| 0.383         | 927.0  | 47277 | 0.3911          |
| 0.3785        | 928.0  | 47328 | 0.3837          |
| 0.3825        | 929.0  | 47379 | 0.3879          |
| 0.3793        | 930.0  | 47430 | 0.3921          |
| 0.3836        | 931.0  | 47481 | 0.3893          |
| 0.3858        | 932.0  | 47532 | 0.3874          |
| 0.387         | 933.0  | 47583 | 0.3881          |
| 0.3855        | 934.0  | 47634 | 0.3863          |
| 0.3813        | 935.0  | 47685 | 0.3833          |
| 0.3787        | 936.0  | 47736 | 0.3876          |
| 0.3834        | 937.0  | 47787 | 0.3870          |
| 0.3807        | 938.0  | 47838 | 0.3839          |
| 0.3788        | 939.0  | 47889 | 0.3863          |
| 0.3788        | 940.0  | 47940 | 0.3847          |
| 0.3819        | 941.0  | 47991 | 0.3876          |
| 0.3814        | 942.0  | 48042 | 0.3845          |
| 0.3817        | 943.0  | 48093 | 0.3830          |
| 0.3838        | 944.0  | 48144 | 0.3880          |
| 0.3787        | 945.0  | 48195 | 0.3880          |
| 0.3812        | 946.0  | 48246 | 0.3884          |
| 0.3806        | 947.0  | 48297 | 0.3891          |
| 0.3816        | 948.0  | 48348 | 0.3855          |
| 0.3813        | 949.0  | 48399 | 0.3847          |
| 0.3811        | 950.0  | 48450 | 0.3847          |
| 0.3776        | 951.0  | 48501 | 0.3831          |
| 0.3794        | 952.0  | 48552 | 0.3867          |
| 0.3782        | 953.0  | 48603 | 0.3812          |
| 0.3834        | 954.0  | 48654 | 0.3852          |
| 0.3785        | 955.0  | 48705 | 0.3830          |
| 0.3789        | 956.0  | 48756 | 0.3852          |
| 0.3801        | 957.0  | 48807 | 0.3882          |
| 0.3771        | 958.0  | 48858 | 0.3842          |
| 0.3808        | 959.0  | 48909 | 0.3840          |
| 0.3762        | 960.0  | 48960 | 0.3849          |
| 0.3777        | 961.0  | 49011 | 0.3842          |
| 0.3781        | 962.0  | 49062 | 0.3874          |
| 0.3781        | 963.0  | 49113 | 0.3838          |
| 0.376         | 964.0  | 49164 | 0.3863          |
| 0.3777        | 965.0  | 49215 | 0.3827          |
| 0.3808        | 966.0  | 49266 | 0.3853          |
| 0.3835        | 967.0  | 49317 | 0.3869          |
| 0.3801        | 968.0  | 49368 | 0.3859          |
| 0.3839        | 969.0  | 49419 | 0.3841          |
| 0.3768        | 970.0  | 49470 | 0.3849          |
| 0.3797        | 971.0  | 49521 | 0.3844          |
| 0.3763        | 972.0  | 49572 | 0.3855          |
| 0.3788        | 973.0  | 49623 | 0.3832          |
| 0.374         | 974.0  | 49674 | 0.3858          |
| 0.3785        | 975.0  | 49725 | 0.3805          |
| 0.3752        | 976.0  | 49776 | 0.3855          |
| 0.3752        | 977.0  | 49827 | 0.3827          |
| 0.3779        | 978.0  | 49878 | 0.3826          |
| 0.3769        | 979.0  | 49929 | 0.3824          |
| 0.3778        | 980.0  | 49980 | 0.3848          |
| 0.3749        | 981.0  | 50031 | 0.3831          |
| 0.3756        | 982.0  | 50082 | 0.3879          |
| 0.3739        | 983.0  | 50133 | 0.3830          |
| 0.3769        | 984.0  | 50184 | 0.3845          |
| 0.3737        | 985.0  | 50235 | 0.3894          |
| 0.3769        | 986.0  | 50286 | 0.3815          |
| 0.373         | 987.0  | 50337 | 0.3797          |
| 0.374         | 988.0  | 50388 | 0.3827          |
| 0.3778        | 989.0  | 50439 | 0.3844          |
| 0.3773        | 990.0  | 50490 | 0.3846          |
| 0.3759        | 991.0  | 50541 | 0.3826          |
| 0.3752        | 992.0  | 50592 | 0.3843          |
| 0.3747        | 993.0  | 50643 | 0.3817          |
| 0.3781        | 994.0  | 50694 | 0.3784          |
| 0.3751        | 995.0  | 50745 | 0.3832          |
| 0.3758        | 996.0  | 50796 | 0.3800          |
| 0.3718        | 997.0  | 50847 | 0.3837          |
| 0.3745        | 998.0  | 50898 | 0.3823          |
| 0.3757        | 999.0  | 50949 | 0.3798          |
| 0.3786        | 1000.0 | 51000 | 0.3794          |
| 0.3738        | 1001.0 | 51051 | 0.3781          |
| 0.3779        | 1002.0 | 51102 | 0.3851          |
| 0.3735        | 1003.0 | 51153 | 0.3844          |
| 0.3753        | 1004.0 | 51204 | 0.3841          |
| 0.3701        | 1005.0 | 51255 | 0.3805          |
| 0.3738        | 1006.0 | 51306 | 0.3826          |
| 0.3729        | 1007.0 | 51357 | 0.3793          |
| 0.3765        | 1008.0 | 51408 | 0.3825          |
| 0.3725        | 1009.0 | 51459 | 0.3817          |
| 0.3766        | 1010.0 | 51510 | 0.3813          |
| 0.3736        | 1011.0 | 51561 | 0.3834          |
| 0.3747        | 1012.0 | 51612 | 0.3800          |
| 0.3726        | 1013.0 | 51663 | 0.3817          |
| 0.3819        | 1014.0 | 51714 | 0.3840          |
| 0.3799        | 1015.0 | 51765 | 0.3834          |
| 0.3754        | 1016.0 | 51816 | 0.3818          |
| 0.3762        | 1017.0 | 51867 | 0.3769          |
| 0.3718        | 1018.0 | 51918 | 0.3794          |
| 0.3785        | 1019.0 | 51969 | 0.3825          |
| 0.3754        | 1020.0 | 52020 | 0.3827          |
| 0.374         | 1021.0 | 52071 | 0.3818          |
| 0.3785        | 1022.0 | 52122 | 0.3780          |
| 0.3735        | 1023.0 | 52173 | 0.3815          |
| 0.3726        | 1024.0 | 52224 | 0.3794          |
| 0.3798        | 1025.0 | 52275 | 0.3787          |
| 0.3714        | 1026.0 | 52326 | 0.3810          |
| 0.3776        | 1027.0 | 52377 | 0.3787          |
| 0.3688        | 1028.0 | 52428 | 0.3771          |
| 0.375         | 1029.0 | 52479 | 0.3776          |
| 0.372         | 1030.0 | 52530 | 0.3795          |
| 0.3736        | 1031.0 | 52581 | 0.3781          |
| 0.3713        | 1032.0 | 52632 | 0.3815          |
| 0.3772        | 1033.0 | 52683 | 0.3802          |
| 0.375         | 1034.0 | 52734 | 0.3788          |
| 0.3725        | 1035.0 | 52785 | 0.3819          |
| 0.3696        | 1036.0 | 52836 | 0.3836          |
| 0.3741        | 1037.0 | 52887 | 0.3814          |
| 0.3734        | 1038.0 | 52938 | 0.3799          |
| 0.3759        | 1039.0 | 52989 | 0.3789          |
| 0.3726        | 1040.0 | 53040 | 0.3802          |
| 0.3693        | 1041.0 | 53091 | 0.3769          |
| 0.3705        | 1042.0 | 53142 | 0.3812          |
| 0.3691        | 1043.0 | 53193 | 0.3806          |
| 0.3736        | 1044.0 | 53244 | 0.3796          |
| 0.3707        | 1045.0 | 53295 | 0.3784          |
| 0.3735        | 1046.0 | 53346 | 0.3752          |
| 0.3773        | 1047.0 | 53397 | 0.3801          |
| 0.3714        | 1048.0 | 53448 | 0.3800          |
| 0.3747        | 1049.0 | 53499 | 0.3787          |
| 0.3735        | 1050.0 | 53550 | 0.3775          |
| 0.3727        | 1051.0 | 53601 | 0.3771          |
| 0.3736        | 1052.0 | 53652 | 0.3833          |
| 0.3676        | 1053.0 | 53703 | 0.3796          |
| 0.3688        | 1054.0 | 53754 | 0.3758          |
| 0.369         | 1055.0 | 53805 | 0.3775          |
| 0.3696        | 1056.0 | 53856 | 0.3811          |
| 0.3707        | 1057.0 | 53907 | 0.3776          |
| 0.3765        | 1058.0 | 53958 | 0.3804          |
| 0.3697        | 1059.0 | 54009 | 0.3813          |
| 0.3718        | 1060.0 | 54060 | 0.3722          |
| 0.3699        | 1061.0 | 54111 | 0.3771          |
| 0.3725        | 1062.0 | 54162 | 0.3780          |
| 0.3705        | 1063.0 | 54213 | 0.3767          |
| 0.3698        | 1064.0 | 54264 | 0.3783          |
| 0.374         | 1065.0 | 54315 | 0.3775          |
| 0.3665        | 1066.0 | 54366 | 0.3813          |
| 0.3695        | 1067.0 | 54417 | 0.3801          |
| 0.3705        | 1068.0 | 54468 | 0.3805          |
| 0.3709        | 1069.0 | 54519 | 0.3780          |
| 0.3762        | 1070.0 | 54570 | 0.3758          |
| 0.3718        | 1071.0 | 54621 | 0.3801          |
| 0.3736        | 1072.0 | 54672 | 0.3769          |
| 0.3702        | 1073.0 | 54723 | 0.3763          |
| 0.3716        | 1074.0 | 54774 | 0.3791          |
| 0.3684        | 1075.0 | 54825 | 0.3745          |
| 0.3682        | 1076.0 | 54876 | 0.3796          |
| 0.3699        | 1077.0 | 54927 | 0.3784          |
| 0.3745        | 1078.0 | 54978 | 0.3794          |
| 0.3721        | 1079.0 | 55029 | 0.3780          |
| 0.3758        | 1080.0 | 55080 | 0.3792          |
| 0.3742        | 1081.0 | 55131 | 0.3781          |
| 0.3693        | 1082.0 | 55182 | 0.3819          |
| 0.3676        | 1083.0 | 55233 | 0.3746          |
| 0.3684        | 1084.0 | 55284 | 0.3812          |
| 0.3727        | 1085.0 | 55335 | 0.3745          |
| 0.3689        | 1086.0 | 55386 | 0.3743          |
| 0.3704        | 1087.0 | 55437 | 0.3785          |
| 0.3664        | 1088.0 | 55488 | 0.3774          |
| 0.3704        | 1089.0 | 55539 | 0.3757          |
| 0.3702        | 1090.0 | 55590 | 0.3790          |
| 0.3747        | 1091.0 | 55641 | 0.3798          |
| 0.3704        | 1092.0 | 55692 | 0.3756          |
| 0.3749        | 1093.0 | 55743 | 0.3783          |
| 0.3686        | 1094.0 | 55794 | 0.3759          |
| 0.369         | 1095.0 | 55845 | 0.3762          |
| 0.3671        | 1096.0 | 55896 | 0.3783          |
| 0.3686        | 1097.0 | 55947 | 0.3780          |
| 0.3693        | 1098.0 | 55998 | 0.3778          |
| 0.3728        | 1099.0 | 56049 | 0.3759          |
| 0.3715        | 1100.0 | 56100 | 0.3777          |
| 0.3712        | 1101.0 | 56151 | 0.3775          |
| 0.3695        | 1102.0 | 56202 | 0.3767          |
| 0.3715        | 1103.0 | 56253 | 0.3762          |
| 0.3728        | 1104.0 | 56304 | 0.3775          |
| 0.368         | 1105.0 | 56355 | 0.3783          |
| 0.3705        | 1106.0 | 56406 | 0.3797          |
| 0.3705        | 1107.0 | 56457 | 0.3771          |
| 0.3734        | 1108.0 | 56508 | 0.3754          |
| 0.3701        | 1109.0 | 56559 | 0.3793          |
| 0.3707        | 1110.0 | 56610 | 0.3729          |
| 0.3677        | 1111.0 | 56661 | 0.3763          |
| 0.3734        | 1112.0 | 56712 | 0.3813          |
| 0.3714        | 1113.0 | 56763 | 0.3772          |
| 0.3654        | 1114.0 | 56814 | 0.3765          |
| 0.3692        | 1115.0 | 56865 | 0.3757          |
| 0.3721        | 1116.0 | 56916 | 0.3749          |
| 0.3741        | 1117.0 | 56967 | 0.3769          |
| 0.3649        | 1118.0 | 57018 | 0.3806          |
| 0.3709        | 1119.0 | 57069 | 0.3720          |
| 0.3721        | 1120.0 | 57120 | 0.3794          |
| 0.3701        | 1121.0 | 57171 | 0.3748          |
| 0.3674        | 1122.0 | 57222 | 0.3787          |
| 0.3669        | 1123.0 | 57273 | 0.3736          |
| 0.3726        | 1124.0 | 57324 | 0.3789          |
| 0.3672        | 1125.0 | 57375 | 0.3774          |
| 0.3674        | 1126.0 | 57426 | 0.3778          |
| 0.3702        | 1127.0 | 57477 | 0.3772          |
| 0.3717        | 1128.0 | 57528 | 0.3766          |
| 0.3703        | 1129.0 | 57579 | 0.3757          |
| 0.3695        | 1130.0 | 57630 | 0.3808          |
| 0.3729        | 1131.0 | 57681 | 0.3721          |
| 0.3657        | 1132.0 | 57732 | 0.3784          |
| 0.3676        | 1133.0 | 57783 | 0.3793          |
| 0.3684        | 1134.0 | 57834 | 0.3797          |
| 0.3703        | 1135.0 | 57885 | 0.3771          |
| 0.3705        | 1136.0 | 57936 | 0.3752          |
| 0.3691        | 1137.0 | 57987 | 0.3773          |
| 0.3673        | 1138.0 | 58038 | 0.3766          |
| 0.3715        | 1139.0 | 58089 | 0.3779          |
| 0.37          | 1140.0 | 58140 | 0.3750          |
| 0.3709        | 1141.0 | 58191 | 0.3786          |
| 0.3696        | 1142.0 | 58242 | 0.3776          |
| 0.3752        | 1143.0 | 58293 | 0.3758          |
| 0.3675        | 1144.0 | 58344 | 0.3762          |
| 0.3681        | 1145.0 | 58395 | 0.3741          |
| 0.3684        | 1146.0 | 58446 | 0.3794          |
| 0.3663        | 1147.0 | 58497 | 0.3720          |
| 0.3712        | 1148.0 | 58548 | 0.3742          |
| 0.3672        | 1149.0 | 58599 | 0.3786          |
| 0.369         | 1150.0 | 58650 | 0.3737          |
| 0.3648        | 1151.0 | 58701 | 0.3767          |
| 0.3704        | 1152.0 | 58752 | 0.3740          |
| 0.3695        | 1153.0 | 58803 | 0.3781          |
| 0.3707        | 1154.0 | 58854 | 0.3753          |
| 0.3661        | 1155.0 | 58905 | 0.3774          |
| 0.367         | 1156.0 | 58956 | 0.3763          |
| 0.3657        | 1157.0 | 59007 | 0.3767          |
| 0.3638        | 1158.0 | 59058 | 0.3738          |
| 0.3728        | 1159.0 | 59109 | 0.3732          |
| 0.3748        | 1160.0 | 59160 | 0.3787          |
| 0.3753        | 1161.0 | 59211 | 0.3743          |
| 0.3663        | 1162.0 | 59262 | 0.3758          |
| 0.3694        | 1163.0 | 59313 | 0.3772          |
| 0.3657        | 1164.0 | 59364 | 0.3763          |
| 0.3643        | 1165.0 | 59415 | 0.3770          |
| 0.3679        | 1166.0 | 59466 | 0.3772          |
| 0.37          | 1167.0 | 59517 | 0.3724          |
| 0.3693        | 1168.0 | 59568 | 0.3752          |
| 0.3705        | 1169.0 | 59619 | 0.3732          |
| 0.3671        | 1170.0 | 59670 | 0.3767          |
| 0.3729        | 1171.0 | 59721 | 0.3723          |
| 0.3701        | 1172.0 | 59772 | 0.3768          |
| 0.3717        | 1173.0 | 59823 | 0.3782          |
| 0.3716        | 1174.0 | 59874 | 0.3721          |
| 0.3723        | 1175.0 | 59925 | 0.3712          |
| 0.3674        | 1176.0 | 59976 | 0.3746          |
| 0.365         | 1177.0 | 60027 | 0.3768          |
| 0.3725        | 1178.0 | 60078 | 0.3760          |
| 0.3679        | 1179.0 | 60129 | 0.3742          |
| 0.3707        | 1180.0 | 60180 | 0.3753          |
| 0.3698        | 1181.0 | 60231 | 0.3730          |
| 0.3697        | 1182.0 | 60282 | 0.3748          |
| 0.368         | 1183.0 | 60333 | 0.3722          |
| 0.3689        | 1184.0 | 60384 | 0.3724          |
| 0.3667        | 1185.0 | 60435 | 0.3731          |
| 0.3708        | 1186.0 | 60486 | 0.3785          |
| 0.3684        | 1187.0 | 60537 | 0.3755          |
| 0.3701        | 1188.0 | 60588 | 0.3774          |
| 0.3685        | 1189.0 | 60639 | 0.3733          |
| 0.37          | 1190.0 | 60690 | 0.3773          |
| 0.372         | 1191.0 | 60741 | 0.3761          |
| 0.3677        | 1192.0 | 60792 | 0.3733          |
| 0.367         | 1193.0 | 60843 | 0.3770          |
| 0.3641        | 1194.0 | 60894 | 0.3731          |
| 0.3679        | 1195.0 | 60945 | 0.3739          |
| 0.3709        | 1196.0 | 60996 | 0.3731          |
| 0.3668        | 1197.0 | 61047 | 0.3784          |
| 0.3678        | 1198.0 | 61098 | 0.3754          |
| 0.3642        | 1199.0 | 61149 | 0.3795          |
| 0.3717        | 1200.0 | 61200 | 0.3766          |


### Framework versions

- Transformers 4.27.0.dev0
- Pytorch 1.13.0
- Datasets 2.8.0
- Tokenizers 0.13.2

{"license": "apache-2.0", "tags": ["masked-auto-encoding", "generated_from_trainer"], "datasets": ["imagefolder"], "model-index": [{"name": "mae-vit-base-patch32-224-ct", "results": []}]}
transformers pytorch tensorboard vit_mae pretraining masked-auto-encoding generated_from_trainer dataset:imagefolder license:apache-2.0 endpoints_compatible region:us
TAGS
#transformers #pytorch #tensorboard #vit_mae #pretraining #masked-auto-encoding #generated_from_trainer #dataset-imagefolder #license-apache-2.0 #endpoints_compatible #region-us 

mae-vit-base-patch32-224-ct
===========================


This model is a fine-tuned version of google/vit-base-patch32-224-in21k on the imagefolder dataset.
It achieves the following results on the evaluation set:


* Loss: 0.3803


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: 0.00015
* train\_batch\_size: 256
* eval\_batch\_size: 256
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: cosine
* lr\_scheduler\_warmup\_ratio: 0.05
* num\_epochs: 1200.0


### Training results



### Framework versions


* Transformers 4.27.0.dev0
* Pytorch 1.13.0
* Datasets 2.8.0
* Tokenizers 0.13.2



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 0.00015
* train\_batch\_size: 256
* eval\_batch\_size: 256
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: cosine
* lr\_scheduler\_warmup\_ratio: 0.05
* num\_epochs: 1200.0 ### Training results ### Framework versions


* Transformers 4.27.0.dev0
* Pytorch 1.13.0
* Datasets 2.8.0
* Tokenizers 0.13.2
TAGS
#transformers #pytorch #tensorboard #vit_mae #pretraining #masked-auto-encoding #generated_from_trainer #dataset-imagefolder #license-apache-2.0 #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 0.00015
* train\_batch\_size: 256
* eval\_batch\_size: 256
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: cosine
* lr\_scheduler\_warmup\_ratio: 0.05
* num\_epochs: 1200.0 ### Training results ### Framework versions


* Transformers 4.27.0.dev0
* Pytorch 1.13.0
* Datasets 2.8.0
* Tokenizers 0.13.2
TAGS
#transformers #pytorch #tensorboard #vit_mae #pretraining #masked-auto-encoding #generated_from_trainer #dataset-imagefolder #license-apache-2.0 #endpoints_compatible #region-us 
### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 0.00015
* train\_batch\_size: 256
* eval\_batch\_size: 256
* seed: 1337
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: cosine
* lr\_scheduler\_warmup\_ratio: 0.05
* num\_epochs: 1200.0### Training results### Framework versions


* Transformers 4.27.0.dev0
* Pytorch 1.13.0
* Datasets 2.8.0
* Tokenizers 0.13.2