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
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
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