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metadata
license: apache-2.0
base_model: hustvl/yolos-tiny
tags:
  - generated_from_trainer
model-index:
  - name: Yolo_temp
    results: []

Yolo_temp

This model is a fine-tuned version of hustvl/yolos-tiny on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7638
  • Map: 0.4086
  • Map 50: 0.6729
  • Map 75: 0.4544
  • Map Small: 0.6297
  • Map Medium: 0.3867
  • Map Large: 0.5714
  • Mar 1: 0.552
  • Mar 10: 0.6309
  • Mar 100: 0.6406
  • Mar Small: 0.8375
  • Mar Medium: 0.6209
  • Mar Large: 0.6167
  • Map Score: 0.4086
  • Mar 100 Score: 0.6406

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • num_epochs: 300

Training results

Training Loss Epoch Step Validation Loss Map Map 50 Map 75 Map Small Map Medium Map Large Mar 1 Mar 10 Mar 100 Mar Small Mar Medium Mar Large Map Score Mar 100 Score
No log 1.0 136 1.1190 0.0212 0.0836 0.0035 0.0113 0.0244 0.0035 0.0171 0.24 0.3234 0.4375 0.3222 0.05 0.0212 0.3234
No log 2.0 272 1.1220 0.027 0.1179 0.0035 0.0111 0.0357 0.019 0.0771 0.2571 0.3137 0.4938 0.3026 0.1167 0.027 0.3137
No log 3.0 408 0.8286 0.0631 0.1664 0.0343 0.0508 0.0677 0.0055 0.084 0.464 0.528 0.5562 0.5412 0.1167 0.0631 0.528
1.0137 4.0 544 0.9273 0.0391 0.1157 0.0198 0.0186 0.0518 0.0034 0.0777 0.4109 0.4394 0.3625 0.4641 0.0167 0.0391 0.4394
1.0137 5.0 680 0.8719 0.0689 0.1885 0.0343 0.0152 0.0935 0.0168 0.092 0.4491 0.5017 0.5437 0.5163 0.0167 0.0689 0.5017
1.0137 6.0 816 0.9032 0.0649 0.1813 0.0417 0.0234 0.0754 0.0505 0.1091 0.4269 0.504 0.675 0.5039 0.05 0.0649 0.504
1.0137 7.0 952 0.9282 0.0779 0.2322 0.0164 0.0892 0.0829 0.1916 0.1 0.4183 0.4423 0.5375 0.4418 0.2 0.0779 0.4423
0.7312 8.0 1088 0.8613 0.0911 0.2572 0.0405 0.074 0.1071 0.0842 0.1474 0.4657 0.4914 0.65 0.4908 0.0833 0.0911 0.4914
0.7312 9.0 1224 0.9555 0.0701 0.1944 0.0358 0.0473 0.0859 0.0183 0.1543 0.3937 0.4903 0.6687 0.4882 0.0667 0.0701 0.4903
0.7312 10.0 1360 0.8365 0.1276 0.3731 0.0568 0.1199 0.1394 0.0875 0.1966 0.4823 0.5251 0.6875 0.5248 0.1 0.1276 0.5251
0.7312 11.0 1496 0.8591 0.0861 0.2453 0.0455 0.0605 0.0986 0.1691 0.1389 0.5017 0.5217 0.6625 0.5196 0.2 0.0861 0.5217
0.6257 12.0 1632 0.8762 0.1149 0.3532 0.0564 0.0544 0.1419 0.1327 0.1737 0.4429 0.4474 0.575 0.4464 0.1333 0.1149 0.4474
0.6257 13.0 1768 0.9202 0.1102 0.3472 0.0552 0.1258 0.1106 0.2547 0.156 0.4103 0.4354 0.7563 0.4085 0.2667 0.1102 0.4354
0.6257 14.0 1904 0.8576 0.2085 0.5525 0.1038 0.2728 0.2086 0.2542 0.3023 0.5057 0.5229 0.6375 0.5196 0.3 0.2085 0.5229
0.5938 15.0 2040 0.7675 0.2139 0.596 0.1136 0.1226 0.2435 0.3073 0.3131 0.536 0.5663 0.7437 0.5562 0.35 0.2139 0.5663
0.5938 16.0 2176 0.8193 0.2113 0.608 0.1198 0.455 0.1983 0.3516 0.276 0.492 0.5314 0.6562 0.5248 0.3667 0.2113 0.5314
0.5938 17.0 2312 0.8709 0.1909 0.5359 0.0665 0.1196 0.2138 0.2916 0.288 0.4703 0.5411 0.6812 0.532 0.4 0.1909 0.5411
0.5938 18.0 2448 0.8031 0.2188 0.5589 0.1607 0.1529 0.24 0.4581 0.3594 0.5229 0.5669 0.7437 0.5516 0.4833 0.2188 0.5669
0.5134 19.0 2584 0.7553 0.2681 0.6746 0.1744 0.1965 0.2853 0.4031 0.3623 0.5349 0.5566 0.725 0.5399 0.5333 0.2681 0.5566
0.5134 20.0 2720 0.7715 0.2594 0.5801 0.2299 0.1862 0.2729 0.442 0.3971 0.552 0.5651 0.7312 0.5503 0.5 0.2594 0.5651
0.5134 21.0 2856 0.8279 0.2546 0.6613 0.194 0.2558 0.259 0.4845 0.372 0.5171 0.5251 0.7125 0.5046 0.55 0.2546 0.5251
0.5134 22.0 2992 0.7943 0.2713 0.6352 0.2142 0.204 0.2914 0.3931 0.3806 0.5297 0.5634 0.7188 0.5464 0.5833 0.2713 0.5634
0.4438 23.0 3128 0.8593 0.2458 0.584 0.2004 0.1889 0.2717 0.4365 0.3514 0.4971 0.5257 0.6187 0.5183 0.4667 0.2458 0.5257
0.4438 24.0 3264 0.7655 0.2909 0.6621 0.2047 0.274 0.2998 0.4655 0.4189 0.5451 0.5714 0.725 0.5569 0.5333 0.2909 0.5714
0.4438 25.0 3400 0.7782 0.3423 0.7065 0.3297 0.4088 0.3388 0.4335 0.4217 0.5646 0.5903 0.7688 0.5752 0.5 0.3423 0.5903
0.4467 26.0 3536 0.7868 0.2838 0.596 0.2758 0.2715 0.2926 0.4924 0.3994 0.5549 0.5817 0.7688 0.5641 0.5333 0.2838 0.5817
0.4467 27.0 3672 0.8256 0.3331 0.6641 0.3336 0.3905 0.3273 0.4904 0.4109 0.5086 0.5166 0.6687 0.5007 0.5167 0.3331 0.5166
0.4467 28.0 3808 0.8521 0.3204 0.62 0.3214 0.4072 0.3082 0.5205 0.3897 0.5537 0.5743 0.725 0.5588 0.5667 0.3204 0.5743
0.4467 29.0 3944 0.8260 0.3498 0.6669 0.3358 0.4208 0.3358 0.5485 0.3971 0.524 0.5434 0.675 0.5294 0.55 0.3498 0.5434
0.3771 30.0 4080 0.7580 0.3762 0.6896 0.3827 0.3813 0.3715 0.5363 0.4531 0.5771 0.588 0.7625 0.5712 0.55 0.3762 0.588
0.3771 31.0 4216 0.8198 0.3365 0.6525 0.3515 0.2761 0.3324 0.5317 0.4309 0.56 0.5731 0.7688 0.5542 0.5333 0.3365 0.5731
0.3771 32.0 4352 0.8328 0.3569 0.7363 0.2767 0.2885 0.3545 0.5026 0.4194 0.54 0.5829 0.7563 0.5667 0.5333 0.3569 0.5829
0.3771 33.0 4488 0.9149 0.2909 0.7175 0.1759 0.1777 0.2917 0.5318 0.332 0.5634 0.5874 0.7563 0.5712 0.55 0.2909 0.5874
0.3765 34.0 4624 0.8246 0.3525 0.7365 0.3309 0.3927 0.3423 0.479 0.4097 0.5566 0.5709 0.7312 0.5529 0.6 0.3525 0.5709
0.3765 35.0 4760 0.8311 0.3351 0.6706 0.3072 0.3045 0.3244 0.5307 0.4189 0.5057 0.5143 0.7 0.4941 0.5333 0.3351 0.5143
0.3765 36.0 4896 0.8570 0.3209 0.6574 0.3096 0.2863 0.3076 0.4924 0.3977 0.4737 0.4834 0.675 0.4627 0.5 0.3209 0.4834
0.3701 37.0 5032 0.8585 0.2968 0.6091 0.271 0.2387 0.294 0.597 0.3914 0.528 0.5417 0.7625 0.5163 0.6 0.2968 0.5417
0.3701 38.0 5168 0.8288 0.3411 0.6981 0.3416 0.2632 0.3434 0.4828 0.428 0.5983 0.6143 0.7563 0.5993 0.6167 0.3411 0.6143
0.3701 39.0 5304 0.8351 0.3333 0.6292 0.3322 0.2936 0.3212 0.5314 0.4149 0.5274 0.5406 0.7125 0.5209 0.5833 0.3333 0.5406
0.3701 40.0 5440 0.8334 0.3605 0.6646 0.3445 0.4371 0.3434 0.498 0.4497 0.5046 0.5074 0.625 0.4941 0.5333 0.3605 0.5074
0.3431 41.0 5576 0.8007 0.3753 0.6826 0.404 0.4417 0.3584 0.5205 0.4434 0.5543 0.5697 0.7437 0.5529 0.5333 0.3753 0.5697
0.3431 42.0 5712 0.8066 0.3739 0.7129 0.3962 0.4227 0.3616 0.5307 0.4417 0.5577 0.5703 0.7188 0.5562 0.5333 0.3739 0.5703
0.3431 43.0 5848 0.7858 0.3917 0.6838 0.4664 0.4209 0.3801 0.5106 0.468 0.544 0.5509 0.75 0.5314 0.5167 0.3917 0.5509
0.3431 44.0 5984 0.8548 0.3095 0.6903 0.234 0.2454 0.3097 0.4774 0.3806 0.5531 0.5703 0.7812 0.5497 0.5333 0.3095 0.5703
0.3213 45.0 6120 0.8196 0.3461 0.6589 0.3827 0.3363 0.3366 0.5644 0.4211 0.5183 0.5246 0.7188 0.5026 0.5667 0.3461 0.5246
0.3213 46.0 6256 0.8052 0.3652 0.7005 0.3833 0.3877 0.3558 0.4812 0.4389 0.5463 0.564 0.7563 0.5438 0.5667 0.3652 0.564
0.3213 47.0 6392 0.7874 0.3809 0.7012 0.4205 0.404 0.3694 0.4924 0.4463 0.5583 0.5703 0.7625 0.5529 0.5 0.3809 0.5703
0.2998 48.0 6528 0.8310 0.3679 0.6813 0.3706 0.3711 0.3558 0.5644 0.4251 0.5457 0.5823 0.7563 0.5647 0.5667 0.3679 0.5823
0.2998 49.0 6664 0.7924 0.3787 0.743 0.3928 0.4837 0.3645 0.4926 0.4617 0.564 0.5766 0.775 0.5562 0.5667 0.3787 0.5766
0.2998 50.0 6800 0.8339 0.3482 0.7447 0.3059 0.3352 0.3431 0.4969 0.4229 0.556 0.5834 0.75 0.5686 0.5167 0.3482 0.5834
0.2998 51.0 6936 0.8143 0.3661 0.6691 0.3993 0.3919 0.3602 0.497 0.4731 0.5354 0.5583 0.725 0.5412 0.55 0.3661 0.5583
0.3162 52.0 7072 0.8649 0.339 0.726 0.2696 0.3782 0.3255 0.497 0.4217 0.5451 0.5731 0.725 0.5595 0.5167 0.339 0.5731
0.3162 53.0 7208 0.7908 0.3853 0.7065 0.3897 0.42 0.3764 0.5458 0.4829 0.5577 0.58 0.8062 0.5569 0.5667 0.3853 0.58
0.3162 54.0 7344 0.7790 0.3803 0.713 0.383 0.4536 0.3658 0.528 0.4777 0.5457 0.5543 0.7875 0.5288 0.5833 0.3803 0.5543
0.3162 55.0 7480 0.8063 0.3361 0.6896 0.2663 0.295 0.33 0.5466 0.4211 0.5406 0.5697 0.7563 0.5497 0.5833 0.3361 0.5697
0.3033 56.0 7616 0.7669 0.3767 0.711 0.3895 0.4554 0.3678 0.5407 0.4503 0.5777 0.6046 0.775 0.5882 0.5667 0.3767 0.6046
0.3033 57.0 7752 0.7772 0.3641 0.6668 0.4131 0.3907 0.358 0.5238 0.4794 0.568 0.5777 0.7063 0.5647 0.5667 0.3641 0.5777
0.3033 58.0 7888 0.8177 0.3193 0.6523 0.2875 0.4279 0.3054 0.4812 0.4154 0.5823 0.6 0.7688 0.5863 0.5 0.3193 0.6
0.2902 59.0 8024 0.7585 0.3962 0.7109 0.4111 0.5062 0.383 0.5422 0.492 0.5817 0.596 0.7625 0.5804 0.55 0.3962 0.596
0.2902 60.0 8160 0.7387 0.3941 0.6831 0.4428 0.5739 0.3798 0.5317 0.5109 0.5834 0.6063 0.8 0.5889 0.5333 0.3941 0.6063
0.2902 61.0 8296 0.7514 0.3868 0.6834 0.4473 0.4576 0.3721 0.5531 0.5057 0.5777 0.6046 0.7937 0.5863 0.5667 0.3868 0.6046
0.2902 62.0 8432 0.7499 0.3733 0.6771 0.4174 0.4907 0.3604 0.5149 0.4994 0.592 0.6166 0.8188 0.5987 0.5333 0.3733 0.6166
0.2707 63.0 8568 0.7923 0.3585 0.6856 0.3557 0.4898 0.3445 0.5458 0.4691 0.5789 0.608 0.8188 0.5876 0.5667 0.3585 0.608
0.2707 64.0 8704 0.7601 0.402 0.7499 0.4368 0.5877 0.3815 0.5812 0.5063 0.5989 0.6234 0.775 0.6092 0.5833 0.402 0.6234
0.2707 65.0 8840 0.7595 0.3811 0.7309 0.4164 0.4563 0.3721 0.5366 0.4829 0.6194 0.6371 0.75 0.6275 0.5833 0.3811 0.6371
0.2707 66.0 8976 0.7585 0.3899 0.7332 0.377 0.562 0.3682 0.5651 0.4937 0.5937 0.6154 0.7625 0.6013 0.5833 0.3899 0.6154
0.2807 67.0 9112 0.8315 0.3773 0.6703 0.4309 0.5122 0.3619 0.5149 0.4589 0.544 0.56 0.7625 0.5405 0.5167 0.3773 0.56
0.2807 68.0 9248 0.7794 0.3915 0.7152 0.4159 0.6167 0.3651 0.5264 0.4989 0.5931 0.6149 0.775 0.6007 0.55 0.3915 0.6149
0.2807 69.0 9384 0.8991 0.3249 0.6737 0.2986 0.3025 0.3304 0.3917 0.3909 0.5749 0.6114 0.775 0.5961 0.5667 0.3249 0.6114
0.2623 70.0 9520 0.7919 0.3678 0.6701 0.4015 0.4906 0.3605 0.543 0.456 0.5909 0.62 0.8 0.6013 0.6167 0.3678 0.62
0.2623 71.0 9656 0.7999 0.3693 0.6794 0.3851 0.4641 0.3598 0.4524 0.464 0.596 0.6234 0.7812 0.6098 0.55 0.3693 0.6234
0.2623 72.0 9792 0.7423 0.3677 0.6986 0.3822 0.4944 0.3557 0.5442 0.5063 0.6177 0.6246 0.8125 0.6072 0.5667 0.3677 0.6246
0.2623 73.0 9928 0.7671 0.3989 0.7032 0.4076 0.5965 0.3806 0.532 0.5086 0.5931 0.604 0.7875 0.5856 0.5833 0.3989 0.604
0.2589 74.0 10064 0.7607 0.383 0.6801 0.4469 0.5227 0.3703 0.4908 0.5011 0.5857 0.6069 0.7688 0.5928 0.5333 0.383 0.6069
0.2589 75.0 10200 0.8067 0.362 0.7045 0.3458 0.3737 0.3565 0.5686 0.4457 0.6097 0.6354 0.8 0.6196 0.6 0.362 0.6354
0.2589 76.0 10336 0.7946 0.3616 0.644 0.3985 0.5351 0.3463 0.4916 0.492 0.5463 0.5577 0.7125 0.5425 0.5333 0.3616 0.5577
0.2589 77.0 10472 0.7763 0.3941 0.6894 0.4644 0.5831 0.3717 0.5341 0.5114 0.5754 0.5863 0.7375 0.5719 0.55 0.3941 0.5863
0.2443 78.0 10608 0.7438 0.3894 0.6794 0.4555 0.506 0.3765 0.5457 0.5286 0.5989 0.6091 0.775 0.5928 0.5833 0.3894 0.6091
0.2443 79.0 10744 0.7490 0.3772 0.6673 0.4207 0.6064 0.3571 0.527 0.5246 0.596 0.6069 0.8313 0.585 0.5667 0.3772 0.6069
0.2443 80.0 10880 0.7588 0.3776 0.7095 0.4116 0.494 0.3657 0.5777 0.4971 0.5726 0.5851 0.725 0.5693 0.6167 0.3776 0.5851
0.2354 81.0 11016 0.7073 0.4043 0.7328 0.4231 0.467 0.3973 0.5686 0.524 0.6126 0.6326 0.7563 0.6209 0.6 0.4043 0.6326
0.2354 82.0 11152 0.7425 0.4022 0.7607 0.4346 0.6095 0.3851 0.4452 0.5217 0.6097 0.6269 0.8188 0.6092 0.5667 0.4022 0.6269
0.2354 83.0 11288 0.8075 0.3579 0.6499 0.3957 0.4929 0.3475 0.5335 0.4617 0.5714 0.5966 0.7688 0.5804 0.55 0.3579 0.5966
0.2354 84.0 11424 0.7821 0.3769 0.6763 0.4163 0.4963 0.3624 0.5403 0.4811 0.5914 0.608 0.7563 0.5941 0.5667 0.3769 0.608
0.2253 85.0 11560 0.7218 0.4061 0.7231 0.4659 0.58 0.3864 0.5475 0.52 0.5949 0.6086 0.7937 0.5908 0.5667 0.4061 0.6086
0.2253 86.0 11696 0.7615 0.4053 0.7199 0.4582 0.6439 0.3824 0.5119 0.5097 0.5771 0.592 0.725 0.5791 0.5667 0.4053 0.592
0.2253 87.0 11832 0.7698 0.3898 0.7036 0.4397 0.5703 0.3648 0.5373 0.4949 0.5954 0.6109 0.8188 0.5908 0.5667 0.3898 0.6109
0.2253 88.0 11968 0.8064 0.3734 0.677 0.3832 0.4582 0.3643 0.5304 0.4891 0.5594 0.5851 0.7 0.5739 0.5667 0.3734 0.5851
0.2384 89.0 12104 0.8068 0.3681 0.6927 0.3894 0.5453 0.3458 0.5354 0.48 0.5629 0.58 0.8 0.5575 0.5667 0.3681 0.58
0.2384 90.0 12240 0.7570 0.415 0.6988 0.4862 0.5882 0.396 0.5278 0.532 0.5949 0.6051 0.8188 0.585 0.55 0.415 0.6051
0.2384 91.0 12376 0.7608 0.4034 0.6938 0.4697 0.6024 0.3796 0.5884 0.5229 0.5874 0.596 0.8125 0.5725 0.6167 0.4034 0.596
0.2182 92.0 12512 0.7264 0.4037 0.6902 0.4801 0.6213 0.3791 0.5854 0.5446 0.6177 0.6383 0.85 0.6163 0.6333 0.4037 0.6383
0.2182 93.0 12648 0.7562 0.3799 0.6619 0.4314 0.5017 0.3678 0.4908 0.5189 0.5966 0.6103 0.7937 0.5941 0.5333 0.3799 0.6103
0.2182 94.0 12784 0.7633 0.3742 0.6517 0.4106 0.542 0.3583 0.5686 0.4909 0.5914 0.6166 0.7937 0.5987 0.6 0.3742 0.6166
0.2182 95.0 12920 0.7400 0.3864 0.7056 0.4112 0.516 0.371 0.5686 0.5143 0.5983 0.6211 0.8062 0.6026 0.6 0.3864 0.6211
0.1992 96.0 13056 0.7486 0.3991 0.7161 0.4374 0.6123 0.3764 0.5547 0.5229 0.604 0.6137 0.85 0.5895 0.6 0.3991 0.6137
0.1992 97.0 13192 0.7300 0.3976 0.701 0.4407 0.5746 0.3763 0.572 0.544 0.6217 0.6291 0.8313 0.6085 0.6167 0.3976 0.6291
0.1992 98.0 13328 0.7726 0.372 0.6729 0.4145 0.5118 0.3586 0.5686 0.5063 0.5926 0.6206 0.8 0.6026 0.6 0.372 0.6206
0.1992 99.0 13464 0.7752 0.3859 0.6532 0.4379 0.563 0.367 0.571 0.5229 0.5971 0.6177 0.7875 0.6 0.6167 0.3859 0.6177
0.2072 100.0 13600 0.7810 0.3752 0.6735 0.4141 0.5903 0.3522 0.5749 0.516 0.5766 0.588 0.7875 0.5667 0.6 0.3752 0.588
0.2072 101.0 13736 0.7948 0.379 0.6885 0.4247 0.4995 0.3694 0.4667 0.5057 0.5669 0.5989 0.8062 0.581 0.5 0.379 0.5989
0.2072 102.0 13872 0.7539 0.4077 0.6836 0.4579 0.5975 0.3866 0.5535 0.5377 0.6051 0.6177 0.7875 0.6013 0.5833 0.4077 0.6177
0.2009 103.0 14008 0.7777 0.3761 0.6732 0.4257 0.4811 0.3647 0.5403 0.5137 0.5851 0.5943 0.7688 0.5771 0.5667 0.3761 0.5943
0.2009 104.0 14144 0.7947 0.3649 0.6701 0.3721 0.5283 0.3524 0.5054 0.4926 0.5949 0.6257 0.8 0.6098 0.5667 0.3649 0.6257
0.2009 105.0 14280 0.7705 0.3897 0.7087 0.4215 0.5782 0.3697 0.5338 0.5183 0.6029 0.616 0.8188 0.5967 0.5667 0.3897 0.616
0.2009 106.0 14416 0.7998 0.3483 0.6732 0.3906 0.5332 0.3317 0.5083 0.4777 0.5606 0.5829 0.75 0.5667 0.55 0.3483 0.5829
0.2194 107.0 14552 0.7488 0.4075 0.6935 0.4614 0.5876 0.3861 0.5557 0.5366 0.6006 0.6097 0.8062 0.5895 0.6 0.4075 0.6097
0.2194 108.0 14688 0.7643 0.4005 0.7013 0.4421 0.6181 0.3765 0.5304 0.5211 0.5943 0.612 0.7812 0.5961 0.5667 0.4005 0.612
0.2194 109.0 14824 0.7854 0.3681 0.6644 0.4154 0.4617 0.3563 0.5671 0.5046 0.6069 0.6223 0.8 0.6046 0.6 0.3681 0.6223
0.2194 110.0 14960 0.7900 0.4001 0.7644 0.4169 0.5974 0.3764 0.5403 0.5 0.6006 0.6097 0.7875 0.5928 0.5667 0.4001 0.6097
0.1827 111.0 15096 0.7698 0.3824 0.6838 0.4151 0.5569 0.3653 0.5346 0.516 0.5811 0.5994 0.8 0.5797 0.5667 0.3824 0.5994
0.1827 112.0 15232 0.7956 0.3778 0.6583 0.4293 0.5404 0.3587 0.535 0.5046 0.5749 0.5897 0.7812 0.5706 0.5667 0.3778 0.5897
0.1827 113.0 15368 0.7441 0.407 0.7073 0.4257 0.6232 0.3821 0.5551 0.54 0.6063 0.6177 0.8125 0.598 0.6 0.407 0.6177
0.1746 114.0 15504 0.7559 0.4045 0.7049 0.4225 0.603 0.384 0.5106 0.532 0.6091 0.6217 0.8188 0.6039 0.55 0.4045 0.6217
0.1746 115.0 15640 0.7570 0.4131 0.6916 0.4689 0.5949 0.3898 0.5427 0.5371 0.5886 0.5994 0.7812 0.581 0.5833 0.4131 0.5994
0.1746 116.0 15776 0.7711 0.4065 0.6989 0.4762 0.5932 0.3866 0.5403 0.5246 0.588 0.5954 0.7875 0.5765 0.5667 0.4065 0.5954
0.1746 117.0 15912 0.7801 0.3993 0.68 0.453 0.5479 0.3853 0.5329 0.5354 0.5937 0.6 0.775 0.583 0.5667 0.3993 0.6
0.1745 118.0 16048 0.7881 0.3908 0.7117 0.4317 0.5661 0.3745 0.4836 0.5149 0.6086 0.6223 0.825 0.6046 0.5333 0.3908 0.6223
0.1745 119.0 16184 0.7548 0.4025 0.6937 0.471 0.5487 0.388 0.5403 0.5274 0.5874 0.5989 0.7875 0.5804 0.5667 0.4025 0.5989
0.1745 120.0 16320 0.7533 0.4143 0.7186 0.476 0.5935 0.3957 0.5403 0.5423 0.6171 0.6257 0.8438 0.6052 0.5667 0.4143 0.6257
0.1745 121.0 16456 0.7714 0.3832 0.7023 0.3986 0.4733 0.3756 0.5005 0.5183 0.6034 0.6149 0.8062 0.5954 0.6 0.3832 0.6149
0.1649 122.0 16592 0.7512 0.4144 0.7131 0.4439 0.4883 0.4043 0.5686 0.54 0.6103 0.6206 0.7875 0.6039 0.6 0.4144 0.6206
0.1649 123.0 16728 0.7480 0.4184 0.7197 0.4861 0.5702 0.4003 0.5403 0.5497 0.6046 0.6154 0.8 0.598 0.5667 0.4184 0.6154
0.1649 124.0 16864 0.7756 0.4003 0.7024 0.4305 0.6179 0.3741 0.544 0.5286 0.6086 0.6246 0.8375 0.6039 0.5833 0.4003 0.6246
0.1597 125.0 17000 0.7629 0.4235 0.7185 0.4928 0.595 0.4024 0.5523 0.54 0.6103 0.6177 0.7937 0.6007 0.5833 0.4235 0.6177
0.1597 126.0 17136 0.7790 0.4162 0.7094 0.482 0.6265 0.3937 0.5403 0.5389 0.6086 0.6183 0.825 0.5987 0.5667 0.4162 0.6183
0.1597 127.0 17272 0.7874 0.4189 0.771 0.4785 0.6083 0.3967 0.5238 0.5331 0.6029 0.6074 0.8313 0.5856 0.5667 0.4189 0.6074
0.1597 128.0 17408 0.7762 0.3986 0.6928 0.4618 0.6161 0.3746 0.5583 0.532 0.6046 0.6166 0.8188 0.5961 0.6 0.3986 0.6166
0.1499 129.0 17544 0.7674 0.4083 0.7042 0.4653 0.5818 0.3898 0.5714 0.5331 0.6057 0.6251 0.8062 0.6065 0.6167 0.4083 0.6251
0.1499 130.0 17680 0.7875 0.3848 0.6908 0.4222 0.5389 0.3655 0.5119 0.5149 0.5926 0.5994 0.8375 0.5758 0.5667 0.3848 0.5994
0.1499 131.0 17816 0.7576 0.4078 0.6845 0.481 0.6124 0.387 0.5431 0.5463 0.6137 0.624 0.8125 0.6059 0.5833 0.4078 0.624
0.1499 132.0 17952 0.7704 0.3948 0.7032 0.4286 0.5662 0.3735 0.5358 0.5234 0.5994 0.6171 0.7812 0.6013 0.5833 0.3948 0.6171
0.1484 133.0 18088 0.7755 0.3942 0.6799 0.4231 0.6197 0.3715 0.5774 0.5354 0.6274 0.6406 0.825 0.6229 0.6 0.3942 0.6406
0.1484 134.0 18224 0.7642 0.4101 0.6836 0.4803 0.6415 0.3833 0.5403 0.5457 0.6051 0.612 0.8 0.5941 0.5667 0.4101 0.612
0.1484 135.0 18360 0.7781 0.386 0.6922 0.4137 0.5849 0.3624 0.5593 0.5183 0.6029 0.6251 0.8 0.6078 0.6 0.386 0.6251
0.1484 136.0 18496 0.7815 0.3934 0.7037 0.4002 0.5949 0.3689 0.5758 0.5223 0.6 0.6114 0.8 0.5922 0.6 0.3934 0.6114
0.1466 137.0 18632 0.7487 0.4029 0.7003 0.4531 0.5427 0.385 0.5786 0.5343 0.616 0.6217 0.8188 0.6013 0.6167 0.4029 0.6217
0.1466 138.0 18768 0.7922 0.3429 0.6464 0.3753 0.5008 0.3321 0.5427 0.5063 0.5811 0.5943 0.8 0.5732 0.5833 0.3429 0.5943
0.1466 139.0 18904 0.7444 0.3809 0.6654 0.432 0.5968 0.3634 0.5587 0.5434 0.6074 0.6189 0.825 0.598 0.6 0.3809 0.6189
0.1497 140.0 19040 0.7393 0.3868 0.6805 0.4141 0.5342 0.3734 0.5523 0.544 0.6183 0.6297 0.8438 0.6092 0.5833 0.3868 0.6297
0.1497 141.0 19176 0.7576 0.3895 0.6712 0.4381 0.6128 0.3695 0.5523 0.5383 0.62 0.632 0.8313 0.6131 0.5833 0.3895 0.632
0.1497 142.0 19312 0.7614 0.3735 0.6699 0.4018 0.6077 0.3574 0.5403 0.5269 0.6006 0.6103 0.8 0.5922 0.5667 0.3735 0.6103
0.1497 143.0 19448 0.7534 0.3953 0.6702 0.4439 0.6703 0.3656 0.5758 0.5446 0.6074 0.6166 0.8188 0.5961 0.6 0.3953 0.6166
0.1267 144.0 19584 0.7814 0.3754 0.683 0.406 0.5987 0.3534 0.5403 0.5109 0.6166 0.6349 0.7937 0.6209 0.5667 0.3754 0.6349
0.1267 145.0 19720 0.7809 0.383 0.6679 0.4214 0.5386 0.3663 0.5844 0.5286 0.5994 0.6154 0.7875 0.598 0.6 0.383 0.6154
0.1267 146.0 19856 0.7552 0.3984 0.6836 0.4336 0.5906 0.3787 0.5538 0.5451 0.612 0.6251 0.8125 0.6065 0.6 0.3984 0.6251
0.1267 147.0 19992 0.7734 0.3865 0.6754 0.4109 0.5768 0.3663 0.5686 0.5263 0.6114 0.6291 0.8 0.6124 0.6 0.3865 0.6291
0.1262 148.0 20128 0.7699 0.3828 0.6831 0.3876 0.5875 0.3634 0.5758 0.5274 0.6103 0.6263 0.8125 0.6078 0.6 0.3828 0.6263
0.1262 149.0 20264 0.7653 0.4006 0.6726 0.4411 0.6164 0.3796 0.5547 0.5474 0.6126 0.6189 0.8188 0.5987 0.6 0.4006 0.6189
0.1262 150.0 20400 0.7662 0.3979 0.6736 0.4545 0.6371 0.3725 0.5686 0.5434 0.6023 0.612 0.8188 0.5908 0.6 0.3979 0.612
0.1193 151.0 20536 0.7615 0.4011 0.6728 0.4621 0.6309 0.3754 0.5586 0.5349 0.6149 0.6246 0.8062 0.6065 0.6 0.4011 0.6246
0.1193 152.0 20672 0.7955 0.3881 0.6759 0.4555 0.5756 0.3658 0.5419 0.5143 0.5886 0.6149 0.8313 0.5941 0.5667 0.3881 0.6149
0.1193 153.0 20808 0.7649 0.3882 0.6848 0.4391 0.56 0.3731 0.5222 0.5229 0.596 0.624 0.8375 0.6033 0.5833 0.3882 0.624
0.1193 154.0 20944 0.7521 0.4062 0.6895 0.4566 0.6339 0.3838 0.5523 0.5486 0.6091 0.6251 0.825 0.6059 0.5833 0.4062 0.6251
0.1174 155.0 21080 0.7652 0.3881 0.6888 0.4379 0.5601 0.3738 0.5403 0.5366 0.6217 0.6343 0.825 0.617 0.5667 0.3881 0.6343
0.1174 156.0 21216 0.7586 0.4054 0.6972 0.4547 0.5818 0.3876 0.5686 0.5491 0.6183 0.6326 0.8188 0.6144 0.6 0.4054 0.6326
0.1174 157.0 21352 0.7752 0.3966 0.6756 0.4597 0.617 0.3719 0.5686 0.5366 0.616 0.6263 0.8125 0.6078 0.6 0.3966 0.6263
0.1174 158.0 21488 0.7720 0.3945 0.6761 0.4465 0.5872 0.3786 0.5403 0.5389 0.6063 0.612 0.8062 0.5935 0.5667 0.3945 0.612
0.1083 159.0 21624 0.7882 0.3998 0.6935 0.4506 0.6027 0.3839 0.5403 0.532 0.6171 0.628 0.7937 0.6131 0.5667 0.3998 0.628
0.1083 160.0 21760 0.7753 0.3996 0.6771 0.4252 0.588 0.3842 0.5403 0.5423 0.6051 0.6183 0.8125 0.6 0.5667 0.3996 0.6183
0.1083 161.0 21896 0.7619 0.4035 0.6856 0.451 0.5872 0.3854 0.5686 0.5491 0.6109 0.6194 0.8062 0.6007 0.6 0.4035 0.6194
0.1054 162.0 22032 0.7590 0.3942 0.6943 0.4082 0.5835 0.3772 0.5714 0.5417 0.6217 0.6371 0.8062 0.6203 0.6167 0.3942 0.6371
0.1054 163.0 22168 0.7502 0.3912 0.6672 0.4262 0.5932 0.3743 0.5854 0.5491 0.6194 0.6326 0.8188 0.6131 0.6333 0.3912 0.6326
0.1054 164.0 22304 0.7646 0.3916 0.6656 0.4334 0.5744 0.3762 0.5714 0.5423 0.6269 0.6394 0.8188 0.6216 0.6167 0.3916 0.6394
0.1054 165.0 22440 0.7774 0.3878 0.6708 0.4486 0.5704 0.3724 0.5686 0.5377 0.6314 0.6383 0.8188 0.6209 0.6 0.3878 0.6383
0.1001 166.0 22576 0.7637 0.3941 0.6726 0.4265 0.6099 0.3735 0.5438 0.5429 0.6171 0.6263 0.8313 0.6065 0.5833 0.3941 0.6263
0.1001 167.0 22712 0.7769 0.3984 0.6722 0.4522 0.6021 0.3765 0.5854 0.5377 0.6086 0.6171 0.8188 0.5954 0.6333 0.3984 0.6171
0.1001 168.0 22848 0.7804 0.3959 0.6706 0.432 0.6062 0.3738 0.5587 0.5331 0.6194 0.6314 0.8125 0.6137 0.6 0.3959 0.6314
0.1001 169.0 22984 0.7694 0.389 0.6643 0.4195 0.6249 0.3645 0.5686 0.5366 0.616 0.6291 0.8313 0.6092 0.6 0.389 0.6291
0.1008 170.0 23120 0.7592 0.3987 0.6704 0.4256 0.5632 0.3779 0.5814 0.5463 0.6206 0.628 0.85 0.6046 0.6333 0.3987 0.628
0.1008 171.0 23256 0.7649 0.4092 0.6787 0.4619 0.5768 0.3922 0.5591 0.5434 0.6234 0.6331 0.825 0.6144 0.6 0.4092 0.6331
0.1008 172.0 23392 0.8011 0.3879 0.6995 0.4179 0.5982 0.3658 0.5338 0.5114 0.6194 0.64 0.8188 0.6242 0.5667 0.3879 0.64
0.0973 173.0 23528 0.7919 0.3889 0.6738 0.4337 0.5919 0.3653 0.5378 0.5183 0.6069 0.6257 0.8125 0.6078 0.5833 0.3889 0.6257
0.0973 174.0 23664 0.7782 0.3862 0.6566 0.441 0.6039 0.3618 0.5854 0.5354 0.604 0.6149 0.8188 0.5928 0.6333 0.3862 0.6149
0.0973 175.0 23800 0.7717 0.3977 0.6612 0.4355 0.6298 0.3733 0.571 0.5451 0.6154 0.6246 0.8438 0.602 0.6167 0.3977 0.6246
0.0973 176.0 23936 0.7726 0.3923 0.6726 0.4412 0.6244 0.3696 0.5714 0.536 0.6034 0.6131 0.8188 0.5915 0.6167 0.3923 0.6131
0.0938 177.0 24072 0.7804 0.3948 0.6674 0.4498 0.5913 0.3767 0.571 0.5406 0.6011 0.6149 0.8125 0.5941 0.6167 0.3948 0.6149
0.0938 178.0 24208 0.7399 0.4144 0.698 0.4419 0.6167 0.3982 0.5854 0.5611 0.6383 0.6451 0.8313 0.6261 0.6333 0.4144 0.6451
0.0938 179.0 24344 0.7639 0.4099 0.6766 0.4607 0.6514 0.3841 0.5523 0.5514 0.6091 0.6183 0.8062 0.6 0.5833 0.4099 0.6183
0.0938 180.0 24480 0.7489 0.4105 0.6864 0.4387 0.6045 0.3921 0.5714 0.5514 0.6314 0.6406 0.825 0.6222 0.6167 0.4105 0.6406
0.0857 181.0 24616 0.7638 0.4094 0.674 0.4382 0.6183 0.3881 0.5686 0.5497 0.6217 0.6326 0.825 0.6137 0.6 0.4094 0.6326
0.0857 182.0 24752 0.7764 0.3999 0.6743 0.446 0.5964 0.3802 0.5523 0.5411 0.6069 0.6177 0.8062 0.5993 0.5833 0.3999 0.6177
0.0857 183.0 24888 0.7770 0.3967 0.6654 0.444 0.6082 0.3743 0.5523 0.5446 0.6114 0.6229 0.8188 0.6039 0.5833 0.3967 0.6229
0.0791 184.0 25024 0.7768 0.3973 0.6707 0.4439 0.6179 0.3749 0.5523 0.5417 0.62 0.6343 0.8188 0.617 0.5833 0.3973 0.6343
0.0791 185.0 25160 0.7832 0.3924 0.6718 0.4263 0.5698 0.375 0.5523 0.5406 0.6034 0.6143 0.7937 0.5967 0.5833 0.3924 0.6143
0.0791 186.0 25296 0.7882 0.3903 0.6629 0.4292 0.5865 0.3709 0.5782 0.5337 0.6011 0.6189 0.8188 0.5974 0.6333 0.3903 0.6189
0.0791 187.0 25432 0.7638 0.4042 0.6714 0.4521 0.6037 0.3846 0.5523 0.5474 0.6257 0.6366 0.8125 0.6203 0.5833 0.4042 0.6366
0.0795 188.0 25568 0.7665 0.3989 0.6679 0.4418 0.6321 0.374 0.5523 0.5423 0.6314 0.6434 0.8313 0.6261 0.5833 0.3989 0.6434
0.0795 189.0 25704 0.7595 0.4029 0.6625 0.4572 0.6031 0.381 0.5686 0.5491 0.6274 0.6366 0.825 0.6183 0.6 0.4029 0.6366
0.0795 190.0 25840 0.7596 0.4007 0.662 0.4575 0.5943 0.3807 0.5686 0.5469 0.6246 0.6314 0.8313 0.6118 0.6 0.4007 0.6314
0.0795 191.0 25976 0.7644 0.4094 0.6772 0.4607 0.6246 0.3876 0.5686 0.548 0.6274 0.6389 0.8188 0.6216 0.6 0.4094 0.6389
0.0719 192.0 26112 0.7590 0.4063 0.6712 0.4678 0.6123 0.3847 0.5686 0.5469 0.616 0.6257 0.825 0.6059 0.6 0.4063 0.6257
0.0719 193.0 26248 0.7573 0.4047 0.6717 0.4539 0.607 0.383 0.5714 0.5486 0.6217 0.6337 0.8188 0.615 0.6167 0.4047 0.6337
0.0719 194.0 26384 0.7583 0.4099 0.6807 0.4657 0.6235 0.3887 0.5523 0.5463 0.6246 0.6366 0.825 0.619 0.5833 0.4099 0.6366
0.0663 195.0 26520 0.7631 0.4047 0.6757 0.4428 0.6062 0.3834 0.571 0.5503 0.6206 0.6291 0.8188 0.6098 0.6167 0.4047 0.6291
0.0663 196.0 26656 0.7657 0.4035 0.6707 0.4564 0.5908 0.3857 0.5686 0.5497 0.6286 0.6377 0.8125 0.6209 0.6 0.4035 0.6377
0.0663 197.0 26792 0.7515 0.4053 0.6863 0.4513 0.6015 0.3838 0.5786 0.5543 0.6314 0.64 0.8125 0.6229 0.6167 0.4053 0.64
0.0663 198.0 26928 0.7675 0.3993 0.6666 0.4469 0.6112 0.3772 0.5758 0.5457 0.624 0.6349 0.8062 0.6183 0.6 0.3993 0.6349
0.0596 199.0 27064 0.7539 0.4095 0.6757 0.4622 0.6182 0.3876 0.5686 0.5543 0.6257 0.6343 0.825 0.6157 0.6 0.4095 0.6343
0.0596 200.0 27200 0.7739 0.3988 0.6696 0.4405 0.6295 0.3772 0.5686 0.5463 0.62 0.6297 0.8313 0.6098 0.6 0.3988 0.6297
0.0596 201.0 27336 0.7643 0.4047 0.6703 0.4531 0.6214 0.3815 0.5686 0.5486 0.6229 0.6314 0.8313 0.6118 0.6 0.4047 0.6314
0.0596 202.0 27472 0.7800 0.4017 0.6801 0.4435 0.607 0.3787 0.5523 0.5429 0.6206 0.632 0.8062 0.6157 0.5833 0.4017 0.632
0.0591 203.0 27608 0.7762 0.3976 0.668 0.4376 0.6168 0.3774 0.5926 0.548 0.6189 0.6291 0.825 0.6085 0.6333 0.3976 0.6291
0.0591 204.0 27744 0.7765 0.3987 0.6729 0.4393 0.6366 0.3746 0.5523 0.5434 0.624 0.6371 0.8438 0.6176 0.5833 0.3987 0.6371
0.0591 205.0 27880 0.7557 0.4117 0.6754 0.4671 0.6308 0.3891 0.5714 0.5583 0.6291 0.6343 0.8438 0.6131 0.6167 0.4117 0.6343
0.0609 206.0 28016 0.7641 0.4088 0.6807 0.4599 0.6272 0.3865 0.5782 0.552 0.6234 0.6286 0.825 0.6078 0.6333 0.4088 0.6286
0.0609 207.0 28152 0.7651 0.4064 0.6731 0.4553 0.6231 0.3839 0.5686 0.5457 0.6171 0.6263 0.8313 0.6059 0.6 0.4064 0.6263
0.0609 208.0 28288 0.7487 0.4086 0.6707 0.4619 0.6171 0.3868 0.5714 0.5531 0.628 0.6366 0.8313 0.617 0.6167 0.4086 0.6366
0.0609 209.0 28424 0.7605 0.4086 0.6833 0.4645 0.6086 0.3862 0.5686 0.5526 0.6217 0.6286 0.825 0.6092 0.6 0.4086 0.6286
0.052 210.0 28560 0.7645 0.4042 0.6783 0.4302 0.6097 0.3832 0.5523 0.5491 0.624 0.6337 0.825 0.6157 0.5833 0.4042 0.6337
0.052 211.0 28696 0.7635 0.4098 0.6719 0.4652 0.6122 0.3897 0.5686 0.5526 0.6206 0.6303 0.8188 0.6118 0.6 0.4098 0.6303
0.052 212.0 28832 0.7652 0.4079 0.6712 0.4603 0.6159 0.3857 0.5686 0.552 0.6251 0.6354 0.825 0.617 0.6 0.4079 0.6354
0.052 213.0 28968 0.7684 0.4005 0.673 0.4489 0.6078 0.3794 0.5686 0.5411 0.6189 0.636 0.8188 0.6183 0.6 0.4005 0.636
0.0496 214.0 29104 0.7507 0.4065 0.6747 0.4415 0.6184 0.388 0.5714 0.556 0.6274 0.6354 0.8375 0.615 0.6167 0.4065 0.6354
0.0496 215.0 29240 0.7597 0.411 0.6728 0.4515 0.6141 0.3904 0.5686 0.56 0.6337 0.6446 0.8375 0.6261 0.6 0.411 0.6446
0.0496 216.0 29376 0.7696 0.4013 0.6734 0.4591 0.603 0.3798 0.5782 0.5469 0.6223 0.6343 0.8188 0.615 0.6333 0.4013 0.6343
0.0477 217.0 29512 0.7673 0.4042 0.6703 0.4667 0.5919 0.3838 0.5782 0.5474 0.6211 0.6297 0.8188 0.6098 0.6333 0.4042 0.6297
0.0477 218.0 29648 0.7629 0.4052 0.6731 0.4607 0.6012 0.3845 0.5714 0.5491 0.6229 0.6343 0.8188 0.6157 0.6167 0.4052 0.6343
0.0477 219.0 29784 0.7652 0.4056 0.6733 0.4536 0.6211 0.3831 0.5686 0.5503 0.6217 0.632 0.8313 0.6124 0.6 0.4056 0.632
0.0477 220.0 29920 0.7694 0.4035 0.6759 0.4578 0.6202 0.3843 0.5714 0.5503 0.6263 0.6377 0.8313 0.6183 0.6167 0.4035 0.6377
0.0452 221.0 30056 0.7701 0.4059 0.6746 0.4603 0.6217 0.3836 0.5714 0.5503 0.6257 0.6389 0.825 0.6203 0.6167 0.4059 0.6389
0.0452 222.0 30192 0.7611 0.4056 0.6734 0.4454 0.6102 0.3842 0.5686 0.552 0.6314 0.6411 0.8188 0.6242 0.6 0.4056 0.6411
0.0452 223.0 30328 0.7612 0.4065 0.6701 0.4588 0.6393 0.3843 0.5523 0.5526 0.6269 0.6366 0.8438 0.617 0.5833 0.4065 0.6366
0.0452 224.0 30464 0.7645 0.411 0.6763 0.464 0.6166 0.3889 0.5782 0.5543 0.6291 0.6383 0.825 0.619 0.6333 0.411 0.6383
0.0383 225.0 30600 0.7579 0.4113 0.675 0.4643 0.6349 0.3884 0.5686 0.5526 0.6309 0.6417 0.8313 0.6235 0.6 0.4113 0.6417
0.0383 226.0 30736 0.7604 0.4054 0.674 0.445 0.6168 0.3825 0.5714 0.5491 0.6223 0.6331 0.8313 0.6131 0.6167 0.4054 0.6331
0.0383 227.0 30872 0.7583 0.4112 0.6715 0.4553 0.6216 0.3876 0.5714 0.5571 0.6286 0.6389 0.8438 0.6183 0.6167 0.4112 0.6389
0.0353 228.0 31008 0.7665 0.4061 0.672 0.4391 0.6362 0.3819 0.5686 0.5503 0.624 0.6349 0.85 0.6137 0.6 0.4061 0.6349
0.0353 229.0 31144 0.7611 0.4111 0.6739 0.4539 0.6339 0.3885 0.5714 0.5554 0.6309 0.6383 0.85 0.617 0.6167 0.4111 0.6383
0.0353 230.0 31280 0.7675 0.4051 0.674 0.4419 0.6191 0.3827 0.5714 0.5469 0.6286 0.6394 0.8375 0.6196 0.6167 0.4051 0.6394
0.0353 231.0 31416 0.7569 0.4104 0.6755 0.4612 0.6186 0.3884 0.5686 0.552 0.628 0.6383 0.8375 0.619 0.6 0.4104 0.6383
0.0317 232.0 31552 0.7602 0.4059 0.6723 0.4348 0.6073 0.3841 0.5714 0.5549 0.6286 0.6366 0.8438 0.6157 0.6167 0.4059 0.6366
0.0317 233.0 31688 0.7707 0.407 0.6795 0.4519 0.6167 0.3853 0.5686 0.552 0.6269 0.636 0.8375 0.6163 0.6 0.407 0.636
0.0317 234.0 31824 0.7666 0.4054 0.6734 0.4565 0.6288 0.3833 0.5714 0.5503 0.6263 0.636 0.8375 0.6157 0.6167 0.4054 0.636
0.0317 235.0 31960 0.7645 0.4068 0.672 0.4442 0.6254 0.3838 0.5686 0.5497 0.6263 0.6377 0.8438 0.6176 0.6 0.4068 0.6377
0.0285 236.0 32096 0.7693 0.4084 0.674 0.4501 0.6285 0.3873 0.5714 0.5503 0.6291 0.64 0.8313 0.6209 0.6167 0.4084 0.64
0.0285 237.0 32232 0.7614 0.4099 0.6722 0.4586 0.6091 0.3905 0.5782 0.5537 0.6251 0.6366 0.8125 0.6183 0.6333 0.4099 0.6366
0.0285 238.0 32368 0.7600 0.4091 0.6732 0.4627 0.629 0.3869 0.5686 0.5509 0.6274 0.6389 0.825 0.6209 0.6 0.4091 0.6389
0.0272 239.0 32504 0.7607 0.4071 0.6737 0.4456 0.6314 0.3857 0.5714 0.5503 0.6269 0.6371 0.8375 0.617 0.6167 0.4071 0.6371
0.0272 240.0 32640 0.7634 0.408 0.6724 0.4487 0.6353 0.3861 0.5714 0.5531 0.6309 0.6411 0.85 0.6203 0.6167 0.408 0.6411
0.0272 241.0 32776 0.7658 0.4092 0.6731 0.4629 0.6195 0.3871 0.5714 0.5514 0.6291 0.64 0.8375 0.6203 0.6167 0.4092 0.64
0.0272 242.0 32912 0.7603 0.4092 0.6744 0.4514 0.633 0.3868 0.5686 0.5509 0.6303 0.64 0.8313 0.6216 0.6 0.4092 0.64
0.024 243.0 33048 0.7691 0.4109 0.6744 0.46 0.6157 0.3897 0.5714 0.5543 0.6297 0.6394 0.8313 0.6203 0.6167 0.4109 0.6394
0.024 244.0 33184 0.7624 0.4091 0.6705 0.4637 0.6167 0.3879 0.5686 0.5537 0.6251 0.636 0.8313 0.617 0.6 0.4091 0.636
0.024 245.0 33320 0.7675 0.4067 0.672 0.4603 0.6208 0.3836 0.5714 0.5491 0.6274 0.6383 0.8313 0.619 0.6167 0.4067 0.6383
0.024 246.0 33456 0.7719 0.4085 0.6725 0.464 0.6195 0.3857 0.5782 0.552 0.6246 0.6349 0.825 0.615 0.6333 0.4085 0.6349
0.0215 247.0 33592 0.7650 0.4106 0.6737 0.4649 0.623 0.389 0.5714 0.5537 0.6303 0.6394 0.8313 0.6203 0.6167 0.4106 0.6394
0.0215 248.0 33728 0.7716 0.4096 0.6732 0.4612 0.6248 0.3877 0.5714 0.5531 0.6303 0.6411 0.8313 0.6222 0.6167 0.4096 0.6411
0.0215 249.0 33864 0.7654 0.4086 0.6724 0.453 0.6268 0.3871 0.5714 0.5526 0.6286 0.6383 0.825 0.6196 0.6167 0.4086 0.6383
0.0194 250.0 34000 0.7696 0.4076 0.6725 0.4469 0.6464 0.3842 0.5714 0.5497 0.6263 0.6366 0.8313 0.617 0.6167 0.4076 0.6366
0.0194 251.0 34136 0.7668 0.4065 0.6737 0.4396 0.628 0.3837 0.5714 0.5509 0.6297 0.6394 0.8313 0.6203 0.6167 0.4065 0.6394
0.0194 252.0 34272 0.7679 0.4075 0.6721 0.4616 0.6297 0.3845 0.5714 0.5509 0.6269 0.6371 0.825 0.6183 0.6167 0.4075 0.6371
0.0194 253.0 34408 0.7725 0.4078 0.6737 0.4595 0.6194 0.3859 0.5714 0.552 0.6297 0.64 0.8313 0.6209 0.6167 0.4078 0.64
0.0174 254.0 34544 0.7710 0.4078 0.6708 0.4567 0.6167 0.3856 0.5714 0.5537 0.6297 0.64 0.8313 0.6209 0.6167 0.4078 0.64
0.0174 255.0 34680 0.7640 0.4072 0.6706 0.4496 0.6228 0.3851 0.5714 0.5531 0.6274 0.6371 0.8313 0.6176 0.6167 0.4072 0.6371
0.0174 256.0 34816 0.7606 0.4096 0.6714 0.4605 0.6242 0.3875 0.5714 0.5537 0.6269 0.6366 0.8313 0.617 0.6167 0.4096 0.6366
0.0174 257.0 34952 0.7629 0.4094 0.6716 0.4634 0.6188 0.3869 0.5714 0.5509 0.6297 0.6389 0.8313 0.6196 0.6167 0.4094 0.6389
0.0142 258.0 35088 0.7637 0.4074 0.6731 0.4526 0.6257 0.3856 0.5714 0.552 0.632 0.6417 0.8313 0.6229 0.6167 0.4074 0.6417
0.0142 259.0 35224 0.7601 0.4078 0.671 0.4548 0.6316 0.3857 0.5714 0.5526 0.6286 0.6389 0.8375 0.619 0.6167 0.4078 0.6389
0.0142 260.0 35360 0.7595 0.4078 0.6725 0.4533 0.6257 0.3859 0.5714 0.552 0.6297 0.6394 0.8375 0.6196 0.6167 0.4078 0.6394
0.0142 261.0 35496 0.7633 0.408 0.6741 0.4519 0.6245 0.3867 0.5714 0.552 0.632 0.6423 0.8375 0.6229 0.6167 0.408 0.6423
0.0133 262.0 35632 0.7593 0.4099 0.6719 0.4615 0.6254 0.3875 0.5714 0.5543 0.6303 0.64 0.8313 0.6209 0.6167 0.4099 0.64
0.0133 263.0 35768 0.7619 0.4076 0.673 0.4527 0.618 0.3862 0.5714 0.5509 0.6297 0.6389 0.8313 0.6196 0.6167 0.4076 0.6389
0.0133 264.0 35904 0.7638 0.4075 0.6727 0.4608 0.623 0.3856 0.5714 0.5509 0.6291 0.6389 0.8313 0.6196 0.6167 0.4075 0.6389
0.0116 265.0 36040 0.7598 0.4082 0.6778 0.4533 0.6245 0.3862 0.5714 0.552 0.6291 0.6389 0.8313 0.6196 0.6167 0.4082 0.6389
0.0116 266.0 36176 0.7631 0.4078 0.6724 0.4518 0.6168 0.3861 0.5714 0.5526 0.6309 0.6406 0.8313 0.6216 0.6167 0.4078 0.6406
0.0116 267.0 36312 0.7640 0.4094 0.6733 0.4614 0.6266 0.3873 0.5714 0.552 0.6291 0.6389 0.8313 0.6196 0.6167 0.4094 0.6389
0.0116 268.0 36448 0.7677 0.4104 0.6732 0.4554 0.6316 0.3886 0.5714 0.5537 0.6314 0.6417 0.8375 0.6222 0.6167 0.4104 0.6417
0.0091 269.0 36584 0.7642 0.4088 0.6731 0.4535 0.627 0.3866 0.5714 0.5514 0.6309 0.6406 0.8375 0.6209 0.6167 0.4088 0.6406
0.0091 270.0 36720 0.7685 0.4096 0.6735 0.4523 0.636 0.3877 0.5714 0.5531 0.6309 0.6411 0.8313 0.6222 0.6167 0.4096 0.6411
0.0091 271.0 36856 0.7673 0.4116 0.6733 0.4641 0.6362 0.389 0.5714 0.5543 0.6309 0.6406 0.8375 0.6209 0.6167 0.4116 0.6406
0.0091 272.0 36992 0.7669 0.4093 0.6732 0.4534 0.6257 0.3872 0.5714 0.5531 0.6314 0.6411 0.8375 0.6216 0.6167 0.4093 0.6411
0.0083 273.0 37128 0.7651 0.4091 0.6736 0.4534 0.6375 0.3865 0.5714 0.5531 0.6309 0.64 0.8375 0.6203 0.6167 0.4091 0.64
0.0083 274.0 37264 0.7657 0.4081 0.6735 0.4534 0.6266 0.3862 0.5714 0.552 0.6303 0.6394 0.8313 0.6203 0.6167 0.4081 0.6394
0.0083 275.0 37400 0.7646 0.4093 0.6736 0.4615 0.624 0.3871 0.5714 0.5526 0.6309 0.64 0.8313 0.6209 0.6167 0.4093 0.64
0.0069 276.0 37536 0.7640 0.4086 0.6732 0.4534 0.6257 0.3869 0.5714 0.552 0.6297 0.64 0.8375 0.6203 0.6167 0.4086 0.64
0.0069 277.0 37672 0.7649 0.409 0.6724 0.4621 0.6268 0.3868 0.5714 0.552 0.6303 0.6394 0.8313 0.6203 0.6167 0.409 0.6394
0.0069 278.0 37808 0.7651 0.4099 0.6735 0.4618 0.627 0.3874 0.5714 0.5526 0.6309 0.64 0.8375 0.6203 0.6167 0.4099 0.64
0.0069 279.0 37944 0.7642 0.4103 0.6744 0.4623 0.64 0.3873 0.5714 0.5526 0.6303 0.64 0.8375 0.6203 0.6167 0.4103 0.64
0.0059 280.0 38080 0.7640 0.41 0.6735 0.4543 0.6257 0.3883 0.5714 0.5543 0.6331 0.6429 0.8375 0.6235 0.6167 0.41 0.6429
0.0059 281.0 38216 0.7645 0.4086 0.673 0.4542 0.6285 0.3868 0.5714 0.5526 0.632 0.6411 0.8375 0.6216 0.6167 0.4086 0.6411
0.0059 282.0 38352 0.7671 0.4094 0.6726 0.4621 0.6257 0.3871 0.5714 0.5526 0.6309 0.6406 0.8375 0.6209 0.6167 0.4094 0.6406
0.0059 283.0 38488 0.7639 0.409 0.6729 0.4542 0.64 0.3866 0.5714 0.5526 0.6309 0.6406 0.8375 0.6209 0.6167 0.409 0.6406
0.0049 284.0 38624 0.7644 0.4085 0.673 0.4544 0.6285 0.3865 0.5714 0.5514 0.6303 0.6394 0.8375 0.6196 0.6167 0.4085 0.6394
0.0049 285.0 38760 0.7642 0.4085 0.6733 0.4549 0.6297 0.3866 0.5714 0.5514 0.6303 0.6394 0.8375 0.6196 0.6167 0.4085 0.6394
0.0049 286.0 38896 0.7641 0.4086 0.673 0.4543 0.6285 0.3866 0.5714 0.5514 0.6309 0.64 0.8375 0.6203 0.6167 0.4086 0.64
0.0044 287.0 39032 0.7642 0.4092 0.6729 0.4543 0.64 0.3865 0.5714 0.552 0.6303 0.64 0.8375 0.6203 0.6167 0.4092 0.64
0.0044 288.0 39168 0.7640 0.4086 0.6729 0.4544 0.6297 0.3865 0.5714 0.5514 0.6303 0.64 0.8375 0.6203 0.6167 0.4086 0.64
0.0044 289.0 39304 0.7639 0.4084 0.6729 0.4542 0.6297 0.3865 0.5714 0.5514 0.6303 0.64 0.8375 0.6203 0.6167 0.4084 0.64
0.0044 290.0 39440 0.7638 0.4089 0.6733 0.4556 0.6285 0.3871 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4089 0.6406
0.0037 291.0 39576 0.7639 0.4087 0.6728 0.4551 0.6297 0.3866 0.5714 0.5514 0.6303 0.64 0.8375 0.6203 0.6167 0.4087 0.64
0.0037 292.0 39712 0.7641 0.4085 0.6729 0.4542 0.6297 0.3866 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4085 0.6406
0.0037 293.0 39848 0.7638 0.4088 0.6729 0.4551 0.6297 0.3868 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4088 0.6406
0.0037 294.0 39984 0.7638 0.4086 0.6729 0.4544 0.6297 0.3865 0.5714 0.5514 0.6303 0.64 0.8375 0.6203 0.6167 0.4086 0.64
0.0033 295.0 40120 0.7639 0.4086 0.6729 0.4544 0.6297 0.3867 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4086 0.6406
0.0033 296.0 40256 0.7639 0.4086 0.6729 0.4544 0.6297 0.3867 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4086 0.6406
0.0033 297.0 40392 0.7638 0.4086 0.6729 0.4544 0.6297 0.3867 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4086 0.6406
0.0031 298.0 40528 0.7638 0.4086 0.6729 0.4544 0.6297 0.3867 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4086 0.6406
0.0031 299.0 40664 0.7638 0.4086 0.6729 0.4544 0.6297 0.3867 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4086 0.6406
0.0031 300.0 40800 0.7638 0.4086 0.6729 0.4544 0.6297 0.3867 0.5714 0.552 0.6309 0.6406 0.8375 0.6209 0.6167 0.4086 0.6406

Framework versions

  • Transformers 4.42.4
  • Pytorch 2.3.1+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1