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metadata 
library_name: transformers
tags:
  - generated_from_trainer
metrics:
  - accuracy
model-index:
  - name: sal-base
    results: []

sal-base

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0356
  • Accuracy: 0.6845
  • Precision Eol: 0.5624
  • Recall Eol: 0.8942
  • F1 Eol: 0.6905
  • Support Eol: 378
  • Roc Auc Eol: 0.8723
  • Precision Msg: 0.0
  • Recall Msg: 0.0
  • F1 Msg: 0.0
  • Support Msg: 31
  • Roc Auc Msg: 0.8946
  • Precision Cmd: 0.0
  • Recall Cmd: 0.0
  • F1 Cmd: 0.0
  • Support Cmd: 12
  • Roc Auc Cmd: 0.9427
  • Precision Var: 0.0
  • Recall Var: 0.0
  • F1 Var: 0.0
  • Support Var: 15
  • Roc Auc Var: 0.8070
  • Precision Dff: 0.0
  • Recall Dff: 0.0
  • F1 Dff: 0.0
  • Support Dff: 4
  • Roc Auc Dff: 0.6747
  • Precision Pgr: 0.8985
  • Recall Pgr: 0.9039
  • F1 Pgr: 0.9012
  • Support Pgr: 333
  • Roc Auc Pgr: 0.9862
  • Precision Stk: 0.0
  • Recall Stk: 0.0
  • F1 Stk: 0.0
  • Support Stk: 40
  • Roc Auc Stk: 0.8410
  • Precision Itm: 0.7021
  • Recall Itm: 0.4583
  • F1 Itm: 0.5546
  • Support Itm: 144
  • Roc Auc Itm: 0.9423
  • Precision Yml: 0.0
  • Recall Yml: 0.0
  • F1 Yml: 0.0
  • Support Yml: 41
  • Roc Auc Yml: 0.9875
  • Precision Obj: 0.0
  • Recall Obj: 0.0
  • F1 Obj: 0.0
  • Support Obj: 8
  • Roc Auc Obj: 0.9440
  • Precision Tre: 0.0
  • Recall Tre: 0.0
  • F1 Tre: 0.0
  • Support Tre: 24
  • Roc Auc Tre: 0.9800

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: 1e-07
  • train_batch_size: 10
  • eval_batch_size: 10
  • seed: 45242
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 100.0

Training results

Training Loss Epoch Step Validation Loss Accuracy Precision Eol Recall Eol F1 Eol Support Eol Roc Auc Eol Precision Msg Recall Msg F1 Msg Support Msg Roc Auc Msg Precision Cmd Recall Cmd F1 Cmd Support Cmd Roc Auc Cmd Precision Var Recall Var F1 Var Support Var Roc Auc Var Precision Dff Recall Dff F1 Dff Support Dff Roc Auc Dff Precision Pgr Recall Pgr F1 Pgr Support Pgr Roc Auc Pgr Precision Stk Recall Stk F1 Stk Support Stk Roc Auc Stk Precision Itm Recall Itm F1 Itm Support Itm Roc Auc Itm Precision Yml Recall Yml F1 Yml Support Yml Roc Auc Yml Precision Obj Recall Obj F1 Obj Support Obj Roc Auc Obj Precision Tre Recall Tre F1 Tre Support Tre Roc Auc Tre
2.6543 1.0 76 2.6676 0.0223 0.0 0.0 0.0 378 0.4717 0.0545 0.5806 0.0997 31 0.6632 0.0082 0.1667 0.0157 12 0.4130 0.0 0.0 0.0 15 0.4055 0.0 0.0 0.0 4 0.9006 0.0 0.0 0.0 333 0.3510 0.0 0.0 0.0 40 0.4350 0.1667 0.0139 0.0256 144 0.5372 0.5 0.0244 0.0465 41 0.7678 0.0 0.0 0.0 8 0.1706 0.0 0.0 0.0 24 0.7175
2.6741 2.0 152 2.6566 0.0223 0.0 0.0 0.0 378 0.4714 0.0545 0.5806 0.0997 31 0.6672 0.0082 0.1667 0.0156 12 0.4155 0.0 0.0 0.0 15 0.4046 0.0 0.0 0.0 4 0.9001 0.0 0.0 0.0 333 0.3758 0.0 0.0 0.0 40 0.4354 0.1667 0.0139 0.0256 144 0.5395 0.5 0.0244 0.0465 41 0.7682 0.0 0.0 0.0 8 0.1699 0.0 0.0 0.0 24 0.7194
2.6061 3.0 228 2.6380 0.0223 0.0 0.0 0.0 378 0.4706 0.0549 0.5806 0.1003 31 0.6735 0.0081 0.1667 0.0154 12 0.4204 0.0 0.0 0.0 15 0.4045 0.0 0.0 0.0 4 0.8979 0.0 0.0 0.0 333 0.4202 0.0 0.0 0.0 40 0.4371 0.1667 0.0139 0.0256 144 0.5436 0.5 0.0244 0.0465 41 0.7690 0.0 0.0 0.0 8 0.1692 0.0 0.0 0.0 24 0.7244
2.5202 4.0 304 2.6119 0.0214 0.0 0.0 0.0 378 0.4708 0.0523 0.5484 0.0955 31 0.6815 0.0079 0.1667 0.0151 12 0.4254 0.0 0.0 0.0 15 0.4039 0.0 0.0 0.0 4 0.8967 0.0 0.0 0.0 333 0.4826 0.0 0.0 0.0 40 0.4384 0.1667 0.0139 0.0256 144 0.5493 0.5 0.0244 0.0465 41 0.7698 0.0 0.0 0.0 8 0.1693 0.0 0.0 0.0 24 0.7362
2.6198 5.0 380 2.5795 0.0194 0.0 0.0 0.0 378 0.4728 0.0475 0.4839 0.0865 31 0.6914 0.0075 0.1667 0.0144 12 0.4333 0.0 0.0 0.0 15 0.4037 0.0 0.0 0.0 4 0.8952 0.0 0.0 0.0 333 0.5552 0.0 0.0 0.0 40 0.4420 0.1667 0.0139 0.0256 144 0.5575 0.5 0.0244 0.0465 41 0.7712 0.0 0.0 0.0 8 0.1710 0.0 0.0 0.0 24 0.7391
2.5149 6.0 456 2.5411 0.0194 0.0 0.0 0.0 378 0.4724 0.0478 0.4839 0.0870 31 0.7018 0.0074 0.1667 0.0142 12 0.4473 0.0 0.0 0.0 15 0.4037 0.0 0.0 0.0 4 0.8904 0.0 0.0 0.0 333 0.6270 0.0 0.0 0.0 40 0.4484 0.1429 0.0139 0.0253 144 0.5668 0.5 0.0244 0.0465 41 0.7725 0.0 0.0 0.0 8 0.1704 0.0 0.0 0.0 24 0.7437
2.4933 7.0 532 2.4973 0.0204 0.0 0.0 0.0 378 0.4729 0.0484 0.4839 0.0880 31 0.7136 0.0074 0.1667 0.0141 12 0.4670 0.0 0.0 0.0 15 0.4045 0.0 0.0 0.0 4 0.8835 0.0 0.0 0.0 333 0.6933 0.0 0.0 0.0 40 0.4572 0.15 0.0208 0.0366 144 0.5800 0.3333 0.0244 0.0455 41 0.7747 0.0 0.0 0.0 8 0.1729 0.0 0.0 0.0 24 0.7499
2.411 8.0 608 2.4437 0.0194 0.0 0.0 0.0 378 0.4824 0.0470 0.4516 0.0851 31 0.7262 0.0071 0.1667 0.0136 12 0.4904 0.0 0.0 0.0 15 0.4082 0.0 0.0 0.0 4 0.8748 0.0 0.0 0.0 333 0.7583 0.0 0.0 0.0 40 0.4658 0.1154 0.0208 0.0353 144 0.5993 0.3333 0.0244 0.0455 41 0.7749 0.0 0.0 0.0 8 0.1771 0.0 0.0 0.0 24 0.7591
2.3854 9.0 684 2.3849 0.0272 0.0 0.0 0.0 378 0.4864 0.0423 0.3871 0.0762 31 0.7423 0.0068 0.1667 0.0130 12 0.5237 0.0 0.0 0.0 15 0.4153 0.0 0.0 0.0 4 0.8677 0.2045 0.0270 0.0477 333 0.8102 0.0 0.0 0.0 40 0.4781 0.1333 0.0278 0.0460 144 0.6197 0.25 0.0244 0.0444 41 0.7766 0.0 0.0 0.0 8 0.1819 0.0 0.0 0.0 24 0.7663
2.3311 10.0 760 2.3191 0.2117 1.0 0.0079 0.0157 378 0.4862 0.0422 0.3226 0.0746 31 0.7606 0.0072 0.1667 0.0138 12 0.5646 0.0 0.0 0.0 15 0.4218 0.0 0.0 0.0 4 0.8558 0.6947 0.5946 0.6408 333 0.8467 0.0 0.0 0.0 40 0.4946 0.1176 0.0278 0.0449 144 0.6437 0.125 0.0244 0.0408 41 0.7806 0.0 0.0 0.0 8 0.1918 0.0 0.0 0.0 24 0.7727
2.2628 11.0 836 2.2495 0.3019 0.8333 0.0529 0.0995 378 0.4876 0.0492 0.2903 0.0841 31 0.7794 0.0080 0.1667 0.0152 12 0.6121 0.0 0.0 0.0 15 0.4385 0.0 0.0 0.0 4 0.8462 0.6563 0.8258 0.7314 333 0.8703 0.0 0.0 0.0 40 0.4715 0.1290 0.0278 0.0457 144 0.6708 0.1667 0.0244 0.0426 41 0.7841 0.0 0.0 0.0 8 0.2203 0.0 0.0 0.0 24 0.7798
2.2129 12.0 912 2.1773 0.3340 0.7451 0.1005 0.1772 378 0.4886 0.0566 0.2903 0.0947 31 0.7993 0.0180 0.3333 0.0342 12 0.6597 0.0 0.0 0.0 15 0.4612 0.0 0.0 0.0 4 0.8419 0.6161 0.8529 0.7154 333 0.8886 0.0 0.0 0.0 40 0.4997 0.2 0.0556 0.0870 144 0.7030 0.1667 0.0244 0.0426 41 0.7942 0.0 0.0 0.0 8 0.2736 0.0 0.0 0.0 24 0.7825
2.1856 13.0 988 2.1055 0.3990 0.5597 0.1984 0.2930 378 0.4916 0.0778 0.2258 0.1157 31 0.8179 0.0296 0.4167 0.0552 12 0.7105 0.0 0.0 0.0 15 0.4881 0.0 0.0 0.0 4 0.8414 0.5741 0.9309 0.7102 333 0.9049 0.0 0.0 0.0 40 0.5299 0.3333 0.0764 0.1243 144 0.7345 0.6 0.0732 0.1304 41 0.8053 0.0 0.0 0.0 8 0.3341 0.0 0.0 0.0 24 0.7837
2.1054 14.0 1064 2.0350 0.4175 0.5275 0.2540 0.3429 378 0.4958 0.0820 0.1613 0.1087 31 0.8324 0.0423 0.5 0.0779 12 0.7511 0.0 0.0 0.0 15 0.5150 0.0 0.0 0.0 4 0.8365 0.5428 0.9339 0.6865 333 0.9173 0.0 0.0 0.0 40 0.5614 0.3793 0.0764 0.1272 144 0.7588 0.5 0.0244 0.0465 41 0.8222 0.0 0.0 0.0 8 0.4303 0.0 0.0 0.0 24 0.7860
2.0378 15.0 1140 1.9674 0.4476 0.5 0.3333 0.4 378 0.5016 0.1290 0.1290 0.1290 31 0.8421 0.0660 0.5833 0.1186 12 0.7874 0.0 0.0 0.0 15 0.5500 0.0 0.0 0.0 4 0.8321 0.5326 0.9309 0.6776 333 0.9245 0.0 0.0 0.0 40 0.5627 0.3429 0.0833 0.1341 144 0.7820 0.5 0.0488 0.0889 41 0.8411 0.0 0.0 0.0 8 0.5297 0.0 0.0 0.0 24 0.7878
1.9029 16.0 1216 1.9018 0.4670 0.4695 0.4074 0.4363 378 0.5141 0.1111 0.0645 0.0816 31 0.8499 0.0857 0.5 0.1463 12 0.8127 0.0 0.0 0.0 15 0.5848 0.0 0.0 0.0 4 0.8285 0.5424 0.9219 0.6830 333 0.9301 0.0 0.0 0.0 40 0.5927 0.3226 0.0694 0.1143 144 0.8005 0.6667 0.0488 0.0909 41 0.8613 0.0 0.0 0.0 8 0.5949 0.0 0.0 0.0 24 0.7911
1.9225 17.0 1292 1.8355 0.4777 0.4599 0.4550 0.4574 378 0.5320 0.1429 0.0645 0.0889 31 0.8560 0.1020 0.4167 0.1639 12 0.8301 0.0 0.0 0.0 15 0.6182 0.0 0.0 0.0 4 0.8175 0.5535 0.9159 0.6900 333 0.9350 0.0 0.0 0.0 40 0.6124 0.24 0.0417 0.0710 144 0.8161 0.6667 0.0488 0.0909 41 0.8785 0.0 0.0 0.0 8 0.6444 0.0 0.0 0.0 24 0.7926
1.9039 18.0 1368 1.7710 0.4961 0.4522 0.5132 0.4808 378 0.5538 0.2857 0.0645 0.1053 31 0.8615 0.0714 0.1667 0.1 12 0.8457 0.0 0.0 0.0 15 0.6531 0.0 0.0 0.0 4 0.8004 0.5758 0.9129 0.7062 333 0.9385 0.0 0.0 0.0 40 0.6237 0.32 0.0556 0.0947 144 0.8283 1.0 0.0244 0.0476 41 0.8934 0.0 0.0 0.0 8 0.6869 0.0 0.0 0.0 24 0.8000
1.7291 19.0 1444 1.7095 0.5117 0.4458 0.5661 0.4988 378 0.5765 0.25 0.0323 0.0571 31 0.8644 0.0952 0.1667 0.1212 12 0.8589 0.0 0.0 0.0 15 0.6843 0.0 0.0 0.0 4 0.7761 0.6076 0.9069 0.7277 333 0.9418 0.0 0.0 0.0 40 0.6280 0.3636 0.0556 0.0964 144 0.8395 0.0 0.0 0.0 41 0.9043 0.0 0.0 0.0 8 0.7176 0.0 0.0 0.0 24 0.8051
1.7543 20.0 1520 1.6511 0.5155 0.4330 0.5899 0.4994 378 0.6029 0.25 0.0323 0.0571 31 0.8669 0.2 0.1667 0.1818 12 0.8681 0.0 0.0 0.0 15 0.7141 0.0 0.0 0.0 4 0.7539 0.6253 0.8919 0.7351 333 0.9445 0.0 0.0 0.0 40 0.6281 0.3810 0.0556 0.0970 144 0.8477 0.0 0.0 0.0 41 0.9120 0.0 0.0 0.0 8 0.7472 0.0 0.0 0.0 24 0.8089
1.647 21.0 1596 1.6002 0.5262 0.44 0.6402 0.5216 378 0.6283 0.0 0.0 0.0 31 0.8686 0.3333 0.1667 0.2222 12 0.8772 0.0 0.0 0.0 15 0.7398 0.0 0.0 0.0 4 0.7278 0.6497 0.8799 0.7474 333 0.9468 0.0 0.0 0.0 40 0.6297 0.2941 0.0347 0.0621 144 0.8551 0.0 0.0 0.0 41 0.9188 0.0 0.0 0.0 8 0.7704 0.0 0.0 0.0 24 0.8119
1.6386 22.0 1672 1.5556 0.5330 0.4433 0.6614 0.5308 378 0.6538 0.0 0.0 0.0 31 0.8711 0.25 0.0833 0.125 12 0.8831 0.0 0.0 0.0 15 0.7592 0.0 0.0 0.0 4 0.7064 0.6674 0.8799 0.7591 333 0.9487 0.0 0.0 0.0 40 0.6358 0.2941 0.0347 0.0621 144 0.8614 0.0 0.0 0.0 41 0.9243 0.0 0.0 0.0 8 0.7901 0.0 0.0 0.0 24 0.8149
1.6102 23.0 1748 1.5161 0.5398 0.4435 0.6852 0.5385 378 0.6764 0.0 0.0 0.0 31 0.8702 0.0 0.0 0.0 12 0.8897 0.0 0.0 0.0 15 0.7741 0.0 0.0 0.0 4 0.6874 0.6878 0.8799 0.7721 333 0.9504 0.0 0.0 0.0 40 0.6421 0.2857 0.0278 0.0506 144 0.8670 0.0 0.0 0.0 41 0.9292 0.0 0.0 0.0 8 0.8064 0.0 0.0 0.0 24 0.8181
1.5081 24.0 1824 1.4795 0.5515 0.4518 0.7196 0.5551 378 0.6949 0.0 0.0 0.0 31 0.8726 0.0 0.0 0.0 12 0.8939 0.0 0.0 0.0 15 0.7850 0.0 0.0 0.0 4 0.6750 0.7139 0.8769 0.7871 333 0.9525 0.0 0.0 0.0 40 0.6494 0.2857 0.0278 0.0506 144 0.8722 0.0 0.0 0.0 41 0.9326 0.0 0.0 0.0 8 0.8240 0.0 0.0 0.0 24 0.8221
1.4512 25.0 1900 1.4485 0.5573 0.4538 0.7407 0.5628 378 0.7113 0.0 0.0 0.0 31 0.8730 0.0 0.0 0.0 12 0.8980 0.0 0.0 0.0 15 0.7922 0.0 0.0 0.0 4 0.6654 0.7323 0.8709 0.7956 333 0.9545 0.0 0.0 0.0 40 0.6591 0.3333 0.0278 0.0513 144 0.8766 0.0 0.0 0.0 41 0.9353 0.0 0.0 0.0 8 0.8379 0.0 0.0 0.0 24 0.8245
1.4489 26.0 1976 1.4204 0.5602 0.4565 0.7487 0.5671 378 0.7255 0.0 0.0 0.0 31 0.8740 0.0 0.0 0.0 12 0.9021 0.0 0.0 0.0 15 0.8011 0.0 0.0 0.0 4 0.6620 0.7379 0.8709 0.7989 333 0.9565 0.0 0.0 0.0 40 0.6688 0.3333 0.0278 0.0513 144 0.8807 0.0 0.0 0.0 41 0.9383 0.0 0.0 0.0 8 0.8507 0.0 0.0 0.0 24 0.8286
1.4445 27.0 2052 1.3945 0.5680 0.4606 0.7725 0.5771 378 0.7377 0.0 0.0 0.0 31 0.8746 0.0 0.0 0.0 12 0.9064 0.0 0.0 0.0 15 0.8069 0.0 0.0 0.0 4 0.6557 0.7652 0.8709 0.8146 333 0.9583 0.0 0.0 0.0 40 0.6762 0.25 0.0208 0.0385 144 0.8849 0.0 0.0 0.0 41 0.9406 0.0 0.0 0.0 8 0.8602 0.0 0.0 0.0 24 0.8341
1.398 28.0 2128 1.3718 0.5796 0.4709 0.8122 0.5961 378 0.7477 0.0 0.0 0.0 31 0.8746 0.0 0.0 0.0 12 0.9091 0.0 0.0 0.0 15 0.8124 0.0 0.0 0.0 4 0.6535 0.7972 0.8619 0.8283 333 0.9600 0.0 0.0 0.0 40 0.6843 0.2308 0.0208 0.0382 144 0.8886 0.0 0.0 0.0 41 0.9440 0.0 0.0 0.0 8 0.8686 0.0 0.0 0.0 24 0.8379
1.4564 29.0 2204 1.3515 0.5845 0.4748 0.8228 0.6021 378 0.7568 0.0 0.0 0.0 31 0.8751 0.0 0.0 0.0 12 0.9128 0.0 0.0 0.0 15 0.8158 0.0 0.0 0.0 4 0.6484 0.8090 0.8649 0.8360 333 0.9615 0.0 0.0 0.0 40 0.6929 0.2143 0.0208 0.0380 144 0.8921 0.0 0.0 0.0 41 0.9466 0.0 0.0 0.0 8 0.8746 0.0 0.0 0.0 24 0.8432
1.3831 30.0 2280 1.3322 0.5893 0.4789 0.8413 0.6104 378 0.7653 0.0 0.0 0.0 31 0.8755 0.0 0.0 0.0 12 0.9158 0.0 0.0 0.0 15 0.8167 0.0 0.0 0.0 4 0.6464 0.8242 0.8589 0.8412 333 0.9629 0.0 0.0 0.0 40 0.7 0.2143 0.0208 0.0380 144 0.8959 0.0 0.0 0.0 41 0.9486 0.0 0.0 0.0 8 0.8814 0.0 0.0 0.0 24 0.8481
1.4606 31.0 2356 1.3144 0.5942 0.4821 0.8545 0.6164 378 0.7720 0.0 0.0 0.0 31 0.8765 0.0 0.0 0.0 12 0.9182 0.0 0.0 0.0 15 0.8167 0.0 0.0 0.0 4 0.6425 0.8363 0.8589 0.8474 333 0.9644 0.0 0.0 0.0 40 0.7079 0.2143 0.0208 0.0380 144 0.8991 0.0 0.0 0.0 41 0.9518 0.0 0.0 0.0 8 0.8848 0.0 0.0 0.0 24 0.8515
1.2797 32.0 2432 1.2984 0.5961 0.4837 0.8624 0.6198 378 0.7787 0.0 0.0 0.0 31 0.8775 0.0 0.0 0.0 12 0.9211 0.0 0.0 0.0 15 0.8172 0.0 0.0 0.0 4 0.6418 0.8457 0.8559 0.8507 333 0.9660 0.0 0.0 0.0 40 0.7145 0.2 0.0208 0.0377 144 0.9023 0.0 0.0 0.0 41 0.9543 0.0 0.0 0.0 8 0.8889 0.0 0.0 0.0 24 0.8586
1.308 33.0 2508 1.2840 0.5942 0.4824 0.8704 0.6208 378 0.7841 0.0 0.0 0.0 31 0.8780 0.0 0.0 0.0 12 0.9240 0.0 0.0 0.0 15 0.7977 0.0 0.0 0.0 4 0.6413 0.8537 0.8408 0.8472 333 0.9675 0.0 0.0 0.0 40 0.7217 0.1875 0.0208 0.0375 144 0.9051 0.0 0.0 0.0 41 0.9561 0.0 0.0 0.0 8 0.8940 0.0 0.0 0.0 24 0.8629
1.3681 34.0 2584 1.2689 0.5932 0.4810 0.8704 0.6196 378 0.7903 0.0 0.0 0.0 31 0.8788 0.0 0.0 0.0 12 0.9265 0.0 0.0 0.0 15 0.7993 0.0 0.0 0.0 4 0.6421 0.8585 0.8378 0.8480 333 0.9691 0.0 0.0 0.0 40 0.7280 0.1765 0.0208 0.0373 144 0.9081 0.0 0.0 0.0 41 0.9584 0.0 0.0 0.0 8 0.8977 0.0 0.0 0.0 24 0.8685
1.4112 35.0 2660 1.2560 0.5942 0.4824 0.8704 0.6208 378 0.7953 0.0 0.0 0.0 31 0.8791 0.0 0.0 0.0 12 0.9285 0.0 0.0 0.0 15 0.8041 0.0 0.0 0.0 4 0.6433 0.8580 0.8348 0.8463 333 0.9703 0.0 0.0 0.0 40 0.7337 0.25 0.0347 0.0610 144 0.9111 0.0 0.0 0.0 41 0.9605 0.0 0.0 0.0 8 0.9029 0.0 0.0 0.0 24 0.8732
1.3192 36.0 2736 1.2436 0.5942 0.4817 0.8704 0.6202 378 0.8002 0.0 0.0 0.0 31 0.8797 0.0 0.0 0.0 12 0.9292 0.0 0.0 0.0 15 0.8068 0.0 0.0 0.0 4 0.6447 0.8629 0.8318 0.8471 333 0.9715 0.0 0.0 0.0 40 0.7385 0.2727 0.0417 0.0723 144 0.9136 0.0 0.0 0.0 41 0.9625 0.0 0.0 0.0 8 0.9068 0.0 0.0 0.0 24 0.8791
1.3318 37.0 2812 1.2312 0.5961 0.4839 0.8730 0.6226 378 0.8054 0.0 0.0 0.0 31 0.8799 0.0 0.0 0.0 12 0.9306 0.0 0.0 0.0 15 0.8057 0.0 0.0 0.0 4 0.6457 0.8652 0.8288 0.8466 333 0.9728 0.0 0.0 0.0 40 0.7443 0.32 0.0556 0.0947 144 0.9162 0.0 0.0 0.0 41 0.9644 0.0 0.0 0.0 8 0.9095 0.0 0.0 0.0 24 0.8851
1.3148 38.0 2888 1.2204 0.5981 0.4839 0.8730 0.6226 378 0.8100 0.0 0.0 0.0 31 0.8802 0.0 0.0 0.0 12 0.9316 0.0 0.0 0.0 15 0.8060 0.0 0.0 0.0 4 0.6462 0.8679 0.8288 0.8479 333 0.9739 0.0 0.0 0.0 40 0.7496 0.3704 0.0694 0.1170 144 0.9183 0.0 0.0 0.0 41 0.9664 0.0 0.0 0.0 8 0.9107 0.0 0.0 0.0 24 0.8906
1.2325 39.0 2964 1.2110 0.6019 0.4868 0.8757 0.6257 378 0.8139 0.0 0.0 0.0 31 0.8816 0.0 0.0 0.0 12 0.9327 0.0 0.0 0.0 15 0.8067 0.0 0.0 0.0 4 0.6440 0.8707 0.8288 0.8492 333 0.9747 0.0 0.0 0.0 40 0.7532 0.4333 0.0903 0.1494 144 0.9203 0.0 0.0 0.0 41 0.9680 0.0 0.0 0.0 8 0.9134 0.0 0.0 0.0 24 0.8973
1.2951 40.0 3040 1.2010 0.6039 0.4882 0.8783 0.6276 378 0.8181 0.0 0.0 0.0 31 0.8821 0.0 0.0 0.0 12 0.9339 0.0 0.0 0.0 15 0.8063 0.0 0.0 0.0 4 0.6421 0.8734 0.8288 0.8505 333 0.9756 0.0 0.0 0.0 40 0.7581 0.4375 0.0972 0.1591 144 0.9223 0.0 0.0 0.0 41 0.9705 0.0 0.0 0.0 8 0.9160 0.0 0.0 0.0 24 0.9027
1.2109 41.0 3116 1.1920 0.6107 0.4933 0.8810 0.6325 378 0.8220 0.0 0.0 0.0 31 0.8833 0.0 0.0 0.0 12 0.9346 0.0 0.0 0.0 15 0.8053 0.0 0.0 0.0 4 0.6445 0.8777 0.8408 0.8589 333 0.9763 0.0 0.0 0.0 40 0.7631 0.4706 0.1111 0.1798 144 0.9241 0.0 0.0 0.0 41 0.9716 0.0 0.0 0.0 8 0.9187 0.0 0.0 0.0 24 0.9083
1.3023 42.0 3192 1.1832 0.6097 0.4919 0.8862 0.6327 378 0.8253 0.0 0.0 0.0 31 0.8839 0.0 0.0 0.0 12 0.9362 0.0 0.0 0.0 15 0.8047 0.0 0.0 0.0 4 0.6442 0.8822 0.8318 0.8563 333 0.9769 0.0 0.0 0.0 40 0.7672 0.4848 0.1111 0.1808 144 0.9256 0.0 0.0 0.0 41 0.9728 0.0 0.0 0.0 8 0.9195 0.0 0.0 0.0 24 0.9131
1.1561 43.0 3268 1.1749 0.6087 0.4898 0.8862 0.6309 378 0.8282 0.0 0.0 0.0 31 0.8849 0.0 0.0 0.0 12 0.9369 0.0 0.0 0.0 15 0.8047 0.0 0.0 0.0 4 0.6452 0.8871 0.8258 0.8554 333 0.9774 0.0 0.0 0.0 40 0.7719 0.4857 0.1181 0.1899 144 0.9268 0.0 0.0 0.0 41 0.9741 0.0 0.0 0.0 8 0.9217 0.0 0.0 0.0 24 0.9179
1.1774 44.0 3344 1.1668 0.6126 0.4927 0.8889 0.6340 378 0.8315 0.0 0.0 0.0 31 0.8853 0.0 0.0 0.0 12 0.9360 0.0 0.0 0.0 15 0.8058 0.0 0.0 0.0 4 0.6464 0.8910 0.8348 0.8620 333 0.9780 0.0 0.0 0.0 40 0.7750 0.4857 0.1181 0.1899 144 0.9285 0.0 0.0 0.0 41 0.9753 0.0 0.0 0.0 8 0.9236 0.0 0.0 0.0 24 0.9218
1.343 45.0 3420 1.1592 0.6097 0.4905 0.8862 0.6315 378 0.8343 0.0 0.0 0.0 31 0.8860 0.0 0.0 0.0 12 0.9366 0.0 0.0 0.0 15 0.8053 0.0 0.0 0.0 4 0.6472 0.8875 0.8288 0.8571 333 0.9785 0.0 0.0 0.0 40 0.7781 0.4857 0.1181 0.1899 144 0.9297 0.0 0.0 0.0 41 0.9760 0.0 0.0 0.0 8 0.9258 0.0 0.0 0.0 24 0.9256
1.218 46.0 3496 1.1525 0.6136 0.4919 0.8889 0.6334 378 0.8366 0.0 0.0 0.0 31 0.8868 0.0 0.0 0.0 12 0.9232 0.0 0.0 0.0 15 0.8054 0.0 0.0 0.0 4 0.6467 0.8903 0.8288 0.8585 333 0.9789 0.0 0.0 0.0 40 0.7824 0.5405 0.1389 0.2210 144 0.9309 0.0 0.0 0.0 41 0.9777 0.0 0.0 0.0 8 0.9276 0.0 0.0 0.0 24 0.9295
1.1912 47.0 3572 1.1451 0.6146 0.4927 0.8889 0.6340 378 0.8393 0.0 0.0 0.0 31 0.8870 0.0 0.0 0.0 12 0.9304 0.0 0.0 0.0 15 0.8051 0.0 0.0 0.0 4 0.6474 0.8907 0.8318 0.8602 333 0.9794 0.0 0.0 0.0 40 0.7852 0.5405 0.1389 0.2210 144 0.9317 0.0 0.0 0.0 41 0.9787 0.0 0.0 0.0 8 0.9286 0.0 0.0 0.0 24 0.9331
1.3802 48.0 3648 1.1382 0.6165 0.4948 0.8889 0.6358 378 0.8420 0.0 0.0 0.0 31 0.8874 0.0 0.0 0.0 12 0.9321 0.0 0.0 0.0 15 0.8050 0.0 0.0 0.0 4 0.6506 0.8910 0.8348 0.8620 333 0.9798 0.0 0.0 0.0 40 0.7879 0.5385 0.1458 0.2295 144 0.9328 0.0 0.0 0.0 41 0.9793 0.0 0.0 0.0 8 0.9303 0.0 0.0 0.0 24 0.9374
1.1651 49.0 3724 1.1325 0.6175 0.4956 0.8889 0.6364 378 0.8441 0.0 0.0 0.0 31 0.8880 0.0 0.0 0.0 12 0.9330 0.0 0.0 0.0 15 0.8056 0.0 0.0 0.0 4 0.6503 0.8914 0.8378 0.8638 333 0.9801 0.0 0.0 0.0 40 0.7906 0.5385 0.1458 0.2295 144 0.9336 0.0 0.0 0.0 41 0.9797 0.0 0.0 0.0 8 0.9308 0.0 0.0 0.0 24 0.9400
1.1444 50.0 3800 1.1268 0.6175 0.4956 0.8889 0.6364 378 0.8460 0.0 0.0 0.0 31 0.8882 0.0 0.0 0.0 12 0.9339 0.0 0.0 0.0 15 0.8072 0.0 0.0 0.0 4 0.6506 0.8914 0.8378 0.8638 333 0.9805 0.0 0.0 0.0 40 0.7930 0.5385 0.1458 0.2295 144 0.9343 0.0 0.0 0.0 41 0.9805 0.0 0.0 0.0 8 0.9324 0.0 0.0 0.0 24 0.9433
1.0991 51.0 3876 1.1210 0.6194 0.4970 0.8889 0.6376 378 0.8482 0.0 0.0 0.0 31 0.8884 0.0 0.0 0.0 12 0.9340 0.0 0.0 0.0 15 0.8061 0.0 0.0 0.0 4 0.6513 0.8921 0.8438 0.8673 333 0.9808 0.0 0.0 0.0 40 0.7960 0.5385 0.1458 0.2295 144 0.9351 0.0 0.0 0.0 41 0.9811 0.0 0.0 0.0 8 0.9329 0.0 0.0 0.0 24 0.9458
1.192 52.0 3952 1.1155 0.6204 0.4978 0.8862 0.6375 378 0.8500 0.0 0.0 0.0 31 0.8887 0.0 0.0 0.0 12 0.9349 0.0 0.0 0.0 15 0.8059 0.0 0.0 0.0 4 0.6538 0.8927 0.8498 0.8708 333 0.9812 0.0 0.0 0.0 40 0.7990 0.525 0.1458 0.2283 144 0.9356 0.0 0.0 0.0 41 0.9817 0.0 0.0 0.0 8 0.9347 0.0 0.0 0.0 24 0.9476
1.1694 53.0 4028 1.1107 0.6233 0.5007 0.8862 0.6399 378 0.8516 0.0 0.0 0.0 31 0.8887 0.0 0.0 0.0 12 0.9352 0.0 0.0 0.0 15 0.8056 0.0 0.0 0.0 4 0.6542 0.8934 0.8559 0.8742 333 0.9815 0.0 0.0 0.0 40 0.8015 0.5238 0.1528 0.2366 144 0.9362 0.0 0.0 0.0 41 0.9822 0.0 0.0 0.0 8 0.9343 0.0 0.0 0.0 24 0.9497
1.2479 54.0 4104 1.1057 0.6272 0.5038 0.8862 0.6424 378 0.8532 0.0 0.0 0.0 31 0.8894 0.0 0.0 0.0 12 0.9357 0.0 0.0 0.0 15 0.8056 0.0 0.0 0.0 4 0.6552 0.8938 0.8589 0.8760 333 0.9818 0.0 0.0 0.0 40 0.8039 0.5556 0.1736 0.2646 144 0.9366 0.0 0.0 0.0 41 0.9826 0.0 0.0 0.0 8 0.9347 0.0 0.0 0.0 24 0.9524
1.2033 55.0 4180 1.1012 0.6272 0.5038 0.8862 0.6424 378 0.8548 0.0 0.0 0.0 31 0.8897 0.0 0.0 0.0 12 0.9365 0.0 0.0 0.0 15 0.8052 0.0 0.0 0.0 4 0.6579 0.8938 0.8589 0.8760 333 0.9821 0.0 0.0 0.0 40 0.8061 0.5556 0.1736 0.2646 144 0.9371 0.0 0.0 0.0 41 0.9832 0.0 0.0 0.0 8 0.9358 0.0 0.0 0.0 24 0.9542
1.2576 56.0 4256 1.0967 0.6282 0.5045 0.8862 0.6430 378 0.8561 0.0 0.0 0.0 31 0.8898 0.0 0.0 0.0 12 0.9367 0.0 0.0 0.0 15 0.8052 0.0 0.0 0.0 4 0.6589 0.8941 0.8619 0.8777 333 0.9824 0.0 0.0 0.0 40 0.8089 0.5556 0.1736 0.2646 144 0.9376 0.0 0.0 0.0 41 0.9834 0.0 0.0 0.0 8 0.9364 0.0 0.0 0.0 24 0.9559
1.1164 57.0 4332 1.0926 0.6301 0.5068 0.8862 0.6449 378 0.8574 0.0 0.0 0.0 31 0.8899 0.0 0.0 0.0 12 0.9370 0.0 0.0 0.0 15 0.8057 0.0 0.0 0.0 4 0.6591 0.8941 0.8619 0.8777 333 0.9827 0.0 0.0 0.0 40 0.8114 0.5625 0.1875 0.2812 144 0.9380 0.0 0.0 0.0 41 0.9837 0.0 0.0 0.0 8 0.9368 0.0 0.0 0.0 24 0.9578
1.1548 58.0 4408 1.0884 0.6330 0.5099 0.8862 0.6473 378 0.8586 0.0 0.0 0.0 31 0.8897 0.0 0.0 0.0 12 0.9380 0.0 0.0 0.0 15 0.8045 0.0 0.0 0.0 4 0.6608 0.8944 0.8649 0.8794 333 0.9830 0.0 0.0 0.0 40 0.8138 0.5686 0.2014 0.2974 144 0.9383 0.0 0.0 0.0 41 0.9841 0.0 0.0 0.0 8 0.9370 0.0 0.0 0.0 24 0.9591
1.0563 59.0 4484 1.0849 0.6330 0.5099 0.8862 0.6473 378 0.8595 0.0 0.0 0.0 31 0.8901 0.0 0.0 0.0 12 0.9380 0.0 0.0 0.0 15 0.8055 0.0 0.0 0.0 4 0.6620 0.8944 0.8649 0.8794 333 0.9833 0.0 0.0 0.0 40 0.8157 0.5686 0.2014 0.2974 144 0.9387 0.0 0.0 0.0 41 0.9845 0.0 0.0 0.0 8 0.9380 0.0 0.0 0.0 24 0.9605
1.0486 60.0 4560 1.0811 0.6350 0.5115 0.8862 0.6486 378 0.8605 0.0 0.0 0.0 31 0.8903 0.0 0.0 0.0 12 0.9391 0.0 0.0 0.0 15 0.8061 0.0 0.0 0.0 4 0.6637 0.8947 0.8679 0.8811 333 0.9835 0.0 0.0 0.0 40 0.8181 0.5769 0.2083 0.3061 144 0.9391 0.0 0.0 0.0 41 0.9847 0.0 0.0 0.0 8 0.9387 0.0 0.0 0.0 24 0.9620
1.1374 61.0 4636 1.0776 0.6388 0.5146 0.8836 0.6504 378 0.8614 0.0 0.0 0.0 31 0.8903 0.0 0.0 0.0 12 0.9396 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6657 0.8951 0.8709 0.8828 333 0.9837 0.0 0.0 0.0 40 0.8196 0.5965 0.2361 0.3383 144 0.9394 0.0 0.0 0.0 41 0.9849 0.0 0.0 0.0 8 0.9392 0.0 0.0 0.0 24 0.9635
1.1339 62.0 4712 1.0743 0.6388 0.5146 0.8836 0.6504 378 0.8622 0.0 0.0 0.0 31 0.8910 0.0 0.0 0.0 12 0.9397 0.0 0.0 0.0 15 0.8056 0.0 0.0 0.0 4 0.6654 0.8951 0.8709 0.8828 333 0.9840 0.0 0.0 0.0 40 0.8217 0.5965 0.2361 0.3383 144 0.9396 0.0 0.0 0.0 41 0.9851 0.0 0.0 0.0 8 0.9392 0.0 0.0 0.0 24 0.9645
1.1834 63.0 4788 1.0715 0.6417 0.5170 0.8836 0.6523 378 0.8630 0.0 0.0 0.0 31 0.8915 0.0 0.0 0.0 12 0.9399 0.0 0.0 0.0 15 0.8057 0.0 0.0 0.0 4 0.6654 0.8957 0.8769 0.8862 333 0.9841 0.0 0.0 0.0 40 0.8229 0.6034 0.2431 0.3465 144 0.9398 0.0 0.0 0.0 41 0.9853 0.0 0.0 0.0 8 0.9393 0.0 0.0 0.0 24 0.9656
1.1237 64.0 4864 1.0686 0.6466 0.5227 0.8836 0.6568 378 0.8637 0.0 0.0 0.0 31 0.8916 0.0 0.0 0.0 12 0.9402 0.0 0.0 0.0 15 0.8056 0.0 0.0 0.0 4 0.6659 0.8967 0.8859 0.8912 333 0.9843 0.0 0.0 0.0 40 0.8241 0.5968 0.2569 0.3592 144 0.9401 0.0 0.0 0.0 41 0.9856 0.0 0.0 0.0 8 0.9398 0.0 0.0 0.0 24 0.9668
1.0544 65.0 4940 1.0661 0.6495 0.5252 0.8836 0.6588 378 0.8645 0.0 0.0 0.0 31 0.8919 0.0 0.0 0.0 12 0.9402 0.0 0.0 0.0 15 0.8058 0.0 0.0 0.0 4 0.6657 0.8970 0.8889 0.8929 333 0.9844 0.0 0.0 0.0 40 0.8253 0.6094 0.2708 0.375 144 0.9402 0.0 0.0 0.0 41 0.9858 0.0 0.0 0.0 8 0.9408 0.0 0.0 0.0 24 0.9679
1.066 66.0 5016 1.0634 0.6495 0.5252 0.8836 0.6588 378 0.8652 0.0 0.0 0.0 31 0.8921 0.0 0.0 0.0 12 0.9403 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6669 0.8967 0.8859 0.8912 333 0.9845 0.0 0.0 0.0 40 0.8266 0.6154 0.2778 0.3828 144 0.9404 0.0 0.0 0.0 41 0.9860 0.0 0.0 0.0 8 0.9408 0.0 0.0 0.0 24 0.9687
1.132 67.0 5092 1.0608 0.6534 0.5293 0.8836 0.6620 378 0.8658 0.0 0.0 0.0 31 0.8925 0.0 0.0 0.0 12 0.9406 0.0 0.0 0.0 15 0.8065 0.0 0.0 0.0 4 0.6672 0.8967 0.8859 0.8912 333 0.9847 0.0 0.0 0.0 40 0.8278 0.6286 0.3056 0.4112 144 0.9406 0.0 0.0 0.0 41 0.9862 0.0 0.0 0.0 8 0.9409 0.0 0.0 0.0 24 0.9703
1.1519 68.0 5168 1.0587 0.6553 0.5310 0.8836 0.6634 378 0.8664 0.0 0.0 0.0 31 0.8925 0.0 0.0 0.0 12 0.9407 0.0 0.0 0.0 15 0.8060 0.0 0.0 0.0 4 0.6686 0.8973 0.8919 0.8946 333 0.9848 0.0 0.0 0.0 40 0.8287 0.6286 0.3056 0.4112 144 0.9408 0.0 0.0 0.0 41 0.9862 0.0 0.0 0.0 8 0.9413 0.0 0.0 0.0 24 0.9711
1.1015 69.0 5244 1.0562 0.6563 0.5318 0.8836 0.6640 378 0.8669 0.0 0.0 0.0 31 0.8925 0.0 0.0 0.0 12 0.9408 0.0 0.0 0.0 15 0.8057 0.0 0.0 0.0 4 0.6698 0.8967 0.8859 0.8912 333 0.9849 0.0 0.0 0.0 40 0.8298 0.6438 0.3264 0.4332 144 0.9409 0.0 0.0 0.0 41 0.9863 0.0 0.0 0.0 8 0.9415 0.0 0.0 0.0 24 0.9718
1.188 70.0 5320 1.0545 0.6592 0.5343 0.8862 0.6667 378 0.8676 0.0 0.0 0.0 31 0.8929 0.0 0.0 0.0 12 0.9411 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6701 0.8973 0.8919 0.8946 333 0.9850 0.0 0.0 0.0 40 0.8307 0.6528 0.3264 0.4352 144 0.9411 0.0 0.0 0.0 41 0.9865 0.0 0.0 0.0 8 0.9420 0.0 0.0 0.0 24 0.9727
1.0615 71.0 5396 1.0527 0.6641 0.5393 0.8889 0.6713 378 0.8681 0.0 0.0 0.0 31 0.8928 0.0 0.0 0.0 12 0.9413 0.0 0.0 0.0 15 0.8066 0.0 0.0 0.0 4 0.6701 0.8979 0.8979 0.8979 333 0.9851 0.0 0.0 0.0 40 0.8318 0.6622 0.3403 0.4495 144 0.9412 0.0 0.0 0.0 41 0.9867 0.0 0.0 0.0 8 0.9423 0.0 0.0 0.0 24 0.9736
0.9763 72.0 5472 1.0509 0.6650 0.5401 0.8915 0.6727 378 0.8685 0.0 0.0 0.0 31 0.8932 0.0 0.0 0.0 12 0.9414 0.0 0.0 0.0 15 0.8062 0.0 0.0 0.0 4 0.6708 0.8979 0.8979 0.8979 333 0.9852 0.0 0.0 0.0 40 0.8331 0.6712 0.3403 0.4516 144 0.9413 0.0 0.0 0.0 41 0.9867 0.0 0.0 0.0 8 0.9421 0.0 0.0 0.0 24 0.9745
0.9893 73.0 5548 1.0492 0.6670 0.5427 0.8915 0.6747 378 0.8690 0.0 0.0 0.0 31 0.8934 0.0 0.0 0.0 12 0.9419 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6711 0.8979 0.8979 0.8979 333 0.9853 0.0 0.0 0.0 40 0.8341 0.6711 0.3542 0.4636 144 0.9415 0.0 0.0 0.0 41 0.9868 0.0 0.0 0.0 8 0.9424 0.0 0.0 0.0 24 0.9751
1.0113 74.0 5624 1.0476 0.6728 0.5480 0.8915 0.6788 378 0.8694 0.0 0.0 0.0 31 0.8933 0.0 0.0 0.0 12 0.9421 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6715 0.8985 0.9039 0.9012 333 0.9854 0.0 0.0 0.0 40 0.8350 0.6875 0.3819 0.4911 144 0.9416 0.0 0.0 0.0 41 0.9870 0.0 0.0 0.0 8 0.9426 0.0 0.0 0.0 24 0.9758
1.1087 75.0 5700 1.0462 0.6738 0.5489 0.8915 0.6794 378 0.8697 0.0 0.0 0.0 31 0.8936 0.0 0.0 0.0 12 0.9421 0.0 0.0 0.0 15 0.8062 0.0 0.0 0.0 4 0.6723 0.8985 0.9039 0.9012 333 0.9855 0.0 0.0 0.0 40 0.8357 0.6914 0.3889 0.4978 144 0.9417 0.0 0.0 0.0 41 0.9870 0.0 0.0 0.0 8 0.9430 0.0 0.0 0.0 24 0.9763
1.159 76.0 5776 1.0447 0.6757 0.5507 0.8915 0.6808 378 0.8700 0.0 0.0 0.0 31 0.8938 0.0 0.0 0.0 12 0.9421 0.0 0.0 0.0 15 0.8067 0.0 0.0 0.0 4 0.6728 0.8985 0.9039 0.9012 333 0.9856 0.0 0.0 0.0 40 0.8367 0.6988 0.4028 0.5110 144 0.9418 0.0 0.0 0.0 41 0.9870 0.0 0.0 0.0 8 0.9431 0.0 0.0 0.0 24 0.9767
1.1679 77.0 5852 1.0436 0.6757 0.5507 0.8915 0.6808 378 0.8705 0.0 0.0 0.0 31 0.8940 0.0 0.0 0.0 12 0.9424 0.0 0.0 0.0 15 0.8068 0.0 0.0 0.0 4 0.6737 0.8985 0.9039 0.9012 333 0.9857 0.0 0.0 0.0 40 0.8373 0.6988 0.4028 0.5110 144 0.9419 0.0 0.0 0.0 41 0.9870 0.0 0.0 0.0 8 0.9432 0.0 0.0 0.0 24 0.9771
1.1658 78.0 5928 1.0425 0.6767 0.5516 0.8915 0.6815 378 0.8707 0.0 0.0 0.0 31 0.8940 0.0 0.0 0.0 12 0.9426 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6737 0.8985 0.9039 0.9012 333 0.9857 0.0 0.0 0.0 40 0.8379 0.7024 0.4097 0.5175 144 0.9419 0.0 0.0 0.0 41 0.9872 0.0 0.0 0.0 8 0.9434 0.0 0.0 0.0 24 0.9775
1.0502 79.0 6004 1.0416 0.6777 0.5525 0.8915 0.6822 378 0.8709 0.0 0.0 0.0 31 0.8941 0.0 0.0 0.0 12 0.9426 0.0 0.0 0.0 15 0.8067 0.0 0.0 0.0 4 0.6737 0.8985 0.9039 0.9012 333 0.9858 0.0 0.0 0.0 40 0.8383 0.7059 0.4167 0.5240 144 0.9420 0.0 0.0 0.0 41 0.9871 0.0 0.0 0.0 8 0.9436 0.0 0.0 0.0 24 0.9780
1.1412 80.0 6080 1.0405 0.6786 0.5543 0.8915 0.6836 378 0.8711 0.0 0.0 0.0 31 0.8942 0.0 0.0 0.0 12 0.9426 0.0 0.0 0.0 15 0.8065 0.0 0.0 0.0 4 0.6737 0.8985 0.9039 0.9012 333 0.9858 0.0 0.0 0.0 40 0.8389 0.7011 0.4236 0.5281 144 0.9421 0.0 0.0 0.0 41 0.9872 0.0 0.0 0.0 8 0.9436 0.0 0.0 0.0 24 0.9782
1.1679 81.0 6156 1.0397 0.6796 0.5561 0.8915 0.6850 378 0.8713 0.0 0.0 0.0 31 0.8942 0.0 0.0 0.0 12 0.9425 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6745 0.8985 0.9039 0.9012 333 0.9859 0.0 0.0 0.0 40 0.8391 0.6966 0.4306 0.5322 144 0.9422 0.0 0.0 0.0 41 0.9873 0.0 0.0 0.0 8 0.9436 0.0 0.0 0.0 24 0.9785
1.196 82.0 6232 1.0390 0.6796 0.5561 0.8915 0.6850 378 0.8715 0.0 0.0 0.0 31 0.8943 0.0 0.0 0.0 12 0.9425 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6745 0.8985 0.9039 0.9012 333 0.9859 0.0 0.0 0.0 40 0.8393 0.6966 0.4306 0.5322 144 0.9422 0.0 0.0 0.0 41 0.9873 0.0 0.0 0.0 8 0.9437 0.0 0.0 0.0 24 0.9788
1.0578 83.0 6308 1.0384 0.6816 0.5579 0.8915 0.6864 378 0.8716 0.0 0.0 0.0 31 0.8945 0.0 0.0 0.0 12 0.9425 0.0 0.0 0.0 15 0.8066 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9860 0.0 0.0 0.0 40 0.8397 0.7033 0.4444 0.5447 144 0.9422 0.0 0.0 0.0 41 0.9874 0.0 0.0 0.0 8 0.9437 0.0 0.0 0.0 24 0.9791
1.0564 84.0 6384 1.0379 0.6816 0.5579 0.8915 0.6864 378 0.8718 0.0 0.0 0.0 31 0.8945 0.0 0.0 0.0 12 0.9425 0.0 0.0 0.0 15 0.8066 0.0 0.0 0.0 4 0.6752 0.8985 0.9039 0.9012 333 0.9860 0.0 0.0 0.0 40 0.8398 0.7033 0.4444 0.5447 144 0.9422 0.0 0.0 0.0 41 0.9874 0.0 0.0 0.0 8 0.9437 0.0 0.0 0.0 24 0.9793
1.2025 85.0 6460 1.0374 0.6825 0.5587 0.8942 0.6877 378 0.8719 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9426 0.0 0.0 0.0 15 0.8066 0.0 0.0 0.0 4 0.6752 0.8985 0.9039 0.9012 333 0.9860 0.0 0.0 0.0 40 0.8399 0.7111 0.4444 0.5470 144 0.9422 0.0 0.0 0.0 41 0.9874 0.0 0.0 0.0 8 0.9437 0.0 0.0 0.0 24 0.9795
1.0879 86.0 6536 1.0370 0.6825 0.5587 0.8942 0.6877 378 0.8720 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9426 0.0 0.0 0.0 15 0.8064 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9860 0.0 0.0 0.0 40 0.8402 0.7111 0.4444 0.5470 144 0.9422 0.0 0.0 0.0 41 0.9874 0.0 0.0 0.0 8 0.9437 0.0 0.0 0.0 24 0.9795
1.2508 87.0 6612 1.0366 0.6825 0.5596 0.8942 0.6884 378 0.8721 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9425 0.0 0.0 0.0 15 0.8066 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9861 0.0 0.0 0.0 40 0.8404 0.7033 0.4444 0.5447 144 0.9422 0.0 0.0 0.0 41 0.9874 0.0 0.0 0.0 8 0.9439 0.0 0.0 0.0 24 0.9796
1.1376 88.0 6688 1.0364 0.6825 0.5596 0.8942 0.6884 378 0.8721 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8071 0.0 0.0 0.0 4 0.6752 0.8985 0.9039 0.9012 333 0.9861 0.0 0.0 0.0 40 0.8406 0.7033 0.4444 0.5447 144 0.9422 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9439 0.0 0.0 0.0 24 0.9796
1.1275 89.0 6764 1.0361 0.6825 0.5596 0.8942 0.6884 378 0.8722 0.0 0.0 0.0 31 0.8947 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8072 0.0 0.0 0.0 4 0.6750 0.8985 0.9039 0.9012 333 0.9861 0.0 0.0 0.0 40 0.8408 0.7033 0.4444 0.5447 144 0.9422 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9797
1.0183 90.0 6840 1.0360 0.6825 0.5596 0.8942 0.6884 378 0.8722 0.0 0.0 0.0 31 0.8947 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8409 0.7033 0.4444 0.5447 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9798
0.9412 91.0 6916 1.0358 0.6835 0.5605 0.8942 0.6891 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8409 0.7065 0.4514 0.5508 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9798
1.1009 92.0 6992 1.0358 0.6835 0.5615 0.8942 0.6898 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8409 0.6989 0.4514 0.5485 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
1.0009 93.0 7068 1.0357 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8409 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
1.0134 94.0 7144 1.0357 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
1.0437 95.0 7220 1.0356 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
0.96 96.0 7296 1.0356 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
1.0132 97.0 7372 1.0356 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
0.9806 98.0 7448 1.0356 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
0.963 99.0 7524 1.0356 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800
1.0394 100.0 7600 1.0356 0.6845 0.5624 0.8942 0.6905 378 0.8723 0.0 0.0 0.0 31 0.8946 0.0 0.0 0.0 12 0.9427 0.0 0.0 0.0 15 0.8070 0.0 0.0 0.0 4 0.6747 0.8985 0.9039 0.9012 333 0.9862 0.0 0.0 0.0 40 0.8410 0.7021 0.4583 0.5546 144 0.9423 0.0 0.0 0.0 41 0.9875 0.0 0.0 0.0 8 0.9440 0.0 0.0 0.0 24 0.9800

Framework versions

  • Transformers 4.48.1
  • Pytorch 2.5.1+cu124
  • Datasets 3.2.0
  • Tokenizers 0.21.0