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ht-finbert-cls-v5_ftis_noPretrain

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End of training

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  1. README.md +187 -347
  2. model.safetensors +1 -1
  3. runs/0-sample_rate=0.05/events.out.tfevents.1742263069.yara2.606931.0 +2 -2
  4. runs/0-sample_rate=0.05/events.out.tfevents.1742274161.yara2.606931.1 +3 -0
README.md CHANGED
@@ -16,9 +16,9 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 162.7138
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- - Accuracy: 0.9484
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- - Macro F1: 0.8754
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  ## Model description
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@@ -43,355 +43,195 @@ The following hyperparameters were used during training:
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  - seed: 42
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  - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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  - lr_scheduler_type: linear
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- - lr_scheduler_warmup_steps: 6731
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- - training_steps: 134625
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  ### Training results
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  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
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  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
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- | 45.543 | 0.0010 | 134 | 37.6686 | 0.1457 | 0.0431 |
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- | 12.1714 | 1.0010 | 268 | 120.1858 | 0.3652 | 0.0981 |
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- | 6.8791 | 2.0010 | 402 | 189.1746 | 0.5424 | 0.1460 |
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- | 6.0875 | 3.0010 | 536 | 177.7471 | 0.5842 | 0.1759 |
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- | 5.3155 | 4.0010 | 670 | 180.8154 | 0.6247 | 0.2061 |
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- | 4.4614 | 5.0010 | 804 | 165.6084 | 0.6466 | 0.2154 |
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- | 3.8212 | 6.0010 | 938 | 106.6246 | 0.6505 | 0.2396 |
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- | 3.0405 | 7.0009 | 1072 | 72.5545 | 0.6900 | 0.2773 |
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- | 2.335 | 8.0009 | 1206 | 45.7821 | 0.6909 | 0.2996 |
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- | 2.0809 | 9.0009 | 1340 | 27.9332 | 0.7284 | 0.3509 |
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- | 1.7966 | 10.0009 | 1474 | 17.0400 | 0.7593 | 0.3930 |
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- | 1.5445 | 11.0009 | 1608 | 10.1517 | 0.7573 | 0.4042 |
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- | 1.467 | 12.0009 | 1742 | 7.3090 | 0.7835 | 0.4388 |
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- | 1.3215 | 13.0009 | 1876 | 7.1028 | 0.8089 | 0.4896 |
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- | 1.123 | 14.0009 | 2010 | 4.7692 | 0.8130 | 0.5212 |
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- | 1.0691 | 15.0009 | 2144 | 3.9933 | 0.8079 | 0.5203 |
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- | 1.152 | 16.0009 | 2278 | 3.3911 | 0.8293 | 0.5514 |
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- | 0.9204 | 17.0009 | 2412 | 3.7612 | 0.8316 | 0.5586 |
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- | 0.9106 | 18.0009 | 2546 | 2.7973 | 0.8362 | 0.5800 |
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- | 0.9027 | 19.0009 | 2680 | 2.6041 | 0.8456 | 0.6057 |
73
- | 0.728 | 20.0008 | 2814 | 2.5773 | 0.8558 | 0.6189 |
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- | 0.6992 | 21.0008 | 2948 | 2.3634 | 0.8526 | 0.6160 |
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- | 0.6085 | 22.0008 | 3082 | 2.4221 | 0.8598 | 0.6277 |
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- | 0.6007 | 23.0008 | 3216 | 2.3688 | 0.8518 | 0.6159 |
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- | 0.4854 | 24.0008 | 3350 | 2.4038 | 0.8643 | 0.6406 |
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- | 0.4879 | 25.0008 | 3484 | 2.5703 | 0.8675 | 0.6435 |
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- | 0.4491 | 26.0008 | 3618 | 3.0828 | 0.8774 | 0.6680 |
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- | 0.4385 | 27.0008 | 3752 | 3.2328 | 0.8717 | 0.6582 |
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- | 0.3818 | 28.0008 | 3886 | 3.8767 | 0.8735 | 0.6699 |
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- | 0.333 | 29.0008 | 4020 | 3.1213 | 0.8820 | 0.6861 |
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- | 0.3169 | 30.0008 | 4154 | 4.4035 | 0.8849 | 0.6979 |
84
- | 0.2984 | 31.0008 | 4288 | 4.6784 | 0.8834 | 0.6910 |
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- | 0.2812 | 32.0008 | 4422 | 4.8966 | 0.8845 | 0.6981 |
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- | 0.2505 | 33.0008 | 4556 | 4.3327 | 0.8877 | 0.7021 |
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- | 0.2511 | 34.0007 | 4690 | 5.4825 | 0.8926 | 0.7094 |
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- | 0.2186 | 35.0007 | 4824 | 5.2480 | 0.8889 | 0.7134 |
89
- | 0.2107 | 36.0007 | 4958 | 6.4616 | 0.8907 | 0.7124 |
90
- | 0.2083 | 37.0007 | 5092 | 7.2384 | 0.8922 | 0.7205 |
91
- | 0.1897 | 38.0007 | 5226 | 7.7457 | 0.8938 | 0.7120 |
92
- | 0.1785 | 39.0007 | 5360 | 7.8286 | 0.9018 | 0.7334 |
93
- | 0.1494 | 40.0007 | 5494 | 9.6321 | 0.8971 | 0.7290 |
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- | 0.1449 | 41.0007 | 5628 | 9.0432 | 0.9004 | 0.7330 |
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- | 0.1389 | 42.0007 | 5762 | 10.3823 | 0.8984 | 0.7394 |
96
- | 0.1363 | 43.0007 | 5896 | 9.9032 | 0.9055 | 0.7440 |
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- | 0.1312 | 44.0007 | 6030 | 11.2326 | 0.8976 | 0.7431 |
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- | 0.1164 | 45.0007 | 6164 | 9.6388 | 0.9085 | 0.7503 |
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- | 0.1205 | 46.0007 | 6298 | 13.0412 | 0.9087 | 0.7528 |
100
- | 0.105 | 47.0006 | 6432 | 9.3576 | 0.9083 | 0.7562 |
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- | 0.1096 | 48.0006 | 6566 | 13.1920 | 0.9062 | 0.7550 |
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- | 0.0969 | 49.0006 | 6700 | 11.0084 | 0.9093 | 0.7580 |
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- | 0.0871 | 50.0006 | 6834 | 11.1928 | 0.9131 | 0.7653 |
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- | 0.0796 | 51.0006 | 6968 | 9.5789 | 0.9156 | 0.7716 |
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- | 0.0804 | 52.0006 | 7102 | 13.1080 | 0.9119 | 0.7661 |
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- | 0.0987 | 53.0006 | 7236 | 13.7854 | 0.9153 | 0.7670 |
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- | 0.0728 | 54.0006 | 7370 | 9.6524 | 0.9127 | 0.7672 |
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- | 0.0743 | 55.0006 | 7504 | 10.2515 | 0.9218 | 0.7846 |
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- | 0.0609 | 56.0006 | 7638 | 12.0549 | 0.9204 | 0.7846 |
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- | 0.0588 | 57.0006 | 7772 | 14.0930 | 0.9241 | 0.7885 |
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- | 0.0567 | 58.0006 | 7906 | 12.9989 | 0.9181 | 0.7841 |
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- | 0.0509 | 59.0006 | 8040 | 18.1528 | 0.9217 | 0.7893 |
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- | 0.0408 | 60.0005 | 8174 | 12.0293 | 0.9219 | 0.7900 |
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- | 0.0458 | 61.0005 | 8308 | 11.6162 | 0.9253 | 0.7937 |
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- | 0.0601 | 62.0005 | 8442 | 14.5735 | 0.9174 | 0.7847 |
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- | 0.0551 | 63.0005 | 8576 | 9.7880 | 0.9238 | 0.7929 |
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- | 0.0431 | 64.0005 | 8710 | 14.0371 | 0.9220 | 0.7873 |
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- | 0.0461 | 65.0005 | 8844 | 10.2570 | 0.9258 | 0.7973 |
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- | 0.0479 | 66.0005 | 8978 | 12.7522 | 0.9281 | 0.8018 |
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- | 0.03 | 67.0005 | 9112 | 14.8971 | 0.9285 | 0.8034 |
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- | 0.0309 | 68.0005 | 9246 | 19.1162 | 0.9286 | 0.8048 |
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- | 0.0301 | 69.0005 | 9380 | 15.7903 | 0.9291 | 0.8071 |
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- | 0.0266 | 70.0005 | 9514 | 14.6074 | 0.9283 | 0.7993 |
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- | 0.0303 | 71.0005 | 9648 | 13.6797 | 0.9244 | 0.7963 |
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- | 0.0313 | 72.0005 | 9782 | 14.4589 | 0.9248 | 0.8015 |
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- | 0.0331 | 73.0005 | 9916 | 16.7856 | 0.9245 | 0.8004 |
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- | 0.0328 | 74.0004 | 10050 | 19.7804 | 0.9282 | 0.8096 |
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- | 0.0411 | 75.0004 | 10184 | 12.2544 | 0.9206 | 0.7966 |
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- | 0.0549 | 76.0004 | 10318 | 13.9969 | 0.9235 | 0.7981 |
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- | 0.0446 | 77.0004 | 10452 | 12.2967 | 0.9199 | 0.7936 |
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- | 0.0318 | 78.0004 | 10586 | 11.7686 | 0.9310 | 0.8097 |
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- | 0.03 | 79.0004 | 10720 | 21.9109 | 0.9246 | 0.8065 |
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- | 0.0238 | 80.0004 | 10854 | 17.8479 | 0.9281 | 0.8113 |
134
- | 0.0245 | 81.0004 | 10988 | 21.8279 | 0.9340 | 0.8178 |
135
- | 0.0246 | 82.0004 | 11122 | 16.4960 | 0.9320 | 0.8131 |
136
- | 0.0188 | 83.0004 | 11256 | 26.8088 | 0.9324 | 0.8192 |
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- | 0.021 | 84.0004 | 11390 | 23.6855 | 0.9323 | 0.8191 |
138
- | 0.0181 | 85.0004 | 11524 | 21.6618 | 0.9340 | 0.8182 |
139
- | 0.0226 | 86.0004 | 11658 | 21.8961 | 0.9285 | 0.8135 |
140
- | 0.0297 | 87.0003 | 11792 | 18.5460 | 0.9300 | 0.8095 |
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- | 0.03 | 88.0003 | 11926 | 14.3813 | 0.9341 | 0.8165 |
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- | 0.0428 | 89.0003 | 12060 | 18.6334 | 0.9273 | 0.8121 |
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- | 0.02 | 90.0003 | 12194 | 27.5081 | 0.9327 | 0.8193 |
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- | 0.0214 | 91.0003 | 12328 | 28.0041 | 0.9298 | 0.8143 |
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- | 0.0302 | 92.0003 | 12462 | 14.3815 | 0.9261 | 0.8075 |
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- | 0.0271 | 93.0003 | 12596 | 15.0096 | 0.9266 | 0.8081 |
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- | 0.0317 | 94.0003 | 12730 | 17.9673 | 0.9231 | 0.8046 |
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- | 0.0227 | 95.0003 | 12864 | 20.7421 | 0.9289 | 0.8161 |
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- | 0.0212 | 96.0003 | 12998 | 19.9635 | 0.9285 | 0.8165 |
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- | 0.021 | 97.0003 | 13132 | 20.8753 | 0.9332 | 0.8245 |
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- | 0.0165 | 98.0003 | 13266 | 25.1363 | 0.9306 | 0.8243 |
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- | 0.0136 | 99.0003 | 13400 | 18.7318 | 0.9376 | 0.8292 |
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- | 0.0137 | 100.0003 | 13534 | 28.1647 | 0.9359 | 0.8243 |
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- | 0.0133 | 101.0002 | 13668 | 29.4668 | 0.9367 | 0.8272 |
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- | 0.012 | 102.0002 | 13802 | 30.4914 | 0.9368 | 0.8298 |
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- | 0.0123 | 103.0002 | 13936 | 47.7951 | 0.9367 | 0.8273 |
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- | 0.012 | 104.0002 | 14070 | 39.5346 | 0.9377 | 0.8306 |
158
- | 0.0119 | 105.0002 | 14204 | 38.8825 | 0.9370 | 0.8310 |
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- | 0.017 | 106.0002 | 14338 | 11.7539 | 0.9334 | 0.8209 |
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- | 0.0281 | 107.0002 | 14472 | 20.5990 | 0.9313 | 0.8205 |
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- | 0.0464 | 108.0002 | 14606 | 24.9985 | 0.9239 | 0.8191 |
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- | 0.0242 | 109.0002 | 14740 | 25.0784 | 0.9355 | 0.8281 |
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- | 0.0141 | 110.0002 | 14874 | 37.1372 | 0.9362 | 0.8328 |
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- | 0.0117 | 111.0002 | 15008 | 40.8196 | 0.9353 | 0.8314 |
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- | 0.0108 | 112.0002 | 15142 | 37.4520 | 0.9365 | 0.8309 |
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- | 0.013 | 113.0002 | 15276 | 50.9136 | 0.9346 | 0.8229 |
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- | 0.0129 | 114.0001 | 15410 | 32.8327 | 0.9379 | 0.8347 |
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- | 0.0138 | 115.0001 | 15544 | 32.8656 | 0.9387 | 0.8349 |
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- | 0.0106 | 116.0001 | 15678 | 38.1302 | 0.9390 | 0.8358 |
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- | 0.0102 | 117.0001 | 15812 | 44.2759 | 0.9368 | 0.8330 |
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- | 0.0087 | 118.0001 | 15946 | 45.6464 | 0.9385 | 0.8342 |
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- | 0.0081 | 119.0001 | 16080 | 45.9486 | 0.9390 | 0.8376 |
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- | 0.0116 | 120.0001 | 16214 | 29.3947 | 0.9372 | 0.8324 |
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- | 0.0211 | 121.0001 | 16348 | 33.0508 | 0.9351 | 0.8277 |
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- | 0.0279 | 122.0001 | 16482 | 21.0654 | 0.8965 | 0.7941 |
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- | 0.0267 | 123.0001 | 16616 | 22.6407 | 0.9261 | 0.8253 |
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- | 0.036 | 124.0001 | 16750 | 16.7132 | 0.9310 | 0.8317 |
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- | 0.0176 | 125.0001 | 16884 | 21.8434 | 0.9319 | 0.8361 |
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- | 0.0152 | 126.0001 | 17018 | 21.8327 | 0.9381 | 0.8370 |
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- | 0.0126 | 127.0001 | 17152 | 35.8588 | 0.9347 | 0.8414 |
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- | 0.0115 | 128.0000 | 17286 | 52.3288 | 0.9373 | 0.8433 |
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- | 0.0081 | 129.0000 | 17420 | 53.1294 | 0.9396 | 0.8424 |
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- | 0.0069 | 130.0000 | 17554 | 52.4994 | 0.9370 | 0.8403 |
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- | 0.0056 | 131.0000 | 17688 | 54.9926 | 0.9390 | 0.8441 |
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- | 0.0052 | 132.0000 | 17822 | 59.6326 | 0.9404 | 0.8448 |
186
- | 0.0054 | 133.0000 | 17956 | 74.3210 | 0.9398 | 0.8434 |
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- | 0.005 | 133.0010 | 18090 | 69.5154 | 0.9393 | 0.8445 |
188
- | 0.0049 | 134.0010 | 18224 | 51.7564 | 0.9385 | 0.8377 |
189
- | 0.0049 | 135.0010 | 18358 | 61.9282 | 0.9396 | 0.8456 |
190
- | 0.0044 | 136.0010 | 18492 | 57.5814 | 0.9378 | 0.8409 |
191
- | 0.0222 | 137.0010 | 18626 | 29.0368 | 0.9338 | 0.8309 |
192
- | 0.0283 | 138.0010 | 18760 | 39.0483 | 0.9347 | 0.8291 |
193
- | 0.0278 | 139.0010 | 18894 | 39.1734 | 0.9261 | 0.8342 |
194
- | 0.0243 | 140.0010 | 19028 | 34.1281 | 0.9348 | 0.8369 |
195
- | 0.0101 | 141.0009 | 19162 | 32.3927 | 0.9369 | 0.8385 |
196
- | 0.0093 | 142.0009 | 19296 | 31.9573 | 0.9393 | 0.8417 |
197
- | 0.0092 | 143.0009 | 19430 | 52.4088 | 0.9371 | 0.8404 |
198
- | 0.0079 | 144.0009 | 19564 | 56.8293 | 0.9393 | 0.8433 |
199
- | 0.0079 | 145.0009 | 19698 | 54.6730 | 0.9390 | 0.8441 |
200
- | 0.0052 | 146.0009 | 19832 | 66.1834 | 0.9406 | 0.8473 |
201
- | 0.0058 | 147.0009 | 19966 | 79.6407 | 0.9406 | 0.8484 |
202
- | 0.0059 | 148.0009 | 20100 | 62.1706 | 0.9406 | 0.8476 |
203
- | 0.0053 | 149.0009 | 20234 | 61.6587 | 0.9344 | 0.8460 |
204
- | 0.0073 | 150.0009 | 20368 | 51.3585 | 0.9375 | 0.8429 |
205
- | 0.0197 | 151.0009 | 20502 | 24.3241 | 0.9320 | 0.8282 |
206
- | 0.0226 | 152.0009 | 20636 | 30.3730 | 0.9354 | 0.8289 |
207
- | 0.0188 | 153.0009 | 20770 | 30.9989 | 0.9415 | 0.8441 |
208
- | 0.0131 | 154.0008 | 20904 | 44.8847 | 0.9410 | 0.8425 |
209
- | 0.0127 | 155.0008 | 21038 | 45.3444 | 0.9398 | 0.8507 |
210
- | 0.0077 | 156.0008 | 21172 | 38.5864 | 0.9401 | 0.8493 |
211
- | 0.006 | 157.0008 | 21306 | 70.8224 | 0.9405 | 0.8532 |
212
- | 0.0039 | 158.0008 | 21440 | 63.6000 | 0.9414 | 0.8506 |
213
- | 0.0042 | 159.0008 | 21574 | 72.8867 | 0.9417 | 0.8492 |
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- | 0.0037 | 160.0008 | 21708 | 83.9120 | 0.9412 | 0.8521 |
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- | 0.0036 | 161.0008 | 21842 | 91.0785 | 0.9417 | 0.8524 |
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- | 0.0029 | 162.0008 | 21976 | 97.1185 | 0.9414 | 0.8489 |
217
- | 0.0032 | 163.0008 | 22110 | 93.5134 | 0.9409 | 0.8500 |
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- | 0.0036 | 164.0008 | 22244 | 107.9322 | 0.9419 | 0.8537 |
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- | 0.0048 | 165.0008 | 22378 | 71.4874 | 0.9408 | 0.8487 |
220
- | 0.0108 | 166.0008 | 22512 | 94.2806 | 0.9420 | 0.8521 |
221
- | 0.0073 | 167.0008 | 22646 | 57.7657 | 0.9416 | 0.8514 |
222
- | 0.0103 | 168.0007 | 22780 | 47.2644 | 0.9351 | 0.8479 |
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- | 0.0065 | 169.0007 | 22914 | 81.6244 | 0.9419 | 0.8526 |
224
- | 0.0087 | 170.0007 | 23048 | 93.6743 | 0.9417 | 0.8530 |
225
- | 0.0035 | 171.0007 | 23182 | 80.3406 | 0.9429 | 0.8573 |
226
- | 0.0034 | 172.0007 | 23316 | 90.1508 | 0.9433 | 0.8561 |
227
- | 0.0035 | 173.0007 | 23450 | 99.9792 | 0.9406 | 0.8527 |
228
- | 0.006 | 174.0007 | 23584 | 124.1940 | 0.9400 | 0.8520 |
229
- | 0.0095 | 175.0007 | 23718 | 53.7223 | 0.9395 | 0.8395 |
230
- | 0.007 | 176.0007 | 23852 | 57.9676 | 0.9416 | 0.8542 |
231
- | 0.0044 | 177.0007 | 23986 | 110.0910 | 0.9421 | 0.8545 |
232
- | 0.005 | 178.0007 | 24120 | 103.7164 | 0.9420 | 0.8529 |
233
- | 0.0051 | 179.0007 | 24254 | 64.3553 | 0.9405 | 0.8511 |
234
- | 0.0094 | 180.0007 | 24388 | 52.7911 | 0.9403 | 0.8538 |
235
- | 0.0122 | 181.0006 | 24522 | 61.6259 | 0.9431 | 0.8575 |
236
- | 0.0055 | 182.0006 | 24656 | 74.3007 | 0.9444 | 0.8575 |
237
- | 0.0067 | 183.0006 | 24790 | 54.3863 | 0.9394 | 0.8522 |
238
- | 0.0071 | 184.0006 | 24924 | 68.5322 | 0.9388 | 0.8478 |
239
- | 0.0038 | 185.0006 | 25058 | 118.8089 | 0.9439 | 0.8558 |
240
- | 0.0038 | 186.0006 | 25192 | 83.6077 | 0.9438 | 0.8556 |
241
- | 0.0023 | 187.0006 | 25326 | 123.9618 | 0.9455 | 0.8595 |
242
- | 0.0027 | 188.0006 | 25460 | 113.7242 | 0.9447 | 0.8580 |
243
- | 0.0023 | 189.0006 | 25594 | 119.8211 | 0.9438 | 0.8578 |
244
- | 0.0026 | 190.0006 | 25728 | 118.4269 | 0.9426 | 0.8564 |
245
- | 0.0025 | 191.0006 | 25862 | 118.8750 | 0.9434 | 0.8570 |
246
- | 0.0029 | 192.0006 | 25996 | 127.6540 | 0.9445 | 0.8581 |
247
- | 0.0139 | 193.0006 | 26130 | 97.2568 | 0.9378 | 0.8499 |
248
- | 0.0059 | 194.0005 | 26264 | 52.9716 | 0.9406 | 0.8530 |
249
- | 0.0113 | 195.0005 | 26398 | 33.8176 | 0.9387 | 0.8470 |
250
- | 0.025 | 196.0005 | 26532 | 30.8839 | 0.9388 | 0.8539 |
251
- | 0.0101 | 197.0005 | 26666 | 64.7590 | 0.9423 | 0.8537 |
252
- | 0.0047 | 198.0005 | 26800 | 76.7934 | 0.9438 | 0.8561 |
253
- | 0.0061 | 199.0005 | 26934 | 111.6333 | 0.9456 | 0.8600 |
254
- | 0.0022 | 200.0005 | 27068 | 112.1581 | 0.9463 | 0.8606 |
255
- | 0.0021 | 201.0005 | 27202 | 118.7969 | 0.9459 | 0.8615 |
256
- | 0.0019 | 202.0005 | 27336 | 140.0457 | 0.9459 | 0.8619 |
257
- | 0.0019 | 203.0005 | 27470 | 142.6103 | 0.9454 | 0.8586 |
258
- | 0.0018 | 204.0005 | 27604 | 123.0696 | 0.9457 | 0.8601 |
259
- | 0.0024 | 205.0005 | 27738 | 126.1363 | 0.9452 | 0.8604 |
260
- | 0.0018 | 206.0005 | 27872 | 136.7932 | 0.9456 | 0.8611 |
261
- | 0.0022 | 207.0005 | 28006 | 149.8911 | 0.9455 | 0.8609 |
262
- | 0.003 | 208.0004 | 28140 | 121.8294 | 0.9464 | 0.8629 |
263
- | 0.0019 | 209.0004 | 28274 | 161.4209 | 0.9423 | 0.8576 |
264
- | 0.0067 | 210.0004 | 28408 | 99.4327 | 0.9436 | 0.8539 |
265
- | 0.0072 | 211.0004 | 28542 | 59.1547 | 0.9428 | 0.8551 |
266
- | 0.0161 | 212.0004 | 28676 | 54.6287 | 0.9336 | 0.8516 |
267
- | 0.0114 | 213.0004 | 28810 | 62.4940 | 0.9401 | 0.8570 |
268
- | 0.0081 | 214.0004 | 28944 | 94.4939 | 0.9461 | 0.8633 |
269
- | 0.0043 | 215.0004 | 29078 | 106.9479 | 0.9440 | 0.8613 |
270
- | 0.0088 | 216.0004 | 29212 | 101.4965 | 0.9417 | 0.8572 |
271
- | 0.0078 | 217.0004 | 29346 | 89.0208 | 0.9424 | 0.8598 |
272
- | 0.0034 | 218.0004 | 29480 | 106.2097 | 0.9309 | 0.8513 |
273
- | 0.0048 | 219.0004 | 29614 | 95.6232 | 0.9442 | 0.8600 |
274
- | 0.0041 | 220.0004 | 29748 | 99.3024 | 0.9459 | 0.8620 |
275
- | 0.0125 | 221.0003 | 29882 | 110.5404 | 0.9446 | 0.8618 |
276
- | 0.0058 | 222.0003 | 30016 | 99.5873 | 0.9450 | 0.8624 |
277
- | 0.0059 | 223.0003 | 30150 | 83.6751 | 0.9458 | 0.8622 |
278
- | 0.0073 | 224.0003 | 30284 | 97.4001 | 0.9446 | 0.8595 |
279
- | 0.0028 | 225.0003 | 30418 | 123.9756 | 0.9465 | 0.8652 |
280
- | 0.0029 | 226.0003 | 30552 | 126.4784 | 0.9476 | 0.8647 |
281
- | 0.0016 | 227.0003 | 30686 | 152.3572 | 0.9483 | 0.8649 |
282
- | 0.0012 | 228.0003 | 30820 | 150.0690 | 0.9485 | 0.8664 |
283
- | 0.0011 | 229.0003 | 30954 | 169.9456 | 0.9489 | 0.8668 |
284
- | 0.0029 | 230.0003 | 31088 | 175.4617 | 0.9472 | 0.8621 |
285
- | 0.0046 | 231.0003 | 31222 | 124.6474 | 0.9476 | 0.8597 |
286
- | 0.0046 | 232.0003 | 31356 | 152.9940 | 0.9478 | 0.8631 |
287
- | 0.0035 | 233.0003 | 31490 | 143.6268 | 0.9432 | 0.8592 |
288
- | 0.002 | 234.0003 | 31624 | 154.0631 | 0.9467 | 0.8616 |
289
- | 0.0028 | 235.0002 | 31758 | 178.3546 | 0.9466 | 0.8608 |
290
- | 0.0023 | 236.0002 | 31892 | 131.7354 | 0.9445 | 0.8589 |
291
- | 0.0025 | 237.0002 | 32026 | 166.9045 | 0.9448 | 0.8620 |
292
- | 0.0018 | 238.0002 | 32160 | 156.9926 | 0.9475 | 0.8658 |
293
- | 0.0014 | 239.0002 | 32294 | 159.5325 | 0.9474 | 0.8667 |
294
- | 0.0014 | 240.0002 | 32428 | 166.3478 | 0.9473 | 0.8649 |
295
- | 0.0014 | 241.0002 | 32562 | 163.3651 | 0.9476 | 0.8655 |
296
- | 0.0011 | 242.0002 | 32696 | 178.5182 | 0.9487 | 0.8673 |
297
- | 0.0045 | 243.0002 | 32830 | 109.6939 | 0.9435 | 0.8564 |
298
- | 0.0195 | 244.0002 | 32964 | 35.0492 | 0.9392 | 0.8523 |
299
- | 0.0072 | 245.0002 | 33098 | 48.3300 | 0.9398 | 0.8578 |
300
- | 0.0253 | 246.0002 | 33232 | 83.0843 | 0.9432 | 0.8586 |
301
- | 0.003 | 247.0002 | 33366 | 114.3899 | 0.9470 | 0.8665 |
302
- | 0.0015 | 248.0001 | 33500 | 122.8450 | 0.9459 | 0.8649 |
303
- | 0.0019 | 249.0001 | 33634 | 127.4949 | 0.9473 | 0.8665 |
304
- | 0.0016 | 250.0001 | 33768 | 150.6241 | 0.9479 | 0.8683 |
305
- | 0.0029 | 251.0001 | 33902 | 146.5055 | 0.9461 | 0.8633 |
306
- | 0.0021 | 252.0001 | 34036 | 176.6820 | 0.9479 | 0.8677 |
307
- | 0.0026 | 253.0001 | 34170 | 157.4431 | 0.9454 | 0.8631 |
308
- | 0.0015 | 254.0001 | 34304 | 148.2496 | 0.9477 | 0.8692 |
309
- | 0.001 | 255.0001 | 34438 | 162.3797 | 0.9471 | 0.8679 |
310
- | 0.001 | 256.0001 | 34572 | 167.5486 | 0.9476 | 0.8688 |
311
- | 0.0009 | 257.0001 | 34706 | 170.3808 | 0.9475 | 0.8697 |
312
- | 0.0008 | 258.0001 | 34840 | 164.4388 | 0.9478 | 0.8698 |
313
- | 0.0009 | 259.0001 | 34974 | 171.8049 | 0.9474 | 0.8677 |
314
- | 0.0011 | 260.0001 | 35108 | 176.4889 | 0.9463 | 0.8646 |
315
- | 0.0009 | 261.0001 | 35242 | 194.9199 | 0.9458 | 0.8643 |
316
- | 0.0029 | 262.0000 | 35376 | 199.6935 | 0.9437 | 0.8592 |
317
- | 0.0124 | 263.0000 | 35510 | 104.5047 | 0.9395 | 0.8590 |
318
- | 0.0082 | 264.0000 | 35644 | 88.0923 | 0.9431 | 0.8591 |
319
- | 0.0058 | 265.0000 | 35778 | 63.9346 | 0.9447 | 0.8579 |
320
- | 0.005 | 266.0000 | 35912 | 105.4345 | 0.9451 | 0.8642 |
321
- | 0.0088 | 267.0000 | 36046 | 50.2108 | 0.9388 | 0.8601 |
322
- | 0.0134 | 267.0010 | 36180 | 72.4809 | 0.9443 | 0.8655 |
323
- | 0.004 | 268.0010 | 36314 | 108.3067 | 0.9469 | 0.8698 |
324
- | 0.0087 | 269.0010 | 36448 | 97.8624 | 0.9443 | 0.8620 |
325
- | 0.0047 | 270.0010 | 36582 | 54.1172 | 0.9464 | 0.8700 |
326
- | 0.0012 | 271.0010 | 36716 | 99.7215 | 0.9466 | 0.8706 |
327
- | 0.0009 | 272.0010 | 36850 | 111.7230 | 0.9469 | 0.8727 |
328
- | 0.0009 | 273.0010 | 36984 | 135.0946 | 0.9472 | 0.8711 |
329
- | 0.0012 | 274.0010 | 37118 | 165.3617 | 0.9476 | 0.8717 |
330
- | 0.0013 | 275.0009 | 37252 | 139.7315 | 0.9477 | 0.8727 |
331
- | 0.0008 | 276.0009 | 37386 | 145.0181 | 0.9471 | 0.8713 |
332
- | 0.0007 | 277.0009 | 37520 | 190.3460 | 0.9473 | 0.8713 |
333
- | 0.0008 | 278.0009 | 37654 | 162.4886 | 0.9478 | 0.8727 |
334
- | 0.0008 | 279.0009 | 37788 | 179.8172 | 0.9473 | 0.8712 |
335
- | 0.0009 | 280.0009 | 37922 | 192.0800 | 0.9468 | 0.8704 |
336
- | 0.0016 | 281.0009 | 38056 | 173.5563 | 0.9462 | 0.8657 |
337
- | 0.001 | 282.0009 | 38190 | 179.8170 | 0.9469 | 0.8702 |
338
- | 0.0008 | 283.0009 | 38324 | 181.3821 | 0.9465 | 0.8679 |
339
- | 0.0013 | 284.0009 | 38458 | 194.3612 | 0.9466 | 0.8641 |
340
- | 0.0029 | 285.0009 | 38592 | 95.6095 | 0.9423 | 0.8590 |
341
- | 0.0206 | 286.0009 | 38726 | 77.1639 | 0.9434 | 0.8582 |
342
- | 0.0113 | 287.0009 | 38860 | 89.3969 | 0.9450 | 0.8630 |
343
- | 0.0376 | 288.0008 | 38994 | 97.5459 | 0.9403 | 0.8634 |
344
- | 0.0068 | 289.0008 | 39128 | 95.8507 | 0.9481 | 0.8723 |
345
- | 0.0023 | 290.0008 | 39262 | 125.2292 | 0.9468 | 0.8727 |
346
- | 0.0011 | 291.0008 | 39396 | 133.2481 | 0.9475 | 0.8739 |
347
- | 0.0008 | 292.0008 | 39530 | 143.0677 | 0.9477 | 0.8739 |
348
- | 0.0008 | 293.0008 | 39664 | 134.9695 | 0.9485 | 0.8733 |
349
- | 0.0008 | 294.0008 | 39798 | 159.0069 | 0.9484 | 0.8736 |
350
- | 0.001 | 295.0008 | 39932 | 197.6460 | 0.9479 | 0.8715 |
351
- | 0.0009 | 296.0008 | 40066 | 183.4541 | 0.9482 | 0.8720 |
352
- | 0.0013 | 297.0008 | 40200 | 188.8042 | 0.9482 | 0.8718 |
353
- | 0.0014 | 298.0008 | 40334 | 185.1784 | 0.9484 | 0.8721 |
354
- | 0.0033 | 299.0008 | 40468 | 148.2142 | 0.9475 | 0.8655 |
355
- | 0.0028 | 300.0008 | 40602 | 163.2597 | 0.9452 | 0.8665 |
356
- | 0.0024 | 301.0008 | 40736 | 187.1689 | 0.9453 | 0.8687 |
357
- | 0.0016 | 302.0007 | 40870 | 172.7240 | 0.9461 | 0.8724 |
358
- | 0.0012 | 303.0007 | 41004 | 190.5916 | 0.9457 | 0.8681 |
359
- | 0.0008 | 304.0007 | 41138 | 178.6293 | 0.9468 | 0.8717 |
360
- | 0.0007 | 305.0007 | 41272 | 178.7706 | 0.9469 | 0.8710 |
361
- | 0.0011 | 306.0007 | 41406 | 193.0382 | 0.9470 | 0.8709 |
362
- | 0.0009 | 307.0007 | 41540 | 223.9004 | 0.9482 | 0.8739 |
363
- | 0.0007 | 308.0007 | 41674 | 230.3198 | 0.9481 | 0.8724 |
364
- | 0.0072 | 309.0007 | 41808 | 149.6075 | 0.9435 | 0.8651 |
365
- | 0.0157 | 310.0007 | 41942 | 112.7918 | 0.9445 | 0.8542 |
366
- | 0.0027 | 311.0007 | 42076 | 141.8771 | 0.9462 | 0.8717 |
367
- | 0.0026 | 312.0007 | 42210 | 114.1093 | 0.9468 | 0.8713 |
368
- | 0.0026 | 313.0007 | 42344 | 126.7154 | 0.9480 | 0.8737 |
369
- | 0.0047 | 314.0007 | 42478 | 77.0246 | 0.9468 | 0.8754 |
370
- | 0.0089 | 315.0006 | 42612 | 132.1414 | 0.9199 | 0.8594 |
371
- | 0.0034 | 316.0006 | 42746 | 110.4408 | 0.9489 | 0.8716 |
372
- | 0.0018 | 317.0006 | 42880 | 142.3711 | 0.9493 | 0.8737 |
373
- | 0.0014 | 318.0006 | 43014 | 153.9479 | 0.9488 | 0.8740 |
374
- | 0.0009 | 319.0006 | 43148 | 159.1833 | 0.9484 | 0.8754 |
375
- | 0.0008 | 320.0006 | 43282 | 176.1735 | 0.9487 | 0.8738 |
376
- | 0.0008 | 321.0006 | 43416 | 184.6256 | 0.9485 | 0.8731 |
377
- | 0.0008 | 322.0006 | 43550 | 185.8248 | 0.9488 | 0.8721 |
378
- | 0.0006 | 323.0006 | 43684 | 206.3859 | 0.9488 | 0.8735 |
379
- | 0.0006 | 324.0006 | 43818 | 207.9562 | 0.9486 | 0.8736 |
380
- | 0.0055 | 325.0006 | 43952 | 173.8365 | 0.9429 | 0.8618 |
381
- | 0.0018 | 326.0006 | 44086 | 179.0922 | 0.9477 | 0.8706 |
382
- | 0.0008 | 327.0006 | 44220 | 187.7769 | 0.9476 | 0.8732 |
383
- | 0.0007 | 328.0005 | 44354 | 174.3856 | 0.9474 | 0.8720 |
384
- | 0.0006 | 329.0005 | 44488 | 176.2926 | 0.9485 | 0.8744 |
385
- | 0.0007 | 330.0005 | 44622 | 184.2081 | 0.9475 | 0.8701 |
386
- | 0.0006 | 331.0005 | 44756 | 202.9410 | 0.9480 | 0.8735 |
387
- | 0.0011 | 332.0005 | 44890 | 232.3411 | 0.9476 | 0.8748 |
388
- | 0.0013 | 333.0005 | 45024 | 186.2867 | 0.9471 | 0.8723 |
389
- | 0.0007 | 334.0005 | 45158 | 187.7565 | 0.9474 | 0.8718 |
390
- | 0.0012 | 335.0005 | 45292 | 192.5819 | 0.9477 | 0.8726 |
391
- | 0.0008 | 336.0005 | 45426 | 193.2551 | 0.9471 | 0.8742 |
392
- | 0.0008 | 337.0005 | 45560 | 206.2135 | 0.9477 | 0.8743 |
393
- | 0.0005 | 338.0005 | 45694 | 190.3214 | 0.9471 | 0.8724 |
394
- | 0.0017 | 339.0005 | 45828 | 183.5470 | 0.9454 | 0.8694 |
395
 
396
 
397
  ### Framework versions
 
16
 
17
  This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 92.9445
20
+ - Accuracy: 0.8351
21
+ - Macro F1: 0.6489
22
 
23
  ## Model description
24
 
 
43
  - seed: 42
44
  - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
45
  - lr_scheduler_type: linear
46
+ - lr_scheduler_warmup_steps: 6700
47
+ - training_steps: 134000
48
 
49
  ### Training results
50
 
51
  | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 |
52
  |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
53
+ | 47.3163 | 2.0002 | 100 | 30.8693 | 0.1303 | 0.0409 |
54
+ | 18.3779 | 5.0002 | 200 | 73.9035 | 0.2042 | 0.0513 |
55
+ | 8.2696 | 8.0002 | 300 | 147.5503 | 0.4564 | 0.1146 |
56
+ | 6.7213 | 11.0002 | 400 | 171.8964 | 0.5408 | 0.1392 |
57
+ | 6.132 | 14.0002 | 500 | 205.9964 | 0.5705 | 0.1495 |
58
+ | 5.4198 | 17.0002 | 600 | 196.4142 | 0.5921 | 0.1633 |
59
+ | 4.9322 | 20.0001 | 700 | 226.8508 | 0.6124 | 0.1847 |
60
+ | 4.2859 | 23.0001 | 800 | 182.0064 | 0.6303 | 0.2069 |
61
+ | 3.5424 | 26.0001 | 900 | 119.8234 | 0.6409 | 0.2184 |
62
+ | 2.9893 | 29.0001 | 1000 | 94.5961 | 0.6575 | 0.2582 |
63
+ | 2.388 | 32.0001 | 1100 | 67.4827 | 0.6717 | 0.2771 |
64
+ | 1.9977 | 35.0001 | 1200 | 37.1315 | 0.6834 | 0.2970 |
65
+ | 1.7116 | 38.0001 | 1300 | 23.7928 | 0.6906 | 0.3159 |
66
+ | 1.5454 | 41.0000 | 1400 | 16.0731 | 0.7089 | 0.3520 |
67
+ | 1.239 | 44.0000 | 1500 | 11.3044 | 0.7181 | 0.3888 |
68
+ | 1.0348 | 47.0000 | 1600 | 8.7288 | 0.7154 | 0.3897 |
69
+ | 0.9315 | 49.0003 | 1700 | 7.1351 | 0.7297 | 0.4125 |
70
+ | 0.7517 | 52.0002 | 1800 | 5.4532 | 0.7377 | 0.4526 |
71
+ | 0.6675 | 55.0002 | 1900 | 4.5291 | 0.7463 | 0.4581 |
72
+ | 0.5866 | 58.0002 | 2000 | 4.1340 | 0.7497 | 0.4836 |
73
+ | 0.5392 | 61.0002 | 2100 | 5.2211 | 0.7500 | 0.4725 |
74
+ | 0.4744 | 64.0002 | 2200 | 4.0583 | 0.7573 | 0.4881 |
75
+ | 0.4311 | 67.0002 | 2300 | 3.8780 | 0.7550 | 0.4983 |
76
+ | 0.3422 | 70.0001 | 2400 | 4.1826 | 0.7612 | 0.5172 |
77
+ | 0.3217 | 73.0001 | 2500 | 4.3735 | 0.7598 | 0.4986 |
78
+ | 0.2984 | 76.0001 | 2600 | 3.9067 | 0.7668 | 0.5125 |
79
+ | 0.2532 | 79.0001 | 2700 | 4.7464 | 0.7738 | 0.5218 |
80
+ | 0.2438 | 82.0001 | 2800 | 5.1362 | 0.7645 | 0.5052 |
81
+ | 0.2177 | 85.0001 | 2900 | 5.6936 | 0.7645 | 0.5229 |
82
+ | 0.1968 | 88.0001 | 3000 | 5.4854 | 0.7752 | 0.5312 |
83
+ | 0.1901 | 91.0000 | 3100 | 5.9959 | 0.7740 | 0.5294 |
84
+ | 0.1645 | 94.0000 | 3200 | 7.4186 | 0.7812 | 0.5407 |
85
+ | 0.1472 | 97.0000 | 3300 | 7.2000 | 0.7823 | 0.5439 |
86
+ | 0.1409 | 99.0003 | 3400 | 8.4192 | 0.7740 | 0.5455 |
87
+ | 0.1294 | 102.0002 | 3500 | 9.2161 | 0.7822 | 0.5527 |
88
+ | 0.1213 | 105.0002 | 3600 | 10.7050 | 0.7800 | 0.5496 |
89
+ | 0.1002 | 108.0002 | 3700 | 11.5795 | 0.7820 | 0.5526 |
90
+ | 0.1016 | 111.0002 | 3800 | 12.5054 | 0.7788 | 0.5493 |
91
+ | 0.0917 | 114.0002 | 3900 | 14.2625 | 0.7912 | 0.5581 |
92
+ | 0.0871 | 117.0002 | 4000 | 16.3408 | 0.7845 | 0.5498 |
93
+ | 0.0717 | 120.0001 | 4100 | 16.0609 | 0.7878 | 0.5545 |
94
+ | 0.0711 | 123.0001 | 4200 | 15.5629 | 0.7920 | 0.5594 |
95
+ | 0.0648 | 126.0001 | 4300 | 16.5698 | 0.7914 | 0.5558 |
96
+ | 0.0625 | 129.0001 | 4400 | 17.8345 | 0.7899 | 0.5609 |
97
+ | 0.0574 | 132.0001 | 4500 | 19.8641 | 0.7975 | 0.5593 |
98
+ | 0.0584 | 135.0001 | 4600 | 20.1964 | 0.7913 | 0.5737 |
99
+ | 0.0492 | 138.0001 | 4700 | 20.8334 | 0.7966 | 0.5695 |
100
+ | 0.0485 | 141.0000 | 4800 | 18.2647 | 0.7973 | 0.5623 |
101
+ | 0.0449 | 144.0000 | 4900 | 19.5311 | 0.8019 | 0.5760 |
102
+ | 0.0403 | 147.0000 | 5000 | 16.6079 | 0.8009 | 0.5660 |
103
+ | 0.042 | 149.0003 | 5100 | 19.8222 | 0.8000 | 0.5709 |
104
+ | 0.049 | 152.0002 | 5200 | 15.4262 | 0.7929 | 0.5741 |
105
+ | 0.0474 | 155.0002 | 5300 | 15.9017 | 0.7948 | 0.5733 |
106
+ | 0.0492 | 158.0002 | 5400 | 16.0189 | 0.8028 | 0.5844 |
107
+ | 0.0404 | 161.0002 | 5500 | 18.5286 | 0.7974 | 0.5851 |
108
+ | 0.0297 | 164.0002 | 5600 | 20.1967 | 0.7979 | 0.5785 |
109
+ | 0.0433 | 167.0002 | 5700 | 19.7008 | 0.8016 | 0.5811 |
110
+ | 0.0367 | 170.0001 | 5800 | 25.0676 | 0.8015 | 0.5834 |
111
+ | 0.0252 | 173.0001 | 5900 | 20.9383 | 0.8091 | 0.5882 |
112
+ | 0.024 | 176.0001 | 6000 | 23.0352 | 0.8096 | 0.5913 |
113
+ | 0.0281 | 179.0001 | 6100 | 19.2521 | 0.8087 | 0.5910 |
114
+ | 0.0366 | 182.0001 | 6200 | 15.7690 | 0.8063 | 0.5857 |
115
+ | 0.0583 | 185.0001 | 6300 | 16.3419 | 0.8062 | 0.5854 |
116
+ | 0.0416 | 188.0001 | 6400 | 18.7125 | 0.8054 | 0.5898 |
117
+ | 0.0225 | 191.0000 | 6500 | 22.5244 | 0.8105 | 0.5938 |
118
+ | 0.044 | 194.0000 | 6600 | 21.5082 | 0.8059 | 0.5915 |
119
+ | 0.0361 | 197.0000 | 6700 | 20.1734 | 0.8054 | 0.5811 |
120
+ | 0.0245 | 199.0003 | 6800 | 20.5808 | 0.8165 | 0.6041 |
121
+ | 0.0129 | 202.0002 | 6900 | 27.7038 | 0.8173 | 0.6062 |
122
+ | 0.0109 | 205.0002 | 7000 | 22.6937 | 0.8188 | 0.6094 |
123
+ | 0.0097 | 208.0002 | 7100 | 20.1624 | 0.8186 | 0.6085 |
124
+ | 0.0088 | 211.0002 | 7200 | 19.8737 | 0.8191 | 0.6078 |
125
+ | 0.0078 | 214.0002 | 7300 | 21.2022 | 0.8195 | 0.6102 |
126
+ | 0.0077 | 217.0002 | 7400 | 17.8276 | 0.8184 | 0.6077 |
127
+ | 0.0215 | 220.0001 | 7500 | 10.9249 | 0.8127 | 0.5990 |
128
+ | 0.0609 | 223.0001 | 7600 | 13.1890 | 0.8032 | 0.5912 |
129
+ | 0.0709 | 226.0001 | 7700 | 13.2116 | 0.8067 | 0.5872 |
130
+ | 0.0393 | 229.0001 | 7800 | 16.6301 | 0.7959 | 0.5827 |
131
+ | 0.0242 | 232.0001 | 7900 | 11.3938 | 0.8107 | 0.6046 |
132
+ | 0.0444 | 235.0001 | 8000 | 10.1589 | 0.8149 | 0.5994 |
133
+ | 0.0171 | 238.0001 | 8100 | 17.5608 | 0.8170 | 0.6128 |
134
+ | 0.0088 | 241.0000 | 8200 | 31.8106 | 0.8201 | 0.6131 |
135
+ | 0.006 | 244.0000 | 8300 | 31.6438 | 0.8201 | 0.6153 |
136
+ | 0.0045 | 247.0000 | 8400 | 43.1105 | 0.8211 | 0.6166 |
137
+ | 0.0042 | 249.0003 | 8500 | 48.9958 | 0.8210 | 0.6145 |
138
+ | 0.0042 | 252.0002 | 8600 | 48.2911 | 0.8192 | 0.6153 |
139
+ | 0.0041 | 255.0002 | 8700 | 58.6606 | 0.8205 | 0.6101 |
140
+ | 0.0037 | 258.0002 | 8800 | 49.3388 | 0.8197 | 0.6140 |
141
+ | 0.0034 | 261.0002 | 8900 | 43.3330 | 0.8210 | 0.6148 |
142
+ | 0.0028 | 264.0002 | 9000 | 70.6156 | 0.8209 | 0.6167 |
143
+ | 0.0027 | 267.0002 | 9100 | 58.1277 | 0.8208 | 0.6143 |
144
+ | 0.0026 | 270.0001 | 9200 | 60.0669 | 0.8214 | 0.6174 |
145
+ | 0.0023 | 273.0001 | 9300 | 59.1947 | 0.8211 | 0.6142 |
146
+ | 0.0022 | 276.0001 | 9400 | 70.9149 | 0.8218 | 0.6161 |
147
+ | 0.0034 | 279.0001 | 9500 | 67.0878 | 0.8201 | 0.6067 |
148
+ | 0.0146 | 282.0001 | 9600 | 16.9134 | 0.8133 | 0.6036 |
149
+ | 0.0726 | 285.0001 | 9700 | 6.7295 | 0.8017 | 0.5961 |
150
+ | 0.0781 | 288.0001 | 9800 | 22.6693 | 0.8067 | 0.6121 |
151
+ | 0.0339 | 291.0000 | 9900 | 21.5826 | 0.8182 | 0.6164 |
152
+ | 0.01 | 294.0000 | 10000 | 44.6430 | 0.8216 | 0.6243 |
153
+ | 0.0034 | 297.0000 | 10100 | 77.8298 | 0.8262 | 0.6292 |
154
+ | 0.0025 | 299.0003 | 10200 | 96.9464 | 0.8257 | 0.6286 |
155
+ | 0.0025 | 302.0002 | 10300 | 102.0366 | 0.8259 | 0.6314 |
156
+ | 0.002 | 305.0002 | 10400 | 103.6177 | 0.8254 | 0.6278 |
157
+ | 0.0019 | 308.0002 | 10500 | 103.6782 | 0.8253 | 0.6281 |
158
+ | 0.0016 | 311.0002 | 10600 | 110.3705 | 0.8251 | 0.6291 |
159
+ | 0.0016 | 314.0002 | 10700 | 119.2593 | 0.8256 | 0.6295 |
160
+ | 0.0012 | 317.0002 | 10800 | 133.0785 | 0.8250 | 0.6285 |
161
+ | 0.0011 | 320.0001 | 10900 | 139.8087 | 0.8265 | 0.6316 |
162
+ | 0.0014 | 323.0001 | 11000 | 133.1513 | 0.8253 | 0.6296 |
163
+ | 0.0013 | 326.0001 | 11100 | 131.9007 | 0.8258 | 0.6285 |
164
+ | 0.001 | 329.0001 | 11200 | 132.4369 | 0.8260 | 0.6287 |
165
+ | 0.001 | 332.0001 | 11300 | 140.8848 | 0.8259 | 0.6300 |
166
+ | 0.001 | 335.0001 | 11400 | 134.3902 | 0.8259 | 0.6319 |
167
+ | 0.0011 | 338.0001 | 11500 | 145.7966 | 0.8251 | 0.6278 |
168
+ | 0.0102 | 341.0000 | 11600 | 81.0544 | 0.8162 | 0.6099 |
169
+ | 0.0988 | 344.0000 | 11700 | 6.4441 | 0.8081 | 0.5983 |
170
+ | 0.0383 | 347.0000 | 11800 | 15.7353 | 0.8171 | 0.6236 |
171
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172
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