End of training
Browse files- README.md +592 -0
- added_tokens.json +4 -0
- config.json +48 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +73 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
base_model: prajjwal1/bert-small
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
datasets:
|
| 7 |
+
- sembr2023
|
| 8 |
+
metrics:
|
| 9 |
+
- precision
|
| 10 |
+
- recall
|
| 11 |
+
- f1
|
| 12 |
+
- accuracy
|
| 13 |
+
model-index:
|
| 14 |
+
- name: sembr2023-bert-small
|
| 15 |
+
results:
|
| 16 |
+
- task:
|
| 17 |
+
name: Token Classification
|
| 18 |
+
type: token-classification
|
| 19 |
+
dataset:
|
| 20 |
+
name: sembr2023
|
| 21 |
+
type: sembr2023
|
| 22 |
+
config: sembr2023
|
| 23 |
+
split: test
|
| 24 |
+
args: sembr2023
|
| 25 |
+
metrics:
|
| 26 |
+
- name: Precision
|
| 27 |
+
type: precision
|
| 28 |
+
value: 0.7649931138099412
|
| 29 |
+
- name: Recall
|
| 30 |
+
type: recall
|
| 31 |
+
value: 0.8070268128384626
|
| 32 |
+
- name: F1
|
| 33 |
+
type: f1
|
| 34 |
+
value: 0.7854480010284098
|
| 35 |
+
- name: Accuracy
|
| 36 |
+
type: accuracy
|
| 37 |
+
value: 0.9609905456415291
|
| 38 |
+
---
|
| 39 |
+
|
| 40 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 41 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 42 |
+
|
| 43 |
+
# sembr2023-bert-small
|
| 44 |
+
|
| 45 |
+
This model is a fine-tuned version of [prajjwal1/bert-small](https://huggingface.co/prajjwal1/bert-small) on the sembr2023 dataset.
|
| 46 |
+
It achieves the following results on the evaluation set:
|
| 47 |
+
- Loss: 0.4839
|
| 48 |
+
- Precision: 0.7650
|
| 49 |
+
- Recall: 0.8070
|
| 50 |
+
- F1: 0.7854
|
| 51 |
+
- Iou: 0.6467
|
| 52 |
+
- Accuracy: 0.9610
|
| 53 |
+
- Balanced Accuracy: 0.8915
|
| 54 |
+
- Overall Accuracy: 0.9457
|
| 55 |
+
|
| 56 |
+
## Model description
|
| 57 |
+
|
| 58 |
+
More information needed
|
| 59 |
+
|
| 60 |
+
## Intended uses & limitations
|
| 61 |
+
|
| 62 |
+
More information needed
|
| 63 |
+
|
| 64 |
+
## Training and evaluation data
|
| 65 |
+
|
| 66 |
+
More information needed
|
| 67 |
+
|
| 68 |
+
## Training procedure
|
| 69 |
+
|
| 70 |
+
### Training hyperparameters
|
| 71 |
+
|
| 72 |
+
The following hyperparameters were used during training:
|
| 73 |
+
- learning_rate: 0.0001
|
| 74 |
+
- train_batch_size: 128
|
| 75 |
+
- eval_batch_size: 128
|
| 76 |
+
- seed: 42
|
| 77 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 78 |
+
- lr_scheduler_type: cosine
|
| 79 |
+
- training_steps: 5000
|
| 80 |
+
|
| 81 |
+
### Training results
|
| 82 |
+
|
| 83 |
+
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy |
|
| 84 |
+
|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:|
|
| 85 |
+
| 0.3786 | 0.14 | 10 | 0.3604 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
|
| 86 |
+
| 0.2726 | 0.28 | 20 | 0.2679 | 0.7707 | 0.4639 | 0.5792 | 0.4076 | 0.9404 | 0.7252 | 0.9280 |
|
| 87 |
+
| 0.228 | 0.42 | 30 | 0.2191 | 0.7947 | 0.6636 | 0.7232 | 0.5665 | 0.9551 | 0.8235 | 0.9375 |
|
| 88 |
+
| 0.1832 | 0.56 | 40 | 0.2054 | 0.7606 | 0.7234 | 0.7415 | 0.5892 | 0.9554 | 0.8507 | 0.9379 |
|
| 89 |
+
| 0.1562 | 0.69 | 50 | 0.1905 | 0.7870 | 0.7313 | 0.7581 | 0.6105 | 0.9587 | 0.8561 | 0.9406 |
|
| 90 |
+
| 0.1554 | 0.83 | 60 | 0.1984 | 0.7273 | 0.7784 | 0.7519 | 0.6025 | 0.9546 | 0.8750 | 0.9361 |
|
| 91 |
+
| 0.1262 | 0.97 | 70 | 0.1913 | 0.7377 | 0.7905 | 0.7632 | 0.6171 | 0.9566 | 0.8816 | 0.9388 |
|
| 92 |
+
| 0.1123 | 1.11 | 80 | 0.1831 | 0.7766 | 0.7850 | 0.7807 | 0.6403 | 0.9610 | 0.8815 | 0.9433 |
|
| 93 |
+
| 0.1249 | 1.25 | 90 | 0.1851 | 0.7370 | 0.8184 | 0.7756 | 0.6334 | 0.9581 | 0.8950 | 0.9395 |
|
| 94 |
+
| 0.1066 | 1.39 | 100 | 0.1869 | 0.7192 | 0.8333 | 0.7721 | 0.6288 | 0.9565 | 0.9009 | 0.9381 |
|
| 95 |
+
| 0.1039 | 1.53 | 110 | 0.1788 | 0.7542 | 0.8027 | 0.7777 | 0.6362 | 0.9594 | 0.8886 | 0.9413 |
|
| 96 |
+
| 0.0952 | 1.67 | 120 | 0.1773 | 0.7570 | 0.8078 | 0.7816 | 0.6415 | 0.9601 | 0.8913 | 0.9423 |
|
| 97 |
+
| 0.0893 | 1.81 | 130 | 0.1909 | 0.7379 | 0.8194 | 0.7765 | 0.6347 | 0.9583 | 0.8956 | 0.9396 |
|
| 98 |
+
| 0.0814 | 1.94 | 140 | 0.1958 | 0.7286 | 0.8279 | 0.7751 | 0.6327 | 0.9575 | 0.8990 | 0.9384 |
|
| 99 |
+
| 0.0752 | 2.08 | 150 | 0.1827 | 0.7508 | 0.8233 | 0.7854 | 0.6466 | 0.9602 | 0.8984 | 0.9422 |
|
| 100 |
+
| 0.0769 | 2.22 | 160 | 0.1970 | 0.7407 | 0.8316 | 0.7835 | 0.6441 | 0.9593 | 0.9017 | 0.9397 |
|
| 101 |
+
| 0.0746 | 2.36 | 170 | 0.1960 | 0.7404 | 0.8320 | 0.7836 | 0.6441 | 0.9593 | 0.9018 | 0.9397 |
|
| 102 |
+
| 0.0596 | 2.5 | 180 | 0.2060 | 0.7389 | 0.8363 | 0.7846 | 0.6456 | 0.9594 | 0.9038 | 0.9402 |
|
| 103 |
+
| 0.067 | 2.64 | 190 | 0.1771 | 0.7742 | 0.8065 | 0.7900 | 0.6529 | 0.9621 | 0.8918 | 0.9459 |
|
| 104 |
+
| 0.0594 | 2.78 | 200 | 0.1989 | 0.7453 | 0.8113 | 0.7769 | 0.6352 | 0.9588 | 0.8922 | 0.9416 |
|
| 105 |
+
| 0.0584 | 2.92 | 210 | 0.1929 | 0.7389 | 0.8317 | 0.7826 | 0.6428 | 0.9591 | 0.9016 | 0.9419 |
|
| 106 |
+
| 0.0548 | 3.06 | 220 | 0.1932 | 0.7418 | 0.8279 | 0.7825 | 0.6427 | 0.9593 | 0.9000 | 0.9418 |
|
| 107 |
+
| 0.0516 | 3.19 | 230 | 0.1996 | 0.7485 | 0.8231 | 0.7840 | 0.6448 | 0.9599 | 0.8981 | 0.9431 |
|
| 108 |
+
| 0.0555 | 3.33 | 240 | 0.2105 | 0.7440 | 0.8246 | 0.7822 | 0.6424 | 0.9594 | 0.8985 | 0.9426 |
|
| 109 |
+
| 0.0435 | 3.47 | 250 | 0.2030 | 0.7626 | 0.8094 | 0.7853 | 0.6465 | 0.9608 | 0.8925 | 0.9443 |
|
| 110 |
+
| 0.0514 | 3.61 | 260 | 0.2121 | 0.7467 | 0.8120 | 0.7780 | 0.6366 | 0.9590 | 0.8927 | 0.9428 |
|
| 111 |
+
| 0.0421 | 3.75 | 270 | 0.1854 | 0.7865 | 0.7900 | 0.7882 | 0.6505 | 0.9624 | 0.8846 | 0.9477 |
|
| 112 |
+
| 0.0448 | 3.89 | 280 | 0.2056 | 0.7547 | 0.8227 | 0.7872 | 0.6491 | 0.9607 | 0.8984 | 0.9442 |
|
| 113 |
+
| 0.0512 | 4.03 | 290 | 0.2104 | 0.7482 | 0.8193 | 0.7821 | 0.6422 | 0.9596 | 0.8963 | 0.9439 |
|
| 114 |
+
| 0.0379 | 4.17 | 300 | 0.2076 | 0.7682 | 0.8091 | 0.7882 | 0.6504 | 0.9615 | 0.8927 | 0.9459 |
|
| 115 |
+
| 0.0385 | 4.31 | 310 | 0.2209 | 0.7590 | 0.8089 | 0.7832 | 0.6436 | 0.9604 | 0.8920 | 0.9447 |
|
| 116 |
+
| 0.0332 | 4.44 | 320 | 0.2233 | 0.7661 | 0.8040 | 0.7846 | 0.6456 | 0.9609 | 0.8901 | 0.9449 |
|
| 117 |
+
| 0.0409 | 4.58 | 330 | 0.2163 | 0.7585 | 0.8103 | 0.7836 | 0.6442 | 0.9604 | 0.8926 | 0.9455 |
|
| 118 |
+
| 0.0337 | 4.72 | 340 | 0.2314 | 0.7364 | 0.8333 | 0.7819 | 0.6419 | 0.9589 | 0.9022 | 0.9430 |
|
| 119 |
+
| 0.0355 | 4.86 | 350 | 0.2272 | 0.7568 | 0.8213 | 0.7877 | 0.6498 | 0.9608 | 0.8978 | 0.9444 |
|
| 120 |
+
| 0.0392 | 5.0 | 360 | 0.2143 | 0.7863 | 0.7891 | 0.7877 | 0.6497 | 0.9624 | 0.8841 | 0.9472 |
|
| 121 |
+
| 0.0334 | 5.14 | 370 | 0.2339 | 0.7542 | 0.8221 | 0.7867 | 0.6483 | 0.9605 | 0.8980 | 0.9448 |
|
| 122 |
+
| 0.0334 | 5.28 | 380 | 0.2354 | 0.7481 | 0.8218 | 0.7832 | 0.6437 | 0.9598 | 0.8975 | 0.9438 |
|
| 123 |
+
| 0.0288 | 5.42 | 390 | 0.2270 | 0.7619 | 0.8148 | 0.7875 | 0.6494 | 0.9611 | 0.8951 | 0.9456 |
|
| 124 |
+
| 0.0296 | 5.56 | 400 | 0.2436 | 0.7608 | 0.8142 | 0.7866 | 0.6482 | 0.9609 | 0.8947 | 0.9449 |
|
| 125 |
+
| 0.023 | 5.69 | 410 | 0.2229 | 0.7748 | 0.7955 | 0.7850 | 0.6461 | 0.9614 | 0.8865 | 0.9468 |
|
| 126 |
+
| 0.0258 | 5.83 | 420 | 0.2433 | 0.7489 | 0.8152 | 0.7807 | 0.6402 | 0.9595 | 0.8943 | 0.9439 |
|
| 127 |
+
| 0.0248 | 5.97 | 430 | 0.2469 | 0.7524 | 0.8119 | 0.7810 | 0.6407 | 0.9597 | 0.8930 | 0.9448 |
|
| 128 |
+
| 0.0266 | 6.11 | 440 | 0.2457 | 0.7560 | 0.8101 | 0.7821 | 0.6422 | 0.9601 | 0.8923 | 0.9448 |
|
| 129 |
+
| 0.0323 | 6.25 | 450 | 0.2511 | 0.7542 | 0.8156 | 0.7837 | 0.6444 | 0.9602 | 0.8949 | 0.9448 |
|
| 130 |
+
| 0.0264 | 6.39 | 460 | 0.2427 | 0.7575 | 0.8086 | 0.7822 | 0.6423 | 0.9602 | 0.8917 | 0.9455 |
|
| 131 |
+
| 0.0249 | 6.53 | 470 | 0.2628 | 0.7363 | 0.8263 | 0.7787 | 0.6377 | 0.9585 | 0.8988 | 0.9434 |
|
| 132 |
+
| 0.0256 | 6.67 | 480 | 0.2579 | 0.7537 | 0.8138 | 0.7826 | 0.6428 | 0.9600 | 0.8940 | 0.9452 |
|
| 133 |
+
| 0.0234 | 6.81 | 490 | 0.2526 | 0.7481 | 0.8150 | 0.7801 | 0.6394 | 0.9593 | 0.8942 | 0.9441 |
|
| 134 |
+
| 0.0238 | 6.94 | 500 | 0.2732 | 0.7274 | 0.8283 | 0.7746 | 0.6321 | 0.9573 | 0.8991 | 0.9415 |
|
| 135 |
+
| 0.024 | 7.08 | 510 | 0.2595 | 0.7537 | 0.8109 | 0.7812 | 0.6410 | 0.9598 | 0.8926 | 0.9447 |
|
| 136 |
+
| 0.0196 | 7.22 | 520 | 0.2730 | 0.7306 | 0.8271 | 0.7759 | 0.6338 | 0.9577 | 0.8988 | 0.9420 |
|
| 137 |
+
| 0.0219 | 7.36 | 530 | 0.2786 | 0.7345 | 0.8226 | 0.7761 | 0.6341 | 0.9580 | 0.8969 | 0.9419 |
|
| 138 |
+
| 0.0206 | 7.5 | 540 | 0.2779 | 0.7417 | 0.8220 | 0.7798 | 0.6390 | 0.9589 | 0.8971 | 0.9430 |
|
| 139 |
+
| 0.0181 | 7.64 | 550 | 0.2661 | 0.7572 | 0.8033 | 0.7796 | 0.6388 | 0.9598 | 0.8892 | 0.9448 |
|
| 140 |
+
| 0.016 | 7.78 | 560 | 0.2602 | 0.7637 | 0.8072 | 0.7848 | 0.6458 | 0.9608 | 0.8915 | 0.9460 |
|
| 141 |
+
| 0.0187 | 7.92 | 570 | 0.2881 | 0.7439 | 0.8216 | 0.7808 | 0.6404 | 0.9592 | 0.8971 | 0.9437 |
|
| 142 |
+
| 0.0161 | 8.06 | 580 | 0.2817 | 0.7441 | 0.8187 | 0.7796 | 0.6388 | 0.9591 | 0.8957 | 0.9435 |
|
| 143 |
+
| 0.0156 | 8.19 | 590 | 0.2845 | 0.7571 | 0.8097 | 0.7825 | 0.6427 | 0.9602 | 0.8922 | 0.9445 |
|
| 144 |
+
| 0.0153 | 8.33 | 600 | 0.2830 | 0.7472 | 0.8185 | 0.7812 | 0.6410 | 0.9594 | 0.8958 | 0.9440 |
|
| 145 |
+
| 0.0186 | 8.47 | 610 | 0.2864 | 0.7424 | 0.8175 | 0.7781 | 0.6368 | 0.9587 | 0.8950 | 0.9437 |
|
| 146 |
+
| 0.0159 | 8.61 | 620 | 0.2820 | 0.7658 | 0.7941 | 0.7797 | 0.6389 | 0.9603 | 0.8853 | 0.9454 |
|
| 147 |
+
| 0.0167 | 8.75 | 630 | 0.2830 | 0.7613 | 0.8020 | 0.7811 | 0.6408 | 0.9602 | 0.8888 | 0.9450 |
|
| 148 |
+
| 0.0148 | 8.89 | 640 | 0.2972 | 0.7451 | 0.8168 | 0.7793 | 0.6384 | 0.9591 | 0.8948 | 0.9433 |
|
| 149 |
+
| 0.0147 | 9.03 | 650 | 0.2938 | 0.7553 | 0.8033 | 0.7786 | 0.6375 | 0.9596 | 0.8890 | 0.9441 |
|
| 150 |
+
| 0.0138 | 9.17 | 660 | 0.3047 | 0.7557 | 0.8057 | 0.7799 | 0.6392 | 0.9598 | 0.8902 | 0.9439 |
|
| 151 |
+
| 0.016 | 9.31 | 670 | 0.3054 | 0.7669 | 0.7946 | 0.7805 | 0.64 | 0.9605 | 0.8856 | 0.9456 |
|
| 152 |
+
| 0.0122 | 9.44 | 680 | 0.2948 | 0.7447 | 0.8193 | 0.7802 | 0.6396 | 0.9592 | 0.8960 | 0.9435 |
|
| 153 |
+
| 0.0117 | 9.58 | 690 | 0.3017 | 0.7593 | 0.8077 | 0.7827 | 0.6430 | 0.9603 | 0.8914 | 0.9448 |
|
| 154 |
+
| 0.0146 | 9.72 | 700 | 0.3142 | 0.7422 | 0.8209 | 0.7796 | 0.6387 | 0.9589 | 0.8966 | 0.9434 |
|
| 155 |
+
| 0.012 | 9.86 | 710 | 0.3122 | 0.7451 | 0.8153 | 0.7786 | 0.6375 | 0.9590 | 0.8941 | 0.9438 |
|
| 156 |
+
| 0.0122 | 10.0 | 720 | 0.3008 | 0.7450 | 0.8152 | 0.7785 | 0.6373 | 0.9590 | 0.8941 | 0.9440 |
|
| 157 |
+
| 0.0108 | 10.14 | 730 | 0.3244 | 0.7457 | 0.8204 | 0.7813 | 0.6410 | 0.9594 | 0.8966 | 0.9435 |
|
| 158 |
+
| 0.0111 | 10.28 | 740 | 0.3112 | 0.7595 | 0.8008 | 0.7796 | 0.6388 | 0.9599 | 0.8881 | 0.9451 |
|
| 159 |
+
| 0.0117 | 10.42 | 750 | 0.3191 | 0.7525 | 0.8110 | 0.7807 | 0.6403 | 0.9597 | 0.8926 | 0.9438 |
|
| 160 |
+
| 0.0123 | 10.56 | 760 | 0.3327 | 0.7443 | 0.8176 | 0.7792 | 0.6383 | 0.9590 | 0.8952 | 0.9432 |
|
| 161 |
+
| 0.011 | 10.69 | 770 | 0.3103 | 0.7606 | 0.8068 | 0.7830 | 0.6434 | 0.9604 | 0.8911 | 0.9454 |
|
| 162 |
+
| 0.0103 | 10.83 | 780 | 0.3118 | 0.7556 | 0.8080 | 0.7809 | 0.6405 | 0.9599 | 0.8913 | 0.9445 |
|
| 163 |
+
| 0.0105 | 10.97 | 790 | 0.3136 | 0.7574 | 0.8156 | 0.7854 | 0.6467 | 0.9606 | 0.8951 | 0.9451 |
|
| 164 |
+
| 0.0119 | 11.11 | 800 | 0.3102 | 0.7632 | 0.8099 | 0.7859 | 0.6472 | 0.9609 | 0.8928 | 0.9454 |
|
| 165 |
+
| 0.0102 | 11.25 | 810 | 0.3356 | 0.7441 | 0.8179 | 0.7793 | 0.6384 | 0.9590 | 0.8953 | 0.9435 |
|
| 166 |
+
| 0.0128 | 11.39 | 820 | 0.3284 | 0.7539 | 0.8119 | 0.7818 | 0.6418 | 0.9599 | 0.8931 | 0.9448 |
|
| 167 |
+
| 0.0096 | 11.53 | 830 | 0.3300 | 0.7561 | 0.7999 | 0.7774 | 0.6358 | 0.9595 | 0.8874 | 0.9445 |
|
| 168 |
+
| 0.0103 | 11.67 | 840 | 0.3261 | 0.7386 | 0.8202 | 0.7773 | 0.6357 | 0.9584 | 0.8960 | 0.9429 |
|
| 169 |
+
| 0.0096 | 11.81 | 850 | 0.3155 | 0.7638 | 0.8039 | 0.7833 | 0.6438 | 0.9607 | 0.8899 | 0.9454 |
|
| 170 |
+
| 0.0109 | 11.94 | 860 | 0.3285 | 0.7563 | 0.8049 | 0.7798 | 0.6391 | 0.9598 | 0.8899 | 0.9443 |
|
| 171 |
+
| 0.0063 | 12.08 | 870 | 0.3317 | 0.7397 | 0.8233 | 0.7793 | 0.6384 | 0.9587 | 0.8976 | 0.9432 |
|
| 172 |
+
| 0.0085 | 12.22 | 880 | 0.3379 | 0.7455 | 0.8175 | 0.7798 | 0.6391 | 0.9592 | 0.8952 | 0.9441 |
|
| 173 |
+
| 0.0099 | 12.36 | 890 | 0.3257 | 0.7578 | 0.7982 | 0.7775 | 0.6360 | 0.9596 | 0.8867 | 0.9453 |
|
| 174 |
+
| 0.008 | 12.5 | 900 | 0.3343 | 0.7587 | 0.8064 | 0.7818 | 0.6418 | 0.9602 | 0.8907 | 0.9451 |
|
| 175 |
+
| 0.0071 | 12.64 | 910 | 0.3436 | 0.7483 | 0.8114 | 0.7786 | 0.6374 | 0.9592 | 0.8924 | 0.9443 |
|
| 176 |
+
| 0.0088 | 12.78 | 920 | 0.3303 | 0.7599 | 0.8061 | 0.7823 | 0.6425 | 0.9603 | 0.8907 | 0.9456 |
|
| 177 |
+
| 0.0076 | 12.92 | 930 | 0.3287 | 0.7550 | 0.8136 | 0.7832 | 0.6437 | 0.9601 | 0.8940 | 0.9449 |
|
| 178 |
+
| 0.0071 | 13.06 | 940 | 0.3328 | 0.7530 | 0.8123 | 0.7815 | 0.6414 | 0.9598 | 0.8932 | 0.9444 |
|
| 179 |
+
| 0.0063 | 13.19 | 950 | 0.3524 | 0.7543 | 0.8105 | 0.7814 | 0.6412 | 0.9599 | 0.8924 | 0.9450 |
|
| 180 |
+
| 0.0078 | 13.33 | 960 | 0.3379 | 0.7544 | 0.8201 | 0.7859 | 0.6473 | 0.9605 | 0.8971 | 0.9448 |
|
| 181 |
+
| 0.0062 | 13.47 | 970 | 0.3460 | 0.7566 | 0.8066 | 0.7808 | 0.6404 | 0.9599 | 0.8907 | 0.9450 |
|
| 182 |
+
| 0.006 | 13.61 | 980 | 0.3396 | 0.7706 | 0.7926 | 0.7815 | 0.6413 | 0.9608 | 0.8849 | 0.9460 |
|
| 183 |
+
| 0.0069 | 13.75 | 990 | 0.3398 | 0.7579 | 0.8029 | 0.7798 | 0.6390 | 0.9599 | 0.8890 | 0.9451 |
|
| 184 |
+
| 0.0085 | 13.89 | 1000 | 0.3497 | 0.7402 | 0.8142 | 0.7754 | 0.6332 | 0.9583 | 0.8932 | 0.9432 |
|
| 185 |
+
| 0.006 | 14.03 | 1010 | 0.3541 | 0.7529 | 0.8003 | 0.7758 | 0.6338 | 0.9591 | 0.8874 | 0.9442 |
|
| 186 |
+
| 0.0075 | 14.17 | 1020 | 0.3348 | 0.7624 | 0.8000 | 0.7807 | 0.6403 | 0.9602 | 0.8879 | 0.9454 |
|
| 187 |
+
| 0.0059 | 14.31 | 1030 | 0.3403 | 0.7631 | 0.7983 | 0.7803 | 0.6398 | 0.9602 | 0.8871 | 0.9451 |
|
| 188 |
+
| 0.0074 | 14.44 | 1040 | 0.3575 | 0.7458 | 0.8152 | 0.7789 | 0.6379 | 0.9591 | 0.8941 | 0.9438 |
|
| 189 |
+
| 0.0073 | 14.58 | 1050 | 0.3481 | 0.7486 | 0.8070 | 0.7767 | 0.6349 | 0.9589 | 0.8904 | 0.9441 |
|
| 190 |
+
| 0.0076 | 14.72 | 1060 | 0.3553 | 0.7475 | 0.8065 | 0.7759 | 0.6338 | 0.9588 | 0.8900 | 0.9437 |
|
| 191 |
+
| 0.0061 | 14.86 | 1070 | 0.3652 | 0.7498 | 0.8058 | 0.7768 | 0.6351 | 0.9590 | 0.8899 | 0.9439 |
|
| 192 |
+
| 0.0068 | 15.0 | 1080 | 0.3581 | 0.7534 | 0.8037 | 0.7777 | 0.6363 | 0.9594 | 0.8891 | 0.9440 |
|
| 193 |
+
| 0.0057 | 15.14 | 1090 | 0.3724 | 0.7491 | 0.8123 | 0.7794 | 0.6386 | 0.9593 | 0.8929 | 0.9436 |
|
| 194 |
+
| 0.005 | 15.28 | 1100 | 0.3613 | 0.7546 | 0.8085 | 0.7806 | 0.6401 | 0.9598 | 0.8915 | 0.9446 |
|
| 195 |
+
| 0.0052 | 15.42 | 1110 | 0.3663 | 0.7490 | 0.8105 | 0.7785 | 0.6374 | 0.9592 | 0.8921 | 0.9437 |
|
| 196 |
+
| 0.0067 | 15.56 | 1120 | 0.3589 | 0.7465 | 0.8093 | 0.7766 | 0.6348 | 0.9588 | 0.8913 | 0.9443 |
|
| 197 |
+
| 0.0068 | 15.69 | 1130 | 0.3712 | 0.7536 | 0.8123 | 0.7818 | 0.6418 | 0.9599 | 0.8933 | 0.9447 |
|
| 198 |
+
| 0.0055 | 15.83 | 1140 | 0.3702 | 0.7447 | 0.8192 | 0.7802 | 0.6396 | 0.9592 | 0.8960 | 0.9439 |
|
| 199 |
+
| 0.0061 | 15.97 | 1150 | 0.3716 | 0.7469 | 0.8126 | 0.7783 | 0.6371 | 0.9591 | 0.8929 | 0.9436 |
|
| 200 |
+
| 0.0059 | 16.11 | 1160 | 0.3541 | 0.7693 | 0.7991 | 0.7839 | 0.6446 | 0.9610 | 0.8879 | 0.9457 |
|
| 201 |
+
| 0.0054 | 16.25 | 1170 | 0.3453 | 0.7579 | 0.7991 | 0.7779 | 0.6366 | 0.9596 | 0.8872 | 0.9445 |
|
| 202 |
+
| 0.0058 | 16.39 | 1180 | 0.3876 | 0.7493 | 0.8146 | 0.7806 | 0.6401 | 0.9595 | 0.8941 | 0.9436 |
|
| 203 |
+
| 0.0051 | 16.53 | 1190 | 0.3688 | 0.7498 | 0.8126 | 0.7799 | 0.6392 | 0.9594 | 0.8931 | 0.9439 |
|
| 204 |
+
| 0.0039 | 16.67 | 1200 | 0.3807 | 0.7451 | 0.8152 | 0.7786 | 0.6374 | 0.9590 | 0.8941 | 0.9438 |
|
| 205 |
+
| 0.0048 | 16.81 | 1210 | 0.3827 | 0.7506 | 0.8118 | 0.7800 | 0.6393 | 0.9595 | 0.8928 | 0.9442 |
|
| 206 |
+
| 0.0071 | 16.94 | 1220 | 0.3744 | 0.7480 | 0.8098 | 0.7777 | 0.6362 | 0.9590 | 0.8917 | 0.9434 |
|
| 207 |
+
| 0.0058 | 17.08 | 1230 | 0.3820 | 0.7541 | 0.8081 | 0.7802 | 0.6396 | 0.9597 | 0.8913 | 0.9441 |
|
| 208 |
+
| 0.0058 | 17.22 | 1240 | 0.3848 | 0.7515 | 0.8068 | 0.7781 | 0.6368 | 0.9593 | 0.8904 | 0.9440 |
|
| 209 |
+
| 0.0072 | 17.36 | 1250 | 0.3794 | 0.7579 | 0.8012 | 0.7789 | 0.6379 | 0.9598 | 0.8882 | 0.9441 |
|
| 210 |
+
| 0.0048 | 17.5 | 1260 | 0.3849 | 0.7514 | 0.8066 | 0.7781 | 0.6367 | 0.9593 | 0.8904 | 0.9439 |
|
| 211 |
+
| 0.0056 | 17.64 | 1270 | 0.3788 | 0.7495 | 0.8076 | 0.7775 | 0.6359 | 0.9591 | 0.8907 | 0.9440 |
|
| 212 |
+
| 0.0058 | 17.78 | 1280 | 0.3743 | 0.7611 | 0.8016 | 0.7808 | 0.6405 | 0.9602 | 0.8886 | 0.9447 |
|
| 213 |
+
| 0.0043 | 17.92 | 1290 | 0.3709 | 0.7539 | 0.8069 | 0.7795 | 0.6387 | 0.9596 | 0.8907 | 0.9445 |
|
| 214 |
+
| 0.0038 | 18.06 | 1300 | 0.3700 | 0.7645 | 0.7996 | 0.7817 | 0.6416 | 0.9605 | 0.8879 | 0.9456 |
|
| 215 |
+
| 0.0043 | 18.19 | 1310 | 0.3651 | 0.7506 | 0.8057 | 0.7772 | 0.6355 | 0.9591 | 0.8899 | 0.9436 |
|
| 216 |
+
| 0.0051 | 18.33 | 1320 | 0.3753 | 0.7614 | 0.7999 | 0.7802 | 0.6396 | 0.9601 | 0.8878 | 0.9448 |
|
| 217 |
+
| 0.0042 | 18.47 | 1330 | 0.3787 | 0.7615 | 0.7992 | 0.7799 | 0.6392 | 0.9601 | 0.8875 | 0.9449 |
|
| 218 |
+
| 0.0048 | 18.61 | 1340 | 0.3814 | 0.7517 | 0.8148 | 0.7820 | 0.6420 | 0.9598 | 0.8943 | 0.9440 |
|
| 219 |
+
| 0.0056 | 18.75 | 1350 | 0.3846 | 0.7532 | 0.8122 | 0.7816 | 0.6415 | 0.9598 | 0.8932 | 0.9442 |
|
| 220 |
+
| 0.0042 | 18.89 | 1360 | 0.3901 | 0.7504 | 0.8114 | 0.7797 | 0.6390 | 0.9594 | 0.8926 | 0.9443 |
|
| 221 |
+
| 0.0036 | 19.03 | 1370 | 0.3650 | 0.7631 | 0.8007 | 0.7814 | 0.6413 | 0.9604 | 0.8883 | 0.9452 |
|
| 222 |
+
| 0.0038 | 19.17 | 1380 | 0.3891 | 0.7574 | 0.8086 | 0.7822 | 0.6423 | 0.9601 | 0.8917 | 0.9446 |
|
| 223 |
+
| 0.0036 | 19.31 | 1390 | 0.3921 | 0.7432 | 0.8161 | 0.7780 | 0.6366 | 0.9588 | 0.8944 | 0.9430 |
|
| 224 |
+
| 0.0033 | 19.44 | 1400 | 0.3960 | 0.7474 | 0.8114 | 0.7781 | 0.6368 | 0.9591 | 0.8924 | 0.9436 |
|
| 225 |
+
| 0.0042 | 19.58 | 1410 | 0.3877 | 0.7591 | 0.8078 | 0.7827 | 0.6430 | 0.9603 | 0.8915 | 0.9450 |
|
| 226 |
+
| 0.0039 | 19.72 | 1420 | 0.3956 | 0.7652 | 0.8017 | 0.7830 | 0.6434 | 0.9607 | 0.8889 | 0.9453 |
|
| 227 |
+
| 0.0031 | 19.86 | 1430 | 0.3917 | 0.7474 | 0.8169 | 0.7806 | 0.6402 | 0.9594 | 0.8951 | 0.9437 |
|
| 228 |
+
| 0.0032 | 20.0 | 1440 | 0.3687 | 0.7640 | 0.8029 | 0.7830 | 0.6433 | 0.9606 | 0.8894 | 0.9454 |
|
| 229 |
+
| 0.0032 | 20.14 | 1450 | 0.3719 | 0.7674 | 0.7954 | 0.7812 | 0.6409 | 0.9606 | 0.8860 | 0.9456 |
|
| 230 |
+
| 0.0035 | 20.28 | 1460 | 0.3923 | 0.7607 | 0.8003 | 0.7800 | 0.6393 | 0.9601 | 0.8879 | 0.9451 |
|
| 231 |
+
| 0.0037 | 20.42 | 1470 | 0.3912 | 0.7582 | 0.8044 | 0.7806 | 0.6402 | 0.9600 | 0.8897 | 0.9450 |
|
| 232 |
+
| 0.0044 | 20.56 | 1480 | 0.3995 | 0.7535 | 0.8077 | 0.7797 | 0.6389 | 0.9596 | 0.8910 | 0.9443 |
|
| 233 |
+
| 0.0035 | 20.69 | 1490 | 0.4084 | 0.7539 | 0.8045 | 0.7784 | 0.6372 | 0.9595 | 0.8895 | 0.9442 |
|
| 234 |
+
| 0.0032 | 20.83 | 1500 | 0.3938 | 0.7506 | 0.8048 | 0.7767 | 0.6350 | 0.9591 | 0.8894 | 0.9441 |
|
| 235 |
+
| 0.0044 | 20.97 | 1510 | 0.3885 | 0.7514 | 0.8062 | 0.7779 | 0.6365 | 0.9593 | 0.8902 | 0.9441 |
|
| 236 |
+
| 0.0039 | 21.11 | 1520 | 0.3715 | 0.7595 | 0.8053 | 0.7817 | 0.6417 | 0.9602 | 0.8903 | 0.9454 |
|
| 237 |
+
| 0.0026 | 21.25 | 1530 | 0.3765 | 0.7629 | 0.8053 | 0.7835 | 0.6441 | 0.9606 | 0.8905 | 0.9456 |
|
| 238 |
+
| 0.0034 | 21.39 | 1540 | 0.3906 | 0.7555 | 0.8081 | 0.7809 | 0.6406 | 0.9599 | 0.8913 | 0.9445 |
|
| 239 |
+
| 0.004 | 21.53 | 1550 | 0.4022 | 0.7586 | 0.8098 | 0.7834 | 0.6439 | 0.9604 | 0.8924 | 0.9448 |
|
| 240 |
+
| 0.0031 | 21.67 | 1560 | 0.4074 | 0.7589 | 0.8123 | 0.7847 | 0.6457 | 0.9606 | 0.8936 | 0.9448 |
|
| 241 |
+
| 0.0035 | 21.81 | 1570 | 0.3964 | 0.7589 | 0.8099 | 0.7836 | 0.6442 | 0.9604 | 0.8925 | 0.9450 |
|
| 242 |
+
| 0.003 | 21.94 | 1580 | 0.4001 | 0.7560 | 0.8057 | 0.7801 | 0.6394 | 0.9598 | 0.8902 | 0.9446 |
|
| 243 |
+
| 0.0043 | 22.08 | 1590 | 0.4120 | 0.7503 | 0.8131 | 0.7804 | 0.6399 | 0.9595 | 0.8934 | 0.9437 |
|
| 244 |
+
| 0.0029 | 22.22 | 1600 | 0.4000 | 0.7576 | 0.8103 | 0.7831 | 0.6435 | 0.9603 | 0.8926 | 0.9445 |
|
| 245 |
+
| 0.0035 | 22.36 | 1610 | 0.4009 | 0.7548 | 0.8072 | 0.7801 | 0.6395 | 0.9597 | 0.8909 | 0.9443 |
|
| 246 |
+
| 0.0034 | 22.5 | 1620 | 0.4054 | 0.7536 | 0.8119 | 0.7817 | 0.6416 | 0.9599 | 0.8931 | 0.9440 |
|
| 247 |
+
| 0.0033 | 22.64 | 1630 | 0.4037 | 0.7592 | 0.8023 | 0.7801 | 0.6395 | 0.9600 | 0.8888 | 0.9446 |
|
| 248 |
+
| 0.0029 | 22.78 | 1640 | 0.4038 | 0.7641 | 0.7979 | 0.7806 | 0.6402 | 0.9603 | 0.8870 | 0.9449 |
|
| 249 |
+
| 0.0047 | 22.92 | 1650 | 0.3862 | 0.7703 | 0.7932 | 0.7815 | 0.6414 | 0.9608 | 0.8851 | 0.9457 |
|
| 250 |
+
| 0.0023 | 23.06 | 1660 | 0.3970 | 0.7682 | 0.8052 | 0.7863 | 0.6478 | 0.9613 | 0.8908 | 0.9459 |
|
| 251 |
+
| 0.0033 | 23.19 | 1670 | 0.4160 | 0.7559 | 0.8109 | 0.7824 | 0.6426 | 0.9601 | 0.8927 | 0.9446 |
|
| 252 |
+
| 0.0029 | 23.33 | 1680 | 0.4021 | 0.7485 | 0.8135 | 0.7797 | 0.6389 | 0.9593 | 0.8935 | 0.9441 |
|
| 253 |
+
| 0.0029 | 23.47 | 1690 | 0.3981 | 0.7554 | 0.8074 | 0.7806 | 0.6401 | 0.9598 | 0.8910 | 0.9444 |
|
| 254 |
+
| 0.0029 | 23.61 | 1700 | 0.3970 | 0.7594 | 0.8068 | 0.7824 | 0.6425 | 0.9603 | 0.8910 | 0.9451 |
|
| 255 |
+
| 0.0025 | 23.75 | 1710 | 0.4032 | 0.7551 | 0.8128 | 0.7829 | 0.6433 | 0.9601 | 0.8936 | 0.9447 |
|
| 256 |
+
| 0.0033 | 23.89 | 1720 | 0.4041 | 0.7587 | 0.8045 | 0.7809 | 0.6406 | 0.9601 | 0.8898 | 0.9447 |
|
| 257 |
+
| 0.0033 | 24.03 | 1730 | 0.4074 | 0.7558 | 0.8016 | 0.7780 | 0.6367 | 0.9595 | 0.8882 | 0.9443 |
|
| 258 |
+
| 0.0027 | 24.17 | 1740 | 0.4024 | 0.7603 | 0.7986 | 0.7790 | 0.6380 | 0.9599 | 0.8871 | 0.9449 |
|
| 259 |
+
| 0.0024 | 24.31 | 1750 | 0.4059 | 0.7521 | 0.8072 | 0.7787 | 0.6376 | 0.9594 | 0.8907 | 0.9442 |
|
| 260 |
+
| 0.0031 | 24.44 | 1760 | 0.4207 | 0.7526 | 0.8087 | 0.7797 | 0.6389 | 0.9596 | 0.8915 | 0.9440 |
|
| 261 |
+
| 0.0025 | 24.58 | 1770 | 0.3970 | 0.7581 | 0.8060 | 0.7813 | 0.6411 | 0.9601 | 0.8905 | 0.9449 |
|
| 262 |
+
| 0.0031 | 24.72 | 1780 | 0.4035 | 0.7616 | 0.8025 | 0.7815 | 0.6414 | 0.9603 | 0.8891 | 0.9454 |
|
| 263 |
+
| 0.0023 | 24.86 | 1790 | 0.4131 | 0.7589 | 0.8015 | 0.7796 | 0.6388 | 0.9599 | 0.8884 | 0.9449 |
|
| 264 |
+
| 0.0025 | 25.0 | 1800 | 0.4089 | 0.7595 | 0.8043 | 0.7812 | 0.6410 | 0.9601 | 0.8898 | 0.9450 |
|
| 265 |
+
| 0.0017 | 25.14 | 1810 | 0.3980 | 0.7654 | 0.7969 | 0.7808 | 0.6404 | 0.9604 | 0.8866 | 0.9454 |
|
| 266 |
+
| 0.0022 | 25.28 | 1820 | 0.4053 | 0.7719 | 0.7942 | 0.7829 | 0.6432 | 0.9610 | 0.8857 | 0.9457 |
|
| 267 |
+
| 0.0032 | 25.42 | 1830 | 0.4137 | 0.7609 | 0.8043 | 0.7820 | 0.6420 | 0.9603 | 0.8899 | 0.9449 |
|
| 268 |
+
| 0.0021 | 25.56 | 1840 | 0.4172 | 0.7696 | 0.7995 | 0.7843 | 0.6451 | 0.9611 | 0.8881 | 0.9454 |
|
| 269 |
+
| 0.0025 | 25.69 | 1850 | 0.4136 | 0.7648 | 0.8048 | 0.7843 | 0.6451 | 0.9608 | 0.8904 | 0.9457 |
|
| 270 |
+
| 0.0023 | 25.83 | 1860 | 0.4130 | 0.7595 | 0.8069 | 0.7825 | 0.6427 | 0.9603 | 0.8910 | 0.9451 |
|
| 271 |
+
| 0.0036 | 25.97 | 1870 | 0.4134 | 0.7610 | 0.8064 | 0.7830 | 0.6434 | 0.9605 | 0.8909 | 0.9449 |
|
| 272 |
+
| 0.0022 | 26.11 | 1880 | 0.4301 | 0.7411 | 0.8176 | 0.7774 | 0.6359 | 0.9586 | 0.8949 | 0.9428 |
|
| 273 |
+
| 0.0027 | 26.25 | 1890 | 0.4236 | 0.7507 | 0.8153 | 0.7817 | 0.6416 | 0.9597 | 0.8945 | 0.9437 |
|
| 274 |
+
| 0.0026 | 26.39 | 1900 | 0.4176 | 0.7596 | 0.8036 | 0.7810 | 0.6406 | 0.9601 | 0.8894 | 0.9443 |
|
| 275 |
+
| 0.0025 | 26.53 | 1910 | 0.4256 | 0.7545 | 0.8090 | 0.7808 | 0.6404 | 0.9598 | 0.8917 | 0.9442 |
|
| 276 |
+
| 0.003 | 26.67 | 1920 | 0.4150 | 0.7623 | 0.8036 | 0.7824 | 0.6426 | 0.9605 | 0.8896 | 0.9451 |
|
| 277 |
+
| 0.0013 | 26.81 | 1930 | 0.4112 | 0.7723 | 0.7953 | 0.7836 | 0.6442 | 0.9611 | 0.8863 | 0.9459 |
|
| 278 |
+
| 0.0024 | 26.94 | 1940 | 0.4151 | 0.7538 | 0.8097 | 0.7807 | 0.6403 | 0.9598 | 0.8920 | 0.9446 |
|
| 279 |
+
| 0.0013 | 27.08 | 1950 | 0.4324 | 0.7548 | 0.8073 | 0.7801 | 0.6395 | 0.9597 | 0.8909 | 0.9442 |
|
| 280 |
+
| 0.0017 | 27.22 | 1960 | 0.4301 | 0.7509 | 0.8152 | 0.7817 | 0.6416 | 0.9597 | 0.8945 | 0.9443 |
|
| 281 |
+
| 0.002 | 27.36 | 1970 | 0.4316 | 0.7656 | 0.8064 | 0.7855 | 0.6467 | 0.9610 | 0.8912 | 0.9454 |
|
| 282 |
+
| 0.002 | 27.5 | 1980 | 0.4170 | 0.7676 | 0.8011 | 0.7840 | 0.6447 | 0.9609 | 0.8888 | 0.9456 |
|
| 283 |
+
| 0.0022 | 27.64 | 1990 | 0.4234 | 0.7520 | 0.8090 | 0.7795 | 0.6386 | 0.9595 | 0.8916 | 0.9443 |
|
| 284 |
+
| 0.0018 | 27.78 | 2000 | 0.4183 | 0.7538 | 0.8090 | 0.7805 | 0.6400 | 0.9597 | 0.8917 | 0.9444 |
|
| 285 |
+
| 0.0023 | 27.92 | 2010 | 0.4266 | 0.7567 | 0.8065 | 0.7808 | 0.6404 | 0.9599 | 0.8907 | 0.9448 |
|
| 286 |
+
| 0.0024 | 28.06 | 2020 | 0.4034 | 0.7700 | 0.7996 | 0.7846 | 0.6455 | 0.9611 | 0.8882 | 0.9463 |
|
| 287 |
+
| 0.0023 | 28.19 | 2030 | 0.4265 | 0.7704 | 0.8003 | 0.7850 | 0.6462 | 0.9612 | 0.8886 | 0.9459 |
|
| 288 |
+
| 0.0032 | 28.33 | 2040 | 0.4336 | 0.7602 | 0.8060 | 0.7824 | 0.6426 | 0.9603 | 0.8906 | 0.9448 |
|
| 289 |
+
| 0.0019 | 28.47 | 2050 | 0.4383 | 0.7502 | 0.8106 | 0.7793 | 0.6383 | 0.9594 | 0.8922 | 0.9440 |
|
| 290 |
+
| 0.0019 | 28.61 | 2060 | 0.4297 | 0.7598 | 0.8015 | 0.7801 | 0.6395 | 0.9600 | 0.8884 | 0.9449 |
|
| 291 |
+
| 0.0024 | 28.75 | 2070 | 0.4322 | 0.7456 | 0.8143 | 0.7785 | 0.6373 | 0.9590 | 0.8937 | 0.9439 |
|
| 292 |
+
| 0.0029 | 28.89 | 2080 | 0.4153 | 0.7643 | 0.7963 | 0.7800 | 0.6393 | 0.9603 | 0.8862 | 0.9454 |
|
| 293 |
+
| 0.002 | 29.03 | 2090 | 0.4276 | 0.7661 | 0.7949 | 0.7802 | 0.6397 | 0.9604 | 0.8857 | 0.9451 |
|
| 294 |
+
| 0.0023 | 29.17 | 2100 | 0.4291 | 0.7714 | 0.7900 | 0.7806 | 0.6402 | 0.9607 | 0.8836 | 0.9455 |
|
| 295 |
+
| 0.0022 | 29.31 | 2110 | 0.4216 | 0.7615 | 0.8021 | 0.7813 | 0.6411 | 0.9603 | 0.8889 | 0.9452 |
|
| 296 |
+
| 0.0018 | 29.44 | 2120 | 0.4274 | 0.7514 | 0.8111 | 0.7801 | 0.6395 | 0.9595 | 0.8925 | 0.9442 |
|
| 297 |
+
| 0.0018 | 29.58 | 2130 | 0.4260 | 0.7585 | 0.8013 | 0.7793 | 0.6384 | 0.9598 | 0.8883 | 0.9445 |
|
| 298 |
+
| 0.002 | 29.72 | 2140 | 0.4303 | 0.7654 | 0.7995 | 0.7821 | 0.6422 | 0.9606 | 0.8879 | 0.9454 |
|
| 299 |
+
| 0.0013 | 29.86 | 2150 | 0.4249 | 0.7616 | 0.8032 | 0.7818 | 0.6418 | 0.9603 | 0.8894 | 0.9451 |
|
| 300 |
+
| 0.0015 | 30.0 | 2160 | 0.4260 | 0.7588 | 0.8023 | 0.7799 | 0.6392 | 0.9599 | 0.8888 | 0.9446 |
|
| 301 |
+
| 0.0018 | 30.14 | 2170 | 0.4369 | 0.7561 | 0.8002 | 0.7775 | 0.6360 | 0.9595 | 0.8876 | 0.9442 |
|
| 302 |
+
| 0.0015 | 30.28 | 2180 | 0.4265 | 0.7636 | 0.7986 | 0.7807 | 0.6403 | 0.9603 | 0.8873 | 0.9450 |
|
| 303 |
+
| 0.0019 | 30.42 | 2190 | 0.4213 | 0.7669 | 0.7922 | 0.7794 | 0.6385 | 0.9603 | 0.8844 | 0.9454 |
|
| 304 |
+
| 0.0021 | 30.56 | 2200 | 0.4408 | 0.7503 | 0.8099 | 0.7790 | 0.6380 | 0.9593 | 0.8919 | 0.9438 |
|
| 305 |
+
| 0.002 | 30.69 | 2210 | 0.4349 | 0.7528 | 0.8116 | 0.7811 | 0.6408 | 0.9598 | 0.8929 | 0.9442 |
|
| 306 |
+
| 0.0024 | 30.83 | 2220 | 0.4477 | 0.7443 | 0.8179 | 0.7794 | 0.6385 | 0.9590 | 0.8953 | 0.9435 |
|
| 307 |
+
| 0.0018 | 30.97 | 2230 | 0.4409 | 0.7648 | 0.7980 | 0.7811 | 0.6408 | 0.9604 | 0.8871 | 0.9451 |
|
| 308 |
+
| 0.0022 | 31.11 | 2240 | 0.4381 | 0.7539 | 0.8062 | 0.7792 | 0.6382 | 0.9596 | 0.8903 | 0.9442 |
|
| 309 |
+
| 0.0013 | 31.25 | 2250 | 0.4419 | 0.7483 | 0.8115 | 0.7786 | 0.6375 | 0.9592 | 0.8925 | 0.9432 |
|
| 310 |
+
| 0.0016 | 31.39 | 2260 | 0.4375 | 0.7609 | 0.7980 | 0.7790 | 0.6380 | 0.9599 | 0.8868 | 0.9446 |
|
| 311 |
+
| 0.0014 | 31.53 | 2270 | 0.4291 | 0.7608 | 0.8015 | 0.7806 | 0.6402 | 0.9601 | 0.8885 | 0.9447 |
|
| 312 |
+
| 0.0022 | 31.67 | 2280 | 0.4579 | 0.7426 | 0.8140 | 0.7767 | 0.6349 | 0.9586 | 0.8933 | 0.9425 |
|
| 313 |
+
| 0.0025 | 31.81 | 2290 | 0.4410 | 0.7554 | 0.8077 | 0.7807 | 0.6402 | 0.9598 | 0.8912 | 0.9439 |
|
| 314 |
+
| 0.0022 | 31.94 | 2300 | 0.4405 | 0.7652 | 0.7982 | 0.7814 | 0.6412 | 0.9605 | 0.8872 | 0.9450 |
|
| 315 |
+
| 0.0015 | 32.08 | 2310 | 0.4344 | 0.7592 | 0.8044 | 0.7811 | 0.6409 | 0.9601 | 0.8898 | 0.9442 |
|
| 316 |
+
| 0.0014 | 32.22 | 2320 | 0.4444 | 0.7569 | 0.8007 | 0.7782 | 0.6369 | 0.9596 | 0.8879 | 0.9442 |
|
| 317 |
+
| 0.0014 | 32.36 | 2330 | 0.4426 | 0.7654 | 0.7953 | 0.7801 | 0.6394 | 0.9603 | 0.8858 | 0.9450 |
|
| 318 |
+
| 0.0014 | 32.5 | 2340 | 0.4395 | 0.7653 | 0.7979 | 0.7812 | 0.6410 | 0.9605 | 0.8871 | 0.9450 |
|
| 319 |
+
| 0.0018 | 32.64 | 2350 | 0.4408 | 0.7509 | 0.8132 | 0.7808 | 0.6405 | 0.9596 | 0.8935 | 0.9442 |
|
| 320 |
+
| 0.0011 | 32.78 | 2360 | 0.4410 | 0.7554 | 0.8098 | 0.7817 | 0.6416 | 0.9600 | 0.8922 | 0.9442 |
|
| 321 |
+
| 0.0019 | 32.92 | 2370 | 0.4437 | 0.7671 | 0.7978 | 0.7821 | 0.6422 | 0.9607 | 0.8871 | 0.9454 |
|
| 322 |
+
| 0.0011 | 33.06 | 2380 | 0.4347 | 0.7683 | 0.7991 | 0.7834 | 0.6439 | 0.9609 | 0.8879 | 0.9456 |
|
| 323 |
+
| 0.001 | 33.19 | 2390 | 0.4431 | 0.7632 | 0.7961 | 0.7793 | 0.6384 | 0.9601 | 0.8860 | 0.9452 |
|
| 324 |
+
| 0.0018 | 33.33 | 2400 | 0.4445 | 0.7625 | 0.7995 | 0.7806 | 0.6401 | 0.9602 | 0.8877 | 0.9450 |
|
| 325 |
+
| 0.0016 | 33.47 | 2410 | 0.4445 | 0.7609 | 0.7979 | 0.7790 | 0.6380 | 0.9599 | 0.8868 | 0.9449 |
|
| 326 |
+
| 0.0016 | 33.61 | 2420 | 0.4565 | 0.7542 | 0.8083 | 0.7803 | 0.6398 | 0.9597 | 0.8914 | 0.9438 |
|
| 327 |
+
| 0.0016 | 33.75 | 2430 | 0.4522 | 0.7595 | 0.8004 | 0.7794 | 0.6386 | 0.9599 | 0.8879 | 0.9446 |
|
| 328 |
+
| 0.0019 | 33.89 | 2440 | 0.4424 | 0.7552 | 0.8049 | 0.7793 | 0.6384 | 0.9597 | 0.8898 | 0.9442 |
|
| 329 |
+
| 0.0013 | 34.03 | 2450 | 0.4374 | 0.7662 | 0.7941 | 0.7799 | 0.6392 | 0.9603 | 0.8853 | 0.9455 |
|
| 330 |
+
| 0.0016 | 34.17 | 2460 | 0.4526 | 0.7576 | 0.8060 | 0.7811 | 0.6408 | 0.9600 | 0.8905 | 0.9443 |
|
| 331 |
+
| 0.0012 | 34.31 | 2470 | 0.4361 | 0.7644 | 0.8037 | 0.7836 | 0.6442 | 0.9607 | 0.8898 | 0.9452 |
|
| 332 |
+
| 0.0016 | 34.44 | 2480 | 0.4409 | 0.7675 | 0.8028 | 0.7848 | 0.6458 | 0.9610 | 0.8896 | 0.9453 |
|
| 333 |
+
| 0.0017 | 34.58 | 2490 | 0.4543 | 0.7650 | 0.8023 | 0.7832 | 0.6436 | 0.9607 | 0.8892 | 0.9453 |
|
| 334 |
+
| 0.0017 | 34.72 | 2500 | 0.4547 | 0.7507 | 0.8109 | 0.7796 | 0.6388 | 0.9594 | 0.8924 | 0.9437 |
|
| 335 |
+
| 0.0028 | 34.86 | 2510 | 0.4509 | 0.7588 | 0.8032 | 0.7804 | 0.6398 | 0.9600 | 0.8892 | 0.9446 |
|
| 336 |
+
| 0.0011 | 35.0 | 2520 | 0.4453 | 0.7704 | 0.7949 | 0.7824 | 0.6426 | 0.9609 | 0.8859 | 0.9458 |
|
| 337 |
+
| 0.0016 | 35.14 | 2530 | 0.4344 | 0.7698 | 0.8000 | 0.7846 | 0.6456 | 0.9611 | 0.8884 | 0.9458 |
|
| 338 |
+
| 0.0017 | 35.28 | 2540 | 0.4475 | 0.7646 | 0.8040 | 0.7838 | 0.6445 | 0.9608 | 0.8900 | 0.9454 |
|
| 339 |
+
| 0.0011 | 35.42 | 2550 | 0.4505 | 0.7691 | 0.7971 | 0.7829 | 0.6432 | 0.9609 | 0.8869 | 0.9452 |
|
| 340 |
+
| 0.0016 | 35.56 | 2560 | 0.4440 | 0.7567 | 0.8111 | 0.7829 | 0.6433 | 0.9602 | 0.8929 | 0.9445 |
|
| 341 |
+
| 0.0025 | 35.69 | 2570 | 0.4562 | 0.7472 | 0.8142 | 0.7792 | 0.6383 | 0.9592 | 0.8937 | 0.9434 |
|
| 342 |
+
| 0.002 | 35.83 | 2580 | 0.4550 | 0.7548 | 0.8081 | 0.7806 | 0.6401 | 0.9598 | 0.8913 | 0.9443 |
|
| 343 |
+
| 0.0011 | 35.97 | 2590 | 0.4490 | 0.7643 | 0.8013 | 0.7824 | 0.6426 | 0.9606 | 0.8887 | 0.9452 |
|
| 344 |
+
| 0.0012 | 36.11 | 2600 | 0.4495 | 0.7653 | 0.8029 | 0.7837 | 0.6443 | 0.9608 | 0.8895 | 0.9452 |
|
| 345 |
+
| 0.0014 | 36.25 | 2610 | 0.4625 | 0.7564 | 0.8094 | 0.7820 | 0.6421 | 0.9601 | 0.8921 | 0.9441 |
|
| 346 |
+
| 0.0015 | 36.39 | 2620 | 0.4618 | 0.7549 | 0.8111 | 0.7820 | 0.6420 | 0.9600 | 0.8928 | 0.9443 |
|
| 347 |
+
| 0.0018 | 36.53 | 2630 | 0.4514 | 0.7588 | 0.8066 | 0.7820 | 0.6420 | 0.9602 | 0.8909 | 0.9447 |
|
| 348 |
+
| 0.0012 | 36.67 | 2640 | 0.4573 | 0.7612 | 0.8073 | 0.7836 | 0.6442 | 0.9605 | 0.8914 | 0.9447 |
|
| 349 |
+
| 0.0011 | 36.81 | 2650 | 0.4633 | 0.7589 | 0.8066 | 0.7820 | 0.6421 | 0.9602 | 0.8909 | 0.9447 |
|
| 350 |
+
| 0.0019 | 36.94 | 2660 | 0.4611 | 0.7585 | 0.8089 | 0.7829 | 0.6432 | 0.9603 | 0.8919 | 0.9446 |
|
| 351 |
+
| 0.0013 | 37.08 | 2670 | 0.4642 | 0.7662 | 0.8010 | 0.7832 | 0.6437 | 0.9608 | 0.8886 | 0.9452 |
|
| 352 |
+
| 0.0011 | 37.22 | 2680 | 0.4520 | 0.7635 | 0.8020 | 0.7823 | 0.6424 | 0.9605 | 0.8889 | 0.9453 |
|
| 353 |
+
| 0.0009 | 37.36 | 2690 | 0.4600 | 0.7635 | 0.8010 | 0.7818 | 0.6418 | 0.9604 | 0.8884 | 0.9449 |
|
| 354 |
+
| 0.0018 | 37.5 | 2700 | 0.4506 | 0.7609 | 0.8044 | 0.7820 | 0.6421 | 0.9603 | 0.8899 | 0.9449 |
|
| 355 |
+
| 0.0017 | 37.64 | 2710 | 0.4640 | 0.75 | 0.8155 | 0.7814 | 0.6412 | 0.9596 | 0.8945 | 0.9439 |
|
| 356 |
+
| 0.0013 | 37.78 | 2720 | 0.4467 | 0.7743 | 0.7978 | 0.7858 | 0.6472 | 0.9615 | 0.8876 | 0.9463 |
|
| 357 |
+
| 0.001 | 37.92 | 2730 | 0.4510 | 0.7672 | 0.8027 | 0.7845 | 0.6455 | 0.9610 | 0.8895 | 0.9457 |
|
| 358 |
+
| 0.0016 | 38.06 | 2740 | 0.4713 | 0.7497 | 0.8139 | 0.7805 | 0.6400 | 0.9595 | 0.8938 | 0.9438 |
|
| 359 |
+
| 0.0018 | 38.19 | 2750 | 0.4561 | 0.7679 | 0.7933 | 0.7804 | 0.6399 | 0.9605 | 0.8850 | 0.9454 |
|
| 360 |
+
| 0.0011 | 38.33 | 2760 | 0.4611 | 0.7587 | 0.8086 | 0.7829 | 0.6432 | 0.9603 | 0.8918 | 0.9447 |
|
| 361 |
+
| 0.002 | 38.47 | 2770 | 0.4591 | 0.7514 | 0.8153 | 0.7821 | 0.6422 | 0.9598 | 0.8946 | 0.9442 |
|
| 362 |
+
| 0.0012 | 38.61 | 2780 | 0.4515 | 0.7699 | 0.7974 | 0.7834 | 0.6439 | 0.9610 | 0.8871 | 0.9456 |
|
| 363 |
+
| 0.0017 | 38.75 | 2790 | 0.4641 | 0.7567 | 0.8099 | 0.7824 | 0.6426 | 0.9601 | 0.8923 | 0.9445 |
|
| 364 |
+
| 0.0014 | 38.89 | 2800 | 0.4570 | 0.7562 | 0.8119 | 0.7831 | 0.6435 | 0.9602 | 0.8933 | 0.9444 |
|
| 365 |
+
| 0.0012 | 39.03 | 2810 | 0.4639 | 0.7622 | 0.8054 | 0.7833 | 0.6437 | 0.9606 | 0.8905 | 0.9449 |
|
| 366 |
+
| 0.0011 | 39.17 | 2820 | 0.4634 | 0.7587 | 0.8073 | 0.7822 | 0.6424 | 0.9602 | 0.8912 | 0.9447 |
|
| 367 |
+
| 0.0012 | 39.31 | 2830 | 0.4532 | 0.7551 | 0.8138 | 0.7833 | 0.6438 | 0.9602 | 0.8941 | 0.9444 |
|
| 368 |
+
| 0.0017 | 39.44 | 2840 | 0.4660 | 0.7611 | 0.8013 | 0.7807 | 0.6403 | 0.9602 | 0.8885 | 0.9447 |
|
| 369 |
+
| 0.0016 | 39.58 | 2850 | 0.4634 | 0.7571 | 0.8101 | 0.7827 | 0.6429 | 0.9602 | 0.8924 | 0.9445 |
|
| 370 |
+
| 0.0012 | 39.72 | 2860 | 0.4518 | 0.7621 | 0.8074 | 0.7841 | 0.6449 | 0.9607 | 0.8915 | 0.9452 |
|
| 371 |
+
| 0.0008 | 39.86 | 2870 | 0.4517 | 0.7728 | 0.7959 | 0.7842 | 0.6450 | 0.9612 | 0.8866 | 0.9458 |
|
| 372 |
+
| 0.0006 | 40.0 | 2880 | 0.4617 | 0.7580 | 0.8107 | 0.7835 | 0.6440 | 0.9603 | 0.8928 | 0.9447 |
|
| 373 |
+
| 0.0012 | 40.14 | 2890 | 0.4620 | 0.7660 | 0.7984 | 0.7819 | 0.6419 | 0.9606 | 0.8874 | 0.9454 |
|
| 374 |
+
| 0.0013 | 40.28 | 2900 | 0.4609 | 0.7666 | 0.7975 | 0.7818 | 0.6417 | 0.9606 | 0.8870 | 0.9454 |
|
| 375 |
+
| 0.001 | 40.42 | 2910 | 0.4668 | 0.7554 | 0.8090 | 0.7813 | 0.6411 | 0.9599 | 0.8918 | 0.9443 |
|
| 376 |
+
| 0.0011 | 40.56 | 2920 | 0.4627 | 0.7594 | 0.8021 | 0.7802 | 0.6396 | 0.9600 | 0.8887 | 0.9448 |
|
| 377 |
+
| 0.0017 | 40.69 | 2930 | 0.4712 | 0.7545 | 0.8102 | 0.7814 | 0.6412 | 0.9599 | 0.8923 | 0.9444 |
|
| 378 |
+
| 0.0009 | 40.83 | 2940 | 0.4636 | 0.7546 | 0.8128 | 0.7827 | 0.6429 | 0.9601 | 0.8936 | 0.9445 |
|
| 379 |
+
| 0.001 | 40.97 | 2950 | 0.4509 | 0.7646 | 0.8060 | 0.7847 | 0.6457 | 0.9609 | 0.8909 | 0.9454 |
|
| 380 |
+
| 0.0012 | 41.11 | 2960 | 0.4641 | 0.7534 | 0.8148 | 0.7829 | 0.6433 | 0.9600 | 0.8945 | 0.9444 |
|
| 381 |
+
| 0.0008 | 41.25 | 2970 | 0.4536 | 0.7652 | 0.8073 | 0.7857 | 0.6470 | 0.9610 | 0.8916 | 0.9453 |
|
| 382 |
+
| 0.0008 | 41.39 | 2980 | 0.4604 | 0.7579 | 0.8119 | 0.7840 | 0.6447 | 0.9604 | 0.8934 | 0.9447 |
|
| 383 |
+
| 0.0008 | 41.53 | 2990 | 0.4614 | 0.7545 | 0.8161 | 0.7841 | 0.6449 | 0.9602 | 0.8952 | 0.9448 |
|
| 384 |
+
| 0.001 | 41.67 | 3000 | 0.4504 | 0.7628 | 0.8091 | 0.7853 | 0.6465 | 0.9609 | 0.8924 | 0.9453 |
|
| 385 |
+
| 0.0015 | 41.81 | 3010 | 0.4539 | 0.7559 | 0.8161 | 0.7849 | 0.6459 | 0.9604 | 0.8953 | 0.9448 |
|
| 386 |
+
| 0.0008 | 41.94 | 3020 | 0.4563 | 0.7643 | 0.8033 | 0.7833 | 0.6438 | 0.9607 | 0.8896 | 0.9453 |
|
| 387 |
+
| 0.001 | 42.08 | 3030 | 0.4593 | 0.7648 | 0.8029 | 0.7834 | 0.6439 | 0.9607 | 0.8895 | 0.9454 |
|
| 388 |
+
| 0.001 | 42.22 | 3040 | 0.4632 | 0.7543 | 0.8155 | 0.7837 | 0.6443 | 0.9602 | 0.8948 | 0.9445 |
|
| 389 |
+
| 0.0016 | 42.36 | 3050 | 0.4559 | 0.7611 | 0.8049 | 0.7824 | 0.6426 | 0.9604 | 0.8902 | 0.9451 |
|
| 390 |
+
| 0.0014 | 42.5 | 3060 | 0.4700 | 0.7553 | 0.8152 | 0.7841 | 0.6449 | 0.9603 | 0.8948 | 0.9445 |
|
| 391 |
+
| 0.0014 | 42.64 | 3070 | 0.4624 | 0.7586 | 0.8107 | 0.7838 | 0.6445 | 0.9604 | 0.8928 | 0.9449 |
|
| 392 |
+
| 0.0015 | 42.78 | 3080 | 0.4527 | 0.7604 | 0.8074 | 0.7832 | 0.6437 | 0.9605 | 0.8914 | 0.9449 |
|
| 393 |
+
| 0.0024 | 42.92 | 3090 | 0.4593 | 0.7617 | 0.8061 | 0.7833 | 0.6438 | 0.9605 | 0.8908 | 0.9450 |
|
| 394 |
+
| 0.0012 | 43.06 | 3100 | 0.4572 | 0.7667 | 0.8021 | 0.7840 | 0.6448 | 0.9609 | 0.8892 | 0.9456 |
|
| 395 |
+
| 0.0008 | 43.19 | 3110 | 0.4629 | 0.7577 | 0.8111 | 0.7835 | 0.6440 | 0.9603 | 0.8930 | 0.9448 |
|
| 396 |
+
| 0.0015 | 43.33 | 3120 | 0.4549 | 0.7696 | 0.8013 | 0.7852 | 0.6463 | 0.9612 | 0.8890 | 0.9460 |
|
| 397 |
+
| 0.0007 | 43.47 | 3130 | 0.4673 | 0.7514 | 0.8127 | 0.7808 | 0.6405 | 0.9596 | 0.8933 | 0.9441 |
|
| 398 |
+
| 0.0016 | 43.61 | 3140 | 0.4619 | 0.7599 | 0.8068 | 0.7826 | 0.6429 | 0.9603 | 0.8910 | 0.9451 |
|
| 399 |
+
| 0.0006 | 43.75 | 3150 | 0.4593 | 0.7562 | 0.8122 | 0.7832 | 0.6437 | 0.9602 | 0.8934 | 0.9449 |
|
| 400 |
+
| 0.0011 | 43.89 | 3160 | 0.4594 | 0.7588 | 0.8118 | 0.7844 | 0.6452 | 0.9605 | 0.8934 | 0.9450 |
|
| 401 |
+
| 0.0005 | 44.03 | 3170 | 0.4611 | 0.7620 | 0.8081 | 0.7844 | 0.6452 | 0.9607 | 0.8918 | 0.9452 |
|
| 402 |
+
| 0.0012 | 44.17 | 3180 | 0.4464 | 0.7615 | 0.8062 | 0.7832 | 0.6437 | 0.9605 | 0.8909 | 0.9454 |
|
| 403 |
+
| 0.0009 | 44.31 | 3190 | 0.4587 | 0.7587 | 0.8078 | 0.7825 | 0.6427 | 0.9603 | 0.8914 | 0.9451 |
|
| 404 |
+
| 0.0009 | 44.44 | 3200 | 0.4530 | 0.7609 | 0.8031 | 0.7814 | 0.6412 | 0.9602 | 0.8893 | 0.9451 |
|
| 405 |
+
| 0.0008 | 44.58 | 3210 | 0.4622 | 0.7571 | 0.8083 | 0.7819 | 0.6419 | 0.9601 | 0.8916 | 0.9449 |
|
| 406 |
+
| 0.0007 | 44.72 | 3220 | 0.4599 | 0.7610 | 0.8048 | 0.7823 | 0.6424 | 0.9604 | 0.8901 | 0.9455 |
|
| 407 |
+
| 0.0008 | 44.86 | 3230 | 0.4549 | 0.7692 | 0.7987 | 0.7837 | 0.6443 | 0.9610 | 0.8877 | 0.9460 |
|
| 408 |
+
| 0.0008 | 45.0 | 3240 | 0.4659 | 0.7546 | 0.8138 | 0.7830 | 0.6434 | 0.9601 | 0.8940 | 0.9443 |
|
| 409 |
+
| 0.0007 | 45.14 | 3250 | 0.4627 | 0.7588 | 0.8091 | 0.7832 | 0.6436 | 0.9604 | 0.8921 | 0.9447 |
|
| 410 |
+
| 0.0009 | 45.28 | 3260 | 0.4635 | 0.7579 | 0.8069 | 0.7817 | 0.6416 | 0.9601 | 0.8909 | 0.9448 |
|
| 411 |
+
| 0.0007 | 45.42 | 3270 | 0.4630 | 0.7624 | 0.8039 | 0.7826 | 0.6428 | 0.9605 | 0.8898 | 0.9452 |
|
| 412 |
+
| 0.0013 | 45.56 | 3280 | 0.4644 | 0.7631 | 0.8041 | 0.7831 | 0.6435 | 0.9606 | 0.8899 | 0.9453 |
|
| 413 |
+
| 0.0012 | 45.69 | 3290 | 0.4650 | 0.7635 | 0.8031 | 0.7828 | 0.6431 | 0.9606 | 0.8895 | 0.9454 |
|
| 414 |
+
| 0.001 | 45.83 | 3300 | 0.4698 | 0.7550 | 0.8130 | 0.7829 | 0.6433 | 0.9601 | 0.8937 | 0.9447 |
|
| 415 |
+
| 0.0015 | 45.97 | 3310 | 0.4726 | 0.7560 | 0.8103 | 0.7822 | 0.6423 | 0.9601 | 0.8925 | 0.9447 |
|
| 416 |
+
| 0.0005 | 46.11 | 3320 | 0.4683 | 0.7555 | 0.8103 | 0.7820 | 0.6420 | 0.9600 | 0.8924 | 0.9447 |
|
| 417 |
+
| 0.0008 | 46.25 | 3330 | 0.4776 | 0.7584 | 0.8086 | 0.7827 | 0.6430 | 0.9603 | 0.8918 | 0.9449 |
|
| 418 |
+
| 0.0015 | 46.39 | 3340 | 0.4612 | 0.7579 | 0.8109 | 0.7835 | 0.6440 | 0.9603 | 0.8929 | 0.9450 |
|
| 419 |
+
| 0.0008 | 46.53 | 3350 | 0.4710 | 0.7584 | 0.8064 | 0.7816 | 0.6416 | 0.9601 | 0.8907 | 0.9447 |
|
| 420 |
+
| 0.001 | 46.67 | 3360 | 0.4631 | 0.7619 | 0.8065 | 0.7836 | 0.6442 | 0.9606 | 0.8910 | 0.9455 |
|
| 421 |
+
| 0.0011 | 46.81 | 3370 | 0.4702 | 0.7605 | 0.8048 | 0.7820 | 0.6420 | 0.9603 | 0.8901 | 0.9452 |
|
| 422 |
+
| 0.0009 | 46.94 | 3380 | 0.4683 | 0.7550 | 0.8115 | 0.7822 | 0.6423 | 0.9600 | 0.8930 | 0.9446 |
|
| 423 |
+
| 0.001 | 47.08 | 3390 | 0.4623 | 0.7633 | 0.8069 | 0.7845 | 0.6454 | 0.9608 | 0.8913 | 0.9454 |
|
| 424 |
+
| 0.0011 | 47.22 | 3400 | 0.4697 | 0.7585 | 0.8116 | 0.7842 | 0.6449 | 0.9605 | 0.8933 | 0.9451 |
|
| 425 |
+
| 0.001 | 47.36 | 3410 | 0.4681 | 0.7627 | 0.8077 | 0.7845 | 0.6455 | 0.9607 | 0.8916 | 0.9455 |
|
| 426 |
+
| 0.0007 | 47.5 | 3420 | 0.4726 | 0.7594 | 0.8107 | 0.7842 | 0.6450 | 0.9605 | 0.8929 | 0.9452 |
|
| 427 |
+
| 0.0006 | 47.64 | 3430 | 0.4712 | 0.7600 | 0.8110 | 0.7847 | 0.6456 | 0.9606 | 0.8931 | 0.9453 |
|
| 428 |
+
| 0.0011 | 47.78 | 3440 | 0.4681 | 0.7582 | 0.8095 | 0.7830 | 0.6434 | 0.9603 | 0.8922 | 0.9451 |
|
| 429 |
+
| 0.0013 | 47.92 | 3450 | 0.4715 | 0.7613 | 0.8076 | 0.7837 | 0.6444 | 0.9606 | 0.8915 | 0.9451 |
|
| 430 |
+
| 0.0007 | 48.06 | 3460 | 0.4618 | 0.7685 | 0.8011 | 0.7845 | 0.6454 | 0.9610 | 0.8888 | 0.9460 |
|
| 431 |
+
| 0.0007 | 48.19 | 3470 | 0.4772 | 0.7486 | 0.8159 | 0.7808 | 0.6404 | 0.9595 | 0.8946 | 0.9442 |
|
| 432 |
+
| 0.0007 | 48.33 | 3480 | 0.4677 | 0.7677 | 0.7998 | 0.7834 | 0.6439 | 0.9609 | 0.8881 | 0.9459 |
|
| 433 |
+
| 0.0013 | 48.47 | 3490 | 0.4709 | 0.7603 | 0.8078 | 0.7833 | 0.6439 | 0.9605 | 0.8916 | 0.9452 |
|
| 434 |
+
| 0.0008 | 48.61 | 3500 | 0.4729 | 0.7603 | 0.8085 | 0.7836 | 0.6442 | 0.9605 | 0.8919 | 0.9453 |
|
| 435 |
+
| 0.0011 | 48.75 | 3510 | 0.4832 | 0.7580 | 0.8114 | 0.7838 | 0.6445 | 0.9604 | 0.8931 | 0.9449 |
|
| 436 |
+
| 0.0008 | 48.89 | 3520 | 0.4657 | 0.7634 | 0.8078 | 0.7850 | 0.6460 | 0.9608 | 0.8918 | 0.9456 |
|
| 437 |
+
| 0.0006 | 49.03 | 3530 | 0.4637 | 0.7652 | 0.8061 | 0.7851 | 0.6462 | 0.9610 | 0.8910 | 0.9457 |
|
| 438 |
+
| 0.0011 | 49.17 | 3540 | 0.4713 | 0.7659 | 0.8039 | 0.7844 | 0.6453 | 0.9609 | 0.8900 | 0.9458 |
|
| 439 |
+
| 0.0009 | 49.31 | 3550 | 0.4760 | 0.7543 | 0.8159 | 0.7839 | 0.6446 | 0.9602 | 0.8950 | 0.9447 |
|
| 440 |
+
| 0.0013 | 49.44 | 3560 | 0.4613 | 0.7644 | 0.8070 | 0.7851 | 0.6463 | 0.9609 | 0.8914 | 0.9456 |
|
| 441 |
+
| 0.0007 | 49.58 | 3570 | 0.4743 | 0.7621 | 0.8080 | 0.7843 | 0.6452 | 0.9607 | 0.8917 | 0.9454 |
|
| 442 |
+
| 0.0007 | 49.72 | 3580 | 0.4682 | 0.7645 | 0.8043 | 0.7839 | 0.6445 | 0.9608 | 0.8901 | 0.9456 |
|
| 443 |
+
| 0.0008 | 49.86 | 3590 | 0.4767 | 0.7628 | 0.8069 | 0.7842 | 0.6450 | 0.9607 | 0.8913 | 0.9454 |
|
| 444 |
+
| 0.001 | 50.0 | 3600 | 0.4808 | 0.7621 | 0.8069 | 0.7839 | 0.6445 | 0.9606 | 0.8912 | 0.9453 |
|
| 445 |
+
| 0.001 | 50.14 | 3610 | 0.4747 | 0.7652 | 0.8016 | 0.7830 | 0.6434 | 0.9607 | 0.8889 | 0.9458 |
|
| 446 |
+
| 0.0008 | 50.28 | 3620 | 0.4792 | 0.7600 | 0.8082 | 0.7834 | 0.6439 | 0.9605 | 0.8917 | 0.9453 |
|
| 447 |
+
| 0.0005 | 50.42 | 3630 | 0.4726 | 0.7613 | 0.8052 | 0.7826 | 0.6429 | 0.9604 | 0.8903 | 0.9453 |
|
| 448 |
+
| 0.0008 | 50.56 | 3640 | 0.4707 | 0.7703 | 0.7988 | 0.7843 | 0.6452 | 0.9611 | 0.8879 | 0.9461 |
|
| 449 |
+
| 0.0009 | 50.69 | 3650 | 0.4779 | 0.7650 | 0.8041 | 0.7841 | 0.6448 | 0.9608 | 0.8901 | 0.9457 |
|
| 450 |
+
| 0.0009 | 50.83 | 3660 | 0.4793 | 0.7640 | 0.8050 | 0.7840 | 0.6447 | 0.9607 | 0.8905 | 0.9456 |
|
| 451 |
+
| 0.0005 | 50.97 | 3670 | 0.4799 | 0.7597 | 0.8106 | 0.7843 | 0.6452 | 0.9606 | 0.8929 | 0.9453 |
|
| 452 |
+
| 0.0011 | 51.11 | 3680 | 0.4687 | 0.7670 | 0.8002 | 0.7832 | 0.6437 | 0.9608 | 0.8883 | 0.9458 |
|
| 453 |
+
| 0.001 | 51.25 | 3690 | 0.4739 | 0.7561 | 0.8081 | 0.7813 | 0.6410 | 0.9600 | 0.8914 | 0.9448 |
|
| 454 |
+
| 0.0006 | 51.39 | 3700 | 0.4707 | 0.7617 | 0.8058 | 0.7831 | 0.6436 | 0.9605 | 0.8907 | 0.9454 |
|
| 455 |
+
| 0.0012 | 51.53 | 3710 | 0.4706 | 0.7643 | 0.8054 | 0.7843 | 0.6452 | 0.9608 | 0.8907 | 0.9457 |
|
| 456 |
+
| 0.0011 | 51.67 | 3720 | 0.4718 | 0.7649 | 0.8046 | 0.7843 | 0.6451 | 0.9608 | 0.8903 | 0.9458 |
|
| 457 |
+
| 0.0009 | 51.81 | 3730 | 0.4828 | 0.7576 | 0.8089 | 0.7824 | 0.6426 | 0.9602 | 0.8919 | 0.9451 |
|
| 458 |
+
| 0.0009 | 51.94 | 3740 | 0.4778 | 0.7596 | 0.8086 | 0.7833 | 0.6438 | 0.9604 | 0.8919 | 0.9452 |
|
| 459 |
+
| 0.0011 | 52.08 | 3750 | 0.4742 | 0.7645 | 0.8020 | 0.7828 | 0.6432 | 0.9606 | 0.8890 | 0.9455 |
|
| 460 |
+
| 0.0007 | 52.22 | 3760 | 0.4866 | 0.7622 | 0.8017 | 0.7815 | 0.6413 | 0.9603 | 0.8887 | 0.9453 |
|
| 461 |
+
| 0.0008 | 52.36 | 3770 | 0.4849 | 0.7569 | 0.8091 | 0.7821 | 0.6422 | 0.9601 | 0.8920 | 0.9448 |
|
| 462 |
+
| 0.0005 | 52.5 | 3780 | 0.4819 | 0.7532 | 0.8131 | 0.7820 | 0.6421 | 0.9599 | 0.8936 | 0.9444 |
|
| 463 |
+
| 0.0011 | 52.64 | 3790 | 0.4740 | 0.7670 | 0.8006 | 0.7834 | 0.6440 | 0.9608 | 0.8885 | 0.9458 |
|
| 464 |
+
| 0.001 | 52.78 | 3800 | 0.4794 | 0.7625 | 0.8070 | 0.7841 | 0.6449 | 0.9607 | 0.8913 | 0.9455 |
|
| 465 |
+
| 0.0011 | 52.92 | 3810 | 0.4771 | 0.7662 | 0.8010 | 0.7832 | 0.6437 | 0.9608 | 0.8886 | 0.9457 |
|
| 466 |
+
| 0.0008 | 53.06 | 3820 | 0.4798 | 0.7616 | 0.8049 | 0.7826 | 0.6429 | 0.9604 | 0.8902 | 0.9453 |
|
| 467 |
+
| 0.0005 | 53.19 | 3830 | 0.4847 | 0.7612 | 0.8044 | 0.7822 | 0.6423 | 0.9604 | 0.8899 | 0.9452 |
|
| 468 |
+
| 0.0006 | 53.33 | 3840 | 0.4842 | 0.7616 | 0.8025 | 0.7815 | 0.6414 | 0.9603 | 0.8891 | 0.9452 |
|
| 469 |
+
| 0.0006 | 53.47 | 3850 | 0.4834 | 0.7614 | 0.8040 | 0.7821 | 0.6422 | 0.9604 | 0.8898 | 0.9453 |
|
| 470 |
+
| 0.0005 | 53.61 | 3860 | 0.4788 | 0.7646 | 0.8011 | 0.7824 | 0.6426 | 0.9606 | 0.8886 | 0.9455 |
|
| 471 |
+
| 0.0005 | 53.75 | 3870 | 0.4796 | 0.7637 | 0.8037 | 0.7832 | 0.6436 | 0.9606 | 0.8898 | 0.9454 |
|
| 472 |
+
| 0.001 | 53.89 | 3880 | 0.4820 | 0.7628 | 0.8039 | 0.7828 | 0.6431 | 0.9605 | 0.8898 | 0.9453 |
|
| 473 |
+
| 0.0005 | 54.03 | 3890 | 0.4804 | 0.7643 | 0.8029 | 0.7831 | 0.6436 | 0.9607 | 0.8894 | 0.9456 |
|
| 474 |
+
| 0.0004 | 54.17 | 3900 | 0.4758 | 0.7678 | 0.8029 | 0.7850 | 0.6461 | 0.9611 | 0.8897 | 0.9460 |
|
| 475 |
+
| 0.0011 | 54.31 | 3910 | 0.4813 | 0.7648 | 0.8060 | 0.7848 | 0.6459 | 0.9609 | 0.8910 | 0.9457 |
|
| 476 |
+
| 0.0009 | 54.44 | 3920 | 0.4866 | 0.7611 | 0.8077 | 0.7837 | 0.6444 | 0.9606 | 0.8915 | 0.9452 |
|
| 477 |
+
| 0.0007 | 54.58 | 3930 | 0.4757 | 0.7677 | 0.8015 | 0.7842 | 0.6451 | 0.9610 | 0.8890 | 0.9459 |
|
| 478 |
+
| 0.0006 | 54.72 | 3940 | 0.4744 | 0.7678 | 0.8006 | 0.7838 | 0.6445 | 0.9609 | 0.8885 | 0.9459 |
|
| 479 |
+
| 0.0007 | 54.86 | 3950 | 0.4852 | 0.7621 | 0.8070 | 0.7839 | 0.6447 | 0.9606 | 0.8913 | 0.9454 |
|
| 480 |
+
| 0.0009 | 55.0 | 3960 | 0.4860 | 0.7610 | 0.8077 | 0.7837 | 0.6443 | 0.9605 | 0.8915 | 0.9451 |
|
| 481 |
+
| 0.0006 | 55.14 | 3970 | 0.4872 | 0.7619 | 0.8064 | 0.7835 | 0.6441 | 0.9606 | 0.8910 | 0.9453 |
|
| 482 |
+
| 0.001 | 55.28 | 3980 | 0.4789 | 0.7681 | 0.8008 | 0.7841 | 0.6449 | 0.9610 | 0.8887 | 0.9459 |
|
| 483 |
+
| 0.0005 | 55.42 | 3990 | 0.4780 | 0.7670 | 0.8025 | 0.7844 | 0.6452 | 0.9610 | 0.8894 | 0.9458 |
|
| 484 |
+
| 0.0004 | 55.56 | 4000 | 0.4827 | 0.7647 | 0.8046 | 0.7841 | 0.6449 | 0.9608 | 0.8903 | 0.9456 |
|
| 485 |
+
| 0.0007 | 55.69 | 4010 | 0.4862 | 0.7635 | 0.8046 | 0.7835 | 0.6441 | 0.9607 | 0.8902 | 0.9454 |
|
| 486 |
+
| 0.0006 | 55.83 | 4020 | 0.4806 | 0.7673 | 0.7987 | 0.7827 | 0.6430 | 0.9608 | 0.8876 | 0.9458 |
|
| 487 |
+
| 0.0008 | 55.97 | 4030 | 0.4771 | 0.7689 | 0.7970 | 0.7827 | 0.6429 | 0.9608 | 0.8869 | 0.9459 |
|
| 488 |
+
| 0.0008 | 56.11 | 4040 | 0.4831 | 0.7628 | 0.8046 | 0.7832 | 0.6436 | 0.9606 | 0.8902 | 0.9455 |
|
| 489 |
+
| 0.0009 | 56.25 | 4050 | 0.4816 | 0.7646 | 0.8039 | 0.7837 | 0.6444 | 0.9607 | 0.8899 | 0.9456 |
|
| 490 |
+
| 0.0006 | 56.39 | 4060 | 0.4833 | 0.7640 | 0.8048 | 0.7839 | 0.6446 | 0.9607 | 0.8903 | 0.9456 |
|
| 491 |
+
| 0.0008 | 56.53 | 4070 | 0.4838 | 0.7641 | 0.8056 | 0.7843 | 0.6451 | 0.9608 | 0.8907 | 0.9456 |
|
| 492 |
+
| 0.0007 | 56.67 | 4080 | 0.4847 | 0.7641 | 0.8062 | 0.7846 | 0.6456 | 0.9608 | 0.8910 | 0.9456 |
|
| 493 |
+
| 0.0009 | 56.81 | 4090 | 0.4868 | 0.7639 | 0.8072 | 0.7849 | 0.6460 | 0.9609 | 0.8915 | 0.9456 |
|
| 494 |
+
| 0.0004 | 56.94 | 4100 | 0.4804 | 0.7709 | 0.7982 | 0.7843 | 0.6451 | 0.9612 | 0.8876 | 0.9462 |
|
| 495 |
+
| 0.0009 | 57.08 | 4110 | 0.4818 | 0.7672 | 0.8033 | 0.7848 | 0.6459 | 0.9610 | 0.8898 | 0.9460 |
|
| 496 |
+
| 0.0008 | 57.22 | 4120 | 0.4880 | 0.7603 | 0.8098 | 0.7843 | 0.6451 | 0.9606 | 0.8925 | 0.9454 |
|
| 497 |
+
| 0.0006 | 57.36 | 4130 | 0.4803 | 0.7616 | 0.8090 | 0.7846 | 0.6456 | 0.9607 | 0.8922 | 0.9455 |
|
| 498 |
+
| 0.0009 | 57.5 | 4140 | 0.4761 | 0.7664 | 0.8050 | 0.7852 | 0.6464 | 0.9610 | 0.8906 | 0.9458 |
|
| 499 |
+
| 0.0008 | 57.64 | 4150 | 0.4761 | 0.7660 | 0.8061 | 0.7856 | 0.6468 | 0.9611 | 0.8911 | 0.9458 |
|
| 500 |
+
| 0.0005 | 57.78 | 4160 | 0.4777 | 0.7635 | 0.8070 | 0.7846 | 0.6456 | 0.9608 | 0.8914 | 0.9455 |
|
| 501 |
+
| 0.0006 | 57.92 | 4170 | 0.4778 | 0.7637 | 0.8065 | 0.7845 | 0.6455 | 0.9608 | 0.8911 | 0.9455 |
|
| 502 |
+
| 0.0004 | 58.06 | 4180 | 0.4808 | 0.7621 | 0.8073 | 0.7840 | 0.6448 | 0.9607 | 0.8914 | 0.9454 |
|
| 503 |
+
| 0.0006 | 58.19 | 4190 | 0.4828 | 0.7641 | 0.8068 | 0.7848 | 0.6459 | 0.9609 | 0.8913 | 0.9456 |
|
| 504 |
+
| 0.0009 | 58.33 | 4200 | 0.4788 | 0.7687 | 0.8032 | 0.7856 | 0.6468 | 0.9612 | 0.8899 | 0.9460 |
|
| 505 |
+
| 0.001 | 58.47 | 4210 | 0.4782 | 0.7680 | 0.8046 | 0.7859 | 0.6473 | 0.9612 | 0.8905 | 0.9459 |
|
| 506 |
+
| 0.0008 | 58.61 | 4220 | 0.4803 | 0.7648 | 0.8069 | 0.7853 | 0.6465 | 0.9610 | 0.8914 | 0.9456 |
|
| 507 |
+
| 0.0004 | 58.75 | 4230 | 0.4817 | 0.7647 | 0.8070 | 0.7853 | 0.6465 | 0.9610 | 0.8915 | 0.9456 |
|
| 508 |
+
| 0.0007 | 58.89 | 4240 | 0.4808 | 0.7668 | 0.8045 | 0.7852 | 0.6464 | 0.9611 | 0.8904 | 0.9458 |
|
| 509 |
+
| 0.0007 | 59.03 | 4250 | 0.4845 | 0.7647 | 0.8053 | 0.7845 | 0.6454 | 0.9609 | 0.8906 | 0.9455 |
|
| 510 |
+
| 0.0006 | 59.17 | 4260 | 0.4853 | 0.7642 | 0.8061 | 0.7846 | 0.6455 | 0.9608 | 0.8910 | 0.9456 |
|
| 511 |
+
| 0.0008 | 59.31 | 4270 | 0.4835 | 0.7645 | 0.8057 | 0.7846 | 0.6455 | 0.9609 | 0.8908 | 0.9456 |
|
| 512 |
+
| 0.0006 | 59.44 | 4280 | 0.4819 | 0.7655 | 0.8040 | 0.7843 | 0.6451 | 0.9609 | 0.8900 | 0.9457 |
|
| 513 |
+
| 0.0007 | 59.58 | 4290 | 0.4829 | 0.7642 | 0.8052 | 0.7842 | 0.6449 | 0.9608 | 0.8905 | 0.9456 |
|
| 514 |
+
| 0.0007 | 59.72 | 4300 | 0.4850 | 0.7635 | 0.8060 | 0.7842 | 0.6450 | 0.9607 | 0.8909 | 0.9455 |
|
| 515 |
+
| 0.0009 | 59.86 | 4310 | 0.4879 | 0.7616 | 0.8086 | 0.7844 | 0.6453 | 0.9607 | 0.8920 | 0.9455 |
|
| 516 |
+
| 0.0005 | 60.0 | 4320 | 0.4872 | 0.7621 | 0.8080 | 0.7844 | 0.6453 | 0.9607 | 0.8917 | 0.9454 |
|
| 517 |
+
| 0.0004 | 60.14 | 4330 | 0.4856 | 0.7625 | 0.8077 | 0.7844 | 0.6453 | 0.9607 | 0.8916 | 0.9455 |
|
| 518 |
+
| 0.0006 | 60.28 | 4340 | 0.4826 | 0.7649 | 0.8061 | 0.7850 | 0.6460 | 0.9609 | 0.8910 | 0.9457 |
|
| 519 |
+
| 0.0006 | 60.42 | 4350 | 0.4798 | 0.7660 | 0.8048 | 0.7849 | 0.6460 | 0.9610 | 0.8905 | 0.9458 |
|
| 520 |
+
| 0.0003 | 60.56 | 4360 | 0.4809 | 0.7659 | 0.8057 | 0.7853 | 0.6465 | 0.9610 | 0.8909 | 0.9458 |
|
| 521 |
+
| 0.0005 | 60.69 | 4370 | 0.4826 | 0.7651 | 0.8062 | 0.7851 | 0.6463 | 0.9610 | 0.8911 | 0.9458 |
|
| 522 |
+
| 0.0005 | 60.83 | 4380 | 0.4817 | 0.7662 | 0.8056 | 0.7854 | 0.6466 | 0.9610 | 0.8909 | 0.9459 |
|
| 523 |
+
| 0.0005 | 60.97 | 4390 | 0.4836 | 0.7633 | 0.8081 | 0.7851 | 0.6462 | 0.9609 | 0.8919 | 0.9456 |
|
| 524 |
+
| 0.0006 | 61.11 | 4400 | 0.4847 | 0.7616 | 0.8103 | 0.7852 | 0.6464 | 0.9608 | 0.8929 | 0.9454 |
|
| 525 |
+
| 0.0007 | 61.25 | 4410 | 0.4814 | 0.7643 | 0.8077 | 0.7854 | 0.6466 | 0.9609 | 0.8918 | 0.9458 |
|
| 526 |
+
| 0.0004 | 61.39 | 4420 | 0.4807 | 0.7654 | 0.8048 | 0.7846 | 0.6455 | 0.9609 | 0.8904 | 0.9458 |
|
| 527 |
+
| 0.0006 | 61.53 | 4430 | 0.4809 | 0.7651 | 0.8054 | 0.7848 | 0.6458 | 0.9609 | 0.8907 | 0.9458 |
|
| 528 |
+
| 0.0007 | 61.67 | 4440 | 0.4796 | 0.7653 | 0.8057 | 0.7850 | 0.6460 | 0.9609 | 0.8909 | 0.9457 |
|
| 529 |
+
| 0.0008 | 61.81 | 4450 | 0.4785 | 0.7646 | 0.8064 | 0.7849 | 0.6460 | 0.9609 | 0.8911 | 0.9457 |
|
| 530 |
+
| 0.001 | 61.94 | 4460 | 0.4804 | 0.7643 | 0.8061 | 0.7846 | 0.6456 | 0.9609 | 0.8910 | 0.9456 |
|
| 531 |
+
| 0.0006 | 62.08 | 4470 | 0.4826 | 0.7645 | 0.8061 | 0.7847 | 0.6458 | 0.9609 | 0.8910 | 0.9457 |
|
| 532 |
+
| 0.0006 | 62.22 | 4480 | 0.4835 | 0.7642 | 0.8064 | 0.7847 | 0.6457 | 0.9609 | 0.8911 | 0.9457 |
|
| 533 |
+
| 0.0008 | 62.36 | 4490 | 0.4845 | 0.7639 | 0.8072 | 0.7849 | 0.6460 | 0.9609 | 0.8915 | 0.9458 |
|
| 534 |
+
| 0.0004 | 62.5 | 4500 | 0.4862 | 0.7619 | 0.8102 | 0.7853 | 0.6465 | 0.9608 | 0.8928 | 0.9456 |
|
| 535 |
+
| 0.0007 | 62.64 | 4510 | 0.4852 | 0.7620 | 0.8090 | 0.7848 | 0.6458 | 0.9607 | 0.8922 | 0.9455 |
|
| 536 |
+
| 0.0008 | 62.78 | 4520 | 0.4822 | 0.7644 | 0.8066 | 0.7850 | 0.6460 | 0.9609 | 0.8913 | 0.9457 |
|
| 537 |
+
| 0.0007 | 62.92 | 4530 | 0.4828 | 0.7633 | 0.8073 | 0.7847 | 0.6457 | 0.9608 | 0.8915 | 0.9456 |
|
| 538 |
+
| 0.0004 | 63.06 | 4540 | 0.4834 | 0.7633 | 0.8072 | 0.7846 | 0.6456 | 0.9608 | 0.8914 | 0.9456 |
|
| 539 |
+
| 0.0007 | 63.19 | 4550 | 0.4819 | 0.7641 | 0.8058 | 0.7844 | 0.6453 | 0.9608 | 0.8908 | 0.9456 |
|
| 540 |
+
| 0.0005 | 63.33 | 4560 | 0.4805 | 0.7654 | 0.8053 | 0.7848 | 0.6459 | 0.9609 | 0.8907 | 0.9457 |
|
| 541 |
+
| 0.0008 | 63.47 | 4570 | 0.4799 | 0.7655 | 0.8056 | 0.7850 | 0.6461 | 0.9610 | 0.8908 | 0.9458 |
|
| 542 |
+
| 0.0006 | 63.61 | 4580 | 0.4807 | 0.7652 | 0.8060 | 0.7851 | 0.6462 | 0.9610 | 0.8910 | 0.9457 |
|
| 543 |
+
| 0.0008 | 63.75 | 4590 | 0.4832 | 0.7637 | 0.8077 | 0.7851 | 0.6462 | 0.9609 | 0.8917 | 0.9456 |
|
| 544 |
+
| 0.0003 | 63.89 | 4600 | 0.4845 | 0.7632 | 0.8081 | 0.7850 | 0.6461 | 0.9608 | 0.8919 | 0.9456 |
|
| 545 |
+
| 0.001 | 64.03 | 4610 | 0.4836 | 0.7636 | 0.8080 | 0.7851 | 0.6463 | 0.9609 | 0.8918 | 0.9456 |
|
| 546 |
+
| 0.0006 | 64.17 | 4620 | 0.4831 | 0.7640 | 0.8076 | 0.7852 | 0.6463 | 0.9609 | 0.8917 | 0.9456 |
|
| 547 |
+
| 0.0005 | 64.31 | 4630 | 0.4831 | 0.7638 | 0.8078 | 0.7852 | 0.6464 | 0.9609 | 0.8918 | 0.9456 |
|
| 548 |
+
| 0.0006 | 64.44 | 4640 | 0.4831 | 0.7634 | 0.8078 | 0.7850 | 0.6460 | 0.9608 | 0.8918 | 0.9456 |
|
| 549 |
+
| 0.0004 | 64.58 | 4650 | 0.4826 | 0.7641 | 0.8065 | 0.7847 | 0.6457 | 0.9609 | 0.8912 | 0.9456 |
|
| 550 |
+
| 0.0005 | 64.72 | 4660 | 0.4823 | 0.7656 | 0.8061 | 0.7853 | 0.6465 | 0.9610 | 0.8911 | 0.9458 |
|
| 551 |
+
| 0.0004 | 64.86 | 4670 | 0.4827 | 0.7650 | 0.8064 | 0.7852 | 0.6463 | 0.9610 | 0.8912 | 0.9457 |
|
| 552 |
+
| 0.0003 | 65.0 | 4680 | 0.4838 | 0.7640 | 0.8077 | 0.7852 | 0.6464 | 0.9609 | 0.8917 | 0.9456 |
|
| 553 |
+
| 0.0004 | 65.14 | 4690 | 0.4839 | 0.7645 | 0.8070 | 0.7852 | 0.6464 | 0.9609 | 0.8914 | 0.9457 |
|
| 554 |
+
| 0.0006 | 65.28 | 4700 | 0.4829 | 0.7656 | 0.8061 | 0.7853 | 0.6465 | 0.9610 | 0.8911 | 0.9458 |
|
| 555 |
+
| 0.0005 | 65.42 | 4710 | 0.4824 | 0.7666 | 0.8053 | 0.7855 | 0.6468 | 0.9611 | 0.8908 | 0.9458 |
|
| 556 |
+
| 0.0005 | 65.56 | 4720 | 0.4829 | 0.7664 | 0.8056 | 0.7855 | 0.6468 | 0.9611 | 0.8909 | 0.9458 |
|
| 557 |
+
| 0.0008 | 65.69 | 4730 | 0.4836 | 0.7655 | 0.8060 | 0.7852 | 0.6464 | 0.9610 | 0.8910 | 0.9457 |
|
| 558 |
+
| 0.0008 | 65.83 | 4740 | 0.4834 | 0.7655 | 0.8061 | 0.7853 | 0.6464 | 0.9610 | 0.8911 | 0.9458 |
|
| 559 |
+
| 0.0007 | 65.97 | 4750 | 0.4837 | 0.7660 | 0.8060 | 0.7855 | 0.6467 | 0.9610 | 0.8910 | 0.9458 |
|
| 560 |
+
| 0.0007 | 66.11 | 4760 | 0.4842 | 0.7657 | 0.8057 | 0.7852 | 0.6463 | 0.9610 | 0.8909 | 0.9457 |
|
| 561 |
+
| 0.0007 | 66.25 | 4770 | 0.4842 | 0.7661 | 0.8056 | 0.7853 | 0.6466 | 0.9610 | 0.8909 | 0.9458 |
|
| 562 |
+
| 0.0005 | 66.39 | 4780 | 0.4842 | 0.7656 | 0.8057 | 0.7851 | 0.6463 | 0.9610 | 0.8909 | 0.9457 |
|
| 563 |
+
| 0.0008 | 66.53 | 4790 | 0.4840 | 0.7657 | 0.8058 | 0.7853 | 0.6464 | 0.9610 | 0.8910 | 0.9458 |
|
| 564 |
+
| 0.0006 | 66.67 | 4800 | 0.4838 | 0.7652 | 0.8066 | 0.7854 | 0.6466 | 0.9610 | 0.8913 | 0.9458 |
|
| 565 |
+
| 0.0004 | 66.81 | 4810 | 0.4840 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
|
| 566 |
+
| 0.0004 | 66.94 | 4820 | 0.4842 | 0.7650 | 0.8072 | 0.7855 | 0.6468 | 0.9610 | 0.8915 | 0.9458 |
|
| 567 |
+
| 0.0005 | 67.08 | 4830 | 0.4841 | 0.7650 | 0.8073 | 0.7856 | 0.6468 | 0.9610 | 0.8916 | 0.9458 |
|
| 568 |
+
| 0.0007 | 67.22 | 4840 | 0.4842 | 0.7649 | 0.8076 | 0.7857 | 0.6470 | 0.9610 | 0.8917 | 0.9457 |
|
| 569 |
+
| 0.0003 | 67.36 | 4850 | 0.4842 | 0.7650 | 0.8076 | 0.7857 | 0.6471 | 0.9610 | 0.8917 | 0.9458 |
|
| 570 |
+
| 0.0011 | 67.5 | 4860 | 0.4841 | 0.7650 | 0.8074 | 0.7856 | 0.6469 | 0.9610 | 0.8917 | 0.9458 |
|
| 571 |
+
| 0.0003 | 67.64 | 4870 | 0.4840 | 0.7650 | 0.8074 | 0.7856 | 0.6469 | 0.9610 | 0.8917 | 0.9458 |
|
| 572 |
+
| 0.0007 | 67.78 | 4880 | 0.4839 | 0.7650 | 0.8073 | 0.7856 | 0.6468 | 0.9610 | 0.8916 | 0.9457 |
|
| 573 |
+
| 0.0007 | 67.92 | 4890 | 0.4839 | 0.7650 | 0.8073 | 0.7856 | 0.6468 | 0.9610 | 0.8916 | 0.9457 |
|
| 574 |
+
| 0.0005 | 68.06 | 4900 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
|
| 575 |
+
| 0.0008 | 68.19 | 4910 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
|
| 576 |
+
| 0.0006 | 68.33 | 4920 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
|
| 577 |
+
| 0.0006 | 68.47 | 4930 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
|
| 578 |
+
| 0.0006 | 68.61 | 4940 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
|
| 579 |
+
| 0.0004 | 68.75 | 4950 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
|
| 580 |
+
| 0.0004 | 68.89 | 4960 | 0.4839 | 0.7650 | 0.8072 | 0.7855 | 0.6468 | 0.9610 | 0.8915 | 0.9457 |
|
| 581 |
+
| 0.0007 | 69.03 | 4970 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
|
| 582 |
+
| 0.0005 | 69.17 | 4980 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
|
| 583 |
+
| 0.0006 | 69.31 | 4990 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
|
| 584 |
+
| 0.0006 | 69.44 | 5000 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
|
| 585 |
+
|
| 586 |
+
|
| 587 |
+
### Framework versions
|
| 588 |
+
|
| 589 |
+
- Transformers 4.34.1
|
| 590 |
+
- Pytorch 2.0.1
|
| 591 |
+
- Datasets 2.14.6
|
| 592 |
+
- Tokenizers 0.14.1
|
added_tokens.json
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"[newline]": 30523,
|
| 3 |
+
"[percent]": 30522
|
| 4 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,48 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "prajjwal1/bert-small",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForTokenClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 512,
|
| 11 |
+
"id2label": {
|
| 12 |
+
"0": "off",
|
| 13 |
+
"1": "space-0",
|
| 14 |
+
"2": "space-1",
|
| 15 |
+
"3": "space-2",
|
| 16 |
+
"4": "space-3",
|
| 17 |
+
"5": "nospace-0",
|
| 18 |
+
"6": "nospace-1",
|
| 19 |
+
"7": "nospace-2",
|
| 20 |
+
"8": "nospace-3"
|
| 21 |
+
},
|
| 22 |
+
"initializer_range": 0.02,
|
| 23 |
+
"intermediate_size": 2048,
|
| 24 |
+
"label2id": {
|
| 25 |
+
"nospace-0": 5,
|
| 26 |
+
"nospace-1": 6,
|
| 27 |
+
"nospace-2": 7,
|
| 28 |
+
"nospace-3": 8,
|
| 29 |
+
"off": 0,
|
| 30 |
+
"space-0": 1,
|
| 31 |
+
"space-1": 2,
|
| 32 |
+
"space-2": 3,
|
| 33 |
+
"space-3": 4
|
| 34 |
+
},
|
| 35 |
+
"layer_norm_eps": 1e-12,
|
| 36 |
+
"max_indent": 3,
|
| 37 |
+
"max_position_embeddings": 512,
|
| 38 |
+
"model_type": "bert",
|
| 39 |
+
"num_attention_heads": 8,
|
| 40 |
+
"num_hidden_layers": 4,
|
| 41 |
+
"pad_token_id": 0,
|
| 42 |
+
"position_embedding_type": "absolute",
|
| 43 |
+
"torch_dtype": "float32",
|
| 44 |
+
"transformers_version": "4.34.1",
|
| 45 |
+
"type_vocab_size": 2,
|
| 46 |
+
"use_cache": true,
|
| 47 |
+
"vocab_size": 30524
|
| 48 |
+
}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9146b6e03931d05b7d6c04ecebc392bfe297ac58e0c5f15bc37765f459cb06db
|
| 3 |
+
size 114050374
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
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|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
tokenizer.json
ADDED
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|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,73 @@
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|
|
|
|
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|
|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"100": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"101": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"102": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"103": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"30522": {
|
| 44 |
+
"content": "[percent]",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": true,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": false
|
| 50 |
+
},
|
| 51 |
+
"30523": {
|
| 52 |
+
"content": "[newline]",
|
| 53 |
+
"lstrip": false,
|
| 54 |
+
"normalized": true,
|
| 55 |
+
"rstrip": false,
|
| 56 |
+
"single_word": false,
|
| 57 |
+
"special": false
|
| 58 |
+
}
|
| 59 |
+
},
|
| 60 |
+
"clean_up_tokenization_spaces": true,
|
| 61 |
+
"cls_token": "[CLS]",
|
| 62 |
+
"do_basic_tokenize": true,
|
| 63 |
+
"do_lower_case": true,
|
| 64 |
+
"mask_token": "[MASK]",
|
| 65 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 66 |
+
"never_split": null,
|
| 67 |
+
"pad_token": "[PAD]",
|
| 68 |
+
"sep_token": "[SEP]",
|
| 69 |
+
"strip_accents": null,
|
| 70 |
+
"tokenize_chinese_chars": true,
|
| 71 |
+
"tokenizer_class": "BertTokenizer",
|
| 72 |
+
"unk_token": "[UNK]"
|
| 73 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9722902ca611edbe3779325b467f3ee14f73019a78ab289d8f3e386ace717a57
|
| 3 |
+
size 4155
|
vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|