Hugging Face's logo

admko
/
sembr2023-bert-mini

Token Classification
Transformers
PyTorch
bert
Generated from Trainer
Inference Endpoints
Model card Files Community
admko commited on
Commit
8f52968
·
1 Parent(s): 1277914

End of training

Browse files
Files changed (3) hide show
  1. README.md +112 -536
  2. pytorch_model.bin +1 -1
  3. training_args.bin +1 -1
README.md CHANGED
@@ -3,8 +3,6 @@ license: mit
3
  base_model: prajjwal1/bert-mini
4
  tags:
5
  - generated_from_trainer
6
- datasets:
7
- - sembr2023
8
  metrics:
9
  - precision
10
  - recall
@@ -12,29 +10,7 @@ metrics:
12
  - accuracy
13
  model-index:
14
  - name: sembr2023-bert-mini
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: 0.747829417773238
29
- - name: Recall
30
- type: recall
31
- value: 0.773609826971338
32
- - name: F1
33
- type: f1
34
- value: 0.7605012010647276
35
- - name: Accuracy
36
- type: accuracy
37
- value: 0.9568885928315161
38
  ---
39
 
40
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
@@ -42,16 +18,16 @@ should probably proofread and complete it, then remove this comment. -->
42
 
43
  # sembr2023-bert-mini
44
 
45
- This model is a fine-tuned version of [prajjwal1/bert-mini](https://huggingface.co/prajjwal1/bert-mini) on the sembr2023 dataset.
46
  It achieves the following results on the evaluation set:
47
- - Loss: 0.4009
48
- - Precision: 0.7478
49
- - Recall: 0.7736
50
- - F1: 0.7605
51
- - Iou: 0.6136
52
- - Accuracy: 0.9569
53
- - Balanced Accuracy: 0.8741
54
- - Overall Accuracy: 0.9415
55
 
56
  ## Model description
57
 
@@ -71,517 +47,117 @@ More information needed
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
- | 0.5116 | 0.14 | 10 | 0.4933 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
86
- | 0.4109 | 0.28 | 20 | 0.4257 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
87
- | 0.4223 | 0.42 | 30 | 0.4122 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
88
- | 0.4126 | 0.56 | 40 | 0.4040 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
89
- | 0.385 | 0.69 | 50 | 0.3839 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
90
- | 0.3682 | 0.83 | 60 | 0.3306 | 0.6914 | 0.1539 | 0.2517 | 0.1440 | 0.9191 | 0.5736 | 0.9172 |
91
- | 0.2919 | 0.97 | 70 | 0.2781 | 0.7410 | 0.4429 | 0.5544 | 0.3835 | 0.9370 | 0.7139 | 0.9264 |
92
- | 0.2382 | 1.11 | 80 | 0.2453 | 0.7529 | 0.6454 | 0.6950 | 0.5325 | 0.9499 | 0.8124 | 0.9334 |
93
- | 0.2517 | 1.25 | 90 | 0.2313 | 0.7514 | 0.6796 | 0.7137 | 0.5548 | 0.9518 | 0.8289 | 0.9346 |
94
- | 0.21 | 1.39 | 100 | 0.2205 | 0.7529 | 0.6929 | 0.7216 | 0.5645 | 0.9527 | 0.8354 | 0.9359 |
95
- | 0.2014 | 1.53 | 110 | 0.2138 | 0.7432 | 0.7135 | 0.7280 | 0.5724 | 0.9528 | 0.8448 | 0.9351 |
96
- | 0.1873 | 1.67 | 120 | 0.2099 | 0.7290 | 0.7317 | 0.7304 | 0.5753 | 0.9522 | 0.8527 | 0.9343 |
97
- | 0.1702 | 1.81 | 130 | 0.2098 | 0.7185 | 0.7489 | 0.7334 | 0.5790 | 0.9518 | 0.8602 | 0.9336 |
98
- | 0.1655 | 1.94 | 140 | 0.2035 | 0.7276 | 0.7440 | 0.7357 | 0.5819 | 0.9527 | 0.8585 | 0.9354 |
99
- | 0.1551 | 2.08 | 150 | 0.2036 | 0.7213 | 0.7527 | 0.7367 | 0.5831 | 0.9524 | 0.8623 | 0.9343 |
100
- | 0.1481 | 2.22 | 160 | 0.2012 | 0.7310 | 0.7576 | 0.7441 | 0.5924 | 0.9539 | 0.8653 | 0.9364 |
101
- | 0.1475 | 2.36 | 170 | 0.2023 | 0.7192 | 0.7764 | 0.7467 | 0.5958 | 0.9534 | 0.8735 | 0.9349 |
102
- | 0.128 | 2.5 | 180 | 0.1939 | 0.7549 | 0.7563 | 0.7556 | 0.6072 | 0.9567 | 0.8662 | 0.9393 |
103
- | 0.1357 | 2.64 | 190 | 0.1950 | 0.7389 | 0.7693 | 0.7538 | 0.6048 | 0.9555 | 0.8714 | 0.9381 |
104
- | 0.1241 | 2.78 | 200 | 0.1947 | 0.7415 | 0.7696 | 0.7553 | 0.6069 | 0.9559 | 0.8718 | 0.9386 |
105
- | 0.1156 | 2.92 | 210 | 0.2029 | 0.7141 | 0.7891 | 0.7497 | 0.5996 | 0.9534 | 0.8792 | 0.9353 |
106
- | 0.1226 | 3.06 | 220 | 0.1968 | 0.7268 | 0.7889 | 0.7566 | 0.6085 | 0.9551 | 0.8801 | 0.9374 |
107
- | 0.1102 | 3.19 | 230 | 0.1946 | 0.7315 | 0.7813 | 0.7556 | 0.6072 | 0.9553 | 0.8767 | 0.9383 |
108
- | 0.1149 | 3.33 | 240 | 0.2029 | 0.7193 | 0.7904 | 0.7532 | 0.6041 | 0.9542 | 0.8802 | 0.9363 |
109
- | 0.1048 | 3.47 | 250 | 0.1960 | 0.7289 | 0.7854 | 0.7561 | 0.6078 | 0.9552 | 0.8785 | 0.9391 |
110
- | 0.1093 | 3.61 | 260 | 0.2015 | 0.7084 | 0.8027 | 0.7526 | 0.6034 | 0.9533 | 0.8853 | 0.9354 |
111
- | 0.0856 | 3.75 | 270 | 0.1896 | 0.7522 | 0.7850 | 0.7682 | 0.6237 | 0.9581 | 0.8799 | 0.9410 |
112
- | 0.0936 | 3.89 | 280 | 0.1984 | 0.7330 | 0.7846 | 0.7579 | 0.6102 | 0.9556 | 0.8784 | 0.9394 |
113
- | 0.1001 | 4.03 | 290 | 0.1972 | 0.7352 | 0.7872 | 0.7603 | 0.6133 | 0.9561 | 0.8798 | 0.9390 |
114
- | 0.0866 | 4.17 | 300 | 0.2086 | 0.7218 | 0.7973 | 0.7576 | 0.6098 | 0.9549 | 0.8837 | 0.9378 |
115
- | 0.0877 | 4.31 | 310 | 0.2011 | 0.7279 | 0.7914 | 0.7583 | 0.6107 | 0.9554 | 0.8814 | 0.9393 |
116
- | 0.0767 | 4.44 | 320 | 0.2028 | 0.7429 | 0.7731 | 0.7577 | 0.6099 | 0.9562 | 0.8736 | 0.9400 |
117
- | 0.0857 | 4.58 | 330 | 0.2036 | 0.7238 | 0.7963 | 0.7583 | 0.6107 | 0.9551 | 0.8834 | 0.9386 |
118
- | 0.0794 | 4.72 | 340 | 0.1968 | 0.7334 | 0.7875 | 0.7595 | 0.6122 | 0.9559 | 0.8798 | 0.9409 |
119
- | 0.0847 | 4.86 | 350 | 0.2055 | 0.7205 | 0.7979 | 0.7573 | 0.6093 | 0.9547 | 0.8839 | 0.9382 |
120
- | 0.0854 | 5.0 | 360 | 0.2080 | 0.7093 | 0.7962 | 0.7502 | 0.6003 | 0.9531 | 0.8823 | 0.9369 |
121
- | 0.0808 | 5.14 | 370 | 0.2083 | 0.7083 | 0.8179 | 0.7591 | 0.6118 | 0.9541 | 0.8926 | 0.9376 |
122
- | 0.0813 | 5.28 | 380 | 0.2061 | 0.7194 | 0.7947 | 0.7552 | 0.6067 | 0.9544 | 0.8823 | 0.9397 |
123
- | 0.0783 | 5.42 | 390 | 0.2079 | 0.7317 | 0.7995 | 0.7641 | 0.6183 | 0.9563 | 0.8855 | 0.9410 |
124
- | 0.0737 | 5.56 | 400 | 0.2063 | 0.7372 | 0.7914 | 0.7634 | 0.6173 | 0.9566 | 0.8820 | 0.9402 |
125
- | 0.0592 | 5.69 | 410 | 0.2045 | 0.7235 | 0.7970 | 0.7585 | 0.6109 | 0.9551 | 0.8837 | 0.9398 |
126
- | 0.0705 | 5.83 | 420 | 0.2039 | 0.7402 | 0.7913 | 0.7649 | 0.6193 | 0.9570 | 0.8822 | 0.9409 |
127
- | 0.0592 | 5.97 | 430 | 0.2079 | 0.7368 | 0.7962 | 0.7654 | 0.6199 | 0.9568 | 0.8843 | 0.9405 |
128
- | 0.0659 | 6.11 | 440 | 0.2122 | 0.7224 | 0.8052 | 0.7615 | 0.6149 | 0.9554 | 0.8876 | 0.9389 |
129
- | 0.0801 | 6.25 | 450 | 0.2180 | 0.7119 | 0.8106 | 0.7580 | 0.6103 | 0.9542 | 0.8894 | 0.9372 |
130
- | 0.0624 | 6.39 | 460 | 0.2113 | 0.7413 | 0.7844 | 0.7622 | 0.6158 | 0.9567 | 0.8789 | 0.9409 |
131
- | 0.058 | 6.53 | 470 | 0.2165 | 0.7343 | 0.7871 | 0.7598 | 0.6126 | 0.9560 | 0.8797 | 0.9400 |
132
- | 0.0634 | 6.67 | 480 | 0.2241 | 0.7144 | 0.8046 | 0.7568 | 0.6088 | 0.9542 | 0.8867 | 0.9372 |
133
- | 0.0596 | 6.81 | 490 | 0.2049 | 0.7487 | 0.7677 | 0.7581 | 0.6104 | 0.9566 | 0.8713 | 0.9415 |
134
- | 0.0608 | 6.94 | 500 | 0.1986 | 0.7460 | 0.7728 | 0.7592 | 0.6118 | 0.9566 | 0.8736 | 0.9422 |
135
- | 0.0643 | 7.08 | 510 | 0.2142 | 0.7279 | 0.7955 | 0.7602 | 0.6132 | 0.9556 | 0.8833 | 0.9390 |
136
- | 0.0541 | 7.22 | 520 | 0.2229 | 0.7083 | 0.7990 | 0.7509 | 0.6012 | 0.9531 | 0.8835 | 0.9368 |
137
- | 0.0623 | 7.36 | 530 | 0.2080 | 0.7366 | 0.7888 | 0.7618 | 0.6152 | 0.9564 | 0.8807 | 0.9417 |
138
- | 0.0546 | 7.5 | 540 | 0.2167 | 0.7365 | 0.7810 | 0.7581 | 0.6105 | 0.9559 | 0.8769 | 0.9398 |
139
- | 0.0497 | 7.64 | 550 | 0.2153 | 0.7428 | 0.7835 | 0.7626 | 0.6163 | 0.9568 | 0.8786 | 0.9413 |
140
- | 0.0495 | 7.78 | 560 | 0.2226 | 0.7313 | 0.7806 | 0.7552 | 0.6067 | 0.9552 | 0.8764 | 0.9399 |
141
- | 0.0551 | 7.92 | 570 | 0.2291 | 0.7291 | 0.7881 | 0.7575 | 0.6096 | 0.9553 | 0.8799 | 0.9390 |
142
- | 0.0495 | 8.06 | 580 | 0.2214 | 0.7328 | 0.7793 | 0.7553 | 0.6069 | 0.9553 | 0.8759 | 0.9400 |
143
- | 0.0458 | 8.19 | 590 | 0.2214 | 0.7379 | 0.7785 | 0.7576 | 0.6098 | 0.9559 | 0.8758 | 0.9406 |
144
- | 0.0488 | 8.33 | 600 | 0.2189 | 0.7378 | 0.7840 | 0.7602 | 0.6132 | 0.9562 | 0.8785 | 0.9408 |
145
- | 0.0505 | 8.47 | 610 | 0.2242 | 0.7345 | 0.7829 | 0.7579 | 0.6102 | 0.9558 | 0.8777 | 0.9402 |
146
- | 0.0523 | 8.61 | 620 | 0.2254 | 0.7318 | 0.7867 | 0.7582 | 0.6106 | 0.9556 | 0.8793 | 0.9402 |
147
- | 0.0524 | 8.75 | 630 | 0.2216 | 0.7414 | 0.7842 | 0.7622 | 0.6157 | 0.9567 | 0.8788 | 0.9415 |
148
- | 0.0479 | 8.89 | 640 | 0.2421 | 0.7390 | 0.7786 | 0.7583 | 0.6107 | 0.9561 | 0.8760 | 0.9403 |
149
- | 0.0479 | 9.03 | 650 | 0.2326 | 0.7399 | 0.7806 | 0.7597 | 0.6125 | 0.9563 | 0.8770 | 0.9409 |
150
- | 0.0433 | 9.17 | 660 | 0.2323 | 0.7424 | 0.7802 | 0.7608 | 0.6140 | 0.9566 | 0.8770 | 0.9410 |
151
- | 0.0503 | 9.31 | 670 | 0.2368 | 0.7467 | 0.7719 | 0.7591 | 0.6117 | 0.9567 | 0.8732 | 0.9414 |
152
- | 0.0389 | 9.44 | 680 | 0.2297 | 0.7516 | 0.7728 | 0.7620 | 0.6156 | 0.9573 | 0.8740 | 0.9417 |
153
- | 0.0417 | 9.58 | 690 | 0.2328 | 0.7328 | 0.7859 | 0.7584 | 0.6109 | 0.9557 | 0.8790 | 0.9402 |
154
- | 0.0491 | 9.72 | 700 | 0.2357 | 0.7500 | 0.7768 | 0.7632 | 0.6170 | 0.9573 | 0.8758 | 0.9414 |
155
- | 0.0436 | 9.86 | 710 | 0.2281 | 0.7439 | 0.7814 | 0.7622 | 0.6157 | 0.9569 | 0.8776 | 0.9416 |
156
- | 0.0408 | 10.0 | 720 | 0.2422 | 0.7370 | 0.7815 | 0.7586 | 0.6111 | 0.9560 | 0.8772 | 0.9407 |
157
- | 0.0432 | 10.14 | 730 | 0.2327 | 0.7510 | 0.7726 | 0.7616 | 0.6150 | 0.9572 | 0.8738 | 0.9425 |
158
- | 0.0403 | 10.28 | 740 | 0.2463 | 0.7350 | 0.7854 | 0.7593 | 0.6120 | 0.9560 | 0.8789 | 0.9404 |
159
- | 0.0401 | 10.42 | 750 | 0.2414 | 0.7409 | 0.7813 | 0.7605 | 0.6136 | 0.9565 | 0.8774 | 0.9414 |
160
- | 0.0444 | 10.56 | 760 | 0.2508 | 0.7183 | 0.7975 | 0.7558 | 0.6075 | 0.9544 | 0.8836 | 0.9385 |
161
- | 0.0409 | 10.69 | 770 | 0.2367 | 0.7470 | 0.7673 | 0.7570 | 0.6090 | 0.9564 | 0.8710 | 0.9416 |
162
- | 0.0385 | 10.83 | 780 | 0.2390 | 0.7328 | 0.7896 | 0.7601 | 0.6131 | 0.9559 | 0.8808 | 0.9405 |
163
- | 0.0401 | 10.97 | 790 | 0.2329 | 0.7619 | 0.7586 | 0.7602 | 0.6132 | 0.9577 | 0.8678 | 0.9433 |
164
- | 0.0425 | 11.11 | 800 | 0.2453 | 0.7416 | 0.7817 | 0.7611 | 0.6143 | 0.9566 | 0.8776 | 0.9412 |
165
- | 0.0398 | 11.25 | 810 | 0.2520 | 0.7291 | 0.7912 | 0.7589 | 0.6114 | 0.9555 | 0.8813 | 0.9396 |
166
- | 0.0409 | 11.39 | 820 | 0.2423 | 0.7467 | 0.7727 | 0.7595 | 0.6122 | 0.9567 | 0.8736 | 0.9419 |
167
- | 0.0347 | 11.53 | 830 | 0.2389 | 0.7510 | 0.7629 | 0.7569 | 0.6089 | 0.9566 | 0.8692 | 0.9422 |
168
- | 0.0341 | 11.67 | 840 | 0.2398 | 0.7563 | 0.7649 | 0.7606 | 0.6136 | 0.9574 | 0.8705 | 0.9428 |
169
- | 0.0388 | 11.81 | 850 | 0.2401 | 0.7482 | 0.7772 | 0.7624 | 0.6161 | 0.9571 | 0.8759 | 0.9423 |
170
- | 0.037 | 11.94 | 860 | 0.2549 | 0.7500 | 0.7689 | 0.7593 | 0.6120 | 0.9569 | 0.8720 | 0.9418 |
171
- | 0.0282 | 12.08 | 870 | 0.2484 | 0.7471 | 0.7612 | 0.7541 | 0.6052 | 0.9561 | 0.8681 | 0.9415 |
172
- | 0.0382 | 12.22 | 880 | 0.2716 | 0.7390 | 0.7719 | 0.7551 | 0.6065 | 0.9557 | 0.8727 | 0.9407 |
173
- | 0.0384 | 12.36 | 890 | 0.2582 | 0.7335 | 0.7842 | 0.7580 | 0.6103 | 0.9557 | 0.8783 | 0.9404 |
174
- | 0.0356 | 12.5 | 900 | 0.2627 | 0.7481 | 0.7696 | 0.7587 | 0.6112 | 0.9567 | 0.8722 | 0.9415 |
175
- | 0.0312 | 12.64 | 910 | 0.2671 | 0.7259 | 0.7908 | 0.7569 | 0.6089 | 0.9551 | 0.8809 | 0.9397 |
176
- | 0.0335 | 12.78 | 920 | 0.2635 | 0.7417 | 0.7819 | 0.7613 | 0.6146 | 0.9566 | 0.8777 | 0.9416 |
177
- | 0.0308 | 12.92 | 930 | 0.2612 | 0.7366 | 0.7813 | 0.7583 | 0.6107 | 0.9559 | 0.8771 | 0.9409 |
178
- | 0.0287 | 13.06 | 940 | 0.2664 | 0.7395 | 0.7781 | 0.7583 | 0.6107 | 0.9561 | 0.8757 | 0.9407 |
179
- | 0.0313 | 13.19 | 950 | 0.2701 | 0.7434 | 0.7753 | 0.7590 | 0.6116 | 0.9564 | 0.8747 | 0.9412 |
180
- | 0.0326 | 13.33 | 960 | 0.2641 | 0.7398 | 0.7745 | 0.7568 | 0.6087 | 0.9560 | 0.8740 | 0.9410 |
181
- | 0.0317 | 13.47 | 970 | 0.2695 | 0.7444 | 0.7704 | 0.7572 | 0.6093 | 0.9563 | 0.8724 | 0.9410 |
182
- | 0.0304 | 13.61 | 980 | 0.2622 | 0.7426 | 0.7739 | 0.7579 | 0.6102 | 0.9563 | 0.8739 | 0.9410 |
183
- | 0.0285 | 13.75 | 990 | 0.2540 | 0.7467 | 0.7710 | 0.7586 | 0.6111 | 0.9566 | 0.8728 | 0.9422 |
184
- | 0.0319 | 13.89 | 1000 | 0.2629 | 0.7277 | 0.7920 | 0.7585 | 0.6109 | 0.9554 | 0.8816 | 0.9398 |
185
- | 0.028 | 14.03 | 1010 | 0.2698 | 0.7350 | 0.7815 | 0.7576 | 0.6097 | 0.9557 | 0.8771 | 0.9405 |
186
- | 0.0322 | 14.17 | 1020 | 0.2710 | 0.7415 | 0.7809 | 0.7607 | 0.6138 | 0.9565 | 0.8772 | 0.9416 |
187
- | 0.029 | 14.31 | 1030 | 0.2723 | 0.7394 | 0.7805 | 0.7594 | 0.6121 | 0.9562 | 0.8769 | 0.9412 |
188
- | 0.03 | 14.44 | 1040 | 0.2739 | 0.7338 | 0.7844 | 0.7583 | 0.6106 | 0.9557 | 0.8784 | 0.9409 |
189
- | 0.0286 | 14.58 | 1050 | 0.2742 | 0.7531 | 0.7658 | 0.7594 | 0.6121 | 0.9571 | 0.8707 | 0.9425 |
190
- | 0.0297 | 14.72 | 1060 | 0.2688 | 0.7381 | 0.7835 | 0.7601 | 0.6131 | 0.9562 | 0.8783 | 0.9411 |
191
- | 0.0254 | 14.86 | 1070 | 0.2812 | 0.7435 | 0.7741 | 0.7585 | 0.6110 | 0.9564 | 0.8741 | 0.9414 |
192
- | 0.0299 | 15.0 | 1080 | 0.2744 | 0.7355 | 0.7866 | 0.7601 | 0.6131 | 0.9561 | 0.8795 | 0.9407 |
193
- | 0.0236 | 15.14 | 1090 | 0.2758 | 0.7452 | 0.7726 | 0.7586 | 0.6111 | 0.9565 | 0.8735 | 0.9414 |
194
- | 0.0216 | 15.28 | 1100 | 0.2797 | 0.7457 | 0.7785 | 0.7617 | 0.6152 | 0.9569 | 0.8764 | 0.9420 |
195
- | 0.0259 | 15.42 | 1110 | 0.2827 | 0.7358 | 0.7856 | 0.7599 | 0.6128 | 0.9561 | 0.8791 | 0.9406 |
196
- | 0.0309 | 15.56 | 1120 | 0.2805 | 0.7368 | 0.7879 | 0.7615 | 0.6148 | 0.9563 | 0.8803 | 0.9409 |
197
- | 0.029 | 15.69 | 1130 | 0.2805 | 0.7488 | 0.7739 | 0.7611 | 0.6143 | 0.9570 | 0.8743 | 0.9421 |
198
- | 0.0268 | 15.83 | 1140 | 0.2814 | 0.7291 | 0.7910 | 0.7588 | 0.6114 | 0.9555 | 0.8813 | 0.9402 |
199
- | 0.0263 | 15.97 | 1150 | 0.2870 | 0.7503 | 0.7720 | 0.7610 | 0.6142 | 0.9571 | 0.8735 | 0.9419 |
200
- | 0.0258 | 16.11 | 1160 | 0.2796 | 0.7520 | 0.7689 | 0.7603 | 0.6133 | 0.9571 | 0.8721 | 0.9424 |
201
- | 0.0254 | 16.25 | 1170 | 0.2887 | 0.7403 | 0.7813 | 0.7602 | 0.6132 | 0.9564 | 0.8773 | 0.9410 |
202
- | 0.0261 | 16.39 | 1180 | 0.2836 | 0.7556 | 0.7638 | 0.7597 | 0.6125 | 0.9572 | 0.8699 | 0.9424 |
203
- | 0.0254 | 16.53 | 1190 | 0.2828 | 0.7445 | 0.7741 | 0.7590 | 0.6117 | 0.9565 | 0.8742 | 0.9417 |
204
- | 0.0243 | 16.67 | 1200 | 0.2929 | 0.7368 | 0.7765 | 0.7561 | 0.6079 | 0.9557 | 0.8748 | 0.9404 |
205
- | 0.0258 | 16.81 | 1210 | 0.2926 | 0.7428 | 0.7751 | 0.7586 | 0.6111 | 0.9564 | 0.8745 | 0.9413 |
206
- | 0.0289 | 16.94 | 1220 | 0.2827 | 0.7366 | 0.7829 | 0.7590 | 0.6117 | 0.9560 | 0.8778 | 0.9411 |
207
- | 0.0231 | 17.08 | 1230 | 0.2834 | 0.7379 | 0.7790 | 0.7579 | 0.6102 | 0.9560 | 0.8761 | 0.9409 |
208
- | 0.03 | 17.22 | 1240 | 0.2814 | 0.7526 | 0.7670 | 0.7597 | 0.6126 | 0.9571 | 0.8713 | 0.9427 |
209
- | 0.0272 | 17.36 | 1250 | 0.2926 | 0.7445 | 0.7753 | 0.7596 | 0.6124 | 0.9566 | 0.8747 | 0.9413 |
210
- | 0.028 | 17.5 | 1260 | 0.2844 | 0.7435 | 0.7747 | 0.7588 | 0.6113 | 0.9564 | 0.8744 | 0.9414 |
211
- | 0.0261 | 17.64 | 1270 | 0.2821 | 0.7531 | 0.7678 | 0.7604 | 0.6134 | 0.9572 | 0.8717 | 0.9424 |
212
- | 0.0272 | 17.78 | 1280 | 0.2822 | 0.7518 | 0.7699 | 0.7608 | 0.6139 | 0.9572 | 0.8726 | 0.9427 |
213
- | 0.0232 | 17.92 | 1290 | 0.2906 | 0.7374 | 0.7835 | 0.7597 | 0.6126 | 0.9562 | 0.8782 | 0.9411 |
214
- | 0.022 | 18.06 | 1300 | 0.2818 | 0.7548 | 0.7723 | 0.7635 | 0.6174 | 0.9577 | 0.8740 | 0.9434 |
215
- | 0.0191 | 18.19 | 1310 | 0.2902 | 0.7390 | 0.7839 | 0.7608 | 0.6139 | 0.9564 | 0.8785 | 0.9415 |
216
- | 0.026 | 18.33 | 1320 | 0.2970 | 0.7524 | 0.7658 | 0.7590 | 0.6117 | 0.9570 | 0.8707 | 0.9420 |
217
- | 0.0245 | 18.47 | 1330 | 0.2935 | 0.7393 | 0.7770 | 0.7577 | 0.6100 | 0.9560 | 0.8752 | 0.9413 |
218
- | 0.0221 | 18.61 | 1340 | 0.3017 | 0.7289 | 0.7900 | 0.7582 | 0.6106 | 0.9554 | 0.8807 | 0.9400 |
219
- | 0.023 | 18.75 | 1350 | 0.2913 | 0.7432 | 0.7777 | 0.7600 | 0.6130 | 0.9565 | 0.8758 | 0.9415 |
220
- | 0.0211 | 18.89 | 1360 | 0.3003 | 0.7446 | 0.7768 | 0.7604 | 0.6134 | 0.9567 | 0.8755 | 0.9408 |
221
- | 0.0171 | 19.03 | 1370 | 0.2973 | 0.7397 | 0.7817 | 0.7601 | 0.6130 | 0.9563 | 0.8775 | 0.9413 |
222
- | 0.0195 | 19.17 | 1380 | 0.2887 | 0.7456 | 0.7749 | 0.7600 | 0.6129 | 0.9567 | 0.8746 | 0.9420 |
223
- | 0.0209 | 19.31 | 1390 | 0.2963 | 0.7368 | 0.7830 | 0.7592 | 0.6118 | 0.9560 | 0.8779 | 0.9412 |
224
- | 0.0203 | 19.44 | 1400 | 0.3064 | 0.7350 | 0.7856 | 0.7595 | 0.6122 | 0.9560 | 0.8791 | 0.9405 |
225
- | 0.021 | 19.58 | 1410 | 0.2907 | 0.7508 | 0.7679 | 0.7593 | 0.6119 | 0.9569 | 0.8716 | 0.9425 |
226
- | 0.0217 | 19.72 | 1420 | 0.3019 | 0.7450 | 0.7778 | 0.7610 | 0.6143 | 0.9568 | 0.8760 | 0.9416 |
227
- | 0.0176 | 19.86 | 1430 | 0.3071 | 0.7319 | 0.7891 | 0.7594 | 0.6122 | 0.9558 | 0.8805 | 0.9402 |
228
- | 0.0184 | 20.0 | 1440 | 0.2936 | 0.7519 | 0.7723 | 0.7620 | 0.6155 | 0.9573 | 0.8738 | 0.9423 |
229
- | 0.018 | 20.14 | 1450 | 0.3001 | 0.7494 | 0.7753 | 0.7621 | 0.6157 | 0.9572 | 0.8751 | 0.9423 |
230
- | 0.0183 | 20.28 | 1460 | 0.2999 | 0.7556 | 0.7695 | 0.7625 | 0.6162 | 0.9576 | 0.8727 | 0.9429 |
231
- | 0.0203 | 20.42 | 1470 | 0.3058 | 0.7464 | 0.7781 | 0.7619 | 0.6154 | 0.9570 | 0.8762 | 0.9418 |
232
- | 0.0183 | 20.56 | 1480 | 0.2986 | 0.7444 | 0.7789 | 0.7612 | 0.6145 | 0.9568 | 0.8765 | 0.9421 |
233
- | 0.0185 | 20.69 | 1490 | 0.3031 | 0.7544 | 0.7686 | 0.7614 | 0.6148 | 0.9574 | 0.8722 | 0.9426 |
234
- | 0.0154 | 20.83 | 1500 | 0.3090 | 0.7286 | 0.7900 | 0.7580 | 0.6104 | 0.9554 | 0.8807 | 0.9399 |
235
- | 0.0209 | 20.97 | 1510 | 0.3187 | 0.7295 | 0.7903 | 0.7586 | 0.6111 | 0.9555 | 0.8809 | 0.9399 |
236
- | 0.0162 | 21.11 | 1520 | 0.3049 | 0.7472 | 0.7712 | 0.7591 | 0.6117 | 0.9567 | 0.8730 | 0.9415 |
237
- | 0.014 | 21.25 | 1530 | 0.3203 | 0.7380 | 0.7813 | 0.7590 | 0.6116 | 0.9561 | 0.8772 | 0.9405 |
238
- | 0.017 | 21.39 | 1540 | 0.3071 | 0.7477 | 0.7729 | 0.7601 | 0.6130 | 0.9568 | 0.8738 | 0.9419 |
239
- | 0.0201 | 21.53 | 1550 | 0.3094 | 0.7345 | 0.7840 | 0.7584 | 0.6109 | 0.9558 | 0.8783 | 0.9408 |
240
- | 0.0174 | 21.67 | 1560 | 0.3079 | 0.7438 | 0.7781 | 0.7606 | 0.6136 | 0.9567 | 0.8760 | 0.9414 |
241
- | 0.0181 | 21.81 | 1570 | 0.3082 | 0.7489 | 0.7679 | 0.7583 | 0.6107 | 0.9567 | 0.8715 | 0.9417 |
242
- | 0.0185 | 21.94 | 1580 | 0.3120 | 0.7449 | 0.7763 | 0.7602 | 0.6132 | 0.9567 | 0.8752 | 0.9414 |
243
- | 0.0169 | 22.08 | 1590 | 0.3079 | 0.7537 | 0.7663 | 0.7600 | 0.6129 | 0.9572 | 0.8710 | 0.9421 |
244
- | 0.0183 | 22.22 | 1600 | 0.3177 | 0.7390 | 0.7821 | 0.7599 | 0.6128 | 0.9563 | 0.8776 | 0.9404 |
245
- | 0.018 | 22.36 | 1610 | 0.3198 | 0.7340 | 0.7826 | 0.7575 | 0.6097 | 0.9557 | 0.8775 | 0.9402 |
246
- | 0.0164 | 22.5 | 1620 | 0.3342 | 0.7351 | 0.7838 | 0.7587 | 0.6112 | 0.9559 | 0.8782 | 0.9403 |
247
- | 0.0189 | 22.64 | 1630 | 0.3188 | 0.7418 | 0.7809 | 0.7608 | 0.6140 | 0.9566 | 0.8772 | 0.9410 |
248
- | 0.0192 | 22.78 | 1640 | 0.3223 | 0.7428 | 0.7770 | 0.7595 | 0.6123 | 0.9565 | 0.8755 | 0.9409 |
249
- | 0.0208 | 22.92 | 1650 | 0.3147 | 0.7473 | 0.7710 | 0.7589 | 0.6115 | 0.9567 | 0.8728 | 0.9416 |
250
- | 0.0144 | 23.06 | 1660 | 0.3142 | 0.7398 | 0.7778 | 0.7584 | 0.6108 | 0.9561 | 0.8756 | 0.9413 |
251
- | 0.0158 | 23.19 | 1670 | 0.3235 | 0.7412 | 0.7789 | 0.7596 | 0.6124 | 0.9564 | 0.8762 | 0.9409 |
252
- | 0.0165 | 23.33 | 1680 | 0.3205 | 0.7418 | 0.7772 | 0.7591 | 0.6117 | 0.9564 | 0.8755 | 0.9408 |
253
- | 0.0177 | 23.47 | 1690 | 0.3252 | 0.7326 | 0.7873 | 0.7590 | 0.6116 | 0.9558 | 0.8797 | 0.9399 |
254
- | 0.0176 | 23.61 | 1700 | 0.3239 | 0.7486 | 0.7769 | 0.7625 | 0.6162 | 0.9572 | 0.8758 | 0.9421 |
255
- | 0.0168 | 23.75 | 1710 | 0.3251 | 0.7428 | 0.7757 | 0.7589 | 0.6115 | 0.9564 | 0.8748 | 0.9412 |
256
- | 0.0173 | 23.89 | 1720 | 0.3270 | 0.7344 | 0.7825 | 0.7577 | 0.6099 | 0.9557 | 0.8775 | 0.9402 |
257
- | 0.0162 | 24.03 | 1730 | 0.3337 | 0.7355 | 0.7866 | 0.7602 | 0.6132 | 0.9561 | 0.8796 | 0.9403 |
258
- | 0.0166 | 24.17 | 1740 | 0.3283 | 0.7440 | 0.7772 | 0.7602 | 0.6132 | 0.9566 | 0.8756 | 0.9411 |
259
- | 0.0134 | 24.31 | 1750 | 0.3300 | 0.7403 | 0.7797 | 0.7595 | 0.6122 | 0.9563 | 0.8766 | 0.9406 |
260
- | 0.0167 | 24.44 | 1760 | 0.3290 | 0.7465 | 0.7723 | 0.7592 | 0.6118 | 0.9566 | 0.8734 | 0.9412 |
261
- | 0.0159 | 24.58 | 1770 | 0.3379 | 0.7416 | 0.7794 | 0.7600 | 0.6130 | 0.9565 | 0.8765 | 0.9409 |
262
- | 0.0162 | 24.72 | 1780 | 0.3354 | 0.7468 | 0.7728 | 0.7596 | 0.6123 | 0.9567 | 0.8737 | 0.9413 |
263
- | 0.0155 | 24.86 | 1790 | 0.3337 | 0.7441 | 0.7710 | 0.7573 | 0.6094 | 0.9563 | 0.8726 | 0.9408 |
264
- | 0.0162 | 25.0 | 1800 | 0.3301 | 0.7423 | 0.7743 | 0.7580 | 0.6102 | 0.9562 | 0.8741 | 0.9407 |
265
- | 0.0109 | 25.14 | 1810 | 0.3297 | 0.7386 | 0.7814 | 0.7594 | 0.6121 | 0.9562 | 0.8773 | 0.9407 |
266
- | 0.0135 | 25.28 | 1820 | 0.3226 | 0.7476 | 0.7766 | 0.7619 | 0.6153 | 0.9570 | 0.8756 | 0.9416 |
267
- | 0.0175 | 25.42 | 1830 | 0.3252 | 0.7445 | 0.7752 | 0.7595 | 0.6123 | 0.9566 | 0.8747 | 0.9416 |
268
- | 0.0155 | 25.56 | 1840 | 0.3279 | 0.7506 | 0.7729 | 0.7616 | 0.6150 | 0.9572 | 0.8740 | 0.9422 |
269
- | 0.0123 | 25.69 | 1850 | 0.3315 | 0.7493 | 0.7744 | 0.7616 | 0.6150 | 0.9571 | 0.8746 | 0.9421 |
270
- | 0.0155 | 25.83 | 1860 | 0.3189 | 0.7654 | 0.7567 | 0.7610 | 0.6142 | 0.9580 | 0.8671 | 0.9431 |
271
- | 0.0176 | 25.97 | 1870 | 0.3453 | 0.7382 | 0.7825 | 0.7597 | 0.6125 | 0.9562 | 0.8778 | 0.9403 |
272
- | 0.0147 | 26.11 | 1880 | 0.3424 | 0.7383 | 0.7807 | 0.7589 | 0.6115 | 0.9561 | 0.8769 | 0.9402 |
273
- | 0.0126 | 26.25 | 1890 | 0.3376 | 0.7458 | 0.7776 | 0.7613 | 0.6146 | 0.9569 | 0.8759 | 0.9410 |
274
- | 0.0128 | 26.39 | 1900 | 0.3286 | 0.7474 | 0.7799 | 0.7633 | 0.6172 | 0.9572 | 0.8772 | 0.9418 |
275
- | 0.0142 | 26.53 | 1910 | 0.3511 | 0.7392 | 0.7831 | 0.7605 | 0.6136 | 0.9564 | 0.8781 | 0.9402 |
276
- | 0.0151 | 26.67 | 1920 | 0.3447 | 0.7310 | 0.7870 | 0.7580 | 0.6103 | 0.9555 | 0.8794 | 0.9394 |
277
- | 0.0123 | 26.81 | 1930 | 0.3390 | 0.7421 | 0.7819 | 0.7615 | 0.6149 | 0.9567 | 0.8778 | 0.9407 |
278
- | 0.0135 | 26.94 | 1940 | 0.3390 | 0.7513 | 0.7698 | 0.7604 | 0.6135 | 0.9571 | 0.8725 | 0.9415 |
279
- | 0.0147 | 27.08 | 1950 | 0.3320 | 0.7542 | 0.7702 | 0.7621 | 0.6157 | 0.9575 | 0.8729 | 0.9420 |
280
- | 0.0139 | 27.22 | 1960 | 0.3310 | 0.7451 | 0.7739 | 0.7592 | 0.6119 | 0.9566 | 0.8741 | 0.9417 |
281
- | 0.0129 | 27.36 | 1970 | 0.3419 | 0.7453 | 0.7781 | 0.7614 | 0.6147 | 0.9568 | 0.8761 | 0.9415 |
282
- | 0.0153 | 27.5 | 1980 | 0.3388 | 0.7578 | 0.7671 | 0.7625 | 0.6161 | 0.9577 | 0.8717 | 0.9421 |
283
- | 0.0134 | 27.64 | 1990 | 0.3471 | 0.7379 | 0.7803 | 0.7586 | 0.6110 | 0.9560 | 0.8767 | 0.9403 |
284
- | 0.0106 | 27.78 | 2000 | 0.3545 | 0.7404 | 0.7781 | 0.7588 | 0.6113 | 0.9562 | 0.8758 | 0.9402 |
285
- | 0.0124 | 27.92 | 2010 | 0.3555 | 0.7422 | 0.7744 | 0.7580 | 0.6103 | 0.9562 | 0.8741 | 0.9403 |
286
- | 0.0138 | 28.06 | 2020 | 0.3443 | 0.7342 | 0.7794 | 0.7562 | 0.6079 | 0.9555 | 0.8760 | 0.9396 |
287
- | 0.0128 | 28.19 | 2030 | 0.3508 | 0.7421 | 0.7769 | 0.7591 | 0.6118 | 0.9564 | 0.8754 | 0.9405 |
288
- | 0.0147 | 28.33 | 2040 | 0.3422 | 0.7552 | 0.7646 | 0.7599 | 0.6127 | 0.9572 | 0.8703 | 0.9420 |
289
- | 0.0116 | 28.47 | 2050 | 0.3324 | 0.7549 | 0.7679 | 0.7613 | 0.6147 | 0.9574 | 0.8719 | 0.9422 |
290
- | 0.0105 | 28.61 | 2060 | 0.3463 | 0.7454 | 0.7766 | 0.7607 | 0.6138 | 0.9568 | 0.8755 | 0.9412 |
291
- | 0.014 | 28.75 | 2070 | 0.3406 | 0.7519 | 0.7708 | 0.7612 | 0.6145 | 0.9572 | 0.8731 | 0.9418 |
292
- | 0.0131 | 28.89 | 2080 | 0.3433 | 0.7420 | 0.7778 | 0.7595 | 0.6122 | 0.9564 | 0.8758 | 0.9406 |
293
- | 0.0139 | 29.03 | 2090 | 0.3553 | 0.7391 | 0.7817 | 0.7598 | 0.6126 | 0.9563 | 0.8774 | 0.9404 |
294
- | 0.0104 | 29.17 | 2100 | 0.3490 | 0.7477 | 0.7769 | 0.7620 | 0.6155 | 0.9571 | 0.8757 | 0.9410 |
295
- | 0.0114 | 29.31 | 2110 | 0.3495 | 0.7423 | 0.7811 | 0.7612 | 0.6145 | 0.9566 | 0.8774 | 0.9408 |
296
- | 0.0112 | 29.44 | 2120 | 0.3523 | 0.7455 | 0.7818 | 0.7632 | 0.6171 | 0.9571 | 0.8779 | 0.9411 |
297
- | 0.0112 | 29.58 | 2130 | 0.3451 | 0.7453 | 0.7827 | 0.7636 | 0.6175 | 0.9571 | 0.8784 | 0.9414 |
298
- | 0.0122 | 29.72 | 2140 | 0.3516 | 0.7482 | 0.7761 | 0.7619 | 0.6154 | 0.9571 | 0.8754 | 0.9415 |
299
- | 0.0135 | 29.86 | 2150 | 0.3536 | 0.7431 | 0.7797 | 0.7609 | 0.6141 | 0.9567 | 0.8768 | 0.9406 |
300
- | 0.01 | 30.0 | 2160 | 0.3499 | 0.7449 | 0.7772 | 0.7607 | 0.6138 | 0.9567 | 0.8757 | 0.9411 |
301
- | 0.0114 | 30.14 | 2170 | 0.3461 | 0.7554 | 0.7708 | 0.7630 | 0.6168 | 0.9576 | 0.8733 | 0.9423 |
302
- | 0.0138 | 30.28 | 2180 | 0.3493 | 0.7512 | 0.7769 | 0.7638 | 0.6179 | 0.9575 | 0.8760 | 0.9420 |
303
- | 0.014 | 30.42 | 2190 | 0.3464 | 0.7444 | 0.7802 | 0.7619 | 0.6154 | 0.9569 | 0.8771 | 0.9413 |
304
- | 0.0116 | 30.56 | 2200 | 0.3534 | 0.7528 | 0.7796 | 0.7659 | 0.6207 | 0.9578 | 0.8774 | 0.9418 |
305
- | 0.0121 | 30.69 | 2210 | 0.3441 | 0.7480 | 0.7773 | 0.7624 | 0.6160 | 0.9571 | 0.8759 | 0.9416 |
306
- | 0.0139 | 30.83 | 2220 | 0.3492 | 0.7422 | 0.7821 | 0.7616 | 0.6150 | 0.9567 | 0.8778 | 0.9412 |
307
- | 0.0099 | 30.97 | 2230 | 0.3504 | 0.7468 | 0.7760 | 0.7611 | 0.6143 | 0.9569 | 0.8752 | 0.9414 |
308
- | 0.0118 | 31.11 | 2240 | 0.3600 | 0.7388 | 0.7846 | 0.7610 | 0.6142 | 0.9564 | 0.8788 | 0.9406 |
309
- | 0.0104 | 31.25 | 2250 | 0.3608 | 0.7527 | 0.7723 | 0.7624 | 0.6160 | 0.9574 | 0.8738 | 0.9418 |
310
- | 0.0135 | 31.39 | 2260 | 0.3539 | 0.7458 | 0.7759 | 0.7605 | 0.6136 | 0.9568 | 0.8751 | 0.9414 |
311
- | 0.0112 | 31.53 | 2270 | 0.3508 | 0.7406 | 0.7827 | 0.7611 | 0.6143 | 0.9565 | 0.8781 | 0.9411 |
312
- | 0.0142 | 31.67 | 2280 | 0.3570 | 0.7512 | 0.7744 | 0.7626 | 0.6163 | 0.9573 | 0.8748 | 0.9419 |
313
- | 0.0123 | 31.81 | 2290 | 0.3521 | 0.7418 | 0.7805 | 0.7606 | 0.6137 | 0.9565 | 0.8771 | 0.9415 |
314
- | 0.0114 | 31.94 | 2300 | 0.3564 | 0.7448 | 0.7827 | 0.7633 | 0.6172 | 0.9570 | 0.8783 | 0.9417 |
315
- | 0.0105 | 32.08 | 2310 | 0.3622 | 0.7496 | 0.7786 | 0.7638 | 0.6179 | 0.9574 | 0.8767 | 0.9417 |
316
- | 0.0117 | 32.22 | 2320 | 0.3527 | 0.7461 | 0.7781 | 0.7618 | 0.6152 | 0.9569 | 0.8762 | 0.9415 |
317
- | 0.0098 | 32.36 | 2330 | 0.3602 | 0.7447 | 0.7809 | 0.7623 | 0.6160 | 0.9569 | 0.8774 | 0.9413 |
318
- | 0.0097 | 32.5 | 2340 | 0.3612 | 0.7405 | 0.7811 | 0.7603 | 0.6133 | 0.9564 | 0.8773 | 0.9409 |
319
- | 0.0118 | 32.64 | 2350 | 0.3496 | 0.7486 | 0.7748 | 0.7615 | 0.6148 | 0.9571 | 0.8748 | 0.9419 |
320
- | 0.0112 | 32.78 | 2360 | 0.3575 | 0.7450 | 0.7797 | 0.7619 | 0.6154 | 0.9569 | 0.8769 | 0.9412 |
321
- | 0.0105 | 32.92 | 2370 | 0.3520 | 0.7558 | 0.7700 | 0.7628 | 0.6166 | 0.9576 | 0.8729 | 0.9424 |
322
- | 0.0114 | 33.06 | 2380 | 0.3665 | 0.7482 | 0.7770 | 0.7623 | 0.6160 | 0.9571 | 0.8758 | 0.9417 |
323
- | 0.0086 | 33.19 | 2390 | 0.3555 | 0.7597 | 0.7702 | 0.7649 | 0.6193 | 0.9581 | 0.8733 | 0.9428 |
324
- | 0.0108 | 33.33 | 2400 | 0.3614 | 0.7507 | 0.7739 | 0.7621 | 0.6156 | 0.9573 | 0.8745 | 0.9422 |
325
- | 0.0101 | 33.47 | 2410 | 0.3539 | 0.7570 | 0.7669 | 0.7619 | 0.6154 | 0.9576 | 0.8715 | 0.9427 |
326
- | 0.0118 | 33.61 | 2420 | 0.3542 | 0.7527 | 0.7693 | 0.7609 | 0.6141 | 0.9572 | 0.8724 | 0.9425 |
327
- | 0.0119 | 33.75 | 2430 | 0.3457 | 0.7579 | 0.7613 | 0.7596 | 0.6124 | 0.9574 | 0.8689 | 0.9429 |
328
- | 0.0118 | 33.89 | 2440 | 0.3502 | 0.7530 | 0.7679 | 0.7604 | 0.6134 | 0.9572 | 0.8717 | 0.9420 |
329
- | 0.0083 | 34.03 | 2450 | 0.3650 | 0.7380 | 0.7830 | 0.7598 | 0.6126 | 0.9562 | 0.8780 | 0.9408 |
330
- | 0.0098 | 34.17 | 2460 | 0.3615 | 0.7438 | 0.7770 | 0.7601 | 0.6130 | 0.9566 | 0.8755 | 0.9412 |
331
- | 0.0087 | 34.31 | 2470 | 0.3620 | 0.7465 | 0.7732 | 0.7596 | 0.6124 | 0.9567 | 0.8739 | 0.9416 |
332
- | 0.0097 | 34.44 | 2480 | 0.3604 | 0.7522 | 0.7695 | 0.7608 | 0.6139 | 0.9572 | 0.8725 | 0.9419 |
333
- | 0.0086 | 34.58 | 2490 | 0.3569 | 0.7451 | 0.7770 | 0.7607 | 0.6138 | 0.9567 | 0.8756 | 0.9416 |
334
- | 0.0086 | 34.72 | 2500 | 0.3551 | 0.7497 | 0.7770 | 0.7631 | 0.6170 | 0.9573 | 0.8759 | 0.9417 |
335
- | 0.0115 | 34.86 | 2510 | 0.3743 | 0.7309 | 0.7870 | 0.7579 | 0.6101 | 0.9555 | 0.8794 | 0.9396 |
336
- | 0.0093 | 35.0 | 2520 | 0.3692 | 0.7403 | 0.7784 | 0.7589 | 0.6114 | 0.9562 | 0.8759 | 0.9404 |
337
- | 0.0111 | 35.14 | 2530 | 0.3640 | 0.7418 | 0.7790 | 0.7600 | 0.6128 | 0.9565 | 0.8764 | 0.9406 |
338
- | 0.01 | 35.28 | 2540 | 0.3683 | 0.7426 | 0.7777 | 0.7597 | 0.6126 | 0.9565 | 0.8758 | 0.9409 |
339
- | 0.0075 | 35.42 | 2550 | 0.3688 | 0.7348 | 0.7818 | 0.7576 | 0.6098 | 0.9557 | 0.8772 | 0.9401 |
340
- | 0.0111 | 35.56 | 2560 | 0.3637 | 0.7389 | 0.7805 | 0.7591 | 0.6118 | 0.9562 | 0.8769 | 0.9407 |
341
- | 0.0108 | 35.69 | 2570 | 0.3706 | 0.7374 | 0.7858 | 0.7608 | 0.6139 | 0.9563 | 0.8793 | 0.9408 |
342
- | 0.0106 | 35.83 | 2580 | 0.3610 | 0.7464 | 0.7769 | 0.7614 | 0.6147 | 0.9569 | 0.8756 | 0.9418 |
343
- | 0.0098 | 35.97 | 2590 | 0.3656 | 0.7413 | 0.7813 | 0.7608 | 0.6139 | 0.9565 | 0.8774 | 0.9408 |
344
- | 0.01 | 36.11 | 2600 | 0.3659 | 0.7412 | 0.7825 | 0.7613 | 0.6146 | 0.9566 | 0.8780 | 0.9410 |
345
- | 0.0106 | 36.25 | 2610 | 0.3621 | 0.7448 | 0.7789 | 0.7614 | 0.6148 | 0.9568 | 0.8765 | 0.9416 |
346
- | 0.0135 | 36.39 | 2620 | 0.3649 | 0.7422 | 0.7809 | 0.7611 | 0.6143 | 0.9566 | 0.8773 | 0.9412 |
347
- | 0.0096 | 36.53 | 2630 | 0.3755 | 0.7347 | 0.7846 | 0.7588 | 0.6114 | 0.9559 | 0.8785 | 0.9401 |
348
- | 0.0099 | 36.67 | 2640 | 0.3617 | 0.7455 | 0.7744 | 0.7597 | 0.6125 | 0.9567 | 0.8744 | 0.9412 |
349
- | 0.011 | 36.81 | 2650 | 0.3778 | 0.7417 | 0.7789 | 0.7598 | 0.6127 | 0.9564 | 0.8763 | 0.9405 |
350
- | 0.011 | 36.94 | 2660 | 0.3729 | 0.7378 | 0.7805 | 0.7585 | 0.6110 | 0.9560 | 0.8768 | 0.9405 |
351
- | 0.0091 | 37.08 | 2670 | 0.3730 | 0.7462 | 0.7728 | 0.7593 | 0.6120 | 0.9566 | 0.8737 | 0.9411 |
352
- | 0.0106 | 37.22 | 2680 | 0.3746 | 0.7531 | 0.7670 | 0.7600 | 0.6129 | 0.9571 | 0.8713 | 0.9417 |
353
- | 0.0092 | 37.36 | 2690 | 0.3637 | 0.7448 | 0.7726 | 0.7584 | 0.6109 | 0.9565 | 0.8734 | 0.9412 |
354
- | 0.0103 | 37.5 | 2700 | 0.3775 | 0.7393 | 0.7788 | 0.7585 | 0.6110 | 0.9561 | 0.8761 | 0.9403 |
355
- | 0.0103 | 37.64 | 2710 | 0.3666 | 0.7474 | 0.7760 | 0.7614 | 0.6147 | 0.9570 | 0.8753 | 0.9417 |
356
- | 0.0099 | 37.78 | 2720 | 0.3689 | 0.7446 | 0.7733 | 0.7587 | 0.6112 | 0.9565 | 0.8738 | 0.9412 |
357
- | 0.0106 | 37.92 | 2730 | 0.3743 | 0.7435 | 0.7756 | 0.7592 | 0.6119 | 0.9565 | 0.8748 | 0.9410 |
358
- | 0.0086 | 38.06 | 2740 | 0.3744 | 0.7424 | 0.7789 | 0.7602 | 0.6132 | 0.9565 | 0.8763 | 0.9410 |
359
- | 0.008 | 38.19 | 2750 | 0.3744 | 0.7392 | 0.7753 | 0.7568 | 0.6088 | 0.9559 | 0.8744 | 0.9406 |
360
- | 0.0093 | 38.33 | 2760 | 0.3753 | 0.7453 | 0.7706 | 0.7577 | 0.6099 | 0.9564 | 0.8725 | 0.9410 |
361
- | 0.0116 | 38.47 | 2770 | 0.3739 | 0.7414 | 0.7761 | 0.7583 | 0.6107 | 0.9562 | 0.8749 | 0.9410 |
362
- | 0.0106 | 38.61 | 2780 | 0.3767 | 0.7419 | 0.7743 | 0.7578 | 0.6100 | 0.9562 | 0.8741 | 0.9408 |
363
- | 0.0103 | 38.75 | 2790 | 0.3723 | 0.7453 | 0.7745 | 0.7596 | 0.6124 | 0.9566 | 0.8744 | 0.9414 |
364
- | 0.0102 | 38.89 | 2800 | 0.3790 | 0.7491 | 0.7755 | 0.7621 | 0.6156 | 0.9572 | 0.8751 | 0.9411 |
365
- | 0.0086 | 39.03 | 2810 | 0.3712 | 0.7457 | 0.7752 | 0.7602 | 0.6131 | 0.9567 | 0.8748 | 0.9412 |
366
- | 0.0069 | 39.17 | 2820 | 0.3697 | 0.7474 | 0.7728 | 0.7599 | 0.6128 | 0.9568 | 0.8737 | 0.9413 |
367
- | 0.0074 | 39.31 | 2830 | 0.3810 | 0.7466 | 0.7729 | 0.7596 | 0.6123 | 0.9567 | 0.8737 | 0.9412 |
368
- | 0.0075 | 39.44 | 2840 | 0.3749 | 0.7502 | 0.7691 | 0.7595 | 0.6123 | 0.9569 | 0.8721 | 0.9415 |
369
- | 0.0113 | 39.58 | 2850 | 0.3661 | 0.7532 | 0.7679 | 0.7605 | 0.6136 | 0.9572 | 0.8718 | 0.9420 |
370
- | 0.0088 | 39.72 | 2860 | 0.3730 | 0.7521 | 0.7673 | 0.7596 | 0.6124 | 0.9570 | 0.8714 | 0.9419 |
371
- | 0.0086 | 39.86 | 2870 | 0.3690 | 0.7500 | 0.7729 | 0.7613 | 0.6146 | 0.9571 | 0.8740 | 0.9417 |
372
- | 0.0076 | 40.0 | 2880 | 0.3716 | 0.7427 | 0.7799 | 0.7609 | 0.6140 | 0.9566 | 0.8769 | 0.9412 |
373
- | 0.0098 | 40.14 | 2890 | 0.3658 | 0.7451 | 0.7772 | 0.7608 | 0.6139 | 0.9568 | 0.8757 | 0.9415 |
374
- | 0.0104 | 40.28 | 2900 | 0.3630 | 0.7495 | 0.7722 | 0.7607 | 0.6138 | 0.9570 | 0.8736 | 0.9420 |
375
- | 0.0095 | 40.42 | 2910 | 0.3766 | 0.7414 | 0.7803 | 0.7604 | 0.6134 | 0.9565 | 0.8770 | 0.9407 |
376
- | 0.0074 | 40.56 | 2920 | 0.3782 | 0.7447 | 0.7788 | 0.7614 | 0.6147 | 0.9568 | 0.8764 | 0.9412 |
377
- | 0.0086 | 40.69 | 2930 | 0.3830 | 0.7437 | 0.7817 | 0.7622 | 0.6158 | 0.9569 | 0.8778 | 0.9407 |
378
- | 0.0087 | 40.83 | 2940 | 0.3746 | 0.7456 | 0.7784 | 0.7616 | 0.6150 | 0.9569 | 0.8763 | 0.9411 |
379
- | 0.009 | 40.97 | 2950 | 0.3731 | 0.7420 | 0.7793 | 0.7602 | 0.6132 | 0.9565 | 0.8765 | 0.9408 |
380
- | 0.0082 | 41.11 | 2960 | 0.3698 | 0.7507 | 0.7745 | 0.7624 | 0.6161 | 0.9573 | 0.8748 | 0.9418 |
381
- | 0.0066 | 41.25 | 2970 | 0.3691 | 0.7483 | 0.7776 | 0.7627 | 0.6164 | 0.9572 | 0.8761 | 0.9418 |
382
- | 0.0092 | 41.39 | 2980 | 0.3740 | 0.7476 | 0.7774 | 0.7622 | 0.6158 | 0.9571 | 0.8760 | 0.9416 |
383
- | 0.0078 | 41.53 | 2990 | 0.3909 | 0.7375 | 0.7829 | 0.7595 | 0.6122 | 0.9561 | 0.8779 | 0.9401 |
384
- | 0.0096 | 41.67 | 3000 | 0.3659 | 0.7500 | 0.7726 | 0.7611 | 0.6143 | 0.9571 | 0.8738 | 0.9420 |
385
- | 0.0083 | 41.81 | 3010 | 0.3737 | 0.7487 | 0.7728 | 0.7606 | 0.6136 | 0.9569 | 0.8738 | 0.9419 |
386
- | 0.0072 | 41.94 | 3020 | 0.3797 | 0.7525 | 0.7691 | 0.7607 | 0.6139 | 0.9572 | 0.8723 | 0.9418 |
387
- | 0.0081 | 42.08 | 3030 | 0.3697 | 0.7495 | 0.7700 | 0.7596 | 0.6124 | 0.9569 | 0.8725 | 0.9416 |
388
- | 0.0079 | 42.22 | 3040 | 0.3808 | 0.7426 | 0.7757 | 0.7588 | 0.6113 | 0.9564 | 0.8748 | 0.9411 |
389
- | 0.0062 | 42.36 | 3050 | 0.3811 | 0.7493 | 0.7696 | 0.7593 | 0.6120 | 0.9568 | 0.8723 | 0.9416 |
390
- | 0.0079 | 42.5 | 3060 | 0.3807 | 0.7420 | 0.7755 | 0.7584 | 0.6108 | 0.9563 | 0.8746 | 0.9411 |
391
- | 0.0118 | 42.64 | 3070 | 0.3813 | 0.7410 | 0.7781 | 0.7591 | 0.6117 | 0.9563 | 0.8759 | 0.9412 |
392
- | 0.0101 | 42.78 | 3080 | 0.3830 | 0.7387 | 0.7814 | 0.7594 | 0.6122 | 0.9562 | 0.8773 | 0.9408 |
393
- | 0.0082 | 42.92 | 3090 | 0.3894 | 0.7447 | 0.7761 | 0.7601 | 0.6130 | 0.9567 | 0.8751 | 0.9411 |
394
- | 0.0074 | 43.06 | 3100 | 0.3746 | 0.7466 | 0.7711 | 0.7587 | 0.6112 | 0.9566 | 0.8729 | 0.9413 |
395
- | 0.0075 | 43.19 | 3110 | 0.3806 | 0.7459 | 0.7714 | 0.7584 | 0.6109 | 0.9565 | 0.8729 | 0.9412 |
396
- | 0.0066 | 43.33 | 3120 | 0.3870 | 0.7440 | 0.7753 | 0.7593 | 0.6120 | 0.9565 | 0.8747 | 0.9411 |
397
- | 0.0059 | 43.47 | 3130 | 0.3860 | 0.7472 | 0.7714 | 0.7591 | 0.6117 | 0.9567 | 0.8730 | 0.9414 |
398
- | 0.0085 | 43.61 | 3140 | 0.3888 | 0.7451 | 0.7735 | 0.7590 | 0.6117 | 0.9565 | 0.8739 | 0.9412 |
399
- | 0.0069 | 43.75 | 3150 | 0.3903 | 0.7442 | 0.7749 | 0.7592 | 0.6119 | 0.9565 | 0.8745 | 0.9410 |
400
- | 0.007 | 43.89 | 3160 | 0.3938 | 0.7424 | 0.7756 | 0.7586 | 0.6111 | 0.9563 | 0.8747 | 0.9408 |
401
- | 0.0072 | 44.03 | 3170 | 0.3785 | 0.7542 | 0.7642 | 0.7592 | 0.6118 | 0.9571 | 0.8700 | 0.9421 |
402
- | 0.0074 | 44.17 | 3180 | 0.3860 | 0.7439 | 0.7724 | 0.7579 | 0.6102 | 0.9563 | 0.8733 | 0.9411 |
403
- | 0.0079 | 44.31 | 3190 | 0.3809 | 0.7447 | 0.7715 | 0.7579 | 0.6102 | 0.9564 | 0.8729 | 0.9413 |
404
- | 0.0079 | 44.44 | 3200 | 0.3842 | 0.7416 | 0.7755 | 0.7581 | 0.6105 | 0.9562 | 0.8746 | 0.9407 |
405
- | 0.0063 | 44.58 | 3210 | 0.3766 | 0.7450 | 0.7687 | 0.7567 | 0.6086 | 0.9563 | 0.8716 | 0.9413 |
406
- | 0.006 | 44.72 | 3220 | 0.3841 | 0.7481 | 0.7687 | 0.7583 | 0.6106 | 0.9566 | 0.8718 | 0.9414 |
407
- | 0.0098 | 44.86 | 3230 | 0.3963 | 0.7401 | 0.7780 | 0.7586 | 0.6111 | 0.9562 | 0.8757 | 0.9407 |
408
- | 0.0077 | 45.0 | 3240 | 0.3964 | 0.7414 | 0.7796 | 0.7600 | 0.6129 | 0.9564 | 0.8766 | 0.9408 |
409
- | 0.0091 | 45.14 | 3250 | 0.3856 | 0.7455 | 0.7739 | 0.7594 | 0.6122 | 0.9566 | 0.8741 | 0.9413 |
410
- | 0.0082 | 45.28 | 3260 | 0.3890 | 0.7476 | 0.7702 | 0.7587 | 0.6112 | 0.9567 | 0.8725 | 0.9412 |
411
- | 0.0067 | 45.42 | 3270 | 0.3873 | 0.7444 | 0.7728 | 0.7583 | 0.6108 | 0.9564 | 0.8735 | 0.9413 |
412
- | 0.0078 | 45.56 | 3280 | 0.3814 | 0.7430 | 0.7731 | 0.7578 | 0.6100 | 0.9563 | 0.8736 | 0.9413 |
413
- | 0.0069 | 45.69 | 3290 | 0.3890 | 0.7405 | 0.7768 | 0.7582 | 0.6106 | 0.9562 | 0.8752 | 0.9410 |
414
- | 0.0092 | 45.83 | 3300 | 0.3901 | 0.7376 | 0.7786 | 0.7576 | 0.6097 | 0.9559 | 0.8759 | 0.9406 |
415
- | 0.0072 | 45.97 | 3310 | 0.3889 | 0.7456 | 0.7691 | 0.7572 | 0.6092 | 0.9564 | 0.8718 | 0.9410 |
416
- | 0.0065 | 46.11 | 3320 | 0.3934 | 0.7404 | 0.7741 | 0.7569 | 0.6089 | 0.9560 | 0.8739 | 0.9407 |
417
- | 0.0065 | 46.25 | 3330 | 0.3963 | 0.7340 | 0.7822 | 0.7573 | 0.6094 | 0.9556 | 0.8773 | 0.9401 |
418
- | 0.0077 | 46.39 | 3340 | 0.3863 | 0.7432 | 0.7715 | 0.7571 | 0.6091 | 0.9562 | 0.8728 | 0.9408 |
419
- | 0.0077 | 46.53 | 3350 | 0.3893 | 0.7481 | 0.7702 | 0.7590 | 0.6116 | 0.9567 | 0.8725 | 0.9413 |
420
- | 0.0086 | 46.67 | 3360 | 0.3942 | 0.7405 | 0.7770 | 0.7583 | 0.6107 | 0.9562 | 0.8753 | 0.9406 |
421
- | 0.0069 | 46.81 | 3370 | 0.3892 | 0.7446 | 0.7711 | 0.7576 | 0.6098 | 0.9564 | 0.8727 | 0.9410 |
422
- | 0.0057 | 46.94 | 3380 | 0.3870 | 0.7424 | 0.7752 | 0.7585 | 0.6109 | 0.9563 | 0.8745 | 0.9409 |
423
- | 0.0086 | 47.08 | 3390 | 0.3895 | 0.7479 | 0.7711 | 0.7593 | 0.6120 | 0.9567 | 0.8729 | 0.9413 |
424
- | 0.0089 | 47.22 | 3400 | 0.3831 | 0.7516 | 0.7704 | 0.7609 | 0.6141 | 0.9572 | 0.8729 | 0.9419 |
425
- | 0.0077 | 47.36 | 3410 | 0.3900 | 0.7386 | 0.7784 | 0.7579 | 0.6102 | 0.9560 | 0.8758 | 0.9405 |
426
- | 0.006 | 47.5 | 3420 | 0.3929 | 0.7405 | 0.7782 | 0.7589 | 0.6115 | 0.9562 | 0.8759 | 0.9408 |
427
- | 0.0084 | 47.64 | 3430 | 0.3841 | 0.7506 | 0.7703 | 0.7603 | 0.6133 | 0.9570 | 0.8727 | 0.9418 |
428
- | 0.0061 | 47.78 | 3440 | 0.3913 | 0.7433 | 0.7748 | 0.7587 | 0.6112 | 0.9564 | 0.8744 | 0.9409 |
429
- | 0.0086 | 47.92 | 3450 | 0.3880 | 0.7518 | 0.7714 | 0.7615 | 0.6148 | 0.9572 | 0.8733 | 0.9419 |
430
- | 0.0081 | 48.06 | 3460 | 0.3924 | 0.7458 | 0.7778 | 0.7615 | 0.6148 | 0.9569 | 0.8761 | 0.9414 |
431
- | 0.0075 | 48.19 | 3470 | 0.3924 | 0.7469 | 0.7748 | 0.7606 | 0.6137 | 0.9568 | 0.8747 | 0.9413 |
432
- | 0.0075 | 48.33 | 3480 | 0.3829 | 0.7528 | 0.7703 | 0.7615 | 0.6148 | 0.9573 | 0.8729 | 0.9423 |
433
- | 0.0079 | 48.47 | 3490 | 0.3947 | 0.7428 | 0.7756 | 0.7589 | 0.6114 | 0.9564 | 0.8748 | 0.9411 |
434
- | 0.0067 | 48.61 | 3500 | 0.3865 | 0.7508 | 0.7700 | 0.7603 | 0.6133 | 0.9570 | 0.8726 | 0.9419 |
435
- | 0.0079 | 48.75 | 3510 | 0.3960 | 0.7419 | 0.7784 | 0.7597 | 0.6125 | 0.9564 | 0.8760 | 0.9408 |
436
- | 0.0089 | 48.89 | 3520 | 0.3898 | 0.7493 | 0.7712 | 0.7601 | 0.6130 | 0.9569 | 0.8731 | 0.9415 |
437
- | 0.0073 | 49.03 | 3530 | 0.3872 | 0.7497 | 0.7700 | 0.7598 | 0.6126 | 0.9569 | 0.8725 | 0.9415 |
438
- | 0.0074 | 49.17 | 3540 | 0.3851 | 0.7499 | 0.7753 | 0.7624 | 0.6160 | 0.9572 | 0.8751 | 0.9419 |
439
- | 0.0071 | 49.31 | 3550 | 0.3965 | 0.7434 | 0.7811 | 0.7618 | 0.6153 | 0.9568 | 0.8775 | 0.9410 |
440
- | 0.0073 | 49.44 | 3560 | 0.3924 | 0.7461 | 0.7768 | 0.7611 | 0.6144 | 0.9569 | 0.8756 | 0.9416 |
441
- | 0.008 | 49.58 | 3570 | 0.3927 | 0.7488 | 0.7728 | 0.7606 | 0.6137 | 0.9570 | 0.8738 | 0.9417 |
442
- | 0.007 | 49.72 | 3580 | 0.3953 | 0.7457 | 0.7743 | 0.7597 | 0.6125 | 0.9567 | 0.8743 | 0.9413 |
443
- | 0.0068 | 49.86 | 3590 | 0.3914 | 0.7501 | 0.7703 | 0.7601 | 0.6130 | 0.9570 | 0.8727 | 0.9416 |
444
- | 0.008 | 50.0 | 3600 | 0.4006 | 0.7405 | 0.7790 | 0.7593 | 0.6120 | 0.9563 | 0.8763 | 0.9406 |
445
- | 0.0073 | 50.14 | 3610 | 0.3902 | 0.7528 | 0.7691 | 0.7609 | 0.6140 | 0.9572 | 0.8723 | 0.9420 |
446
- | 0.0069 | 50.28 | 3620 | 0.3928 | 0.7427 | 0.7770 | 0.7595 | 0.6122 | 0.9565 | 0.8755 | 0.9408 |
447
- | 0.007 | 50.42 | 3630 | 0.3936 | 0.7526 | 0.7682 | 0.7603 | 0.6133 | 0.9571 | 0.8718 | 0.9417 |
448
- | 0.0056 | 50.56 | 3640 | 0.3956 | 0.7488 | 0.7722 | 0.7603 | 0.6133 | 0.9569 | 0.8735 | 0.9415 |
449
- | 0.0077 | 50.69 | 3650 | 0.3973 | 0.7414 | 0.7788 | 0.7596 | 0.6124 | 0.9564 | 0.8762 | 0.9408 |
450
- | 0.0065 | 50.83 | 3660 | 0.3970 | 0.7496 | 0.7708 | 0.7600 | 0.6130 | 0.9569 | 0.8729 | 0.9415 |
451
- | 0.0076 | 50.97 | 3670 | 0.3970 | 0.7438 | 0.7752 | 0.7592 | 0.6118 | 0.9565 | 0.8746 | 0.9409 |
452
- | 0.0068 | 51.11 | 3680 | 0.3916 | 0.7478 | 0.7704 | 0.7590 | 0.6116 | 0.9567 | 0.8726 | 0.9414 |
453
- | 0.0074 | 51.25 | 3690 | 0.3985 | 0.7480 | 0.7722 | 0.7599 | 0.6127 | 0.9568 | 0.8734 | 0.9413 |
454
- | 0.0062 | 51.39 | 3700 | 0.4024 | 0.7472 | 0.7724 | 0.7596 | 0.6124 | 0.9567 | 0.8735 | 0.9411 |
455
- | 0.0089 | 51.53 | 3710 | 0.3970 | 0.7481 | 0.7698 | 0.7588 | 0.6114 | 0.9567 | 0.8723 | 0.9414 |
456
- | 0.0064 | 51.67 | 3720 | 0.3925 | 0.7481 | 0.7728 | 0.7603 | 0.6132 | 0.9569 | 0.8738 | 0.9416 |
457
- | 0.0069 | 51.81 | 3730 | 0.3969 | 0.7443 | 0.7749 | 0.7593 | 0.6120 | 0.9565 | 0.8745 | 0.9411 |
458
- | 0.007 | 51.94 | 3740 | 0.3906 | 0.7473 | 0.7735 | 0.7602 | 0.6131 | 0.9568 | 0.8740 | 0.9415 |
459
- | 0.0058 | 52.08 | 3750 | 0.3929 | 0.7449 | 0.7748 | 0.7595 | 0.6123 | 0.9566 | 0.8745 | 0.9412 |
460
- | 0.0068 | 52.22 | 3760 | 0.3920 | 0.7464 | 0.7747 | 0.7603 | 0.6132 | 0.9568 | 0.8746 | 0.9413 |
461
- | 0.0065 | 52.36 | 3770 | 0.3888 | 0.7518 | 0.7695 | 0.7606 | 0.6137 | 0.9571 | 0.8724 | 0.9421 |
462
- | 0.0061 | 52.5 | 3780 | 0.3982 | 0.7449 | 0.7753 | 0.7598 | 0.6127 | 0.9566 | 0.8748 | 0.9411 |
463
- | 0.0069 | 52.64 | 3790 | 0.3948 | 0.7511 | 0.7710 | 0.7609 | 0.6141 | 0.9571 | 0.8731 | 0.9418 |
464
- | 0.0072 | 52.78 | 3800 | 0.3952 | 0.7434 | 0.7770 | 0.7598 | 0.6127 | 0.9565 | 0.8755 | 0.9411 |
465
- | 0.0055 | 52.92 | 3810 | 0.4014 | 0.7444 | 0.7749 | 0.7593 | 0.6120 | 0.9565 | 0.8745 | 0.9411 |
466
- | 0.007 | 53.06 | 3820 | 0.3947 | 0.7489 | 0.7735 | 0.7610 | 0.6142 | 0.9570 | 0.8742 | 0.9417 |
467
- | 0.007 | 53.19 | 3830 | 0.3961 | 0.7476 | 0.7728 | 0.7600 | 0.6129 | 0.9568 | 0.8737 | 0.9415 |
468
- | 0.0067 | 53.33 | 3840 | 0.3969 | 0.7488 | 0.7715 | 0.7600 | 0.6129 | 0.9569 | 0.8732 | 0.9416 |
469
- | 0.0075 | 53.47 | 3850 | 0.3974 | 0.7465 | 0.7729 | 0.7595 | 0.6123 | 0.9567 | 0.8737 | 0.9414 |
470
- | 0.0064 | 53.61 | 3860 | 0.3970 | 0.7485 | 0.7722 | 0.7602 | 0.6131 | 0.9569 | 0.8735 | 0.9416 |
471
- | 0.0059 | 53.75 | 3870 | 0.3952 | 0.7492 | 0.7710 | 0.7599 | 0.6128 | 0.9569 | 0.8730 | 0.9418 |
472
- | 0.0078 | 53.89 | 3880 | 0.4006 | 0.7442 | 0.7753 | 0.7594 | 0.6122 | 0.9565 | 0.8747 | 0.9412 |
473
- | 0.0064 | 54.03 | 3890 | 0.3956 | 0.7467 | 0.7715 | 0.7589 | 0.6115 | 0.9566 | 0.8730 | 0.9412 |
474
- | 0.0065 | 54.17 | 3900 | 0.3932 | 0.7510 | 0.7682 | 0.7595 | 0.6123 | 0.9570 | 0.8717 | 0.9418 |
475
- | 0.0071 | 54.31 | 3910 | 0.3990 | 0.7438 | 0.7765 | 0.7598 | 0.6127 | 0.9566 | 0.8753 | 0.9411 |
476
- | 0.0072 | 54.44 | 3920 | 0.3939 | 0.7491 | 0.7689 | 0.7588 | 0.6114 | 0.9568 | 0.8719 | 0.9418 |
477
- | 0.0073 | 54.58 | 3930 | 0.4014 | 0.7454 | 0.7749 | 0.7599 | 0.6127 | 0.9567 | 0.8746 | 0.9413 |
478
- | 0.0059 | 54.72 | 3940 | 0.3991 | 0.7496 | 0.7704 | 0.7599 | 0.6128 | 0.9569 | 0.8727 | 0.9416 |
479
- | 0.0054 | 54.86 | 3950 | 0.3980 | 0.7482 | 0.7724 | 0.7601 | 0.6131 | 0.9569 | 0.8736 | 0.9415 |
480
- | 0.0065 | 55.0 | 3960 | 0.3951 | 0.7502 | 0.7702 | 0.7600 | 0.6130 | 0.9570 | 0.8726 | 0.9417 |
481
- | 0.0061 | 55.14 | 3970 | 0.3950 | 0.7498 | 0.7715 | 0.7605 | 0.6136 | 0.9570 | 0.8733 | 0.9418 |
482
- | 0.007 | 55.28 | 3980 | 0.4002 | 0.7488 | 0.7728 | 0.7606 | 0.6137 | 0.9570 | 0.8738 | 0.9415 |
483
- | 0.0061 | 55.42 | 3990 | 0.4001 | 0.7473 | 0.7743 | 0.7606 | 0.6136 | 0.9569 | 0.8744 | 0.9414 |
484
- | 0.0052 | 55.56 | 4000 | 0.3961 | 0.7505 | 0.7698 | 0.7600 | 0.6129 | 0.9570 | 0.8725 | 0.9417 |
485
- | 0.0073 | 55.69 | 4010 | 0.3972 | 0.7482 | 0.7728 | 0.7603 | 0.6133 | 0.9569 | 0.8738 | 0.9415 |
486
- | 0.0068 | 55.83 | 4020 | 0.3968 | 0.7504 | 0.7703 | 0.7602 | 0.6132 | 0.9570 | 0.8727 | 0.9417 |
487
- | 0.006 | 55.97 | 4030 | 0.3969 | 0.7505 | 0.7694 | 0.7598 | 0.6126 | 0.9570 | 0.8723 | 0.9416 |
488
- | 0.008 | 56.11 | 4040 | 0.4006 | 0.7471 | 0.7726 | 0.7596 | 0.6124 | 0.9567 | 0.8736 | 0.9413 |
489
- | 0.007 | 56.25 | 4050 | 0.3958 | 0.7480 | 0.7708 | 0.7593 | 0.6119 | 0.9567 | 0.8728 | 0.9415 |
490
- | 0.008 | 56.39 | 4060 | 0.3981 | 0.7476 | 0.7719 | 0.7596 | 0.6123 | 0.9568 | 0.8733 | 0.9416 |
491
- | 0.0069 | 56.53 | 4070 | 0.4006 | 0.7460 | 0.7733 | 0.7595 | 0.6122 | 0.9567 | 0.8739 | 0.9413 |
492
- | 0.0065 | 56.67 | 4080 | 0.3993 | 0.7504 | 0.7691 | 0.7596 | 0.6124 | 0.9569 | 0.8721 | 0.9417 |
493
- | 0.0077 | 56.81 | 4090 | 0.4037 | 0.7441 | 0.7764 | 0.7599 | 0.6127 | 0.9566 | 0.8752 | 0.9411 |
494
- | 0.0055 | 56.94 | 4100 | 0.3982 | 0.7470 | 0.7724 | 0.7595 | 0.6122 | 0.9567 | 0.8735 | 0.9414 |
495
- | 0.0053 | 57.08 | 4110 | 0.4007 | 0.7445 | 0.7763 | 0.7600 | 0.6130 | 0.9566 | 0.8752 | 0.9411 |
496
- | 0.0065 | 57.22 | 4120 | 0.4006 | 0.7465 | 0.7731 | 0.7595 | 0.6123 | 0.9567 | 0.8738 | 0.9413 |
497
- | 0.0073 | 57.36 | 4130 | 0.3991 | 0.7449 | 0.7752 | 0.7597 | 0.6126 | 0.9566 | 0.8747 | 0.9413 |
498
- | 0.0062 | 57.5 | 4140 | 0.4017 | 0.7470 | 0.7735 | 0.7600 | 0.6129 | 0.9568 | 0.8740 | 0.9413 |
499
- | 0.0058 | 57.64 | 4150 | 0.3988 | 0.7480 | 0.7718 | 0.7597 | 0.6125 | 0.9568 | 0.8733 | 0.9414 |
500
- | 0.0046 | 57.78 | 4160 | 0.3979 | 0.7467 | 0.7752 | 0.7607 | 0.6138 | 0.9568 | 0.8748 | 0.9415 |
501
- | 0.0059 | 57.92 | 4170 | 0.4023 | 0.7463 | 0.7748 | 0.7603 | 0.6133 | 0.9568 | 0.8746 | 0.9413 |
502
- | 0.0045 | 58.06 | 4180 | 0.4022 | 0.7485 | 0.7706 | 0.7594 | 0.6121 | 0.9568 | 0.8727 | 0.9413 |
503
- | 0.006 | 58.19 | 4190 | 0.3986 | 0.7492 | 0.7691 | 0.7590 | 0.6117 | 0.9568 | 0.8721 | 0.9415 |
504
- | 0.0056 | 58.33 | 4200 | 0.4029 | 0.7450 | 0.7757 | 0.7601 | 0.6130 | 0.9567 | 0.8750 | 0.9411 |
505
- | 0.0071 | 58.47 | 4210 | 0.4028 | 0.7473 | 0.7727 | 0.7598 | 0.6126 | 0.9568 | 0.8737 | 0.9413 |
506
- | 0.0059 | 58.61 | 4220 | 0.3997 | 0.7477 | 0.7733 | 0.7603 | 0.6133 | 0.9569 | 0.8740 | 0.9415 |
507
- | 0.0067 | 58.75 | 4230 | 0.4023 | 0.7478 | 0.7737 | 0.7605 | 0.6136 | 0.9569 | 0.8742 | 0.9415 |
508
- | 0.0057 | 58.89 | 4240 | 0.4030 | 0.7462 | 0.7764 | 0.7610 | 0.6142 | 0.9569 | 0.8754 | 0.9413 |
509
- | 0.0072 | 59.03 | 4250 | 0.4009 | 0.7500 | 0.7726 | 0.7611 | 0.6143 | 0.9571 | 0.8738 | 0.9417 |
510
- | 0.0059 | 59.17 | 4260 | 0.3991 | 0.7504 | 0.7696 | 0.7599 | 0.6128 | 0.9570 | 0.8724 | 0.9417 |
511
- | 0.0071 | 59.31 | 4270 | 0.4020 | 0.7465 | 0.7736 | 0.7598 | 0.6127 | 0.9567 | 0.8741 | 0.9413 |
512
- | 0.0071 | 59.44 | 4280 | 0.4001 | 0.7501 | 0.7712 | 0.7605 | 0.6136 | 0.9570 | 0.8731 | 0.9418 |
513
- | 0.0068 | 59.58 | 4290 | 0.3976 | 0.7481 | 0.7733 | 0.7605 | 0.6135 | 0.9569 | 0.8740 | 0.9417 |
514
- | 0.0054 | 59.72 | 4300 | 0.3988 | 0.7483 | 0.7726 | 0.7603 | 0.6132 | 0.9569 | 0.8737 | 0.9415 |
515
- | 0.0069 | 59.86 | 4310 | 0.3998 | 0.7480 | 0.7706 | 0.7591 | 0.6118 | 0.9567 | 0.8727 | 0.9415 |
516
- | 0.0079 | 60.0 | 4320 | 0.3981 | 0.7469 | 0.7714 | 0.7589 | 0.6115 | 0.9566 | 0.8730 | 0.9414 |
517
- | 0.0048 | 60.14 | 4330 | 0.3991 | 0.7464 | 0.7724 | 0.7592 | 0.6118 | 0.9566 | 0.8735 | 0.9413 |
518
- | 0.0055 | 60.28 | 4340 | 0.4008 | 0.7468 | 0.7735 | 0.7599 | 0.6128 | 0.9568 | 0.8740 | 0.9413 |
519
- | 0.0082 | 60.42 | 4350 | 0.4031 | 0.7461 | 0.7743 | 0.7599 | 0.6128 | 0.9567 | 0.8743 | 0.9412 |
520
- | 0.0066 | 60.56 | 4360 | 0.4025 | 0.7476 | 0.7728 | 0.7600 | 0.6129 | 0.9568 | 0.8737 | 0.9414 |
521
- | 0.0076 | 60.69 | 4370 | 0.4019 | 0.7501 | 0.7716 | 0.7607 | 0.6138 | 0.9571 | 0.8733 | 0.9417 |
522
- | 0.0056 | 60.83 | 4380 | 0.3999 | 0.7491 | 0.7710 | 0.7599 | 0.6127 | 0.9569 | 0.8730 | 0.9416 |
523
- | 0.0058 | 60.97 | 4390 | 0.3995 | 0.7487 | 0.7718 | 0.7601 | 0.6130 | 0.9569 | 0.8733 | 0.9416 |
524
- | 0.0053 | 61.11 | 4400 | 0.4007 | 0.7454 | 0.7751 | 0.7600 | 0.6128 | 0.9567 | 0.8747 | 0.9412 |
525
- | 0.0068 | 61.25 | 4410 | 0.3998 | 0.7482 | 0.7726 | 0.7602 | 0.6132 | 0.9569 | 0.8737 | 0.9414 |
526
- | 0.0074 | 61.39 | 4420 | 0.3998 | 0.7491 | 0.7715 | 0.7602 | 0.6131 | 0.9569 | 0.8732 | 0.9416 |
527
- | 0.006 | 61.53 | 4430 | 0.4032 | 0.7476 | 0.7732 | 0.7602 | 0.6132 | 0.9568 | 0.8739 | 0.9414 |
528
- | 0.0059 | 61.67 | 4440 | 0.4036 | 0.7471 | 0.7739 | 0.7603 | 0.6133 | 0.9568 | 0.8742 | 0.9413 |
529
- | 0.0056 | 61.81 | 4450 | 0.4008 | 0.7475 | 0.7747 | 0.7608 | 0.6140 | 0.9569 | 0.8746 | 0.9415 |
530
- | 0.0063 | 61.94 | 4460 | 0.4008 | 0.7485 | 0.7733 | 0.7607 | 0.6139 | 0.9570 | 0.8741 | 0.9416 |
531
- | 0.0073 | 62.08 | 4470 | 0.4018 | 0.7473 | 0.7736 | 0.7602 | 0.6132 | 0.9568 | 0.8741 | 0.9414 |
532
- | 0.0063 | 62.22 | 4480 | 0.4023 | 0.7469 | 0.7752 | 0.7608 | 0.6139 | 0.9569 | 0.8748 | 0.9414 |
533
- | 0.0062 | 62.36 | 4490 | 0.4009 | 0.7490 | 0.7729 | 0.7608 | 0.6139 | 0.9570 | 0.8739 | 0.9416 |
534
- | 0.0059 | 62.5 | 4500 | 0.4010 | 0.7487 | 0.7731 | 0.7607 | 0.6138 | 0.9570 | 0.8739 | 0.9416 |
535
- | 0.0058 | 62.64 | 4510 | 0.4008 | 0.7488 | 0.7739 | 0.7611 | 0.6143 | 0.9570 | 0.8743 | 0.9417 |
536
- | 0.0068 | 62.78 | 4520 | 0.4012 | 0.7464 | 0.7744 | 0.7601 | 0.6131 | 0.9568 | 0.8744 | 0.9414 |
537
- | 0.0062 | 62.92 | 4530 | 0.4022 | 0.7459 | 0.7751 | 0.7602 | 0.6132 | 0.9567 | 0.8747 | 0.9413 |
538
- | 0.0071 | 63.06 | 4540 | 0.4015 | 0.7475 | 0.7735 | 0.7603 | 0.6133 | 0.9568 | 0.8741 | 0.9415 |
539
- | 0.0063 | 63.19 | 4550 | 0.4008 | 0.7495 | 0.7728 | 0.7610 | 0.6141 | 0.9570 | 0.8739 | 0.9417 |
540
- | 0.0054 | 63.33 | 4560 | 0.4010 | 0.7470 | 0.7748 | 0.7606 | 0.6137 | 0.9569 | 0.8747 | 0.9415 |
541
- | 0.0068 | 63.47 | 4570 | 0.3994 | 0.7492 | 0.7722 | 0.7605 | 0.6136 | 0.9570 | 0.8735 | 0.9417 |
542
- | 0.0068 | 63.61 | 4580 | 0.4009 | 0.7471 | 0.7731 | 0.7599 | 0.6128 | 0.9568 | 0.8738 | 0.9415 |
543
- | 0.0057 | 63.75 | 4590 | 0.4011 | 0.7470 | 0.7737 | 0.7601 | 0.6131 | 0.9568 | 0.8742 | 0.9414 |
544
- | 0.0068 | 63.89 | 4600 | 0.4010 | 0.7487 | 0.7733 | 0.7608 | 0.6140 | 0.9570 | 0.8741 | 0.9416 |
545
- | 0.0064 | 64.03 | 4610 | 0.3999 | 0.7494 | 0.7731 | 0.7611 | 0.6143 | 0.9571 | 0.8740 | 0.9417 |
546
- | 0.0058 | 64.17 | 4620 | 0.3998 | 0.7496 | 0.7728 | 0.7610 | 0.6142 | 0.9571 | 0.8739 | 0.9418 |
547
- | 0.0058 | 64.31 | 4630 | 0.3993 | 0.7488 | 0.7735 | 0.7610 | 0.6142 | 0.9570 | 0.8741 | 0.9417 |
548
- | 0.0068 | 64.44 | 4640 | 0.3999 | 0.7484 | 0.7741 | 0.7611 | 0.6143 | 0.9570 | 0.8744 | 0.9416 |
549
- | 0.0068 | 64.58 | 4650 | 0.4013 | 0.7482 | 0.7733 | 0.7606 | 0.6137 | 0.9569 | 0.8740 | 0.9415 |
550
- | 0.0052 | 64.72 | 4660 | 0.4017 | 0.7485 | 0.7728 | 0.7605 | 0.6135 | 0.9569 | 0.8738 | 0.9415 |
551
- | 0.0081 | 64.86 | 4670 | 0.4014 | 0.7487 | 0.7728 | 0.7606 | 0.6136 | 0.9569 | 0.8738 | 0.9416 |
552
- | 0.0052 | 65.0 | 4680 | 0.4021 | 0.7481 | 0.7737 | 0.7607 | 0.6139 | 0.9569 | 0.8742 | 0.9415 |
553
- | 0.009 | 65.14 | 4690 | 0.4022 | 0.7482 | 0.7732 | 0.7605 | 0.6136 | 0.9569 | 0.8740 | 0.9415 |
554
- | 0.0057 | 65.28 | 4700 | 0.4017 | 0.7481 | 0.7732 | 0.7605 | 0.6135 | 0.9569 | 0.8740 | 0.9415 |
555
- | 0.0051 | 65.42 | 4710 | 0.4018 | 0.7477 | 0.7745 | 0.7609 | 0.6140 | 0.9569 | 0.8746 | 0.9415 |
556
- | 0.0068 | 65.56 | 4720 | 0.4019 | 0.7477 | 0.7749 | 0.7611 | 0.6143 | 0.9569 | 0.8748 | 0.9415 |
557
- | 0.0087 | 65.69 | 4730 | 0.4019 | 0.7476 | 0.7751 | 0.7611 | 0.6143 | 0.9569 | 0.8748 | 0.9415 |
558
- | 0.0055 | 65.83 | 4740 | 0.4017 | 0.7476 | 0.7747 | 0.7609 | 0.6141 | 0.9569 | 0.8746 | 0.9415 |
559
- | 0.0067 | 65.97 | 4750 | 0.4015 | 0.7480 | 0.7736 | 0.7606 | 0.6137 | 0.9569 | 0.8742 | 0.9415 |
560
- | 0.0068 | 66.11 | 4760 | 0.4014 | 0.7482 | 0.7728 | 0.7603 | 0.6133 | 0.9569 | 0.8738 | 0.9415 |
561
- | 0.0047 | 66.25 | 4770 | 0.4010 | 0.7481 | 0.7729 | 0.7603 | 0.6134 | 0.9569 | 0.8738 | 0.9415 |
562
- | 0.0062 | 66.39 | 4780 | 0.4010 | 0.7480 | 0.7731 | 0.7603 | 0.6133 | 0.9569 | 0.8739 | 0.9415 |
563
- | 0.0078 | 66.53 | 4790 | 0.4012 | 0.7478 | 0.7739 | 0.7606 | 0.6137 | 0.9569 | 0.8743 | 0.9415 |
564
- | 0.0068 | 66.67 | 4800 | 0.4014 | 0.7479 | 0.7739 | 0.7607 | 0.6138 | 0.9569 | 0.8743 | 0.9415 |
565
- | 0.0064 | 66.81 | 4810 | 0.4011 | 0.7480 | 0.7736 | 0.7606 | 0.6137 | 0.9569 | 0.8742 | 0.9415 |
566
- | 0.0077 | 66.94 | 4820 | 0.4007 | 0.7480 | 0.7736 | 0.7606 | 0.6137 | 0.9569 | 0.8742 | 0.9415 |
567
- | 0.0065 | 67.08 | 4830 | 0.4006 | 0.7482 | 0.7732 | 0.7605 | 0.6136 | 0.9569 | 0.8740 | 0.9415 |
568
- | 0.0071 | 67.22 | 4840 | 0.4005 | 0.7482 | 0.7731 | 0.7604 | 0.6135 | 0.9569 | 0.8739 | 0.9415 |
569
- | 0.0046 | 67.36 | 4850 | 0.4005 | 0.7481 | 0.7731 | 0.7604 | 0.6134 | 0.9569 | 0.8739 | 0.9415 |
570
- | 0.0065 | 67.5 | 4860 | 0.4005 | 0.7481 | 0.7732 | 0.7605 | 0.6135 | 0.9569 | 0.8740 | 0.9415 |
571
- | 0.0043 | 67.64 | 4870 | 0.4007 | 0.7481 | 0.7732 | 0.7605 | 0.6135 | 0.9569 | 0.8740 | 0.9415 |
572
- | 0.0069 | 67.78 | 4880 | 0.4007 | 0.7481 | 0.7733 | 0.7605 | 0.6135 | 0.9569 | 0.8740 | 0.9415 |
573
- | 0.0075 | 67.92 | 4890 | 0.4007 | 0.7481 | 0.7733 | 0.7605 | 0.6135 | 0.9569 | 0.8740 | 0.9415 |
574
- | 0.0082 | 68.06 | 4900 | 0.4007 | 0.7480 | 0.7735 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
575
- | 0.0076 | 68.19 | 4910 | 0.4008 | 0.7479 | 0.7736 | 0.7606 | 0.6136 | 0.9569 | 0.8742 | 0.9415 |
576
- | 0.006 | 68.33 | 4920 | 0.4008 | 0.7479 | 0.7737 | 0.7606 | 0.6137 | 0.9569 | 0.8742 | 0.9415 |
577
- | 0.0058 | 68.47 | 4930 | 0.4009 | 0.7479 | 0.7737 | 0.7606 | 0.6137 | 0.9569 | 0.8742 | 0.9415 |
578
- | 0.006 | 68.61 | 4940 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
579
- | 0.0065 | 68.75 | 4950 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
580
- | 0.0058 | 68.89 | 4960 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
581
- | 0.0065 | 69.03 | 4970 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
582
- | 0.0059 | 69.17 | 4980 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
583
- | 0.0063 | 69.31 | 4990 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
584
- | 0.0054 | 69.44 | 5000 | 0.4009 | 0.7478 | 0.7736 | 0.7605 | 0.6136 | 0.9569 | 0.8741 | 0.9415 |
585
 
586
 
587
  ### Framework versions
 
3
  base_model: prajjwal1/bert-mini
4
  tags:
5
  - generated_from_trainer
 
 
6
  metrics:
7
  - precision
8
  - recall
 
10
  - accuracy
11
  model-index:
12
  - name: sembr2023-bert-mini
13
+ results: []
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14
  ---
15
 
16
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
 
18
 
19
  # sembr2023-bert-mini
20
 
21
+ This model is a fine-tuned version of [prajjwal1/bert-mini](https://huggingface.co/prajjwal1/bert-mini) on an unknown dataset.
22
  It achieves the following results on the evaluation set:
23
+ - Loss: 0.1844
24
+ - Precision: 0.7925
25
+ - Recall: 0.7950
26
+ - F1: 0.7938
27
+ - Iou: 0.6581
28
+ - Accuracy: 0.9620
29
+ - Balanced Accuracy: 0.8870
30
+ - Overall Accuracy: 0.9443
31
 
32
  ## Model description
33
 
 
47
 
48
  The following hyperparameters were used during training:
49
  - learning_rate: 0.0001
50
+ - train_batch_size: 64
51
  - eval_batch_size: 128
52
  - seed: 42
53
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
54
  - lr_scheduler_type: cosine
55
+ - training_steps: 1000
56
 
57
  ### Training results
58
 
59
  | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy |
60
  |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:|
61
+ | 0.5028 | 0.06 | 10 | 0.5036 | 0 | 0.0 | 0.0 | 0.0 | 0.9080 | 0.5 | 0.9080 |
62
+ | 0.417 | 0.12 | 20 | 0.4416 | 0 | 0.0 | 0.0 | 0.0 | 0.9080 | 0.5 | 0.9080 |
63
+ | 0.4292 | 0.18 | 30 | 0.4298 | 0 | 0.0 | 0.0 | 0.0 | 0.9080 | 0.5 | 0.9080 |
64
+ | 0.3964 | 0.24 | 40 | 0.4121 | 0 | 0.0 | 0.0 | 0.0 | 0.9080 | 0.5 | 0.9080 |
65
+ | 0.3611 | 0.3 | 50 | 0.3619 | 0.5833 | 0.0080 | 0.0158 | 0.0080 | 0.9082 | 0.5037 | 0.9081 |
66
+ | 0.3201 | 0.36 | 60 | 0.3103 | 0.6414 | 0.5085 | 0.5673 | 0.3960 | 0.9287 | 0.7399 | 0.9146 |
67
+ | 0.2983 | 0.42 | 70 | 0.2575 | 0.7866 | 0.6423 | 0.7072 | 0.5470 | 0.9511 | 0.8123 | 0.9333 |
68
+ | 0.2621 | 0.48 | 80 | 0.2402 | 0.7879 | 0.6824 | 0.7314 | 0.5765 | 0.9539 | 0.8319 | 0.9354 |
69
+ | 0.2464 | 0.55 | 90 | 0.2262 | 0.8304 | 0.6660 | 0.7391 | 0.5862 | 0.9568 | 0.8261 | 0.9384 |
70
+ | 0.21 | 0.61 | 100 | 0.2186 | 0.7990 | 0.7131 | 0.7536 | 0.6047 | 0.9571 | 0.8475 | 0.9382 |
71
+ | 0.2238 | 0.67 | 110 | 0.2042 | 0.8242 | 0.6860 | 0.7487 | 0.5984 | 0.9577 | 0.8356 | 0.9408 |
72
+ | 0.1849 | 0.73 | 120 | 0.1990 | 0.8799 | 0.6422 | 0.7425 | 0.5904 | 0.9590 | 0.8166 | 0.9432 |
73
+ | 0.1702 | 0.79 | 130 | 0.1959 | 0.7862 | 0.7436 | 0.7643 | 0.6185 | 0.9578 | 0.8615 | 0.9392 |
74
+ | 0.2033 | 0.85 | 140 | 0.1939 | 0.7996 | 0.7414 | 0.7694 | 0.6252 | 0.9591 | 0.8613 | 0.9404 |
75
+ | 0.1686 | 0.91 | 150 | 0.1916 | 0.7982 | 0.7437 | 0.7700 | 0.6260 | 0.9591 | 0.8623 | 0.9410 |
76
+ | 0.1484 | 0.97 | 160 | 0.1855 | 0.7898 | 0.7597 | 0.7745 | 0.6320 | 0.9593 | 0.8696 | 0.9408 |
77
+ | 0.1717 | 1.03 | 170 | 0.1864 | 0.8231 | 0.7301 | 0.7738 | 0.6310 | 0.9607 | 0.8571 | 0.9434 |
78
+ | 0.1584 | 1.09 | 180 | 0.1844 | 0.7919 | 0.7676 | 0.7796 | 0.6388 | 0.9601 | 0.8736 | 0.9414 |
79
+ | 0.1455 | 1.15 | 190 | 0.1807 | 0.8255 | 0.7496 | 0.7857 | 0.6470 | 0.9624 | 0.8668 | 0.9437 |
80
+ | 0.1521 | 1.21 | 200 | 0.1746 | 0.8277 | 0.7428 | 0.7829 | 0.6433 | 0.9621 | 0.8636 | 0.9450 |
81
+ | 0.1385 | 1.27 | 210 | 0.1833 | 0.8099 | 0.7573 | 0.7828 | 0.6431 | 0.9613 | 0.8697 | 0.9430 |
82
+ | 0.1246 | 1.33 | 220 | 0.1857 | 0.7400 | 0.8164 | 0.7763 | 0.6344 | 0.9567 | 0.8937 | 0.9366 |
83
+ | 0.1312 | 1.39 | 230 | 0.1738 | 0.8345 | 0.7441 | 0.7867 | 0.6484 | 0.9629 | 0.8646 | 0.9458 |
84
+ | 0.1139 | 1.45 | 240 | 0.1750 | 0.7964 | 0.7861 | 0.7912 | 0.6545 | 0.9618 | 0.8829 | 0.9428 |
85
+ | 0.1181 | 1.52 | 250 | 0.1728 | 0.8201 | 0.7578 | 0.7877 | 0.6498 | 0.9624 | 0.8705 | 0.9448 |
86
+ | 0.1248 | 1.58 | 260 | 0.1774 | 0.8148 | 0.7727 | 0.7932 | 0.6573 | 0.9629 | 0.8775 | 0.9441 |
87
+ | 0.1384 | 1.64 | 270 | 0.1748 | 0.7840 | 0.7925 | 0.7882 | 0.6505 | 0.9608 | 0.8852 | 0.9418 |
88
+ | 0.1068 | 1.7 | 280 | 0.1744 | 0.7943 | 0.7950 | 0.7947 | 0.6593 | 0.9622 | 0.8871 | 0.9430 |
89
+ | 0.114 | 1.76 | 290 | 0.1749 | 0.7916 | 0.7904 | 0.7910 | 0.6543 | 0.9616 | 0.8847 | 0.9428 |
90
+ | 0.1214 | 1.82 | 300 | 0.1778 | 0.7551 | 0.8233 | 0.7877 | 0.6498 | 0.9592 | 0.8981 | 0.9392 |
91
+ | 0.1139 | 1.88 | 310 | 0.1764 | 0.7897 | 0.7839 | 0.7868 | 0.6485 | 0.9609 | 0.8814 | 0.9425 |
92
+ | 0.1254 | 1.94 | 320 | 0.1771 | 0.7908 | 0.7925 | 0.7916 | 0.6551 | 0.9616 | 0.8856 | 0.9427 |
93
+ | 0.1001 | 2.0 | 330 | 0.1715 | 0.8057 | 0.7829 | 0.7942 | 0.6586 | 0.9627 | 0.8819 | 0.9445 |
94
+ | 0.0989 | 2.06 | 340 | 0.1705 | 0.8099 | 0.7803 | 0.7948 | 0.6595 | 0.9629 | 0.8809 | 0.9446 |
95
+ | 0.1222 | 2.12 | 350 | 0.1761 | 0.7843 | 0.7991 | 0.7916 | 0.6551 | 0.9613 | 0.8884 | 0.9422 |
96
+ | 0.1032 | 2.18 | 360 | 0.1754 | 0.7961 | 0.7864 | 0.7912 | 0.6545 | 0.9618 | 0.8830 | 0.9432 |
97
+ | 0.0799 | 2.24 | 370 | 0.1753 | 0.7867 | 0.7879 | 0.7873 | 0.6492 | 0.9608 | 0.8831 | 0.9432 |
98
+ | 0.099 | 2.3 | 380 | 0.1751 | 0.8101 | 0.7738 | 0.7915 | 0.6549 | 0.9625 | 0.8777 | 0.9451 |
99
+ | 0.0993 | 2.36 | 390 | 0.1699 | 0.8073 | 0.7791 | 0.7929 | 0.6569 | 0.9626 | 0.8801 | 0.9454 |
100
+ | 0.1025 | 2.42 | 400 | 0.1662 | 0.8203 | 0.7764 | 0.7978 | 0.6636 | 0.9638 | 0.8796 | 0.9465 |
101
+ | 0.1081 | 2.48 | 410 | 0.1762 | 0.8005 | 0.7893 | 0.7949 | 0.6596 | 0.9625 | 0.8847 | 0.9444 |
102
+ | 0.1118 | 2.55 | 420 | 0.1720 | 0.8130 | 0.7755 | 0.7938 | 0.6582 | 0.9630 | 0.8787 | 0.9458 |
103
+ | 0.0779 | 2.61 | 430 | 0.1712 | 0.8131 | 0.7797 | 0.7961 | 0.6612 | 0.9633 | 0.8808 | 0.9454 |
104
+ | 0.0944 | 2.67 | 440 | 0.1788 | 0.7754 | 0.8094 | 0.7921 | 0.6557 | 0.9609 | 0.8928 | 0.9419 |
105
+ | 0.1053 | 2.73 | 450 | 0.1696 | 0.7980 | 0.7901 | 0.7940 | 0.6584 | 0.9623 | 0.8849 | 0.9450 |
106
+ | 0.0889 | 2.79 | 460 | 0.1719 | 0.8215 | 0.7736 | 0.7968 | 0.6623 | 0.9637 | 0.8783 | 0.9465 |
107
+ | 0.0879 | 2.85 | 470 | 0.1712 | 0.8091 | 0.7828 | 0.7957 | 0.6608 | 0.9630 | 0.8820 | 0.9457 |
108
+ | 0.0867 | 2.91 | 480 | 0.1769 | 0.8021 | 0.78 | 0.7909 | 0.6541 | 0.9621 | 0.8803 | 0.9447 |
109
+ | 0.0787 | 2.97 | 490 | 0.1788 | 0.8044 | 0.7831 | 0.7936 | 0.6578 | 0.9625 | 0.8819 | 0.9447 |
110
+ | 0.0945 | 3.03 | 500 | 0.1736 | 0.8055 | 0.7820 | 0.7936 | 0.6578 | 0.9626 | 0.8815 | 0.9445 |
111
+ | 0.1011 | 3.09 | 510 | 0.1823 | 0.7881 | 0.7962 | 0.7921 | 0.6558 | 0.9616 | 0.8873 | 0.9432 |
112
+ | 0.0914 | 3.15 | 520 | 0.1819 | 0.7958 | 0.7939 | 0.7948 | 0.6595 | 0.9623 | 0.8866 | 0.9438 |
113
+ | 0.0837 | 3.21 | 530 | 0.1738 | 0.8129 | 0.7857 | 0.7991 | 0.6654 | 0.9637 | 0.8837 | 0.9460 |
114
+ | 0.0776 | 3.27 | 540 | 0.1828 | 0.7921 | 0.7961 | 0.7941 | 0.6585 | 0.9620 | 0.8874 | 0.9437 |
115
+ | 0.0916 | 3.33 | 550 | 0.1776 | 0.7835 | 0.7994 | 0.7913 | 0.6547 | 0.9612 | 0.8885 | 0.9433 |
116
+ | 0.081 | 3.39 | 560 | 0.1784 | 0.7784 | 0.8033 | 0.7907 | 0.6538 | 0.9609 | 0.8901 | 0.9428 |
117
+ | 0.0867 | 3.45 | 570 | 0.1793 | 0.7728 | 0.8074 | 0.7897 | 0.6525 | 0.9605 | 0.8917 | 0.9425 |
118
+ | 0.0816 | 3.52 | 580 | 0.1789 | 0.7829 | 0.8017 | 0.7922 | 0.6559 | 0.9613 | 0.8896 | 0.9433 |
119
+ | 0.0808 | 3.58 | 590 | 0.1791 | 0.7890 | 0.7941 | 0.7916 | 0.6550 | 0.9615 | 0.8863 | 0.9435 |
120
+ | 0.07 | 3.64 | 600 | 0.1844 | 0.7697 | 0.8071 | 0.7880 | 0.6501 | 0.9600 | 0.8913 | 0.9420 |
121
+ | 0.0775 | 3.7 | 610 | 0.1795 | 0.7849 | 0.7957 | 0.7902 | 0.6532 | 0.9612 | 0.8868 | 0.9433 |
122
+ | 0.0722 | 3.76 | 620 | 0.1772 | 0.7993 | 0.7814 | 0.7903 | 0.6532 | 0.9619 | 0.8808 | 0.9449 |
123
+ | 0.0786 | 3.82 | 630 | 0.1775 | 0.8159 | 0.7763 | 0.7956 | 0.6606 | 0.9633 | 0.8793 | 0.9457 |
124
+ | 0.0768 | 3.88 | 640 | 0.1823 | 0.8015 | 0.7848 | 0.7931 | 0.6571 | 0.9623 | 0.8826 | 0.9442 |
125
+ | 0.0728 | 3.94 | 650 | 0.1806 | 0.7918 | 0.7885 | 0.7901 | 0.6531 | 0.9615 | 0.8838 | 0.9438 |
126
+ | 0.0762 | 4.0 | 660 | 0.1831 | 0.7881 | 0.7935 | 0.7908 | 0.6540 | 0.9614 | 0.8859 | 0.9435 |
127
+ | 0.0776 | 4.06 | 670 | 0.1788 | 0.8015 | 0.7847 | 0.7930 | 0.6570 | 0.9623 | 0.8825 | 0.9453 |
128
+ | 0.0843 | 4.12 | 680 | 0.1824 | 0.8009 | 0.7876 | 0.7942 | 0.6587 | 0.9625 | 0.8839 | 0.9445 |
129
+ | 0.066 | 4.18 | 690 | 0.1843 | 0.7921 | 0.7918 | 0.7920 | 0.6556 | 0.9617 | 0.8854 | 0.9440 |
130
+ | 0.0832 | 4.24 | 700 | 0.1781 | 0.7957 | 0.7893 | 0.7925 | 0.6563 | 0.9620 | 0.8844 | 0.9447 |
131
+ | 0.0761 | 4.3 | 710 | 0.1871 | 0.7817 | 0.8017 | 0.7916 | 0.6550 | 0.9612 | 0.8895 | 0.9428 |
132
+ | 0.0696 | 4.36 | 720 | 0.1813 | 0.7957 | 0.7924 | 0.7940 | 0.6584 | 0.9622 | 0.8859 | 0.9446 |
133
+ | 0.0734 | 4.42 | 730 | 0.1827 | 0.7934 | 0.7938 | 0.7936 | 0.6578 | 0.9620 | 0.8864 | 0.9444 |
134
+ | 0.0823 | 4.48 | 740 | 0.1856 | 0.7956 | 0.7913 | 0.7935 | 0.6576 | 0.9621 | 0.8854 | 0.9443 |
135
+ | 0.0662 | 4.55 | 750 | 0.1790 | 0.7890 | 0.7952 | 0.7921 | 0.6557 | 0.9616 | 0.8868 | 0.9444 |
136
+ | 0.0775 | 4.61 | 760 | 0.1858 | 0.7899 | 0.7953 | 0.7926 | 0.6564 | 0.9617 | 0.8869 | 0.9439 |
137
+ | 0.0764 | 4.67 | 770 | 0.1853 | 0.7852 | 0.8011 | 0.7931 | 0.6572 | 0.9616 | 0.8895 | 0.9436 |
138
+ | 0.0689 | 4.73 | 780 | 0.1804 | 0.7964 | 0.7924 | 0.7944 | 0.6589 | 0.9623 | 0.8859 | 0.9445 |
139
+ | 0.0785 | 4.79 | 790 | 0.1817 | 0.7937 | 0.7921 | 0.7929 | 0.6569 | 0.9619 | 0.8856 | 0.9444 |
140
+ | 0.075 | 4.85 | 800 | 0.1856 | 0.7912 | 0.7929 | 0.7920 | 0.6556 | 0.9617 | 0.8858 | 0.9440 |
141
+ | 0.0691 | 4.91 | 810 | 0.1844 | 0.7805 | 0.8 | 0.7901 | 0.6531 | 0.9609 | 0.8886 | 0.9432 |
142
+ | 0.0835 | 4.97 | 820 | 0.1829 | 0.7984 | 0.7911 | 0.7947 | 0.6594 | 0.9624 | 0.8854 | 0.9448 |
143
+ | 0.0712 | 5.03 | 830 | 0.1820 | 0.7906 | 0.7927 | 0.7917 | 0.6552 | 0.9616 | 0.8857 | 0.9443 |
144
+ | 0.0594 | 5.09 | 840 | 0.1841 | 0.7902 | 0.7948 | 0.7925 | 0.6563 | 0.9617 | 0.8867 | 0.9441 |
145
+ | 0.0775 | 5.15 | 850 | 0.1834 | 0.7927 | 0.7936 | 0.7932 | 0.6572 | 0.9619 | 0.8863 | 0.9444 |
146
+ | 0.0755 | 5.21 | 860 | 0.1833 | 0.7924 | 0.7944 | 0.7934 | 0.6575 | 0.9619 | 0.8867 | 0.9444 |
147
+ | 0.0717 | 5.27 | 870 | 0.1838 | 0.7902 | 0.7958 | 0.7930 | 0.6570 | 0.9618 | 0.8872 | 0.9443 |
148
+ | 0.0694 | 5.33 | 880 | 0.1834 | 0.7918 | 0.7939 | 0.7928 | 0.6568 | 0.9618 | 0.8864 | 0.9444 |
149
+ | 0.0759 | 5.39 | 890 | 0.1826 | 0.7905 | 0.7954 | 0.7929 | 0.6569 | 0.9618 | 0.8870 | 0.9443 |
150
+ | 0.0666 | 5.45 | 900 | 0.1821 | 0.7945 | 0.7922 | 0.7933 | 0.6575 | 0.9620 | 0.8857 | 0.9446 |
151
+ | 0.08 | 5.52 | 910 | 0.1829 | 0.7924 | 0.7953 | 0.7938 | 0.6581 | 0.9620 | 0.8871 | 0.9444 |
152
+ | 0.0816 | 5.58 | 920 | 0.1837 | 0.7918 | 0.7954 | 0.7936 | 0.6578 | 0.9619 | 0.8871 | 0.9443 |
153
+ | 0.0762 | 5.64 | 930 | 0.1837 | 0.7922 | 0.7954 | 0.7938 | 0.6581 | 0.9620 | 0.8871 | 0.9443 |
154
+ | 0.0655 | 5.7 | 940 | 0.1843 | 0.7906 | 0.7962 | 0.7934 | 0.6575 | 0.9619 | 0.8874 | 0.9442 |
155
+ | 0.0737 | 5.76 | 950 | 0.1846 | 0.7904 | 0.7964 | 0.7934 | 0.6576 | 0.9619 | 0.8875 | 0.9441 |
156
+ | 0.0717 | 5.82 | 960 | 0.1846 | 0.7905 | 0.7961 | 0.7933 | 0.6574 | 0.9618 | 0.8873 | 0.9441 |
157
+ | 0.0829 | 5.88 | 970 | 0.1845 | 0.7917 | 0.7954 | 0.7935 | 0.6577 | 0.9619 | 0.8871 | 0.9443 |
158
+ | 0.0766 | 5.94 | 980 | 0.1844 | 0.7924 | 0.7952 | 0.7938 | 0.6581 | 0.9620 | 0.8870 | 0.9443 |
159
+ | 0.0704 | 6.0 | 990 | 0.1844 | 0.7925 | 0.7950 | 0.7938 | 0.6581 | 0.9620 | 0.8870 | 0.9443 |
160
+ | 0.0755 | 6.06 | 1000 | 0.1844 | 0.7925 | 0.7950 | 0.7938 | 0.6581 | 0.9620 | 0.8870 | 0.9443 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
161
 
162
 
163
  ### Framework versions
pytorch_model.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:78c8fba902119b8a0af65fd78a832a0b76bb8528bc28ec6299b15198f6c4affd
3
  size 44454214
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f8e9e5d6eb842d6a6e2e80113a8feb5ce101078e2c44f8d544bda03b611e8801
3
  size 44454214
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3d7b68e45e953c2c55a85d73315577d9dda8355eeea5c7337ed06f366105ea16
3
  size 4155
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8f2ea262b9555b5610bc4c85264f4e59aa2398d044ad87c053d37da78f3d7fff
3
  size 4155