Commit
•
95f9bb4
1
Parent(s):
5179f85
End of training
Browse files- README.md +459 -54
- model.safetensors +1 -1
- training_args.bin +1 -1
README.md
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@@ -18,12 +18,12 @@ should probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the PushkarA07/batch2-tiles dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Mean Iou: 0.
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- Mean Accuracy: 0.
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- Overall Accuracy: 0.
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- Accuracy Abnormality: 0.
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- Iou Abnormality: 0.
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## Model description
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@@ -48,57 +48,462 @@ The following hyperparameters were used during training:
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs:
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### Training results
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| Training Loss | Epoch
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### Framework versions
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the PushkarA07/batch2-tiles dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0083
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- Mean Iou: 0.7423
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- Mean Accuracy: 0.7973
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- Overall Accuracy: 0.9966
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- Accuracy Abnormality: 0.5957
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- Iou Abnormality: 0.4880
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## Model description
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 100
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Abnormality | Iou Abnormality |
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|:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------:|:---------------:|
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| 0.5421 | 0.2222 | 10 | 0.6201 | 0.5364 | 0.5973 | 0.9881 | 0.2023 | 0.0848 |
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| 0.4903 | 0.4444 | 20 | 0.6164 | 0.5614 | 0.6924 | 0.9864 | 0.3952 | 0.1364 |
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| 0.429 | 0.6667 | 30 | 0.4972 | 0.5783 | 0.7153 | 0.9882 | 0.4393 | 0.1684 |
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| 0.3444 | 0.8889 | 40 | 0.4522 | 0.5662 | 0.6922 | 0.9874 | 0.3938 | 0.1451 |
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| 0.297 | 1.1111 | 50 | 0.4881 | 0.5453 | 0.7899 | 0.9749 | 0.6028 | 0.1157 |
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| 0.2467 | 1.3333 | 60 | 0.2280 | 0.5709 | 0.6650 | 0.9898 | 0.3367 | 0.1520 |
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| 0.2096 | 1.5556 | 70 | 0.2829 | 0.5780 | 0.6811 | 0.9899 | 0.3689 | 0.1662 |
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| 0.1953 | 1.7778 | 80 | 0.2496 | 0.5765 | 0.6850 | 0.9895 | 0.3771 | 0.1635 |
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| 0.2027 | 2.0 | 90 | 0.1592 | 0.5526 | 0.7262 | 0.9819 | 0.4676 | 0.1234 |
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| 0.1856 | 2.2222 | 100 | 0.2855 | 0.6142 | 0.7206 | 0.9921 | 0.4461 | 0.2363 |
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| 0.1617 | 2.4444 | 110 | 0.0866 | 0.5910 | 0.6594 | 0.9925 | 0.3227 | 0.1896 |
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| 0.13 | 2.6667 | 120 | 0.3148 | 0.6422 | 0.6787 | 0.9952 | 0.3588 | 0.2892 |
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| 0.1636 | 2.8889 | 130 | 0.2096 | 0.5948 | 0.7110 | 0.9906 | 0.4282 | 0.1991 |
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| 0.1091 | 3.1111 | 140 | 0.1398 | 0.6428 | 0.6956 | 0.9948 | 0.3931 | 0.2908 |
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| 0.1392 | 3.3333 | 150 | 0.1403 | 0.6211 | 0.6532 | 0.9949 | 0.3077 | 0.2473 |
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| 0.0989 | 3.5556 | 160 | 0.1428 | 0.6356 | 0.6790 | 0.9949 | 0.3597 | 0.2764 |
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| 0.0943 | 3.7778 | 170 | 0.1126 | 0.6395 | 0.6751 | 0.9952 | 0.3515 | 0.2838 |
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| 0.104 | 4.0 | 180 | 0.1105 | 0.6293 | 0.6718 | 0.9948 | 0.3454 | 0.2639 |
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| 0.0995 | 4.2222 | 190 | 0.1058 | 0.6309 | 0.6551 | 0.9953 | 0.3112 | 0.2664 |
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| 0.079 | 4.4444 | 200 | 0.1206 | 0.6582 | 0.7151 | 0.9950 | 0.4321 | 0.3215 |
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| 0.0648 | 4.6667 | 210 | 0.0643 | 0.6525 | 0.7172 | 0.9947 | 0.4367 | 0.3104 |
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| 0.0692 | 4.8889 | 220 | 0.0926 | 0.6590 | 0.7047 | 0.9953 | 0.4108 | 0.3228 |
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| 0.0522 | 5.1111 | 230 | 0.0758 | 0.6448 | 0.6666 | 0.9956 | 0.3339 | 0.2940 |
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| 0.093 | 5.3333 | 240 | 0.1058 | 0.6583 | 0.6841 | 0.9957 | 0.3690 | 0.3208 |
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| 0.0651 | 5.5556 | 250 | 0.0632 | 0.6618 | 0.7129 | 0.9952 | 0.4274 | 0.3283 |
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| 0.056 | 5.7778 | 260 | 0.0624 | 0.6727 | 0.7237 | 0.9955 | 0.4489 | 0.3500 |
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| 0.0513 | 6.0 | 270 | 0.1164 | 0.6883 | 0.7505 | 0.9956 | 0.5027 | 0.3811 |
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| 0.0449 | 6.2222 | 280 | 0.0450 | 0.6778 | 0.7224 | 0.9957 | 0.4460 | 0.3599 |
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| 0.0472 | 6.4444 | 290 | 0.0705 | 0.6874 | 0.7456 | 0.9956 | 0.4929 | 0.3791 |
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| 0.0469 | 6.6667 | 300 | 0.0555 | 0.6752 | 0.7141 | 0.9957 | 0.4293 | 0.3547 |
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| 0.0373 | 6.8889 | 310 | 0.0552 | 0.6748 | 0.7162 | 0.9957 | 0.4336 | 0.3538 |
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| 0.0469 | 7.1111 | 320 | 0.0724 | 0.6792 | 0.7085 | 0.9960 | 0.4179 | 0.3624 |
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| 0.0716 | 7.3333 | 330 | 0.0417 | 0.6858 | 0.7424 | 0.9956 | 0.4865 | 0.3760 |
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| 0.0485 | 7.5556 | 340 | 0.0485 | 0.6738 | 0.7051 | 0.9959 | 0.4110 | 0.3518 |
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| 0.0445 | 7.7778 | 350 | 0.0415 | 0.6786 | 0.7158 | 0.9958 | 0.4326 | 0.3614 |
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| 0.0324 | 8.0 | 360 | 0.0476 | 0.7000 | 0.7513 | 0.9959 | 0.5039 | 0.4040 |
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| 0.0358 | 8.2222 | 370 | 0.0534 | 0.7040 | 0.7626 | 0.9959 | 0.5267 | 0.4121 |
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| 0.0362 | 8.4444 | 380 | 0.0398 | 0.6945 | 0.7368 | 0.9960 | 0.4747 | 0.3931 |
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| 0.0349 | 8.6667 | 390 | 0.0527 | 0.6989 | 0.7580 | 0.9958 | 0.5176 | 0.4021 |
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| 0.0386 | 8.8889 | 400 | 0.0281 | 0.6918 | 0.7262 | 0.9961 | 0.4533 | 0.3875 |
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| 0.0304 | 9.1111 | 410 | 0.0433 | 0.6992 | 0.7391 | 0.9961 | 0.4792 | 0.4023 |
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| 0.0286 | 9.3333 | 420 | 0.0640 | 0.7101 | 0.7897 | 0.9957 | 0.5814 | 0.4244 |
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| 0.0229 | 9.5556 | 430 | 0.0456 | 0.7028 | 0.7494 | 0.9961 | 0.5000 | 0.4096 |
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| 0.0264 | 9.7778 | 440 | 0.0357 | 0.6915 | 0.7295 | 0.9960 | 0.4600 | 0.3870 |
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| 0.0314 | 10.0 | 450 | 0.0313 | 0.7062 | 0.7623 | 0.9960 | 0.5260 | 0.4164 |
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| 0.0373 | 10.2222 | 460 | 0.0371 | 0.7029 | 0.7585 | 0.9959 | 0.5184 | 0.4099 |
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| 0.0228 | 10.4444 | 470 | 0.0318 | 0.7041 | 0.7585 | 0.9960 | 0.5185 | 0.4123 |
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| 0.0278 | 10.6667 | 480 | 0.0280 | 0.7079 | 0.7660 | 0.9960 | 0.5335 | 0.4199 |
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| 0.0232 | 10.8889 | 490 | 0.0241 | 0.6946 | 0.7246 | 0.9962 | 0.4500 | 0.3930 |
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| 106 |
+
| 0.028 | 11.1111 | 500 | 0.0518 | 0.7112 | 0.7749 | 0.9960 | 0.5514 | 0.4264 |
|
| 107 |
+
| 0.0203 | 11.3333 | 510 | 0.0691 | 0.7148 | 0.8081 | 0.9956 | 0.6184 | 0.4341 |
|
| 108 |
+
| 0.0235 | 11.5556 | 520 | 0.0229 | 0.7068 | 0.7568 | 0.9961 | 0.5149 | 0.4175 |
|
| 109 |
+
| 0.0209 | 11.7778 | 530 | 0.0229 | 0.7059 | 0.7531 | 0.9961 | 0.5073 | 0.4156 |
|
| 110 |
+
| 0.0227 | 12.0 | 540 | 0.0288 | 0.7117 | 0.7680 | 0.9961 | 0.5373 | 0.4273 |
|
| 111 |
+
| 0.0244 | 12.2222 | 550 | 0.0314 | 0.7165 | 0.8011 | 0.9958 | 0.6044 | 0.4372 |
|
| 112 |
+
| 0.0181 | 12.4444 | 560 | 0.0303 | 0.7142 | 0.7849 | 0.9959 | 0.5716 | 0.4324 |
|
| 113 |
+
| 0.0252 | 12.6667 | 570 | 0.0309 | 0.7130 | 0.7733 | 0.9960 | 0.5482 | 0.4299 |
|
| 114 |
+
| 0.0219 | 12.8889 | 580 | 0.0230 | 0.7071 | 0.7608 | 0.9960 | 0.5230 | 0.4181 |
|
| 115 |
+
| 0.0198 | 13.1111 | 590 | 0.0189 | 0.7027 | 0.7395 | 0.9962 | 0.4800 | 0.4091 |
|
| 116 |
+
| 0.0173 | 13.3333 | 600 | 0.0347 | 0.7157 | 0.7891 | 0.9959 | 0.5799 | 0.4356 |
|
| 117 |
+
| 0.0167 | 13.5556 | 610 | 0.0268 | 0.7164 | 0.7915 | 0.9959 | 0.5849 | 0.4369 |
|
| 118 |
+
| 0.0233 | 13.7778 | 620 | 0.0195 | 0.7071 | 0.7484 | 0.9962 | 0.4979 | 0.4180 |
|
| 119 |
+
| 0.0148 | 14.0 | 630 | 0.0366 | 0.7182 | 0.8063 | 0.9957 | 0.6148 | 0.4406 |
|
| 120 |
+
| 0.0262 | 14.2222 | 640 | 0.0288 | 0.7182 | 0.8026 | 0.9958 | 0.6072 | 0.4407 |
|
| 121 |
+
| 0.0369 | 14.4444 | 650 | 0.0202 | 0.7133 | 0.7657 | 0.9962 | 0.5327 | 0.4304 |
|
| 122 |
+
| 0.0159 | 14.6667 | 660 | 0.0194 | 0.7125 | 0.7616 | 0.9962 | 0.5245 | 0.4287 |
|
| 123 |
+
| 0.0159 | 14.8889 | 670 | 0.0242 | 0.7183 | 0.7926 | 0.9959 | 0.5870 | 0.4407 |
|
| 124 |
+
| 0.0247 | 15.1111 | 680 | 0.0254 | 0.7170 | 0.7823 | 0.9960 | 0.5663 | 0.4380 |
|
| 125 |
+
| 0.0118 | 15.3333 | 690 | 0.0239 | 0.7186 | 0.7992 | 0.9959 | 0.6003 | 0.4414 |
|
| 126 |
+
| 0.0219 | 15.5556 | 700 | 0.0218 | 0.7167 | 0.7846 | 0.9960 | 0.5710 | 0.4374 |
|
| 127 |
+
| 0.0212 | 15.7778 | 710 | 0.0173 | 0.7107 | 0.7598 | 0.9962 | 0.5208 | 0.4253 |
|
| 128 |
+
| 0.0146 | 16.0 | 720 | 0.0228 | 0.7182 | 0.7937 | 0.9959 | 0.5893 | 0.4406 |
|
| 129 |
+
| 0.0257 | 16.2222 | 730 | 0.0235 | 0.7193 | 0.8033 | 0.9958 | 0.6087 | 0.4429 |
|
| 130 |
+
| 0.0134 | 16.4444 | 740 | 0.0243 | 0.7195 | 0.7994 | 0.9959 | 0.6007 | 0.4432 |
|
| 131 |
+
| 0.0133 | 16.6667 | 750 | 0.0239 | 0.7193 | 0.7944 | 0.9959 | 0.5907 | 0.4426 |
|
| 132 |
+
| 0.0174 | 16.8889 | 760 | 0.0220 | 0.7147 | 0.7717 | 0.9961 | 0.5448 | 0.4334 |
|
| 133 |
+
| 0.0283 | 17.1111 | 770 | 0.0187 | 0.7113 | 0.7622 | 0.9961 | 0.5257 | 0.4265 |
|
| 134 |
+
| 0.0173 | 17.3333 | 780 | 0.0173 | 0.7177 | 0.7914 | 0.9959 | 0.5847 | 0.4395 |
|
| 135 |
+
| 0.0196 | 17.5556 | 790 | 0.0189 | 0.7190 | 0.7894 | 0.9960 | 0.5805 | 0.4419 |
|
| 136 |
+
| 0.0142 | 17.7778 | 800 | 0.0202 | 0.7191 | 0.7871 | 0.9960 | 0.5758 | 0.4423 |
|
| 137 |
+
| 0.0158 | 18.0 | 810 | 0.0194 | 0.7189 | 0.7844 | 0.9961 | 0.5704 | 0.4417 |
|
| 138 |
+
| 0.0112 | 18.2222 | 820 | 0.0279 | 0.7197 | 0.7963 | 0.9959 | 0.5945 | 0.4434 |
|
| 139 |
+
| 0.0146 | 18.4444 | 830 | 0.0204 | 0.7157 | 0.7711 | 0.9962 | 0.5436 | 0.4353 |
|
| 140 |
+
| 0.0133 | 18.6667 | 840 | 0.0154 | 0.7179 | 0.7892 | 0.9960 | 0.5802 | 0.4399 |
|
| 141 |
+
| 0.0128 | 18.8889 | 850 | 0.0150 | 0.7092 | 0.7517 | 0.9962 | 0.5045 | 0.4223 |
|
| 142 |
+
| 0.0088 | 19.1111 | 860 | 0.0178 | 0.7151 | 0.7673 | 0.9962 | 0.5358 | 0.4340 |
|
| 143 |
+
| 0.0138 | 19.3333 | 870 | 0.0189 | 0.7193 | 0.7918 | 0.9960 | 0.5854 | 0.4427 |
|
| 144 |
+
| 0.0155 | 19.5556 | 880 | 0.0187 | 0.7180 | 0.7818 | 0.9961 | 0.5651 | 0.4400 |
|
| 145 |
+
| 0.0161 | 19.7778 | 890 | 0.0195 | 0.7192 | 0.7846 | 0.9961 | 0.5708 | 0.4424 |
|
| 146 |
+
| 0.0164 | 20.0 | 900 | 0.0217 | 0.7206 | 0.7960 | 0.9960 | 0.5938 | 0.4452 |
|
| 147 |
+
| 0.0091 | 20.2222 | 910 | 0.0199 | 0.7198 | 0.7858 | 0.9961 | 0.5732 | 0.4435 |
|
| 148 |
+
| 0.0154 | 20.4444 | 920 | 0.0160 | 0.7162 | 0.7751 | 0.9961 | 0.5517 | 0.4363 |
|
| 149 |
+
| 0.0137 | 20.6667 | 930 | 0.0157 | 0.7186 | 0.7863 | 0.9960 | 0.5743 | 0.4411 |
|
| 150 |
+
| 0.0086 | 20.8889 | 940 | 0.0194 | 0.7181 | 0.7773 | 0.9961 | 0.5560 | 0.4401 |
|
| 151 |
+
| 0.0174 | 21.1111 | 950 | 0.0180 | 0.7194 | 0.7874 | 0.9960 | 0.5765 | 0.4428 |
|
| 152 |
+
| 0.0129 | 21.3333 | 960 | 0.0164 | 0.7210 | 0.7963 | 0.9960 | 0.5945 | 0.4460 |
|
| 153 |
+
| 0.0197 | 21.5556 | 970 | 0.0170 | 0.7207 | 0.7976 | 0.9960 | 0.5971 | 0.4455 |
|
| 154 |
+
| 0.0081 | 21.7778 | 980 | 0.0173 | 0.7204 | 0.7879 | 0.9961 | 0.5775 | 0.4447 |
|
| 155 |
+
| 0.0267 | 22.0 | 990 | 0.0166 | 0.7177 | 0.7745 | 0.9962 | 0.5503 | 0.4393 |
|
| 156 |
+
| 0.0094 | 22.2222 | 1000 | 0.0174 | 0.7207 | 0.8004 | 0.9959 | 0.6027 | 0.4455 |
|
| 157 |
+
| 0.0122 | 22.4444 | 1010 | 0.0150 | 0.7173 | 0.7722 | 0.9962 | 0.5458 | 0.4384 |
|
| 158 |
+
| 0.0088 | 22.6667 | 1020 | 0.0145 | 0.7193 | 0.7810 | 0.9961 | 0.5636 | 0.4425 |
|
| 159 |
+
| 0.0101 | 22.8889 | 1030 | 0.0153 | 0.7203 | 0.7887 | 0.9961 | 0.5791 | 0.4445 |
|
| 160 |
+
| 0.0245 | 23.1111 | 1040 | 0.0172 | 0.7210 | 0.7905 | 0.9961 | 0.5826 | 0.4459 |
|
| 161 |
+
| 0.0087 | 23.3333 | 1050 | 0.0223 | 0.7215 | 0.8093 | 0.9958 | 0.6208 | 0.4472 |
|
| 162 |
+
| 0.0332 | 23.5556 | 1060 | 0.0162 | 0.7216 | 0.7948 | 0.9960 | 0.5914 | 0.4472 |
|
| 163 |
+
| 0.0102 | 23.7778 | 1070 | 0.0150 | 0.7213 | 0.7913 | 0.9961 | 0.5844 | 0.4465 |
|
| 164 |
+
| 0.0083 | 24.0 | 1080 | 0.0147 | 0.7210 | 0.7895 | 0.9961 | 0.5807 | 0.4459 |
|
| 165 |
+
| 0.011 | 24.2222 | 1090 | 0.0158 | 0.7204 | 0.7847 | 0.9961 | 0.5710 | 0.4448 |
|
| 166 |
+
| 0.0156 | 24.4444 | 1100 | 0.0157 | 0.7203 | 0.7836 | 0.9961 | 0.5687 | 0.4445 |
|
| 167 |
+
| 0.0153 | 24.6667 | 1110 | 0.0148 | 0.7198 | 0.7825 | 0.9961 | 0.5666 | 0.4435 |
|
| 168 |
+
| 0.0118 | 24.8889 | 1120 | 0.0150 | 0.7204 | 0.7850 | 0.9961 | 0.5715 | 0.4448 |
|
| 169 |
+
| 0.0112 | 25.1111 | 1130 | 0.0151 | 0.7223 | 0.7959 | 0.9960 | 0.5936 | 0.4485 |
|
| 170 |
+
| 0.006 | 25.3333 | 1140 | 0.0157 | 0.7228 | 0.8045 | 0.9959 | 0.6109 | 0.4498 |
|
| 171 |
+
| 0.012 | 25.5556 | 1150 | 0.0147 | 0.7199 | 0.7782 | 0.9962 | 0.5579 | 0.4437 |
|
| 172 |
+
| 0.0126 | 25.7778 | 1160 | 0.0167 | 0.7230 | 0.7980 | 0.9960 | 0.5979 | 0.4499 |
|
| 173 |
+
| 0.0096 | 26.0 | 1170 | 0.0153 | 0.7220 | 0.7902 | 0.9961 | 0.5821 | 0.4479 |
|
| 174 |
+
| 0.0136 | 26.2222 | 1180 | 0.0167 | 0.7230 | 0.8001 | 0.9960 | 0.6021 | 0.4499 |
|
| 175 |
+
| 0.0157 | 26.4444 | 1190 | 0.0155 | 0.7221 | 0.7899 | 0.9961 | 0.5815 | 0.4480 |
|
| 176 |
+
| 0.0105 | 26.6667 | 1200 | 0.0128 | 0.7154 | 0.7646 | 0.9962 | 0.5305 | 0.4346 |
|
| 177 |
+
| 0.0257 | 26.8889 | 1210 | 0.0149 | 0.7217 | 0.7889 | 0.9961 | 0.5794 | 0.4473 |
|
| 178 |
+
| 0.0167 | 27.1111 | 1220 | 0.0181 | 0.7231 | 0.8121 | 0.9958 | 0.6263 | 0.4505 |
|
| 179 |
+
| 0.009 | 27.3333 | 1230 | 0.0146 | 0.7221 | 0.7883 | 0.9961 | 0.5782 | 0.4481 |
|
| 180 |
+
| 0.0136 | 27.5556 | 1240 | 0.0137 | 0.7198 | 0.7778 | 0.9962 | 0.5569 | 0.4435 |
|
| 181 |
+
| 0.0149 | 27.7778 | 1250 | 0.0133 | 0.7175 | 0.7686 | 0.9962 | 0.5384 | 0.4388 |
|
| 182 |
+
| 0.0153 | 28.0 | 1260 | 0.0130 | 0.7149 | 0.7566 | 0.9963 | 0.5143 | 0.4335 |
|
| 183 |
+
| 0.0132 | 28.2222 | 1270 | 0.0135 | 0.7181 | 0.7662 | 0.9963 | 0.5335 | 0.4399 |
|
| 184 |
+
| 0.007 | 28.4444 | 1280 | 0.0149 | 0.7236 | 0.7929 | 0.9961 | 0.5875 | 0.4510 |
|
| 185 |
+
| 0.0149 | 28.6667 | 1290 | 0.0136 | 0.7221 | 0.7818 | 0.9962 | 0.5650 | 0.4480 |
|
| 186 |
+
| 0.0111 | 28.8889 | 1300 | 0.0130 | 0.7183 | 0.7688 | 0.9963 | 0.5389 | 0.4403 |
|
| 187 |
+
| 0.0127 | 29.1111 | 1310 | 0.0152 | 0.7240 | 0.8267 | 0.9957 | 0.6559 | 0.4522 |
|
| 188 |
+
| 0.0091 | 29.3333 | 1320 | 0.0141 | 0.7194 | 0.7692 | 0.9963 | 0.5396 | 0.4426 |
|
| 189 |
+
| 0.0093 | 29.5556 | 1330 | 0.0150 | 0.7252 | 0.8009 | 0.9961 | 0.6036 | 0.4544 |
|
| 190 |
+
| 0.0071 | 29.7778 | 1340 | 0.0132 | 0.7238 | 0.7898 | 0.9962 | 0.5812 | 0.4515 |
|
| 191 |
+
| 0.0121 | 30.0 | 1350 | 0.0125 | 0.7193 | 0.7676 | 0.9963 | 0.5363 | 0.4424 |
|
| 192 |
+
| 0.0103 | 30.2222 | 1360 | 0.0137 | 0.7221 | 0.7805 | 0.9962 | 0.5623 | 0.4480 |
|
| 193 |
+
| 0.0091 | 30.4444 | 1370 | 0.0146 | 0.7240 | 0.7924 | 0.9961 | 0.5865 | 0.4519 |
|
| 194 |
+
| 0.0118 | 30.6667 | 1380 | 0.0144 | 0.7225 | 0.7811 | 0.9962 | 0.5637 | 0.4487 |
|
| 195 |
+
| 0.0104 | 30.8889 | 1390 | 0.0127 | 0.7219 | 0.7794 | 0.9962 | 0.5601 | 0.4476 |
|
| 196 |
+
| 0.0054 | 31.1111 | 1400 | 0.0125 | 0.7206 | 0.7729 | 0.9963 | 0.5471 | 0.4448 |
|
| 197 |
+
| 0.0072 | 31.3333 | 1410 | 0.0128 | 0.7227 | 0.7826 | 0.9962 | 0.5667 | 0.4493 |
|
| 198 |
+
| 0.0061 | 31.5556 | 1420 | 0.0132 | 0.7244 | 0.7930 | 0.9961 | 0.5876 | 0.4528 |
|
| 199 |
+
| 0.0162 | 31.7778 | 1430 | 0.0130 | 0.7245 | 0.7929 | 0.9961 | 0.5875 | 0.4529 |
|
| 200 |
+
| 0.008 | 32.0 | 1440 | 0.0128 | 0.7245 | 0.7872 | 0.9962 | 0.5758 | 0.4529 |
|
| 201 |
+
| 0.0088 | 32.2222 | 1450 | 0.0120 | 0.7179 | 0.7637 | 0.9963 | 0.5285 | 0.4395 |
|
| 202 |
+
| 0.0089 | 32.4444 | 1460 | 0.0166 | 0.7268 | 0.8211 | 0.9958 | 0.6445 | 0.4578 |
|
| 203 |
+
| 0.0096 | 32.6667 | 1470 | 0.0132 | 0.7191 | 0.7654 | 0.9963 | 0.5319 | 0.4418 |
|
| 204 |
+
| 0.0095 | 32.8889 | 1480 | 0.0129 | 0.7247 | 0.7862 | 0.9962 | 0.5739 | 0.4532 |
|
| 205 |
+
| 0.0196 | 33.1111 | 1490 | 0.0122 | 0.7237 | 0.7800 | 0.9963 | 0.5613 | 0.4512 |
|
| 206 |
+
| 0.0246 | 33.3333 | 1500 | 0.0112 | 0.7190 | 0.7620 | 0.9964 | 0.5251 | 0.4416 |
|
| 207 |
+
| 0.0122 | 33.5556 | 1510 | 0.0119 | 0.7223 | 0.7761 | 0.9963 | 0.5535 | 0.4484 |
|
| 208 |
+
| 0.0164 | 33.7778 | 1520 | 0.0134 | 0.7269 | 0.8059 | 0.9960 | 0.6136 | 0.4578 |
|
| 209 |
+
| 0.0106 | 34.0 | 1530 | 0.0122 | 0.7249 | 0.7855 | 0.9962 | 0.5725 | 0.4535 |
|
| 210 |
+
| 0.0147 | 34.2222 | 1540 | 0.0121 | 0.7263 | 0.7926 | 0.9962 | 0.5868 | 0.4564 |
|
| 211 |
+
| 0.0077 | 34.4444 | 1550 | 0.0125 | 0.7267 | 0.7931 | 0.9962 | 0.5877 | 0.4573 |
|
| 212 |
+
| 0.0081 | 34.6667 | 1560 | 0.0123 | 0.7259 | 0.7882 | 0.9962 | 0.5779 | 0.4556 |
|
| 213 |
+
| 0.0097 | 34.8889 | 1570 | 0.0125 | 0.7242 | 0.7808 | 0.9963 | 0.5629 | 0.4521 |
|
| 214 |
+
| 0.021 | 35.1111 | 1580 | 0.0130 | 0.7276 | 0.8021 | 0.9961 | 0.6059 | 0.4590 |
|
| 215 |
+
| 0.0062 | 35.3333 | 1590 | 0.0114 | 0.7209 | 0.7665 | 0.9964 | 0.5340 | 0.4454 |
|
| 216 |
+
| 0.0077 | 35.5556 | 1600 | 0.0122 | 0.7266 | 0.7987 | 0.9961 | 0.5991 | 0.4570 |
|
| 217 |
+
| 0.0059 | 35.7778 | 1610 | 0.0122 | 0.7247 | 0.7798 | 0.9963 | 0.5609 | 0.4531 |
|
| 218 |
+
| 0.0076 | 36.0 | 1620 | 0.0134 | 0.7255 | 0.7850 | 0.9963 | 0.5714 | 0.4547 |
|
| 219 |
+
| 0.009 | 36.2222 | 1630 | 0.0133 | 0.7280 | 0.8018 | 0.9961 | 0.6052 | 0.4599 |
|
| 220 |
+
| 0.0161 | 36.4444 | 1640 | 0.0113 | 0.7254 | 0.7819 | 0.9963 | 0.5651 | 0.4545 |
|
| 221 |
+
| 0.0071 | 36.6667 | 1650 | 0.0108 | 0.7192 | 0.7619 | 0.9964 | 0.5248 | 0.4420 |
|
| 222 |
+
| 0.0151 | 36.8889 | 1660 | 0.0110 | 0.7257 | 0.7814 | 0.9963 | 0.5641 | 0.4551 |
|
| 223 |
+
| 0.0034 | 37.1111 | 1670 | 0.0129 | 0.7278 | 0.7999 | 0.9961 | 0.6015 | 0.4596 |
|
| 224 |
+
| 0.0147 | 37.3333 | 1680 | 0.0142 | 0.7285 | 0.8065 | 0.9961 | 0.6147 | 0.4610 |
|
| 225 |
+
| 0.0119 | 37.5556 | 1690 | 0.0121 | 0.7266 | 0.7896 | 0.9962 | 0.5806 | 0.4569 |
|
| 226 |
+
| 0.0074 | 37.7778 | 1700 | 0.0117 | 0.7277 | 0.7958 | 0.9962 | 0.5932 | 0.4591 |
|
| 227 |
+
| 0.0118 | 38.0 | 1710 | 0.0109 | 0.7207 | 0.7660 | 0.9964 | 0.5331 | 0.4450 |
|
| 228 |
+
| 0.0055 | 38.2222 | 1720 | 0.0110 | 0.7230 | 0.7726 | 0.9964 | 0.5464 | 0.4496 |
|
| 229 |
+
| 0.0085 | 38.4444 | 1730 | 0.0114 | 0.7279 | 0.7961 | 0.9962 | 0.5937 | 0.4596 |
|
| 230 |
+
| 0.0242 | 38.6667 | 1740 | 0.0115 | 0.7228 | 0.7671 | 0.9964 | 0.5352 | 0.4492 |
|
| 231 |
+
| 0.0131 | 38.8889 | 1750 | 0.0119 | 0.7275 | 0.7882 | 0.9963 | 0.5778 | 0.4586 |
|
| 232 |
+
| 0.0111 | 39.1111 | 1760 | 0.0115 | 0.7284 | 0.7946 | 0.9962 | 0.5907 | 0.4605 |
|
| 233 |
+
| 0.0066 | 39.3333 | 1770 | 0.0120 | 0.7298 | 0.8032 | 0.9962 | 0.6080 | 0.4635 |
|
| 234 |
+
| 0.0053 | 39.5556 | 1780 | 0.0117 | 0.7265 | 0.7800 | 0.9964 | 0.5613 | 0.4567 |
|
| 235 |
+
| 0.0046 | 39.7778 | 1790 | 0.0122 | 0.7306 | 0.8070 | 0.9961 | 0.6158 | 0.4650 |
|
| 236 |
+
| 0.009 | 40.0 | 1800 | 0.0116 | 0.7293 | 0.7976 | 0.9962 | 0.5968 | 0.4624 |
|
| 237 |
+
| 0.0037 | 40.2222 | 1810 | 0.0114 | 0.7308 | 0.8088 | 0.9961 | 0.6194 | 0.4655 |
|
| 238 |
+
| 0.0138 | 40.4444 | 1820 | 0.0117 | 0.7305 | 0.8063 | 0.9961 | 0.6143 | 0.4649 |
|
| 239 |
+
| 0.006 | 40.6667 | 1830 | 0.0111 | 0.7257 | 0.7776 | 0.9964 | 0.5564 | 0.4549 |
|
| 240 |
+
| 0.0081 | 40.8889 | 1840 | 0.0109 | 0.7282 | 0.7854 | 0.9963 | 0.5722 | 0.4600 |
|
| 241 |
+
| 0.0056 | 41.1111 | 1850 | 0.0116 | 0.7300 | 0.8015 | 0.9962 | 0.6046 | 0.4639 |
|
| 242 |
+
| 0.0097 | 41.3333 | 1860 | 0.0118 | 0.7290 | 0.7910 | 0.9963 | 0.5833 | 0.4618 |
|
| 243 |
+
| 0.0057 | 41.5556 | 1870 | 0.0118 | 0.7310 | 0.8070 | 0.9962 | 0.6159 | 0.4659 |
|
| 244 |
+
| 0.005 | 41.7778 | 1880 | 0.0109 | 0.7269 | 0.7783 | 0.9964 | 0.5578 | 0.4575 |
|
| 245 |
+
| 0.0071 | 42.0 | 1890 | 0.0108 | 0.7281 | 0.7829 | 0.9964 | 0.5672 | 0.4598 |
|
| 246 |
+
| 0.0068 | 42.2222 | 1900 | 0.0103 | 0.7246 | 0.7707 | 0.9964 | 0.5425 | 0.4527 |
|
| 247 |
+
| 0.0069 | 42.4444 | 1910 | 0.0104 | 0.7243 | 0.7691 | 0.9964 | 0.5392 | 0.4522 |
|
| 248 |
+
| 0.0153 | 42.6667 | 1920 | 0.0105 | 0.7279 | 0.7810 | 0.9964 | 0.5632 | 0.4595 |
|
| 249 |
+
| 0.0219 | 42.8889 | 1930 | 0.0108 | 0.7300 | 0.7906 | 0.9963 | 0.5827 | 0.4636 |
|
| 250 |
+
| 0.0111 | 43.1111 | 1940 | 0.0111 | 0.7303 | 0.7934 | 0.9963 | 0.5882 | 0.4643 |
|
| 251 |
+
| 0.007 | 43.3333 | 1950 | 0.0108 | 0.7309 | 0.7951 | 0.9963 | 0.5916 | 0.4656 |
|
| 252 |
+
| 0.0054 | 43.5556 | 1960 | 0.0106 | 0.7316 | 0.7977 | 0.9963 | 0.5969 | 0.4669 |
|
| 253 |
+
| 0.0102 | 43.7778 | 1970 | 0.0104 | 0.7298 | 0.7853 | 0.9964 | 0.5719 | 0.4632 |
|
| 254 |
+
| 0.0119 | 44.0 | 1980 | 0.0103 | 0.7282 | 0.7797 | 0.9964 | 0.5606 | 0.4600 |
|
| 255 |
+
| 0.0106 | 44.2222 | 1990 | 0.0105 | 0.7286 | 0.7811 | 0.9964 | 0.5634 | 0.4607 |
|
| 256 |
+
| 0.0073 | 44.4444 | 2000 | 0.0117 | 0.7313 | 0.7942 | 0.9963 | 0.5898 | 0.4663 |
|
| 257 |
+
| 0.0056 | 44.6667 | 2010 | 0.0110 | 0.7326 | 0.8024 | 0.9963 | 0.6064 | 0.4689 |
|
| 258 |
+
| 0.0178 | 44.8889 | 2020 | 0.0107 | 0.7309 | 0.7914 | 0.9963 | 0.5843 | 0.4654 |
|
| 259 |
+
| 0.0105 | 45.1111 | 2030 | 0.0103 | 0.7300 | 0.7882 | 0.9964 | 0.5778 | 0.4636 |
|
| 260 |
+
| 0.0081 | 45.3333 | 2040 | 0.0100 | 0.7258 | 0.7715 | 0.9965 | 0.5440 | 0.4552 |
|
| 261 |
+
| 0.0041 | 45.5556 | 2050 | 0.0102 | 0.7309 | 0.7890 | 0.9964 | 0.5793 | 0.4655 |
|
| 262 |
+
| 0.0087 | 45.7778 | 2060 | 0.0103 | 0.7315 | 0.7904 | 0.9964 | 0.5822 | 0.4666 |
|
| 263 |
+
| 0.0076 | 46.0 | 2070 | 0.0106 | 0.7319 | 0.7927 | 0.9964 | 0.5868 | 0.4674 |
|
| 264 |
+
| 0.0077 | 46.2222 | 2080 | 0.0103 | 0.7294 | 0.7817 | 0.9964 | 0.5645 | 0.4625 |
|
| 265 |
+
| 0.0073 | 46.4444 | 2090 | 0.0105 | 0.7325 | 0.7940 | 0.9964 | 0.5894 | 0.4686 |
|
| 266 |
+
| 0.0051 | 46.6667 | 2100 | 0.0105 | 0.7328 | 0.8019 | 0.9963 | 0.6053 | 0.4694 |
|
| 267 |
+
| 0.0093 | 46.8889 | 2110 | 0.0106 | 0.7316 | 0.7918 | 0.9964 | 0.5849 | 0.4669 |
|
| 268 |
+
| 0.0061 | 47.1111 | 2120 | 0.0101 | 0.7262 | 0.7697 | 0.9965 | 0.5404 | 0.4560 |
|
| 269 |
+
| 0.0149 | 47.3333 | 2130 | 0.0099 | 0.7304 | 0.7826 | 0.9964 | 0.5664 | 0.4643 |
|
| 270 |
+
| 0.0084 | 47.5556 | 2140 | 0.0105 | 0.7312 | 0.7858 | 0.9964 | 0.5728 | 0.4660 |
|
| 271 |
+
| 0.0053 | 47.7778 | 2150 | 0.0105 | 0.7312 | 0.7877 | 0.9964 | 0.5766 | 0.4659 |
|
| 272 |
+
| 0.0188 | 48.0 | 2160 | 0.0100 | 0.7311 | 0.7847 | 0.9964 | 0.5707 | 0.4657 |
|
| 273 |
+
| 0.0062 | 48.2222 | 2170 | 0.0102 | 0.7293 | 0.7789 | 0.9965 | 0.5589 | 0.4621 |
|
| 274 |
+
| 0.0072 | 48.4444 | 2180 | 0.0101 | 0.7308 | 0.7850 | 0.9964 | 0.5712 | 0.4652 |
|
| 275 |
+
| 0.0057 | 48.6667 | 2190 | 0.0100 | 0.7311 | 0.7852 | 0.9964 | 0.5717 | 0.4658 |
|
| 276 |
+
| 0.0085 | 48.8889 | 2200 | 0.0101 | 0.7330 | 0.7941 | 0.9964 | 0.5897 | 0.4697 |
|
| 277 |
+
| 0.0076 | 49.1111 | 2210 | 0.0104 | 0.7324 | 0.7895 | 0.9964 | 0.5803 | 0.4684 |
|
| 278 |
+
| 0.006 | 49.3333 | 2220 | 0.0100 | 0.7317 | 0.7872 | 0.9964 | 0.5756 | 0.4670 |
|
| 279 |
+
| 0.0145 | 49.5556 | 2230 | 0.0099 | 0.7312 | 0.7861 | 0.9964 | 0.5734 | 0.4660 |
|
| 280 |
+
| 0.0061 | 49.7778 | 2240 | 0.0099 | 0.7308 | 0.7835 | 0.9964 | 0.5683 | 0.4652 |
|
| 281 |
+
| 0.0072 | 50.0 | 2250 | 0.0103 | 0.7342 | 0.7993 | 0.9963 | 0.6001 | 0.4720 |
|
| 282 |
+
| 0.0081 | 50.2222 | 2260 | 0.0101 | 0.7332 | 0.7936 | 0.9964 | 0.5885 | 0.4701 |
|
| 283 |
+
| 0.0126 | 50.4444 | 2270 | 0.0100 | 0.7334 | 0.7921 | 0.9964 | 0.5855 | 0.4703 |
|
| 284 |
+
| 0.0078 | 50.6667 | 2280 | 0.0100 | 0.7321 | 0.7857 | 0.9965 | 0.5727 | 0.4678 |
|
| 285 |
+
| 0.0097 | 50.8889 | 2290 | 0.0100 | 0.7337 | 0.7923 | 0.9964 | 0.5859 | 0.4710 |
|
| 286 |
+
| 0.0099 | 51.1111 | 2300 | 0.0099 | 0.7334 | 0.7915 | 0.9964 | 0.5843 | 0.4704 |
|
| 287 |
+
| 0.0075 | 51.3333 | 2310 | 0.0097 | 0.7303 | 0.7799 | 0.9965 | 0.5610 | 0.4642 |
|
| 288 |
+
| 0.0104 | 51.5556 | 2320 | 0.0098 | 0.7339 | 0.7939 | 0.9964 | 0.5892 | 0.4713 |
|
| 289 |
+
| 0.0051 | 51.7778 | 2330 | 0.0097 | 0.7332 | 0.7896 | 0.9964 | 0.5805 | 0.4700 |
|
| 290 |
+
| 0.0072 | 52.0 | 2340 | 0.0096 | 0.7300 | 0.7777 | 0.9965 | 0.5565 | 0.4635 |
|
| 291 |
+
| 0.0069 | 52.2222 | 2350 | 0.0101 | 0.7351 | 0.8052 | 0.9963 | 0.6121 | 0.4739 |
|
| 292 |
+
| 0.0051 | 52.4444 | 2360 | 0.0102 | 0.7340 | 0.7923 | 0.9964 | 0.5860 | 0.4716 |
|
| 293 |
+
| 0.006 | 52.6667 | 2370 | 0.0102 | 0.7344 | 0.7929 | 0.9964 | 0.5870 | 0.4724 |
|
| 294 |
+
| 0.0038 | 52.8889 | 2380 | 0.0096 | 0.7338 | 0.7895 | 0.9965 | 0.5804 | 0.4711 |
|
| 295 |
+
| 0.0071 | 53.1111 | 2390 | 0.0095 | 0.7305 | 0.7787 | 0.9965 | 0.5586 | 0.4645 |
|
| 296 |
+
| 0.0066 | 53.3333 | 2400 | 0.0096 | 0.7346 | 0.7945 | 0.9964 | 0.5904 | 0.4728 |
|
| 297 |
+
| 0.0135 | 53.5556 | 2410 | 0.0096 | 0.7289 | 0.7718 | 0.9965 | 0.5446 | 0.4614 |
|
| 298 |
+
| 0.0138 | 53.7778 | 2420 | 0.0097 | 0.7337 | 0.7887 | 0.9965 | 0.5787 | 0.4709 |
|
| 299 |
+
| 0.0077 | 54.0 | 2430 | 0.0098 | 0.7349 | 0.7970 | 0.9964 | 0.5953 | 0.4735 |
|
| 300 |
+
| 0.0076 | 54.2222 | 2440 | 0.0099 | 0.7332 | 0.7865 | 0.9965 | 0.5743 | 0.4698 |
|
| 301 |
+
| 0.0115 | 54.4444 | 2450 | 0.0097 | 0.7344 | 0.7923 | 0.9964 | 0.5860 | 0.4724 |
|
| 302 |
+
| 0.0048 | 54.6667 | 2460 | 0.0095 | 0.7346 | 0.7937 | 0.9964 | 0.5887 | 0.4728 |
|
| 303 |
+
| 0.007 | 54.8889 | 2470 | 0.0094 | 0.7330 | 0.7863 | 0.9965 | 0.5739 | 0.4696 |
|
| 304 |
+
| 0.0033 | 55.1111 | 2480 | 0.0095 | 0.7341 | 0.7901 | 0.9965 | 0.5814 | 0.4718 |
|
| 305 |
+
| 0.0068 | 55.3333 | 2490 | 0.0097 | 0.7359 | 0.7966 | 0.9964 | 0.5945 | 0.4753 |
|
| 306 |
+
| 0.0056 | 55.5556 | 2500 | 0.0100 | 0.7369 | 0.8031 | 0.9964 | 0.6076 | 0.4774 |
|
| 307 |
+
| 0.0125 | 55.7778 | 2510 | 0.0098 | 0.7343 | 0.7886 | 0.9965 | 0.5784 | 0.4722 |
|
| 308 |
+
| 0.005 | 56.0 | 2520 | 0.0096 | 0.7363 | 0.7973 | 0.9964 | 0.5959 | 0.4762 |
|
| 309 |
+
| 0.0055 | 56.2222 | 2530 | 0.0093 | 0.7336 | 0.7855 | 0.9965 | 0.5721 | 0.4708 |
|
| 310 |
+
| 0.0182 | 56.4444 | 2540 | 0.0093 | 0.7332 | 0.7848 | 0.9965 | 0.5707 | 0.4699 |
|
| 311 |
+
| 0.0066 | 56.6667 | 2550 | 0.0093 | 0.7323 | 0.7821 | 0.9965 | 0.5654 | 0.4681 |
|
| 312 |
+
| 0.0171 | 56.8889 | 2560 | 0.0093 | 0.7351 | 0.7920 | 0.9965 | 0.5854 | 0.4737 |
|
| 313 |
+
| 0.0084 | 57.1111 | 2570 | 0.0093 | 0.7334 | 0.7847 | 0.9965 | 0.5705 | 0.4702 |
|
| 314 |
+
| 0.0077 | 57.3333 | 2580 | 0.0094 | 0.7341 | 0.7879 | 0.9965 | 0.5770 | 0.4717 |
|
| 315 |
+
| 0.0098 | 57.5556 | 2590 | 0.0096 | 0.7365 | 0.7989 | 0.9964 | 0.5992 | 0.4765 |
|
| 316 |
+
| 0.0082 | 57.7778 | 2600 | 0.0093 | 0.7332 | 0.7838 | 0.9965 | 0.5687 | 0.4700 |
|
| 317 |
+
| 0.0074 | 58.0 | 2610 | 0.0095 | 0.7370 | 0.7985 | 0.9964 | 0.5985 | 0.4776 |
|
| 318 |
+
| 0.0049 | 58.2222 | 2620 | 0.0094 | 0.7353 | 0.7915 | 0.9965 | 0.5844 | 0.4741 |
|
| 319 |
+
| 0.0078 | 58.4444 | 2630 | 0.0094 | 0.7364 | 0.7986 | 0.9964 | 0.5987 | 0.4764 |
|
| 320 |
+
| 0.014 | 58.6667 | 2640 | 0.0094 | 0.7362 | 0.7963 | 0.9964 | 0.5940 | 0.4760 |
|
| 321 |
+
| 0.0157 | 58.8889 | 2650 | 0.0093 | 0.7335 | 0.7845 | 0.9965 | 0.5701 | 0.4705 |
|
| 322 |
+
| 0.0071 | 59.1111 | 2660 | 0.0094 | 0.7361 | 0.7926 | 0.9965 | 0.5865 | 0.4758 |
|
| 323 |
+
| 0.0061 | 59.3333 | 2670 | 0.0093 | 0.7361 | 0.7923 | 0.9965 | 0.5858 | 0.4757 |
|
| 324 |
+
| 0.0075 | 59.5556 | 2680 | 0.0095 | 0.7370 | 0.7966 | 0.9965 | 0.5945 | 0.4775 |
|
| 325 |
+
| 0.0147 | 59.7778 | 2690 | 0.0095 | 0.7369 | 0.7951 | 0.9965 | 0.5914 | 0.4774 |
|
| 326 |
+
| 0.0047 | 60.0 | 2700 | 0.0094 | 0.7373 | 0.7960 | 0.9965 | 0.5933 | 0.4781 |
|
| 327 |
+
| 0.0084 | 60.2222 | 2710 | 0.0091 | 0.7340 | 0.7840 | 0.9965 | 0.5692 | 0.4715 |
|
| 328 |
+
| 0.0074 | 60.4444 | 2720 | 0.0091 | 0.7364 | 0.7939 | 0.9965 | 0.5891 | 0.4764 |
|
| 329 |
+
| 0.006 | 60.6667 | 2730 | 0.0091 | 0.7357 | 0.7910 | 0.9965 | 0.5833 | 0.4750 |
|
| 330 |
+
| 0.0045 | 60.8889 | 2740 | 0.0091 | 0.7358 | 0.7896 | 0.9965 | 0.5805 | 0.4752 |
|
| 331 |
+
| 0.0055 | 61.1111 | 2750 | 0.0091 | 0.7363 | 0.7923 | 0.9965 | 0.5859 | 0.4761 |
|
| 332 |
+
| 0.0151 | 61.3333 | 2760 | 0.0092 | 0.7342 | 0.7844 | 0.9965 | 0.5699 | 0.4719 |
|
| 333 |
+
| 0.0216 | 61.5556 | 2770 | 0.0092 | 0.7368 | 0.7924 | 0.9965 | 0.5861 | 0.4772 |
|
| 334 |
+
| 0.0112 | 61.7778 | 2780 | 0.0092 | 0.7370 | 0.7929 | 0.9965 | 0.5870 | 0.4776 |
|
| 335 |
+
| 0.0048 | 62.0 | 2790 | 0.0092 | 0.7379 | 0.7964 | 0.9965 | 0.5940 | 0.4792 |
|
| 336 |
+
| 0.006 | 62.2222 | 2800 | 0.0092 | 0.7384 | 0.7993 | 0.9965 | 0.5999 | 0.4803 |
|
| 337 |
+
| 0.0108 | 62.4444 | 2810 | 0.0092 | 0.7358 | 0.7881 | 0.9965 | 0.5773 | 0.4750 |
|
| 338 |
+
| 0.0217 | 62.6667 | 2820 | 0.0091 | 0.7356 | 0.7877 | 0.9965 | 0.5765 | 0.4748 |
|
| 339 |
+
| 0.0206 | 62.8889 | 2830 | 0.0090 | 0.7353 | 0.7873 | 0.9965 | 0.5758 | 0.4740 |
|
| 340 |
+
| 0.0078 | 63.1111 | 2840 | 0.0091 | 0.7351 | 0.7856 | 0.9965 | 0.5723 | 0.4736 |
|
| 341 |
+
| 0.0077 | 63.3333 | 2850 | 0.0091 | 0.7374 | 0.7928 | 0.9965 | 0.5868 | 0.4783 |
|
| 342 |
+
| 0.0097 | 63.5556 | 2860 | 0.0092 | 0.7351 | 0.7860 | 0.9965 | 0.5731 | 0.4737 |
|
| 343 |
+
| 0.013 | 63.7778 | 2870 | 0.0090 | 0.7361 | 0.7897 | 0.9965 | 0.5805 | 0.4758 |
|
| 344 |
+
| 0.0026 | 64.0 | 2880 | 0.0090 | 0.7385 | 0.8008 | 0.9964 | 0.6031 | 0.4805 |
|
| 345 |
+
| 0.0137 | 64.2222 | 2890 | 0.0090 | 0.7363 | 0.7894 | 0.9965 | 0.5800 | 0.4761 |
|
| 346 |
+
| 0.0059 | 64.4444 | 2900 | 0.0090 | 0.7371 | 0.7910 | 0.9965 | 0.5832 | 0.4776 |
|
| 347 |
+
| 0.0027 | 64.6667 | 2910 | 0.0091 | 0.7376 | 0.7938 | 0.9965 | 0.5889 | 0.4788 |
|
| 348 |
+
| 0.0106 | 64.8889 | 2920 | 0.0090 | 0.7377 | 0.7944 | 0.9965 | 0.5901 | 0.4790 |
|
| 349 |
+
| 0.0072 | 65.1111 | 2930 | 0.0090 | 0.7372 | 0.7925 | 0.9965 | 0.5863 | 0.4780 |
|
| 350 |
+
| 0.0094 | 65.3333 | 2940 | 0.0090 | 0.7352 | 0.7848 | 0.9965 | 0.5707 | 0.4738 |
|
| 351 |
+
| 0.0062 | 65.5556 | 2950 | 0.0089 | 0.7376 | 0.7934 | 0.9965 | 0.5881 | 0.4787 |
|
| 352 |
+
| 0.0068 | 65.7778 | 2960 | 0.0089 | 0.7381 | 0.7948 | 0.9965 | 0.5908 | 0.4796 |
|
| 353 |
+
| 0.0098 | 66.0 | 2970 | 0.0090 | 0.7392 | 0.7989 | 0.9965 | 0.5991 | 0.4819 |
|
| 354 |
+
| 0.0133 | 66.2222 | 2980 | 0.0089 | 0.7367 | 0.7899 | 0.9965 | 0.5809 | 0.4769 |
|
| 355 |
+
| 0.0047 | 66.4444 | 2990 | 0.0090 | 0.7374 | 0.7931 | 0.9965 | 0.5874 | 0.4784 |
|
| 356 |
+
| 0.0025 | 66.6667 | 3000 | 0.0091 | 0.7400 | 0.8038 | 0.9965 | 0.6090 | 0.4835 |
|
| 357 |
+
| 0.0046 | 66.8889 | 3010 | 0.0090 | 0.7376 | 0.7932 | 0.9965 | 0.5877 | 0.4786 |
|
| 358 |
+
| 0.0068 | 67.1111 | 3020 | 0.0089 | 0.7367 | 0.7893 | 0.9965 | 0.5798 | 0.4769 |
|
| 359 |
+
| 0.0182 | 67.3333 | 3030 | 0.0088 | 0.7365 | 0.7887 | 0.9965 | 0.5786 | 0.4766 |
|
| 360 |
+
| 0.0039 | 67.5556 | 3040 | 0.0089 | 0.7386 | 0.7969 | 0.9965 | 0.5951 | 0.4807 |
|
| 361 |
+
| 0.0044 | 67.7778 | 3050 | 0.0089 | 0.7385 | 0.7950 | 0.9965 | 0.5913 | 0.4804 |
|
| 362 |
+
| 0.0161 | 68.0 | 3060 | 0.0089 | 0.7366 | 0.7870 | 0.9966 | 0.5751 | 0.4767 |
|
| 363 |
+
| 0.0026 | 68.2222 | 3070 | 0.0089 | 0.7375 | 0.7897 | 0.9966 | 0.5806 | 0.4785 |
|
| 364 |
+
| 0.007 | 68.4444 | 3080 | 0.0089 | 0.7371 | 0.7885 | 0.9966 | 0.5781 | 0.4777 |
|
| 365 |
+
| 0.0076 | 68.6667 | 3090 | 0.0088 | 0.7391 | 0.7960 | 0.9965 | 0.5933 | 0.4818 |
|
| 366 |
+
| 0.009 | 68.8889 | 3100 | 0.0088 | 0.7390 | 0.7958 | 0.9965 | 0.5928 | 0.4815 |
|
| 367 |
+
| 0.0059 | 69.1111 | 3110 | 0.0088 | 0.7393 | 0.7971 | 0.9965 | 0.5955 | 0.4821 |
|
| 368 |
+
| 0.005 | 69.3333 | 3120 | 0.0089 | 0.7382 | 0.7932 | 0.9965 | 0.5877 | 0.4798 |
|
| 369 |
+
| 0.0045 | 69.5556 | 3130 | 0.0089 | 0.7346 | 0.7801 | 0.9966 | 0.5612 | 0.4726 |
|
| 370 |
+
| 0.0064 | 69.7778 | 3140 | 0.0089 | 0.7373 | 0.7885 | 0.9966 | 0.5781 | 0.4781 |
|
| 371 |
+
| 0.0047 | 70.0 | 3150 | 0.0089 | 0.7365 | 0.7868 | 0.9966 | 0.5748 | 0.4765 |
|
| 372 |
+
| 0.0152 | 70.2222 | 3160 | 0.0089 | 0.7386 | 0.7930 | 0.9965 | 0.5872 | 0.4807 |
|
| 373 |
+
| 0.013 | 70.4444 | 3170 | 0.0088 | 0.7380 | 0.7895 | 0.9966 | 0.5802 | 0.4794 |
|
| 374 |
+
| 0.0039 | 70.6667 | 3180 | 0.0087 | 0.7392 | 0.7947 | 0.9965 | 0.5906 | 0.4818 |
|
| 375 |
+
| 0.0074 | 70.8889 | 3190 | 0.0088 | 0.7389 | 0.7937 | 0.9965 | 0.5886 | 0.4814 |
|
| 376 |
+
| 0.0194 | 71.1111 | 3200 | 0.0088 | 0.7393 | 0.7952 | 0.9965 | 0.5916 | 0.4821 |
|
| 377 |
+
| 0.0098 | 71.3333 | 3210 | 0.0088 | 0.7391 | 0.7942 | 0.9965 | 0.5896 | 0.4816 |
|
| 378 |
+
| 0.0073 | 71.5556 | 3220 | 0.0086 | 0.7387 | 0.7926 | 0.9965 | 0.5865 | 0.4808 |
|
| 379 |
+
| 0.0045 | 71.7778 | 3230 | 0.0087 | 0.7378 | 0.7893 | 0.9966 | 0.5798 | 0.4791 |
|
| 380 |
+
| 0.0064 | 72.0 | 3240 | 0.0087 | 0.7374 | 0.7882 | 0.9966 | 0.5775 | 0.4782 |
|
| 381 |
+
| 0.0059 | 72.2222 | 3250 | 0.0087 | 0.7394 | 0.7944 | 0.9965 | 0.5900 | 0.4822 |
|
| 382 |
+
| 0.0128 | 72.4444 | 3260 | 0.0087 | 0.7387 | 0.7917 | 0.9966 | 0.5846 | 0.4809 |
|
| 383 |
+
| 0.0092 | 72.6667 | 3270 | 0.0087 | 0.7393 | 0.7940 | 0.9965 | 0.5893 | 0.4820 |
|
| 384 |
+
| 0.0033 | 72.8889 | 3280 | 0.0088 | 0.7379 | 0.7891 | 0.9966 | 0.5794 | 0.4793 |
|
| 385 |
+
| 0.004 | 73.1111 | 3290 | 0.0087 | 0.7384 | 0.7900 | 0.9966 | 0.5811 | 0.4803 |
|
| 386 |
+
| 0.0099 | 73.3333 | 3300 | 0.0087 | 0.7391 | 0.7927 | 0.9966 | 0.5867 | 0.4816 |
|
| 387 |
+
| 0.0131 | 73.5556 | 3310 | 0.0087 | 0.7383 | 0.7905 | 0.9966 | 0.5822 | 0.4800 |
|
| 388 |
+
| 0.0096 | 73.7778 | 3320 | 0.0088 | 0.7422 | 0.8048 | 0.9965 | 0.6109 | 0.4880 |
|
| 389 |
+
| 0.0034 | 74.0 | 3330 | 0.0087 | 0.7407 | 0.7986 | 0.9965 | 0.5986 | 0.4849 |
|
| 390 |
+
| 0.0043 | 74.2222 | 3340 | 0.0086 | 0.7401 | 0.7957 | 0.9966 | 0.5926 | 0.4836 |
|
| 391 |
+
| 0.016 | 74.4444 | 3350 | 0.0086 | 0.7390 | 0.7917 | 0.9966 | 0.5845 | 0.4814 |
|
| 392 |
+
| 0.0066 | 74.6667 | 3360 | 0.0087 | 0.7390 | 0.7922 | 0.9966 | 0.5857 | 0.4815 |
|
| 393 |
+
| 0.0023 | 74.8889 | 3370 | 0.0087 | 0.7406 | 0.7987 | 0.9965 | 0.5987 | 0.4848 |
|
| 394 |
+
| 0.0177 | 75.1111 | 3380 | 0.0085 | 0.7393 | 0.7926 | 0.9966 | 0.5864 | 0.4820 |
|
| 395 |
+
| 0.0126 | 75.3333 | 3390 | 0.0086 | 0.7391 | 0.7916 | 0.9966 | 0.5844 | 0.4817 |
|
| 396 |
+
| 0.0128 | 75.5556 | 3400 | 0.0086 | 0.7401 | 0.7950 | 0.9966 | 0.5912 | 0.4837 |
|
| 397 |
+
| 0.0039 | 75.7778 | 3410 | 0.0086 | 0.7402 | 0.7961 | 0.9965 | 0.5935 | 0.4838 |
|
| 398 |
+
| 0.0083 | 76.0 | 3420 | 0.0086 | 0.7414 | 0.8018 | 0.9965 | 0.6049 | 0.4863 |
|
| 399 |
+
| 0.0056 | 76.2222 | 3430 | 0.0086 | 0.7412 | 0.7997 | 0.9965 | 0.6007 | 0.4860 |
|
| 400 |
+
| 0.0052 | 76.4444 | 3440 | 0.0087 | 0.7418 | 0.8020 | 0.9965 | 0.6053 | 0.4871 |
|
| 401 |
+
| 0.0025 | 76.6667 | 3450 | 0.0087 | 0.7417 | 0.8022 | 0.9965 | 0.6057 | 0.4868 |
|
| 402 |
+
| 0.0041 | 76.8889 | 3460 | 0.0087 | 0.7410 | 0.7980 | 0.9966 | 0.5973 | 0.4854 |
|
| 403 |
+
| 0.0167 | 77.1111 | 3470 | 0.0085 | 0.7379 | 0.7865 | 0.9966 | 0.5740 | 0.4792 |
|
| 404 |
+
| 0.0102 | 77.3333 | 3480 | 0.0086 | 0.7412 | 0.7983 | 0.9966 | 0.5978 | 0.4859 |
|
| 405 |
+
| 0.0099 | 77.5556 | 3490 | 0.0086 | 0.7403 | 0.7956 | 0.9966 | 0.5924 | 0.4841 |
|
| 406 |
+
| 0.0138 | 77.7778 | 3500 | 0.0085 | 0.7397 | 0.7929 | 0.9966 | 0.5871 | 0.4828 |
|
| 407 |
+
| 0.0099 | 78.0 | 3510 | 0.0085 | 0.7420 | 0.8014 | 0.9965 | 0.6042 | 0.4875 |
|
| 408 |
+
| 0.0217 | 78.2222 | 3520 | 0.0084 | 0.7399 | 0.7935 | 0.9966 | 0.5882 | 0.4833 |
|
| 409 |
+
| 0.0059 | 78.4444 | 3530 | 0.0086 | 0.7421 | 0.8006 | 0.9966 | 0.6025 | 0.4876 |
|
| 410 |
+
| 0.0036 | 78.6667 | 3540 | 0.0086 | 0.7420 | 0.8012 | 0.9965 | 0.6036 | 0.4875 |
|
| 411 |
+
| 0.0069 | 78.8889 | 3550 | 0.0086 | 0.7407 | 0.7955 | 0.9966 | 0.5923 | 0.4849 |
|
| 412 |
+
| 0.0028 | 79.1111 | 3560 | 0.0085 | 0.7409 | 0.7968 | 0.9966 | 0.5949 | 0.4852 |
|
| 413 |
+
| 0.0062 | 79.3333 | 3570 | 0.0085 | 0.7406 | 0.7956 | 0.9966 | 0.5925 | 0.4847 |
|
| 414 |
+
| 0.0073 | 79.5556 | 3580 | 0.0085 | 0.7420 | 0.8016 | 0.9965 | 0.6046 | 0.4875 |
|
| 415 |
+
| 0.0117 | 79.7778 | 3590 | 0.0085 | 0.7400 | 0.7944 | 0.9966 | 0.5900 | 0.4834 |
|
| 416 |
+
| 0.0072 | 80.0 | 3600 | 0.0085 | 0.7393 | 0.7904 | 0.9966 | 0.5820 | 0.4821 |
|
| 417 |
+
| 0.0035 | 80.2222 | 3610 | 0.0085 | 0.7403 | 0.7929 | 0.9966 | 0.5869 | 0.4840 |
|
| 418 |
+
| 0.0126 | 80.4444 | 3620 | 0.0085 | 0.7403 | 0.7939 | 0.9966 | 0.5889 | 0.4840 |
|
| 419 |
+
| 0.0155 | 80.6667 | 3630 | 0.0085 | 0.7380 | 0.7857 | 0.9966 | 0.5725 | 0.4794 |
|
| 420 |
+
| 0.0063 | 80.8889 | 3640 | 0.0085 | 0.7412 | 0.7968 | 0.9966 | 0.5949 | 0.4858 |
|
| 421 |
+
| 0.0056 | 81.1111 | 3650 | 0.0085 | 0.7395 | 0.7914 | 0.9966 | 0.5840 | 0.4824 |
|
| 422 |
+
| 0.0224 | 81.3333 | 3660 | 0.0085 | 0.7410 | 0.7958 | 0.9966 | 0.5929 | 0.4854 |
|
| 423 |
+
| 0.0134 | 81.5556 | 3670 | 0.0086 | 0.7421 | 0.8018 | 0.9965 | 0.6050 | 0.4876 |
|
| 424 |
+
| 0.0141 | 81.7778 | 3680 | 0.0085 | 0.7409 | 0.7960 | 0.9966 | 0.5933 | 0.4852 |
|
| 425 |
+
| 0.0047 | 82.0 | 3690 | 0.0085 | 0.7415 | 0.7974 | 0.9966 | 0.5960 | 0.4864 |
|
| 426 |
+
| 0.0136 | 82.2222 | 3700 | 0.0084 | 0.7402 | 0.7928 | 0.9966 | 0.5868 | 0.4839 |
|
| 427 |
+
| 0.0036 | 82.4444 | 3710 | 0.0084 | 0.7406 | 0.7942 | 0.9966 | 0.5897 | 0.4846 |
|
| 428 |
+
| 0.0055 | 82.6667 | 3720 | 0.0085 | 0.7407 | 0.7962 | 0.9966 | 0.5936 | 0.4848 |
|
| 429 |
+
| 0.0064 | 82.8889 | 3730 | 0.0084 | 0.7409 | 0.7960 | 0.9966 | 0.5933 | 0.4853 |
|
| 430 |
+
| 0.0053 | 83.1111 | 3740 | 0.0084 | 0.7393 | 0.7887 | 0.9966 | 0.5786 | 0.4819 |
|
| 431 |
+
| 0.0133 | 83.3333 | 3750 | 0.0085 | 0.7408 | 0.7956 | 0.9966 | 0.5924 | 0.4850 |
|
| 432 |
+
| 0.0045 | 83.5556 | 3760 | 0.0085 | 0.7412 | 0.7976 | 0.9966 | 0.5964 | 0.4859 |
|
| 433 |
+
| 0.0105 | 83.7778 | 3770 | 0.0084 | 0.7429 | 0.8037 | 0.9965 | 0.6088 | 0.4892 |
|
| 434 |
+
| 0.0049 | 84.0 | 3780 | 0.0084 | 0.7410 | 0.7966 | 0.9966 | 0.5945 | 0.4855 |
|
| 435 |
+
| 0.0024 | 84.2222 | 3790 | 0.0084 | 0.7406 | 0.7944 | 0.9966 | 0.5901 | 0.4847 |
|
| 436 |
+
| 0.0049 | 84.4444 | 3800 | 0.0084 | 0.7419 | 0.7992 | 0.9966 | 0.5996 | 0.4873 |
|
| 437 |
+
| 0.0039 | 84.6667 | 3810 | 0.0084 | 0.7400 | 0.7914 | 0.9966 | 0.5839 | 0.4834 |
|
| 438 |
+
| 0.0058 | 84.8889 | 3820 | 0.0085 | 0.7429 | 0.8029 | 0.9965 | 0.6072 | 0.4892 |
|
| 439 |
+
| 0.0097 | 85.1111 | 3830 | 0.0084 | 0.7425 | 0.8011 | 0.9966 | 0.6036 | 0.4886 |
|
| 440 |
+
| 0.012 | 85.3333 | 3840 | 0.0083 | 0.7409 | 0.7942 | 0.9966 | 0.5896 | 0.4852 |
|
| 441 |
+
| 0.0123 | 85.5556 | 3850 | 0.0084 | 0.7434 | 0.8046 | 0.9965 | 0.6106 | 0.4903 |
|
| 442 |
+
| 0.0107 | 85.7778 | 3860 | 0.0084 | 0.7411 | 0.7950 | 0.9966 | 0.5911 | 0.4856 |
|
| 443 |
+
| 0.0112 | 86.0 | 3870 | 0.0084 | 0.7412 | 0.7951 | 0.9966 | 0.5913 | 0.4857 |
|
| 444 |
+
| 0.0028 | 86.2222 | 3880 | 0.0084 | 0.7413 | 0.7957 | 0.9966 | 0.5926 | 0.4861 |
|
| 445 |
+
| 0.018 | 86.4444 | 3890 | 0.0083 | 0.7404 | 0.7918 | 0.9966 | 0.5847 | 0.4843 |
|
| 446 |
+
| 0.0106 | 86.6667 | 3900 | 0.0083 | 0.7405 | 0.7917 | 0.9966 | 0.5846 | 0.4844 |
|
| 447 |
+
| 0.0038 | 86.8889 | 3910 | 0.0083 | 0.7403 | 0.7904 | 0.9966 | 0.5820 | 0.4839 |
|
| 448 |
+
| 0.0042 | 87.1111 | 3920 | 0.0083 | 0.7403 | 0.7909 | 0.9966 | 0.5830 | 0.4839 |
|
| 449 |
+
| 0.0044 | 87.3333 | 3930 | 0.0084 | 0.7423 | 0.7988 | 0.9966 | 0.5989 | 0.4881 |
|
| 450 |
+
| 0.0112 | 87.5556 | 3940 | 0.0083 | 0.7423 | 0.7983 | 0.9966 | 0.5978 | 0.4881 |
|
| 451 |
+
| 0.0048 | 87.7778 | 3950 | 0.0083 | 0.7410 | 0.7932 | 0.9966 | 0.5876 | 0.4855 |
|
| 452 |
+
| 0.009 | 88.0 | 3960 | 0.0084 | 0.7434 | 0.8032 | 0.9966 | 0.6077 | 0.4902 |
|
| 453 |
+
| 0.0095 | 88.2222 | 3970 | 0.0084 | 0.7415 | 0.7951 | 0.9966 | 0.5915 | 0.4865 |
|
| 454 |
+
| 0.014 | 88.4444 | 3980 | 0.0083 | 0.7429 | 0.8008 | 0.9966 | 0.6028 | 0.4892 |
|
| 455 |
+
| 0.0043 | 88.6667 | 3990 | 0.0084 | 0.7425 | 0.7987 | 0.9966 | 0.5987 | 0.4884 |
|
| 456 |
+
| 0.0164 | 88.8889 | 4000 | 0.0083 | 0.7415 | 0.7957 | 0.9966 | 0.5926 | 0.4865 |
|
| 457 |
+
| 0.0116 | 89.1111 | 4010 | 0.0083 | 0.7416 | 0.7950 | 0.9966 | 0.5912 | 0.4866 |
|
| 458 |
+
| 0.0077 | 89.3333 | 4020 | 0.0084 | 0.7427 | 0.8005 | 0.9966 | 0.6023 | 0.4888 |
|
| 459 |
+
| 0.0074 | 89.5556 | 4030 | 0.0084 | 0.7427 | 0.8001 | 0.9966 | 0.6014 | 0.4889 |
|
| 460 |
+
| 0.0041 | 89.7778 | 4040 | 0.0083 | 0.7429 | 0.8013 | 0.9966 | 0.6039 | 0.4893 |
|
| 461 |
+
| 0.0053 | 90.0 | 4050 | 0.0084 | 0.7421 | 0.7975 | 0.9966 | 0.5962 | 0.4876 |
|
| 462 |
+
| 0.0088 | 90.2222 | 4060 | 0.0084 | 0.7423 | 0.7994 | 0.9966 | 0.6001 | 0.4880 |
|
| 463 |
+
| 0.0031 | 90.4444 | 4070 | 0.0083 | 0.7416 | 0.7950 | 0.9966 | 0.5911 | 0.4866 |
|
| 464 |
+
| 0.0043 | 90.6667 | 4080 | 0.0083 | 0.7420 | 0.7974 | 0.9966 | 0.5961 | 0.4874 |
|
| 465 |
+
| 0.0165 | 90.8889 | 4090 | 0.0083 | 0.7416 | 0.7958 | 0.9966 | 0.5928 | 0.4867 |
|
| 466 |
+
| 0.0032 | 91.1111 | 4100 | 0.0083 | 0.7426 | 0.8001 | 0.9966 | 0.6015 | 0.4887 |
|
| 467 |
+
| 0.0031 | 91.3333 | 4110 | 0.0084 | 0.7426 | 0.8001 | 0.9966 | 0.6014 | 0.4886 |
|
| 468 |
+
| 0.0102 | 91.5556 | 4120 | 0.0084 | 0.7425 | 0.7999 | 0.9966 | 0.6011 | 0.4885 |
|
| 469 |
+
| 0.0138 | 91.7778 | 4130 | 0.0083 | 0.7413 | 0.7945 | 0.9966 | 0.5903 | 0.4860 |
|
| 470 |
+
| 0.0142 | 92.0 | 4140 | 0.0083 | 0.7414 | 0.7942 | 0.9966 | 0.5897 | 0.4863 |
|
| 471 |
+
| 0.009 | 92.2222 | 4150 | 0.0084 | 0.7435 | 0.8034 | 0.9966 | 0.6081 | 0.4905 |
|
| 472 |
+
| 0.0074 | 92.4444 | 4160 | 0.0083 | 0.7443 | 0.8080 | 0.9965 | 0.6175 | 0.4920 |
|
| 473 |
+
| 0.0102 | 92.6667 | 4170 | 0.0084 | 0.7435 | 0.8042 | 0.9965 | 0.6098 | 0.4905 |
|
| 474 |
+
| 0.0061 | 92.8889 | 4180 | 0.0083 | 0.7411 | 0.7931 | 0.9966 | 0.5872 | 0.4856 |
|
| 475 |
+
| 0.0084 | 93.1111 | 4190 | 0.0083 | 0.7423 | 0.7984 | 0.9966 | 0.5980 | 0.4880 |
|
| 476 |
+
| 0.0191 | 93.3333 | 4200 | 0.0083 | 0.7418 | 0.7967 | 0.9966 | 0.5946 | 0.4871 |
|
| 477 |
+
| 0.007 | 93.5556 | 4210 | 0.0083 | 0.7415 | 0.7944 | 0.9966 | 0.5899 | 0.4863 |
|
| 478 |
+
| 0.0048 | 93.7778 | 4220 | 0.0083 | 0.7420 | 0.7959 | 0.9966 | 0.5930 | 0.4873 |
|
| 479 |
+
| 0.0036 | 94.0 | 4230 | 0.0083 | 0.7432 | 0.8015 | 0.9966 | 0.6044 | 0.4898 |
|
| 480 |
+
| 0.0037 | 94.2222 | 4240 | 0.0083 | 0.7434 | 0.8027 | 0.9966 | 0.6066 | 0.4903 |
|
| 481 |
+
| 0.0108 | 94.4444 | 4250 | 0.0083 | 0.7431 | 0.8013 | 0.9966 | 0.6039 | 0.4897 |
|
| 482 |
+
| 0.003 | 94.6667 | 4260 | 0.0083 | 0.7424 | 0.7980 | 0.9966 | 0.5972 | 0.4881 |
|
| 483 |
+
| 0.0062 | 94.8889 | 4270 | 0.0083 | 0.7425 | 0.7979 | 0.9966 | 0.5971 | 0.4884 |
|
| 484 |
+
| 0.0156 | 95.1111 | 4280 | 0.0083 | 0.7434 | 0.8020 | 0.9966 | 0.6052 | 0.4903 |
|
| 485 |
+
| 0.0019 | 95.3333 | 4290 | 0.0083 | 0.7426 | 0.7998 | 0.9966 | 0.6008 | 0.4886 |
|
| 486 |
+
| 0.0098 | 95.5556 | 4300 | 0.0083 | 0.7426 | 0.7991 | 0.9966 | 0.5995 | 0.4887 |
|
| 487 |
+
| 0.0104 | 95.7778 | 4310 | 0.0083 | 0.7414 | 0.7938 | 0.9966 | 0.5888 | 0.4863 |
|
| 488 |
+
| 0.0035 | 96.0 | 4320 | 0.0083 | 0.7437 | 0.8048 | 0.9965 | 0.6110 | 0.4910 |
|
| 489 |
+
| 0.0073 | 96.2222 | 4330 | 0.0083 | 0.7435 | 0.8031 | 0.9966 | 0.6076 | 0.4905 |
|
| 490 |
+
| 0.0124 | 96.4444 | 4340 | 0.0083 | 0.7425 | 0.7995 | 0.9966 | 0.6002 | 0.4885 |
|
| 491 |
+
| 0.0083 | 96.6667 | 4350 | 0.0083 | 0.7420 | 0.7967 | 0.9966 | 0.5946 | 0.4874 |
|
| 492 |
+
| 0.0073 | 96.8889 | 4360 | 0.0083 | 0.7428 | 0.8002 | 0.9966 | 0.6016 | 0.4890 |
|
| 493 |
+
| 0.0178 | 97.1111 | 4370 | 0.0083 | 0.7423 | 0.7977 | 0.9966 | 0.5966 | 0.4880 |
|
| 494 |
+
| 0.0026 | 97.3333 | 4380 | 0.0083 | 0.7441 | 0.8060 | 0.9965 | 0.6134 | 0.4916 |
|
| 495 |
+
| 0.0066 | 97.5556 | 4390 | 0.0083 | 0.7435 | 0.8023 | 0.9966 | 0.6059 | 0.4903 |
|
| 496 |
+
| 0.0021 | 97.7778 | 4400 | 0.0083 | 0.7433 | 0.8021 | 0.9966 | 0.6055 | 0.4900 |
|
| 497 |
+
| 0.0049 | 98.0 | 4410 | 0.0082 | 0.7422 | 0.7967 | 0.9966 | 0.5946 | 0.4878 |
|
| 498 |
+
| 0.0024 | 98.2222 | 4420 | 0.0082 | 0.7422 | 0.7970 | 0.9966 | 0.5952 | 0.4878 |
|
| 499 |
+
| 0.0027 | 98.4444 | 4430 | 0.0082 | 0.7431 | 0.8009 | 0.9966 | 0.6030 | 0.4896 |
|
| 500 |
+
| 0.002 | 98.6667 | 4440 | 0.0082 | 0.7419 | 0.7953 | 0.9966 | 0.5918 | 0.4872 |
|
| 501 |
+
| 0.0033 | 98.8889 | 4450 | 0.0082 | 0.7423 | 0.7972 | 0.9966 | 0.5956 | 0.4880 |
|
| 502 |
+
| 0.0044 | 99.1111 | 4460 | 0.0082 | 0.7434 | 0.8020 | 0.9966 | 0.6053 | 0.4902 |
|
| 503 |
+
| 0.0048 | 99.3333 | 4470 | 0.0082 | 0.7428 | 0.7999 | 0.9966 | 0.6011 | 0.4891 |
|
| 504 |
+
| 0.0036 | 99.5556 | 4480 | 0.0083 | 0.7431 | 0.8011 | 0.9966 | 0.6035 | 0.4897 |
|
| 505 |
+
| 0.013 | 99.7778 | 4490 | 0.0083 | 0.7421 | 0.7969 | 0.9966 | 0.5950 | 0.4877 |
|
| 506 |
+
| 0.0062 | 100.0 | 4500 | 0.0083 | 0.7423 | 0.7973 | 0.9966 | 0.5957 | 0.4880 |
|
| 507 |
|
| 508 |
|
| 509 |
### Framework versions
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 14884776
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:87604c0365749acde6a196081f3147d646a73f2fdd39b404bbed5aa2667ead3d
|
| 3 |
size 14884776
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 5304
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8e485753eb125abfb67f0cc1c8c579a85bcef576ab067929303da2ef39e9e856
|
| 3 |
size 5304
|