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library_name: transformers
license: apache-2.0
base_model: google/flan-t5-small
tags:
- generated_from_trainer
metrics:
- rouge
model-index:
- name: flan-t5-rouge-squad-qg-testf
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# flan-t5-rouge-squad-qg-testf
This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4039
- Rouge1: 0.3592
- Rouge2: 0.1167
- Rougel: 0.3352
- Rougelsum: 0.3408
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 7e-05
- train_batch_size: 100
- eval_batch_size: 100
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 400
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 640
### Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum |
|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|
| 136.4029 | 1.0 | 2 | 34.1688 | 0.0565 | 0.0135 | 0.0516 | 0.0525 |
| 122.737 | 2.0 | 4 | 30.2467 | 0.0923 | 0.0383 | 0.0849 | 0.0858 |
| 111.6616 | 3.0 | 6 | 27.1107 | 0.0847 | 0.0277 | 0.0771 | 0.0773 |
| 101.6812 | 4.0 | 8 | 24.2881 | 0.0922 | 0.0310 | 0.0841 | 0.0843 |
| 92.6727 | 5.0 | 10 | 21.5655 | 0.0645 | 0.0207 | 0.0599 | 0.0597 |
| 84.1706 | 6.0 | 12 | 18.7452 | 0.0799 | 0.0285 | 0.0759 | 0.0759 |
| 75.335 | 7.0 | 14 | 15.6624 | 0.0855 | 0.0382 | 0.0834 | 0.0838 |
| 66.4953 | 8.0 | 16 | 12.4440 | 0.0877 | 0.0386 | 0.0868 | 0.0874 |
| 57.1587 | 9.0 | 18 | 9.6261 | 0.0764 | 0.0364 | 0.0758 | 0.0758 |
| 49.3085 | 10.0 | 20 | 8.1586 | 0.0614 | 0.0319 | 0.0610 | 0.0610 |
| 43.4442 | 11.0 | 22 | 7.7777 | 0.0676 | 0.0342 | 0.0671 | 0.0672 |
| 39.1112 | 12.0 | 24 | 7.5494 | 0.0712 | 0.0342 | 0.0710 | 0.0714 |
| 35.7134 | 13.0 | 26 | 7.3096 | 0.0765 | 0.0355 | 0.0733 | 0.0750 |
| 32.7763 | 14.0 | 28 | 6.9785 | 0.0821 | 0.0339 | 0.0787 | 0.0804 |
| 30.3789 | 15.0 | 30 | 6.4000 | 0.0953 | 0.0431 | 0.0898 | 0.0925 |
| 28.2923 | 16.0 | 32 | 5.6163 | 0.0928 | 0.0436 | 0.0872 | 0.0901 |
| 26.226 | 17.0 | 34 | 5.0450 | 0.0801 | 0.0374 | 0.0733 | 0.0771 |
| 24.6307 | 18.0 | 36 | 4.8226 | 0.0801 | 0.0357 | 0.0709 | 0.0756 |
| 23.2999 | 19.0 | 38 | 4.7173 | 0.0866 | 0.0374 | 0.0772 | 0.0820 |
| 22.0348 | 20.0 | 40 | 4.6226 | 0.0959 | 0.0359 | 0.0885 | 0.0914 |
| 21.0957 | 21.0 | 42 | 4.5175 | 0.0920 | 0.0355 | 0.0857 | 0.0888 |
| 20.5043 | 22.0 | 44 | 4.4110 | 0.1032 | 0.0428 | 0.0927 | 0.0970 |
| 19.7318 | 23.0 | 46 | 4.3110 | 0.1100 | 0.0536 | 0.1034 | 0.1065 |
| 19.1478 | 24.0 | 48 | 4.2194 | 0.1282 | 0.0593 | 0.1140 | 0.1194 |
| 18.5923 | 25.0 | 50 | 4.1343 | 0.1285 | 0.0520 | 0.1123 | 0.1175 |
| 18.1752 | 26.0 | 52 | 4.0515 | 0.1218 | 0.0514 | 0.1077 | 0.1125 |
| 17.707 | 27.0 | 54 | 3.9666 | 0.1218 | 0.0514 | 0.1077 | 0.1125 |
| 17.3232 | 28.0 | 56 | 3.8757 | 0.1283 | 0.0543 | 0.1118 | 0.1173 |
| 16.9095 | 29.0 | 58 | 3.7754 | 0.1283 | 0.0543 | 0.1118 | 0.1173 |
| 16.4606 | 30.0 | 60 | 3.6667 | 0.1334 | 0.0484 | 0.1131 | 0.1196 |
| 16.1376 | 31.0 | 62 | 3.5559 | 0.1287 | 0.0459 | 0.1087 | 0.1152 |
| 15.768 | 32.0 | 64 | 3.4546 | 0.1230 | 0.0473 | 0.1028 | 0.1094 |
| 15.3982 | 33.0 | 66 | 3.3683 | 0.1154 | 0.0433 | 0.0960 | 0.1031 |
| 15.0397 | 34.0 | 68 | 3.2958 | 0.1104 | 0.0405 | 0.0907 | 0.0983 |
| 14.6899 | 35.0 | 70 | 3.2332 | 0.1194 | 0.0427 | 0.0960 | 0.1035 |
| 14.4125 | 36.0 | 72 | 3.1766 | 0.1264 | 0.0437 | 0.1024 | 0.1101 |
| 14.075 | 37.0 | 74 | 3.1223 | 0.1237 | 0.0423 | 0.0997 | 0.1074 |
| 13.7579 | 38.0 | 76 | 3.0669 | 0.1131 | 0.0386 | 0.0926 | 0.0976 |
| 13.457 | 39.0 | 78 | 3.0074 | 0.1237 | 0.0401 | 0.1016 | 0.1075 |
| 13.1637 | 40.0 | 80 | 2.9420 | 0.1428 | 0.0455 | 0.1146 | 0.1252 |
| 12.9631 | 41.0 | 82 | 2.8707 | 0.1400 | 0.0445 | 0.1155 | 0.1260 |
| 12.676 | 42.0 | 84 | 2.7950 | 0.1432 | 0.0451 | 0.1171 | 0.1276 |
| 12.393 | 43.0 | 86 | 2.7170 | 0.1266 | 0.0407 | 0.1023 | 0.1105 |
| 12.1927 | 44.0 | 88 | 2.6385 | 0.1124 | 0.0390 | 0.0941 | 0.1002 |
| 11.9014 | 45.0 | 90 | 2.5622 | 0.0972 | 0.0336 | 0.0814 | 0.0861 |
| 11.7375 | 46.0 | 92 | 2.4894 | 0.1137 | 0.0366 | 0.0966 | 0.1017 |
| 11.4157 | 47.0 | 94 | 2.4209 | 0.1266 | 0.0408 | 0.1088 | 0.1138 |
| 11.167 | 48.0 | 96 | 2.3562 | 0.1278 | 0.0413 | 0.1094 | 0.1158 |
| 10.9906 | 49.0 | 98 | 2.2958 | 0.1201 | 0.0425 | 0.1012 | 0.1078 |
| 10.7213 | 50.0 | 100 | 2.2389 | 0.1286 | 0.0443 | 0.1066 | 0.1134 |
| 10.4748 | 51.0 | 102 | 2.1833 | 0.1740 | 0.0589 | 0.1457 | 0.1603 |
| 10.2603 | 52.0 | 104 | 2.1275 | 0.1525 | 0.0502 | 0.1274 | 0.1398 |
| 10.0582 | 53.0 | 106 | 2.0699 | 0.1774 | 0.0623 | 0.1525 | 0.1647 |
| 9.9137 | 54.0 | 108 | 2.0099 | 0.2596 | 0.0883 | 0.2287 | 0.2433 |
| 9.6495 | 55.0 | 110 | 1.9481 | 0.2737 | 0.0891 | 0.2426 | 0.2573 |
| 9.4251 | 56.0 | 112 | 1.8866 | 0.2996 | 0.0960 | 0.2666 | 0.2841 |
| 9.1763 | 57.0 | 114 | 1.8260 | 0.2967 | 0.0951 | 0.2662 | 0.2830 |
| 8.9287 | 58.0 | 116 | 1.7681 | 0.3226 | 0.0999 | 0.2883 | 0.3047 |
| 8.7871 | 59.0 | 118 | 1.7131 | 0.3244 | 0.0983 | 0.2934 | 0.3093 |
| 8.6282 | 60.0 | 120 | 1.6617 | 0.3241 | 0.0993 | 0.2937 | 0.3103 |
| 8.3453 | 61.0 | 122 | 1.6117 | 0.3298 | 0.1043 | 0.2952 | 0.3165 |
| 8.1907 | 62.0 | 124 | 1.5632 | 0.3289 | 0.1042 | 0.2957 | 0.3167 |
| 7.9605 | 63.0 | 126 | 1.5146 | 0.3431 | 0.1108 | 0.3085 | 0.3303 |
| 7.8295 | 64.0 | 128 | 1.4663 | 0.3441 | 0.1118 | 0.3092 | 0.3310 |
| 7.6171 | 65.0 | 130 | 1.4179 | 0.3488 | 0.1139 | 0.3133 | 0.3345 |
| 7.378 | 66.0 | 132 | 1.3694 | 0.3500 | 0.1131 | 0.3137 | 0.3355 |
| 7.2818 | 67.0 | 134 | 1.3220 | 0.3491 | 0.1153 | 0.3171 | 0.3344 |
| 7.095 | 68.0 | 136 | 1.2754 | 0.3491 | 0.1153 | 0.3171 | 0.3344 |
| 6.906 | 69.0 | 138 | 1.2314 | 0.3514 | 0.1182 | 0.3239 | 0.3376 |
| 6.7672 | 70.0 | 140 | 1.1901 | 0.3524 | 0.1192 | 0.3269 | 0.3389 |
| 6.5463 | 71.0 | 142 | 1.1514 | 0.3524 | 0.1192 | 0.3269 | 0.3389 |
| 6.4001 | 72.0 | 144 | 1.1132 | 0.3505 | 0.1191 | 0.3251 | 0.3370 |
| 6.2196 | 73.0 | 146 | 1.0753 | 0.3506 | 0.1193 | 0.3256 | 0.3371 |
| 6.0741 | 74.0 | 148 | 1.0390 | 0.3521 | 0.1180 | 0.3258 | 0.3373 |
| 5.9094 | 75.0 | 150 | 1.0029 | 0.3518 | 0.1180 | 0.3256 | 0.3372 |
| 5.7465 | 76.0 | 152 | 0.9679 | 0.3553 | 0.1176 | 0.3281 | 0.3414 |
| 5.6152 | 77.0 | 154 | 0.9324 | 0.3553 | 0.1176 | 0.3281 | 0.3414 |
| 5.4515 | 78.0 | 156 | 0.8988 | 0.3517 | 0.1147 | 0.3211 | 0.3383 |
| 5.291 | 79.0 | 158 | 0.8671 | 0.3517 | 0.1147 | 0.3211 | 0.3383 |
| 5.1868 | 80.0 | 160 | 0.8365 | 0.3517 | 0.1147 | 0.3211 | 0.3383 |
| 5.0697 | 81.0 | 162 | 0.8075 | 0.3512 | 0.1124 | 0.3181 | 0.3372 |
| 4.9323 | 82.0 | 164 | 0.7797 | 0.3512 | 0.1124 | 0.3181 | 0.3372 |
| 4.7686 | 83.0 | 166 | 0.7535 | 0.3512 | 0.1124 | 0.3181 | 0.3372 |
| 4.6311 | 84.0 | 168 | 0.7279 | 0.3512 | 0.1124 | 0.3181 | 0.3372 |
| 4.4982 | 85.0 | 170 | 0.7035 | 0.3510 | 0.1129 | 0.3187 | 0.3377 |
| 4.4245 | 86.0 | 172 | 0.6803 | 0.3505 | 0.1130 | 0.3182 | 0.3372 |
| 4.3332 | 87.0 | 174 | 0.6583 | 0.3505 | 0.1130 | 0.3182 | 0.3372 |
| 4.1466 | 88.0 | 176 | 0.6374 | 0.3505 | 0.1130 | 0.3182 | 0.3372 |
| 4.0521 | 89.0 | 178 | 0.6174 | 0.3529 | 0.1125 | 0.3188 | 0.3380 |
| 3.9345 | 90.0 | 180 | 0.5980 | 0.3675 | 0.1166 | 0.3286 | 0.3521 |
| 3.8918 | 91.0 | 182 | 0.5796 | 0.3680 | 0.1166 | 0.3292 | 0.3527 |
| 3.7647 | 92.0 | 184 | 0.5620 | 0.3679 | 0.1168 | 0.3297 | 0.3526 |
| 3.6223 | 93.0 | 186 | 0.5451 | 0.3679 | 0.1168 | 0.3297 | 0.3526 |
| 3.5554 | 94.0 | 188 | 0.5289 | 0.3676 | 0.1167 | 0.3299 | 0.3522 |
| 3.4539 | 95.0 | 190 | 0.5131 | 0.3674 | 0.1161 | 0.3295 | 0.3528 |
| 3.3809 | 96.0 | 192 | 0.4984 | 0.3692 | 0.1189 | 0.3309 | 0.3542 |
| 3.2907 | 97.0 | 194 | 0.4846 | 0.3692 | 0.1189 | 0.3309 | 0.3542 |
| 3.2269 | 98.0 | 196 | 0.4720 | 0.3709 | 0.1209 | 0.3331 | 0.3559 |
| 3.1249 | 99.0 | 198 | 0.4600 | 0.3709 | 0.1209 | 0.3331 | 0.3559 |
| 3.0257 | 100.0 | 200 | 0.4489 | 0.3716 | 0.1220 | 0.3360 | 0.3572 |
| 2.9625 | 101.0 | 202 | 0.4385 | 0.3716 | 0.1221 | 0.3360 | 0.3572 |
| 2.9575 | 102.0 | 204 | 0.4280 | 0.3716 | 0.1221 | 0.3360 | 0.3572 |
| 2.8511 | 103.0 | 206 | 0.4178 | 0.3716 | 0.1221 | 0.3360 | 0.3572 |
| 2.74 | 104.0 | 208 | 0.4084 | 0.3716 | 0.1220 | 0.3360 | 0.3572 |
| 2.7344 | 105.0 | 210 | 0.3999 | 0.3752 | 0.1253 | 0.3385 | 0.3604 |
| 2.6782 | 106.0 | 212 | 0.3924 | 0.3752 | 0.1253 | 0.3385 | 0.3604 |
| 2.5931 | 107.0 | 214 | 0.3855 | 0.3752 | 0.1253 | 0.3385 | 0.3604 |
| 2.5307 | 108.0 | 216 | 0.3789 | 0.3737 | 0.1252 | 0.3375 | 0.3582 |
| 2.5146 | 109.0 | 218 | 0.3725 | 0.3737 | 0.1252 | 0.3375 | 0.3582 |
| 2.4071 | 110.0 | 220 | 0.3663 | 0.3737 | 0.1252 | 0.3375 | 0.3582 |
| 2.3678 | 111.0 | 222 | 0.3603 | 0.3737 | 0.1252 | 0.3375 | 0.3582 |
| 2.3121 | 112.0 | 224 | 0.3545 | 0.3737 | 0.1252 | 0.3375 | 0.3582 |
| 2.2763 | 113.0 | 226 | 0.3491 | 0.3743 | 0.1257 | 0.3381 | 0.3587 |
| 2.2515 | 114.0 | 228 | 0.3442 | 0.3758 | 0.1254 | 0.3387 | 0.3600 |
| 2.2036 | 115.0 | 230 | 0.3396 | 0.3571 | 0.1159 | 0.3242 | 0.3418 |
| 2.1443 | 116.0 | 232 | 0.3353 | 0.3539 | 0.1154 | 0.3222 | 0.3396 |
| 2.1477 | 117.0 | 234 | 0.3313 | 0.3577 | 0.1186 | 0.3258 | 0.3435 |
| 2.0954 | 118.0 | 236 | 0.3273 | 0.3577 | 0.1186 | 0.3258 | 0.3435 |
| 2.0537 | 119.0 | 238 | 0.3236 | 0.3537 | 0.1139 | 0.3232 | 0.3390 |
| 2.0144 | 120.0 | 240 | 0.3203 | 0.3547 | 0.1155 | 0.3280 | 0.3405 |
| 1.9788 | 121.0 | 242 | 0.3172 | 0.3547 | 0.1155 | 0.3280 | 0.3405 |
| 1.9797 | 122.0 | 244 | 0.3144 | 0.3547 | 0.1155 | 0.3280 | 0.3405 |
| 1.9248 | 123.0 | 246 | 0.3117 | 0.3551 | 0.1143 | 0.3277 | 0.3409 |
| 1.9163 | 124.0 | 248 | 0.3091 | 0.3551 | 0.1143 | 0.3277 | 0.3409 |
| 1.8245 | 125.0 | 250 | 0.3065 | 0.3551 | 0.1143 | 0.3277 | 0.3409 |
| 1.8428 | 126.0 | 252 | 0.3040 | 0.3487 | 0.1117 | 0.3199 | 0.3343 |
| 1.7776 | 127.0 | 254 | 0.3016 | 0.3550 | 0.1172 | 0.3264 | 0.3409 |
| 1.7802 | 128.0 | 256 | 0.2997 | 0.3561 | 0.1174 | 0.3257 | 0.3414 |
| 1.7235 | 129.0 | 258 | 0.2979 | 0.3593 | 0.1154 | 0.3267 | 0.3417 |
| 1.8004 | 130.0 | 260 | 0.2963 | 0.3663 | 0.1159 | 0.3319 | 0.3467 |
| 1.677 | 131.0 | 262 | 0.2948 | 0.3837 | 0.1243 | 0.3457 | 0.3644 |
| 1.7164 | 132.0 | 264 | 0.2933 | 0.3848 | 0.1262 | 0.3470 | 0.3655 |
| 1.6319 | 133.0 | 266 | 0.2917 | 0.3839 | 0.1254 | 0.3449 | 0.3647 |
| 1.6235 | 134.0 | 268 | 0.2902 | 0.3884 | 0.1324 | 0.3514 | 0.3710 |
| 1.5592 | 135.0 | 270 | 0.2888 | 0.3884 | 0.1324 | 0.3514 | 0.3710 |
| 1.5576 | 136.0 | 272 | 0.2875 | 0.3943 | 0.1355 | 0.3572 | 0.3789 |
| 1.5399 | 137.0 | 274 | 0.2863 | 0.3965 | 0.1362 | 0.3595 | 0.3814 |
| 1.5381 | 138.0 | 276 | 0.2853 | 0.3965 | 0.1362 | 0.3595 | 0.3814 |
| 1.5246 | 139.0 | 278 | 0.2842 | 0.3982 | 0.1373 | 0.3604 | 0.3839 |
| 1.4824 | 140.0 | 280 | 0.2832 | 0.3987 | 0.1364 | 0.3569 | 0.3843 |
| 1.4788 | 141.0 | 282 | 0.2823 | 0.3978 | 0.1362 | 0.3560 | 0.3834 |
| 1.4189 | 142.0 | 284 | 0.2814 | 0.4004 | 0.1374 | 0.3585 | 0.3859 |
| 1.4113 | 143.0 | 286 | 0.2806 | 0.4034 | 0.1381 | 0.3605 | 0.3877 |
| 1.3881 | 144.0 | 288 | 0.2799 | 0.4050 | 0.1376 | 0.3615 | 0.3886 |
| 1.4106 | 145.0 | 290 | 0.2792 | 0.4043 | 0.1382 | 0.3623 | 0.3877 |
| 1.397 | 146.0 | 292 | 0.2787 | 0.4043 | 0.1382 | 0.3623 | 0.3877 |
| 1.4072 | 147.0 | 294 | 0.2781 | 0.4043 | 0.1382 | 0.3623 | 0.3877 |
| 1.342 | 148.0 | 296 | 0.2776 | 0.4043 | 0.1382 | 0.3623 | 0.3877 |
| 1.3609 | 149.0 | 298 | 0.2771 | 0.4061 | 0.1393 | 0.3672 | 0.3882 |
| 1.3043 | 150.0 | 300 | 0.2765 | 0.4083 | 0.1409 | 0.3672 | 0.3904 |
| 1.3103 | 151.0 | 302 | 0.2761 | 0.4045 | 0.1398 | 0.3642 | 0.3878 |
| 1.2754 | 152.0 | 304 | 0.2757 | 0.4040 | 0.1411 | 0.3644 | 0.3887 |
| 1.2986 | 153.0 | 306 | 0.2753 | 0.4076 | 0.1456 | 0.3667 | 0.3914 |
| 1.2944 | 154.0 | 308 | 0.2750 | 0.4031 | 0.1427 | 0.3646 | 0.3876 |
| 1.263 | 155.0 | 310 | 0.2748 | 0.4037 | 0.1428 | 0.3652 | 0.3885 |
| 1.2709 | 156.0 | 312 | 0.2745 | 0.4013 | 0.1419 | 0.3624 | 0.3857 |
| 1.2583 | 157.0 | 314 | 0.2742 | 0.4013 | 0.1409 | 0.3629 | 0.3863 |
| 1.2338 | 158.0 | 316 | 0.2739 | 0.4024 | 0.1423 | 0.3655 | 0.3863 |
| 1.2398 | 159.0 | 318 | 0.2737 | 0.4024 | 0.1423 | 0.3655 | 0.3863 |
| 1.1999 | 160.0 | 320 | 0.2736 | 0.4024 | 0.1423 | 0.3655 | 0.3863 |
| 1.1782 | 161.0 | 322 | 0.2736 | 0.4024 | 0.1423 | 0.3655 | 0.3863 |
| 1.1671 | 162.0 | 324 | 0.2736 | 0.4023 | 0.1422 | 0.3652 | 0.3861 |
| 1.1456 | 163.0 | 326 | 0.2736 | 0.4029 | 0.1401 | 0.3653 | 0.3867 |
| 1.1471 | 164.0 | 328 | 0.2737 | 0.4015 | 0.1425 | 0.3649 | 0.3862 |
| 1.1116 | 165.0 | 330 | 0.2737 | 0.4015 | 0.1425 | 0.3649 | 0.3862 |
| 1.1246 | 166.0 | 332 | 0.2737 | 0.4041 | 0.1442 | 0.3662 | 0.3884 |
| 1.1057 | 167.0 | 334 | 0.2737 | 0.4041 | 0.1442 | 0.3662 | 0.3884 |
| 1.1065 | 168.0 | 336 | 0.2737 | 0.4044 | 0.1444 | 0.3664 | 0.3886 |
| 1.0793 | 169.0 | 338 | 0.2738 | 0.4032 | 0.1400 | 0.3642 | 0.3884 |
| 1.0379 | 170.0 | 340 | 0.2740 | 0.4001 | 0.1371 | 0.3621 | 0.3858 |
| 1.0812 | 171.0 | 342 | 0.2741 | 0.4031 | 0.1394 | 0.3634 | 0.3869 |
| 1.0567 | 172.0 | 344 | 0.2744 | 0.4025 | 0.1425 | 0.3644 | 0.3863 |
| 1.0283 | 173.0 | 346 | 0.2748 | 0.3935 | 0.1403 | 0.3585 | 0.3774 |
| 1.0197 | 174.0 | 348 | 0.2753 | 0.3946 | 0.1406 | 0.3590 | 0.3793 |
| 1.0367 | 175.0 | 350 | 0.2757 | 0.3933 | 0.1394 | 0.3572 | 0.3778 |
| 1.0186 | 176.0 | 352 | 0.2760 | 0.3980 | 0.1398 | 0.3619 | 0.3824 |
| 1.0224 | 177.0 | 354 | 0.2762 | 0.3966 | 0.1390 | 0.3600 | 0.3808 |
| 1.02 | 178.0 | 356 | 0.2764 | 0.3923 | 0.1387 | 0.3567 | 0.3776 |
| 0.965 | 179.0 | 358 | 0.2768 | 0.3942 | 0.1390 | 0.3568 | 0.3781 |
| 0.9609 | 180.0 | 360 | 0.2774 | 0.3923 | 0.1347 | 0.3548 | 0.3762 |
| 0.9919 | 181.0 | 362 | 0.2778 | 0.3923 | 0.1347 | 0.3548 | 0.3762 |
| 0.913 | 182.0 | 364 | 0.2782 | 0.3947 | 0.1333 | 0.3554 | 0.3779 |
| 0.9086 | 183.0 | 366 | 0.2787 | 0.3918 | 0.1340 | 0.3542 | 0.3756 |
| 0.9133 | 184.0 | 368 | 0.2794 | 0.3829 | 0.1297 | 0.3511 | 0.3682 |
| 0.925 | 185.0 | 370 | 0.2800 | 0.3849 | 0.1308 | 0.3523 | 0.3712 |
| 0.9531 | 186.0 | 372 | 0.2806 | 0.3871 | 0.1312 | 0.3552 | 0.3735 |
| 0.9372 | 187.0 | 374 | 0.2810 | 0.3882 | 0.1330 | 0.3574 | 0.3747 |
| 0.8865 | 188.0 | 376 | 0.2813 | 0.3734 | 0.1194 | 0.3415 | 0.3580 |
| 0.8866 | 189.0 | 378 | 0.2820 | 0.3684 | 0.1141 | 0.3362 | 0.3528 |
| 0.846 | 190.0 | 380 | 0.2827 | 0.3684 | 0.1141 | 0.3362 | 0.3528 |
| 0.8797 | 191.0 | 382 | 0.2836 | 0.3680 | 0.1161 | 0.3372 | 0.3528 |
| 0.8353 | 192.0 | 384 | 0.2838 | 0.3740 | 0.1163 | 0.3423 | 0.3588 |
| 0.8542 | 193.0 | 386 | 0.2842 | 0.3756 | 0.1187 | 0.3467 | 0.3617 |
| 0.8363 | 194.0 | 388 | 0.2847 | 0.3741 | 0.1188 | 0.3466 | 0.3586 |
| 0.8405 | 195.0 | 390 | 0.2854 | 0.3764 | 0.1189 | 0.3468 | 0.3589 |
| 0.8403 | 196.0 | 392 | 0.2863 | 0.3728 | 0.1191 | 0.3433 | 0.3552 |
| 0.8305 | 197.0 | 394 | 0.2870 | 0.3797 | 0.1233 | 0.3463 | 0.3621 |
| 0.8097 | 198.0 | 396 | 0.2874 | 0.3797 | 0.1233 | 0.3463 | 0.3621 |
| 0.8177 | 199.0 | 398 | 0.2878 | 0.3780 | 0.1228 | 0.3449 | 0.3604 |
| 0.7938 | 200.0 | 400 | 0.2886 | 0.3684 | 0.1158 | 0.3380 | 0.3499 |
| 0.8106 | 201.0 | 402 | 0.2895 | 0.3780 | 0.1207 | 0.3433 | 0.3596 |
| 0.8055 | 202.0 | 404 | 0.2903 | 0.3679 | 0.1161 | 0.3370 | 0.3500 |
| 0.7599 | 203.0 | 406 | 0.2910 | 0.3670 | 0.1154 | 0.3350 | 0.3483 |
| 0.7623 | 204.0 | 408 | 0.2918 | 0.3680 | 0.1161 | 0.3369 | 0.3499 |
| 0.7675 | 205.0 | 410 | 0.2925 | 0.3680 | 0.1161 | 0.3369 | 0.3499 |
| 0.7536 | 206.0 | 412 | 0.2932 | 0.3813 | 0.1266 | 0.3483 | 0.3612 |
| 0.7486 | 207.0 | 414 | 0.2937 | 0.3716 | 0.1167 | 0.3409 | 0.3530 |
| 0.7499 | 208.0 | 416 | 0.2943 | 0.3832 | 0.1268 | 0.3508 | 0.3633 |
| 0.7434 | 209.0 | 418 | 0.2948 | 0.3831 | 0.1270 | 0.3508 | 0.3632 |
| 0.7537 | 210.0 | 420 | 0.2956 | 0.3768 | 0.1209 | 0.3413 | 0.3582 |
| 0.7475 | 211.0 | 422 | 0.2963 | 0.3760 | 0.1209 | 0.3414 | 0.3591 |
| 0.7343 | 212.0 | 424 | 0.2968 | 0.3754 | 0.1205 | 0.3412 | 0.3587 |
| 0.7183 | 213.0 | 426 | 0.2974 | 0.3661 | 0.1159 | 0.3362 | 0.3494 |
| 0.7009 | 214.0 | 428 | 0.2980 | 0.3681 | 0.1170 | 0.3364 | 0.3502 |
| 0.7087 | 215.0 | 430 | 0.2990 | 0.3638 | 0.1144 | 0.3330 | 0.3457 |
| 0.6863 | 216.0 | 432 | 0.2998 | 0.3606 | 0.1137 | 0.3323 | 0.3439 |
| 0.6969 | 217.0 | 434 | 0.3007 | 0.3583 | 0.1148 | 0.3310 | 0.3426 |
| 0.6897 | 218.0 | 436 | 0.3016 | 0.3651 | 0.1185 | 0.3339 | 0.3491 |
| 0.666 | 219.0 | 438 | 0.3023 | 0.3692 | 0.1186 | 0.3367 | 0.3523 |
| 0.6743 | 220.0 | 440 | 0.3028 | 0.3692 | 0.1186 | 0.3367 | 0.3523 |
| 0.6633 | 221.0 | 442 | 0.3033 | 0.3717 | 0.1185 | 0.3369 | 0.3532 |
| 0.6787 | 222.0 | 444 | 0.3037 | 0.3740 | 0.1197 | 0.3387 | 0.3553 |
| 0.671 | 223.0 | 446 | 0.3042 | 0.3735 | 0.1195 | 0.3383 | 0.3551 |
| 0.6733 | 224.0 | 448 | 0.3048 | 0.3739 | 0.1207 | 0.3384 | 0.3555 |
| 0.6728 | 225.0 | 450 | 0.3053 | 0.3739 | 0.1207 | 0.3384 | 0.3555 |
| 0.6606 | 226.0 | 452 | 0.3060 | 0.3757 | 0.1217 | 0.3400 | 0.3572 |
| 0.652 | 227.0 | 454 | 0.3067 | 0.3742 | 0.1206 | 0.3352 | 0.3562 |
| 0.642 | 228.0 | 456 | 0.3076 | 0.3739 | 0.1205 | 0.3350 | 0.3559 |
| 0.6405 | 229.0 | 458 | 0.3084 | 0.3723 | 0.1173 | 0.3334 | 0.3551 |
| 0.6586 | 230.0 | 460 | 0.3090 | 0.3718 | 0.1175 | 0.3374 | 0.3543 |
| 0.6344 | 231.0 | 462 | 0.3095 | 0.3724 | 0.1193 | 0.3414 | 0.3543 |
| 0.6393 | 232.0 | 464 | 0.3101 | 0.3710 | 0.1184 | 0.3399 | 0.3527 |
| 0.6337 | 233.0 | 466 | 0.3108 | 0.3678 | 0.1186 | 0.3378 | 0.3497 |
| 0.6379 | 234.0 | 468 | 0.3113 | 0.3673 | 0.1184 | 0.3373 | 0.3496 |
| 0.6515 | 235.0 | 470 | 0.3116 | 0.3729 | 0.1208 | 0.3404 | 0.3535 |
| 0.6367 | 236.0 | 472 | 0.3117 | 0.3729 | 0.1208 | 0.3404 | 0.3535 |
| 0.6283 | 237.0 | 474 | 0.3119 | 0.3741 | 0.1217 | 0.3414 | 0.3542 |
| 0.6204 | 238.0 | 476 | 0.3122 | 0.3741 | 0.1217 | 0.3414 | 0.3542 |
| 0.5947 | 239.0 | 478 | 0.3124 | 0.3735 | 0.1216 | 0.3411 | 0.3540 |
| 0.6312 | 240.0 | 480 | 0.3130 | 0.3735 | 0.1216 | 0.3411 | 0.3540 |
| 0.5857 | 241.0 | 482 | 0.3138 | 0.3735 | 0.1216 | 0.3411 | 0.3540 |
| 0.6333 | 242.0 | 484 | 0.3146 | 0.3741 | 0.1212 | 0.3408 | 0.3542 |
| 0.5933 | 243.0 | 486 | 0.3153 | 0.3733 | 0.1209 | 0.3402 | 0.3531 |
| 0.5944 | 244.0 | 488 | 0.3159 | 0.3755 | 0.1219 | 0.3419 | 0.3549 |
| 0.5928 | 245.0 | 490 | 0.3164 | 0.3755 | 0.1219 | 0.3419 | 0.3549 |
| 0.5856 | 246.0 | 492 | 0.3173 | 0.3751 | 0.1219 | 0.3415 | 0.3546 |
| 0.5937 | 247.0 | 494 | 0.3182 | 0.3736 | 0.1251 | 0.3423 | 0.3552 |
| 0.5931 | 248.0 | 496 | 0.3191 | 0.3736 | 0.1251 | 0.3423 | 0.3552 |
| 0.5958 | 249.0 | 498 | 0.3195 | 0.3776 | 0.1251 | 0.3450 | 0.3584 |
| 0.5847 | 250.0 | 500 | 0.3198 | 0.3776 | 0.1251 | 0.3450 | 0.3584 |
| 0.5874 | 251.0 | 502 | 0.3201 | 0.3776 | 0.1251 | 0.3450 | 0.3584 |
| 0.5984 | 252.0 | 504 | 0.3201 | 0.3788 | 0.1241 | 0.3446 | 0.3589 |
| 0.589 | 253.0 | 506 | 0.3201 | 0.3733 | 0.1229 | 0.3402 | 0.3547 |
| 0.5748 | 254.0 | 508 | 0.3206 | 0.3700 | 0.1206 | 0.3373 | 0.3517 |
| 0.5725 | 255.0 | 510 | 0.3213 | 0.3740 | 0.1229 | 0.3453 | 0.3561 |
| 0.5566 | 256.0 | 512 | 0.3221 | 0.3750 | 0.1203 | 0.3466 | 0.3578 |
| 0.5593 | 257.0 | 514 | 0.3230 | 0.3754 | 0.1203 | 0.3469 | 0.3581 |
| 0.5582 | 258.0 | 516 | 0.3235 | 0.3792 | 0.1221 | 0.3510 | 0.3619 |
| 0.5565 | 259.0 | 518 | 0.3237 | 0.3796 | 0.1226 | 0.3513 | 0.3624 |
| 0.5531 | 260.0 | 520 | 0.3239 | 0.3796 | 0.1226 | 0.3513 | 0.3624 |
| 0.5645 | 261.0 | 522 | 0.3242 | 0.3758 | 0.1208 | 0.3474 | 0.3584 |
| 0.5636 | 262.0 | 524 | 0.3247 | 0.3758 | 0.1208 | 0.3474 | 0.3584 |
| 0.5409 | 263.0 | 526 | 0.3251 | 0.3763 | 0.1208 | 0.3479 | 0.3590 |
| 0.5707 | 264.0 | 528 | 0.3255 | 0.3792 | 0.1233 | 0.3504 | 0.3621 |
| 0.5379 | 265.0 | 530 | 0.3258 | 0.3847 | 0.1270 | 0.3556 | 0.3675 |
| 0.5531 | 266.0 | 532 | 0.3262 | 0.3847 | 0.1270 | 0.3556 | 0.3675 |
| 0.5395 | 267.0 | 534 | 0.3268 | 0.3847 | 0.1270 | 0.3556 | 0.3675 |
| 0.5477 | 268.0 | 536 | 0.3275 | 0.3847 | 0.1270 | 0.3556 | 0.3675 |
| 0.533 | 269.0 | 538 | 0.3282 | 0.3847 | 0.1270 | 0.3556 | 0.3675 |
| 0.5386 | 270.0 | 540 | 0.3291 | 0.3832 | 0.1261 | 0.3545 | 0.3662 |
| 0.5302 | 271.0 | 542 | 0.3300 | 0.3836 | 0.1271 | 0.3537 | 0.3655 |
| 0.5368 | 272.0 | 544 | 0.3307 | 0.3827 | 0.1279 | 0.3552 | 0.3659 |
| 0.5308 | 273.0 | 546 | 0.3315 | 0.3771 | 0.1270 | 0.3500 | 0.3606 |
| 0.5364 | 274.0 | 548 | 0.3323 | 0.3749 | 0.1249 | 0.3471 | 0.3582 |
| 0.5312 | 275.0 | 550 | 0.3328 | 0.3749 | 0.1249 | 0.3471 | 0.3582 |
| 0.538 | 276.0 | 552 | 0.3331 | 0.3749 | 0.1249 | 0.3471 | 0.3582 |
| 0.525 | 277.0 | 554 | 0.3330 | 0.3749 | 0.1249 | 0.3471 | 0.3582 |
| 0.5324 | 278.0 | 556 | 0.3328 | 0.3764 | 0.1257 | 0.3483 | 0.3595 |
| 0.5202 | 279.0 | 558 | 0.3327 | 0.3764 | 0.1257 | 0.3483 | 0.3595 |
| 0.5203 | 280.0 | 560 | 0.3328 | 0.3759 | 0.1257 | 0.3478 | 0.3590 |
| 0.5074 | 281.0 | 562 | 0.3332 | 0.3783 | 0.1277 | 0.3509 | 0.3614 |
| 0.489 | 282.0 | 564 | 0.3339 | 0.3799 | 0.1319 | 0.3510 | 0.3607 |
| 0.5028 | 283.0 | 566 | 0.3345 | 0.3799 | 0.1319 | 0.3510 | 0.3607 |
| 0.4894 | 284.0 | 568 | 0.3351 | 0.3809 | 0.1329 | 0.3521 | 0.3619 |
| 0.5155 | 285.0 | 570 | 0.3357 | 0.3809 | 0.1329 | 0.3521 | 0.3619 |
| 0.5077 | 286.0 | 572 | 0.3364 | 0.3787 | 0.1325 | 0.3515 | 0.3613 |
| 0.5113 | 287.0 | 574 | 0.3370 | 0.3775 | 0.1317 | 0.3503 | 0.3599 |
| 0.5046 | 288.0 | 576 | 0.3374 | 0.3775 | 0.1317 | 0.3503 | 0.3599 |
| 0.4974 | 289.0 | 578 | 0.3380 | 0.3780 | 0.1319 | 0.3508 | 0.3602 |
| 0.4976 | 290.0 | 580 | 0.3388 | 0.3755 | 0.1296 | 0.3475 | 0.3576 |
| 0.4892 | 291.0 | 582 | 0.3396 | 0.3783 | 0.1278 | 0.3511 | 0.3617 |
| 0.4826 | 292.0 | 584 | 0.3403 | 0.3720 | 0.1248 | 0.3451 | 0.3555 |
| 0.5049 | 293.0 | 586 | 0.3407 | 0.3731 | 0.1254 | 0.3462 | 0.3566 |
| 0.5004 | 294.0 | 588 | 0.3409 | 0.3728 | 0.1254 | 0.3457 | 0.3563 |
| 0.497 | 295.0 | 590 | 0.3408 | 0.3734 | 0.1256 | 0.3460 | 0.3567 |
| 0.4818 | 296.0 | 592 | 0.3408 | 0.3734 | 0.1256 | 0.3460 | 0.3567 |
| 0.4855 | 297.0 | 594 | 0.3408 | 0.3739 | 0.1260 | 0.3464 | 0.3570 |
| 0.4766 | 298.0 | 596 | 0.3408 | 0.3741 | 0.1260 | 0.3468 | 0.3573 |
| 0.4708 | 299.0 | 598 | 0.3408 | 0.3741 | 0.1260 | 0.3468 | 0.3573 |
| 0.4583 | 300.0 | 600 | 0.3412 | 0.3780 | 0.1268 | 0.3495 | 0.3609 |
| 0.4905 | 301.0 | 602 | 0.3418 | 0.3756 | 0.1269 | 0.3467 | 0.3584 |
| 0.4702 | 302.0 | 604 | 0.3425 | 0.3738 | 0.1260 | 0.3454 | 0.3569 |
| 0.4863 | 303.0 | 606 | 0.3433 | 0.3717 | 0.1261 | 0.3439 | 0.3546 |
| 0.468 | 304.0 | 608 | 0.3442 | 0.3717 | 0.1261 | 0.3439 | 0.3546 |
| 0.4631 | 305.0 | 610 | 0.3450 | 0.3714 | 0.1256 | 0.3435 | 0.3542 |
| 0.4903 | 306.0 | 612 | 0.3455 | 0.3702 | 0.1251 | 0.3424 | 0.3532 |
| 0.4732 | 307.0 | 614 | 0.3459 | 0.3702 | 0.1251 | 0.3424 | 0.3532 |
| 0.4744 | 308.0 | 616 | 0.3464 | 0.3718 | 0.1260 | 0.3437 | 0.3543 |
| 0.474 | 309.0 | 618 | 0.3466 | 0.3718 | 0.1260 | 0.3437 | 0.3543 |
| 0.4524 | 310.0 | 620 | 0.3467 | 0.3718 | 0.1260 | 0.3437 | 0.3543 |
| 0.4629 | 311.0 | 622 | 0.3470 | 0.3710 | 0.1298 | 0.3429 | 0.3526 |
| 0.4577 | 312.0 | 624 | 0.3473 | 0.3718 | 0.1260 | 0.3437 | 0.3543 |
| 0.4569 | 313.0 | 626 | 0.3474 | 0.3718 | 0.1260 | 0.3437 | 0.3543 |
| 0.4535 | 314.0 | 628 | 0.3476 | 0.3763 | 0.1280 | 0.3482 | 0.3590 |
| 0.4586 | 315.0 | 630 | 0.3476 | 0.3746 | 0.1271 | 0.3469 | 0.3578 |
| 0.4559 | 316.0 | 632 | 0.3479 | 0.3746 | 0.1271 | 0.3469 | 0.3578 |
| 0.4558 | 317.0 | 634 | 0.3485 | 0.3721 | 0.1260 | 0.3447 | 0.3555 |
| 0.4487 | 318.0 | 636 | 0.3491 | 0.3721 | 0.1260 | 0.3447 | 0.3555 |
| 0.4481 | 319.0 | 638 | 0.3498 | 0.3706 | 0.1230 | 0.3447 | 0.3555 |
| 0.4637 | 320.0 | 640 | 0.3501 | 0.3723 | 0.1238 | 0.3460 | 0.3567 |
| 0.4545 | 321.0 | 642 | 0.3503 | 0.3723 | 0.1238 | 0.3460 | 0.3567 |
| 0.4516 | 322.0 | 644 | 0.3505 | 0.3713 | 0.1277 | 0.3451 | 0.3548 |
| 0.4568 | 323.0 | 646 | 0.3512 | 0.3657 | 0.1254 | 0.3402 | 0.3502 |
| 0.4485 | 324.0 | 648 | 0.3519 | 0.3657 | 0.1254 | 0.3402 | 0.3502 |
| 0.4408 | 325.0 | 650 | 0.3525 | 0.3667 | 0.1255 | 0.3401 | 0.3497 |
| 0.4366 | 326.0 | 652 | 0.3532 | 0.3651 | 0.1249 | 0.3387 | 0.3485 |
| 0.4546 | 327.0 | 654 | 0.3536 | 0.3654 | 0.1252 | 0.3390 | 0.3488 |
| 0.4386 | 328.0 | 656 | 0.3539 | 0.3654 | 0.1252 | 0.3390 | 0.3488 |
| 0.438 | 329.0 | 658 | 0.3542 | 0.3638 | 0.1247 | 0.3386 | 0.3486 |
| 0.441 | 330.0 | 660 | 0.3546 | 0.3638 | 0.1247 | 0.3386 | 0.3486 |
| 0.4519 | 331.0 | 662 | 0.3552 | 0.3638 | 0.1247 | 0.3386 | 0.3486 |
| 0.4258 | 332.0 | 664 | 0.3556 | 0.3664 | 0.1260 | 0.3410 | 0.3509 |
| 0.4361 | 333.0 | 666 | 0.3558 | 0.3670 | 0.1262 | 0.3400 | 0.3512 |
| 0.4407 | 334.0 | 668 | 0.3560 | 0.3675 | 0.1266 | 0.3405 | 0.3516 |
| 0.4252 | 335.0 | 670 | 0.3561 | 0.3675 | 0.1266 | 0.3405 | 0.3516 |
| 0.4335 | 336.0 | 672 | 0.3565 | 0.3675 | 0.1266 | 0.3405 | 0.3516 |
| 0.4282 | 337.0 | 674 | 0.3571 | 0.3675 | 0.1266 | 0.3405 | 0.3516 |
| 0.4419 | 338.0 | 676 | 0.3571 | 0.3629 | 0.1221 | 0.3370 | 0.3477 |
| 0.4191 | 339.0 | 678 | 0.3572 | 0.3629 | 0.1221 | 0.3370 | 0.3477 |
| 0.4361 | 340.0 | 680 | 0.3575 | 0.3629 | 0.1221 | 0.3370 | 0.3477 |
| 0.4299 | 341.0 | 682 | 0.3573 | 0.3629 | 0.1221 | 0.3370 | 0.3477 |
| 0.4239 | 342.0 | 684 | 0.3571 | 0.3629 | 0.1221 | 0.3370 | 0.3477 |
| 0.4151 | 343.0 | 686 | 0.3571 | 0.3629 | 0.1221 | 0.3370 | 0.3477 |
| 0.4261 | 344.0 | 688 | 0.3573 | 0.3625 | 0.1217 | 0.3366 | 0.3472 |
| 0.4116 | 345.0 | 690 | 0.3578 | 0.3625 | 0.1217 | 0.3366 | 0.3472 |
| 0.4281 | 346.0 | 692 | 0.3585 | 0.3642 | 0.1222 | 0.3369 | 0.3476 |
| 0.4146 | 347.0 | 694 | 0.3595 | 0.3625 | 0.1217 | 0.3366 | 0.3472 |
| 0.4113 | 348.0 | 696 | 0.3605 | 0.3580 | 0.1160 | 0.3307 | 0.3415 |
| 0.4314 | 349.0 | 698 | 0.3614 | 0.3580 | 0.1160 | 0.3307 | 0.3415 |
| 0.426 | 350.0 | 700 | 0.3621 | 0.3580 | 0.1160 | 0.3307 | 0.3415 |
| 0.401 | 351.0 | 702 | 0.3624 | 0.3523 | 0.1135 | 0.3269 | 0.3354 |
| 0.4073 | 352.0 | 704 | 0.3627 | 0.3523 | 0.1135 | 0.3269 | 0.3354 |
| 0.4055 | 353.0 | 706 | 0.3630 | 0.3558 | 0.1150 | 0.3287 | 0.3383 |
| 0.3987 | 354.0 | 708 | 0.3633 | 0.3626 | 0.1205 | 0.3344 | 0.3445 |
| 0.4167 | 355.0 | 710 | 0.3637 | 0.3626 | 0.1205 | 0.3344 | 0.3445 |
| 0.4047 | 356.0 | 712 | 0.3639 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.4192 | 357.0 | 714 | 0.3642 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.4144 | 358.0 | 716 | 0.3644 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.4163 | 359.0 | 718 | 0.3647 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.4103 | 360.0 | 720 | 0.3650 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.3984 | 361.0 | 722 | 0.3656 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.3993 | 362.0 | 724 | 0.3664 | 0.3610 | 0.1220 | 0.3331 | 0.3432 |
| 0.4033 | 363.0 | 726 | 0.3668 | 0.3554 | 0.1188 | 0.3288 | 0.3375 |
| 0.4093 | 364.0 | 728 | 0.3672 | 0.3554 | 0.1188 | 0.3288 | 0.3375 |
| 0.3886 | 365.0 | 730 | 0.3675 | 0.3554 | 0.1188 | 0.3288 | 0.3375 |
| 0.4051 | 366.0 | 732 | 0.3675 | 0.3570 | 0.1173 | 0.3301 | 0.3392 |
| 0.3978 | 367.0 | 734 | 0.3675 | 0.3570 | 0.1173 | 0.3301 | 0.3392 |
| 0.3999 | 368.0 | 736 | 0.3675 | 0.3570 | 0.1173 | 0.3301 | 0.3392 |
| 0.4047 | 369.0 | 738 | 0.3673 | 0.3570 | 0.1173 | 0.3301 | 0.3392 |
| 0.4014 | 370.0 | 740 | 0.3672 | 0.3582 | 0.1178 | 0.3311 | 0.3402 |
| 0.3901 | 371.0 | 742 | 0.3672 | 0.3582 | 0.1178 | 0.3311 | 0.3402 |
| 0.388 | 372.0 | 744 | 0.3674 | 0.3582 | 0.1178 | 0.3311 | 0.3402 |
| 0.3935 | 373.0 | 746 | 0.3680 | 0.3582 | 0.1178 | 0.3311 | 0.3402 |
| 0.3957 | 374.0 | 748 | 0.3687 | 0.3582 | 0.1178 | 0.3311 | 0.3402 |
| 0.4055 | 375.0 | 750 | 0.3692 | 0.3588 | 0.1182 | 0.3314 | 0.3407 |
| 0.3977 | 376.0 | 752 | 0.3696 | 0.3588 | 0.1182 | 0.3314 | 0.3407 |
| 0.3962 | 377.0 | 754 | 0.3701 | 0.3588 | 0.1182 | 0.3314 | 0.3407 |
| 0.3968 | 378.0 | 756 | 0.3703 | 0.3588 | 0.1182 | 0.3314 | 0.3407 |
| 0.4049 | 379.0 | 758 | 0.3707 | 0.3565 | 0.1179 | 0.3297 | 0.3390 |
| 0.3925 | 380.0 | 760 | 0.3707 | 0.3567 | 0.1179 | 0.3304 | 0.3395 |
| 0.3983 | 381.0 | 762 | 0.3708 | 0.3561 | 0.1176 | 0.3301 | 0.3391 |
| 0.376 | 382.0 | 764 | 0.3709 | 0.3584 | 0.1179 | 0.3318 | 0.3409 |
| 0.3973 | 383.0 | 766 | 0.3712 | 0.3584 | 0.1179 | 0.3318 | 0.3409 |
| 0.3922 | 384.0 | 768 | 0.3716 | 0.3584 | 0.1179 | 0.3318 | 0.3409 |
| 0.375 | 385.0 | 770 | 0.3722 | 0.3584 | 0.1179 | 0.3318 | 0.3409 |
| 0.3832 | 386.0 | 772 | 0.3729 | 0.3614 | 0.1199 | 0.3333 | 0.3434 |
| 0.3889 | 387.0 | 774 | 0.3734 | 0.3584 | 0.1179 | 0.3318 | 0.3409 |
| 0.3821 | 388.0 | 776 | 0.3738 | 0.3584 | 0.1179 | 0.3318 | 0.3409 |
| 0.3955 | 389.0 | 778 | 0.3740 | 0.3599 | 0.1179 | 0.3326 | 0.3416 |
| 0.373 | 390.0 | 780 | 0.3741 | 0.3599 | 0.1179 | 0.3326 | 0.3416 |
| 0.3813 | 391.0 | 782 | 0.3743 | 0.3599 | 0.1179 | 0.3326 | 0.3416 |
| 0.3733 | 392.0 | 784 | 0.3743 | 0.3599 | 0.1179 | 0.3326 | 0.3416 |
| 0.3912 | 393.0 | 786 | 0.3745 | 0.3599 | 0.1179 | 0.3326 | 0.3416 |
| 0.3788 | 394.0 | 788 | 0.3748 | 0.3588 | 0.1174 | 0.3316 | 0.3405 |
| 0.3861 | 395.0 | 790 | 0.3750 | 0.3588 | 0.1174 | 0.3316 | 0.3405 |
| 0.3828 | 396.0 | 792 | 0.3754 | 0.3588 | 0.1174 | 0.3316 | 0.3405 |
| 0.3774 | 397.0 | 794 | 0.3760 | 0.3588 | 0.1174 | 0.3316 | 0.3405 |
| 0.3777 | 398.0 | 796 | 0.3759 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3821 | 399.0 | 798 | 0.3761 | 0.3609 | 0.1185 | 0.3333 | 0.3421 |
| 0.3822 | 400.0 | 800 | 0.3762 | 0.3609 | 0.1185 | 0.3333 | 0.3421 |
| 0.3719 | 401.0 | 802 | 0.3761 | 0.3609 | 0.1185 | 0.3333 | 0.3421 |
| 0.3602 | 402.0 | 804 | 0.3760 | 0.3609 | 0.1185 | 0.3333 | 0.3421 |
| 0.3578 | 403.0 | 806 | 0.3759 | 0.3609 | 0.1185 | 0.3333 | 0.3421 |
| 0.3654 | 404.0 | 808 | 0.3761 | 0.3609 | 0.1185 | 0.3333 | 0.3421 |
| 0.3564 | 405.0 | 810 | 0.3765 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3761 | 406.0 | 812 | 0.3767 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.373 | 407.0 | 814 | 0.3772 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3695 | 408.0 | 816 | 0.3776 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3661 | 409.0 | 818 | 0.3780 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3771 | 410.0 | 820 | 0.3783 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3788 | 411.0 | 822 | 0.3786 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3603 | 412.0 | 824 | 0.3786 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3698 | 413.0 | 826 | 0.3784 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3715 | 414.0 | 828 | 0.3782 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3634 | 415.0 | 830 | 0.3781 | 0.3588 | 0.1174 | 0.3316 | 0.3405 |
| 0.3711 | 416.0 | 832 | 0.3781 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3463 | 417.0 | 834 | 0.3784 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3633 | 418.0 | 836 | 0.3789 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3695 | 419.0 | 838 | 0.3799 | 0.3585 | 0.1173 | 0.3310 | 0.3399 |
| 0.3624 | 420.0 | 840 | 0.3807 | 0.3552 | 0.1172 | 0.3280 | 0.3366 |
| 0.3621 | 421.0 | 842 | 0.3811 | 0.3552 | 0.1172 | 0.3280 | 0.3366 |
| 0.3588 | 422.0 | 844 | 0.3816 | 0.3552 | 0.1172 | 0.3280 | 0.3366 |
| 0.3511 | 423.0 | 846 | 0.3819 | 0.3552 | 0.1172 | 0.3280 | 0.3366 |
| 0.3548 | 424.0 | 848 | 0.3822 | 0.3555 | 0.1172 | 0.3287 | 0.3372 |
| 0.3695 | 425.0 | 850 | 0.3827 | 0.3555 | 0.1172 | 0.3287 | 0.3372 |
| 0.3724 | 426.0 | 852 | 0.3824 | 0.3555 | 0.1172 | 0.3287 | 0.3372 |
| 0.361 | 427.0 | 854 | 0.3825 | 0.3555 | 0.1172 | 0.3287 | 0.3372 |
| 0.3635 | 428.0 | 856 | 0.3829 | 0.3555 | 0.1172 | 0.3287 | 0.3372 |
| 0.3583 | 429.0 | 858 | 0.3832 | 0.3555 | 0.1172 | 0.3287 | 0.3372 |
| 0.3592 | 430.0 | 860 | 0.3835 | 0.3562 | 0.1164 | 0.3283 | 0.3368 |
| 0.3473 | 431.0 | 862 | 0.3840 | 0.3562 | 0.1185 | 0.3309 | 0.3379 |
| 0.3514 | 432.0 | 864 | 0.3845 | 0.3548 | 0.1185 | 0.3299 | 0.3370 |
| 0.3494 | 433.0 | 866 | 0.3849 | 0.3548 | 0.1185 | 0.3299 | 0.3370 |
| 0.347 | 434.0 | 868 | 0.3853 | 0.3538 | 0.1191 | 0.3295 | 0.3368 |
| 0.3347 | 435.0 | 870 | 0.3857 | 0.3596 | 0.1220 | 0.3344 | 0.3421 |
| 0.3529 | 436.0 | 872 | 0.3861 | 0.3596 | 0.1220 | 0.3344 | 0.3421 |
| 0.3535 | 437.0 | 874 | 0.3864 | 0.3596 | 0.1220 | 0.3344 | 0.3421 |
| 0.3606 | 438.0 | 876 | 0.3867 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3501 | 439.0 | 878 | 0.3862 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3414 | 440.0 | 880 | 0.3860 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3523 | 441.0 | 882 | 0.3858 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3451 | 442.0 | 884 | 0.3856 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3596 | 443.0 | 886 | 0.3858 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3538 | 444.0 | 888 | 0.3858 | 0.3630 | 0.1222 | 0.3375 | 0.3453 |
| 0.3472 | 445.0 | 890 | 0.3858 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3425 | 446.0 | 892 | 0.3859 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3345 | 447.0 | 894 | 0.3862 | 0.3618 | 0.1214 | 0.3369 | 0.3447 |
| 0.3513 | 448.0 | 896 | 0.3866 | 0.3618 | 0.1214 | 0.3369 | 0.3447 |
| 0.3591 | 449.0 | 898 | 0.3867 | 0.3618 | 0.1214 | 0.3369 | 0.3447 |
| 0.3473 | 450.0 | 900 | 0.3869 | 0.3618 | 0.1214 | 0.3369 | 0.3447 |
| 0.3326 | 451.0 | 902 | 0.3870 | 0.3618 | 0.1214 | 0.3369 | 0.3447 |
| 0.3425 | 452.0 | 904 | 0.3871 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3482 | 453.0 | 906 | 0.3874 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3503 | 454.0 | 908 | 0.3876 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3591 | 455.0 | 910 | 0.3879 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3555 | 456.0 | 912 | 0.3882 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3509 | 457.0 | 914 | 0.3884 | 0.3634 | 0.1222 | 0.3382 | 0.3459 |
| 0.3428 | 458.0 | 916 | 0.3886 | 0.3633 | 0.1212 | 0.3379 | 0.3454 |
| 0.3555 | 459.0 | 918 | 0.3882 | 0.3633 | 0.1212 | 0.3379 | 0.3454 |
| 0.3529 | 460.0 | 920 | 0.3882 | 0.3633 | 0.1212 | 0.3379 | 0.3454 |
| 0.336 | 461.0 | 922 | 0.3882 | 0.3633 | 0.1212 | 0.3379 | 0.3454 |
| 0.3391 | 462.0 | 924 | 0.3883 | 0.3633 | 0.1212 | 0.3379 | 0.3454 |
| 0.3478 | 463.0 | 926 | 0.3886 | 0.3605 | 0.1191 | 0.3351 | 0.3423 |
| 0.3377 | 464.0 | 928 | 0.3889 | 0.3633 | 0.1212 | 0.3379 | 0.3454 |
| 0.3263 | 465.0 | 930 | 0.3893 | 0.3570 | 0.1180 | 0.3330 | 0.3387 |
| 0.3305 | 466.0 | 932 | 0.3897 | 0.3570 | 0.1180 | 0.3330 | 0.3387 |
| 0.3368 | 467.0 | 934 | 0.3902 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3474 | 468.0 | 936 | 0.3908 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3371 | 469.0 | 938 | 0.3914 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.35 | 470.0 | 940 | 0.3919 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3314 | 471.0 | 942 | 0.3926 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3425 | 472.0 | 944 | 0.3929 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.335 | 473.0 | 946 | 0.3931 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3449 | 474.0 | 948 | 0.3930 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.328 | 475.0 | 950 | 0.3930 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3391 | 476.0 | 952 | 0.3930 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3321 | 477.0 | 954 | 0.3931 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3297 | 478.0 | 956 | 0.3932 | 0.3569 | 0.1191 | 0.3332 | 0.3393 |
| 0.3317 | 479.0 | 958 | 0.3935 | 0.3544 | 0.1182 | 0.3304 | 0.3361 |
| 0.3338 | 480.0 | 960 | 0.3938 | 0.3544 | 0.1170 | 0.3301 | 0.3355 |
| 0.3256 | 481.0 | 962 | 0.3938 | 0.3544 | 0.1170 | 0.3301 | 0.3355 |
| 0.3384 | 482.0 | 964 | 0.3939 | 0.3544 | 0.1170 | 0.3301 | 0.3355 |
| 0.3252 | 483.0 | 966 | 0.3939 | 0.3544 | 0.1170 | 0.3301 | 0.3355 |
| 0.3297 | 484.0 | 968 | 0.3940 | 0.3544 | 0.1170 | 0.3301 | 0.3355 |
| 0.33 | 485.0 | 970 | 0.3940 | 0.3549 | 0.1153 | 0.3310 | 0.3368 |
| 0.3302 | 486.0 | 972 | 0.3938 | 0.3534 | 0.1145 | 0.3299 | 0.3356 |
| 0.3298 | 487.0 | 974 | 0.3936 | 0.3534 | 0.1145 | 0.3299 | 0.3356 |
| 0.325 | 488.0 | 976 | 0.3936 | 0.3558 | 0.1154 | 0.3327 | 0.3385 |
| 0.324 | 489.0 | 978 | 0.3936 | 0.3558 | 0.1154 | 0.3327 | 0.3385 |
| 0.3308 | 490.0 | 980 | 0.3936 | 0.3558 | 0.1154 | 0.3327 | 0.3385 |
| 0.331 | 491.0 | 982 | 0.3936 | 0.3558 | 0.1154 | 0.3327 | 0.3385 |
| 0.3339 | 492.0 | 984 | 0.3934 | 0.3575 | 0.1162 | 0.3339 | 0.3398 |
| 0.3308 | 493.0 | 986 | 0.3932 | 0.3571 | 0.1152 | 0.3336 | 0.3394 |
| 0.3272 | 494.0 | 988 | 0.3931 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.3143 | 495.0 | 990 | 0.3931 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.3268 | 496.0 | 992 | 0.3932 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.3289 | 497.0 | 994 | 0.3933 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.3345 | 498.0 | 996 | 0.3936 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.325 | 499.0 | 998 | 0.3939 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.325 | 500.0 | 1000 | 0.3942 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.3227 | 501.0 | 1002 | 0.3946 | 0.3543 | 0.1137 | 0.3303 | 0.3360 |
| 0.3181 | 502.0 | 1004 | 0.3950 | 0.3545 | 0.1142 | 0.3307 | 0.3364 |
| 0.3228 | 503.0 | 1006 | 0.3952 | 0.3545 | 0.1142 | 0.3307 | 0.3364 |
| 0.3298 | 504.0 | 1008 | 0.3955 | 0.3545 | 0.1142 | 0.3307 | 0.3364 |
| 0.3275 | 505.0 | 1010 | 0.3958 | 0.3545 | 0.1131 | 0.3304 | 0.3359 |
| 0.3193 | 506.0 | 1012 | 0.3960 | 0.3540 | 0.1158 | 0.3297 | 0.3352 |
| 0.3309 | 507.0 | 1014 | 0.3964 | 0.3546 | 0.1183 | 0.3304 | 0.3357 |
| 0.3184 | 508.0 | 1016 | 0.3967 | 0.3546 | 0.1183 | 0.3304 | 0.3357 |
| 0.3291 | 509.0 | 1018 | 0.3970 | 0.3546 | 0.1183 | 0.3304 | 0.3357 |
| 0.3121 | 510.0 | 1020 | 0.3972 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.327 | 511.0 | 1022 | 0.3972 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.316 | 512.0 | 1024 | 0.3971 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3231 | 513.0 | 1026 | 0.3971 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3266 | 514.0 | 1028 | 0.3971 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3237 | 515.0 | 1030 | 0.3970 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3372 | 516.0 | 1032 | 0.3970 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3274 | 517.0 | 1034 | 0.3971 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3234 | 518.0 | 1036 | 0.3972 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.33 | 519.0 | 1038 | 0.3972 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3148 | 520.0 | 1040 | 0.3972 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3206 | 521.0 | 1042 | 0.3972 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3089 | 522.0 | 1044 | 0.3974 | 0.3546 | 0.1194 | 0.3306 | 0.3361 |
| 0.3231 | 523.0 | 1046 | 0.3977 | 0.3552 | 0.1165 | 0.3311 | 0.3368 |
| 0.3215 | 524.0 | 1048 | 0.3981 | 0.3552 | 0.1165 | 0.3311 | 0.3368 |
| 0.3159 | 525.0 | 1050 | 0.3983 | 0.3556 | 0.1177 | 0.3315 | 0.3372 |
| 0.3148 | 526.0 | 1052 | 0.3985 | 0.3597 | 0.1179 | 0.3355 | 0.3412 |
| 0.3201 | 527.0 | 1054 | 0.3986 | 0.3597 | 0.1179 | 0.3355 | 0.3412 |
| 0.3152 | 528.0 | 1056 | 0.3988 | 0.3556 | 0.1177 | 0.3315 | 0.3372 |
| 0.3198 | 529.0 | 1058 | 0.3989 | 0.3556 | 0.1177 | 0.3315 | 0.3372 |
| 0.3139 | 530.0 | 1060 | 0.3991 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3141 | 531.0 | 1062 | 0.3993 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3129 | 532.0 | 1064 | 0.3994 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3235 | 533.0 | 1066 | 0.3995 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3184 | 534.0 | 1068 | 0.3996 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3205 | 535.0 | 1070 | 0.3996 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3261 | 536.0 | 1072 | 0.3996 | 0.3550 | 0.1206 | 0.3310 | 0.3366 |
| 0.3169 | 537.0 | 1074 | 0.3997 | 0.3556 | 0.1177 | 0.3315 | 0.3372 |
| 0.3159 | 538.0 | 1076 | 0.3999 | 0.3556 | 0.1177 | 0.3315 | 0.3372 |
| 0.3112 | 539.0 | 1078 | 0.3999 | 0.3597 | 0.1179 | 0.3355 | 0.3412 |
| 0.3213 | 540.0 | 1080 | 0.4000 | 0.3596 | 0.1168 | 0.3353 | 0.3409 |
| 0.3147 | 541.0 | 1082 | 0.4001 | 0.3596 | 0.1168 | 0.3353 | 0.3409 |
| 0.3055 | 542.0 | 1084 | 0.4003 | 0.3596 | 0.1168 | 0.3353 | 0.3409 |
| 0.3234 | 543.0 | 1086 | 0.4005 | 0.3596 | 0.1168 | 0.3353 | 0.3409 |
| 0.3111 | 544.0 | 1088 | 0.4006 | 0.3596 | 0.1168 | 0.3353 | 0.3409 |
| 0.3195 | 545.0 | 1090 | 0.4006 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.316 | 546.0 | 1092 | 0.4005 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.3099 | 547.0 | 1094 | 0.4005 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.317 | 548.0 | 1096 | 0.4005 | 0.3585 | 0.1195 | 0.3345 | 0.3404 |
| 0.3223 | 549.0 | 1098 | 0.4004 | 0.3585 | 0.1195 | 0.3345 | 0.3404 |
| 0.3123 | 550.0 | 1100 | 0.4004 | 0.3585 | 0.1195 | 0.3345 | 0.3404 |
| 0.3126 | 551.0 | 1102 | 0.4004 | 0.3585 | 0.1195 | 0.3345 | 0.3404 |
| 0.3193 | 552.0 | 1104 | 0.4004 | 0.3585 | 0.1195 | 0.3345 | 0.3404 |
| 0.3135 | 553.0 | 1106 | 0.4005 | 0.3585 | 0.1195 | 0.3345 | 0.3404 |
| 0.3096 | 554.0 | 1108 | 0.4005 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3113 | 555.0 | 1110 | 0.4006 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.306 | 556.0 | 1112 | 0.4007 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3181 | 557.0 | 1114 | 0.4008 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3195 | 558.0 | 1116 | 0.4009 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3122 | 559.0 | 1118 | 0.4011 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3053 | 560.0 | 1120 | 0.4012 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3122 | 561.0 | 1122 | 0.4013 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3192 | 562.0 | 1124 | 0.4014 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3097 | 563.0 | 1126 | 0.4014 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3037 | 564.0 | 1128 | 0.4015 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3024 | 565.0 | 1130 | 0.4016 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3138 | 566.0 | 1132 | 0.4016 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3075 | 567.0 | 1134 | 0.4016 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3091 | 568.0 | 1136 | 0.4015 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3127 | 569.0 | 1138 | 0.4015 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3079 | 570.0 | 1140 | 0.4016 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3237 | 571.0 | 1142 | 0.4017 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3064 | 572.0 | 1144 | 0.4018 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3133 | 573.0 | 1146 | 0.4019 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.307 | 574.0 | 1148 | 0.4020 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3002 | 575.0 | 1150 | 0.4021 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3075 | 576.0 | 1152 | 0.4022 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3184 | 577.0 | 1154 | 0.4023 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.317 | 578.0 | 1156 | 0.4024 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3186 | 579.0 | 1158 | 0.4025 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3153 | 580.0 | 1160 | 0.4025 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3097 | 581.0 | 1162 | 0.4025 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3041 | 582.0 | 1164 | 0.4025 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3113 | 583.0 | 1166 | 0.4025 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3113 | 584.0 | 1168 | 0.4025 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3053 | 585.0 | 1170 | 0.4024 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3032 | 586.0 | 1172 | 0.4023 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3041 | 587.0 | 1174 | 0.4023 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3102 | 588.0 | 1176 | 0.4023 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3056 | 589.0 | 1178 | 0.4024 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3076 | 590.0 | 1180 | 0.4025 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3077 | 591.0 | 1182 | 0.4026 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3049 | 592.0 | 1184 | 0.4027 | 0.3616 | 0.1178 | 0.3375 | 0.3431 |
| 0.3074 | 593.0 | 1186 | 0.4028 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3032 | 594.0 | 1188 | 0.4029 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3013 | 595.0 | 1190 | 0.4029 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3128 | 596.0 | 1192 | 0.4030 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.2986 | 597.0 | 1194 | 0.4031 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3053 | 598.0 | 1196 | 0.4032 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3092 | 599.0 | 1198 | 0.4033 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.306 | 600.0 | 1200 | 0.4033 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3143 | 601.0 | 1202 | 0.4034 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.3205 | 602.0 | 1204 | 0.4035 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.3049 | 603.0 | 1206 | 0.4036 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.3165 | 604.0 | 1208 | 0.4036 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.3018 | 605.0 | 1210 | 0.4037 | 0.3593 | 0.1156 | 0.3349 | 0.3405 |
| 0.3127 | 606.0 | 1212 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3067 | 607.0 | 1214 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3102 | 608.0 | 1216 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3143 | 609.0 | 1218 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.295 | 610.0 | 1220 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3101 | 611.0 | 1222 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3063 | 612.0 | 1224 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3144 | 613.0 | 1226 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.2985 | 614.0 | 1228 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.31 | 615.0 | 1230 | 0.4037 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3101 | 616.0 | 1232 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.303 | 617.0 | 1234 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3029 | 618.0 | 1236 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.31 | 619.0 | 1238 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3072 | 620.0 | 1240 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3045 | 621.0 | 1242 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3093 | 622.0 | 1244 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3028 | 623.0 | 1246 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3033 | 624.0 | 1248 | 0.4038 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3017 | 625.0 | 1250 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3118 | 626.0 | 1252 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3149 | 627.0 | 1254 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3172 | 628.0 | 1256 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3077 | 629.0 | 1258 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3085 | 630.0 | 1260 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3148 | 631.0 | 1262 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.2977 | 632.0 | 1264 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3088 | 633.0 | 1266 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.2998 | 634.0 | 1268 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.2945 | 635.0 | 1270 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3059 | 636.0 | 1272 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3095 | 637.0 | 1274 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3013 | 638.0 | 1276 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.2998 | 639.0 | 1278 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
| 0.3057 | 640.0 | 1280 | 0.4039 | 0.3592 | 0.1167 | 0.3352 | 0.3408 |
### Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu121
- Datasets 3.2.0
- Tokenizers 0.21.0
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