diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..a5021d4193727a49b63316d6f9104149c14a10bb --- /dev/null +++ b/README.md @@ -0,0 +1,629 @@ +--- +library_name: transformers +base_model: aubmindlab/bert-base-arabertv02 +tags: +- generated_from_trainer +model-index: +- name: arabert_augmented_with_original_k10_organization_task1_fold0 + results: [] +--- + + + +# arabert_augmented_with_original_k10_organization_task1_fold0 + +This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset. +It achieves the following results on the evaluation set: +- Loss: 0.6050 +- Qwk: 0.5990 +- Mse: 0.6050 +- Rmse: 0.7778 + +## 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: 2e-05 +- train_batch_size: 8 +- eval_batch_size: 8 +- seed: 42 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: linear +- num_epochs: 10 + +### Training results + +| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse | +|:-------------:|:------:|:----:|:---------------:|:------:|:------:|:------:| +| No log | 0.0175 | 2 | 3.7916 | 0.0290 | 3.7916 | 1.9472 | +| No log | 0.0351 | 4 | 2.0192 | 0.0714 | 2.0192 | 1.4210 | +| No log | 0.0526 | 6 | 1.7985 | 0.1107 | 1.7985 | 1.3411 | +| No log | 0.0702 | 8 | 1.7760 | 0.1221 | 1.7760 | 1.3327 | +| No log | 0.0877 | 10 | 1.4964 | 0.2075 | 1.4964 | 1.2233 | +| No log | 0.1053 | 12 | 1.6205 | 0.0856 | 1.6205 | 1.2730 | +| No log | 0.1228 | 14 | 1.5806 | 0.1663 | 1.5806 | 1.2572 | +| No log | 0.1404 | 16 | 1.4879 | 0.1978 | 1.4879 | 1.2198 | +| No log | 0.1579 | 18 | 1.5782 | 0.2254 | 1.5782 | 1.2563 | +| No log | 0.1754 | 20 | 1.5910 | 0.2463 | 1.5910 | 1.2614 | +| No log | 0.1930 | 22 | 1.4260 | 0.1978 | 1.4260 | 1.1942 | +| No log | 0.2105 | 24 | 1.1220 | 0.1736 | 1.1220 | 1.0592 | +| No log | 0.2281 | 26 | 0.9803 | 0.3947 | 0.9803 | 0.9901 | +| No log | 0.2456 | 28 | 0.9531 | 0.3888 | 0.9531 | 0.9763 | +| No log | 0.2632 | 30 | 1.1068 | 0.0742 | 1.1068 | 1.0520 | +| No log | 0.2807 | 32 | 1.4028 | 0.1876 | 1.4028 | 1.1844 | +| No log | 0.2982 | 34 | 1.5389 | 0.1513 | 1.5389 | 1.2405 | +| No log | 0.3158 | 36 | 1.5936 | 0.2254 | 1.5936 | 1.2624 | +| No log | 0.3333 | 38 | 1.6688 | 0.2057 | 1.6688 | 1.2918 | +| No log | 0.3509 | 40 | 1.6310 | 0.2057 | 1.6310 | 1.2771 | +| No log | 0.3684 | 42 | 1.6045 | 0.2254 | 1.6045 | 1.2667 | +| No log | 0.3860 | 44 | 1.5447 | 0.2463 | 1.5447 | 1.2429 | +| No log | 0.4035 | 46 | 1.4239 | 0.1978 | 1.4239 | 1.1933 | +| No log | 0.4211 | 48 | 1.3397 | 0.2125 | 1.3397 | 1.1575 | +| No log | 0.4386 | 50 | 1.3632 | 0.1312 | 1.3632 | 1.1676 | +| No log | 0.4561 | 52 | 1.3976 | 0.1139 | 1.3976 | 1.1822 | +| No log | 0.4737 | 54 | 1.4222 | 0.1470 | 1.4222 | 1.1926 | +| No log | 0.4912 | 56 | 1.4033 | 0.1513 | 1.4033 | 1.1846 | +| No log | 0.5088 | 58 | 1.3590 | 0.1616 | 1.3590 | 1.1658 | +| No log | 0.5263 | 60 | 1.3526 | 0.2125 | 1.3526 | 1.1630 | +| No log | 0.5439 | 62 | 1.3191 | 0.1736 | 1.3191 | 1.1485 | +| No log | 0.5614 | 64 | 1.3119 | 0.1139 | 1.3119 | 1.1454 | +| No log | 0.5789 | 66 | 1.3173 | 0.1139 | 1.3173 | 1.1478 | +| No log | 0.5965 | 68 | 1.3312 | 0.1312 | 1.3312 | 1.1538 | +| No log | 0.6140 | 70 | 1.3292 | 0.2396 | 1.3292 | 1.1529 | +| No log | 0.6316 | 72 | 1.2752 | 0.25 | 1.2752 | 1.1292 | +| No log | 0.6491 | 74 | 1.2079 | 0.25 | 1.2079 | 1.0990 | +| No log | 0.6667 | 76 | 1.2106 | 0.2607 | 1.2106 | 1.1003 | +| No log | 0.6842 | 78 | 1.0460 | 0.3900 | 1.0460 | 1.0227 | +| No log | 0.7018 | 80 | 1.0082 | 0.4093 | 1.0082 | 1.0041 | +| No log | 0.7193 | 82 | 1.0509 | 0.3947 | 1.0509 | 1.0251 | +| No log | 0.7368 | 84 | 0.8814 | 0.4291 | 0.8814 | 0.9388 | +| No log | 0.7544 | 86 | 0.8927 | 0.4931 | 0.8927 | 0.9448 | +| No log | 0.7719 | 88 | 1.2080 | 0.3005 | 1.2080 | 1.0991 | +| No log | 0.7895 | 90 | 1.4157 | 0.2292 | 1.4157 | 1.1898 | +| No log | 0.8070 | 92 | 1.5214 | 0.2336 | 1.5214 | 1.2334 | +| No log | 0.8246 | 94 | 1.5728 | 0.2336 | 1.5728 | 1.2541 | +| No log | 0.8421 | 96 | 1.4096 | 0.2541 | 1.4096 | 1.1873 | +| No log | 0.8596 | 98 | 1.2015 | 0.2198 | 1.2015 | 1.0961 | +| No log | 0.8772 | 100 | 1.1325 | 0.2434 | 1.1325 | 1.0642 | +| No log | 0.8947 | 102 | 1.2405 | 0.2607 | 1.2405 | 1.1138 | +| No log | 0.9123 | 104 | 1.3592 | 0.2685 | 1.3592 | 1.1658 | +| No log | 0.9298 | 106 | 1.3697 | 0.3443 | 1.3697 | 1.1703 | +| No log | 0.9474 | 108 | 1.3042 | 0.2597 | 1.3042 | 1.1420 | +| No log | 0.9649 | 110 | 1.2153 | 0.2597 | 1.2153 | 1.1024 | +| No log | 0.9825 | 112 | 1.1973 | 0.2597 | 1.1973 | 1.0942 | +| No log | 1.0 | 114 | 1.1273 | 0.3035 | 1.1273 | 1.0617 | +| No log | 1.0175 | 116 | 1.0289 | 0.2006 | 1.0289 | 1.0144 | +| No log | 1.0351 | 118 | 0.9713 | 0.2008 | 0.9713 | 0.9855 | +| No log | 1.0526 | 120 | 0.9438 | 0.3558 | 0.9438 | 0.9715 | +| No log | 1.0702 | 122 | 0.9322 | 0.4324 | 0.9322 | 0.9655 | +| No log | 1.0877 | 124 | 0.8807 | 0.3636 | 0.8807 | 0.9384 | +| No log | 1.1053 | 126 | 0.8639 | 0.4716 | 0.8639 | 0.9295 | +| No log | 1.1228 | 128 | 0.8303 | 0.4699 | 0.8303 | 0.9112 | +| No log | 1.1404 | 130 | 0.8549 | 0.4867 | 0.8549 | 0.9246 | +| No log | 1.1579 | 132 | 1.1546 | 0.5322 | 1.1546 | 1.0745 | +| No log | 1.1754 | 134 | 1.3462 | 0.3747 | 1.3462 | 1.1603 | +| No log | 1.1930 | 136 | 1.2944 | 0.5068 | 1.2944 | 1.1377 | +| No log | 1.2105 | 138 | 1.2268 | 0.5080 | 1.2268 | 1.1076 | +| No log | 1.2281 | 140 | 1.0770 | 0.3292 | 1.0770 | 1.0378 | +| No log | 1.2456 | 142 | 1.0201 | 0.3830 | 1.0201 | 1.0100 | +| No log | 1.2632 | 144 | 1.0124 | 0.3686 | 1.0124 | 1.0062 | +| No log | 1.2807 | 146 | 1.0136 | 0.3686 | 1.0136 | 1.0068 | +| No log | 1.2982 | 148 | 1.0161 | 0.4255 | 1.0161 | 1.0080 | +| No log | 1.3158 | 150 | 0.9988 | 0.4255 | 0.9988 | 0.9994 | +| No log | 1.3333 | 152 | 0.9391 | 0.5297 | 0.9391 | 0.9691 | +| No log | 1.3509 | 154 | 0.9103 | 0.5297 | 0.9103 | 0.9541 | +| No log | 1.3684 | 156 | 0.8639 | 0.4515 | 0.8639 | 0.9295 | +| No log | 1.3860 | 158 | 0.8260 | 0.4538 | 0.8260 | 0.9089 | +| No log | 1.4035 | 160 | 0.8010 | 0.4538 | 0.8010 | 0.8950 | +| No log | 1.4211 | 162 | 0.7423 | 0.5099 | 0.7423 | 0.8616 | +| No log | 1.4386 | 164 | 0.7607 | 0.5482 | 0.7607 | 0.8722 | +| No log | 1.4561 | 166 | 0.8105 | 0.5295 | 0.8105 | 0.9003 | +| No log | 1.4737 | 168 | 0.7486 | 0.5288 | 0.7486 | 0.8652 | +| No log | 1.4912 | 170 | 0.6502 | 0.5283 | 0.6502 | 0.8064 | +| No log | 1.5088 | 172 | 0.7086 | 0.6286 | 0.7086 | 0.8418 | +| No log | 1.5263 | 174 | 0.7607 | 0.5921 | 0.7607 | 0.8722 | +| No log | 1.5439 | 176 | 0.6888 | 0.6286 | 0.6888 | 0.8299 | +| No log | 1.5614 | 178 | 0.6286 | 0.5825 | 0.6286 | 0.7929 | +| No log | 1.5789 | 180 | 0.6658 | 0.5281 | 0.6658 | 0.8160 | +| No log | 1.5965 | 182 | 0.6751 | 0.5482 | 0.6751 | 0.8216 | +| No log | 1.6140 | 184 | 0.6496 | 0.5845 | 0.6496 | 0.8060 | +| No log | 1.6316 | 186 | 0.6206 | 0.5825 | 0.6206 | 0.7878 | +| No log | 1.6491 | 188 | 0.6147 | 0.5825 | 0.6147 | 0.7841 | +| No log | 1.6667 | 190 | 0.6480 | 0.5648 | 0.6480 | 0.8050 | +| No log | 1.6842 | 192 | 0.6852 | 0.5299 | 0.6852 | 0.8277 | +| No log | 1.7018 | 194 | 0.6984 | 0.5299 | 0.6984 | 0.8357 | +| No log | 1.7193 | 196 | 0.7027 | 0.5299 | 0.7027 | 0.8383 | +| No log | 1.7368 | 198 | 0.7563 | 0.5470 | 0.7563 | 0.8697 | +| No log | 1.7544 | 200 | 0.8720 | 0.5287 | 0.8720 | 0.9338 | +| No log | 1.7719 | 202 | 0.9224 | 0.4419 | 0.9224 | 0.9604 | +| No log | 1.7895 | 204 | 0.8524 | 0.5287 | 0.8524 | 0.9233 | +| No log | 1.8070 | 206 | 0.7943 | 0.5287 | 0.7943 | 0.8913 | +| No log | 1.8246 | 208 | 0.7539 | 0.5470 | 0.7539 | 0.8683 | +| No log | 1.8421 | 210 | 0.7374 | 0.5291 | 0.7374 | 0.8587 | +| No log | 1.8596 | 212 | 0.7570 | 0.5497 | 0.7570 | 0.8701 | +| No log | 1.8772 | 214 | 0.7689 | 0.5288 | 0.7689 | 0.8769 | +| No log | 1.8947 | 216 | 0.7714 | 0.5497 | 0.7714 | 0.8783 | +| No log | 1.9123 | 218 | 0.7514 | 0.5283 | 0.7514 | 0.8669 | +| No log | 1.9298 | 220 | 0.7325 | 0.5462 | 0.7325 | 0.8558 | +| No log | 1.9474 | 222 | 0.7610 | 0.4922 | 0.7610 | 0.8723 | +| No log | 1.9649 | 224 | 0.8216 | 0.4922 | 0.8216 | 0.9064 | +| No log | 1.9825 | 226 | 0.8137 | 0.4515 | 0.8137 | 0.9021 | +| No log | 2.0 | 228 | 0.7467 | 0.5098 | 0.7467 | 0.8641 | +| No log | 2.0175 | 230 | 0.7305 | 0.5297 | 0.7305 | 0.8547 | +| No log | 2.0351 | 232 | 0.8838 | 0.5304 | 0.8838 | 0.9401 | +| No log | 2.0526 | 234 | 0.9836 | 0.3920 | 0.9836 | 0.9918 | +| No log | 2.0702 | 236 | 0.9937 | 0.4070 | 0.9937 | 0.9968 | +| No log | 2.0877 | 238 | 1.0851 | 0.3673 | 1.0851 | 1.0417 | +| No log | 2.1053 | 240 | 1.3402 | 0.3340 | 1.3402 | 1.1577 | +| No log | 2.1228 | 242 | 1.1753 | 0.3731 | 1.1753 | 1.0841 | +| No log | 2.1404 | 244 | 0.8944 | 0.4324 | 0.8944 | 0.9457 | +| No log | 2.1579 | 246 | 0.7617 | 0.5470 | 0.7617 | 0.8728 | +| No log | 2.1754 | 248 | 0.7513 | 0.5470 | 0.7513 | 0.8668 | +| No log | 2.1930 | 250 | 0.7350 | 0.5108 | 0.7350 | 0.8573 | +| No log | 2.2105 | 252 | 0.7223 | 0.5299 | 0.7223 | 0.8499 | +| No log | 2.2281 | 254 | 0.7303 | 0.4324 | 0.7303 | 0.8546 | +| No log | 2.2456 | 256 | 0.8918 | 0.4433 | 0.8918 | 0.9444 | +| No log | 2.2632 | 258 | 0.9062 | 0.4867 | 0.9062 | 0.9520 | +| No log | 2.2807 | 260 | 0.9994 | 0.5322 | 0.9994 | 0.9997 | +| No log | 2.2982 | 262 | 1.0305 | 0.6290 | 1.0305 | 1.0152 | +| No log | 2.3158 | 264 | 0.9683 | 0.6290 | 0.9683 | 0.9840 | +| No log | 2.3333 | 266 | 0.9861 | 0.6290 | 0.9861 | 0.9930 | +| No log | 2.3509 | 268 | 0.9246 | 0.5322 | 0.9246 | 0.9616 | +| No log | 2.3684 | 270 | 0.8564 | 0.5322 | 0.8564 | 0.9254 | +| No log | 2.3860 | 272 | 0.9139 | 0.5322 | 0.9139 | 0.9560 | +| No log | 2.4035 | 274 | 0.8805 | 0.5322 | 0.8805 | 0.9384 | +| No log | 2.4211 | 276 | 0.8263 | 0.4830 | 0.8263 | 0.9090 | +| No log | 2.4386 | 278 | 0.7708 | 0.5514 | 0.7708 | 0.8779 | +| No log | 2.4561 | 280 | 0.7583 | 0.5306 | 0.7583 | 0.8708 | +| No log | 2.4737 | 282 | 0.8287 | 0.4525 | 0.8287 | 0.9103 | +| No log | 2.4912 | 284 | 0.8976 | 0.4365 | 0.8976 | 0.9474 | +| No log | 2.5088 | 286 | 0.9062 | 0.4755 | 0.9062 | 0.9520 | +| No log | 2.5263 | 288 | 0.8601 | 0.4525 | 0.8601 | 0.9274 | +| No log | 2.5439 | 290 | 0.8368 | 0.4525 | 0.8368 | 0.9148 | +| No log | 2.5614 | 292 | 0.8368 | 0.5107 | 0.8368 | 0.9148 | +| No log | 2.5789 | 294 | 0.8254 | 0.5107 | 0.8254 | 0.9085 | +| No log | 2.5965 | 296 | 0.8172 | 0.5484 | 0.8172 | 0.9040 | +| No log | 2.6140 | 298 | 0.8157 | 0.5293 | 0.8157 | 0.9032 | +| No log | 2.6316 | 300 | 0.8380 | 0.5287 | 0.8380 | 0.9154 | +| No log | 2.6491 | 302 | 0.8600 | 0.5287 | 0.8600 | 0.9274 | +| No log | 2.6667 | 304 | 0.8180 | 0.5287 | 0.8180 | 0.9044 | +| No log | 2.6842 | 306 | 0.7886 | 0.5621 | 0.7886 | 0.8880 | +| No log | 2.7018 | 308 | 0.8103 | 0.5455 | 0.8103 | 0.9001 | +| No log | 2.7193 | 310 | 0.7642 | 0.5455 | 0.7642 | 0.8742 | +| No log | 2.7368 | 312 | 0.7155 | 0.5793 | 0.7155 | 0.8458 | +| No log | 2.7544 | 314 | 0.7141 | 0.5972 | 0.7141 | 0.8451 | +| No log | 2.7719 | 316 | 0.7101 | 0.5793 | 0.7101 | 0.8427 | +| No log | 2.7895 | 318 | 0.7277 | 0.5468 | 0.7277 | 0.8531 | +| No log | 2.8070 | 320 | 0.7929 | 0.5281 | 0.7929 | 0.8904 | +| No log | 2.8246 | 322 | 0.8353 | 0.5288 | 0.8353 | 0.9139 | +| No log | 2.8421 | 324 | 0.8330 | 0.5288 | 0.8330 | 0.9127 | +| No log | 2.8596 | 326 | 0.8553 | 0.5288 | 0.8553 | 0.9248 | +| No log | 2.8772 | 328 | 0.8519 | 0.5288 | 0.8519 | 0.9230 | +| No log | 2.8947 | 330 | 0.8501 | 0.5288 | 0.8501 | 0.9220 | +| No log | 2.9123 | 332 | 0.8354 | 0.5288 | 0.8354 | 0.9140 | +| No log | 2.9298 | 334 | 0.7911 | 0.5288 | 0.7911 | 0.8894 | +| No log | 2.9474 | 336 | 0.7676 | 0.5468 | 0.7676 | 0.8762 | +| No log | 2.9649 | 338 | 0.7711 | 0.5972 | 0.7711 | 0.8781 | +| No log | 2.9825 | 340 | 0.8164 | 0.5450 | 0.8164 | 0.9035 | +| No log | 3.0 | 342 | 0.8819 | 0.5629 | 0.8819 | 0.9391 | +| No log | 3.0175 | 344 | 0.8706 | 0.5450 | 0.8706 | 0.9331 | +| No log | 3.0351 | 346 | 0.8214 | 0.5450 | 0.8214 | 0.9063 | +| No log | 3.0526 | 348 | 0.7677 | 0.5793 | 0.7677 | 0.8762 | +| No log | 3.0702 | 350 | 0.7447 | 0.5468 | 0.7447 | 0.8630 | +| No log | 3.0877 | 352 | 0.7765 | 0.5281 | 0.7765 | 0.8812 | +| No log | 3.1053 | 354 | 0.7738 | 0.5281 | 0.7738 | 0.8796 | +| No log | 3.1228 | 356 | 0.7424 | 0.5633 | 0.7424 | 0.8616 | +| No log | 3.1404 | 358 | 0.7169 | 0.5793 | 0.7169 | 0.8467 | +| No log | 3.1579 | 360 | 0.7017 | 0.5972 | 0.7017 | 0.8377 | +| No log | 3.1754 | 362 | 0.6896 | 0.5972 | 0.6896 | 0.8304 | +| No log | 3.1930 | 364 | 0.6843 | 0.615 | 0.6843 | 0.8272 | +| No log | 3.2105 | 366 | 0.6922 | 0.6452 | 0.6922 | 0.8320 | +| No log | 3.2281 | 368 | 0.6891 | 0.6452 | 0.6891 | 0.8301 | +| No log | 3.2456 | 370 | 0.6812 | 0.6729 | 0.6812 | 0.8254 | +| No log | 3.2632 | 372 | 0.6579 | 0.6102 | 0.6579 | 0.8111 | +| No log | 3.2807 | 374 | 0.6598 | 0.6102 | 0.6598 | 0.8123 | +| No log | 3.2982 | 376 | 0.6775 | 0.6729 | 0.6775 | 0.8231 | +| No log | 3.3158 | 378 | 0.6707 | 0.6563 | 0.6707 | 0.8190 | +| No log | 3.3333 | 380 | 0.6700 | 0.5793 | 0.6700 | 0.8185 | +| No log | 3.3509 | 382 | 0.7437 | 0.5965 | 0.7437 | 0.8624 | +| No log | 3.3684 | 384 | 0.8147 | 0.5965 | 0.8147 | 0.9026 | +| No log | 3.3860 | 386 | 0.8274 | 0.5965 | 0.8274 | 0.9096 | +| No log | 3.4035 | 388 | 0.7898 | 0.5965 | 0.7898 | 0.8887 | +| No log | 3.4211 | 390 | 0.7431 | 0.5965 | 0.7431 | 0.8621 | +| No log | 3.4386 | 392 | 0.7117 | 0.5965 | 0.7117 | 0.8436 | +| No log | 3.4561 | 394 | 0.7122 | 0.5965 | 0.7122 | 0.8439 | +| No log | 3.4737 | 396 | 0.7163 | 0.5965 | 0.7163 | 0.8463 | +| No log | 3.4912 | 398 | 0.7372 | 0.5275 | 0.7372 | 0.8586 | +| No log | 3.5088 | 400 | 0.7910 | 0.5288 | 0.7910 | 0.8894 | +| No log | 3.5263 | 402 | 0.8259 | 0.5666 | 0.8259 | 0.9088 | +| No log | 3.5439 | 404 | 0.8083 | 0.5666 | 0.8083 | 0.8991 | +| No log | 3.5614 | 406 | 0.7873 | 0.5666 | 0.7873 | 0.8873 | +| No log | 3.5789 | 408 | 0.8435 | 0.6254 | 0.8435 | 0.9184 | +| No log | 3.5965 | 410 | 0.8992 | 0.6441 | 0.8992 | 0.9483 | +| No log | 3.6140 | 412 | 0.8968 | 0.5286 | 0.8968 | 0.9470 | +| No log | 3.6316 | 414 | 0.8552 | 0.5288 | 0.8552 | 0.9248 | +| No log | 3.6491 | 416 | 0.8270 | 0.5288 | 0.8270 | 0.9094 | +| No log | 3.6667 | 418 | 0.8477 | 0.5706 | 0.8477 | 0.9207 | +| No log | 3.6842 | 420 | 0.8879 | 0.5523 | 0.8879 | 0.9423 | +| No log | 3.7018 | 422 | 0.9076 | 0.5314 | 0.9076 | 0.9527 | +| No log | 3.7193 | 424 | 0.9009 | 0.5314 | 0.9009 | 0.9492 | +| No log | 3.7368 | 426 | 0.9210 | 0.4525 | 0.9210 | 0.9597 | +| No log | 3.7544 | 428 | 0.9429 | 0.4525 | 0.9429 | 0.9711 | +| No log | 3.7719 | 430 | 0.9888 | 0.3418 | 0.9888 | 0.9944 | +| No log | 3.7895 | 432 | 1.0532 | 0.2364 | 1.0532 | 1.0263 | +| No log | 3.8070 | 434 | 1.0889 | 0.2239 | 1.0889 | 1.0435 | +| No log | 3.8246 | 436 | 1.1324 | 0.2364 | 1.1324 | 1.0641 | +| No log | 3.8421 | 438 | 1.1674 | 0.2364 | 1.1674 | 1.0805 | +| No log | 3.8596 | 440 | 1.1631 | 0.2364 | 1.1631 | 1.0785 | +| No log | 3.8772 | 442 | 1.0958 | 0.2478 | 1.0958 | 1.0468 | +| No log | 3.8947 | 444 | 1.0172 | 0.3614 | 1.0172 | 1.0085 | +| No log | 3.9123 | 446 | 0.9494 | 0.3614 | 0.9494 | 0.9744 | +| No log | 3.9298 | 448 | 0.8858 | 0.3796 | 0.8858 | 0.9412 | +| No log | 3.9474 | 450 | 0.8014 | 0.5283 | 0.8014 | 0.8952 | +| No log | 3.9649 | 452 | 0.7526 | 0.5811 | 0.7526 | 0.8675 | +| No log | 3.9825 | 454 | 0.7441 | 0.5625 | 0.7441 | 0.8626 | +| No log | 4.0 | 456 | 0.7319 | 0.5625 | 0.7319 | 0.8555 | +| No log | 4.0175 | 458 | 0.7191 | 0.6303 | 0.7191 | 0.8480 | +| No log | 4.0351 | 460 | 0.6813 | 0.6131 | 0.6813 | 0.8254 | +| No log | 4.0526 | 462 | 0.6731 | 0.5633 | 0.6731 | 0.8204 | +| No log | 4.0702 | 464 | 0.6981 | 0.5476 | 0.6981 | 0.8355 | +| No log | 4.0877 | 466 | 0.7211 | 0.5476 | 0.7211 | 0.8492 | +| No log | 4.1053 | 468 | 0.6964 | 0.5818 | 0.6964 | 0.8345 | +| No log | 4.1228 | 470 | 0.6895 | 0.5633 | 0.6895 | 0.8304 | +| No log | 4.1404 | 472 | 0.7144 | 0.5645 | 0.7144 | 0.8452 | +| No log | 4.1579 | 474 | 0.7164 | 0.5459 | 0.7164 | 0.8464 | +| No log | 4.1754 | 476 | 0.7085 | 0.5845 | 0.7085 | 0.8417 | +| No log | 4.1930 | 478 | 0.7062 | 0.5845 | 0.7062 | 0.8403 | +| No log | 4.2105 | 480 | 0.7098 | 0.5845 | 0.7098 | 0.8425 | +| No log | 4.2281 | 482 | 0.7121 | 0.5818 | 0.7121 | 0.8438 | +| No log | 4.2456 | 484 | 0.7170 | 0.5476 | 0.7170 | 0.8468 | +| No log | 4.2632 | 486 | 0.7306 | 0.5291 | 0.7306 | 0.8547 | +| No log | 4.2807 | 488 | 0.7192 | 0.5476 | 0.7192 | 0.8481 | +| No log | 4.2982 | 490 | 0.7082 | 0.5818 | 0.7082 | 0.8416 | +| No log | 4.3158 | 492 | 0.7125 | 0.5633 | 0.7125 | 0.8441 | +| No log | 4.3333 | 494 | 0.7067 | 0.5633 | 0.7067 | 0.8407 | +| No log | 4.3509 | 496 | 0.7085 | 0.5633 | 0.7085 | 0.8417 | +| No log | 4.3684 | 498 | 0.7369 | 0.5625 | 0.7369 | 0.8584 | +| 0.7907 | 4.3860 | 500 | 0.7607 | 0.6303 | 0.7607 | 0.8722 | +| 0.7907 | 4.4035 | 502 | 0.7985 | 0.6303 | 0.7985 | 0.8936 | +| 0.7907 | 4.4211 | 504 | 0.7773 | 0.5625 | 0.7773 | 0.8816 | +| 0.7907 | 4.4386 | 506 | 0.7715 | 0.5625 | 0.7715 | 0.8783 | +| 0.7907 | 4.4561 | 508 | 0.7788 | 0.5645 | 0.7788 | 0.8825 | +| 0.7907 | 4.4737 | 510 | 0.7623 | 0.5459 | 0.7623 | 0.8731 | +| 0.7907 | 4.4912 | 512 | 0.7422 | 0.5653 | 0.7422 | 0.8615 | +| 0.7907 | 4.5088 | 514 | 0.7405 | 0.5653 | 0.7405 | 0.8605 | +| 0.7907 | 4.5263 | 516 | 0.7343 | 0.5653 | 0.7343 | 0.8569 | +| 0.7907 | 4.5439 | 518 | 0.7019 | 0.5476 | 0.7019 | 0.8378 | +| 0.7907 | 4.5614 | 520 | 0.6913 | 0.5476 | 0.6913 | 0.8314 | +| 0.7907 | 4.5789 | 522 | 0.7110 | 0.5825 | 0.7110 | 0.8432 | +| 0.7907 | 4.5965 | 524 | 0.7136 | 0.5825 | 0.7136 | 0.8447 | +| 0.7907 | 4.6140 | 526 | 0.7004 | 0.5825 | 0.7004 | 0.8369 | +| 0.7907 | 4.6316 | 528 | 0.6954 | 0.5633 | 0.6954 | 0.8339 | +| 0.7907 | 4.6491 | 530 | 0.7378 | 0.5645 | 0.7378 | 0.8590 | +| 0.7907 | 4.6667 | 532 | 0.8164 | 0.6396 | 0.8164 | 0.9035 | +| 0.7907 | 4.6842 | 534 | 0.8571 | 0.5851 | 0.8571 | 0.9258 | +| 0.7907 | 4.7018 | 536 | 0.8298 | 0.6447 | 0.8298 | 0.9109 | +| 0.7907 | 4.7193 | 538 | 0.7677 | 0.5666 | 0.7677 | 0.8762 | +| 0.7907 | 4.7368 | 540 | 0.7022 | 0.5645 | 0.7022 | 0.8380 | +| 0.7907 | 4.7544 | 542 | 0.6581 | 0.5825 | 0.6581 | 0.8112 | +| 0.7907 | 4.7719 | 544 | 0.7073 | 0.615 | 0.7073 | 0.8410 | +| 0.7907 | 4.7895 | 546 | 0.7669 | 0.5287 | 0.7669 | 0.8757 | +| 0.7907 | 4.8070 | 548 | 0.7897 | 0.5287 | 0.7897 | 0.8887 | +| 0.7907 | 4.8246 | 550 | 0.7999 | 0.5287 | 0.7999 | 0.8944 | +| 0.7907 | 4.8421 | 552 | 0.8247 | 0.5287 | 0.8247 | 0.9081 | +| 0.7907 | 4.8596 | 554 | 0.8400 | 0.5287 | 0.8400 | 0.9165 | +| 0.7907 | 4.8772 | 556 | 0.8094 | 0.5287 | 0.8094 | 0.8997 | +| 0.7907 | 4.8947 | 558 | 0.7750 | 0.5978 | 0.7750 | 0.8803 | +| 0.7907 | 4.9123 | 560 | 0.7643 | 0.5476 | 0.7643 | 0.8742 | +| 0.7907 | 4.9298 | 562 | 0.7667 | 0.5490 | 0.7667 | 0.8756 | +| 0.7907 | 4.9474 | 564 | 0.7712 | 0.5706 | 0.7712 | 0.8782 | +| 0.7907 | 4.9649 | 566 | 0.7762 | 0.5706 | 0.7762 | 0.8810 | +| 0.7907 | 4.9825 | 568 | 0.7629 | 0.5497 | 0.7629 | 0.8735 | +| 0.7907 | 5.0 | 570 | 0.7507 | 0.5497 | 0.7507 | 0.8664 | +| 0.7907 | 5.0175 | 572 | 0.7319 | 0.5497 | 0.7319 | 0.8555 | +| 0.7907 | 5.0351 | 574 | 0.7121 | 0.5288 | 0.7121 | 0.8438 | +| 0.7907 | 5.0526 | 576 | 0.6962 | 0.5281 | 0.6962 | 0.8344 | +| 0.7907 | 5.0702 | 578 | 0.6834 | 0.5482 | 0.6834 | 0.8267 | +| 0.7907 | 5.0877 | 580 | 0.6712 | 0.5645 | 0.6712 | 0.8192 | +| 0.7907 | 5.1053 | 582 | 0.6661 | 0.5645 | 0.6661 | 0.8161 | +| 0.7907 | 5.1228 | 584 | 0.6804 | 0.5666 | 0.6804 | 0.8249 | +| 0.7907 | 5.1404 | 586 | 0.6875 | 0.5689 | 0.6875 | 0.8291 | +| 0.7907 | 5.1579 | 588 | 0.6835 | 0.6447 | 0.6835 | 0.8267 | +| 0.7907 | 5.1754 | 590 | 0.6628 | 0.5666 | 0.6628 | 0.8141 | +| 0.7907 | 5.1930 | 592 | 0.6441 | 0.5811 | 0.6441 | 0.8025 | +| 0.7907 | 5.2105 | 594 | 0.6485 | 0.6137 | 0.6485 | 0.8053 | +| 0.7907 | 5.2281 | 596 | 0.6636 | 0.5462 | 0.6636 | 0.8146 | +| 0.7907 | 5.2456 | 598 | 0.6622 | 0.5640 | 0.6622 | 0.8138 | +| 0.7907 | 5.2632 | 600 | 0.6491 | 0.6137 | 0.6491 | 0.8057 | +| 0.7907 | 5.2807 | 602 | 0.6419 | 0.6137 | 0.6419 | 0.8012 | +| 0.7907 | 5.2982 | 604 | 0.6419 | 0.6137 | 0.6419 | 0.8012 | +| 0.7907 | 5.3158 | 606 | 0.6441 | 0.6441 | 0.6441 | 0.8025 | +| 0.7907 | 5.3333 | 608 | 0.6486 | 0.6441 | 0.6486 | 0.8054 | +| 0.7907 | 5.3509 | 610 | 0.6728 | 0.5972 | 0.6728 | 0.8203 | +| 0.7907 | 5.3684 | 612 | 0.6855 | 0.5640 | 0.6855 | 0.8280 | +| 0.7907 | 5.3860 | 614 | 0.6921 | 0.5640 | 0.6921 | 0.8319 | +| 0.7907 | 5.4035 | 616 | 0.6910 | 0.5825 | 0.6910 | 0.8313 | +| 0.7907 | 5.4211 | 618 | 0.6861 | 0.5825 | 0.6861 | 0.8283 | +| 0.7907 | 5.4386 | 620 | 0.6765 | 0.5640 | 0.6765 | 0.8225 | +| 0.7907 | 5.4561 | 622 | 0.6709 | 0.5965 | 0.6709 | 0.8191 | +| 0.7907 | 5.4737 | 624 | 0.6667 | 0.5625 | 0.6667 | 0.8165 | +| 0.7907 | 5.4912 | 626 | 0.6645 | 0.5625 | 0.6645 | 0.8152 | +| 0.7907 | 5.5088 | 628 | 0.6632 | 0.5958 | 0.6632 | 0.8144 | +| 0.7907 | 5.5263 | 630 | 0.6681 | 0.5625 | 0.6681 | 0.8174 | +| 0.7907 | 5.5439 | 632 | 0.6814 | 0.6303 | 0.6814 | 0.8255 | +| 0.7907 | 5.5614 | 634 | 0.6884 | 0.6303 | 0.6884 | 0.8297 | +| 0.7907 | 5.5789 | 636 | 0.6902 | 0.5645 | 0.6902 | 0.8308 | +| 0.7907 | 5.5965 | 638 | 0.6939 | 0.5645 | 0.6939 | 0.8330 | +| 0.7907 | 5.6140 | 640 | 0.6951 | 0.5645 | 0.6951 | 0.8337 | +| 0.7907 | 5.6316 | 642 | 0.7037 | 0.5281 | 0.7037 | 0.8389 | +| 0.7907 | 5.6491 | 644 | 0.7122 | 0.5281 | 0.7122 | 0.8439 | +| 0.7907 | 5.6667 | 646 | 0.7153 | 0.5281 | 0.7153 | 0.8458 | +| 0.7907 | 5.6842 | 648 | 0.7209 | 0.5281 | 0.7209 | 0.8491 | +| 0.7907 | 5.7018 | 650 | 0.7243 | 0.5281 | 0.7243 | 0.8510 | +| 0.7907 | 5.7193 | 652 | 0.7318 | 0.5468 | 0.7318 | 0.8555 | +| 0.7907 | 5.7368 | 654 | 0.7428 | 0.5283 | 0.7428 | 0.8618 | +| 0.7907 | 5.7544 | 656 | 0.7551 | 0.5099 | 0.7551 | 0.8690 | +| 0.7907 | 5.7719 | 658 | 0.7744 | 0.5291 | 0.7744 | 0.8800 | +| 0.7907 | 5.7895 | 660 | 0.7548 | 0.5291 | 0.7548 | 0.8688 | +| 0.7907 | 5.8070 | 662 | 0.7123 | 0.5099 | 0.7123 | 0.8440 | +| 0.7907 | 5.8246 | 664 | 0.6605 | 0.5283 | 0.6605 | 0.8127 | +| 0.7907 | 5.8421 | 666 | 0.6196 | 0.5468 | 0.6196 | 0.7872 | +| 0.7907 | 5.8596 | 668 | 0.5944 | 0.6774 | 0.5944 | 0.7710 | +| 0.7907 | 5.8772 | 670 | 0.5777 | 0.7047 | 0.5777 | 0.7601 | +| 0.7907 | 5.8947 | 672 | 0.5678 | 0.7615 | 0.5678 | 0.7535 | +| 0.7907 | 5.9123 | 674 | 0.5652 | 0.7455 | 0.5652 | 0.7518 | +| 0.7907 | 5.9298 | 676 | 0.5596 | 0.7615 | 0.5596 | 0.7481 | +| 0.7907 | 5.9474 | 678 | 0.5562 | 0.7458 | 0.5562 | 0.7458 | +| 0.7907 | 5.9649 | 680 | 0.5608 | 0.6724 | 0.5608 | 0.7488 | +| 0.7907 | 5.9825 | 682 | 0.5601 | 0.7458 | 0.5601 | 0.7484 | +| 0.7907 | 6.0 | 684 | 0.5634 | 0.7455 | 0.5634 | 0.7506 | +| 0.7907 | 6.0175 | 686 | 0.5699 | 0.7455 | 0.5699 | 0.7549 | +| 0.7907 | 6.0351 | 688 | 0.5965 | 0.7455 | 0.5965 | 0.7723 | +| 0.7907 | 6.0526 | 690 | 0.6385 | 0.6937 | 0.6385 | 0.7990 | +| 0.7907 | 6.0702 | 692 | 0.6352 | 0.6937 | 0.6352 | 0.7970 | +| 0.7907 | 6.0877 | 694 | 0.6243 | 0.6937 | 0.6243 | 0.7901 | +| 0.7907 | 6.1053 | 696 | 0.6048 | 0.6937 | 0.6048 | 0.7777 | +| 0.7907 | 6.1228 | 698 | 0.5950 | 0.6303 | 0.5950 | 0.7714 | +| 0.7907 | 6.1404 | 700 | 0.6028 | 0.5468 | 0.6028 | 0.7764 | +| 0.7907 | 6.1579 | 702 | 0.6196 | 0.5640 | 0.6196 | 0.7871 | +| 0.7907 | 6.1754 | 704 | 0.6241 | 0.5283 | 0.6241 | 0.7900 | +| 0.7907 | 6.1930 | 706 | 0.6248 | 0.5283 | 0.6248 | 0.7905 | +| 0.7907 | 6.2105 | 708 | 0.6228 | 0.5290 | 0.6228 | 0.7892 | +| 0.7907 | 6.2281 | 710 | 0.6198 | 0.5482 | 0.6198 | 0.7873 | +| 0.7907 | 6.2456 | 712 | 0.6176 | 0.5482 | 0.6176 | 0.7859 | +| 0.7907 | 6.2632 | 714 | 0.6167 | 0.5482 | 0.6167 | 0.7853 | +| 0.7907 | 6.2807 | 716 | 0.6212 | 0.5490 | 0.6212 | 0.7882 | +| 0.7907 | 6.2982 | 718 | 0.6350 | 0.5476 | 0.6350 | 0.7969 | +| 0.7907 | 6.3158 | 720 | 0.6370 | 0.5476 | 0.6370 | 0.7981 | +| 0.7907 | 6.3333 | 722 | 0.6341 | 0.5490 | 0.6341 | 0.7963 | +| 0.7907 | 6.3509 | 724 | 0.6347 | 0.5497 | 0.6347 | 0.7967 | +| 0.7907 | 6.3684 | 726 | 0.6404 | 0.5497 | 0.6404 | 0.8003 | +| 0.7907 | 6.3860 | 728 | 0.6516 | 0.5497 | 0.6516 | 0.8072 | +| 0.7907 | 6.4035 | 730 | 0.6608 | 0.5867 | 0.6608 | 0.8129 | +| 0.7907 | 6.4211 | 732 | 0.6633 | 0.5497 | 0.6633 | 0.8144 | +| 0.7907 | 6.4386 | 734 | 0.6724 | 0.5497 | 0.6724 | 0.8200 | +| 0.7907 | 6.4561 | 736 | 0.6808 | 0.5497 | 0.6808 | 0.8251 | +| 0.7907 | 6.4737 | 738 | 0.6858 | 0.5706 | 0.6858 | 0.8281 | +| 0.7907 | 6.4912 | 740 | 0.6771 | 0.5706 | 0.6771 | 0.8229 | +| 0.7907 | 6.5088 | 742 | 0.6711 | 0.5514 | 0.6711 | 0.8192 | +| 0.7907 | 6.5263 | 744 | 0.6740 | 0.5898 | 0.6740 | 0.8210 | +| 0.7907 | 6.5439 | 746 | 0.6715 | 0.5898 | 0.6715 | 0.8194 | +| 0.7907 | 6.5614 | 748 | 0.6667 | 0.5514 | 0.6667 | 0.8165 | +| 0.7907 | 6.5789 | 750 | 0.6626 | 0.5706 | 0.6626 | 0.8140 | +| 0.7907 | 6.5965 | 752 | 0.6520 | 0.5706 | 0.6520 | 0.8074 | +| 0.7907 | 6.6140 | 754 | 0.6397 | 0.5706 | 0.6397 | 0.7998 | +| 0.7907 | 6.6316 | 756 | 0.6352 | 0.5476 | 0.6352 | 0.7970 | +| 0.7907 | 6.6491 | 758 | 0.6416 | 0.5476 | 0.6416 | 0.8010 | +| 0.7907 | 6.6667 | 760 | 0.6404 | 0.5476 | 0.6404 | 0.8003 | +| 0.7907 | 6.6842 | 762 | 0.6292 | 0.5825 | 0.6292 | 0.7932 | +| 0.7907 | 6.7018 | 764 | 0.6173 | 0.5825 | 0.6173 | 0.7857 | +| 0.7907 | 6.7193 | 766 | 0.6153 | 0.5811 | 0.6153 | 0.7844 | +| 0.7907 | 6.7368 | 768 | 0.6164 | 0.5811 | 0.6164 | 0.7851 | +| 0.7907 | 6.7544 | 770 | 0.6197 | 0.5811 | 0.6197 | 0.7872 | +| 0.7907 | 6.7719 | 772 | 0.6248 | 0.5633 | 0.6248 | 0.7904 | +| 0.7907 | 6.7895 | 774 | 0.6336 | 0.5476 | 0.6336 | 0.7960 | +| 0.7907 | 6.8070 | 776 | 0.6355 | 0.5476 | 0.6355 | 0.7972 | +| 0.7907 | 6.8246 | 778 | 0.6362 | 0.5283 | 0.6362 | 0.7976 | +| 0.7907 | 6.8421 | 780 | 0.6440 | 0.5482 | 0.6440 | 0.8025 | +| 0.7907 | 6.8596 | 782 | 0.6542 | 0.5867 | 0.6542 | 0.8088 | +| 0.7907 | 6.8772 | 784 | 0.6698 | 0.5689 | 0.6698 | 0.8184 | +| 0.7907 | 6.8947 | 786 | 0.6924 | 0.5689 | 0.6924 | 0.8321 | +| 0.7907 | 6.9123 | 788 | 0.7044 | 0.6503 | 0.7044 | 0.8393 | +| 0.7907 | 6.9298 | 790 | 0.6948 | 0.5689 | 0.6948 | 0.8335 | +| 0.7907 | 6.9474 | 792 | 0.6772 | 0.5514 | 0.6772 | 0.8229 | +| 0.7907 | 6.9649 | 794 | 0.6675 | 0.5482 | 0.6675 | 0.8170 | +| 0.7907 | 6.9825 | 796 | 0.6669 | 0.5283 | 0.6669 | 0.8167 | +| 0.7907 | 7.0 | 798 | 0.6776 | 0.5099 | 0.6776 | 0.8232 | +| 0.7907 | 7.0175 | 800 | 0.6977 | 0.5648 | 0.6977 | 0.8353 | +| 0.7907 | 7.0351 | 802 | 0.7114 | 0.5648 | 0.7114 | 0.8435 | +| 0.7907 | 7.0526 | 804 | 0.7215 | 0.5978 | 0.7215 | 0.8494 | +| 0.7907 | 7.0702 | 806 | 0.7173 | 0.5648 | 0.7173 | 0.8469 | +| 0.7907 | 7.0877 | 808 | 0.7017 | 0.5648 | 0.7017 | 0.8377 | +| 0.7907 | 7.1053 | 810 | 0.6857 | 0.5476 | 0.6857 | 0.8281 | +| 0.7907 | 7.1228 | 812 | 0.6751 | 0.5290 | 0.6751 | 0.8216 | +| 0.7907 | 7.1404 | 814 | 0.6690 | 0.5497 | 0.6690 | 0.8179 | +| 0.7907 | 7.1579 | 816 | 0.6698 | 0.5867 | 0.6698 | 0.8184 | +| 0.7907 | 7.1754 | 818 | 0.6643 | 0.5497 | 0.6643 | 0.8151 | +| 0.7907 | 7.1930 | 820 | 0.6609 | 0.5497 | 0.6609 | 0.8129 | +| 0.7907 | 7.2105 | 822 | 0.6575 | 0.5497 | 0.6575 | 0.8108 | +| 0.7907 | 7.2281 | 824 | 0.6555 | 0.5290 | 0.6555 | 0.8096 | +| 0.7907 | 7.2456 | 826 | 0.6571 | 0.5660 | 0.6571 | 0.8106 | +| 0.7907 | 7.2632 | 828 | 0.6613 | 0.5660 | 0.6613 | 0.8132 | +| 0.7907 | 7.2807 | 830 | 0.6535 | 0.5845 | 0.6535 | 0.8084 | +| 0.7907 | 7.2982 | 832 | 0.6462 | 0.5845 | 0.6462 | 0.8039 | +| 0.7907 | 7.3158 | 834 | 0.6402 | 0.5653 | 0.6402 | 0.8001 | +| 0.7907 | 7.3333 | 836 | 0.6426 | 0.5645 | 0.6426 | 0.8016 | +| 0.7907 | 7.3509 | 838 | 0.6592 | 0.5645 | 0.6592 | 0.8119 | +| 0.7907 | 7.3684 | 840 | 0.6738 | 0.5666 | 0.6738 | 0.8209 | +| 0.7907 | 7.3860 | 842 | 0.6903 | 0.5666 | 0.6903 | 0.8309 | +| 0.7907 | 7.4035 | 844 | 0.6955 | 0.5666 | 0.6955 | 0.8339 | +| 0.7907 | 7.4211 | 846 | 0.6846 | 0.5666 | 0.6846 | 0.8274 | +| 0.7907 | 7.4386 | 848 | 0.6734 | 0.5645 | 0.6734 | 0.8206 | +| 0.7907 | 7.4561 | 850 | 0.6670 | 0.5645 | 0.6670 | 0.8167 | +| 0.7907 | 7.4737 | 852 | 0.6618 | 0.5281 | 0.6618 | 0.8135 | +| 0.7907 | 7.4912 | 854 | 0.6589 | 0.5653 | 0.6589 | 0.8117 | +| 0.7907 | 7.5088 | 856 | 0.6574 | 0.5653 | 0.6574 | 0.8108 | +| 0.7907 | 7.5263 | 858 | 0.6580 | 0.5633 | 0.6580 | 0.8112 | +| 0.7907 | 7.5439 | 860 | 0.6607 | 0.5633 | 0.6607 | 0.8128 | +| 0.7907 | 7.5614 | 862 | 0.6645 | 0.5633 | 0.6645 | 0.8152 | +| 0.7907 | 7.5789 | 864 | 0.6685 | 0.5281 | 0.6685 | 0.8176 | +| 0.7907 | 7.5965 | 866 | 0.6743 | 0.5281 | 0.6743 | 0.8212 | +| 0.7907 | 7.6140 | 868 | 0.6800 | 0.5281 | 0.6800 | 0.8246 | +| 0.7907 | 7.6316 | 870 | 0.6839 | 0.5281 | 0.6839 | 0.8270 | +| 0.7907 | 7.6491 | 872 | 0.6899 | 0.5281 | 0.6899 | 0.8306 | +| 0.7907 | 7.6667 | 874 | 0.6949 | 0.5288 | 0.6949 | 0.8336 | +| 0.7907 | 7.6842 | 876 | 0.7048 | 0.5295 | 0.7048 | 0.8395 | +| 0.7907 | 7.7018 | 878 | 0.7149 | 0.5295 | 0.7149 | 0.8455 | +| 0.7907 | 7.7193 | 880 | 0.7162 | 0.5295 | 0.7162 | 0.8463 | +| 0.7907 | 7.7368 | 882 | 0.7099 | 0.5295 | 0.7099 | 0.8426 | +| 0.7907 | 7.7544 | 884 | 0.6986 | 0.5295 | 0.6986 | 0.8358 | +| 0.7907 | 7.7719 | 886 | 0.6918 | 0.5514 | 0.6918 | 0.8317 | +| 0.7907 | 7.7895 | 888 | 0.6814 | 0.5497 | 0.6814 | 0.8255 | +| 0.7907 | 7.8070 | 890 | 0.6727 | 0.5482 | 0.6727 | 0.8202 | +| 0.7907 | 7.8246 | 892 | 0.6699 | 0.5640 | 0.6699 | 0.8185 | +| 0.7907 | 7.8421 | 894 | 0.6727 | 0.5825 | 0.6727 | 0.8202 | +| 0.7907 | 7.8596 | 896 | 0.6769 | 0.5648 | 0.6769 | 0.8227 | +| 0.7907 | 7.8772 | 898 | 0.6697 | 0.5972 | 0.6697 | 0.8183 | +| 0.7907 | 7.8947 | 900 | 0.6523 | 0.5972 | 0.6523 | 0.8077 | +| 0.7907 | 7.9123 | 902 | 0.6338 | 0.5640 | 0.6338 | 0.7961 | +| 0.7907 | 7.9298 | 904 | 0.6223 | 0.5818 | 0.6223 | 0.7889 | +| 0.7907 | 7.9474 | 906 | 0.6164 | 0.5818 | 0.6164 | 0.7851 | +| 0.7907 | 7.9649 | 908 | 0.6181 | 0.5653 | 0.6181 | 0.7862 | +| 0.7907 | 7.9825 | 910 | 0.6172 | 0.5653 | 0.6172 | 0.7856 | +| 0.7907 | 8.0 | 912 | 0.6146 | 0.5653 | 0.6146 | 0.7839 | +| 0.7907 | 8.0175 | 914 | 0.6134 | 0.5653 | 0.6134 | 0.7832 | +| 0.7907 | 8.0351 | 916 | 0.6143 | 0.5845 | 0.6143 | 0.7838 | +| 0.7907 | 8.0526 | 918 | 0.6148 | 0.5845 | 0.6148 | 0.7841 | +| 0.7907 | 8.0702 | 920 | 0.6145 | 0.6144 | 0.6145 | 0.7839 | +| 0.7907 | 8.0877 | 922 | 0.6105 | 0.6144 | 0.6105 | 0.7813 | +| 0.7907 | 8.1053 | 924 | 0.6062 | 0.6144 | 0.6062 | 0.7786 | +| 0.7907 | 8.1228 | 926 | 0.6050 | 0.5990 | 0.6050 | 0.7778 | +| 0.7907 | 8.1404 | 928 | 0.6056 | 0.5990 | 0.6056 | 0.7782 | +| 0.7907 | 8.1579 | 930 | 0.6065 | 0.5990 | 0.6065 | 0.7788 | +| 0.7907 | 8.1754 | 932 | 0.6059 | 0.5990 | 0.6059 | 0.7784 | +| 0.7907 | 8.1930 | 934 | 0.6080 | 0.5990 | 0.6080 | 0.7798 | +| 0.7907 | 8.2105 | 936 | 0.6061 | 0.5990 | 0.6061 | 0.7785 | +| 0.7907 | 8.2281 | 938 | 0.6070 | 0.5990 | 0.6070 | 0.7791 | +| 0.7907 | 8.2456 | 940 | 0.6066 | 0.5990 | 0.6066 | 0.7789 | +| 0.7907 | 8.2632 | 942 | 0.6092 | 0.5990 | 0.6092 | 0.7805 | +| 0.7907 | 8.2807 | 944 | 0.6130 | 0.6655 | 0.6130 | 0.7829 | +| 0.7907 | 8.2982 | 946 | 0.6172 | 0.6655 | 0.6172 | 0.7856 | +| 0.7907 | 8.3158 | 948 | 0.6238 | 0.6655 | 0.6238 | 0.7898 | +| 0.7907 | 8.3333 | 950 | 0.6296 | 0.6655 | 0.6296 | 0.7935 | +| 0.7907 | 8.3509 | 952 | 0.6365 | 0.6655 | 0.6365 | 0.7978 | +| 0.7907 | 8.3684 | 954 | 0.6445 | 0.6655 | 0.6445 | 0.8028 | +| 0.7907 | 8.3860 | 956 | 0.6489 | 0.6348 | 0.6489 | 0.8055 | +| 0.7907 | 8.4035 | 958 | 0.6497 | 0.6348 | 0.6497 | 0.8060 | +| 0.7907 | 8.4211 | 960 | 0.6480 | 0.6348 | 0.6480 | 0.8050 | +| 0.7907 | 8.4386 | 962 | 0.6438 | 0.5990 | 0.6438 | 0.8024 | +| 0.7907 | 8.4561 | 964 | 0.6392 | 0.5990 | 0.6392 | 0.7995 | +| 0.7907 | 8.4737 | 966 | 0.6322 | 0.5653 | 0.6322 | 0.7951 | +| 0.7907 | 8.4912 | 968 | 0.6244 | 0.5653 | 0.6244 | 0.7902 | +| 0.7907 | 8.5088 | 970 | 0.6200 | 0.5845 | 0.6200 | 0.7874 | +| 0.7907 | 8.5263 | 972 | 0.6165 | 0.6182 | 0.6165 | 0.7852 | +| 0.7907 | 8.5439 | 974 | 0.6161 | 0.6003 | 0.6161 | 0.7849 | +| 0.7907 | 8.5614 | 976 | 0.6174 | 0.5972 | 0.6174 | 0.7857 | +| 0.7907 | 8.5789 | 978 | 0.6177 | 0.5972 | 0.6177 | 0.7859 | +| 0.7907 | 8.5965 | 980 | 0.6176 | 0.5972 | 0.6176 | 0.7858 | +| 0.7907 | 8.6140 | 982 | 0.6185 | 0.5972 | 0.6185 | 0.7865 | +| 0.7907 | 8.6316 | 984 | 0.6214 | 0.5972 | 0.6214 | 0.7883 | +| 0.7907 | 8.6491 | 986 | 0.6221 | 0.5972 | 0.6221 | 0.7887 | +| 0.7907 | 8.6667 | 988 | 0.6232 | 0.5972 | 0.6232 | 0.7894 | +| 0.7907 | 8.6842 | 990 | 0.6226 | 0.6182 | 0.6226 | 0.7891 | +| 0.7907 | 8.7018 | 992 | 0.6195 | 0.6182 | 0.6195 | 0.7871 | +| 0.7907 | 8.7193 | 994 | 0.6195 | 0.5845 | 0.6195 | 0.7871 | +| 0.7907 | 8.7368 | 996 | 0.6213 | 0.5845 | 0.6213 | 0.7882 | +| 0.7907 | 8.7544 | 998 | 0.6238 | 0.5482 | 0.6238 | 0.7898 | +| 0.4084 | 8.7719 | 1000 | 0.6278 | 0.5482 | 0.6278 | 0.7923 | +| 0.4084 | 8.7895 | 1002 | 0.6310 | 0.5281 | 0.6310 | 0.7944 | +| 0.4084 | 8.8070 | 1004 | 0.6332 | 0.5281 | 0.6332 | 0.7958 | +| 0.4084 | 8.8246 | 1006 | 0.6336 | 0.5281 | 0.6336 | 0.7960 | +| 0.4084 | 8.8421 | 1008 | 0.6346 | 0.5281 | 0.6346 | 0.7966 | +| 0.4084 | 8.8596 | 1010 | 0.6346 | 0.5281 | 0.6346 | 0.7966 | +| 0.4084 | 8.8772 | 1012 | 0.6328 | 0.5482 | 0.6328 | 0.7955 | +| 0.4084 | 8.8947 | 1014 | 0.6294 | 0.5482 | 0.6294 | 0.7933 | +| 0.4084 | 8.9123 | 1016 | 0.6271 | 0.5845 | 0.6271 | 0.7919 | +| 0.4084 | 8.9298 | 1018 | 0.6265 | 0.5845 | 0.6265 | 0.7915 | +| 0.4084 | 8.9474 | 1020 | 0.6260 | 0.5845 | 0.6260 | 0.7912 | +| 0.4084 | 8.9649 | 1022 | 0.6250 | 0.5845 | 0.6250 | 0.7906 | +| 0.4084 | 8.9825 | 1024 | 0.6232 | 0.5845 | 0.6232 | 0.7894 | +| 0.4084 | 9.0 | 1026 | 0.6215 | 0.5845 | 0.6215 | 0.7883 | +| 0.4084 | 9.0175 | 1028 | 0.6206 | 0.5653 | 0.6206 | 0.7878 | +| 0.4084 | 9.0351 | 1030 | 0.6197 | 0.5653 | 0.6197 | 0.7872 | +| 0.4084 | 9.0526 | 1032 | 0.6183 | 0.5653 | 0.6183 | 0.7863 | +| 0.4084 | 9.0702 | 1034 | 0.6165 | 0.5990 | 0.6165 | 0.7852 | +| 0.4084 | 9.0877 | 1036 | 0.6146 | 0.5990 | 0.6146 | 0.7840 | +| 0.4084 | 9.1053 | 1038 | 0.6127 | 0.5990 | 0.6127 | 0.7828 | +| 0.4084 | 9.1228 | 1040 | 0.6111 | 0.5990 | 0.6111 | 0.7817 | +| 0.4084 | 9.1404 | 1042 | 0.6101 | 0.6310 | 0.6101 | 0.7811 | +| 0.4084 | 9.1579 | 1044 | 0.6089 | 0.5997 | 0.6089 | 0.7803 | +| 0.4084 | 9.1754 | 1046 | 0.6081 | 0.5997 | 0.6081 | 0.7798 | +| 0.4084 | 9.1930 | 1048 | 0.6069 | 0.6144 | 0.6069 | 0.7791 | +| 0.4084 | 9.2105 | 1050 | 0.6051 | 0.5997 | 0.6051 | 0.7779 | +| 0.4084 | 9.2281 | 1052 | 0.6039 | 0.5997 | 0.6039 | 0.7771 | +| 0.4084 | 9.2456 | 1054 | 0.6027 | 0.5997 | 0.6027 | 0.7763 | +| 0.4084 | 9.2632 | 1056 | 0.6026 | 0.5997 | 0.6026 | 0.7763 | +| 0.4084 | 9.2807 | 1058 | 0.6025 | 0.5997 | 0.6025 | 0.7762 | +| 0.4084 | 9.2982 | 1060 | 0.6015 | 0.6310 | 0.6015 | 0.7756 | +| 0.4084 | 9.3158 | 1062 | 0.6002 | 0.6310 | 0.6002 | 0.7747 | +| 0.4084 | 9.3333 | 1064 | 0.5986 | 0.6310 | 0.5986 | 0.7737 | +| 0.4084 | 9.3509 | 1066 | 0.5980 | 0.6310 | 0.5980 | 0.7733 | +| 0.4084 | 9.3684 | 1068 | 0.5985 | 0.5990 | 0.5985 | 0.7736 | +| 0.4084 | 9.3860 | 1070 | 0.6006 | 0.6655 | 0.6006 | 0.7750 | +| 0.4084 | 9.4035 | 1072 | 0.6024 | 0.7277 | 0.6024 | 0.7761 | +| 0.4084 | 9.4211 | 1074 | 0.6032 | 0.7277 | 0.6032 | 0.7767 | +| 0.4084 | 9.4386 | 1076 | 0.6038 | 0.7277 | 0.6038 | 0.7771 | +| 0.4084 | 9.4561 | 1078 | 0.6045 | 0.7277 | 0.6045 | 0.7775 | +| 0.4084 | 9.4737 | 1080 | 0.6065 | 0.7277 | 0.6065 | 0.7788 | +| 0.4084 | 9.4912 | 1082 | 0.6077 | 0.7277 | 0.6077 | 0.7795 | +| 0.4084 | 9.5088 | 1084 | 0.6090 | 0.7003 | 0.6090 | 0.7804 | +| 0.4084 | 9.5263 | 1086 | 0.6098 | 0.7003 | 0.6098 | 0.7809 | +| 0.4084 | 9.5439 | 1088 | 0.6089 | 0.7003 | 0.6089 | 0.7803 | +| 0.4084 | 9.5614 | 1090 | 0.6078 | 0.7003 | 0.6078 | 0.7796 | +| 0.4084 | 9.5789 | 1092 | 0.6080 | 0.7003 | 0.6080 | 0.7798 | +| 0.4084 | 9.5965 | 1094 | 0.6081 | 0.7003 | 0.6081 | 0.7798 | +| 0.4084 | 9.6140 | 1096 | 0.6072 | 0.7277 | 0.6072 | 0.7792 | +| 0.4084 | 9.6316 | 1098 | 0.6062 | 0.7277 | 0.6062 | 0.7786 | +| 0.4084 | 9.6491 | 1100 | 0.6046 | 0.6655 | 0.6046 | 0.7776 | +| 0.4084 | 9.6667 | 1102 | 0.6038 | 0.5990 | 0.6038 | 0.7770 | +| 0.4084 | 9.6842 | 1104 | 0.6035 | 0.5990 | 0.6035 | 0.7769 | +| 0.4084 | 9.7018 | 1106 | 0.6036 | 0.5990 | 0.6036 | 0.7769 | +| 0.4084 | 9.7193 | 1108 | 0.6032 | 0.5990 | 0.6032 | 0.7766 | +| 0.4084 | 9.7368 | 1110 | 0.6027 | 0.5990 | 0.6027 | 0.7763 | +| 0.4084 | 9.7544 | 1112 | 0.6027 | 0.5990 | 0.6027 | 0.7763 | +| 0.4084 | 9.7719 | 1114 | 0.6028 | 0.5990 | 0.6028 | 0.7764 | +| 0.4084 | 9.7895 | 1116 | 0.6028 | 0.5990 | 0.6028 | 0.7764 | +| 0.4084 | 9.8070 | 1118 | 0.6031 | 0.5990 | 0.6031 | 0.7766 | +| 0.4084 | 9.8246 | 1120 | 0.6033 | 0.5990 | 0.6033 | 0.7767 | +| 0.4084 | 9.8421 | 1122 | 0.6035 | 0.5990 | 0.6035 | 0.7768 | +| 0.4084 | 9.8596 | 1124 | 0.6039 | 0.5990 | 0.6039 | 0.7771 | +| 0.4084 | 9.8772 | 1126 | 0.6044 | 0.5990 | 0.6044 | 0.7774 | +| 0.4084 | 9.8947 | 1128 | 0.6047 | 0.5990 | 0.6047 | 0.7776 | +| 0.4084 | 9.9123 | 1130 | 0.6049 | 0.5990 | 0.6049 | 0.7778 | +| 0.4084 | 9.9298 | 1132 | 0.6049 | 0.5990 | 0.6049 | 0.7777 | +| 0.4084 | 9.9474 | 1134 | 0.6049 | 0.5990 | 0.6049 | 0.7778 | +| 0.4084 | 9.9649 | 1136 | 0.6050 | 0.5990 | 0.6050 | 0.7778 | +| 0.4084 | 9.9825 | 1138 | 0.6050 | 0.5990 | 0.6050 | 0.7778 | +| 0.4084 | 10.0 | 1140 | 0.6050 | 0.5990 | 0.6050 | 0.7778 | + + +### Framework versions + +- Transformers 4.44.2 +- Pytorch 2.4.0+cu118 +- Datasets 2.21.0 +- Tokenizers 0.19.1 diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..345c3e21bbf42c8a438bd5b16129915c81cbcee4 --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "_name_or_path": "aubmindlab/bert-base-arabertv02", + "architectures": [ + "BertForSequenceClassification" + ], + "attention_probs_dropout_prob": 0.1, + "classifier_dropout": null, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 768, + "id2label": { + "0": "LABEL_0" + }, + "initializer_range": 0.02, + 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