<!-- 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. -->
segformer-b0-finetuned-metallography_DsF
This model is a fine-tuned version of nvidia/mit-b0 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.0712
- Mean Iou: 0.4460
- Mean Accuracy: 0.6289
- Overall Accuracy: 0.6854
- Accuracy Background: nan
- Accuracy Haz: 0.1769
- Accuracy Matrix: 0.9906
- Accuracy Porosity: 0.0
- Accuracy Carbides: 0.9771
- Accuracy Substrate: 1.0
- Iou Background: 0.0
- Iou Haz: 0.1769
- Iou Matrix: 0.9845
- Iou Porosity: 0.0
- Iou Carbides: 0.9304
- Iou Substrate: 0.5839
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: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 200
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Haz | Accuracy Matrix | Accuracy Porosity | Accuracy Carbides | Accuracy Substrate | Iou Background | Iou Haz | Iou Matrix | Iou Porosity | Iou Carbides | Iou Substrate |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.5187 | 1.0 | 8 | 1.7410 | 0.2931 | 0.5071 | 0.5435 | nan | 0.9993 | 0.9535 | 0.0 | 0.5823 | 0.0005 | 0.0 | 0.4722 | 0.8123 | 0.0 | 0.4737 | 0.0005 |
1.2073 | 2.0 | 16 | 1.6492 | 0.4611 | 0.6065 | 0.6450 | nan | 0.9990 | 0.9393 | 0.0 | 0.8738 | 0.2203 | nan | 0.5253 | 0.9196 | 0.0 | 0.6403 | 0.2201 |
1.0802 | 3.0 | 24 | 1.4742 | 0.4699 | 0.6448 | 0.7993 | nan | 0.5036 | 0.9851 | 0.0 | 0.7425 | 0.9928 | 0.0 | 0.4995 | 0.9430 | 0.0 | 0.6825 | 0.6944 |
1.0695 | 4.0 | 32 | 1.2755 | 0.5079 | 0.6803 | 0.8481 | nan | 0.6272 | 0.9821 | 0.0 | 0.7973 | 0.9950 | 0.0 | 0.6237 | 0.9482 | 0.0 | 0.7235 | 0.7523 |
0.7541 | 5.0 | 40 | 1.0442 | 0.4523 | 0.6354 | 0.7553 | nan | 0.3764 | 0.9795 | 0.0 | 0.8210 | 1.0 | 0.0 | 0.3764 | 0.9493 | 0.0 | 0.7386 | 0.6494 |
0.8061 | 6.0 | 48 | 0.8578 | 0.4381 | 0.6257 | 0.7233 | nan | 0.2902 | 0.9772 | 0.0 | 0.8613 | 1.0 | 0.0 | 0.2902 | 0.9532 | 0.0 | 0.7658 | 0.6194 |
0.5941 | 7.0 | 56 | 0.7094 | 0.4265 | 0.6125 | 0.7000 | nan | 0.2268 | 0.9832 | 0.0 | 0.8527 | 1.0 | 0.0 | 0.2268 | 0.9577 | 0.0 | 0.7754 | 0.5990 |
0.8048 | 8.0 | 64 | 0.6804 | 0.4300 | 0.6070 | 0.7168 | nan | 0.2727 | 0.9932 | 0.0 | 0.7690 | 1.0 | 0.0 | 0.2727 | 0.9547 | 0.0 | 0.7391 | 0.6136 |
0.6649 | 9.0 | 72 | 0.9445 | 0.3885 | 0.5679 | 0.6423 | nan | 0.0758 | 0.9942 | 0.0 | 0.7692 | 1.0 | 0.0 | 0.0758 | 0.9557 | 0.0 | 0.7442 | 0.5555 |
0.5352 | 10.0 | 80 | 1.1298 | 0.3882 | 0.5736 | 0.6265 | nan | 0.0315 | 0.9875 | 0.0 | 0.8489 | 1.0 | 0.0 | 0.0315 | 0.9613 | 0.0 | 0.7926 | 0.5439 |
0.5562 | 11.0 | 88 | 0.7704 | 0.4486 | 0.6331 | 0.7295 | nan | 0.3030 | 0.9827 | 0.0 | 0.8796 | 1.0 | 0.0 | 0.3030 | 0.9614 | 0.0 | 0.8034 | 0.6237 |
0.4015 | 12.0 | 96 | 1.1712 | 0.3857 | 0.5701 | 0.6190 | nan | 0.0108 | 0.9895 | 0.0 | 0.8502 | 1.0 | 0.0 | 0.0108 | 0.9635 | 0.0 | 0.8012 | 0.5387 |
0.5045 | 13.0 | 104 | 0.8262 | 0.4409 | 0.6167 | 0.7240 | nan | 0.2893 | 0.9939 | 0.0 | 0.8004 | 0.9999 | 0.0 | 0.2893 | 0.9601 | 0.0 | 0.7767 | 0.6191 |
0.7582 | 14.0 | 112 | 0.9599 | 0.4301 | 0.6037 | 0.7132 | nan | 0.2620 | 0.9980 | 0.0 | 0.7583 | 1.0 | 0.0 | 0.2620 | 0.9576 | 0.0 | 0.7504 | 0.6102 |
0.3979 | 15.0 | 120 | 1.3405 | 0.3849 | 0.5649 | 0.6195 | nan | 0.0121 | 0.9952 | 0.0 | 0.8171 | 1.0 | 0.0 | 0.0121 | 0.9639 | 0.0 | 0.7946 | 0.5390 |
0.3459 | 16.0 | 128 | 1.1669 | 0.4122 | 0.5969 | 0.6555 | nan | 0.1052 | 0.9871 | 0.0 | 0.8924 | 1.0 | 0.0 | 0.1052 | 0.9677 | 0.0 | 0.8369 | 0.5635 |
0.3216 | 17.0 | 136 | 1.2025 | 0.4040 | 0.5911 | 0.6383 | nan | 0.0601 | 0.9834 | 0.0 | 0.9120 | 1.0000 | 0.0 | 0.0601 | 0.9671 | 0.0 | 0.8457 | 0.5514 |
0.3998 | 18.0 | 144 | 1.3530 | 0.3953 | 0.5789 | 0.6182 | nan | 0.0053 | 0.9894 | 0.0 | 0.8999 | 1.0 | 0.0 | 0.0053 | 0.9711 | 0.0 | 0.8578 | 0.5373 |
0.4093 | 19.0 | 152 | 0.2906 | 0.5675 | 0.7263 | 0.9006 | nan | 0.7494 | 0.9929 | 0.0 | 0.8893 | 1.0 | 0.0 | 0.7494 | 0.9729 | 0.0 | 0.8608 | 0.8218 |
0.2958 | 20.0 | 160 | 1.6992 | 0.3971 | 0.5803 | 0.6189 | nan | 0.0067 | 0.9898 | 0.0 | 0.9050 | 1.0 | 0.0 | 0.0067 | 0.9723 | 0.0 | 0.8659 | 0.5376 |
0.2853 | 21.0 | 168 | 1.6151 | 0.3965 | 0.5772 | 0.6183 | nan | 0.0068 | 0.9878 | 0.0 | 0.8914 | 1.0 | 0.0 | 0.0068 | 0.9682 | 0.0 | 0.8661 | 0.5377 |
0.5007 | 22.0 | 176 | 1.2305 | 0.4258 | 0.6067 | 0.6681 | nan | 0.1358 | 0.9913 | 0.0 | 0.9066 | 1.0 | 0.0 | 0.1358 | 0.9740 | 0.0 | 0.8728 | 0.5720 |
1.1254 | 23.0 | 184 | 1.1864 | 0.4372 | 0.6170 | 0.6888 | nan | 0.1902 | 0.9922 | 0.0 | 0.9027 | 1.0 | 0.0 | 0.1902 | 0.9742 | 0.0 | 0.8710 | 0.5879 |
0.3304 | 24.0 | 192 | 0.9748 | 0.4781 | 0.6520 | 0.7609 | nan | 0.3819 | 0.9909 | 0.0 | 0.8872 | 1.0 | 0.0 | 0.3819 | 0.9706 | 0.0 | 0.8645 | 0.6514 |
0.2638 | 25.0 | 200 | 1.2907 | 0.4061 | 0.5861 | 0.6348 | nan | 0.0478 | 0.9944 | 0.0 | 0.8882 | 1.0 | 0.0 | 0.0478 | 0.9742 | 0.0 | 0.8664 | 0.5482 |
0.3102 | 26.0 | 208 | 1.6851 | 0.3982 | 0.5837 | 0.6166 | nan | 0.0 | 0.9866 | 0.0 | 0.9317 | 1.0 | 0.0 | 0.0 | 0.9734 | 0.0 | 0.8796 | 0.5360 |
1.0521 | 27.0 | 216 | 1.8577 | 0.3974 | 0.5792 | 0.6164 | nan | 0.0 | 0.9901 | 0.0 | 0.9059 | 1.0 | 0.0 | 0.0 | 0.9727 | 0.0 | 0.8756 | 0.5360 |
0.7462 | 28.0 | 224 | 0.8075 | 0.4878 | 0.6618 | 0.7722 | nan | 0.4089 | 0.9945 | 0.0 | 0.9054 | 1.0 | 0.0 | 0.4089 | 0.9770 | 0.0 | 0.8792 | 0.6616 |
0.2287 | 29.0 | 232 | 2.0142 | 0.3908 | 0.5691 | 0.6159 | nan | 0.0 | 0.9958 | 0.0 | 0.8497 | 1.0 | 0.0 | 0.0 | 0.9696 | 0.0 | 0.8394 | 0.5360 |
0.2192 | 30.0 | 240 | 2.0412 | 0.4002 | 0.5822 | 0.6176 | nan | 0.0019 | 0.9911 | 0.0 | 0.9179 | 1.0 | 0.0 | 0.0019 | 0.9756 | 0.0 | 0.8872 | 0.5364 |
0.2033 | 31.0 | 248 | 0.9385 | 0.4938 | 0.6777 | 0.7831 | nan | 0.4394 | 0.9798 | 0.0 | 0.9691 | 1.0 | 0.0 | 0.4394 | 0.9725 | 0.0 | 0.8778 | 0.6733 |
0.5603 | 32.0 | 256 | 1.8928 | 0.3973 | 0.5762 | 0.6213 | nan | 0.0123 | 0.9968 | 0.0 | 0.8720 | 1.0 | 0.0 | 0.0123 | 0.9740 | 0.0 | 0.8586 | 0.5391 |
0.3925 | 33.0 | 264 | 2.3578 | 0.3996 | 0.5808 | 0.6171 | nan | 0.0 | 0.9939 | 0.0 | 0.9103 | 1.0 | 0.0 | 0.0 | 0.9771 | 0.0 | 0.8846 | 0.5360 |
0.7285 | 34.0 | 272 | 2.0361 | 0.4037 | 0.5881 | 0.6201 | nan | 0.0070 | 0.9903 | 0.0 | 0.9433 | 1.0 | 0.0 | 0.0070 | 0.9789 | 0.0 | 0.8985 | 0.5377 |
0.3214 | 35.0 | 280 | 2.2648 | 0.3984 | 0.5779 | 0.6181 | nan | 0.0033 | 0.9956 | 0.0 | 0.8906 | 1.0 | 0.0 | 0.0033 | 0.9758 | 0.0 | 0.8745 | 0.5368 |
0.6154 | 36.0 | 288 | 1.7492 | 0.4144 | 0.5931 | 0.6461 | nan | 0.0776 | 0.9938 | 0.0 | 0.8943 | 1.0 | 0.0 | 0.0776 | 0.9745 | 0.0 | 0.8780 | 0.5560 |
0.1243 | 37.0 | 296 | 0.8522 | 0.5062 | 0.6802 | 0.7952 | nan | 0.4687 | 0.9911 | 0.0 | 0.9413 | 1.0 | 0.0 | 0.4687 | 0.9793 | 0.0 | 0.9045 | 0.6849 |
0.1868 | 38.0 | 304 | 1.2724 | 0.4668 | 0.6431 | 0.7323 | nan | 0.3032 | 0.9938 | 0.0 | 0.9183 | 1.0 | 0.0 | 0.3032 | 0.9783 | 0.0 | 0.8955 | 0.6238 |
0.1974 | 39.0 | 312 | 2.2168 | 0.4026 | 0.5841 | 0.6176 | nan | 0.0 | 0.9939 | 0.0 | 0.9265 | 1.0 | 0.0 | 0.0 | 0.9797 | 0.0 | 0.8997 | 0.5360 |
0.2558 | 40.0 | 320 | 1.6210 | 0.4063 | 0.5868 | 0.6261 | nan | 0.0240 | 0.9921 | 0.0 | 0.9179 | 1.0 | 0.0 | 0.0240 | 0.9766 | 0.0 | 0.8955 | 0.5421 |
0.1829 | 41.0 | 328 | 0.9688 | 0.4806 | 0.6538 | 0.7586 | nan | 0.3731 | 0.9949 | 0.0 | 0.9012 | 1.0 | 0.0 | 0.3731 | 0.9767 | 0.0 | 0.8858 | 0.6482 |
0.1703 | 42.0 | 336 | 1.3350 | 0.4462 | 0.6250 | 0.6950 | nan | 0.2038 | 0.9949 | 0.0 | 0.9263 | 1.0 | 0.0 | 0.2038 | 0.9806 | 0.0 | 0.9011 | 0.5919 |
0.1354 | 43.0 | 344 | 1.4363 | 0.4375 | 0.6170 | 0.6795 | nan | 0.1632 | 0.9937 | 0.0 | 0.9282 | 1.0 | 0.0 | 0.1632 | 0.9797 | 0.0 | 0.9024 | 0.5799 |
1.8428 | 44.0 | 352 | 1.5515 | 0.4524 | 0.6320 | 0.7042 | nan | 0.2289 | 0.9904 | 0.0 | 0.9408 | 1.0 | 0.0 | 0.2289 | 0.9785 | 0.0 | 0.9072 | 0.5997 |
0.2148 | 45.0 | 360 | 2.3857 | 0.4046 | 0.5877 | 0.6179 | nan | 0.0002 | 0.9925 | 0.0 | 0.9458 | 1.0 | 0.0 | 0.0002 | 0.9814 | 0.0 | 0.9098 | 0.5360 |
0.3558 | 46.0 | 368 | 1.6408 | 0.4296 | 0.6084 | 0.6672 | nan | 0.1308 | 0.9958 | 0.0 | 0.9152 | 1.0 | 0.0 | 0.1308 | 0.9798 | 0.0 | 0.8966 | 0.5706 |
0.1668 | 47.0 | 376 | 1.2740 | 0.4795 | 0.6541 | 0.7521 | nan | 0.3549 | 0.9947 | 0.0 | 0.9207 | 1.0 | 0.0 | 0.3549 | 0.9795 | 0.0 | 0.9007 | 0.6417 |
0.1406 | 48.0 | 384 | 1.8785 | 0.4503 | 0.6303 | 0.6986 | nan | 0.2129 | 0.9923 | 0.0 | 0.9461 | 1.0 | 0.0 | 0.2129 | 0.9812 | 0.0 | 0.9128 | 0.5947 |
0.1155 | 49.0 | 392 | 2.5516 | 0.4057 | 0.5844 | 0.6285 | nan | 0.0296 | 0.9973 | 0.0 | 0.8953 | 1.0 | 0.0 | 0.0296 | 0.9781 | 0.0 | 0.8831 | 0.5434 |
0.1754 | 50.0 | 400 | 1.1770 | 0.4830 | 0.6565 | 0.7591 | nan | 0.3733 | 0.9963 | 0.0 | 0.9128 | 1.0 | 0.0 | 0.3733 | 0.9799 | 0.0 | 0.8964 | 0.6483 |
0.1437 | 51.0 | 408 | 1.3503 | 0.4607 | 0.6404 | 0.7152 | nan | 0.2561 | 0.9926 | 0.0 | 0.9535 | 1.0 | 0.0 | 0.2561 | 0.9827 | 0.0 | 0.9171 | 0.6083 |
0.9567 | 52.0 | 416 | 2.4101 | 0.4082 | 0.5906 | 0.6234 | nan | 0.0144 | 0.9930 | 0.0 | 0.9459 | 1.0 | 0.0 | 0.0144 | 0.9819 | 0.0 | 0.9133 | 0.5396 |
0.1069 | 53.0 | 424 | 2.3543 | 0.4055 | 0.5871 | 0.6199 | nan | 0.0054 | 0.9940 | 0.0 | 0.9360 | 1.0 | 0.0 | 0.0054 | 0.9813 | 0.0 | 0.9092 | 0.5373 |
0.1372 | 54.0 | 432 | 1.8558 | 0.4259 | 0.6079 | 0.6546 | nan | 0.0965 | 0.9929 | 0.0 | 0.9501 | 1.0 | 0.0 | 0.0965 | 0.9825 | 0.0 | 0.9154 | 0.5611 |
0.1256 | 55.0 | 440 | 1.6107 | 0.4701 | 0.6463 | 0.7340 | nan | 0.3063 | 0.9948 | 0.0 | 0.9303 | 1.0 | 0.0 | 0.3063 | 0.9812 | 0.0 | 0.9082 | 0.6248 |
0.1052 | 56.0 | 448 | 2.1773 | 0.4252 | 0.6070 | 0.6531 | nan | 0.0927 | 0.9928 | 0.0 | 0.9493 | 1.0 | 0.0 | 0.0927 | 0.9823 | 0.0 | 0.9162 | 0.5601 |
0.1056 | 57.0 | 456 | 2.0693 | 0.4295 | 0.6107 | 0.6607 | nan | 0.1124 | 0.9935 | 0.0 | 0.9475 | 1.0 | 0.0 | 0.1124 | 0.9826 | 0.0 | 0.9163 | 0.5655 |
0.1147 | 58.0 | 464 | 2.5501 | 0.4120 | 0.5934 | 0.6296 | nan | 0.0310 | 0.9930 | 0.0 | 0.9429 | 1.0 | 0.0 | 0.0310 | 0.9814 | 0.0 | 0.9158 | 0.5438 |
0.6233 | 59.0 | 472 | 2.1451 | 0.4237 | 0.6057 | 0.6494 | nan | 0.0828 | 0.9926 | 0.0 | 0.9529 | 1.0 | 0.0 | 0.0828 | 0.9827 | 0.0 | 0.9194 | 0.5574 |
0.1155 | 60.0 | 480 | 2.2341 | 0.4231 | 0.6045 | 0.6487 | nan | 0.0808 | 0.9934 | 0.0 | 0.9485 | 1.0 | 0.0 | 0.0808 | 0.9827 | 0.0 | 0.9180 | 0.5569 |
0.0929 | 61.0 | 488 | 1.9055 | 0.4321 | 0.6125 | 0.6644 | nan | 0.1221 | 0.9939 | 0.0 | 0.9466 | 1.0 | 0.0 | 0.1221 | 0.9829 | 0.0 | 0.9193 | 0.5682 |
0.1289 | 62.0 | 496 | 1.8765 | 0.4305 | 0.6140 | 0.6613 | nan | 0.1144 | 0.9897 | 0.0 | 0.9659 | 1.0 | 0.0 | 0.1144 | 0.9818 | 0.0 | 0.9207 | 0.5660 |
0.489 | 63.0 | 504 | 2.2911 | 0.4089 | 0.5921 | 0.6216 | nan | 0.0090 | 0.9924 | 0.0 | 0.9592 | 1.0 | 0.0 | 0.0090 | 0.9834 | 0.0 | 0.9229 | 0.5382 |
1.9095 | 64.0 | 512 | 2.1933 | 0.4267 | 0.6070 | 0.6552 | nan | 0.0979 | 0.9950 | 0.0 | 0.9420 | 1.0 | 0.0 | 0.0979 | 0.9832 | 0.0 | 0.9177 | 0.5615 |
0.131 | 65.0 | 520 | 1.8518 | 0.4368 | 0.6159 | 0.6746 | nan | 0.1492 | 0.9958 | 0.0 | 0.9348 | 1.0 | 0.0 | 0.1492 | 0.9828 | 0.0 | 0.9130 | 0.5758 |
0.093 | 66.0 | 528 | 2.1332 | 0.4164 | 0.6038 | 0.6388 | nan | 0.0554 | 0.9872 | 0.0 | 0.9766 | 1.0 | 0.0 | 0.0554 | 0.9810 | 0.0 | 0.9118 | 0.5501 |
0.0769 | 67.0 | 536 | 2.3863 | 0.4085 | 0.5899 | 0.6218 | nan | 0.0099 | 0.9938 | 0.0 | 0.9457 | 1.0 | 0.0 | 0.0099 | 0.9827 | 0.0 | 0.9199 | 0.5385 |
0.0871 | 68.0 | 544 | 2.1332 | 0.4143 | 0.5945 | 0.6338 | nan | 0.0416 | 0.9950 | 0.0 | 0.9359 | 1.0 | 0.0 | 0.0416 | 0.9823 | 0.0 | 0.9151 | 0.5465 |
0.0793 | 69.0 | 552 | 2.4864 | 0.4101 | 0.5905 | 0.6261 | nan | 0.0210 | 0.9962 | 0.0 | 0.9351 | 1.0 | 0.0 | 0.0210 | 0.9834 | 0.0 | 0.9148 | 0.5412 |
0.0888 | 70.0 | 560 | 2.2697 | 0.4268 | 0.6071 | 0.6545 | nan | 0.0957 | 0.9954 | 0.0 | 0.9446 | 1.0 | 0.0 | 0.0957 | 0.9840 | 0.0 | 0.9201 | 0.5609 |
0.08 | 71.0 | 568 | 2.0904 | 0.4246 | 0.6105 | 0.6515 | nan | 0.0888 | 0.9877 | 0.0 | 0.9758 | 1.0 | 0.0 | 0.0888 | 0.9814 | 0.0 | 0.9185 | 0.5590 |
0.0897 | 72.0 | 576 | 1.6181 | 0.4453 | 0.6247 | 0.6863 | nan | 0.1796 | 0.9945 | 0.0 | 0.9496 | 1.0 | 0.0 | 0.1796 | 0.984 | 0.0 | 0.9233 | 0.5847 |
0.0944 | 73.0 | 584 | 2.3413 | 0.4231 | 0.6029 | 0.6488 | nan | 0.0808 | 0.9958 | 0.0 | 0.9377 | 1.0 | 0.0 | 0.0808 | 0.9834 | 0.0 | 0.9176 | 0.5568 |
0.075 | 74.0 | 592 | 2.8188 | 0.4132 | 0.5945 | 0.6295 | nan | 0.0299 | 0.9944 | 0.0 | 0.9484 | 1.0 | 0.0 | 0.0299 | 0.9836 | 0.0 | 0.9221 | 0.5435 |
0.0662 | 75.0 | 600 | 1.2679 | 0.4941 | 0.6715 | 0.7693 | nan | 0.3984 | 0.9914 | 0.0 | 0.9679 | 1.0 | 0.0 | 0.3984 | 0.9838 | 0.0 | 0.9252 | 0.6575 |
0.098 | 76.0 | 608 | 1.8848 | 0.4348 | 0.6162 | 0.6667 | nan | 0.1276 | 0.9932 | 0.0 | 0.9600 | 1.0 | 0.0 | 0.1276 | 0.9844 | 0.0 | 0.9270 | 0.5697 |
0.0674 | 77.0 | 616 | 2.2552 | 0.4205 | 0.6012 | 0.6420 | nan | 0.0625 | 0.9952 | 0.0 | 0.9481 | 1.0 | 0.0 | 0.0625 | 0.9844 | 0.0 | 0.9240 | 0.5520 |
0.1523 | 78.0 | 624 | 1.8392 | 0.4369 | 0.6177 | 0.6706 | nan | 0.1378 | 0.9941 | 0.0 | 0.9568 | 1.0 | 0.0 | 0.1378 | 0.9847 | 0.0 | 0.9261 | 0.5726 |
0.0885 | 79.0 | 632 | 1.0762 | 0.5071 | 0.6819 | 0.7902 | nan | 0.4533 | 0.9927 | 0.0 | 0.9638 | 1.0 | 0.0 | 0.4533 | 0.9844 | 0.0 | 0.9264 | 0.6787 |
0.0874 | 80.0 | 640 | 1.7894 | 0.4506 | 0.6338 | 0.6960 | nan | 0.2052 | 0.9899 | 0.0 | 0.9739 | 1.0 | 0.0 | 0.2052 | 0.9833 | 0.0 | 0.9226 | 0.5924 |
1.0297 | 81.0 | 648 | 2.4597 | 0.4278 | 0.6111 | 0.6544 | nan | 0.0952 | 0.9916 | 0.0 | 0.9686 | 1.0 | 0.0 | 0.0952 | 0.9841 | 0.0 | 0.9267 | 0.5607 |
0.2758 | 82.0 | 656 | 1.3680 | 0.4916 | 0.6664 | 0.7650 | nan | 0.3867 | 0.9951 | 0.0 | 0.9500 | 1.0 | 0.0 | 0.3867 | 0.9846 | 0.0 | 0.9248 | 0.6532 |
1.9304 | 83.0 | 664 | 1.8288 | 0.4472 | 0.6246 | 0.6921 | nan | 0.1950 | 0.9966 | 0.0 | 0.9315 | 1.0 | 0.0 | 0.1950 | 0.9831 | 0.0 | 0.9155 | 0.5893 |
0.121 | 84.0 | 672 | 2.8537 | 0.4170 | 0.5990 | 0.6341 | nan | 0.0410 | 0.9945 | 0.0 | 0.9593 | 1.0 | 0.0 | 0.0410 | 0.9855 | 0.0 | 0.9292 | 0.5464 |
0.0475 | 85.0 | 680 | 2.1935 | 0.4263 | 0.6068 | 0.6516 | nan | 0.0874 | 0.9955 | 0.0 | 0.9509 | 1.0 | 0.0 | 0.0874 | 0.9852 | 0.0 | 0.9267 | 0.5586 |
1.8815 | 86.0 | 688 | 2.4863 | 0.4234 | 0.6077 | 0.6471 | nan | 0.0762 | 0.9903 | 0.0 | 0.9721 | 1.0 | 0.0 | 0.0762 | 0.9834 | 0.0 | 0.9251 | 0.5556 |
0.0966 | 87.0 | 696 | 2.0991 | 0.4328 | 0.6194 | 0.6667 | nan | 0.1290 | 0.9865 | 0.0 | 0.9814 | 1.0 | 0.0 | 0.1290 | 0.9811 | 0.0 | 0.9168 | 0.5701 |
0.0843 | 88.0 | 704 | 1.9153 | 0.4436 | 0.6248 | 0.6814 | nan | 0.1657 | 0.9937 | 0.0 | 0.9645 | 1.0 | 0.0 | 0.1657 | 0.9856 | 0.0 | 0.9296 | 0.5806 |
0.0838 | 89.0 | 712 | 2.3200 | 0.4325 | 0.6129 | 0.6616 | nan | 0.1138 | 0.9947 | 0.0 | 0.9558 | 1.0 | 0.0 | 0.1138 | 0.9852 | 0.0 | 0.9299 | 0.5659 |
0.0791 | 90.0 | 720 | 2.3284 | 0.4243 | 0.6062 | 0.6467 | nan | 0.0748 | 0.9931 | 0.0 | 0.9631 | 1.0 | 0.0 | 0.0748 | 0.9848 | 0.0 | 0.9309 | 0.5552 |
0.0404 | 91.0 | 728 | 1.4893 | 0.4648 | 0.6427 | 0.7186 | nan | 0.2642 | 0.9951 | 0.0 | 0.9541 | 1.0 | 0.0 | 0.2642 | 0.9853 | 0.0 | 0.9287 | 0.6109 |
0.1114 | 92.0 | 736 | 1.9462 | 0.4330 | 0.6128 | 0.6637 | nan | 0.1194 | 0.9958 | 0.0 | 0.9490 | 1.0 | 0.0 | 0.1194 | 0.9852 | 0.0 | 0.9262 | 0.5674 |
0.0804 | 93.0 | 744 | 2.3175 | 0.4179 | 0.6002 | 0.6358 | nan | 0.0461 | 0.9934 | 0.0 | 0.9613 | 1.0 | 0.0 | 0.0461 | 0.9848 | 0.0 | 0.9289 | 0.5477 |
0.0798 | 94.0 | 752 | 1.7572 | 0.4587 | 0.6406 | 0.7095 | nan | 0.2410 | 0.9897 | 0.0 | 0.9721 | 1.0 | 0.0 | 0.2410 | 0.9829 | 0.0 | 0.9249 | 0.6035 |
0.0845 | 95.0 | 760 | 1.7037 | 0.4664 | 0.6492 | 0.7242 | nan | 0.2803 | 0.9881 | 0.0 | 0.9777 | 1.0 | 0.0 | 0.2803 | 0.9822 | 0.0 | 0.9201 | 0.6161 |
0.0615 | 96.0 | 768 | 2.0290 | 0.4425 | 0.6243 | 0.6800 | nan | 0.1626 | 0.9921 | 0.0 | 0.9666 | 1.0 | 0.0 | 0.1626 | 0.9843 | 0.0 | 0.9285 | 0.5797 |
0.0526 | 97.0 | 776 | 2.7374 | 0.4095 | 0.5909 | 0.6209 | nan | 0.0064 | 0.9952 | 0.0 | 0.9527 | 1.0 | 0.0 | 0.0064 | 0.9851 | 0.0 | 0.9279 | 0.5376 |
0.0808 | 98.0 | 784 | 2.0120 | 0.4346 | 0.6164 | 0.6655 | nan | 0.1241 | 0.9934 | 0.0 | 0.9646 | 1.0 | 0.0 | 0.1241 | 0.9853 | 0.0 | 0.9293 | 0.5687 |
0.0475 | 99.0 | 792 | 1.0516 | 0.5101 | 0.6878 | 0.7967 | nan | 0.4713 | 0.9877 | 0.0 | 0.9799 | 1.0 | 0.0 | 0.4713 | 0.9821 | 0.0 | 0.9211 | 0.6860 |
0.0678 | 100.0 | 800 | 1.5587 | 0.4879 | 0.6652 | 0.7579 | nan | 0.3682 | 0.9918 | 0.0 | 0.9659 | 1.0 | 0.0 | 0.3682 | 0.9839 | 0.0 | 0.9286 | 0.6464 |
1.6561 | 101.0 | 808 | 2.5298 | 0.4332 | 0.6136 | 0.6634 | nan | 0.1186 | 0.9948 | 0.0 | 0.9544 | 1.0 | 0.0 | 0.1186 | 0.9851 | 0.0 | 0.9284 | 0.5672 |
0.0627 | 102.0 | 816 | 2.1491 | 0.4380 | 0.6199 | 0.6716 | nan | 0.1403 | 0.9928 | 0.0 | 0.9666 | 1.0 | 0.0 | 0.1403 | 0.9850 | 0.0 | 0.9295 | 0.5733 |
0.0873 | 103.0 | 824 | 1.6588 | 0.4760 | 0.6550 | 0.7375 | nan | 0.3144 | 0.9918 | 0.0 | 0.9689 | 1.0 | 0.0 | 0.3144 | 0.9844 | 0.0 | 0.9294 | 0.6275 |
0.1551 | 104.0 | 832 | 1.5478 | 0.4884 | 0.6647 | 0.7584 | nan | 0.3693 | 0.9938 | 0.0 | 0.9604 | 1.0 | 0.0 | 0.3693 | 0.9850 | 0.0 | 0.9296 | 0.6468 |
0.0327 | 105.0 | 840 | 1.5536 | 0.4825 | 0.6620 | 0.7493 | nan | 0.3454 | 0.9907 | 0.0 | 0.9741 | 1.0 | 0.0 | 0.3454 | 0.9841 | 0.0 | 0.9271 | 0.6383 |
0.103 | 106.0 | 848 | 2.1304 | 0.4519 | 0.6352 | 0.6977 | nan | 0.2100 | 0.9888 | 0.0 | 0.9773 | 1.0 | 0.0 | 0.2100 | 0.9828 | 0.0 | 0.9248 | 0.5938 |
0.0305 | 107.0 | 856 | 2.1873 | 0.4392 | 0.6191 | 0.6741 | nan | 0.1470 | 0.9946 | 0.0 | 0.9538 | 1.0 | 0.0 | 0.1470 | 0.9847 | 0.0 | 0.9283 | 0.5752 |
0.0647 | 108.0 | 864 | 1.9897 | 0.4555 | 0.6371 | 0.7024 | nan | 0.2217 | 0.9913 | 0.0 | 0.9724 | 1.0 | 0.0 | 0.2217 | 0.9844 | 0.0 | 0.9295 | 0.5974 |
0.0474 | 109.0 | 872 | 2.0312 | 0.4396 | 0.6229 | 0.6747 | nan | 0.1487 | 0.9906 | 0.0 | 0.9752 | 1.0 | 0.0 | 0.1487 | 0.9842 | 0.0 | 0.9288 | 0.5757 |
0.0673 | 110.0 | 880 | 2.2469 | 0.4436 | 0.6260 | 0.6812 | nan | 0.1657 | 0.9918 | 0.0 | 0.9723 | 1.0 | 0.0 | 0.1657 | 0.9849 | 0.0 | 0.9303 | 0.5806 |
0.0491 | 111.0 | 888 | 1.9797 | 0.4431 | 0.6247 | 0.6800 | nan | 0.1622 | 0.9929 | 0.0 | 0.9683 | 1.0 | 0.0 | 0.1622 | 0.9854 | 0.0 | 0.9312 | 0.5796 |
0.061 | 112.0 | 896 | 1.5743 | 0.4722 | 0.6501 | 0.7304 | nan | 0.2954 | 0.9938 | 0.0 | 0.9615 | 1.0 | 0.0 | 0.2954 | 0.9852 | 0.0 | 0.9315 | 0.6211 |
0.0435 | 113.0 | 904 | 1.4859 | 0.4896 | 0.6693 | 0.7620 | nan | 0.3793 | 0.9891 | 0.0 | 0.9781 | 1.0 | 0.0 | 0.3793 | 0.9832 | 0.0 | 0.9248 | 0.6505 |
0.0453 | 114.0 | 912 | 1.5914 | 0.4932 | 0.6722 | 0.7674 | nan | 0.3936 | 0.9894 | 0.0 | 0.9782 | 1.0 | 0.0 | 0.3936 | 0.9835 | 0.0 | 0.9261 | 0.6557 |
0.0742 | 115.0 | 920 | 1.7837 | 0.4633 | 0.6417 | 0.7150 | nan | 0.2545 | 0.9942 | 0.0 | 0.9598 | 1.0 | 0.0 | 0.2545 | 0.9853 | 0.0 | 0.9319 | 0.6077 |
0.044 | 116.0 | 928 | 1.8849 | 0.4733 | 0.6523 | 0.7323 | nan | 0.3001 | 0.9927 | 0.0 | 0.9686 | 1.0 | 0.0 | 0.3001 | 0.9853 | 0.0 | 0.9319 | 0.6227 |
0.0583 | 117.0 | 936 | 2.1859 | 0.4415 | 0.6227 | 0.6768 | nan | 0.1536 | 0.9935 | 0.0 | 0.9666 | 1.0 | 0.0 | 0.1536 | 0.9857 | 0.0 | 0.9329 | 0.5771 |
0.0465 | 118.0 | 944 | 2.4777 | 0.4385 | 0.6191 | 0.6717 | nan | 0.1404 | 0.9941 | 0.0 | 0.9609 | 1.0 | 0.0 | 0.1404 | 0.9854 | 0.0 | 0.9318 | 0.5733 |
0.0459 | 119.0 | 952 | 2.2330 | 0.4397 | 0.6224 | 0.6748 | nan | 0.1487 | 0.9919 | 0.0 | 0.9713 | 1.0 | 0.0 | 0.1487 | 0.9848 | 0.0 | 0.9293 | 0.5757 |
0.0434 | 120.0 | 960 | 2.0761 | 0.4386 | 0.6229 | 0.6738 | nan | 0.1465 | 0.9899 | 0.0 | 0.9779 | 1.0 | 0.0 | 0.1465 | 0.9840 | 0.0 | 0.9262 | 0.5751 |
0.0538 | 121.0 | 968 | 2.0278 | 0.4388 | 0.6235 | 0.6746 | nan | 0.1486 | 0.9894 | 0.0 | 0.9793 | 1.0 | 0.0 | 0.1486 | 0.9837 | 0.0 | 0.9251 | 0.5757 |
0.4223 | 122.0 | 976 | 1.9251 | 0.4635 | 0.6429 | 0.7152 | nan | 0.2551 | 0.9935 | 0.0 | 0.9659 | 1.0 | 0.0 | 0.2551 | 0.9856 | 0.0 | 0.9324 | 0.6079 |
0.039 | 123.0 | 984 | 1.6391 | 0.4766 | 0.6566 | 0.7388 | nan | 0.3176 | 0.9911 | 0.0 | 0.9741 | 1.0 | 0.0 | 0.3176 | 0.9845 | 0.0 | 0.9286 | 0.6286 |
0.094 | 124.0 | 992 | 2.5742 | 0.4346 | 0.6188 | 0.6663 | nan | 0.1265 | 0.9904 | 0.0 | 0.9768 | 1.0 | 0.0 | 0.1265 | 0.9843 | 0.0 | 0.9275 | 0.5694 |
0.0481 | 125.0 | 1000 | 2.8845 | 0.4260 | 0.6084 | 0.6490 | nan | 0.0805 | 0.9930 | 0.0 | 0.9684 | 1.0 | 0.0 | 0.0805 | 0.9855 | 0.0 | 0.9332 | 0.5568 |
0.0519 | 126.0 | 1008 | 2.0920 | 0.4431 | 0.6257 | 0.6807 | nan | 0.1648 | 0.9908 | 0.0 | 0.9728 | 1.0 | 0.0 | 0.1648 | 0.9840 | 0.0 | 0.9296 | 0.5803 |
0.0408 | 127.0 | 1016 | 2.3639 | 0.4406 | 0.6230 | 0.6762 | nan | 0.1526 | 0.9912 | 0.0 | 0.9714 | 1.0 | 0.0 | 0.1526 | 0.9842 | 0.0 | 0.9302 | 0.5768 |
0.0786 | 128.0 | 1024 | 2.1270 | 0.4429 | 0.6251 | 0.6802 | nan | 0.1627 | 0.9926 | 0.0 | 0.9700 | 1.0 | 0.0 | 0.1627 | 0.9854 | 0.0 | 0.9296 | 0.5797 |
0.0475 | 129.0 | 1032 | 1.8585 | 0.4670 | 0.6474 | 0.7219 | nan | 0.2727 | 0.9921 | 0.0 | 0.9721 | 1.0 | 0.0 | 0.2727 | 0.9852 | 0.0 | 0.9302 | 0.6136 |
0.045 | 130.0 | 1040 | 1.6524 | 0.4774 | 0.6570 | 0.7397 | nan | 0.3199 | 0.9914 | 0.0 | 0.9736 | 1.0 | 0.0 | 0.3199 | 0.9847 | 0.0 | 0.9305 | 0.6294 |
0.041 | 131.0 | 1048 | 1.8854 | 0.4679 | 0.6492 | 0.7241 | nan | 0.2791 | 0.9900 | 0.0 | 0.9767 | 1.0 | 0.0 | 0.2791 | 0.9839 | 0.0 | 0.9287 | 0.6157 |
0.1093 | 132.0 | 1056 | 1.8038 | 0.4619 | 0.6442 | 0.7141 | nan | 0.2529 | 0.9893 | 0.0 | 0.9788 | 1.0 | 0.0 | 0.2529 | 0.9835 | 0.0 | 0.9276 | 0.6072 |
0.0421 | 133.0 | 1064 | 1.9111 | 0.4539 | 0.6347 | 0.6990 | nan | 0.2125 | 0.9923 | 0.0 | 0.9687 | 1.0 | 0.0 | 0.2125 | 0.9848 | 0.0 | 0.9314 | 0.5946 |
0.0453 | 134.0 | 1072 | 2.1196 | 0.4592 | 0.6396 | 0.7081 | nan | 0.2365 | 0.9926 | 0.0 | 0.9688 | 1.0 | 0.0 | 0.2365 | 0.9851 | 0.0 | 0.9315 | 0.6020 |
0.0241 | 135.0 | 1080 | 1.6863 | 0.4899 | 0.6687 | 0.7613 | nan | 0.3769 | 0.9909 | 0.0 | 0.9756 | 1.0 | 0.0 | 0.3769 | 0.9846 | 0.0 | 0.9282 | 0.6496 |
0.0254 | 136.0 | 1088 | 2.1083 | 0.4475 | 0.6308 | 0.6892 | nan | 0.1869 | 0.9903 | 0.0 | 0.9770 | 1.0 | 0.0 | 0.1869 | 0.9842 | 0.0 | 0.9273 | 0.5869 |
0.1062 | 137.0 | 1096 | 2.5432 | 0.4383 | 0.6209 | 0.6720 | nan | 0.1417 | 0.9912 | 0.0 | 0.9714 | 1.0 | 0.0 | 0.1417 | 0.9842 | 0.0 | 0.9304 | 0.5737 |
0.0501 | 138.0 | 1104 | 2.1469 | 0.4421 | 0.6248 | 0.6789 | nan | 0.1599 | 0.9906 | 0.0 | 0.9735 | 1.0 | 0.0 | 0.1599 | 0.9840 | 0.0 | 0.9298 | 0.5789 |
0.0404 | 139.0 | 1112 | 1.9064 | 0.4490 | 0.6318 | 0.6913 | nan | 0.1925 | 0.9904 | 0.0 | 0.9760 | 1.0 | 0.0 | 0.1925 | 0.9841 | 0.0 | 0.9291 | 0.5885 |
0.0482 | 140.0 | 1120 | 2.0069 | 0.4477 | 0.6331 | 0.6916 | nan | 0.1938 | 0.9879 | 0.0 | 0.9838 | 1.0 | 0.0 | 0.1938 | 0.9828 | 0.0 | 0.9206 | 0.5889 |
0.0596 | 141.0 | 1128 | 2.0316 | 0.4448 | 0.6260 | 0.6827 | nan | 0.1693 | 0.9931 | 0.0 | 0.9676 | 1.0 | 0.0 | 0.1693 | 0.9854 | 0.0 | 0.9326 | 0.5817 |
0.0618 | 142.0 | 1136 | 2.3923 | 0.4404 | 0.6227 | 0.6754 | nan | 0.1503 | 0.9918 | 0.0 | 0.9714 | 1.0 | 0.0 | 0.1503 | 0.9848 | 0.0 | 0.9312 | 0.5762 |
0.3089 | 143.0 | 1144 | 2.0555 | 0.4513 | 0.6339 | 0.6954 | nan | 0.2034 | 0.9905 | 0.0 | 0.9759 | 1.0 | 0.0 | 0.2034 | 0.9842 | 0.0 | 0.9286 | 0.5918 |
0.0641 | 144.0 | 1152 | 1.7879 | 0.4678 | 0.6488 | 0.7238 | nan | 0.2781 | 0.9907 | 0.0 | 0.9754 | 1.0 | 0.0 | 0.2781 | 0.9844 | 0.0 | 0.9292 | 0.6154 |
0.0329 | 145.0 | 1160 | 2.1691 | 0.4499 | 0.6328 | 0.6931 | nan | 0.1973 | 0.9901 | 0.0 | 0.9766 | 1.0 | 0.0 | 0.1973 | 0.9839 | 0.0 | 0.9280 | 0.5900 |
0.0467 | 146.0 | 1168 | 2.3254 | 0.4396 | 0.6238 | 0.6753 | nan | 0.1505 | 0.9897 | 0.0 | 0.9787 | 1.0 | 0.0 | 0.1505 | 0.9839 | 0.0 | 0.9269 | 0.5762 |
0.0428 | 147.0 | 1176 | 2.8431 | 0.4324 | 0.6154 | 0.6614 | nan | 0.1133 | 0.9919 | 0.0 | 0.9716 | 1.0 | 0.0 | 0.1133 | 0.9849 | 0.0 | 0.9305 | 0.5657 |
0.0557 | 148.0 | 1184 | 2.6073 | 0.4357 | 0.6179 | 0.6668 | nan | 0.1276 | 0.9921 | 0.0 | 0.9698 | 1.0 | 0.0 | 0.1276 | 0.9848 | 0.0 | 0.9318 | 0.5697 |
0.0458 | 149.0 | 1192 | 2.4131 | 0.4392 | 0.6226 | 0.6739 | nan | 0.1468 | 0.9904 | 0.0 | 0.9756 | 1.0 | 0.0 | 0.1468 | 0.9841 | 0.0 | 0.9292 | 0.5752 |
0.0471 | 150.0 | 1200 | 2.3525 | 0.4415 | 0.6260 | 0.6792 | nan | 0.1611 | 0.9890 | 0.0 | 0.9801 | 1.0 | 0.0 | 0.1611 | 0.9834 | 0.0 | 0.9250 | 0.5793 |
0.0419 | 151.0 | 1208 | 2.5800 | 0.4411 | 0.6246 | 0.6774 | nan | 0.1557 | 0.9907 | 0.0 | 0.9766 | 1.0 | 0.0 | 0.1557 | 0.9846 | 0.0 | 0.9288 | 0.5777 |
0.1147 | 152.0 | 1216 | 2.3918 | 0.4417 | 0.6245 | 0.6779 | nan | 0.1568 | 0.9915 | 0.0 | 0.9743 | 1.0 | 0.0 | 0.1568 | 0.9850 | 0.0 | 0.9306 | 0.5780 |
0.0612 | 153.0 | 1224 | 2.2010 | 0.4476 | 0.6309 | 0.6889 | nan | 0.1861 | 0.9901 | 0.0 | 0.9781 | 1.0 | 0.0 | 0.1861 | 0.9842 | 0.0 | 0.9288 | 0.5866 |
0.0705 | 154.0 | 1232 | 2.1664 | 0.4489 | 0.6330 | 0.6919 | nan | 0.1943 | 0.9892 | 0.0 | 0.9814 | 1.0 | 0.0 | 0.1943 | 0.9838 | 0.0 | 0.9262 | 0.5891 |
0.0415 | 155.0 | 1240 | 1.9297 | 0.4605 | 0.6427 | 0.7110 | nan | 0.2445 | 0.9903 | 0.0 | 0.9785 | 1.0 | 0.0 | 0.2445 | 0.9845 | 0.0 | 0.9293 | 0.6046 |
0.0467 | 156.0 | 1248 | 1.6941 | 0.4717 | 0.6515 | 0.7295 | nan | 0.2927 | 0.9920 | 0.0 | 0.9726 | 1.0 | 0.0 | 0.2927 | 0.9852 | 0.0 | 0.9318 | 0.6202 |
0.0405 | 157.0 | 1256 | 2.1342 | 0.4446 | 0.6267 | 0.6825 | nan | 0.1689 | 0.9921 | 0.0 | 0.9725 | 1.0 | 0.0 | 0.1689 | 0.9853 | 0.0 | 0.9318 | 0.5815 |
0.0345 | 158.0 | 1264 | 2.4181 | 0.4394 | 0.6229 | 0.6740 | nan | 0.1467 | 0.9906 | 0.0 | 0.9773 | 1.0 | 0.0 | 0.1467 | 0.9845 | 0.0 | 0.9299 | 0.5751 |
0.0402 | 159.0 | 1272 | 1.9033 | 0.4564 | 0.6378 | 0.7033 | nan | 0.2238 | 0.9915 | 0.0 | 0.9735 | 1.0 | 0.0 | 0.2238 | 0.9849 | 0.0 | 0.9320 | 0.5981 |
0.0232 | 160.0 | 1280 | 1.8925 | 0.4583 | 0.6385 | 0.7060 | nan | 0.2310 | 0.9927 | 0.0 | 0.9689 | 1.0 | 0.0 | 0.2310 | 0.9853 | 0.0 | 0.9331 | 0.6003 |
0.4503 | 161.0 | 1288 | 1.8296 | 0.4598 | 0.6400 | 0.7087 | nan | 0.2379 | 0.9927 | 0.0 | 0.9695 | 1.0 | 0.0 | 0.2379 | 0.9854 | 0.0 | 0.9331 | 0.6025 |
0.0341 | 162.0 | 1296 | 2.1864 | 0.4480 | 0.6308 | 0.6890 | nan | 0.1862 | 0.9910 | 0.0 | 0.9768 | 1.0 | 0.0 | 0.1862 | 0.9849 | 0.0 | 0.9305 | 0.5867 |
0.0462 | 163.0 | 1304 | 2.5545 | 0.4419 | 0.6257 | 0.6788 | nan | 0.1595 | 0.9904 | 0.0 | 0.9785 | 1.0 | 0.0 | 0.1595 | 0.9845 | 0.0 | 0.9287 | 0.5788 |
0.05 | 164.0 | 1312 | 2.4571 | 0.4411 | 0.6250 | 0.6774 | nan | 0.1558 | 0.9900 | 0.0 | 0.9794 | 1.0 | 0.0 | 0.1558 | 0.9843 | 0.0 | 0.9285 | 0.5777 |
0.0889 | 165.0 | 1320 | 2.2148 | 0.4420 | 0.6255 | 0.6788 | nan | 0.1596 | 0.9903 | 0.0 | 0.9777 | 1.0 | 0.0 | 0.1596 | 0.9843 | 0.0 | 0.9293 | 0.5789 |
0.0352 | 166.0 | 1328 | 2.4693 | 0.4437 | 0.6269 | 0.6817 | nan | 0.1670 | 0.9906 | 0.0 | 0.9771 | 1.0 | 0.0 | 0.1670 | 0.9845 | 0.0 | 0.9295 | 0.5810 |
1.7247 | 167.0 | 1336 | 2.4316 | 0.4483 | 0.6307 | 0.6894 | nan | 0.1873 | 0.9913 | 0.0 | 0.9746 | 1.0 | 0.0 | 0.1873 | 0.9848 | 0.0 | 0.9306 | 0.5870 |
0.042 | 168.0 | 1344 | 1.9001 | 0.4673 | 0.6468 | 0.7216 | nan | 0.2720 | 0.9929 | 0.0 | 0.9691 | 1.0 | 0.0 | 0.2720 | 0.9855 | 0.0 | 0.9328 | 0.6134 |
0.0724 | 169.0 | 1352 | 1.7586 | 0.4818 | 0.6605 | 0.7465 | nan | 0.3377 | 0.9923 | 0.0 | 0.9724 | 1.0 | 0.0 | 0.3377 | 0.9854 | 0.0 | 0.9321 | 0.6356 |
0.3648 | 170.0 | 1360 | 1.7467 | 0.4822 | 0.6602 | 0.7470 | nan | 0.3389 | 0.9928 | 0.0 | 0.9694 | 1.0 | 0.0 | 0.3389 | 0.9855 | 0.0 | 0.9329 | 0.6360 |
0.0397 | 171.0 | 1368 | 2.0050 | 0.4704 | 0.6497 | 0.7270 | nan | 0.2861 | 0.9927 | 0.0 | 0.9697 | 1.0 | 0.0 | 0.2861 | 0.9854 | 0.0 | 0.9329 | 0.6180 |
0.0321 | 172.0 | 1376 | 2.0784 | 0.4582 | 0.6393 | 0.7062 | nan | 0.2314 | 0.9919 | 0.0 | 0.9733 | 1.0 | 0.0 | 0.2314 | 0.9852 | 0.0 | 0.9321 | 0.6004 |
0.0469 | 173.0 | 1384 | 1.9418 | 0.4601 | 0.6417 | 0.7100 | nan | 0.2417 | 0.9909 | 0.0 | 0.9760 | 1.0 | 0.0 | 0.2417 | 0.9847 | 0.0 | 0.9304 | 0.6037 |
0.0527 | 174.0 | 1392 | 1.9706 | 0.4717 | 0.6522 | 0.7298 | nan | 0.2939 | 0.9909 | 0.0 | 0.9765 | 1.0 | 0.0 | 0.2939 | 0.9847 | 0.0 | 0.9308 | 0.6206 |
1.7826 | 175.0 | 1400 | 2.1285 | 0.4713 | 0.6525 | 0.7298 | nan | 0.2939 | 0.9902 | 0.0 | 0.9782 | 1.0 | 0.0 | 0.2939 | 0.9843 | 0.0 | 0.9291 | 0.6206 |
0.0409 | 176.0 | 1408 | 2.7636 | 0.4441 | 0.6278 | 0.6829 | nan | 0.1704 | 0.9897 | 0.0 | 0.9789 | 1.0 | 0.0 | 0.1704 | 0.9839 | 0.0 | 0.9285 | 0.5820 |
0.0368 | 177.0 | 1416 | 2.3225 | 0.4423 | 0.6253 | 0.6788 | nan | 0.1595 | 0.9907 | 0.0 | 0.9764 | 1.0 | 0.0 | 0.1595 | 0.9845 | 0.0 | 0.9310 | 0.5788 |
0.04 | 178.0 | 1424 | 2.9248 | 0.4386 | 0.6221 | 0.6725 | nan | 0.1427 | 0.9907 | 0.0 | 0.9771 | 1.0 | 0.0 | 0.1427 | 0.9846 | 0.0 | 0.9306 | 0.5740 |
0.0509 | 179.0 | 1432 | 2.6201 | 0.4391 | 0.6225 | 0.6732 | nan | 0.1448 | 0.9907 | 0.0 | 0.9769 | 1.0 | 0.0 | 0.1448 | 0.9845 | 0.0 | 0.9305 | 0.5746 |
0.0863 | 180.0 | 1440 | 2.3991 | 0.4406 | 0.6235 | 0.6757 | nan | 0.1510 | 0.9912 | 0.0 | 0.9753 | 1.0 | 0.0 | 0.1510 | 0.9848 | 0.0 | 0.9315 | 0.5764 |
0.0914 | 181.0 | 1448 | 2.5343 | 0.4414 | 0.6246 | 0.6772 | nan | 0.1550 | 0.9910 | 0.0 | 0.9769 | 1.0 | 0.0 | 0.1550 | 0.9848 | 0.0 | 0.9309 | 0.5775 |
0.3554 | 182.0 | 1456 | 2.3947 | 0.4419 | 0.6244 | 0.6778 | nan | 0.1565 | 0.9918 | 0.0 | 0.9737 | 1.0 | 0.0 | 0.1565 | 0.9851 | 0.0 | 0.9318 | 0.5779 |
0.1047 | 183.0 | 1464 | 2.1268 | 0.4442 | 0.6268 | 0.6818 | nan | 0.1673 | 0.9912 | 0.0 | 0.9757 | 1.0 | 0.0 | 0.1673 | 0.9849 | 0.0 | 0.9317 | 0.5811 |
0.0354 | 184.0 | 1472 | 2.1620 | 0.4460 | 0.6280 | 0.6848 | nan | 0.1751 | 0.9919 | 0.0 | 0.9730 | 1.0 | 0.0 | 0.1751 | 0.9851 | 0.0 | 0.9326 | 0.5834 |
0.3749 | 185.0 | 1480 | 2.0731 | 0.4481 | 0.6305 | 0.6888 | nan | 0.1857 | 0.9911 | 0.0 | 0.9756 | 1.0 | 0.0 | 0.1857 | 0.9848 | 0.0 | 0.9319 | 0.5865 |
0.0289 | 186.0 | 1488 | 2.0851 | 0.4451 | 0.6287 | 0.6845 | nan | 0.1747 | 0.9899 | 0.0 | 0.9790 | 1.0 | 0.0 | 0.1747 | 0.9841 | 0.0 | 0.9287 | 0.5833 |
0.0585 | 187.0 | 1496 | 2.1138 | 0.4431 | 0.6275 | 0.6816 | nan | 0.1671 | 0.9891 | 0.0 | 0.9815 | 1.0 | 0.0 | 0.1671 | 0.9838 | 0.0 | 0.9265 | 0.5810 |
0.0385 | 188.0 | 1504 | 2.0847 | 0.4450 | 0.6297 | 0.6855 | nan | 0.1777 | 0.9885 | 0.0 | 0.9822 | 1.0 | 0.0 | 0.1777 | 0.9833 | 0.0 | 0.9247 | 0.5841 |
0.0638 | 189.0 | 1512 | 2.0967 | 0.4482 | 0.6318 | 0.6902 | nan | 0.1897 | 0.9896 | 0.0 | 0.9797 | 1.0 | 0.0 | 0.1897 | 0.9839 | 0.0 | 0.9279 | 0.5877 |
0.0639 | 190.0 | 1520 | 2.5366 | 0.4435 | 0.6272 | 0.6817 | nan | 0.1671 | 0.9900 | 0.0 | 0.9790 | 1.0 | 0.0 | 0.1671 | 0.9842 | 0.0 | 0.9284 | 0.5810 |
0.0351 | 191.0 | 1528 | 2.3209 | 0.4448 | 0.6275 | 0.6830 | nan | 0.1702 | 0.9913 | 0.0 | 0.9758 | 1.0 | 0.0 | 0.1702 | 0.9850 | 0.0 | 0.9317 | 0.5819 |
0.0328 | 192.0 | 1536 | 2.5903 | 0.4436 | 0.6266 | 0.6810 | nan | 0.1650 | 0.9910 | 0.0 | 0.9770 | 1.0 | 0.0 | 0.1650 | 0.9849 | 0.0 | 0.9312 | 0.5804 |
0.0375 | 193.0 | 1544 | 2.3465 | 0.4439 | 0.6269 | 0.6815 | nan | 0.1665 | 0.9911 | 0.0 | 0.9768 | 1.0 | 0.0 | 0.1665 | 0.9849 | 0.0 | 0.9310 | 0.5808 |
0.0578 | 194.0 | 1552 | 2.1278 | 0.4465 | 0.6296 | 0.6866 | nan | 0.1800 | 0.9905 | 0.0 | 0.9776 | 1.0 | 0.0 | 0.1800 | 0.9844 | 0.0 | 0.9297 | 0.5848 |
0.0551 | 195.0 | 1560 | 2.3237 | 0.4444 | 0.6277 | 0.6830 | nan | 0.1704 | 0.9904 | 0.0 | 0.9779 | 1.0 | 0.0 | 0.1704 | 0.9845 | 0.0 | 0.9297 | 0.5820 |
0.0484 | 196.0 | 1568 | 2.2413 | 0.4442 | 0.6275 | 0.6826 | nan | 0.1694 | 0.9907 | 0.0 | 0.9774 | 1.0 | 0.0 | 0.1694 | 0.9846 | 0.0 | 0.9298 | 0.5817 |
0.0484 | 197.0 | 1576 | 2.2332 | 0.4438 | 0.6271 | 0.6818 | nan | 0.1673 | 0.9906 | 0.0 | 0.9778 | 1.0 | 0.0 | 0.1673 | 0.9847 | 0.0 | 0.9297 | 0.5811 |
0.4047 | 198.0 | 1584 | 2.1497 | 0.4458 | 0.6286 | 0.6850 | nan | 0.1756 | 0.9910 | 0.0 | 0.9763 | 1.0 | 0.0 | 0.1756 | 0.9848 | 0.0 | 0.9307 | 0.5835 |
0.0371 | 199.0 | 1592 | 2.1892 | 0.4457 | 0.6290 | 0.6854 | nan | 0.1769 | 0.9902 | 0.0 | 0.9779 | 1.0 | 0.0 | 0.1769 | 0.9843 | 0.0 | 0.9292 | 0.5839 |
0.0384 | 200.0 | 1600 | 2.0712 | 0.4460 | 0.6289 | 0.6854 | nan | 0.1769 | 0.9906 | 0.0 | 0.9771 | 1.0 | 0.0 | 0.1769 | 0.9845 | 0.0 | 0.9304 | 0.5839 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3