--- license: apache-2.0 base_model: facebook/detr-resnet-50 tags: - generated_from_trainer datasets: - imagefolder model-index: - name: fb_detr_finetuned_diana results: [] --- # fb_detr_finetuned_diana This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the imagefolder dataset. It achieves the following results on the evaluation set: - Loss: 0.3238 - Map: 0.7325 - Map 50: 0.8805 - Map 75: 0.8535 - Map Small: -1.0 - Map Medium: 0.7891 - Map Large: 0.7273 - Mar 1: 0.0881 - Mar 10: 0.7675 - Mar 100: 0.8712 - Mar Small: -1.0 - Mar Medium: 0.8348 - Mar Large: 0.886 - Map Per Class: -1.0 - Mar 100 Per Class: -1.0 - Classes: 0 ## 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: 5e-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: cosine - num_epochs: 100 ### Training results | Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Per Class | Mar 100 Per Class | Classes | |:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-------------:|:-----------------:|:-------:| | 2.0159 | 1.0 | 10 | 1.9364 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | -1.0 | -1.0 | 0 | | 1.731 | 2.0 | 20 | 1.6869 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | -1.0 | -1.0 | 0 | | 1.5773 | 3.0 | 30 | 1.6082 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.0 | 0.0 | 0.0 | -1.0 | -1.0 | 0 | | 1.7825 | 4.0 | 40 | 1.4512 | 0.0042 | 0.0099 | 0.0 | -1.0 | 0.0119 | 0.0025 | 0.0025 | 0.0056 | 0.0056 | -1.0 | 0.0087 | 0.0044 | -1.0 | -1.0 | 0 | | 1.4306 | 5.0 | 50 | 1.2470 | 0.0424 | 0.075 | 0.0531 | -1.0 | 0.0473 | 0.0424 | 0.0431 | 0.0688 | 0.0688 | -1.0 | 0.0652 | 0.0702 | -1.0 | -1.0 | 0 | | 1.2657 | 6.0 | 60 | 1.1537 | 0.0327 | 0.0521 | 0.0363 | -1.0 | 0.0436 | 0.0286 | 0.0281 | 0.0344 | 0.0344 | -1.0 | 0.0478 | 0.0289 | -1.0 | -1.0 | 0 | | 1.3114 | 7.0 | 70 | 1.0515 | 0.0933 | 0.148 | 0.114 | -1.0 | 0.072 | 0.1029 | 0.0556 | 0.1156 | 0.1156 | -1.0 | 0.0739 | 0.1325 | -1.0 | -1.0 | 0 | | 1.0453 | 8.0 | 80 | 0.9494 | 0.1865 | 0.2552 | 0.2174 | -1.0 | 0.1565 | 0.1983 | 0.0737 | 0.2219 | 0.2219 | -1.0 | 0.1674 | 0.2439 | -1.0 | -1.0 | 0 | | 0.8954 | 9.0 | 90 | 0.8976 | 0.2919 | 0.4271 | 0.3403 | -1.0 | 0.2369 | 0.3188 | 0.0756 | 0.3906 | 0.4038 | -1.0 | 0.3522 | 0.4246 | -1.0 | -1.0 | 0 | | 0.9844 | 10.0 | 100 | 0.9485 | 0.3314 | 0.5102 | 0.4147 | -1.0 | 0.3038 | 0.351 | 0.0688 | 0.4244 | 0.4412 | -1.0 | 0.3543 | 0.4763 | -1.0 | -1.0 | 0 | | 0.8282 | 11.0 | 110 | 0.8403 | 0.4211 | 0.6222 | 0.5098 | -1.0 | 0.3505 | 0.4606 | 0.0819 | 0.5256 | 0.5694 | -1.0 | 0.413 | 0.6325 | -1.0 | -1.0 | 0 | | 0.7106 | 12.0 | 120 | 0.7935 | 0.431 | 0.6385 | 0.5331 | -1.0 | 0.3495 | 0.4761 | 0.0794 | 0.5612 | 0.6281 | -1.0 | 0.5609 | 0.6553 | -1.0 | -1.0 | 0 | | 0.6526 | 13.0 | 130 | 0.7319 | 0.5166 | 0.7537 | 0.6577 | -1.0 | 0.4806 | 0.5376 | 0.075 | 0.6 | 0.6762 | -1.0 | 0.6152 | 0.7009 | -1.0 | -1.0 | 0 | | 0.7241 | 14.0 | 140 | 0.7162 | 0.5073 | 0.715 | 0.6429 | -1.0 | 0.4718 | 0.5377 | 0.0806 | 0.5688 | 0.6594 | -1.0 | 0.5696 | 0.6956 | -1.0 | -1.0 | 0 | | 0.771 | 15.0 | 150 | 0.6368 | 0.5778 | 0.7847 | 0.716 | -1.0 | 0.5218 | 0.6118 | 0.0812 | 0.6325 | 0.7219 | -1.0 | 0.6261 | 0.7605 | -1.0 | -1.0 | 0 | | 0.6217 | 16.0 | 160 | 0.6107 | 0.5797 | 0.8084 | 0.7379 | -1.0 | 0.5941 | 0.586 | 0.085 | 0.6313 | 0.7319 | -1.0 | 0.6913 | 0.7482 | -1.0 | -1.0 | 0 | | 0.6656 | 17.0 | 170 | 0.6412 | 0.5931 | 0.8074 | 0.7118 | -1.0 | 0.5751 | 0.6115 | 0.0938 | 0.6562 | 0.7344 | -1.0 | 0.6391 | 0.7728 | -1.0 | -1.0 | 0 | | 0.4162 | 18.0 | 180 | 0.6373 | 0.5991 | 0.8189 | 0.7538 | -1.0 | 0.6026 | 0.6037 | 0.0913 | 0.6438 | 0.7487 | -1.0 | 0.7 | 0.7684 | -1.0 | -1.0 | 0 | | 0.538 | 19.0 | 190 | 0.5741 | 0.6192 | 0.8493 | 0.7732 | -1.0 | 0.6516 | 0.6082 | 0.0844 | 0.6363 | 0.7644 | -1.0 | 0.7587 | 0.7667 | -1.0 | -1.0 | 0 | | 0.3672 | 20.0 | 200 | 0.5242 | 0.6256 | 0.8228 | 0.7781 | -1.0 | 0.6944 | 0.6089 | 0.0794 | 0.6694 | 0.7906 | -1.0 | 0.7957 | 0.7886 | -1.0 | -1.0 | 0 | | 0.3685 | 21.0 | 210 | 0.4954 | 0.6548 | 0.8544 | 0.8291 | -1.0 | 0.6707 | 0.6608 | 0.0875 | 0.6856 | 0.7862 | -1.0 | 0.7217 | 0.8123 | -1.0 | -1.0 | 0 | | 0.5199 | 22.0 | 220 | 0.4870 | 0.665 | 0.8679 | 0.8399 | -1.0 | 0.681 | 0.6694 | 0.09 | 0.7006 | 0.805 | -1.0 | 0.7565 | 0.8246 | -1.0 | -1.0 | 0 | | 0.545 | 23.0 | 230 | 0.4580 | 0.6669 | 0.8667 | 0.8309 | -1.0 | 0.6986 | 0.6642 | 0.0913 | 0.7013 | 0.8025 | -1.0 | 0.787 | 0.8088 | -1.0 | -1.0 | 0 | | 0.3932 | 24.0 | 240 | 0.4901 | 0.6494 | 0.8679 | 0.7951 | -1.0 | 0.6509 | 0.6644 | 0.0831 | 0.6775 | 0.7887 | -1.0 | 0.713 | 0.8193 | -1.0 | -1.0 | 0 | | 0.5348 | 25.0 | 250 | 0.4542 | 0.6652 | 0.8623 | 0.8064 | -1.0 | 0.6761 | 0.6794 | 0.0962 | 0.7 | 0.805 | -1.0 | 0.7478 | 0.8281 | -1.0 | -1.0 | 0 | | 0.4903 | 26.0 | 260 | 0.4622 | 0.6599 | 0.855 | 0.8212 | -1.0 | 0.6611 | 0.6745 | 0.0956 | 0.69 | 0.7981 | -1.0 | 0.7261 | 0.8272 | -1.0 | -1.0 | 0 | | 0.586 | 27.0 | 270 | 0.4812 | 0.6611 | 0.8652 | 0.8148 | -1.0 | 0.6619 | 0.6732 | 0.0962 | 0.68 | 0.795 | -1.0 | 0.7413 | 0.8167 | -1.0 | -1.0 | 0 | | 0.3898 | 28.0 | 280 | 0.4864 | 0.6606 | 0.8411 | 0.8023 | -1.0 | 0.6398 | 0.678 | 0.1037 | 0.69 | 0.8012 | -1.0 | 0.7522 | 0.8211 | -1.0 | -1.0 | 0 | | 0.3738 | 29.0 | 290 | 0.5301 | 0.6366 | 0.8379 | 0.7826 | -1.0 | 0.6521 | 0.6493 | 0.0862 | 0.6737 | 0.7725 | -1.0 | 0.7196 | 0.7939 | -1.0 | -1.0 | 0 | | 0.5067 | 30.0 | 300 | 0.4871 | 0.6597 | 0.8465 | 0.8017 | -1.0 | 0.65 | 0.6705 | 0.0956 | 0.7006 | 0.8031 | -1.0 | 0.7696 | 0.8167 | -1.0 | -1.0 | 0 | | 0.4212 | 31.0 | 310 | 0.4221 | 0.7033 | 0.8798 | 0.8324 | -1.0 | 0.7001 | 0.7165 | 0.0887 | 0.7237 | 0.8338 | -1.0 | 0.7826 | 0.8544 | -1.0 | -1.0 | 0 | | 0.4625 | 32.0 | 320 | 0.4304 | 0.7179 | 0.8835 | 0.8514 | -1.0 | 0.7284 | 0.721 | 0.1006 | 0.7275 | 0.8338 | -1.0 | 0.7848 | 0.8535 | -1.0 | -1.0 | 0 | | 0.4318 | 33.0 | 330 | 0.4246 | 0.6794 | 0.8574 | 0.8077 | -1.0 | 0.6674 | 0.6904 | 0.0938 | 0.715 | 0.8206 | -1.0 | 0.7761 | 0.8386 | -1.0 | -1.0 | 0 | | 0.5166 | 34.0 | 340 | 0.4357 | 0.6692 | 0.8476 | 0.8146 | -1.0 | 0.6649 | 0.6812 | 0.0862 | 0.71 | 0.8169 | -1.0 | 0.7543 | 0.8421 | -1.0 | -1.0 | 0 | | 0.4435 | 35.0 | 350 | 0.4045 | 0.6748 | 0.8531 | 0.8211 | -1.0 | 0.662 | 0.6862 | 0.0938 | 0.7113 | 0.8163 | -1.0 | 0.7587 | 0.8395 | -1.0 | -1.0 | 0 | | 0.3236 | 36.0 | 360 | 0.4110 | 0.6776 | 0.8527 | 0.8265 | -1.0 | 0.6929 | 0.6858 | 0.0831 | 0.7163 | 0.8256 | -1.0 | 0.7413 | 0.8596 | -1.0 | -1.0 | 0 | | 0.4923 | 37.0 | 370 | 0.4340 | 0.6749 | 0.8531 | 0.8088 | -1.0 | 0.7001 | 0.6776 | 0.0938 | 0.7081 | 0.8144 | -1.0 | 0.7543 | 0.8386 | -1.0 | -1.0 | 0 | | 0.4057 | 38.0 | 380 | 0.4256 | 0.69 | 0.8742 | 0.8284 | -1.0 | 0.7185 | 0.6876 | 0.0925 | 0.7119 | 0.8194 | -1.0 | 0.7739 | 0.8377 | -1.0 | -1.0 | 0 | | 0.3833 | 39.0 | 390 | 0.4131 | 0.7058 | 0.8661 | 0.8408 | -1.0 | 0.703 | 0.7183 | 0.0981 | 0.7244 | 0.8238 | -1.0 | 0.7522 | 0.8526 | -1.0 | -1.0 | 0 | | 0.3845 | 40.0 | 400 | 0.4475 | 0.6838 | 0.8654 | 0.8107 | -1.0 | 0.7109 | 0.6807 | 0.0975 | 0.7188 | 0.8188 | -1.0 | 0.787 | 0.8316 | -1.0 | -1.0 | 0 | | 0.3881 | 41.0 | 410 | 0.4030 | 0.7142 | 0.8812 | 0.8569 | -1.0 | 0.7143 | 0.727 | 0.095 | 0.7362 | 0.8338 | -1.0 | 0.7826 | 0.8544 | -1.0 | -1.0 | 0 | | 0.3441 | 42.0 | 420 | 0.3964 | 0.7087 | 0.8683 | 0.841 | -1.0 | 0.7332 | 0.7113 | 0.0938 | 0.7356 | 0.8406 | -1.0 | 0.8043 | 0.8553 | -1.0 | -1.0 | 0 | | 0.3544 | 43.0 | 430 | 0.4157 | 0.6905 | 0.8643 | 0.8324 | -1.0 | 0.6984 | 0.6989 | 0.0938 | 0.7312 | 0.8231 | -1.0 | 0.7783 | 0.8412 | -1.0 | -1.0 | 0 | | 0.3639 | 44.0 | 440 | 0.3973 | 0.6977 | 0.8656 | 0.8399 | -1.0 | 0.7067 | 0.7048 | 0.0931 | 0.7394 | 0.8369 | -1.0 | 0.7783 | 0.8605 | -1.0 | -1.0 | 0 | | 0.2883 | 45.0 | 450 | 0.3685 | 0.7138 | 0.8743 | 0.8473 | -1.0 | 0.7572 | 0.7094 | 0.0931 | 0.7456 | 0.85 | -1.0 | 0.8 | 0.8702 | -1.0 | -1.0 | 0 | | 0.3492 | 46.0 | 460 | 0.3839 | 0.7069 | 0.88 | 0.8323 | -1.0 | 0.7024 | 0.7238 | 0.0938 | 0.7469 | 0.8356 | -1.0 | 0.7413 | 0.8737 | -1.0 | -1.0 | 0 | | 0.2949 | 47.0 | 470 | 0.3781 | 0.7074 | 0.8604 | 0.8427 | -1.0 | 0.7014 | 0.7273 | 0.1 | 0.7431 | 0.8388 | -1.0 | 0.7565 | 0.8719 | -1.0 | -1.0 | 0 | | 0.4604 | 48.0 | 480 | 0.3945 | 0.7123 | 0.8803 | 0.8474 | -1.0 | 0.7103 | 0.722 | 0.1 | 0.73 | 0.84 | -1.0 | 0.7957 | 0.8579 | -1.0 | -1.0 | 0 | | 0.321 | 49.0 | 490 | 0.4030 | 0.7034 | 0.8772 | 0.8431 | -1.0 | 0.7357 | 0.7052 | 0.0944 | 0.7425 | 0.8394 | -1.0 | 0.8 | 0.8553 | -1.0 | -1.0 | 0 | | 0.3609 | 50.0 | 500 | 0.3718 | 0.7088 | 0.8648 | 0.839 | -1.0 | 0.751 | 0.7042 | 0.095 | 0.7462 | 0.8438 | -1.0 | 0.8065 | 0.8588 | -1.0 | -1.0 | 0 | | 0.3086 | 51.0 | 510 | 0.3798 | 0.7087 | 0.8698 | 0.8387 | -1.0 | 0.7261 | 0.7106 | 0.0869 | 0.7469 | 0.8419 | -1.0 | 0.7957 | 0.8605 | -1.0 | -1.0 | 0 | | 0.3784 | 52.0 | 520 | 0.3669 | 0.7224 | 0.8709 | 0.847 | -1.0 | 0.7484 | 0.7224 | 0.0913 | 0.7481 | 0.8506 | -1.0 | 0.8109 | 0.8667 | -1.0 | -1.0 | 0 | | 0.3195 | 53.0 | 530 | 0.3884 | 0.719 | 0.8717 | 0.8384 | -1.0 | 0.72 | 0.7274 | 0.0887 | 0.7519 | 0.8494 | -1.0 | 0.7826 | 0.8763 | -1.0 | -1.0 | 0 | | 0.3255 | 54.0 | 540 | 0.3421 | 0.7255 | 0.8763 | 0.8435 | -1.0 | 0.7377 | 0.7317 | 0.0956 | 0.7581 | 0.8544 | -1.0 | 0.8022 | 0.8754 | -1.0 | -1.0 | 0 | | 0.4141 | 55.0 | 550 | 0.3541 | 0.7143 | 0.8728 | 0.8388 | -1.0 | 0.7587 | 0.7078 | 0.0887 | 0.7556 | 0.8537 | -1.0 | 0.8217 | 0.8667 | -1.0 | -1.0 | 0 | | 0.2409 | 56.0 | 560 | 0.3493 | 0.7317 | 0.8747 | 0.8485 | -1.0 | 0.7642 | 0.7298 | 0.0975 | 0.7606 | 0.8644 | -1.0 | 0.8196 | 0.8825 | -1.0 | -1.0 | 0 | | 0.2739 | 57.0 | 570 | 0.3364 | 0.7324 | 0.8825 | 0.8489 | -1.0 | 0.7642 | 0.7313 | 0.1 | 0.7619 | 0.8644 | -1.0 | 0.8283 | 0.8789 | -1.0 | -1.0 | 0 | | 0.2322 | 58.0 | 580 | 0.3423 | 0.7279 | 0.8817 | 0.849 | -1.0 | 0.7463 | 0.7321 | 0.0994 | 0.7606 | 0.86 | -1.0 | 0.8283 | 0.8728 | -1.0 | -1.0 | 0 | | 0.3043 | 59.0 | 590 | 0.3376 | 0.7285 | 0.8812 | 0.8455 | -1.0 | 0.7519 | 0.7362 | 0.0988 | 0.7644 | 0.8669 | -1.0 | 0.8043 | 0.8921 | -1.0 | -1.0 | 0 | | 0.2806 | 60.0 | 600 | 0.3639 | 0.714 | 0.8667 | 0.8374 | -1.0 | 0.7335 | 0.7263 | 0.0969 | 0.7506 | 0.8481 | -1.0 | 0.7739 | 0.8781 | -1.0 | -1.0 | 0 | | 0.318 | 61.0 | 610 | 0.3444 | 0.7169 | 0.8734 | 0.8391 | -1.0 | 0.7709 | 0.7108 | 0.0894 | 0.755 | 0.8531 | -1.0 | 0.8283 | 0.8632 | -1.0 | -1.0 | 0 | | 0.3217 | 62.0 | 620 | 0.3392 | 0.7223 | 0.8816 | 0.8381 | -1.0 | 0.7649 | 0.7182 | 0.0913 | 0.7594 | 0.8525 | -1.0 | 0.8217 | 0.8649 | -1.0 | -1.0 | 0 | | 0.2648 | 63.0 | 630 | 0.3447 | 0.7304 | 0.8981 | 0.8486 | -1.0 | 0.7663 | 0.7293 | 0.0913 | 0.7588 | 0.8562 | -1.0 | 0.8174 | 0.8719 | -1.0 | -1.0 | 0 | | 0.3217 | 64.0 | 640 | 0.3501 | 0.7195 | 0.8944 | 0.8453 | -1.0 | 0.762 | 0.7178 | 0.0906 | 0.7538 | 0.8512 | -1.0 | 0.8196 | 0.864 | -1.0 | -1.0 | 0 | | 0.2912 | 65.0 | 650 | 0.3418 | 0.7329 | 0.8944 | 0.8616 | -1.0 | 0.7591 | 0.7373 | 0.0925 | 0.7625 | 0.8625 | -1.0 | 0.813 | 0.8825 | -1.0 | -1.0 | 0 | | 0.2591 | 66.0 | 660 | 0.3400 | 0.7314 | 0.8877 | 0.8562 | -1.0 | 0.7498 | 0.736 | 0.0913 | 0.7619 | 0.8637 | -1.0 | 0.8174 | 0.8825 | -1.0 | -1.0 | 0 | | 0.2844 | 67.0 | 670 | 0.3459 | 0.7237 | 0.8786 | 0.8412 | -1.0 | 0.7613 | 0.7255 | 0.0925 | 0.7506 | 0.8587 | -1.0 | 0.8217 | 0.8737 | -1.0 | -1.0 | 0 | | 0.3221 | 68.0 | 680 | 0.3366 | 0.7345 | 0.8877 | 0.8484 | -1.0 | 0.7735 | 0.7333 | 0.0913 | 0.7581 | 0.8669 | -1.0 | 0.8326 | 0.8807 | -1.0 | -1.0 | 0 | | 0.2491 | 69.0 | 690 | 0.3325 | 0.7344 | 0.8858 | 0.8472 | -1.0 | 0.7777 | 0.7336 | 0.09 | 0.765 | 0.8675 | -1.0 | 0.8326 | 0.8816 | -1.0 | -1.0 | 0 | | 0.2743 | 70.0 | 700 | 0.3317 | 0.7345 | 0.885 | 0.8475 | -1.0 | 0.7754 | 0.7333 | 0.0913 | 0.7638 | 0.8681 | -1.0 | 0.8304 | 0.8833 | -1.0 | -1.0 | 0 | | 0.249 | 71.0 | 710 | 0.3184 | 0.7371 | 0.8827 | 0.8521 | -1.0 | 0.7685 | 0.7391 | 0.09 | 0.7669 | 0.8737 | -1.0 | 0.8283 | 0.8921 | -1.0 | -1.0 | 0 | | 0.2721 | 72.0 | 720 | 0.3230 | 0.7393 | 0.8939 | 0.8545 | -1.0 | 0.7696 | 0.7442 | 0.0969 | 0.7588 | 0.8625 | -1.0 | 0.8109 | 0.8833 | -1.0 | -1.0 | 0 | | 0.2454 | 73.0 | 730 | 0.3237 | 0.7362 | 0.8887 | 0.8515 | -1.0 | 0.7709 | 0.7396 | 0.0887 | 0.7688 | 0.8662 | -1.0 | 0.8174 | 0.886 | -1.0 | -1.0 | 0 | | 0.2494 | 74.0 | 740 | 0.3218 | 0.7319 | 0.8865 | 0.8486 | -1.0 | 0.7672 | 0.735 | 0.0894 | 0.7719 | 0.8669 | -1.0 | 0.8152 | 0.8877 | -1.0 | -1.0 | 0 | | 0.2481 | 75.0 | 750 | 0.3195 | 0.7349 | 0.8834 | 0.8549 | -1.0 | 0.782 | 0.7315 | 0.09 | 0.7781 | 0.8712 | -1.0 | 0.837 | 0.8851 | -1.0 | -1.0 | 0 | | 0.2278 | 76.0 | 760 | 0.3284 | 0.7275 | 0.8751 | 0.8398 | -1.0 | 0.7878 | 0.7173 | 0.0894 | 0.7581 | 0.8625 | -1.0 | 0.837 | 0.8728 | -1.0 | -1.0 | 0 | | 0.2639 | 77.0 | 770 | 0.3241 | 0.7257 | 0.8745 | 0.8468 | -1.0 | 0.7836 | 0.719 | 0.09 | 0.7613 | 0.865 | -1.0 | 0.8283 | 0.8798 | -1.0 | -1.0 | 0 | | 0.2158 | 78.0 | 780 | 0.3249 | 0.7287 | 0.8809 | 0.8523 | -1.0 | 0.7779 | 0.7241 | 0.0906 | 0.7581 | 0.8619 | -1.0 | 0.8239 | 0.8772 | -1.0 | -1.0 | 0 | | 0.2259 | 79.0 | 790 | 0.3289 | 0.7277 | 0.8803 | 0.8534 | -1.0 | 0.7718 | 0.7247 | 0.09 | 0.7544 | 0.8581 | -1.0 | 0.8174 | 0.8746 | -1.0 | -1.0 | 0 | | 0.2361 | 80.0 | 800 | 0.3318 | 0.73 | 0.8758 | 0.8598 | -1.0 | 0.7768 | 0.7308 | 0.0906 | 0.7575 | 0.8612 | -1.0 | 0.813 | 0.8807 | -1.0 | -1.0 | 0 | | 0.2708 | 81.0 | 810 | 0.3279 | 0.7327 | 0.8865 | 0.8588 | -1.0 | 0.7773 | 0.7344 | 0.0906 | 0.7638 | 0.8656 | -1.0 | 0.8152 | 0.886 | -1.0 | -1.0 | 0 | | 0.2111 | 82.0 | 820 | 0.3223 | 0.7336 | 0.8849 | 0.859 | -1.0 | 0.7817 | 0.731 | 0.09 | 0.7681 | 0.8681 | -1.0 | 0.8261 | 0.8851 | -1.0 | -1.0 | 0 | | 0.2663 | 83.0 | 830 | 0.3269 | 0.7337 | 0.885 | 0.8573 | -1.0 | 0.7893 | 0.727 | 0.0913 | 0.7644 | 0.8681 | -1.0 | 0.837 | 0.8807 | -1.0 | -1.0 | 0 | | 0.2105 | 84.0 | 840 | 0.3259 | 0.7339 | 0.8851 | 0.859 | -1.0 | 0.7812 | 0.7296 | 0.0906 | 0.7625 | 0.8669 | -1.0 | 0.8326 | 0.8807 | -1.0 | -1.0 | 0 | | 0.2211 | 85.0 | 850 | 0.3169 | 0.7355 | 0.8863 | 0.8611 | -1.0 | 0.7978 | 0.7258 | 0.0962 | 0.7606 | 0.8675 | -1.0 | 0.8457 | 0.8763 | -1.0 | -1.0 | 0 | | 0.2243 | 86.0 | 860 | 0.3155 | 0.7369 | 0.8836 | 0.8592 | -1.0 | 0.7924 | 0.7307 | 0.0956 | 0.765 | 0.8712 | -1.0 | 0.8391 | 0.8842 | -1.0 | -1.0 | 0 | | 0.1953 | 87.0 | 870 | 0.3225 | 0.7318 | 0.8818 | 0.8561 | -1.0 | 0.7817 | 0.7283 | 0.0906 | 0.7644 | 0.8681 | -1.0 | 0.8304 | 0.8833 | -1.0 | -1.0 | 0 | | 0.2024 | 88.0 | 880 | 0.3245 | 0.7308 | 0.8832 | 0.8571 | -1.0 | 0.7827 | 0.7272 | 0.0906 | 0.7625 | 0.865 | -1.0 | 0.8261 | 0.8807 | -1.0 | -1.0 | 0 | | 0.2507 | 89.0 | 890 | 0.3273 | 0.7262 | 0.8815 | 0.8459 | -1.0 | 0.7833 | 0.7205 | 0.0881 | 0.76 | 0.8631 | -1.0 | 0.8283 | 0.8772 | -1.0 | -1.0 | 0 | | 0.2073 | 90.0 | 900 | 0.3236 | 0.7302 | 0.8798 | 0.8521 | -1.0 | 0.7872 | 0.7254 | 0.0887 | 0.7644 | 0.8687 | -1.0 | 0.8348 | 0.8825 | -1.0 | -1.0 | 0 | | 0.1975 | 91.0 | 910 | 0.3268 | 0.7269 | 0.8788 | 0.8512 | -1.0 | 0.7827 | 0.7236 | 0.0881 | 0.7631 | 0.8669 | -1.0 | 0.8326 | 0.8807 | -1.0 | -1.0 | 0 | | 0.2445 | 92.0 | 920 | 0.3260 | 0.7285 | 0.8797 | 0.8519 | -1.0 | 0.7872 | 0.724 | 0.0881 | 0.7638 | 0.8681 | -1.0 | 0.8348 | 0.8816 | -1.0 | -1.0 | 0 | | 0.1991 | 93.0 | 930 | 0.3266 | 0.7296 | 0.8797 | 0.8522 | -1.0 | 0.7874 | 0.7251 | 0.0881 | 0.7644 | 0.8687 | -1.0 | 0.8348 | 0.8825 | -1.0 | -1.0 | 0 | | 0.2979 | 94.0 | 940 | 0.3252 | 0.7318 | 0.8806 | 0.853 | -1.0 | 0.7925 | 0.7267 | 0.0881 | 0.7669 | 0.8712 | -1.0 | 0.837 | 0.8851 | -1.0 | -1.0 | 0 | | 0.2172 | 95.0 | 950 | 0.3243 | 0.7317 | 0.8813 | 0.8542 | -1.0 | 0.7901 | 0.7267 | 0.0881 | 0.7663 | 0.87 | -1.0 | 0.8348 | 0.8842 | -1.0 | -1.0 | 0 | | 0.2317 | 96.0 | 960 | 0.3236 | 0.733 | 0.8808 | 0.8539 | -1.0 | 0.7935 | 0.7269 | 0.0881 | 0.7681 | 0.8719 | -1.0 | 0.837 | 0.886 | -1.0 | -1.0 | 0 | | 0.2501 | 97.0 | 970 | 0.3237 | 0.733 | 0.8805 | 0.8536 | -1.0 | 0.7927 | 0.7273 | 0.0881 | 0.7681 | 0.8719 | -1.0 | 0.837 | 0.886 | -1.0 | -1.0 | 0 | | 0.204 | 98.0 | 980 | 0.3238 | 0.7325 | 0.8805 | 0.8535 | -1.0 | 0.7891 | 0.7273 | 0.0881 | 0.7675 | 0.8712 | -1.0 | 0.8348 | 0.886 | -1.0 | -1.0 | 0 | | 0.3266 | 99.0 | 990 | 0.3238 | 0.7325 | 0.8805 | 0.8535 | -1.0 | 0.7891 | 0.7273 | 0.0881 | 0.7675 | 0.8712 | -1.0 | 0.8348 | 0.886 | -1.0 | -1.0 | 0 | | 0.1921 | 100.0 | 1000 | 0.3238 | 0.7325 | 0.8805 | 0.8535 | -1.0 | 0.7891 | 0.7273 | 0.0881 | 0.7675 | 0.8712 | -1.0 | 0.8348 | 0.886 | -1.0 | -1.0 | 0 | ### Framework versions - Transformers 4.41.1 - Pytorch 2.2.1+cu121 - Datasets 2.19.1 - Tokenizers 0.19.1