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chickens-150-epoch-1000-images

This model is a fine-tuned version of facebook/detr-resnet-50 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2206
  • Map: 0.8755
  • Map 50: 0.9863
  • Map 75: 0.9647
  • Map Small: 0.7847
  • Map Medium: 0.8514
  • Map Large: 0.913
  • Mar 1: 0.2775
  • Mar 10: 0.8909
  • Mar 100: 0.9112
  • Mar Small: 0.8111
  • Mar Medium: 0.8936
  • Mar Large: 0.9489
  • Map Chicken: 0.8885
  • Mar 100 Chicken: 0.9198
  • Map Duck: 0.8801
  • Mar 100 Duck: 0.9113
  • Map Plant: 0.8578
  • Mar 100 Plant: 0.9025

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: 1e-05
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • num_epochs: 150

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 Chicken Mar 100 Chicken Map Duck Mar 100 Duck Map Plant Mar 100 Plant
1.4296 1.0 497 1.2938 0.2117 0.3 0.2428 0.0068 0.1615 0.6959 0.0719 0.3115 0.3548 0.0222 0.3329 0.8095 0.069 0.3186 0.0 0.0 0.5662 0.7459
1.097 2.0 994 1.2351 0.3214 0.4717 0.3864 0.0119 0.2982 0.6584 0.1084 0.4079 0.4215 0.0111 0.3929 0.7338 0.3727 0.6065 0.0 0.0 0.5914 0.658
0.8765 3.0 1491 0.8339 0.3861 0.5556 0.4625 0.1825 0.3645 0.7106 0.1193 0.4622 0.49 0.2444 0.4662 0.7777 0.5014 0.7474 0.0059 0.004 0.6511 0.7186
0.7793 4.0 1988 0.7135 0.4536 0.6213 0.5595 0.1029 0.4369 0.7495 0.1331 0.4986 0.5176 0.3222 0.4968 0.8089 0.648 0.7814 0.0178 0.0179 0.695 0.7535
0.7088 5.0 2485 0.6670 0.527 0.7739 0.6086 0.3287 0.5035 0.765 0.1664 0.5776 0.5948 0.463 0.5694 0.8223 0.6085 0.7251 0.2666 0.3007 0.706 0.7586
0.6103 6.0 2982 0.5614 0.6368 0.8763 0.7839 0.4332 0.6138 0.7822 0.2067 0.682 0.7006 0.5074 0.6784 0.8318 0.687 0.7611 0.5042 0.5702 0.7192 0.7705
0.6698 7.0 3479 0.5172 0.7023 0.9459 0.8568 0.4879 0.6833 0.7685 0.2365 0.75 0.7677 0.5222 0.7472 0.8357 0.7275 0.7899 0.6638 0.7351 0.7155 0.7781
0.5203 8.0 3976 0.4650 0.7035 0.9674 0.854 0.4968 0.6796 0.8058 0.234 0.7519 0.7687 0.5593 0.747 0.8534 0.6979 0.7648 0.6669 0.745 0.7457 0.7963
0.5365 9.0 4473 0.4477 0.7279 0.9651 0.8795 0.5507 0.6949 0.7979 0.2408 0.7645 0.7802 0.5852 0.7523 0.843 0.7435 0.7927 0.7124 0.7735 0.7279 0.7744
0.4889 10.0 4970 0.4009 0.7319 0.9739 0.89 0.4977 0.7089 0.8122 0.2401 0.7737 0.7885 0.5 0.7674 0.8656 0.7398 0.7887 0.7036 0.7722 0.7522 0.8047
0.4643 11.0 5467 0.4179 0.7323 0.97 0.8815 0.4197 0.71 0.8031 0.2425 0.7734 0.7873 0.4407 0.7655 0.8515 0.7396 0.7935 0.7144 0.7775 0.743 0.7908
0.4338 12.0 5964 0.3881 0.7467 0.9746 0.9038 0.4911 0.723 0.8134 0.2457 0.7873 0.8023 0.4963 0.779 0.8636 0.7562 0.8061 0.7318 0.802 0.7521 0.7988
0.4975 13.0 6461 0.3863 0.7392 0.9759 0.9071 0.492 0.7212 0.8045 0.2436 0.7785 0.7948 0.6037 0.7773 0.8544 0.7233 0.7838 0.7426 0.7993 0.7518 0.8014
0.4204 14.0 6958 0.3964 0.7501 0.9743 0.9108 0.4955 0.7265 0.8116 0.2481 0.7848 0.8006 0.5185 0.7785 0.857 0.7537 0.8085 0.7458 0.7954 0.7509 0.7979
0.3908 15.0 7455 0.3705 0.7656 0.9758 0.9231 0.4787 0.7438 0.8173 0.2489 0.8011 0.817 0.5333 0.798 0.861 0.7789 0.8275 0.7536 0.8139 0.7643 0.8096
0.4647 16.0 7952 0.4876 0.703 0.9518 0.8469 0.4959 0.6801 0.8005 0.2333 0.7424 0.7588 0.5296 0.7365 0.8459 0.6979 0.753 0.671 0.7377 0.7401 0.7857
0.3955 17.0 8449 0.3684 0.7529 0.9755 0.9189 0.5456 0.7261 0.8323 0.2455 0.7847 0.8029 0.563 0.7788 0.8741 0.7656 0.813 0.7272 0.7854 0.7658 0.8104
0.374 18.0 8946 0.3251 0.7842 0.9792 0.9469 0.5192 0.7597 0.8488 0.2526 0.8122 0.8324 0.5704 0.8122 0.8951 0.8014 0.8401 0.7628 0.8166 0.7885 0.8404
0.3919 19.0 9443 0.3246 0.7695 0.9801 0.9274 0.5829 0.7471 0.8307 0.2513 0.8043 0.8236 0.7 0.8072 0.8787 0.7839 0.8352 0.7451 0.8013 0.7794 0.8342
0.3258 20.0 9940 0.3678 0.7568 0.9765 0.9218 0.5451 0.7323 0.8296 0.245 0.791 0.8089 0.5741 0.7885 0.88 0.7644 0.813 0.7332 0.7901 0.7726 0.8238
0.345 21.0 10437 0.3155 0.7869 0.9836 0.9327 0.5771 0.7597 0.8524 0.2557 0.817 0.8354 0.6222 0.8142 0.8967 0.811 0.8474 0.7566 0.8179 0.7929 0.8408
0.3775 22.0 10934 0.3256 0.7804 0.9817 0.9292 0.5367 0.7616 0.8408 0.2528 0.8074 0.8277 0.5963 0.8109 0.8879 0.7902 0.834 0.7622 0.8119 0.7889 0.8373
0.3266 23.0 11431 0.3161 0.791 0.9778 0.934 0.4913 0.767 0.8415 0.2568 0.823 0.8409 0.5296 0.8234 0.8905 0.8125 0.853 0.7758 0.8305 0.7846 0.8393
0.3451 24.0 11928 0.3353 0.7617 0.9809 0.9165 0.5147 0.7361 0.8359 0.243 0.7971 0.8151 0.5259 0.794 0.8911 0.7954 0.8377 0.713 0.7742 0.7766 0.8336
0.3157 25.0 12425 0.3157 0.8068 0.9761 0.9408 0.5057 0.7776 0.8537 0.261 0.8341 0.8516 0.5444 0.8306 0.8984 0.8333 0.8676 0.7959 0.8464 0.7911 0.8408
0.3305 26.0 12922 0.3047 0.7949 0.9856 0.9436 0.5129 0.771 0.8555 0.2595 0.8242 0.8429 0.5259 0.8227 0.898 0.8026 0.8498 0.7864 0.8377 0.7959 0.8412
0.3169 27.0 13419 0.3240 0.788 0.9812 0.9341 0.5832 0.7668 0.835 0.2552 0.8164 0.8357 0.6222 0.8194 0.8852 0.8002 0.8457 0.7793 0.8225 0.7843 0.8389
0.3147 28.0 13916 0.2864 0.8171 0.9841 0.9487 0.5705 0.799 0.8541 0.2645 0.8427 0.8637 0.6296 0.848 0.9036 0.8294 0.8725 0.8155 0.8609 0.8064 0.8578
0.3031 29.0 14413 0.3105 0.8015 0.984 0.943 0.6201 0.7829 0.8466 0.2557 0.8303 0.8485 0.637 0.8316 0.8957 0.8321 0.8696 0.7737 0.8272 0.7986 0.8486
0.3125 30.0 14910 0.2876 0.8172 0.9849 0.9524 0.6261 0.7956 0.8599 0.2614 0.8396 0.8588 0.6815 0.84 0.903 0.8489 0.8798 0.7961 0.8437 0.8066 0.8529
0.2807 31.0 15407 0.2986 0.7807 0.9856 0.9329 0.5698 0.7637 0.8525 0.2527 0.8154 0.8356 0.6222 0.8198 0.9043 0.7957 0.8457 0.7416 0.804 0.8047 0.857
0.3149 32.0 15904 0.2922 0.7853 0.9866 0.9404 0.6456 0.7663 0.8564 0.2519 0.8164 0.8368 0.6815 0.8195 0.9069 0.8093 0.8543 0.7393 0.7967 0.8072 0.8594
0.3525 33.0 16401 0.2835 0.8239 0.9846 0.9479 0.6779 0.8052 0.863 0.2668 0.8438 0.8633 0.6889 0.8494 0.9072 0.8304 0.8664 0.8232 0.8589 0.818 0.8646
0.3304 34.0 16898 0.2639 0.8231 0.9866 0.9401 0.6237 0.8069 0.8713 0.2624 0.8484 0.8692 0.6481 0.8543 0.9207 0.8348 0.8773 0.812 0.857 0.8224 0.8734
0.3139 35.0 17395 0.2877 0.821 0.9836 0.9351 0.6336 0.8072 0.8445 0.2621 0.8463 0.8651 0.6556 0.8503 0.8997 0.8504 0.8858 0.8154 0.8556 0.7971 0.8539
0.2777 36.0 17892 0.2773 0.8118 0.9843 0.9341 0.6721 0.7934 0.862 0.2619 0.8399 0.8605 0.7185 0.8444 0.9066 0.8356 0.8773 0.7883 0.8424 0.8113 0.8617
0.279 37.0 18389 0.2657 0.8207 0.9873 0.9428 0.6517 0.7998 0.8775 0.2632 0.8457 0.8655 0.6852 0.8454 0.922 0.837 0.8773 0.8021 0.851 0.8231 0.8682
0.3138 38.0 18886 0.2828 0.8075 0.9831 0.9424 0.5929 0.7918 0.8673 0.2557 0.8342 0.8538 0.6852 0.8384 0.9111 0.8197 0.8599 0.7818 0.8325 0.821 0.8689
0.2836 39.0 19383 0.2714 0.819 0.9852 0.9512 0.6244 0.7991 0.8681 0.261 0.8434 0.8636 0.663 0.846 0.9138 0.8364 0.8749 0.8027 0.8503 0.8179 0.8656
0.2865 40.0 19880 0.2703 0.8274 0.9848 0.9499 0.6799 0.8085 0.875 0.2633 0.8488 0.8698 0.7037 0.8544 0.9226 0.8425 0.8745 0.8118 0.8583 0.828 0.8766
0.2896 41.0 20377 0.2730 0.8314 0.9866 0.9517 0.6703 0.8121 0.8662 0.2686 0.8551 0.8747 0.7259 0.8571 0.9118 0.8422 0.8802 0.8356 0.8815 0.8163 0.8625
0.2856 42.0 20874 0.2779 0.817 0.9872 0.95 0.6066 0.8014 0.8686 0.2619 0.8414 0.8598 0.637 0.8425 0.9105 0.8347 0.8721 0.798 0.8477 0.8183 0.8598
0.2687 43.0 21371 0.2878 0.8161 0.9833 0.9354 0.5987 0.794 0.8766 0.2616 0.8412 0.8602 0.637 0.8399 0.9184 0.8204 0.8611 0.8096 0.8583 0.8183 0.8611
0.2705 44.0 21868 0.2773 0.8223 0.9865 0.9556 0.6594 0.7944 0.8865 0.2613 0.8451 0.8653 0.6667 0.8426 0.9272 0.8301 0.8709 0.8151 0.857 0.8217 0.8682
0.2752 45.0 22365 0.2812 0.8222 0.9836 0.9532 0.7159 0.7973 0.8736 0.2654 0.8441 0.8637 0.7222 0.8445 0.9193 0.8343 0.8704 0.8137 0.8523 0.8186 0.8684
0.303 46.0 22862 0.2877 0.8104 0.9843 0.9493 0.6484 0.7902 0.8585 0.2597 0.8376 0.8574 0.7037 0.8396 0.9082 0.8405 0.8737 0.7825 0.8397 0.8081 0.8588
0.2474 47.0 23359 0.2686 0.8106 0.9864 0.955 0.7045 0.7898 0.8751 0.2599 0.837 0.857 0.7148 0.8384 0.9236 0.832 0.866 0.7752 0.8311 0.8247 0.8738
0.28 48.0 23856 0.2820 0.8212 0.9799 0.947 0.6201 0.7992 0.85 0.2668 0.8492 0.8686 0.6778 0.8501 0.9059 0.8486 0.885 0.8166 0.8642 0.7984 0.8564
0.2537 49.0 24353 0.2863 0.827 0.9868 0.9457 0.7191 0.8072 0.8667 0.2664 0.8507 0.8695 0.7481 0.8509 0.9102 0.8446 0.8781 0.8205 0.8682 0.8158 0.8621
0.283 50.0 24850 0.2646 0.8267 0.9852 0.9501 0.6957 0.8024 0.8854 0.2654 0.8488 0.8712 0.7296 0.851 0.9305 0.8414 0.8794 0.8097 0.8556 0.8292 0.8785
0.2638 51.0 25347 0.2603 0.8305 0.986 0.9607 0.6926 0.8074 0.8768 0.2689 0.8541 0.8756 0.7407 0.8565 0.9226 0.8453 0.883 0.8232 0.8702 0.8229 0.8736
0.2797 52.0 25844 0.2759 0.8154 0.982 0.9409 0.6262 0.7895 0.8707 0.2629 0.8404 0.8595 0.6444 0.8378 0.919 0.8232 0.8611 0.8138 0.857 0.8091 0.8604
0.2555 53.0 26341 0.2707 0.8186 0.9874 0.9557 0.7187 0.7936 0.8731 0.2633 0.8396 0.8612 0.7593 0.8403 0.9197 0.8377 0.8648 0.8021 0.8523 0.8161 0.8666
0.2599 54.0 26838 0.2860 0.8328 0.9826 0.9538 0.7138 0.8084 0.8797 0.2651 0.8554 0.8753 0.7333 0.8541 0.9269 0.8481 0.8842 0.8287 0.8695 0.8216 0.8721
0.2764 55.0 27335 0.2851 0.8307 0.9854 0.9502 0.6945 0.8067 0.871 0.2648 0.8516 0.871 0.7481 0.8513 0.9167 0.8512 0.8822 0.8246 0.8662 0.8162 0.8645
0.2482 56.0 27832 0.2743 0.827 0.9849 0.9531 0.7243 0.8057 0.8822 0.2644 0.8499 0.8697 0.7407 0.8505 0.9266 0.833 0.8664 0.8192 0.8662 0.8288 0.8764
0.2518 57.0 28329 0.2665 0.8368 0.9852 0.9531 0.7424 0.8129 0.8819 0.2676 0.8604 0.8793 0.7741 0.8594 0.9226 0.8512 0.8883 0.832 0.8775 0.8273 0.8723
0.2506 58.0 28826 0.2616 0.8275 0.9866 0.9573 0.7332 0.8064 0.8794 0.2646 0.8489 0.8693 0.7741 0.8533 0.923 0.8399 0.8717 0.8121 0.8563 0.8304 0.8799
0.2477 59.0 29323 0.2728 0.8144 0.9871 0.9564 0.7406 0.7954 0.8644 0.259 0.8419 0.862 0.7704 0.844 0.9108 0.8279 0.8737 0.7971 0.8457 0.8182 0.8666
0.2456 60.0 29820 0.2560 0.8395 0.9877 0.9524 0.7542 0.8183 0.8785 0.2673 0.8607 0.8791 0.7889 0.8601 0.9236 0.8563 0.8879 0.8332 0.8742 0.8289 0.8752
0.2313 61.0 30317 0.2508 0.8373 0.9884 0.9592 0.7065 0.8171 0.8804 0.2671 0.8602 0.8803 0.7556 0.8621 0.9289 0.8531 0.8874 0.8283 0.8715 0.8306 0.882
0.2436 62.0 30814 0.2384 0.8513 0.9875 0.9565 0.7027 0.8252 0.8928 0.2705 0.8687 0.8873 0.7481 0.868 0.9341 0.8634 0.8951 0.8491 0.8815 0.8415 0.8854
0.2544 63.0 31311 0.2559 0.846 0.9867 0.9607 0.7734 0.8216 0.8831 0.2686 0.8646 0.8846 0.7963 0.8643 0.9262 0.8583 0.8964 0.8485 0.8801 0.8313 0.8773
0.2368 64.0 31808 0.2500 0.837 0.9881 0.9532 0.7211 0.8143 0.876 0.2695 0.8577 0.877 0.7519 0.858 0.9226 0.8559 0.8915 0.8322 0.8662 0.8228 0.8732
0.242 65.0 32305 0.2462 0.8447 0.9824 0.9603 0.7452 0.8217 0.8837 0.2706 0.8649 0.8846 0.7815 0.865 0.9279 0.8586 0.8911 0.8459 0.8848 0.8296 0.8779
0.2337 66.0 32802 0.2472 0.8522 0.9865 0.9642 0.6838 0.8326 0.8863 0.2713 0.8712 0.8911 0.7407 0.873 0.9279 0.8616 0.8935 0.8597 0.8974 0.8354 0.8824
0.227 67.0 33299 0.2296 0.8499 0.9878 0.9683 0.775 0.8303 0.8844 0.2703 0.8716 0.8901 0.8185 0.8736 0.9266 0.8647 0.8988 0.8461 0.8861 0.8389 0.8855
0.2456 68.0 33796 0.2465 0.8395 0.9877 0.9606 0.7729 0.8201 0.8807 0.2685 0.8621 0.8819 0.8074 0.8658 0.9256 0.8389 0.8794 0.8429 0.8828 0.8368 0.8836
0.2178 69.0 34293 0.2571 0.8387 0.987 0.9563 0.7436 0.8174 0.89 0.2689 0.86 0.8797 0.7556 0.8613 0.9305 0.8455 0.8842 0.8348 0.8742 0.8357 0.8807
0.227 70.0 34790 0.2518 0.8417 0.9859 0.9521 0.7424 0.8185 0.8821 0.2703 0.863 0.8838 0.7778 0.8658 0.9249 0.8624 0.8939 0.8327 0.8795 0.8299 0.8779
0.2375 71.0 35287 0.2721 0.8418 0.9849 0.9579 0.7289 0.822 0.8758 0.2724 0.8621 0.8818 0.8111 0.8642 0.9167 0.8535 0.8874 0.8463 0.8848 0.8255 0.873
0.2073 72.0 35784 0.2554 0.8385 0.9819 0.9567 0.7187 0.8173 0.8782 0.2712 0.8642 0.8828 0.763 0.8628 0.9216 0.8539 0.8939 0.8375 0.8828 0.8242 0.8717
0.2305 73.0 36281 0.2584 0.8442 0.9849 0.9647 0.7547 0.8221 0.8856 0.2698 0.8616 0.8811 0.8037 0.8632 0.9256 0.8582 0.887 0.84 0.8742 0.8346 0.882
0.2243 74.0 36778 0.2419 0.8471 0.9846 0.9556 0.7778 0.8243 0.8899 0.2725 0.8699 0.8893 0.8148 0.8708 0.9311 0.8617 0.9012 0.8414 0.8808 0.8381 0.8857
0.227 75.0 37275 0.2311 0.861 0.9864 0.9575 0.7202 0.8386 0.8941 0.2759 0.8795 0.899 0.7407 0.8818 0.9334 0.8769 0.9057 0.8672 0.904 0.8388 0.8873
0.2226 76.0 37772 0.2420 0.8568 0.9842 0.9558 0.7593 0.8367 0.8968 0.2761 0.8753 0.8948 0.8185 0.8782 0.9311 0.8707 0.8988 0.8561 0.8967 0.8436 0.8889
0.2239 77.0 38269 0.2340 0.8483 0.988 0.9686 0.7653 0.8245 0.9028 0.2724 0.8682 0.8877 0.8296 0.8677 0.9403 0.8546 0.8879 0.8433 0.8828 0.8471 0.8924
0.2188 78.0 38766 0.2398 0.8601 0.9842 0.9648 0.6889 0.8375 0.8977 0.2751 0.8794 0.8984 0.7333 0.8804 0.9351 0.8719 0.9045 0.866 0.904 0.8423 0.8867
0.2114 79.0 39263 0.2431 0.8509 0.9857 0.9603 0.6987 0.8253 0.8979 0.2725 0.8698 0.889 0.7185 0.8691 0.9357 0.8592 0.8911 0.8555 0.8914 0.8378 0.8844
0.2123 80.0 39760 0.2447 0.8598 0.9848 0.9637 0.6535 0.8392 0.8883 0.2746 0.8784 0.8988 0.6926 0.8814 0.9305 0.8734 0.9045 0.8751 0.9073 0.8309 0.8846
0.2213 81.0 40257 0.2319 0.8665 0.9857 0.96 0.717 0.8465 0.8982 0.2787 0.8833 0.9036 0.7667 0.8875 0.9367 0.8749 0.9061 0.8784 0.9113 0.8462 0.8936
0.2307 82.0 40754 0.2348 0.8536 0.987 0.96 0.7467 0.8337 0.8923 0.273 0.8717 0.8917 0.7815 0.8746 0.9348 0.8605 0.8883 0.8604 0.896 0.8398 0.8908
0.2274 83.0 41251 0.2292 0.8573 0.9872 0.9668 0.7512 0.8362 0.8966 0.2742 0.8763 0.8966 0.7667 0.8809 0.9334 0.8815 0.9142 0.8508 0.8868 0.8396 0.8889
0.1966 84.0 41748 0.2411 0.8553 0.9844 0.9641 0.7674 0.8299 0.8978 0.272 0.874 0.8939 0.8074 0.8728 0.9348 0.8648 0.896 0.8626 0.9013 0.8384 0.8844
0.2045 85.0 42245 0.2366 0.858 0.9859 0.9569 0.7941 0.8362 0.8868 0.2727 0.8785 0.8988 0.8444 0.8805 0.9289 0.8819 0.9113 0.8594 0.9 0.8327 0.885
0.2067 86.0 42742 0.2460 0.8519 0.9862 0.9609 0.7314 0.8307 0.887 0.2704 0.8687 0.8876 0.7926 0.87 0.9262 0.8656 0.8955 0.8528 0.8848 0.8373 0.8826
0.2104 87.0 43239 0.2477 0.8504 0.9854 0.9563 0.746 0.8321 0.8835 0.2699 0.869 0.8886 0.7741 0.8734 0.9246 0.8642 0.8931 0.8491 0.8887 0.8377 0.884
0.2152 88.0 43736 0.2344 0.8651 0.9868 0.958 0.7668 0.8454 0.8888 0.2756 0.882 0.9016 0.8037 0.8859 0.9289 0.882 0.9105 0.8737 0.9053 0.8395 0.8889
0.2177 89.0 44233 0.2322 0.8575 0.9849 0.9557 0.7543 0.8342 0.8972 0.273 0.8749 0.8945 0.8 0.8754 0.9377 0.8734 0.9004 0.8575 0.8921 0.8416 0.891
0.2219 90.0 44730 0.2301 0.8646 0.9853 0.9625 0.745 0.8426 0.8921 0.2747 0.8827 0.9028 0.763 0.8862 0.9351 0.8795 0.9089 0.875 0.9093 0.8394 0.8902
0.2127 91.0 45227 0.2331 0.8603 0.9868 0.9621 0.7677 0.8376 0.8954 0.2754 0.8772 0.8977 0.7889 0.8797 0.9357 0.8733 0.9036 0.866 0.9 0.8416 0.8895
0.2101 92.0 45724 0.2309 0.8626 0.9868 0.9539 0.7802 0.8384 0.9057 0.2757 0.8802 0.9006 0.8259 0.8821 0.9426 0.8717 0.9016 0.8664 0.904 0.8498 0.8963
0.2106 93.0 46221 0.2438 0.8628 0.9854 0.963 0.7465 0.8378 0.9023 0.2756 0.8793 0.8998 0.7815 0.8809 0.9397 0.8755 0.9061 0.867 0.902 0.8457 0.8914
0.2181 94.0 46718 0.2464 0.8587 0.9859 0.9589 0.7119 0.8334 0.9053 0.2753 0.8766 0.8961 0.737 0.8774 0.9384 0.881 0.9097 0.853 0.8901 0.842 0.8885
0.2053 95.0 47215 0.2526 0.8593 0.9848 0.9624 0.7102 0.8356 0.8947 0.2759 0.8771 0.8983 0.7481 0.882 0.9302 0.8716 0.904 0.8683 0.9033 0.838 0.8875
0.2154 96.0 47712 0.2418 0.8593 0.9854 0.9623 0.7251 0.8362 0.9009 0.2757 0.8781 0.8984 0.7815 0.881 0.9397 0.8701 0.9012 0.8633 0.8993 0.8446 0.8945
0.2141 97.0 48209 0.2390 0.8627 0.9856 0.9658 0.7413 0.8418 0.9045 0.2751 0.8804 0.9003 0.7593 0.8836 0.943 0.8707 0.9045 0.8645 0.8987 0.8529 0.8977
0.2027 98.0 48706 0.2465 0.8573 0.9856 0.96 0.6934 0.8355 0.8974 0.2737 0.8745 0.8947 0.7185 0.8786 0.9364 0.8724 0.904 0.8548 0.8887 0.8448 0.8914
0.2051 99.0 49203 0.2376 0.8632 0.9859 0.9616 0.7454 0.8403 0.8999 0.2759 0.8803 0.9004 0.7889 0.8826 0.9387 0.8805 0.9117 0.8634 0.8967 0.8457 0.8928
0.2134 100.0 49700 0.2297 0.8605 0.9862 0.9603 0.7965 0.8384 0.9012 0.2747 0.8762 0.8964 0.8185 0.8796 0.9393 0.8716 0.9012 0.8605 0.8927 0.8492 0.8953
0.2033 101.0 50197 0.2380 0.8613 0.987 0.9653 0.7704 0.8356 0.9071 0.2741 0.8777 0.8968 0.7963 0.8779 0.9423 0.87 0.9016 0.8649 0.8954 0.849 0.8934
0.196 102.0 50694 0.2312 0.8663 0.9867 0.9624 0.7646 0.8448 0.9052 0.2763 0.8829 0.9023 0.7963 0.8845 0.942 0.8796 0.9097 0.8703 0.902 0.8491 0.8951
0.2097 103.0 51191 0.2271 0.8659 0.9862 0.9663 0.7552 0.8426 0.9066 0.2768 0.8824 0.9026 0.7741 0.8856 0.9403 0.8812 0.915 0.8669 0.8993 0.8497 0.8936
0.1846 104.0 51688 0.2234 0.8703 0.9874 0.9612 0.7354 0.8483 0.9116 0.2771 0.8863 0.9062 0.7481 0.89 0.9459 0.8855 0.9158 0.8701 0.902 0.8553 0.9008
0.1967 105.0 52185 0.2242 0.87 0.9863 0.9599 0.7643 0.8473 0.91 0.278 0.8879 0.9079 0.7852 0.892 0.9452 0.8863 0.9166 0.8695 0.9066 0.8543 0.9006
0.1978 106.0 52682 0.2376 0.8643 0.987 0.9726 0.7906 0.8423 0.9016 0.2755 0.8792 0.8997 0.8111 0.8829 0.94 0.8726 0.902 0.8711 0.9013 0.8491 0.8957
0.1898 107.0 53179 0.2256 0.8742 0.9876 0.9695 0.801 0.8524 0.9078 0.2776 0.8883 0.909 0.8296 0.893 0.9426 0.8872 0.9166 0.8796 0.9093 0.8558 0.9012
0.1988 108.0 53676 0.2422 0.8666 0.984 0.9653 0.7536 0.8433 0.9054 0.2751 0.8804 0.9011 0.7852 0.8832 0.9413 0.8857 0.9138 0.868 0.896 0.8462 0.8934
0.1866 109.0 54173 0.2213 0.8716 0.9866 0.9659 0.8065 0.8483 0.9131 0.278 0.8884 0.909 0.8259 0.8914 0.9452 0.8797 0.913 0.8792 0.9139 0.856 0.9
0.1966 110.0 54670 0.2334 0.8698 0.9852 0.9698 0.7817 0.8469 0.9075 0.2783 0.8849 0.9049 0.8111 0.8875 0.942 0.8802 0.9121 0.8769 0.9066 0.8525 0.8959
0.1906 111.0 55167 0.2242 0.8727 0.9863 0.9648 0.7727 0.8493 0.9145 0.2792 0.8877 0.9078 0.8074 0.8903 0.9485 0.8875 0.9174 0.8728 0.904 0.8577 0.9021
0.1843 112.0 55664 0.2275 0.8684 0.986 0.9677 0.7769 0.8463 0.91 0.277 0.8854 0.9059 0.7926 0.8899 0.9443 0.8844 0.9162 0.8659 0.9013 0.855 0.9002
0.1876 113.0 56161 0.2142 0.8796 0.9871 0.9656 0.7797 0.8564 0.9123 0.2799 0.8939 0.9142 0.8037 0.8973 0.9479 0.8987 0.9271 0.8815 0.9126 0.8584 0.9029
0.1832 114.0 56658 0.2159 0.8763 0.9871 0.9705 0.7773 0.8549 0.9091 0.2786 0.8912 0.9123 0.7963 0.896 0.9475 0.8927 0.9239 0.8792 0.9099 0.857 0.9031
0.1821 115.0 57155 0.2225 0.8725 0.987 0.9691 0.7763 0.8498 0.9113 0.2768 0.8884 0.9081 0.8 0.8914 0.9475 0.8884 0.919 0.8713 0.9026 0.8577 0.9027
0.2108 116.0 57652 0.2359 0.8658 0.9851 0.959 0.7265 0.8431 0.9096 0.2741 0.882 0.9018 0.7481 0.8847 0.9462 0.8787 0.9117 0.865 0.8947 0.8537 0.899
0.1785 117.0 58149 0.2293 0.8667 0.9862 0.9612 0.7804 0.8432 0.91 0.2757 0.884 0.9035 0.7963 0.8856 0.9456 0.8838 0.9154 0.8626 0.8974 0.8537 0.8979
0.195 118.0 58646 0.2312 0.8754 0.9859 0.9685 0.7779 0.8501 0.9095 0.2786 0.8916 0.9119 0.8037 0.8938 0.9449 0.8936 0.9239 0.8813 0.9146 0.8512 0.8973
0.1827 119.0 59143 0.2323 0.8723 0.9858 0.9654 0.7506 0.8498 0.9108 0.2762 0.8859 0.9069 0.7889 0.8897 0.9456 0.8858 0.915 0.8768 0.9066 0.8543 0.899
0.1918 120.0 59640 0.2302 0.8733 0.9858 0.965 0.7674 0.85 0.9129 0.2776 0.8879 0.9088 0.7926 0.8915 0.9466 0.888 0.9178 0.8748 0.9086 0.8571 0.9
0.1748 121.0 60137 0.2332 0.8711 0.9855 0.9656 0.7674 0.8481 0.912 0.2772 0.8861 0.9064 0.7889 0.8889 0.9456 0.8856 0.9154 0.8721 0.9053 0.8555 0.8984
0.1748 122.0 60634 0.2304 0.8691 0.9858 0.9651 0.7692 0.8448 0.9137 0.2773 0.8841 0.905 0.8 0.8872 0.9466 0.8793 0.9077 0.8746 0.9079 0.8534 0.8992
0.1918 123.0 61131 0.2226 0.8749 0.9856 0.9652 0.773 0.85 0.9172 0.2787 0.8911 0.9114 0.7963 0.8945 0.9495 0.8862 0.9162 0.8786 0.9146 0.8598 0.9033
0.1828 124.0 61628 0.2262 0.8685 0.9858 0.9647 0.7576 0.8439 0.9145 0.2758 0.8847 0.9057 0.7815 0.8886 0.9485 0.8822 0.9126 0.8677 0.9033 0.8554 0.9014
0.1836 125.0 62125 0.2359 0.8703 0.9849 0.9592 0.781 0.8463 0.9128 0.2773 0.8851 0.9064 0.8074 0.8892 0.9472 0.8831 0.9134 0.8715 0.904 0.8563 0.9018
0.1815 126.0 62622 0.2266 0.8733 0.9857 0.9615 0.776 0.8481 0.9162 0.2775 0.8893 0.91 0.7963 0.8921 0.9502 0.8887 0.9206 0.8741 0.9073 0.8571 0.9021
0.1777 127.0 63119 0.2339 0.8736 0.9854 0.9648 0.773 0.8496 0.9157 0.2768 0.8888 0.9099 0.7963 0.8928 0.9489 0.882 0.9121 0.8824 0.9152 0.8565 0.9023
0.1843 128.0 63616 0.2300 0.8739 0.9857 0.9649 0.7729 0.8508 0.9173 0.2776 0.8899 0.9106 0.7963 0.8938 0.9489 0.8837 0.9162 0.8796 0.9126 0.8586 0.9029
0.1856 129.0 64113 0.2303 0.8731 0.9858 0.9648 0.7849 0.8495 0.9124 0.2767 0.8887 0.9095 0.8 0.8925 0.9482 0.8863 0.9174 0.8767 0.9086 0.8564 0.9023
0.195 130.0 64610 0.2183 0.8759 0.9863 0.9648 0.7913 0.8521 0.9156 0.2776 0.8908 0.9114 0.8074 0.894 0.9498 0.8909 0.9219 0.8776 0.9086 0.8591 0.9037
0.1903 131.0 65107 0.2282 0.8727 0.9862 0.9647 0.7858 0.8487 0.9151 0.2761 0.8877 0.9088 0.8037 0.8914 0.9482 0.8888 0.919 0.8728 0.9053 0.8566 0.902
0.1913 132.0 65604 0.2240 0.8735 0.9861 0.9645 0.781 0.8507 0.9137 0.2769 0.8873 0.9083 0.8037 0.8915 0.9475 0.8878 0.9166 0.8749 0.906 0.8578 0.9023
0.1827 133.0 66101 0.2221 0.873 0.9862 0.9645 0.7914 0.849 0.9163 0.2775 0.8893 0.9098 0.8074 0.8924 0.9492 0.8879 0.9182 0.8737 0.9079 0.8575 0.9031
0.189 134.0 66598 0.2176 0.8765 0.9864 0.9649 0.7873 0.8542 0.9145 0.2775 0.8917 0.9126 0.8074 0.8962 0.9485 0.8898 0.9215 0.8803 0.9119 0.8595 0.9043
0.1855 135.0 67095 0.2198 0.877 0.9871 0.9648 0.7846 0.8534 0.9149 0.2795 0.8913 0.9123 0.8074 0.8958 0.9479 0.8878 0.9174 0.883 0.9159 0.8601 0.9035
0.1741 136.0 67592 0.2204 0.8755 0.9864 0.9648 0.7841 0.8509 0.9137 0.278 0.8904 0.9112 0.8074 0.8932 0.9489 0.8894 0.9202 0.8807 0.9119 0.8563 0.9016
0.182 137.0 68089 0.2199 0.8782 0.9863 0.9648 0.7841 0.8544 0.9142 0.2787 0.893 0.914 0.8074 0.8965 0.9485 0.8942 0.9239 0.8837 0.9159 0.8568 0.9021
0.1886 138.0 68586 0.2184 0.8758 0.9864 0.9648 0.781 0.8528 0.9145 0.2774 0.8915 0.9122 0.8037 0.8951 0.9502 0.8902 0.9206 0.88 0.9119 0.8571 0.9041
0.1862 139.0 69083 0.2182 0.877 0.9863 0.9648 0.7847 0.8528 0.9149 0.2774 0.8919 0.9127 0.8074 0.8948 0.9498 0.892 0.9215 0.8811 0.9139 0.8579 0.9027
0.1815 140.0 69580 0.2195 0.8751 0.9864 0.9648 0.7847 0.8516 0.9119 0.2771 0.8902 0.9112 0.8074 0.8937 0.9489 0.8907 0.9211 0.8787 0.9099 0.8558 0.9025
0.1856 141.0 70077 0.2212 0.8749 0.9862 0.9647 0.7841 0.8508 0.9137 0.2774 0.8901 0.9112 0.8074 0.8937 0.9492 0.888 0.919 0.8803 0.9119 0.8565 0.9027
0.1912 142.0 70574 0.2191 0.8752 0.9863 0.9649 0.7847 0.8516 0.9143 0.2771 0.8906 0.9116 0.8074 0.8943 0.9495 0.8892 0.9206 0.879 0.9106 0.8574 0.9035
0.1838 143.0 71071 0.2183 0.8759 0.9863 0.9648 0.7847 0.8522 0.915 0.2773 0.8913 0.9119 0.8074 0.8943 0.9502 0.8896 0.9206 0.8798 0.9113 0.8582 0.9037
0.1982 144.0 71568 0.2195 0.8752 0.9862 0.9647 0.7847 0.8509 0.9152 0.2774 0.8905 0.9109 0.8111 0.8931 0.9495 0.8878 0.9186 0.8796 0.9113 0.8583 0.9029
0.1732 145.0 72065 0.2198 0.8755 0.9863 0.9648 0.7847 0.8516 0.915 0.2773 0.8906 0.9114 0.8111 0.8935 0.9502 0.888 0.9202 0.8801 0.9106 0.8585 0.9033
0.1908 146.0 72562 0.2208 0.875 0.9862 0.9647 0.7847 0.8507 0.9127 0.2775 0.8906 0.9109 0.8111 0.893 0.9492 0.8885 0.9194 0.8787 0.9106 0.8576 0.9025
0.1781 147.0 73059 0.2207 0.8752 0.9863 0.9647 0.7847 0.8512 0.913 0.2775 0.8906 0.9109 0.8111 0.8933 0.9489 0.8878 0.919 0.8801 0.9113 0.8578 0.9025
0.1829 148.0 73556 0.2207 0.8755 0.9863 0.9647 0.7847 0.8514 0.913 0.2775 0.8909 0.9112 0.8111 0.8936 0.9489 0.8885 0.9198 0.8801 0.9113 0.8578 0.9025
0.1788 149.0 74053 0.2206 0.8755 0.9863 0.9647 0.7847 0.8514 0.913 0.2775 0.8909 0.9112 0.8111 0.8936 0.9489 0.8885 0.9198 0.8801 0.9113 0.8578 0.9025
0.178 150.0 74550 0.2206 0.8755 0.9863 0.9647 0.7847 0.8514 0.913 0.2775 0.8909 0.9112 0.8111 0.8936 0.9489 0.8885 0.9198 0.8801 0.9113 0.8578 0.9025

Framework versions

  • Transformers 4.45.2
  • Pytorch 2.4.1+cu121
  • Datasets 2.19.2
  • Tokenizers 0.20.1
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