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chickens-composite-201616161616-150-epochs-w-hybrid-transform-metrics-test

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detr
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chickens-composite-201616161616-150-epochs-w-hybrid-transform-metrics-test

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: 0.2826
  • Map: 0.8176
  • Map 50: 0.9579
  • Map 75: 0.9306
  • Map Small: 0.3875
  • Map Medium: 0.8219
  • Map Large: 0.8195
  • Mar 1: 0.326
  • Mar 10: 0.8548
  • Mar 100: 0.8598
  • Mar Small: 0.5
  • Mar Medium: 0.8639
  • Mar Large: 0.8516
  • Map Chicken: 0.8172
  • Mar 100 Chicken: 0.8631
  • Map Duck: 0.7548
  • Mar 100 Duck: 0.8103
  • Map Plant: 0.8807
  • Mar 100 Plant: 0.9061

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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • 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
1.3637 1.0 500 1.3375 0.2022 0.2836 0.2296 0.0079 0.1517 0.2202 0.0888 0.2702 0.3003 0.0857 0.2804 0.2934 0.0406 0.1329 0.0 0.0 0.5659 0.7679
1.3442 2.0 1000 1.0745 0.2876 0.4185 0.3389 0.0443 0.2462 0.3099 0.1281 0.3932 0.4098 0.0719 0.3902 0.3825 0.2497 0.4857 0.0 0.0 0.6132 0.7436
0.9363 3.0 1500 0.8883 0.3672 0.5234 0.4237 0.0059 0.3185 0.4115 0.1346 0.4657 0.4762 0.0733 0.4505 0.5145 0.4617 0.6905 0.0 0.0 0.6399 0.7382
0.89 4.0 2000 0.7873 0.4078 0.5706 0.4813 0.0096 0.3748 0.4286 0.1375 0.4847 0.4937 0.0924 0.4683 0.5261 0.5262 0.7206 0.0 0.0 0.6972 0.7606
0.8308 5.0 2500 0.7448 0.4216 0.5847 0.4779 0.009 0.3892 0.4485 0.1391 0.4851 0.4939 0.13 0.4674 0.5251 0.5319 0.7063 0.0 0.0 0.7329 0.7755
0.778 6.0 3000 0.6862 0.4308 0.6027 0.5111 0.0344 0.4084 0.4212 0.1423 0.4912 0.4957 0.141 0.4752 0.5122 0.5414 0.6933 0.0158 0.0103 0.7352 0.7836
0.7088 7.0 3500 0.6767 0.4691 0.6565 0.5456 0.042 0.4453 0.4841 0.1676 0.5327 0.5368 0.1286 0.5151 0.5653 0.621 0.7206 0.0456 0.1082 0.7406 0.7815
0.7226 8.0 4000 0.6517 0.4727 0.7023 0.5455 0.0235 0.4553 0.4898 0.1744 0.5315 0.5381 0.1267 0.5221 0.5627 0.6112 0.6917 0.0952 0.1629 0.7116 0.7597
0.6153 9.0 4500 0.5861 0.502 0.7073 0.5879 0.0876 0.478 0.5352 0.1748 0.5451 0.5485 0.1638 0.5274 0.5779 0.6671 0.7298 0.0972 0.132 0.7418 0.7836
0.6657 10.0 5000 0.5325 0.6021 0.8248 0.706 0.0865 0.5977 0.5955 0.2438 0.6653 0.6714 0.2181 0.6692 0.6794 0.6827 0.7397 0.3456 0.4515 0.778 0.823
0.5313 11.0 5500 0.5259 0.624 0.8498 0.744 0.0867 0.6118 0.6409 0.2389 0.6733 0.68 0.2086 0.6693 0.6879 0.6732 0.7329 0.4293 0.4938 0.7695 0.8133
0.5726 12.0 6000 0.5454 0.6278 0.8783 0.7558 0.0719 0.6309 0.6167 0.25 0.6767 0.6844 0.2052 0.6879 0.6757 0.6544 0.7123 0.4677 0.5351 0.7613 0.8058
0.5241 13.0 6500 0.4902 0.6769 0.9015 0.8088 0.1959 0.6814 0.6693 0.278 0.7256 0.733 0.3619 0.732 0.7283 0.7033 0.7607 0.5484 0.6155 0.779 0.8227
0.6324 14.0 7000 0.4576 0.6937 0.9148 0.8439 0.1523 0.6985 0.6877 0.2846 0.7398 0.7457 0.3148 0.7466 0.7375 0.7229 0.7714 0.5792 0.6433 0.7791 0.8224
0.5425 15.0 7500 0.4671 0.6819 0.9082 0.8144 0.1523 0.6779 0.6896 0.2749 0.7227 0.7299 0.2771 0.7295 0.7222 0.6927 0.7437 0.5561 0.6082 0.7969 0.8379
0.4946 16.0 8000 0.4771 0.6759 0.9287 0.8051 0.1942 0.664 0.6773 0.2758 0.7211 0.7304 0.3419 0.7206 0.7289 0.6853 0.7429 0.5681 0.634 0.7741 0.8142
0.4592 17.0 8500 0.4605 0.6986 0.9305 0.8387 0.1326 0.696 0.7166 0.2842 0.7451 0.7496 0.2586 0.7471 0.7666 0.7156 0.7639 0.5969 0.6619 0.7834 0.823
0.4969 18.0 9000 0.4115 0.7144 0.9368 0.8357 0.1913 0.7049 0.7354 0.2886 0.7592 0.7666 0.3181 0.7568 0.7811 0.7215 0.7722 0.6137 0.6794 0.808 0.8482
0.4928 19.0 9500 0.4163 0.7035 0.9355 0.8452 0.1962 0.7061 0.6968 0.2862 0.7529 0.7584 0.2681 0.7582 0.7548 0.6955 0.7504 0.6098 0.6794 0.8051 0.8455
0.5201 20.0 10000 0.4534 0.6923 0.924 0.8385 0.2083 0.6837 0.703 0.2802 0.7335 0.7376 0.3029 0.7304 0.7484 0.6918 0.7413 0.5991 0.6526 0.7861 0.8191
0.5026 21.0 10500 0.3920 0.7237 0.9333 0.8567 0.2019 0.7263 0.7093 0.2905 0.7621 0.7662 0.2771 0.7727 0.749 0.7321 0.7802 0.6233 0.667 0.8157 0.8515
0.6227 22.0 11000 0.4082 0.7172 0.9319 0.8411 0.0973 0.7143 0.7056 0.2866 0.7566 0.7596 0.2224 0.759 0.7403 0.741 0.7841 0.609 0.6567 0.8016 0.8379
0.46 23.0 11500 0.4134 0.7211 0.9334 0.867 0.2071 0.7073 0.7728 0.2958 0.7614 0.7667 0.2967 0.7554 0.8106 0.7142 0.7627 0.6374 0.6887 0.8116 0.8488
0.3883 24.0 12000 0.4062 0.725 0.9453 0.8536 0.1324 0.7104 0.7854 0.3012 0.7681 0.7732 0.2967 0.7581 0.8239 0.7191 0.7643 0.6501 0.7134 0.8058 0.8418
0.4362 25.0 12500 0.3831 0.7137 0.94 0.8691 0.2175 0.6978 0.7459 0.2904 0.7618 0.7694 0.3457 0.7566 0.7837 0.7168 0.7726 0.6148 0.6814 0.8095 0.8542
0.4348 26.0 13000 0.3933 0.7303 0.9396 0.8519 0.2368 0.7314 0.7378 0.2937 0.7692 0.7761 0.3295 0.776 0.78 0.7511 0.7944 0.6293 0.6856 0.8104 0.8482
0.3909 27.0 13500 0.3736 0.7413 0.9409 0.8734 0.2818 0.7467 0.6951 0.2976 0.7825 0.7877 0.4105 0.7886 0.7395 0.7515 0.7988 0.6571 0.7124 0.8153 0.8518
0.3944 28.0 14000 0.3780 0.7305 0.9325 0.872 0.2714 0.7218 0.7149 0.2936 0.7701 0.7788 0.4614 0.7695 0.7534 0.7512 0.7972 0.6358 0.6959 0.8046 0.8433
0.3858 29.0 14500 0.3911 0.7133 0.9471 0.8613 0.1945 0.7042 0.7527 0.2898 0.7603 0.7666 0.29 0.7605 0.795 0.7013 0.7548 0.6264 0.6959 0.8123 0.8491
0.3998 30.0 15000 0.3728 0.7316 0.9269 0.8793 0.2131 0.7387 0.7112 0.2941 0.771 0.7763 0.3071 0.7887 0.7482 0.7395 0.7905 0.6496 0.6938 0.8056 0.8445
0.3604 31.0 15500 0.3699 0.7325 0.95 0.8751 0.229 0.7248 0.7741 0.293 0.7753 0.7801 0.3529 0.7724 0.8156 0.7261 0.771 0.6521 0.7144 0.8192 0.8548
0.3902 32.0 16000 0.3573 0.7518 0.9508 0.8913 0.197 0.7475 0.7941 0.3019 0.7907 0.7958 0.3152 0.7903 0.8282 0.7471 0.7925 0.6842 0.733 0.8241 0.8618
0.4054 33.0 16500 0.3459 0.7527 0.9461 0.903 0.2512 0.7555 0.7825 0.3012 0.7889 0.7971 0.4448 0.7978 0.8216 0.7604 0.8063 0.671 0.7227 0.8266 0.8621
0.4273 34.0 17000 0.3686 0.7342 0.9373 0.8812 0.2655 0.726 0.7763 0.2977 0.7802 0.7849 0.3833 0.7737 0.8162 0.7497 0.7972 0.6367 0.7031 0.8161 0.8542
0.4061 35.0 17500 0.3784 0.7399 0.9397 0.8932 0.241 0.7295 0.7874 0.3016 0.7832 0.7923 0.4824 0.7787 0.8219 0.7375 0.7857 0.6564 0.7268 0.8259 0.8642
0.3534 36.0 18000 0.3852 0.7407 0.9353 0.8765 0.3013 0.7307 0.7745 0.3057 0.7917 0.7947 0.4233 0.785 0.8182 0.7425 0.7937 0.6614 0.7371 0.8181 0.8533
0.3802 37.0 18500 0.3701 0.7473 0.951 0.8693 0.2757 0.7422 0.7779 0.3065 0.7909 0.7976 0.4676 0.7884 0.8179 0.7667 0.8071 0.6716 0.7402 0.8036 0.8455
0.4238 38.0 19000 0.3718 0.7385 0.9331 0.8621 0.2269 0.7285 0.7558 0.2966 0.7766 0.7845 0.411 0.7737 0.7854 0.7463 0.7937 0.6503 0.7021 0.8188 0.8579
0.384 39.0 19500 0.3475 0.7573 0.9468 0.8936 0.2334 0.7534 0.7792 0.3119 0.795 0.802 0.401 0.7979 0.8192 0.7515 0.7929 0.6929 0.7474 0.8274 0.8658
0.3767 40.0 20000 0.3546 0.748 0.9558 0.8997 0.298 0.7391 0.7842 0.3009 0.7946 0.8035 0.4962 0.7937 0.8265 0.7671 0.8123 0.6575 0.734 0.8193 0.8642
0.3587 41.0 20500 0.3592 0.75 0.9459 0.9021 0.2815 0.7384 0.7797 0.3056 0.7883 0.7966 0.4676 0.7826 0.8161 0.7547 0.802 0.6879 0.7423 0.8075 0.8455
0.3892 42.0 21000 0.3502 0.7557 0.9496 0.9071 0.256 0.7472 0.7944 0.3067 0.7939 0.8033 0.4557 0.7924 0.8283 0.7556 0.7968 0.6892 0.7515 0.8222 0.8615
0.3965 43.0 21500 0.3423 0.7619 0.9494 0.8955 0.2201 0.7643 0.7944 0.3109 0.8013 0.8067 0.3619 0.8075 0.8299 0.7579 0.804 0.7127 0.7608 0.815 0.8555
0.4117 44.0 22000 0.3461 0.7709 0.9514 0.8986 0.2226 0.7728 0.7921 0.3123 0.8104 0.8151 0.3595 0.8182 0.8228 0.7658 0.8071 0.7176 0.7722 0.8293 0.8661
0.371 45.0 22500 0.3394 0.7575 0.951 0.9036 0.2713 0.7565 0.7873 0.3067 0.7961 0.8056 0.4729 0.8002 0.8273 0.7655 0.8143 0.6865 0.7412 0.8205 0.8612
0.3745 46.0 23000 0.3338 0.7585 0.9491 0.905 0.314 0.755 0.7677 0.3104 0.7998 0.8059 0.4686 0.8018 0.8021 0.7661 0.8155 0.6791 0.7371 0.8303 0.8652
0.3535 47.0 23500 0.3374 0.7599 0.943 0.8887 0.3107 0.7491 0.7831 0.3106 0.7977 0.8052 0.4733 0.7967 0.8156 0.7645 0.8139 0.6824 0.734 0.8329 0.8676
0.3852 48.0 24000 0.3219 0.7721 0.9565 0.9012 0.3121 0.7702 0.802 0.313 0.8129 0.8196 0.4281 0.8151 0.8358 0.7631 0.8127 0.7105 0.7639 0.8428 0.8821
0.3774 49.0 24500 0.3365 0.7641 0.956 0.9064 0.2601 0.7618 0.7848 0.3103 0.8038 0.8093 0.401 0.8075 0.821 0.7504 0.7968 0.7116 0.766 0.8304 0.8652
0.328 50.0 25000 0.3349 0.7651 0.956 0.9021 0.2856 0.7596 0.7859 0.3055 0.8064 0.8135 0.4576 0.8057 0.8259 0.7504 0.7956 0.7111 0.7753 0.8338 0.8697
0.3735 51.0 25500 0.3249 0.7643 0.9307 0.8785 0.2775 0.7617 0.7686 0.3034 0.7993 0.8073 0.3895 0.804 0.7965 0.7851 0.8306 0.6666 0.7155 0.8412 0.8758
0.4171 52.0 26000 0.3363 0.7597 0.9441 0.8874 0.2759 0.7622 0.7774 0.309 0.7961 0.8026 0.4248 0.8004 0.8073 0.7732 0.8179 0.6757 0.7216 0.8302 0.8682
0.3355 53.0 26500 0.3175 0.7735 0.9515 0.9071 0.3236 0.774 0.7715 0.3121 0.816 0.8226 0.4905 0.8181 0.8123 0.781 0.8234 0.6936 0.7649 0.846 0.8794
0.3006 54.0 27000 0.3109 0.7736 0.9556 0.8946 0.2718 0.7771 0.7868 0.3137 0.814 0.8195 0.4167 0.8179 0.8304 0.7769 0.8183 0.6959 0.7588 0.8481 0.8815
0.3252 55.0 27500 0.3157 0.7742 0.9552 0.9055 0.295 0.7787 0.7803 0.3077 0.8152 0.821 0.4471 0.8222 0.8187 0.7697 0.8143 0.7089 0.768 0.844 0.8806
0.3341 56.0 28000 0.3221 0.7661 0.9575 0.9019 0.2773 0.7711 0.7937 0.3093 0.8101 0.8169 0.4243 0.8156 0.8359 0.7617 0.8048 0.6915 0.7639 0.8452 0.8821
0.2994 57.0 28500 0.3109 0.7773 0.9507 0.9021 0.3057 0.7762 0.7781 0.3111 0.8129 0.8205 0.479 0.8209 0.812 0.7857 0.825 0.6957 0.7515 0.8505 0.8848
0.3167 58.0 29000 0.3244 0.7758 0.9514 0.901 0.2373 0.7804 0.7872 0.313 0.8148 0.8208 0.3957 0.8239 0.8167 0.7712 0.8151 0.7126 0.7649 0.8437 0.8824
0.3074 59.0 29500 0.3182 0.7809 0.96 0.9199 0.2609 0.7805 0.7921 0.3125 0.8191 0.828 0.4752 0.8269 0.8308 0.7695 0.8143 0.7246 0.7845 0.8487 0.8852
0.3369 60.0 30000 0.3242 0.7739 0.9497 0.9078 0.2622 0.7731 0.7783 0.3113 0.8107 0.8201 0.4729 0.8185 0.8077 0.7768 0.8226 0.7029 0.7588 0.8422 0.8788
0.3005 61.0 30500 0.3319 0.7724 0.9573 0.9041 0.2995 0.7733 0.7921 0.3076 0.8102 0.8187 0.4633 0.8189 0.8296 0.7655 0.8067 0.7055 0.767 0.8462 0.8824
0.3328 62.0 31000 0.3273 0.7812 0.9559 0.9051 0.2928 0.7776 0.8125 0.3112 0.8205 0.8262 0.4476 0.8246 0.842 0.7686 0.8119 0.7238 0.7814 0.851 0.8852
0.3873 63.0 31500 0.3161 0.7829 0.9567 0.9063 0.2979 0.7736 0.8104 0.3151 0.819 0.827 0.471 0.8191 0.8416 0.7796 0.8206 0.7247 0.7835 0.8443 0.877
0.3308 64.0 32000 0.3166 0.7859 0.9579 0.9142 0.3263 0.7833 0.7926 0.3148 0.8224 0.8302 0.4838 0.8258 0.8243 0.7821 0.8206 0.7178 0.7845 0.8579 0.8855
0.3222 65.0 32500 0.3202 0.7827 0.9594 0.9056 0.275 0.7796 0.8137 0.314 0.821 0.8276 0.4148 0.8252 0.8498 0.7679 0.8079 0.7263 0.7876 0.854 0.8873
0.4033 66.0 33000 0.3232 0.7636 0.9516 0.895 0.2858 0.7661 0.7817 0.3043 0.8063 0.811 0.37 0.8125 0.8294 0.769 0.8111 0.675 0.7454 0.8468 0.8767
0.3163 67.0 33500 0.3201 0.783 0.9552 0.9034 0.3358 0.7797 0.8046 0.3146 0.825 0.83 0.44 0.8275 0.8378 0.7897 0.8254 0.7044 0.7773 0.8549 0.8873
0.3443 68.0 34000 0.3102 0.783 0.9546 0.8955 0.2943 0.7845 0.8009 0.311 0.8232 0.8279 0.3895 0.8291 0.8357 0.8062 0.8425 0.6863 0.7557 0.8565 0.8855
0.2685 69.0 34500 0.3266 0.773 0.9546 0.8951 0.2206 0.773 0.8143 0.3098 0.8114 0.8146 0.31 0.8146 0.848 0.7705 0.8091 0.6992 0.7557 0.8493 0.8791
0.254 70.0 35000 0.3053 0.7816 0.9447 0.8764 0.314 0.7861 0.7917 0.3136 0.8187 0.8233 0.3986 0.827 0.8207 0.8054 0.8452 0.6802 0.7351 0.8594 0.8897
0.292 71.0 35500 0.3023 0.792 0.9538 0.9122 0.2953 0.7958 0.8023 0.317 0.8277 0.8329 0.4014 0.8373 0.8342 0.8057 0.8468 0.7129 0.7649 0.8573 0.887
0.2921 72.0 36000 0.3102 0.7772 0.9515 0.9175 0.3279 0.7742 0.7945 0.3114 0.8166 0.8219 0.4195 0.8243 0.8227 0.7752 0.8179 0.7025 0.7629 0.8539 0.8848
0.3412 73.0 36500 0.3100 0.7817 0.9597 0.913 0.3416 0.785 0.8018 0.3123 0.8224 0.8276 0.4333 0.8306 0.8333 0.782 0.8302 0.7155 0.7711 0.8476 0.8815
0.3075 74.0 37000 0.3014 0.7946 0.9561 0.9164 0.3 0.7964 0.8209 0.3182 0.834 0.8385 0.3986 0.8407 0.8561 0.7948 0.8373 0.7279 0.7897 0.8612 0.8885
0.3023 75.0 37500 0.2935 0.7947 0.9603 0.9196 0.3455 0.7988 0.8218 0.3168 0.8343 0.8398 0.4629 0.8436 0.8527 0.8062 0.8464 0.7108 0.7773 0.8673 0.8958
0.3002 76.0 38000 0.3102 0.7838 0.9577 0.9181 0.318 0.7851 0.796 0.3158 0.8263 0.833 0.4776 0.8332 0.834 0.7756 0.8194 0.7227 0.7959 0.8531 0.8836
0.3307 77.0 38500 0.2983 0.7925 0.9555 0.9009 0.298 0.7967 0.807 0.317 0.8314 0.8342 0.3962 0.838 0.8397 0.7937 0.8373 0.7208 0.7753 0.8631 0.89
0.3413 78.0 39000 0.3021 0.7865 0.946 0.9058 0.3466 0.7881 0.7897 0.3155 0.8245 0.8299 0.4881 0.8297 0.8258 0.7951 0.8433 0.6961 0.7485 0.8682 0.8979
0.3045 79.0 39500 0.3084 0.7888 0.9472 0.8942 0.3235 0.7925 0.7943 0.3175 0.83 0.8338 0.3967 0.8379 0.8229 0.7896 0.8341 0.7124 0.7742 0.8644 0.893
0.2488 80.0 40000 0.2982 0.7953 0.9528 0.914 0.325 0.7916 0.8208 0.3202 0.8348 0.8383 0.4086 0.8356 0.8579 0.8057 0.8437 0.7147 0.7773 0.8655 0.8939
0.3217 81.0 40500 0.3044 0.7914 0.9556 0.9082 0.2782 0.7956 0.7996 0.3157 0.8283 0.8326 0.3581 0.8366 0.8352 0.7964 0.8385 0.7142 0.7691 0.8636 0.8903
0.3004 82.0 41000 0.3022 0.7843 0.9572 0.9058 0.3107 0.7879 0.7954 0.3137 0.8267 0.8324 0.4329 0.8352 0.834 0.7847 0.8274 0.7074 0.7794 0.8609 0.8903
0.3093 83.0 41500 0.3071 0.785 0.9517 0.9143 0.3427 0.7862 0.8026 0.3152 0.8254 0.8297 0.4381 0.8312 0.8425 0.7865 0.8341 0.7104 0.766 0.8581 0.8891
0.2752 84.0 42000 0.2960 0.7935 0.9572 0.9176 0.3257 0.7954 0.812 0.3188 0.835 0.8383 0.4529 0.8402 0.8476 0.7907 0.8361 0.7309 0.7887 0.859 0.89
0.26 85.0 42500 0.3140 0.789 0.9532 0.913 0.3043 0.7915 0.8005 0.3192 0.8303 0.8344 0.4133 0.8353 0.8375 0.7715 0.8159 0.7299 0.7928 0.8657 0.8945
0.258 86.0 43000 0.2883 0.8003 0.9557 0.9097 0.3498 0.8041 0.8061 0.3181 0.8406 0.8455 0.4662 0.8498 0.8382 0.801 0.8413 0.7255 0.7948 0.8743 0.9003
0.3089 87.0 43500 0.2843 0.8069 0.9607 0.9228 0.3816 0.812 0.8019 0.3221 0.8448 0.8493 0.4976 0.8535 0.8391 0.806 0.8468 0.7421 0.801 0.8725 0.9
0.2824 88.0 44000 0.2950 0.7961 0.9524 0.9114 0.3053 0.8021 0.801 0.3197 0.8362 0.8409 0.4262 0.8465 0.8378 0.7861 0.8337 0.7303 0.7918 0.8717 0.8973
0.2414 89.0 44500 0.3011 0.7851 0.9545 0.903 0.276 0.7891 0.8036 0.3158 0.8263 0.8307 0.4038 0.834 0.838 0.7813 0.8278 0.7174 0.7753 0.8564 0.8891
0.2478 90.0 45000 0.2817 0.8068 0.9522 0.9161 0.333 0.8107 0.8157 0.3217 0.8425 0.8468 0.4214 0.8526 0.847 0.811 0.8512 0.7381 0.7897 0.8714 0.8994
0.2355 91.0 45500 0.2872 0.8034 0.9469 0.9103 0.3361 0.811 0.8067 0.3188 0.8388 0.8449 0.46 0.8512 0.8393 0.813 0.8552 0.7202 0.7753 0.8769 0.9042
0.2681 92.0 46000 0.2875 0.7976 0.955 0.9142 0.368 0.8074 0.7996 0.3144 0.834 0.8383 0.4381 0.8488 0.8328 0.7937 0.8357 0.7256 0.7773 0.8735 0.9018
0.2674 93.0 46500 0.2918 0.8012 0.9527 0.913 0.3776 0.8067 0.8022 0.3192 0.8376 0.8417 0.4676 0.8463 0.8334 0.8069 0.8492 0.7304 0.7814 0.8662 0.8945
0.2494 94.0 47000 0.2939 0.8009 0.9619 0.9184 0.3542 0.8047 0.8084 0.317 0.8377 0.8427 0.4429 0.8479 0.8372 0.7996 0.8409 0.7361 0.7907 0.867 0.8964
0.2763 95.0 47500 0.3031 0.8011 0.958 0.9032 0.3648 0.8039 0.8072 0.3179 0.838 0.8426 0.4481 0.8464 0.8361 0.7969 0.8345 0.7369 0.7948 0.8697 0.8985
0.2984 96.0 48000 0.3025 0.7951 0.9582 0.9122 0.3507 0.7975 0.7983 0.3193 0.8328 0.8355 0.4119 0.8387 0.8301 0.7936 0.8353 0.7192 0.7732 0.8726 0.8979
0.3038 97.0 48500 0.2947 0.7968 0.9548 0.9133 0.3387 0.7983 0.8028 0.3233 0.8417 0.845 0.4286 0.8499 0.8395 0.8039 0.848 0.7194 0.7907 0.8671 0.8964
0.247 98.0 49000 0.2914 0.8014 0.9593 0.9175 0.3421 0.8014 0.8069 0.3215 0.842 0.8462 0.4705 0.8469 0.8422 0.8089 0.8544 0.7278 0.7876 0.8675 0.8967
0.2909 99.0 49500 0.2928 0.8014 0.9546 0.9145 0.3573 0.801 0.8208 0.3248 0.8428 0.8466 0.4371 0.8486 0.8505 0.8066 0.8548 0.7311 0.7897 0.8666 0.8955
0.3016 100.0 50000 0.2921 0.8036 0.9515 0.9174 0.3575 0.8037 0.8162 0.3212 0.8438 0.8473 0.4233 0.851 0.85 0.8045 0.8508 0.7345 0.7887 0.8718 0.9024
0.302 101.0 50500 0.2868 0.7982 0.9508 0.9107 0.36 0.8029 0.8121 0.3155 0.8376 0.8411 0.4543 0.8452 0.8431 0.8013 0.85 0.717 0.768 0.8763 0.9052
0.2353 102.0 51000 0.2846 0.8089 0.9553 0.9112 0.3669 0.8158 0.8189 0.3221 0.8484 0.8514 0.4329 0.8579 0.8485 0.8159 0.8563 0.7359 0.7948 0.8751 0.903
0.2575 103.0 51500 0.2977 0.8054 0.952 0.915 0.3537 0.8087 0.8065 0.325 0.8431 0.8461 0.4095 0.8511 0.8371 0.8038 0.8484 0.7449 0.7938 0.8676 0.8961
0.291 104.0 52000 0.2912 0.7997 0.9466 0.9142 0.3904 0.8025 0.7997 0.3223 0.8387 0.8426 0.4748 0.8455 0.8343 0.8042 0.854 0.7241 0.7732 0.8707 0.9006
0.28 105.0 52500 0.2882 0.8063 0.9571 0.9279 0.3691 0.8113 0.8243 0.3234 0.8448 0.8489 0.4429 0.8524 0.8556 0.8032 0.8468 0.7458 0.801 0.87 0.8988
0.3112 106.0 53000 0.2837 0.811 0.9572 0.9217 0.3889 0.8121 0.8262 0.3231 0.8466 0.851 0.4819 0.8529 0.8575 0.8068 0.8548 0.7538 0.7979 0.8725 0.9003
0.2614 107.0 53500 0.2850 0.8081 0.9573 0.9274 0.4009 0.8095 0.8211 0.3244 0.8457 0.851 0.5033 0.8523 0.8508 0.8 0.8429 0.7493 0.8072 0.875 0.903
0.2612 108.0 54000 0.2851 0.8042 0.9568 0.9155 0.3603 0.808 0.8256 0.3219 0.8436 0.8476 0.4343 0.8535 0.8555 0.8003 0.8452 0.7427 0.7979 0.8697 0.8997
0.3001 109.0 54500 0.2800 0.8074 0.9564 0.919 0.3767 0.8097 0.8226 0.3235 0.8455 0.8497 0.4752 0.8517 0.8574 0.8099 0.854 0.7405 0.7938 0.8719 0.9012
0.2585 110.0 55000 0.2918 0.8069 0.9565 0.9162 0.3777 0.8099 0.8226 0.3229 0.8464 0.8503 0.4605 0.8545 0.8548 0.7991 0.8448 0.7462 0.8041 0.8755 0.9018
0.273 111.0 55500 0.2890 0.8083 0.9558 0.927 0.3654 0.81 0.8263 0.3251 0.8488 0.8522 0.4295 0.8559 0.8572 0.8041 0.85 0.7464 0.8062 0.8744 0.9003
0.2339 112.0 56000 0.2911 0.8039 0.9557 0.9259 0.3828 0.805 0.8195 0.3169 0.844 0.8497 0.4876 0.8522 0.8502 0.8027 0.85 0.7341 0.7959 0.8748 0.9033
0.2383 113.0 56500 0.2991 0.8106 0.9585 0.918 0.3764 0.813 0.8248 0.3212 0.8479 0.8527 0.461 0.8534 0.8558 0.8049 0.8488 0.7547 0.8082 0.8721 0.9009
0.2731 114.0 57000 0.2857 0.8121 0.9561 0.9195 0.3659 0.817 0.8208 0.3236 0.8521 0.8555 0.4376 0.8612 0.8529 0.8037 0.8484 0.7544 0.8134 0.8781 0.9045
0.2248 115.0 57500 0.2981 0.8019 0.9566 0.9271 0.3887 0.805 0.8082 0.3184 0.8437 0.8479 0.4733 0.8533 0.8453 0.7973 0.8429 0.7365 0.8 0.8719 0.9009
0.252 116.0 58000 0.2910 0.8106 0.9552 0.9285 0.3823 0.8141 0.816 0.3219 0.8483 0.8526 0.4757 0.8572 0.8489 0.8031 0.8508 0.7536 0.8052 0.8749 0.9018
0.2847 117.0 58500 0.2856 0.8084 0.9559 0.9225 0.3742 0.8131 0.8173 0.3197 0.848 0.8512 0.449 0.8561 0.8494 0.803 0.8488 0.7511 0.8052 0.8711 0.8997
0.2934 118.0 59000 0.2856 0.8109 0.9559 0.9263 0.3909 0.8168 0.8112 0.3219 0.8517 0.855 0.4786 0.8607 0.8459 0.8046 0.8524 0.7513 0.8093 0.8767 0.9033
0.2435 119.0 59500 0.2891 0.8084 0.9561 0.9247 0.3774 0.8149 0.808 0.3191 0.8481 0.8526 0.469 0.8584 0.8417 0.8032 0.8492 0.7475 0.8052 0.8746 0.9033
0.2808 120.0 60000 0.2873 0.8088 0.9571 0.92 0.3884 0.8126 0.8071 0.3201 0.8484 0.8535 0.4914 0.8576 0.8408 0.808 0.8532 0.7427 0.8031 0.8756 0.9042
0.2391 121.0 60500 0.2912 0.81 0.9559 0.9162 0.3701 0.8166 0.8145 0.3214 0.8487 0.8536 0.449 0.8603 0.848 0.8077 0.8532 0.7471 0.8041 0.8753 0.9036
0.2206 122.0 61000 0.2914 0.8064 0.9555 0.9144 0.3813 0.8154 0.8055 0.3218 0.8467 0.8506 0.439 0.8587 0.8384 0.7992 0.8472 0.7458 0.8021 0.8742 0.9024
0.2755 123.0 61500 0.2921 0.8068 0.9537 0.9236 0.3731 0.814 0.8138 0.3236 0.8474 0.8505 0.4281 0.8578 0.8479 0.8023 0.8504 0.7424 0.7979 0.8758 0.903
0.237 124.0 62000 0.2860 0.8114 0.9568 0.9227 0.3928 0.8187 0.8167 0.3225 0.8502 0.854 0.4633 0.8611 0.8476 0.8072 0.8528 0.7493 0.8041 0.8777 0.9052
0.2732 125.0 62500 0.2879 0.8097 0.9555 0.9235 0.3676 0.8152 0.8118 0.3225 0.8478 0.8535 0.4524 0.8598 0.8432 0.806 0.852 0.7459 0.8031 0.8771 0.9055
0.2499 126.0 63000 0.2894 0.8091 0.9561 0.9229 0.3738 0.8154 0.8136 0.3229 0.8491 0.854 0.4738 0.8594 0.847 0.808 0.8563 0.7471 0.8052 0.8722 0.9006
0.318 127.0 63500 0.2878 0.8127 0.9561 0.9202 0.3881 0.8165 0.818 0.3268 0.8497 0.855 0.4886 0.8581 0.8482 0.8084 0.8552 0.7542 0.8062 0.8754 0.9036
0.2367 128.0 64000 0.2858 0.8111 0.957 0.92 0.387 0.8192 0.8107 0.3243 0.8491 0.8536 0.4657 0.8598 0.8466 0.8081 0.8532 0.7502 0.8041 0.875 0.9036
0.2424 129.0 64500 0.2847 0.8136 0.9571 0.9228 0.381 0.8184 0.8178 0.3259 0.8498 0.8541 0.4571 0.8596 0.8479 0.8073 0.8524 0.757 0.8062 0.8765 0.9036
0.2599 130.0 65000 0.2825 0.8158 0.9572 0.9229 0.38 0.822 0.8196 0.3246 0.8525 0.8569 0.4719 0.8618 0.8522 0.8094 0.8556 0.7587 0.8093 0.8794 0.9058
0.2459 131.0 65500 0.2810 0.8172 0.9569 0.9268 0.3685 0.8237 0.8197 0.3275 0.8538 0.8584 0.4738 0.864 0.8506 0.8141 0.8599 0.7584 0.8093 0.879 0.9061
0.2522 132.0 66000 0.2825 0.8188 0.9595 0.9316 0.3846 0.8266 0.8149 0.3243 0.8522 0.8576 0.4933 0.8634 0.8476 0.8138 0.8603 0.7643 0.8062 0.8784 0.9064
0.2804 133.0 66500 0.2833 0.8211 0.9595 0.9293 0.3892 0.8275 0.8209 0.3261 0.8555 0.8604 0.5 0.8656 0.8503 0.8164 0.8623 0.7675 0.8124 0.8792 0.9067
0.2773 134.0 67000 0.2819 0.817 0.9553 0.9304 0.3784 0.8219 0.8222 0.3246 0.8534 0.8579 0.489 0.8623 0.8539 0.8153 0.8615 0.755 0.8052 0.8808 0.907
0.2379 135.0 67500 0.2811 0.8152 0.9553 0.9274 0.3972 0.8191 0.8207 0.3254 0.8528 0.8571 0.5 0.8607 0.8519 0.8108 0.8571 0.7529 0.8072 0.8818 0.907
0.2451 136.0 68000 0.2830 0.8179 0.9566 0.9304 0.3849 0.824 0.8208 0.3278 0.8549 0.8594 0.4886 0.8646 0.8531 0.8181 0.8627 0.7577 0.8103 0.8781 0.9052
0.2712 137.0 68500 0.2809 0.8139 0.9562 0.9306 0.377 0.8198 0.8168 0.3252 0.851 0.8551 0.4724 0.861 0.849 0.8121 0.8575 0.7509 0.8021 0.8788 0.9058
0.2524 138.0 69000 0.2816 0.8191 0.9576 0.9277 0.379 0.8246 0.8252 0.3269 0.8561 0.8606 0.4819 0.8659 0.8543 0.8156 0.8611 0.7612 0.8134 0.8804 0.9073
0.2524 139.0 69500 0.2821 0.8183 0.9581 0.9278 0.3799 0.8224 0.8204 0.3261 0.8547 0.8598 0.49 0.8638 0.8505 0.8162 0.8619 0.7592 0.8113 0.8796 0.9061
0.2704 140.0 70000 0.2833 0.816 0.9579 0.9278 0.3801 0.8204 0.8161 0.3256 0.8532 0.8584 0.4967 0.8627 0.8481 0.815 0.8615 0.7535 0.8082 0.8796 0.9055
0.2495 141.0 70500 0.2830 0.8168 0.9579 0.9307 0.3807 0.8203 0.8169 0.3255 0.8534 0.8586 0.5 0.8625 0.8495 0.8166 0.8619 0.7516 0.8072 0.8822 0.9067
0.2503 142.0 71000 0.2827 0.8166 0.9581 0.9308 0.3842 0.8214 0.8196 0.3257 0.8539 0.8589 0.4967 0.8634 0.8515 0.816 0.8615 0.7536 0.8093 0.8801 0.9061
0.2408 143.0 71500 0.2819 0.8174 0.9579 0.9278 0.3841 0.8222 0.8192 0.3263 0.8543 0.8594 0.4967 0.8639 0.8505 0.8149 0.8611 0.7567 0.8113 0.8805 0.9058
0.2237 144.0 72000 0.2823 0.817 0.9578 0.9305 0.3875 0.8209 0.8204 0.326 0.8545 0.8596 0.5 0.8632 0.8526 0.8161 0.8627 0.7548 0.8103 0.8801 0.9058
0.2405 145.0 72500 0.2828 0.8162 0.9578 0.9305 0.3875 0.8205 0.8196 0.3251 0.8537 0.8588 0.5 0.8628 0.8515 0.8141 0.8603 0.7545 0.8103 0.88 0.9058
0.2662 146.0 73000 0.2822 0.8172 0.9578 0.9306 0.3842 0.8209 0.82 0.3252 0.8545 0.8596 0.5 0.8632 0.8518 0.8158 0.8623 0.7546 0.8103 0.8812 0.9061
0.3253 147.0 73500 0.2825 0.8173 0.9579 0.9306 0.3874 0.8217 0.8199 0.326 0.8546 0.8597 0.4967 0.8637 0.8518 0.8162 0.8623 0.7547 0.8103 0.881 0.9064
0.2588 148.0 74000 0.2826 0.8175 0.9579 0.9307 0.3875 0.8217 0.8195 0.326 0.8546 0.8597 0.5 0.8637 0.8516 0.8168 0.8627 0.7548 0.8103 0.8807 0.9061
0.2447 149.0 74500 0.2826 0.8176 0.9579 0.9306 0.3875 0.8219 0.8195 0.326 0.8548 0.8598 0.5 0.8639 0.8516 0.8172 0.8631 0.7548 0.8103 0.8807 0.9061
0.2683 150.0 75000 0.2826 0.8176 0.9579 0.9306 0.3875 0.8219 0.8195 0.326 0.8548 0.8598 0.5 0.8639 0.8516 0.8172 0.8631 0.7548 0.8103 0.8807 0.9061

Framework versions

  • Transformers 4.46.2
  • Pytorch 2.5.0+cu121
  • Datasets 2.19.2
  • Tokenizers 0.20.3
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