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chickens-composite-403232323232-150-epochs-wo-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: 0.2554
  • Map: 0.8454
  • Map 50: 0.9638
  • Map 75: 0.9414
  • Map Small: 0.3586
  • Map Medium: 0.8525
  • Map Large: 0.8191
  • Mar 1: 0.3399
  • Mar 10: 0.8795
  • Mar 100: 0.8819
  • Mar Small: 0.5029
  • Mar Medium: 0.8889
  • Mar Large: 0.8593
  • Map Chicken: 0.8417
  • Mar 100 Chicken: 0.8813
  • Map Duck: 0.7981
  • Mar 100 Duck: 0.8407
  • Map Plant: 0.8964
  • Mar 100 Plant: 0.9237

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
1.0777 1.0 1000 1.0389 0.2068 0.2913 0.2391 0.013 0.1388 0.2388 0.0854 0.2648 0.2788 0.0549 0.2419 0.2929 0.0635 0.1076 0.0 0.0 0.5568 0.7287
0.8605 2.0 2000 0.8134 0.3533 0.5097 0.4179 0.0132 0.2947 0.3849 0.1266 0.4611 0.4654 0.0593 0.4277 0.4824 0.4202 0.6698 0.0 0.0 0.6397 0.7265
0.8163 3.0 3000 0.6903 0.3885 0.5318 0.4618 0.0471 0.3484 0.4085 0.1319 0.4922 0.4948 0.1039 0.4679 0.5117 0.4633 0.7131 0.0 0.0 0.7023 0.7713
0.7015 4.0 4000 0.5761 0.4228 0.565 0.5003 0.0365 0.389 0.4316 0.1365 0.5115 0.5139 0.1026 0.4867 0.5243 0.5112 0.7286 0.0001 0.0046 0.7572 0.8084
0.5928 5.0 5000 0.5544 0.438 0.5832 0.5134 0.0648 0.404 0.4456 0.1392 0.5173 0.5211 0.1939 0.4958 0.5281 0.5463 0.7431 0.0002 0.0046 0.7676 0.8157
0.6028 6.0 6000 0.5337 0.4498 0.5828 0.5342 0.1047 0.4231 0.4426 0.144 0.5279 0.5315 0.2775 0.5092 0.5247 0.5573 0.7543 0.0 0.0021 0.7921 0.838
0.5511 7.0 7000 0.5070 0.4707 0.6037 0.5519 0.1308 0.4376 0.4764 0.1481 0.5353 0.5372 0.2447 0.5114 0.5461 0.6194 0.7702 0.0001 0.0077 0.7925 0.8336
0.5221 8.0 8000 0.4854 0.496 0.6353 0.5799 0.1876 0.4756 0.5014 0.1495 0.5374 0.5398 0.286 0.5207 0.547 0.6793 0.7672 0.0 0.0015 0.8087 0.8507
0.5255 9.0 9000 0.4765 0.5201 0.6555 0.6127 0.154 0.4918 0.52 0.1641 0.5524 0.5555 0.3129 0.5299 0.5556 0.7176 0.7829 0.0299 0.0335 0.8127 0.8502
0.5094 10.0 10000 0.4482 0.6952 0.935 0.8324 0.1606 0.6718 0.7034 0.2909 0.7386 0.7411 0.2664 0.7321 0.7442 0.6869 0.7366 0.5971 0.6469 0.8016 0.8397
0.4806 11.0 11000 0.4050 0.7173 0.9272 0.8508 0.1944 0.7026 0.6995 0.2989 0.7653 0.7668 0.3625 0.7569 0.7501 0.7195 0.7714 0.6175 0.6727 0.8148 0.8563
0.4399 12.0 12000 0.3718 0.7302 0.9368 0.8634 0.1579 0.7164 0.7401 0.2978 0.7738 0.7781 0.3615 0.7704 0.7846 0.7396 0.7907 0.6266 0.6789 0.8243 0.8648
0.4352 13.0 13000 0.3683 0.7381 0.9387 0.8804 0.1006 0.7237 0.7379 0.3038 0.7804 0.7877 0.2985 0.782 0.7847 0.7423 0.7905 0.6523 0.7098 0.8196 0.8629
0.3661 14.0 14000 0.3637 0.7371 0.9533 0.8831 0.2483 0.7218 0.7479 0.3036 0.7782 0.7834 0.4209 0.7736 0.7855 0.7363 0.7843 0.65 0.7031 0.8251 0.8627
0.3787 15.0 15000 0.3630 0.7421 0.95 0.8744 0.2192 0.7345 0.7165 0.3009 0.7818 0.7868 0.3649 0.7837 0.7659 0.7441 0.7879 0.6515 0.7021 0.8306 0.8703
0.4016 16.0 16000 0.3423 0.7638 0.963 0.9129 0.2469 0.7567 0.7516 0.3139 0.8077 0.8116 0.4551 0.8085 0.7946 0.7511 0.801 0.7178 0.768 0.8224 0.8658
0.3734 17.0 17000 0.3366 0.7627 0.9572 0.8953 0.2228 0.7498 0.7609 0.3135 0.8018 0.8073 0.4384 0.7996 0.8067 0.7595 0.8111 0.6948 0.7366 0.8338 0.8744
0.4089 18.0 18000 0.3535 0.7547 0.9596 0.9035 0.2335 0.7443 0.7635 0.3108 0.7979 0.8037 0.3826 0.7987 0.8063 0.7372 0.7853 0.7054 0.7613 0.8215 0.8645
0.386 19.0 19000 0.3192 0.776 0.9557 0.901 0.1504 0.7675 0.7732 0.3187 0.8141 0.8202 0.37 0.8164 0.8149 0.77 0.8137 0.7253 0.7727 0.8326 0.8742
0.3379 20.0 20000 0.3019 0.7837 0.9568 0.9125 0.2331 0.7658 0.7835 0.3238 0.8228 0.8276 0.4099 0.8195 0.8256 0.7882 0.8318 0.7176 0.768 0.8452 0.8831
0.3237 21.0 21000 0.3427 0.7534 0.9543 0.8973 0.234 0.7377 0.76 0.306 0.7913 0.7963 0.4244 0.7846 0.8012 0.7278 0.7746 0.698 0.7459 0.8345 0.8683
0.3787 22.0 22000 0.3177 0.7791 0.9631 0.921 0.3373 0.7714 0.7715 0.3184 0.818 0.8219 0.4727 0.8171 0.8123 0.7613 0.8054 0.7344 0.7804 0.8415 0.8799
0.363 23.0 23000 0.3142 0.7761 0.955 0.9036 0.3077 0.7687 0.7433 0.3168 0.8141 0.8173 0.4544 0.8183 0.7843 0.7704 0.8074 0.7183 0.7613 0.8397 0.883
0.3256 24.0 24000 0.3298 0.7648 0.9578 0.8992 0.3243 0.7578 0.7536 0.3114 0.809 0.8121 0.467 0.8099 0.7978 0.751 0.7966 0.7092 0.7608 0.8343 0.8789
0.3629 25.0 25000 0.3238 0.7746 0.9575 0.9013 0.2561 0.7578 0.773 0.3179 0.8117 0.8165 0.4143 0.8055 0.8169 0.7679 0.806 0.721 0.7732 0.8349 0.8702
0.3193 26.0 26000 0.3196 0.7699 0.9585 0.9099 0.3111 0.7654 0.775 0.3129 0.8108 0.8151 0.469 0.8158 0.8147 0.7563 0.798 0.7077 0.7639 0.8456 0.8834
0.3119 27.0 27000 0.3063 0.7866 0.9609 0.9063 0.2972 0.7846 0.773 0.3224 0.8255 0.8295 0.4342 0.8284 0.8149 0.7844 0.8233 0.731 0.7804 0.8444 0.8849
0.3644 28.0 28000 0.3047 0.789 0.9631 0.9188 0.3042 0.7771 0.7968 0.3216 0.8292 0.8346 0.4279 0.8264 0.8385 0.778 0.8249 0.746 0.7959 0.843 0.883
0.312 29.0 29000 0.3091 0.7825 0.9551 0.9123 0.3037 0.7805 0.764 0.3189 0.8218 0.8252 0.4506 0.8265 0.8011 0.7715 0.8155 0.728 0.7727 0.848 0.8875
0.2541 30.0 30000 0.3137 0.7853 0.9639 0.9196 0.2953 0.7781 0.7713 0.3156 0.8207 0.8256 0.4451 0.821 0.8114 0.7712 0.8125 0.7305 0.7732 0.8542 0.8911
0.3204 31.0 31000 0.2987 0.7912 0.9557 0.9176 0.2836 0.7826 0.7955 0.3236 0.8258 0.8285 0.4021 0.8251 0.8285 0.789 0.826 0.7328 0.7727 0.8517 0.8869
0.314 32.0 32000 0.2865 0.7905 0.9563 0.9137 0.2431 0.7889 0.7756 0.3239 0.8278 0.8312 0.3641 0.8324 0.8173 0.7991 0.839 0.7176 0.7655 0.8548 0.8892
0.3041 33.0 33000 0.2888 0.7928 0.9579 0.9221 0.2753 0.7879 0.7912 0.3216 0.8318 0.8348 0.3892 0.8368 0.8271 0.7846 0.8252 0.7294 0.7809 0.8644 0.8983
0.311 34.0 34000 0.3012 0.7866 0.9631 0.9211 0.3232 0.7823 0.776 0.317 0.8222 0.826 0.4078 0.8275 0.8139 0.7746 0.8135 0.7308 0.7722 0.8545 0.8924
0.2986 35.0 35000 0.2985 0.7789 0.9575 0.9083 0.2946 0.7748 0.7589 0.3175 0.816 0.8206 0.4241 0.8223 0.8018 0.7725 0.8219 0.7044 0.7438 0.8597 0.8961
0.2779 36.0 36000 0.2815 0.7984 0.9577 0.9214 0.3043 0.7975 0.7964 0.3264 0.8364 0.8402 0.4018 0.8414 0.8337 0.7837 0.8258 0.7479 0.7959 0.8636 0.899
0.3041 37.0 37000 0.2968 0.7835 0.9652 0.9151 0.2779 0.7822 0.7796 0.3181 0.8251 0.8294 0.3964 0.8296 0.8234 0.7722 0.8207 0.7261 0.7768 0.8522 0.8907
0.2759 38.0 38000 0.3044 0.7804 0.96 0.9298 0.357 0.7765 0.7682 0.3136 0.82 0.825 0.4764 0.8242 0.806 0.7703 0.8189 0.7096 0.7613 0.8613 0.8946
0.2659 39.0 39000 0.2878 0.802 0.9627 0.926 0.3142 0.799 0.789 0.3279 0.841 0.845 0.4201 0.8447 0.8291 0.792 0.8344 0.7472 0.8005 0.8667 0.9
0.287 40.0 40000 0.2871 0.7942 0.964 0.9279 0.3398 0.7903 0.7839 0.3204 0.8352 0.8393 0.4533 0.8389 0.8277 0.784 0.8312 0.7389 0.7881 0.8597 0.8985
0.3186 41.0 41000 0.2942 0.795 0.96 0.9199 0.3527 0.7891 0.7935 0.3218 0.8335 0.837 0.4792 0.8329 0.8288 0.7732 0.8187 0.7463 0.7923 0.8656 0.9
0.318 42.0 42000 0.2868 0.7997 0.9574 0.9266 0.3171 0.7981 0.7881 0.324 0.8406 0.8452 0.4519 0.845 0.8307 0.797 0.8485 0.7407 0.7892 0.8615 0.898
0.2938 43.0 43000 0.2847 0.7943 0.9655 0.9252 0.3267 0.7888 0.7861 0.3237 0.834 0.8371 0.457 0.8359 0.8237 0.7879 0.8306 0.7315 0.782 0.8634 0.8987
0.2896 44.0 44000 0.2987 0.7884 0.9518 0.9183 0.354 0.7829 0.772 0.3174 0.8259 0.8296 0.464 0.8259 0.8082 0.7842 0.8288 0.7213 0.7655 0.8596 0.8945
0.2588 45.0 45000 0.2865 0.8004 0.9594 0.922 0.3865 0.8 0.7771 0.3217 0.8396 0.8419 0.4955 0.8438 0.813 0.7962 0.8451 0.7376 0.7799 0.8675 0.9009
0.2979 46.0 46000 0.3028 0.7692 0.9613 0.9167 0.3461 0.7702 0.7511 0.3139 0.8158 0.8197 0.4684 0.82 0.7991 0.7498 0.806 0.7057 0.7644 0.8521 0.8885
0.2467 47.0 47000 0.2854 0.8015 0.9609 0.9304 0.3137 0.7975 0.8061 0.3248 0.8371 0.8409 0.4401 0.8391 0.8429 0.7927 0.8354 0.7457 0.7892 0.8661 0.8981
0.3189 48.0 48000 0.2804 0.8037 0.966 0.9236 0.3198 0.8022 0.7992 0.3237 0.8408 0.8448 0.4561 0.843 0.8367 0.7804 0.8249 0.7561 0.8046 0.8746 0.9049
0.2527 49.0 49000 0.2588 0.8172 0.9648 0.9392 0.3083 0.82 0.7967 0.3312 0.8566 0.8609 0.4853 0.865 0.8372 0.8058 0.8491 0.7695 0.8227 0.8761 0.9109
0.2682 50.0 50000 0.2740 0.8047 0.9608 0.9262 0.3255 0.8015 0.7942 0.3274 0.8435 0.8463 0.4503 0.8446 0.8355 0.8002 0.8419 0.756 0.8021 0.8578 0.8951
0.2709 51.0 51000 0.2839 0.8034 0.9627 0.9375 0.3237 0.8041 0.7891 0.3238 0.8433 0.8473 0.4685 0.8493 0.8242 0.7958 0.8364 0.7432 0.801 0.8711 0.9044
0.2605 52.0 52000 0.2930 0.7915 0.9559 0.92 0.2725 0.7932 0.7729 0.3206 0.8321 0.8358 0.4688 0.8374 0.8145 0.7878 0.8348 0.7183 0.7716 0.8683 0.9009
0.2383 53.0 53000 0.2681 0.8148 0.9555 0.9313 0.3031 0.815 0.7972 0.3299 0.8531 0.8559 0.4438 0.8565 0.8359 0.8156 0.8571 0.7567 0.8067 0.8721 0.9039
0.2372 54.0 54000 0.2740 0.8139 0.955 0.9275 0.2924 0.818 0.7979 0.332 0.851 0.8556 0.4377 0.859 0.8352 0.8068 0.8495 0.7583 0.8077 0.8765 0.9095
0.2498 55.0 55000 0.2761 0.8101 0.9575 0.9276 0.3276 0.8163 0.7922 0.3296 0.851 0.8546 0.4877 0.8606 0.8295 0.8028 0.8485 0.7492 0.8015 0.8784 0.9138
0.233 56.0 56000 0.2814 0.8116 0.9548 0.9196 0.2684 0.8109 0.801 0.3301 0.8497 0.8555 0.4748 0.8568 0.8435 0.8139 0.8571 0.7518 0.8041 0.8691 0.9051
0.2464 57.0 57000 0.2623 0.8174 0.9624 0.9295 0.3325 0.8219 0.8034 0.33 0.8532 0.8565 0.4635 0.8607 0.8406 0.8134 0.8535 0.761 0.8062 0.8779 0.9099
0.2549 58.0 58000 0.2771 0.8033 0.965 0.935 0.3208 0.8014 0.795 0.3243 0.8397 0.8427 0.4593 0.8402 0.8308 0.7849 0.8249 0.75 0.7985 0.8751 0.9048
0.2956 59.0 59000 0.2846 0.7956 0.9549 0.9152 0.342 0.7951 0.7762 0.3243 0.8358 0.8387 0.47 0.8406 0.8193 0.7906 0.8374 0.7276 0.7768 0.8688 0.9017
0.2468 60.0 60000 0.2522 0.8268 0.9656 0.9312 0.359 0.833 0.7982 0.3345 0.8631 0.8663 0.4718 0.8726 0.8386 0.8226 0.8632 0.7741 0.8211 0.8837 0.9146
0.258 61.0 61000 0.2676 0.8138 0.9597 0.931 0.349 0.8216 0.7884 0.3294 0.8541 0.8571 0.4606 0.864 0.8268 0.8143 0.8563 0.7525 0.8077 0.8747 0.9071
0.2439 62.0 62000 0.2643 0.8146 0.9612 0.9303 0.3543 0.8204 0.7861 0.3305 0.8562 0.8588 0.4796 0.8636 0.8297 0.8115 0.8561 0.757 0.8108 0.8753 0.9095
0.2355 63.0 63000 0.2709 0.8123 0.9634 0.9229 0.3778 0.813 0.7858 0.3303 0.8483 0.8528 0.4972 0.855 0.8264 0.8108 0.8479 0.7523 0.8031 0.8738 0.9074
0.2522 64.0 64000 0.2627 0.8184 0.9612 0.9221 0.3852 0.8206 0.7973 0.3337 0.8562 0.8586 0.4958 0.8622 0.8351 0.8092 0.8507 0.7626 0.8103 0.8832 0.9147
0.2428 65.0 65000 0.2917 0.8024 0.9618 0.9159 0.2852 0.8015 0.7915 0.3257 0.8411 0.8441 0.4207 0.8445 0.8292 0.7914 0.8354 0.7549 0.8031 0.8611 0.8939
0.2405 66.0 66000 0.2771 0.81 0.962 0.9272 0.3362 0.8129 0.7865 0.3294 0.8512 0.8544 0.4887 0.8582 0.8285 0.8114 0.8563 0.7559 0.8077 0.8627 0.8993
0.255 67.0 67000 0.2727 0.8104 0.9623 0.926 0.3047 0.8139 0.7856 0.3283 0.8447 0.8491 0.4225 0.8529 0.8272 0.8019 0.8449 0.7536 0.7959 0.8757 0.9066
0.2475 68.0 68000 0.2639 0.8162 0.9556 0.9204 0.3243 0.8188 0.7926 0.331 0.8545 0.8577 0.4737 0.8609 0.8351 0.8143 0.8598 0.755 0.801 0.8793 0.9124
0.2041 69.0 69000 0.2542 0.8289 0.9595 0.9288 0.3341 0.833 0.8189 0.3353 0.8623 0.8663 0.4711 0.87 0.8509 0.8292 0.8696 0.7689 0.8124 0.8885 0.917
0.2391 70.0 70000 0.2644 0.8188 0.9622 0.9296 0.3309 0.8203 0.8009 0.3339 0.8559 0.8601 0.444 0.8605 0.8428 0.8081 0.8563 0.7641 0.8108 0.8843 0.9131
0.1918 71.0 71000 0.2626 0.8182 0.9631 0.9182 0.3108 0.826 0.7918 0.3331 0.8582 0.8617 0.4313 0.8668 0.8396 0.8135 0.8586 0.7589 0.8129 0.8822 0.9137
0.2418 72.0 72000 0.2565 0.8287 0.9627 0.9296 0.3695 0.8276 0.8099 0.3355 0.8638 0.8683 0.5079 0.8691 0.8483 0.8292 0.8694 0.7733 0.8216 0.8835 0.914
0.2341 73.0 73000 0.2736 0.8156 0.9598 0.931 0.3116 0.8172 0.7993 0.3301 0.8541 0.8566 0.4335 0.8559 0.838 0.8113 0.8513 0.7619 0.8129 0.8735 0.9055
0.2384 74.0 74000 0.2652 0.8241 0.9617 0.9293 0.3518 0.8213 0.8063 0.3337 0.8598 0.8621 0.4717 0.8596 0.8437 0.814 0.8545 0.7789 0.8227 0.8795 0.9092
0.2204 75.0 75000 0.2631 0.828 0.9668 0.9335 0.3388 0.8291 0.8109 0.3329 0.8635 0.8674 0.5036 0.8668 0.8509 0.8216 0.8632 0.7807 0.8289 0.8817 0.9102
0.2124 76.0 76000 0.2679 0.8189 0.9638 0.928 0.3074 0.8241 0.7996 0.3308 0.8591 0.862 0.4452 0.8679 0.8441 0.8011 0.8465 0.7689 0.8242 0.8865 0.9154
0.2254 77.0 77000 0.2620 0.8233 0.9644 0.9317 0.3056 0.8228 0.812 0.3332 0.8603 0.8634 0.4343 0.864 0.8499 0.8119 0.8561 0.7773 0.8237 0.8808 0.9103
0.2171 78.0 78000 0.2613 0.8292 0.9634 0.9308 0.3425 0.8314 0.8124 0.3355 0.8666 0.8694 0.4835 0.8718 0.8512 0.8186 0.8604 0.7792 0.8294 0.8897 0.9185
0.2361 79.0 79000 0.2700 0.8236 0.9606 0.924 0.3619 0.8287 0.7972 0.3327 0.861 0.8641 0.4759 0.8719 0.8367 0.8184 0.8622 0.7702 0.8149 0.8824 0.9151
0.2112 80.0 80000 0.2678 0.8251 0.9632 0.925 0.3404 0.8294 0.8013 0.3315 0.8641 0.867 0.4954 0.8675 0.8457 0.8223 0.8658 0.7722 0.8227 0.8808 0.9125
0.2106 81.0 81000 0.2684 0.8197 0.9621 0.9325 0.3081 0.8237 0.7928 0.331 0.8555 0.859 0.4629 0.8627 0.8278 0.8161 0.8596 0.7587 0.8041 0.8843 0.9132
0.2021 82.0 82000 0.2732 0.8164 0.9624 0.936 0.3383 0.8179 0.7907 0.3303 0.8543 0.8586 0.4965 0.8593 0.8344 0.8119 0.8561 0.7643 0.8124 0.8729 0.9073
0.1938 83.0 83000 0.2688 0.8262 0.9618 0.9244 0.281 0.8355 0.7942 0.3356 0.8644 0.8685 0.4293 0.8748 0.8382 0.8152 0.8632 0.7902 0.8356 0.873 0.9068
0.2231 84.0 84000 0.2531 0.8342 0.9652 0.9373 0.3177 0.8448 0.7984 0.3356 0.8695 0.8721 0.4551 0.879 0.8432 0.8315 0.8728 0.7866 0.8309 0.8846 0.9127
0.2314 85.0 85000 0.2723 0.8151 0.9587 0.925 0.3363 0.8207 0.7865 0.3289 0.8503 0.8541 0.4551 0.8602 0.8276 0.8125 0.8569 0.7536 0.7938 0.8792 0.9115
0.2052 86.0 86000 0.2638 0.826 0.9656 0.9323 0.3508 0.8314 0.8039 0.334 0.8627 0.8661 0.4971 0.87 0.844 0.8171 0.8612 0.7766 0.8237 0.8842 0.9134
0.2455 87.0 87000 0.2559 0.8287 0.9634 0.9376 0.3345 0.8368 0.8071 0.3335 0.8652 0.8686 0.4934 0.8729 0.8473 0.823 0.868 0.7753 0.8206 0.8879 0.917
0.2092 88.0 88000 0.2528 0.8323 0.9653 0.935 0.3103 0.8377 0.8141 0.335 0.8653 0.8696 0.4575 0.8733 0.851 0.824 0.864 0.7837 0.8273 0.8891 0.9175
0.2307 89.0 89000 0.2581 0.8313 0.9631 0.9325 0.3615 0.8363 0.8091 0.3369 0.8671 0.8691 0.4948 0.8745 0.8477 0.8244 0.8672 0.7815 0.8216 0.888 0.9183
0.202 90.0 90000 0.2578 0.8324 0.9648 0.9372 0.3184 0.8376 0.805 0.3365 0.8686 0.8722 0.4423 0.8799 0.8457 0.8226 0.8656 0.7872 0.833 0.8873 0.9179
0.199 91.0 91000 0.2610 0.8245 0.964 0.93 0.3308 0.8253 0.8027 0.3342 0.8618 0.8654 0.4759 0.8669 0.8453 0.8155 0.8618 0.7703 0.818 0.8878 0.9164
0.2106 92.0 92000 0.2545 0.832 0.9644 0.9406 0.3802 0.8344 0.8012 0.3365 0.8683 0.8714 0.5107 0.8758 0.8441 0.8226 0.8654 0.7831 0.8299 0.8903 0.9189
0.1869 93.0 93000 0.2589 0.8285 0.9636 0.938 0.3702 0.8361 0.8014 0.3361 0.8649 0.8686 0.5086 0.8758 0.8438 0.8214 0.8656 0.7779 0.8247 0.8862 0.9156
0.2032 94.0 94000 0.2597 0.8349 0.9664 0.9383 0.4111 0.8417 0.7981 0.338 0.8722 0.8757 0.5746 0.8828 0.8415 0.83 0.871 0.7888 0.8371 0.886 0.9189
0.211 95.0 95000 0.2447 0.8411 0.9676 0.9384 0.3862 0.85 0.8085 0.3392 0.8765 0.8808 0.5183 0.8908 0.847 0.8365 0.8779 0.7967 0.8423 0.8903 0.9221
0.1982 96.0 96000 0.2555 0.8309 0.9676 0.9437 0.3621 0.834 0.8032 0.3347 0.8646 0.8684 0.509 0.8735 0.8408 0.8224 0.8604 0.7882 0.8304 0.8822 0.9144
0.1964 97.0 97000 0.2496 0.8376 0.9662 0.9431 0.393 0.8461 0.8067 0.3389 0.8717 0.8754 0.5202 0.884 0.8459 0.8263 0.8678 0.7966 0.8381 0.8898 0.9202
0.188 98.0 98000 0.2560 0.8329 0.963 0.9372 0.342 0.8379 0.8092 0.3374 0.8673 0.872 0.4843 0.8767 0.8494 0.8204 0.867 0.7864 0.8294 0.892 0.9195
0.2084 99.0 99000 0.2566 0.8353 0.9652 0.9402 0.3626 0.8444 0.8013 0.3365 0.8707 0.8745 0.4925 0.882 0.8442 0.823 0.8654 0.7933 0.8387 0.8896 0.9195
0.2004 100.0 100000 0.2680 0.825 0.9633 0.9384 0.3756 0.8293 0.7981 0.3326 0.8611 0.8644 0.5153 0.8696 0.8375 0.8143 0.8555 0.7725 0.8201 0.8883 0.9175
0.1818 101.0 101000 0.2498 0.8432 0.9643 0.9405 0.3612 0.8505 0.805 0.3391 0.8769 0.8797 0.4994 0.8871 0.8442 0.8327 0.873 0.8057 0.8459 0.8912 0.9202
0.178 102.0 102000 0.2545 0.8381 0.9604 0.9382 0.3649 0.8464 0.8108 0.3389 0.8734 0.8757 0.4773 0.8831 0.8518 0.8292 0.8702 0.7921 0.8345 0.8931 0.9223
0.1937 103.0 103000 0.2556 0.8349 0.9647 0.9407 0.3542 0.8371 0.813 0.3361 0.8697 0.8733 0.5009 0.8765 0.8536 0.8255 0.8652 0.7893 0.8351 0.89 0.9198
0.1879 104.0 104000 0.2592 0.8356 0.9672 0.9342 0.3424 0.8393 0.8126 0.3354 0.8696 0.8734 0.49 0.878 0.8504 0.8264 0.8664 0.7942 0.8366 0.8863 0.9173
0.2098 105.0 105000 0.2523 0.8367 0.9649 0.9434 0.3683 0.8408 0.8066 0.3376 0.8717 0.8747 0.5092 0.8792 0.8444 0.8333 0.8744 0.7882 0.832 0.8886 0.9176
0.1813 106.0 106000 0.2571 0.8383 0.9641 0.9338 0.3601 0.8416 0.8167 0.3378 0.8721 0.8746 0.5145 0.8786 0.8533 0.8352 0.8736 0.7895 0.8309 0.8902 0.9194
0.2125 107.0 107000 0.2517 0.8389 0.9655 0.9326 0.381 0.8432 0.8084 0.3387 0.8742 0.8775 0.5383 0.8819 0.8486 0.8346 0.8742 0.7882 0.8361 0.894 0.9221
0.1987 108.0 108000 0.2592 0.8335 0.9582 0.9326 0.3625 0.8386 0.8135 0.338 0.8694 0.8723 0.4925 0.877 0.8552 0.8261 0.868 0.7815 0.8284 0.8929 0.9207
0.2048 109.0 109000 0.2571 0.8435 0.9681 0.9365 0.3467 0.8487 0.8149 0.3404 0.8767 0.8806 0.4947 0.8874 0.8505 0.8319 0.872 0.8028 0.8469 0.8958 0.9229
0.1861 110.0 110000 0.2564 0.8409 0.9643 0.9365 0.3893 0.8418 0.8189 0.3404 0.8735 0.876 0.5313 0.8792 0.8579 0.8333 0.874 0.7955 0.834 0.8939 0.9198
0.1834 111.0 111000 0.2541 0.8398 0.9644 0.938 0.3715 0.8442 0.822 0.339 0.8725 0.8759 0.5182 0.8816 0.8587 0.8327 0.8702 0.796 0.8356 0.8907 0.9218
0.1925 112.0 112000 0.2557 0.8383 0.964 0.9352 0.3695 0.8419 0.8198 0.3398 0.8754 0.8784 0.5056 0.8811 0.8632 0.8367 0.8775 0.7873 0.8371 0.891 0.9205
0.1996 113.0 113000 0.2539 0.8412 0.9631 0.9437 0.3637 0.8459 0.8177 0.3394 0.8754 0.8783 0.4989 0.8848 0.8566 0.8363 0.8744 0.7943 0.8392 0.8931 0.9214
0.1771 114.0 114000 0.2525 0.8473 0.9616 0.9437 0.365 0.8512 0.8305 0.3413 0.8792 0.8831 0.4942 0.8892 0.8672 0.8445 0.8827 0.8009 0.8423 0.8963 0.9245
0.1794 115.0 115000 0.2547 0.8401 0.9666 0.9407 0.3566 0.8433 0.819 0.3392 0.8747 0.8782 0.4861 0.8833 0.8583 0.829 0.8698 0.7972 0.8423 0.8942 0.9226
0.1915 116.0 116000 0.2512 0.8442 0.9639 0.9369 0.3772 0.8491 0.8249 0.3396 0.8756 0.8787 0.4985 0.8852 0.8613 0.8439 0.8813 0.794 0.832 0.8948 0.9227
0.1716 117.0 117000 0.2520 0.8415 0.9634 0.9411 0.395 0.8444 0.8165 0.3397 0.8764 0.8799 0.5354 0.8843 0.8585 0.8375 0.8783 0.7957 0.8407 0.8914 0.9207
0.2288 118.0 118000 0.2557 0.8364 0.9624 0.9329 0.3636 0.8423 0.8172 0.3382 0.871 0.8751 0.5037 0.8821 0.8563 0.8338 0.874 0.7838 0.8294 0.8915 0.922
0.1847 119.0 119000 0.2550 0.8475 0.9675 0.9419 0.3875 0.8515 0.8227 0.3403 0.8803 0.8835 0.5371 0.8886 0.8619 0.8386 0.8775 0.81 0.85 0.8939 0.9231
0.1883 120.0 120000 0.2592 0.842 0.9671 0.9376 0.3497 0.8446 0.8199 0.3392 0.8768 0.8799 0.5026 0.8851 0.8609 0.8365 0.8763 0.7942 0.8407 0.8954 0.9229
0.1745 121.0 121000 0.2545 0.8424 0.9646 0.9365 0.3549 0.8515 0.815 0.3399 0.8771 0.8797 0.4978 0.8887 0.8557 0.8372 0.8775 0.7945 0.8376 0.8955 0.924
0.1779 122.0 122000 0.2553 0.8468 0.9652 0.9393 0.3822 0.8529 0.8214 0.3409 0.8804 0.883 0.5073 0.89 0.8588 0.8367 0.8748 0.8066 0.8505 0.897 0.9236
0.185 123.0 123000 0.2605 0.8413 0.966 0.9416 0.3636 0.848 0.8138 0.3386 0.8763 0.8789 0.4996 0.886 0.8525 0.833 0.873 0.7977 0.8423 0.8933 0.9215
0.1827 124.0 124000 0.2546 0.8445 0.9649 0.9423 0.3812 0.8516 0.8209 0.3396 0.88 0.8826 0.5116 0.8898 0.8575 0.8396 0.8791 0.7995 0.8459 0.8945 0.923
0.1875 125.0 125000 0.2500 0.8475 0.9674 0.9385 0.3571 0.8549 0.821 0.3411 0.8817 0.8843 0.5009 0.8928 0.8582 0.8422 0.8811 0.8041 0.8485 0.8963 0.9234
0.1694 126.0 126000 0.2610 0.8388 0.9629 0.9428 0.3501 0.8462 0.8117 0.3384 0.8738 0.8761 0.4843 0.8827 0.8517 0.8313 0.8702 0.7915 0.8371 0.8936 0.9211
0.1899 127.0 127000 0.2542 0.8414 0.9645 0.9408 0.3818 0.8475 0.8125 0.3384 0.876 0.8781 0.4918 0.8858 0.8508 0.8398 0.8779 0.7893 0.8335 0.895 0.9229
0.1861 128.0 128000 0.2551 0.8387 0.963 0.9424 0.3713 0.8465 0.813 0.3378 0.8757 0.8782 0.4943 0.8867 0.8539 0.8353 0.8759 0.7848 0.8351 0.8959 0.9237
0.1945 129.0 129000 0.2532 0.8441 0.9643 0.9438 0.3788 0.8541 0.8202 0.3405 0.88 0.8822 0.4978 0.8919 0.8583 0.8406 0.8797 0.795 0.8418 0.8966 0.925
0.179 130.0 130000 0.2606 0.8417 0.964 0.942 0.354 0.8486 0.8147 0.3403 0.8773 0.8793 0.4922 0.886 0.8545 0.8365 0.8742 0.795 0.8423 0.8935 0.9213
0.1717 131.0 131000 0.2546 0.8423 0.9642 0.9417 0.3611 0.849 0.8174 0.3393 0.8766 0.8792 0.4865 0.8866 0.8547 0.8344 0.874 0.7952 0.8402 0.8972 0.9234
0.1802 132.0 132000 0.2572 0.8419 0.9641 0.9436 0.3438 0.8481 0.8167 0.3392 0.8765 0.879 0.491 0.8851 0.8564 0.8337 0.8726 0.7959 0.8412 0.8961 0.923
0.1993 133.0 133000 0.2560 0.8421 0.9642 0.9403 0.3594 0.8499 0.8141 0.3391 0.8768 0.8795 0.5064 0.8873 0.8545 0.8368 0.8763 0.7912 0.8371 0.8984 0.925
0.1877 134.0 134000 0.2565 0.8434 0.9644 0.943 0.3654 0.8479 0.8161 0.3393 0.8762 0.8789 0.5068 0.8853 0.8543 0.8391 0.8769 0.7949 0.8366 0.8961 0.9233
0.1557 135.0 135000 0.2516 0.8447 0.9644 0.9404 0.3534 0.8503 0.8183 0.3399 0.8782 0.881 0.4918 0.8874 0.8583 0.8391 0.8801 0.799 0.8402 0.8961 0.9227
0.1825 136.0 136000 0.2555 0.8453 0.9643 0.9439 0.3752 0.852 0.8187 0.3399 0.8783 0.8809 0.4963 0.8881 0.8602 0.8406 0.8793 0.7989 0.8402 0.8963 0.9231
0.1785 137.0 137000 0.2565 0.8431 0.9642 0.9407 0.3736 0.8496 0.8168 0.339 0.8771 0.8794 0.4897 0.8868 0.8573 0.8381 0.8779 0.796 0.8371 0.8953 0.9231
0.1839 138.0 138000 0.2572 0.8405 0.9635 0.9393 0.3572 0.847 0.8149 0.3388 0.877 0.8792 0.4918 0.8865 0.8562 0.8358 0.8769 0.7904 0.8371 0.8954 0.9236
0.1637 139.0 139000 0.2531 0.8423 0.9625 0.9426 0.3606 0.8493 0.8205 0.3401 0.8789 0.8813 0.4918 0.8892 0.8605 0.8397 0.8801 0.7909 0.8397 0.8963 0.9242
0.1719 140.0 140000 0.2543 0.843 0.9638 0.9409 0.3549 0.8504 0.8201 0.3395 0.8777 0.8804 0.4999 0.8873 0.8604 0.8372 0.8783 0.7956 0.8392 0.8963 0.9239
0.1795 141.0 141000 0.2555 0.8433 0.9641 0.9404 0.3562 0.8503 0.8177 0.3396 0.8781 0.8805 0.4961 0.8878 0.8583 0.8384 0.8787 0.7943 0.8392 0.8972 0.9237
0.1657 142.0 142000 0.2554 0.8429 0.9632 0.9389 0.363 0.8488 0.8188 0.3392 0.8777 0.8801 0.5015 0.8868 0.8581 0.8388 0.8785 0.7935 0.8387 0.8965 0.9231
0.1977 143.0 143000 0.2539 0.8461 0.9641 0.9436 0.3616 0.854 0.82 0.3407 0.8802 0.8827 0.5015 0.8905 0.8604 0.8415 0.8813 0.7995 0.8428 0.8972 0.9242
0.1938 144.0 144000 0.2543 0.8456 0.9639 0.9396 0.3635 0.8532 0.8196 0.3403 0.8795 0.8819 0.505 0.8891 0.8596 0.8425 0.8817 0.7984 0.8407 0.896 0.9234
0.1728 145.0 145000 0.2548 0.8447 0.9641 0.9415 0.3581 0.8517 0.819 0.3394 0.8787 0.8811 0.5029 0.8882 0.8587 0.8413 0.8809 0.7963 0.8387 0.8965 0.9237
0.1656 146.0 146000 0.2552 0.8449 0.9639 0.9452 0.3586 0.8516 0.8188 0.3395 0.879 0.8814 0.5029 0.8884 0.8591 0.8404 0.8805 0.7978 0.8402 0.8963 0.9234
0.1753 147.0 147000 0.2554 0.8449 0.9639 0.9414 0.3586 0.8516 0.8192 0.3395 0.8788 0.8813 0.5029 0.8882 0.8593 0.8402 0.8801 0.7972 0.8397 0.8972 0.924
0.1928 148.0 148000 0.2554 0.8457 0.9638 0.9414 0.3586 0.8528 0.8199 0.3399 0.8797 0.8822 0.5029 0.8893 0.8598 0.8425 0.8819 0.7981 0.8407 0.8964 0.9239
0.1662 149.0 149000 0.2554 0.8454 0.9638 0.9414 0.3586 0.8525 0.8191 0.3399 0.8795 0.8819 0.5029 0.8889 0.8593 0.8417 0.8813 0.7981 0.8407 0.8964 0.9237
0.1556 150.0 150000 0.2554 0.8454 0.9638 0.9414 0.3586 0.8525 0.8191 0.3399 0.8795 0.8819 0.5029 0.8889 0.8593 0.8417 0.8813 0.7981 0.8407 0.8964 0.9237

Framework versions

  • Transformers 4.46.1
  • Pytorch 2.5.0+cu121
  • Datasets 2.19.2
  • Tokenizers 0.20.1
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