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chickens-composite-403232323232-150-epochs-w-transform-metrics-test

Object Detection
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chickens-composite-403232323232-150-epochs-w-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: 0.2394
  • Map: 0.8413
  • Map 50: 0.9641
  • Map 75: 0.9341
  • Map Small: 0.3268
  • Map Medium: 0.8408
  • Map Large: 0.8507
  • Mar 1: 0.3376
  • Mar 10: 0.8711
  • Mar 100: 0.8749
  • Mar Small: 0.3947
  • Mar Medium: 0.8792
  • Mar Large: 0.881
  • Map Chicken: 0.8309
  • Mar 100 Chicken: 0.8738
  • Map Duck: 0.7956
  • Mar 100 Duck: 0.8294
  • Map Plant: 0.8973
  • Mar 100 Plant: 0.9215

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
1.1267 1.0 1000 1.2143 0.2128 0.3053 0.2462 0.0212 0.1247 0.2574 0.1042 0.3253 0.3593 0.0767 0.3264 0.3725 0.1029 0.3376 0.0023 0.0036 0.5333 0.7365
1.1423 2.0 2000 1.0583 0.2633 0.384 0.2877 0.0549 0.1816 0.2767 0.1024 0.3946 0.4425 0.13 0.4032 0.4552 0.1457 0.5795 0.0 0.0 0.6442 0.7479
0.9168 3.0 3000 0.9335 0.3008 0.4485 0.341 0.0694 0.2511 0.3019 0.1107 0.4104 0.4208 0.1154 0.3965 0.4023 0.2437 0.534 0.0 0.0 0.6588 0.7284
0.8732 4.0 4000 0.8630 0.3268 0.4634 0.3815 0.0599 0.2883 0.3552 0.1214 0.4573 0.49 0.1374 0.4629 0.5136 0.2845 0.7165 0.0 0.0 0.6958 0.7536
0.7036 5.0 5000 0.7595 0.3359 0.4642 0.3931 0.0739 0.2912 0.3764 0.1255 0.4737 0.5037 0.1679 0.4693 0.5219 0.2899 0.7404 0.0 0.0 0.7178 0.7707
0.979 6.0 6000 0.7069 0.3728 0.5214 0.4438 0.0768 0.3332 0.4012 0.1296 0.4833 0.4882 0.1172 0.4582 0.5065 0.4058 0.7012 0.0 0.0 0.7125 0.7633
0.7254 7.0 7000 0.6566 0.3939 0.5385 0.4648 0.0613 0.3571 0.4192 0.1369 0.4969 0.5026 0.153 0.4737 0.5184 0.4487 0.7254 0.0 0.0 0.7331 0.7825
0.6696 8.0 8000 0.6276 0.4213 0.5797 0.5037 0.0573 0.3791 0.4437 0.1378 0.4964 0.4996 0.1033 0.467 0.5195 0.5311 0.7203 0.0 0.0 0.7327 0.7786
0.6583 9.0 9000 0.6021 0.4331 0.5873 0.5108 0.0796 0.3986 0.4557 0.1397 0.5046 0.5091 0.1539 0.478 0.5262 0.5463 0.7264 0.0 0.0 0.7528 0.8009
0.5876 10.0 10000 0.5796 0.4447 0.6032 0.5274 0.1098 0.4084 0.4701 0.1426 0.5064 0.5112 0.1833 0.4843 0.5263 0.5865 0.7376 0.0 0.0 0.7475 0.7961
0.4736 11.0 11000 0.5645 0.4457 0.6013 0.5331 0.1092 0.4073 0.4769 0.1397 0.5073 0.5115 0.2014 0.4811 0.5278 0.5734 0.7258 0.0 0.0 0.7638 0.8087
0.6139 12.0 12000 0.5577 0.4428 0.5984 0.5244 0.0509 0.4043 0.4745 0.1392 0.5128 0.5177 0.1709 0.4876 0.5341 0.5648 0.7408 0.0 0.0 0.7636 0.8124
0.7356 13.0 13000 0.5289 0.4651 0.6128 0.5378 0.048 0.4393 0.489 0.146 0.5238 0.5272 0.1102 0.5075 0.5375 0.6242 0.762 0.0 0.0 0.7711 0.8197
0.5112 14.0 14000 0.5340 0.4658 0.6239 0.5556 0.0889 0.4309 0.4849 0.1444 0.5135 0.5164 0.1865 0.4892 0.5316 0.6346 0.7404 0.0 0.0 0.7627 0.8087
0.5302 15.0 15000 0.5103 0.478 0.6328 0.5738 0.0727 0.4478 0.4967 0.1478 0.5216 0.5244 0.2081 0.498 0.54 0.6635 0.7571 0.0 0.0 0.7705 0.816
0.4855 16.0 16000 0.5183 0.5038 0.6727 0.6016 0.1285 0.4726 0.5257 0.1738 0.5454 0.5486 0.2061 0.5213 0.5649 0.6608 0.7408 0.0921 0.0928 0.7587 0.8121
0.4891 17.0 17000 0.4886 0.6311 0.8473 0.7764 0.1735 0.612 0.6078 0.2544 0.6734 0.6769 0.2801 0.6651 0.6446 0.676 0.7467 0.4514 0.4758 0.7659 0.8082
0.5348 18.0 18000 0.4468 0.6909 0.8959 0.8328 0.1362 0.6815 0.6633 0.2864 0.733 0.7378 0.2592 0.7358 0.701 0.7055 0.7714 0.586 0.6165 0.7811 0.8256
0.5136 19.0 19000 0.4364 0.6945 0.9219 0.8428 0.1052 0.6706 0.73 0.2905 0.7425 0.7467 0.254 0.7333 0.7721 0.6837 0.7541 0.6198 0.6603 0.78 0.8256
0.7763 20.0 20000 0.4125 0.7082 0.9235 0.8439 0.115 0.6876 0.729 0.2988 0.7549 0.7599 0.2393 0.7483 0.7776 0.6954 0.763 0.6381 0.6794 0.791 0.8374
0.531 21.0 21000 0.4182 0.7035 0.9164 0.8414 0.1179 0.6748 0.7277 0.297 0.7502 0.7537 0.2354 0.7369 0.7777 0.6977 0.7618 0.6212 0.6639 0.7917 0.8354
0.5738 22.0 22000 0.4124 0.704 0.924 0.852 0.1622 0.6842 0.7077 0.2951 0.7477 0.7512 0.2837 0.7373 0.7539 0.6921 0.7501 0.6329 0.6696 0.787 0.8338
0.4659 23.0 23000 0.3881 0.7229 0.9359 0.8721 0.1295 0.6982 0.7482 0.3033 0.7637 0.7699 0.3028 0.7558 0.7945 0.7215 0.7793 0.6537 0.6887 0.7935 0.8418
0.476 24.0 24000 0.4041 0.6974 0.9329 0.8277 0.1692 0.6708 0.7309 0.2946 0.7399 0.7446 0.2606 0.7272 0.7784 0.6745 0.7354 0.6167 0.6562 0.8008 0.8422
0.4144 25.0 25000 0.3697 0.7384 0.9476 0.8756 0.1688 0.7133 0.7618 0.3101 0.7763 0.7809 0.2761 0.7666 0.8109 0.7223 0.773 0.6905 0.7237 0.8024 0.846
0.6979 26.0 26000 0.3699 0.7347 0.9514 0.8711 0.1661 0.7181 0.73 0.3042 0.7751 0.7798 0.274 0.7739 0.7747 0.7269 0.7813 0.6696 0.7113 0.8076 0.8469
0.5105 27.0 27000 0.3672 0.7439 0.9498 0.8953 0.1973 0.7226 0.7565 0.3107 0.7836 0.7882 0.3234 0.7824 0.7989 0.7272 0.7801 0.7013 0.7397 0.8031 0.845
0.4635 28.0 28000 0.3588 0.7511 0.9547 0.8886 0.246 0.7298 0.7617 0.3085 0.7913 0.7971 0.3761 0.7844 0.8112 0.7263 0.7821 0.7119 0.7521 0.815 0.8571
0.5447 29.0 29000 0.4269 0.7002 0.9507 0.8595 0.2218 0.6811 0.7176 0.2901 0.7457 0.75 0.3412 0.7405 0.7706 0.6529 0.7137 0.6597 0.7052 0.7882 0.8313
0.3582 30.0 30000 0.3582 0.7525 0.9477 0.8899 0.1913 0.7345 0.7843 0.3133 0.791 0.7963 0.3302 0.785 0.8261 0.7305 0.7865 0.7022 0.7356 0.8248 0.8668
0.5428 31.0 31000 0.3839 0.7306 0.9549 0.8861 0.157 0.707 0.7562 0.3038 0.772 0.7767 0.291 0.7621 0.8003 0.7048 0.766 0.6953 0.7356 0.7918 0.8285
0.4257 32.0 32000 0.3435 0.7691 0.9579 0.8979 0.1462 0.7552 0.7886 0.3172 0.806 0.8112 0.2958 0.8032 0.8352 0.7551 0.8058 0.732 0.7675 0.8203 0.8601
0.4555 33.0 33000 0.3404 0.7594 0.9571 0.9004 0.1775 0.7488 0.7696 0.3116 0.7999 0.8043 0.2972 0.7983 0.8178 0.7524 0.8014 0.7026 0.7495 0.8232 0.8622
0.4041 34.0 34000 0.3376 0.7636 0.9597 0.8954 0.2114 0.7438 0.7815 0.3155 0.8009 0.8066 0.335 0.7991 0.8226 0.754 0.8028 0.7136 0.7562 0.8233 0.8608
0.4214 35.0 35000 0.3321 0.763 0.9569 0.9045 0.2104 0.7405 0.7754 0.3153 0.8026 0.8058 0.3039 0.7932 0.8216 0.7431 0.8006 0.7167 0.7521 0.8291 0.8648
0.4448 36.0 36000 0.3371 0.7682 0.9618 0.9098 0.2417 0.7433 0.7862 0.3155 0.8044 0.8084 0.33 0.7944 0.8259 0.755 0.799 0.7253 0.7613 0.8242 0.8648
0.4959 37.0 37000 0.3453 0.7548 0.9564 0.9069 0.1768 0.7334 0.7937 0.3097 0.7944 0.7977 0.3251 0.7796 0.8376 0.7553 0.8038 0.701 0.7371 0.8082 0.8521
0.4388 38.0 38000 0.3390 0.7615 0.961 0.9044 0.1391 0.7481 0.7754 0.311 0.7998 0.8038 0.277 0.7954 0.8243 0.7523 0.8012 0.7146 0.7531 0.8175 0.8572
0.364 39.0 39000 0.3301 0.7624 0.95 0.8996 0.1968 0.758 0.7724 0.3122 0.8012 0.8046 0.2741 0.8034 0.8187 0.7593 0.8119 0.7028 0.7371 0.825 0.8649
0.4423 40.0 40000 0.3265 0.7682 0.951 0.8942 0.1885 0.7628 0.7604 0.3178 0.8099 0.8139 0.3056 0.8098 0.8128 0.7557 0.8115 0.7204 0.7577 0.8285 0.8726
0.3772 41.0 41000 0.3485 0.7493 0.9639 0.9004 0.2278 0.7341 0.7674 0.3049 0.7884 0.7944 0.3943 0.7842 0.8144 0.7131 0.7694 0.7034 0.7443 0.8314 0.8694
0.4682 42.0 42000 0.3570 0.7437 0.9572 0.894 0.2024 0.7235 0.7549 0.3045 0.782 0.7869 0.331 0.7728 0.8017 0.7434 0.794 0.6911 0.7299 0.7965 0.837
0.4829 43.0 43000 0.3295 0.7733 0.9559 0.9061 0.2047 0.7635 0.7853 0.3174 0.8091 0.8123 0.2933 0.8077 0.8238 0.77 0.8153 0.7311 0.767 0.8189 0.8546
0.4646 44.0 44000 0.3219 0.7697 0.9622 0.9075 0.2313 0.756 0.7799 0.3135 0.808 0.8135 0.367 0.8049 0.8236 0.7647 0.8129 0.7122 0.7577 0.8321 0.87
0.3236 45.0 45000 0.3212 0.7713 0.961 0.9025 0.2236 0.7623 0.7637 0.3156 0.8108 0.8148 0.3744 0.8115 0.8092 0.7576 0.8139 0.7256 0.7624 0.8307 0.8683
0.3759 46.0 46000 0.3281 0.756 0.9604 0.8943 0.2171 0.7466 0.7606 0.3069 0.7945 0.8001 0.3131 0.7971 0.8076 0.7556 0.8042 0.6797 0.7237 0.8326 0.8725
0.3627 47.0 47000 0.3181 0.7674 0.9546 0.9086 0.2258 0.7583 0.7736 0.3161 0.8091 0.8149 0.3537 0.8108 0.8225 0.7595 0.8161 0.7131 0.7577 0.8297 0.8709
0.4146 48.0 48000 0.3072 0.7807 0.9641 0.9209 0.2599 0.7662 0.8023 0.3178 0.8212 0.8257 0.3962 0.8184 0.8447 0.7758 0.8249 0.7334 0.7758 0.833 0.8763
0.4113 49.0 49000 0.3452 0.74 0.9649 0.8877 0.258 0.7318 0.7372 0.3014 0.7885 0.793 0.374 0.784 0.7922 0.7012 0.7678 0.6958 0.7443 0.8229 0.867
0.4146 50.0 50000 0.3091 0.7822 0.9588 0.9016 0.2296 0.7753 0.7786 0.3203 0.82 0.8255 0.3581 0.8178 0.8262 0.772 0.8284 0.7344 0.7716 0.8404 0.8766
0.3777 51.0 51000 0.3168 0.7772 0.9559 0.9072 0.1974 0.7684 0.7844 0.3203 0.8163 0.8209 0.2859 0.816 0.8346 0.7685 0.8183 0.7287 0.7696 0.8343 0.8747
0.3417 52.0 52000 0.3135 0.7745 0.958 0.9068 0.2364 0.7548 0.804 0.3164 0.8137 0.8183 0.3284 0.8071 0.8433 0.7776 0.828 0.7113 0.7515 0.8347 0.8754
0.4088 53.0 53000 0.3145 0.7689 0.9569 0.9183 0.2712 0.7593 0.7631 0.3134 0.8108 0.8147 0.3583 0.8093 0.8093 0.7593 0.8117 0.7116 0.7557 0.8358 0.8767
0.4384 54.0 54000 0.2973 0.7848 0.9618 0.9157 0.2523 0.7746 0.7875 0.3201 0.8243 0.8284 0.3324 0.8227 0.8343 0.768 0.8203 0.7407 0.782 0.8456 0.8828
0.3848 55.0 55000 0.3071 0.7806 0.9572 0.911 0.2747 0.7711 0.7916 0.3205 0.8198 0.8234 0.3651 0.8158 0.8349 0.7773 0.8288 0.7303 0.767 0.834 0.8744
0.4163 56.0 56000 0.3055 0.7775 0.9568 0.9054 0.2209 0.7647 0.784 0.3201 0.8194 0.8221 0.3228 0.8135 0.8257 0.7653 0.8181 0.7328 0.7789 0.8343 0.8694
0.4013 57.0 57000 0.3098 0.7777 0.9568 0.9094 0.2633 0.764 0.8032 0.3181 0.8165 0.8202 0.3683 0.8118 0.8402 0.7674 0.8219 0.7292 0.7696 0.8365 0.8691
0.2877 58.0 58000 0.2941 0.7872 0.9582 0.9177 0.2115 0.781 0.7936 0.3202 0.8214 0.8249 0.2915 0.8268 0.8291 0.7804 0.8294 0.7313 0.7629 0.8499 0.8825
0.4487 59.0 59000 0.2830 0.7979 0.9649 0.9219 0.2545 0.7887 0.8174 0.322 0.835 0.8389 0.377 0.8374 0.8519 0.7902 0.8378 0.7438 0.7881 0.8597 0.8907
0.3549 60.0 60000 0.3007 0.7947 0.9604 0.9171 0.3052 0.7754 0.8257 0.3241 0.8311 0.8339 0.3913 0.8184 0.8606 0.7931 0.8414 0.7457 0.783 0.8452 0.8771
0.3725 61.0 61000 0.3180 0.7636 0.9581 0.9079 0.2728 0.7514 0.7981 0.3094 0.8045 0.8077 0.3622 0.798 0.8388 0.7511 0.8074 0.701 0.7433 0.8388 0.8723
0.3535 62.0 62000 0.3056 0.7781 0.962 0.9129 0.2116 0.7632 0.8043 0.3189 0.8165 0.8191 0.3281 0.8074 0.8377 0.7639 0.8173 0.7345 0.7686 0.8359 0.8713
0.4038 63.0 63000 0.2947 0.7899 0.9584 0.9148 0.2826 0.7853 0.8087 0.3239 0.8263 0.8289 0.3443 0.8273 0.8401 0.7778 0.8282 0.7416 0.7784 0.8502 0.8802
0.4424 64.0 64000 0.2922 0.7939 0.9606 0.9113 0.241 0.7862 0.817 0.3225 0.8305 0.8342 0.3485 0.8289 0.8462 0.7892 0.8402 0.742 0.7804 0.8505 0.882
0.3878 65.0 65000 0.2872 0.799 0.9605 0.9221 0.2855 0.7922 0.8179 0.3216 0.8324 0.8358 0.3819 0.8297 0.8544 0.7892 0.837 0.7498 0.7809 0.858 0.8895
0.3628 66.0 66000 0.2975 0.7879 0.9592 0.9135 0.2664 0.7765 0.8108 0.3237 0.8232 0.8273 0.3577 0.8191 0.8456 0.791 0.8364 0.7272 0.7655 0.8456 0.8799
0.3657 67.0 67000 0.2714 0.8096 0.9656 0.9242 0.2913 0.799 0.8191 0.3297 0.8438 0.8486 0.4078 0.8418 0.8561 0.8102 0.8543 0.7621 0.8036 0.8566 0.8879
0.3254 68.0 68000 0.2934 0.793 0.9615 0.919 0.2837 0.7855 0.8032 0.3232 0.8291 0.8325 0.3423 0.8287 0.8382 0.7734 0.8199 0.7553 0.7948 0.8502 0.8828
0.4403 69.0 69000 0.2675 0.8138 0.9639 0.9218 0.2836 0.8104 0.8154 0.3296 0.8477 0.8539 0.4037 0.8523 0.856 0.8099 0.8592 0.7637 0.801 0.8677 0.9016
0.3707 70.0 70000 0.2790 0.8017 0.9582 0.923 0.2908 0.7982 0.8042 0.3243 0.8376 0.8421 0.398 0.8389 0.8458 0.8024 0.8515 0.7398 0.7809 0.8629 0.8939
0.3141 71.0 71000 0.2897 0.791 0.9656 0.9244 0.2887 0.7846 0.81 0.3221 0.8283 0.8329 0.3876 0.8297 0.8479 0.7686 0.8171 0.7479 0.7892 0.8564 0.8924
0.3931 72.0 72000 0.2896 0.7999 0.9558 0.9205 0.2829 0.7915 0.8152 0.3241 0.8333 0.8371 0.3537 0.8314 0.8531 0.7957 0.8416 0.7506 0.784 0.8534 0.8857
0.3108 73.0 73000 0.2754 0.8067 0.9674 0.9317 0.309 0.8031 0.802 0.3267 0.8413 0.8465 0.4119 0.8443 0.8441 0.7807 0.8288 0.7709 0.8124 0.8684 0.8983
0.3259 74.0 74000 0.2741 0.8073 0.9645 0.9314 0.2921 0.7985 0.8422 0.327 0.8429 0.8477 0.4056 0.8404 0.8717 0.8031 0.8497 0.7619 0.8031 0.857 0.8902
0.3673 75.0 75000 0.2774 0.8075 0.9697 0.9246 0.2445 0.8 0.822 0.3252 0.8427 0.8478 0.4028 0.8408 0.8602 0.7883 0.8348 0.7663 0.8098 0.8681 0.8988
0.3785 76.0 76000 0.2867 0.8005 0.962 0.9259 0.2625 0.7912 0.8152 0.3243 0.8353 0.8393 0.3776 0.8332 0.8547 0.789 0.8382 0.7507 0.7887 0.8619 0.8911
0.3441 77.0 77000 0.2762 0.8081 0.9584 0.9263 0.3086 0.802 0.8231 0.3269 0.8434 0.8469 0.3839 0.8449 0.8575 0.7948 0.8435 0.7573 0.7964 0.8721 0.9009
0.344 78.0 78000 0.2863 0.8003 0.9617 0.9286 0.2783 0.793 0.8183 0.3227 0.8338 0.8376 0.3869 0.8327 0.8544 0.785 0.8336 0.751 0.7866 0.8648 0.8926
0.339 79.0 79000 0.2687 0.8186 0.9613 0.9276 0.2672 0.8113 0.8268 0.3303 0.8499 0.8542 0.3919 0.85 0.8578 0.8079 0.8519 0.7733 0.8098 0.8747 0.901
0.2642 80.0 80000 0.2587 0.8227 0.9658 0.9254 0.2459 0.8182 0.8269 0.3321 0.8543 0.8583 0.39 0.8576 0.858 0.8123 0.8551 0.78 0.8165 0.8757 0.9033
0.3122 81.0 81000 0.2692 0.8148 0.9609 0.9193 0.2916 0.8076 0.8143 0.3303 0.8479 0.8517 0.3864 0.8495 0.851 0.8096 0.8557 0.7596 0.7974 0.8751 0.902
0.3475 82.0 82000 0.2805 0.797 0.9577 0.9257 0.2179 0.789 0.816 0.3231 0.8329 0.8366 0.3324 0.831 0.8536 0.7938 0.8421 0.7365 0.7789 0.8607 0.8888
0.4223 83.0 83000 0.2652 0.8082 0.9656 0.9314 0.2965 0.8025 0.8239 0.3252 0.8455 0.8485 0.3701 0.8477 0.8643 0.797 0.8447 0.7561 0.8005 0.8714 0.9003
0.3136 84.0 84000 0.2655 0.8157 0.9692 0.9236 0.3004 0.8136 0.8269 0.3272 0.85 0.8539 0.4066 0.8524 0.8615 0.8092 0.8573 0.7676 0.8031 0.8703 0.9012
0.2849 85.0 85000 0.2659 0.8126 0.9654 0.9284 0.2584 0.8039 0.8435 0.3268 0.8465 0.85 0.3664 0.8451 0.8762 0.7995 0.8459 0.7634 0.7995 0.8748 0.9045
0.3634 86.0 86000 0.2642 0.8194 0.9604 0.9231 0.2498 0.8143 0.8379 0.3308 0.8509 0.8538 0.2906 0.8519 0.8711 0.8109 0.8541 0.7685 0.8021 0.8789 0.9051
0.4086 87.0 87000 0.2655 0.8124 0.9649 0.924 0.3069 0.8076 0.8237 0.3279 0.8446 0.8484 0.3824 0.845 0.8606 0.7972 0.8421 0.7569 0.7938 0.8832 0.9095
0.3238 88.0 88000 0.2543 0.822 0.9675 0.9315 0.2809 0.8157 0.8393 0.3303 0.8551 0.8586 0.3553 0.8548 0.8723 0.8092 0.8541 0.7755 0.8144 0.8814 0.9073
0.465 89.0 89000 0.2690 0.818 0.9661 0.9275 0.3431 0.8111 0.8314 0.3274 0.8482 0.8524 0.4379 0.8484 0.8649 0.7979 0.8396 0.7725 0.8046 0.8835 0.913
0.37 90.0 90000 0.2602 0.8221 0.9593 0.9235 0.2761 0.8197 0.8417 0.3301 0.8531 0.8564 0.3389 0.8569 0.8744 0.8138 0.8584 0.7712 0.801 0.8813 0.9098
0.3063 91.0 91000 0.2617 0.8144 0.9619 0.9289 0.3302 0.8134 0.8147 0.3274 0.8485 0.8515 0.4172 0.8521 0.8532 0.8069 0.8575 0.7583 0.7902 0.8779 0.9068
0.2721 92.0 92000 0.2699 0.8123 0.961 0.9226 0.2827 0.8072 0.8225 0.3289 0.8461 0.8492 0.3659 0.848 0.86 0.8041 0.8467 0.7592 0.8 0.8736 0.9009
0.2704 93.0 93000 0.2531 0.8251 0.9587 0.9243 0.3119 0.8192 0.8461 0.3351 0.8579 0.8611 0.3758 0.8575 0.8786 0.8164 0.864 0.7768 0.8113 0.882 0.908
0.3274 94.0 94000 0.2599 0.8229 0.968 0.9292 0.3198 0.8176 0.8409 0.3306 0.8551 0.8583 0.4022 0.8564 0.8716 0.8147 0.8602 0.7744 0.8082 0.8797 0.9066
0.3198 95.0 95000 0.2561 0.8264 0.9661 0.9288 0.303 0.8232 0.8412 0.3327 0.859 0.8625 0.3882 0.8619 0.8739 0.8153 0.8628 0.7869 0.8191 0.8768 0.9057
0.3286 96.0 96000 0.2624 0.8178 0.9671 0.9258 0.3039 0.8123 0.8334 0.3303 0.8535 0.8567 0.3876 0.8552 0.87 0.817 0.8624 0.7705 0.8082 0.8658 0.8996
0.35 97.0 97000 0.2436 0.8304 0.9659 0.9291 0.3281 0.8274 0.8375 0.3336 0.866 0.8697 0.4291 0.8701 0.8707 0.8168 0.8644 0.7886 0.8299 0.8857 0.9147
0.3377 98.0 98000 0.2626 0.819 0.9551 0.921 0.294 0.8177 0.819 0.3325 0.8525 0.8559 0.3603 0.8563 0.8551 0.8114 0.8588 0.7658 0.8005 0.8798 0.9083
0.3617 99.0 99000 0.2673 0.8161 0.9609 0.9234 0.2854 0.8086 0.8305 0.3311 0.8506 0.8545 0.3632 0.8498 0.87 0.8023 0.8485 0.7725 0.8134 0.8736 0.9016
0.364 100.0 100000 0.2605 0.824 0.9626 0.9338 0.323 0.8195 0.8453 0.3306 0.8547 0.8589 0.4057 0.8573 0.8753 0.8203 0.861 0.7746 0.8093 0.8771 0.9064
0.3617 101.0 101000 0.2504 0.8272 0.9633 0.9247 0.2991 0.8225 0.8427 0.3337 0.859 0.8635 0.3882 0.8625 0.8814 0.8188 0.862 0.7768 0.8139 0.886 0.9146
0.2855 102.0 102000 0.2508 0.8213 0.9647 0.9329 0.3075 0.8192 0.8351 0.3294 0.8561 0.86 0.392 0.8619 0.8727 0.8165 0.865 0.7631 0.8031 0.8843 0.9118
0.3384 103.0 103000 0.2512 0.828 0.9619 0.934 0.3208 0.8276 0.8439 0.3343 0.8606 0.8646 0.4164 0.8657 0.8757 0.8158 0.8602 0.7848 0.8216 0.8833 0.9119
0.3331 104.0 104000 0.2545 0.8195 0.9621 0.9333 0.3061 0.8183 0.8263 0.331 0.8535 0.8564 0.4039 0.8573 0.8602 0.813 0.8569 0.7652 0.8052 0.8803 0.9071
0.3158 105.0 105000 0.2531 0.8304 0.9634 0.9254 0.2998 0.8263 0.8411 0.3356 0.8632 0.8671 0.3968 0.865 0.8794 0.8222 0.867 0.7788 0.8196 0.89 0.9148
0.301 106.0 106000 0.2596 0.8221 0.961 0.9276 0.2968 0.8191 0.8335 0.3325 0.8551 0.8587 0.3629 0.8586 0.8703 0.8082 0.8543 0.7767 0.8149 0.8815 0.9067
0.3579 107.0 107000 0.2434 0.8339 0.9647 0.9304 0.3098 0.832 0.8464 0.3344 0.8641 0.8685 0.3989 0.8705 0.877 0.8228 0.8678 0.7883 0.8227 0.8905 0.915
0.3682 108.0 108000 0.2440 0.8324 0.9624 0.9341 0.3185 0.8311 0.8428 0.3348 0.8644 0.8681 0.404 0.8697 0.8751 0.8208 0.8648 0.7831 0.8227 0.8932 0.9167
0.3234 109.0 109000 0.2532 0.8224 0.9605 0.9338 0.3491 0.8203 0.8253 0.3316 0.8569 0.8609 0.4301 0.8603 0.8643 0.8134 0.8622 0.7699 0.8108 0.884 0.9098
0.3412 110.0 110000 0.2400 0.8375 0.966 0.9346 0.3187 0.8398 0.8387 0.3368 0.8692 0.8733 0.4148 0.878 0.8725 0.829 0.8722 0.7912 0.8309 0.8923 0.9167
0.4866 111.0 111000 0.2558 0.8248 0.9649 0.9282 0.3024 0.8222 0.8365 0.3305 0.8537 0.8579 0.3818 0.858 0.8692 0.8161 0.8596 0.7728 0.8052 0.8855 0.9089
0.2781 112.0 112000 0.2461 0.8324 0.9616 0.9294 0.3114 0.8333 0.8408 0.3349 0.8623 0.8659 0.3745 0.8679 0.8706 0.8247 0.8686 0.7794 0.8124 0.893 0.9166
0.3233 113.0 113000 0.2467 0.8333 0.9634 0.9328 0.3187 0.8308 0.8462 0.3342 0.865 0.8689 0.4206 0.8696 0.8788 0.8201 0.867 0.7881 0.8222 0.8917 0.9176
0.2915 114.0 114000 0.2393 0.8366 0.9605 0.9276 0.3392 0.8387 0.8412 0.336 0.8677 0.8707 0.3934 0.8751 0.8747 0.8273 0.8734 0.79 0.8216 0.8925 0.917
0.3298 115.0 115000 0.2474 0.8323 0.9637 0.9268 0.3252 0.8334 0.8287 0.3324 0.8629 0.8667 0.4067 0.8709 0.8656 0.8222 0.8672 0.7779 0.8129 0.8966 0.9199
0.3928 116.0 116000 0.2425 0.8386 0.9669 0.9343 0.3302 0.8384 0.8459 0.336 0.8695 0.8739 0.4186 0.8764 0.879 0.8272 0.872 0.7927 0.8284 0.896 0.9213
0.3156 117.0 117000 0.2514 0.8285 0.9597 0.9311 0.3177 0.8317 0.827 0.3333 0.8605 0.8645 0.392 0.8681 0.8634 0.8205 0.8646 0.7744 0.8119 0.8907 0.917
0.3184 118.0 118000 0.2497 0.8294 0.9636 0.9301 0.3286 0.8321 0.8352 0.3334 0.8631 0.8669 0.3995 0.8691 0.8738 0.8231 0.8672 0.7759 0.817 0.8892 0.9166
0.2561 119.0 119000 0.2440 0.8339 0.963 0.929 0.3126 0.8324 0.8349 0.3359 0.8661 0.8701 0.3844 0.8711 0.8724 0.8266 0.8702 0.785 0.8232 0.8901 0.917
0.2776 120.0 120000 0.2442 0.8358 0.9622 0.9283 0.3166 0.8371 0.835 0.3366 0.8677 0.8717 0.3809 0.8759 0.8706 0.8278 0.8724 0.7874 0.8242 0.8921 0.9183
0.2591 121.0 121000 0.2473 0.8302 0.9627 0.93 0.3066 0.8283 0.8306 0.3334 0.8615 0.8653 0.3879 0.8663 0.8695 0.819 0.863 0.7774 0.8144 0.8942 0.9185
0.3241 122.0 122000 0.2518 0.831 0.9615 0.9294 0.3046 0.8319 0.8359 0.3329 0.8637 0.8668 0.3782 0.8693 0.8747 0.82 0.8662 0.7825 0.818 0.8905 0.9163
0.3599 123.0 123000 0.2362 0.84 0.9602 0.9317 0.3253 0.8382 0.8521 0.3385 0.8713 0.8747 0.3742 0.8767 0.8869 0.8325 0.8775 0.7897 0.8253 0.8978 0.9214
0.2938 124.0 124000 0.2403 0.84 0.9615 0.935 0.3254 0.8403 0.8457 0.337 0.8711 0.8742 0.3856 0.8781 0.8804 0.8314 0.8753 0.7929 0.8263 0.8958 0.921
0.2533 125.0 125000 0.2422 0.8363 0.9619 0.9322 0.3405 0.8376 0.8377 0.3355 0.8677 0.8709 0.4067 0.8744 0.8757 0.8245 0.8686 0.7883 0.8232 0.8962 0.9208
0.3822 126.0 126000 0.2427 0.8376 0.9645 0.9307 0.3178 0.8354 0.8477 0.3366 0.8695 0.8726 0.4005 0.8739 0.8793 0.8244 0.8696 0.7953 0.8299 0.8932 0.9182
0.3135 127.0 127000 0.2462 0.8335 0.9645 0.9305 0.3185 0.8314 0.8431 0.3348 0.8659 0.8691 0.4007 0.8697 0.8765 0.8224 0.8674 0.7884 0.8242 0.8898 0.9156
0.4718 128.0 128000 0.2414 0.8367 0.9644 0.9302 0.3142 0.8356 0.8441 0.3355 0.8685 0.8717 0.3959 0.8733 0.8785 0.8257 0.8702 0.7906 0.8258 0.8938 0.9191
0.2618 129.0 129000 0.2431 0.8372 0.9628 0.9374 0.3165 0.8355 0.8481 0.336 0.8684 0.8716 0.39 0.8742 0.88 0.8263 0.8688 0.7917 0.8268 0.8936 0.9191
0.3085 130.0 130000 0.2409 0.8389 0.9647 0.9338 0.3262 0.8395 0.8435 0.3365 0.8714 0.8748 0.4021 0.8795 0.8782 0.8298 0.8738 0.7931 0.8299 0.8938 0.9207
0.3682 131.0 131000 0.2402 0.8385 0.9641 0.9329 0.3243 0.8393 0.8421 0.3366 0.8699 0.8734 0.3914 0.8773 0.8787 0.8265 0.871 0.7923 0.8278 0.8966 0.9213
0.2999 132.0 132000 0.2411 0.8374 0.9641 0.9296 0.3115 0.8377 0.8448 0.3362 0.869 0.8722 0.3776 0.8761 0.8773 0.8243 0.8702 0.7922 0.8263 0.8957 0.9201
0.3393 133.0 133000 0.2399 0.839 0.9641 0.9345 0.3157 0.838 0.847 0.3372 0.87 0.8732 0.3913 0.8758 0.8797 0.8276 0.8706 0.7974 0.8309 0.8919 0.918
0.3064 134.0 134000 0.2377 0.8417 0.964 0.9382 0.3154 0.8393 0.8561 0.3387 0.8727 0.8754 0.3835 0.8772 0.8869 0.8329 0.8769 0.7981 0.8304 0.8943 0.9191
0.2612 135.0 135000 0.2375 0.8423 0.9644 0.9339 0.3126 0.842 0.849 0.3391 0.8727 0.8761 0.3803 0.8801 0.8812 0.8308 0.8748 0.7974 0.8314 0.8986 0.922
0.2906 136.0 136000 0.2385 0.8392 0.9641 0.9341 0.3276 0.8415 0.8443 0.3364 0.8705 0.874 0.3938 0.8796 0.8775 0.8299 0.8742 0.7909 0.8258 0.8969 0.9218
0.2954 137.0 137000 0.2363 0.8422 0.9641 0.9382 0.3286 0.8414 0.8493 0.3381 0.8725 0.8764 0.4059 0.8793 0.8806 0.8326 0.8757 0.7944 0.8304 0.8996 0.9231
0.304 138.0 138000 0.2413 0.8374 0.9641 0.934 0.3224 0.8376 0.8419 0.3362 0.8684 0.872 0.3962 0.8749 0.8758 0.8264 0.8712 0.7891 0.8253 0.8966 0.9195
0.2716 139.0 139000 0.2420 0.8401 0.964 0.9343 0.3285 0.8406 0.8493 0.3376 0.8709 0.8745 0.3978 0.8779 0.88 0.8264 0.8716 0.7967 0.8309 0.8971 0.9208
0.3027 140.0 140000 0.2401 0.8416 0.9644 0.9344 0.3279 0.8409 0.8482 0.3375 0.8715 0.8755 0.3965 0.8797 0.8787 0.8312 0.874 0.795 0.8304 0.8985 0.922
0.2667 141.0 141000 0.2400 0.8399 0.9641 0.9341 0.3252 0.8405 0.8463 0.3374 0.8704 0.8743 0.3943 0.8781 0.8801 0.8283 0.8728 0.7945 0.8294 0.8968 0.9208
0.2245 142.0 142000 0.2408 0.8404 0.9641 0.9337 0.3176 0.8406 0.8463 0.3371 0.8702 0.874 0.3929 0.8783 0.878 0.8276 0.8716 0.797 0.8304 0.8967 0.9201
0.3448 143.0 143000 0.2394 0.8421 0.9641 0.9344 0.3271 0.8427 0.851 0.3385 0.8725 0.8763 0.3978 0.8804 0.8815 0.8322 0.8753 0.7968 0.8325 0.8974 0.9213
0.3681 144.0 144000 0.2401 0.8413 0.9642 0.9341 0.3267 0.8413 0.8491 0.3377 0.8713 0.8749 0.396 0.879 0.8802 0.8309 0.8738 0.7958 0.8299 0.8974 0.921
0.2593 145.0 145000 0.2393 0.8414 0.9641 0.9344 0.3271 0.8411 0.8522 0.3378 0.8713 0.875 0.3947 0.879 0.8821 0.8313 0.8742 0.7955 0.8294 0.8973 0.9213
0.4266 146.0 146000 0.2398 0.8403 0.9641 0.934 0.3289 0.8405 0.8493 0.3368 0.8705 0.8745 0.4008 0.8786 0.8799 0.8302 0.8728 0.7933 0.8289 0.8974 0.9218
0.2411 147.0 147000 0.2392 0.8412 0.9641 0.934 0.3283 0.8403 0.8507 0.3374 0.8709 0.8747 0.3978 0.8787 0.8811 0.8315 0.8736 0.7949 0.8289 0.8973 0.9217
0.2675 148.0 148000 0.2393 0.8412 0.9641 0.934 0.3268 0.8407 0.8507 0.3374 0.871 0.8748 0.3947 0.879 0.881 0.8315 0.8738 0.795 0.8289 0.8973 0.9215
0.2945 149.0 149000 0.2394 0.8413 0.9641 0.9341 0.3268 0.8408 0.8507 0.3376 0.8711 0.8749 0.3947 0.8792 0.881 0.8309 0.8738 0.7956 0.8294 0.8973 0.9215
0.2848 150.0 150000 0.2394 0.8413 0.9641 0.9341 0.3268 0.8408 0.8507 0.3376 0.8711 0.8749 0.3947 0.8792 0.881 0.8309 0.8738 0.7956 0.8294 0.8973 0.9215

Framework versions

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