chickens-composite-101818181818-150-epochs-wo-transform
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: 0.2920
- Map: 0.8077
- Map 50: 0.9477
- Map 75: 0.9158
- Map Small: 0.3091
- Map Medium: 0.8073
- Map Large: 0.8068
- Mar 1: 0.3412
- Mar 10: 0.8477
- Mar 100: 0.8503
- Mar Small: 0.3681
- Mar Medium: 0.8532
- Mar Large: 0.8416
- Map Chicken: 0.8113
- Mar 100 Chicken: 0.8536
- Map Duck: 0.7376
- Mar 100 Duck: 0.7884
- Map Plant: 0.8741
- Mar 100 Plant: 0.9087
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 Chicken | Map Duck | Map Large | Map Medium | Map Plant | Map Small | Mar 1 | Mar 10 | Mar 100 | Mar 100 Chicken | Mar 100 Duck | Mar 100 Plant | Mar Large | Mar Medium | Mar Small |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.4053 | 1.0 | 500 | 1.2477 | 0.2132 | 0.2977 | 0.2494 | 0.0752 | 0.0 | 0.2736 | 0.111 | 0.5644 | 0.0246 | 0.0896 | 0.344 | 0.4277 | 0.5375 | 0.0 | 0.7455 | 0.4384 | 0.3889 | 0.125 |
1.1026 | 2.0 | 1000 | 0.9474 | 0.3289 | 0.4761 | 0.3739 | 0.2886 | 0.0 | 0.3581 | 0.2865 | 0.6982 | 0.0533 | 0.1172 | 0.4404 | 0.453 | 0.5972 | 0.0 | 0.7617 | 0.4725 | 0.4198 | 0.075 |
0.9145 | 3.0 | 1500 | 0.8323 | 0.3774 | 0.5429 | 0.4501 | 0.4292 | 0.0 | 0.3887 | 0.3387 | 0.7029 | 0.056 | 0.1275 | 0.4604 | 0.4671 | 0.6444 | 0.0 | 0.7569 | 0.4759 | 0.434 | 0.1417 |
0.7969 | 4.0 | 2000 | 0.7482 | 0.4014 | 0.5722 | 0.4757 | 0.469 | 0.0 | 0.4236 | 0.3599 | 0.7351 | 0.0509 | 0.1308 | 0.4796 | 0.484 | 0.6673 | 0.0 | 0.7846 | 0.5137 | 0.4489 | 0.1 |
0.7362 | 5.0 | 2500 | 0.6636 | 0.4105 | 0.5683 | 0.4776 | 0.497 | 0.0 | 0.4218 | 0.37 | 0.7346 | 0.0401 | 0.1347 | 0.4905 | 0.4936 | 0.6996 | 0.0 | 0.7813 | 0.5035 | 0.4576 | 0.1042 |
0.7851 | 6.0 | 3000 | 0.6610 | 0.4002 | 0.5655 | 0.4674 | 0.4651 | 0.0 | 0.4233 | 0.3654 | 0.7355 | 0.0907 | 0.1327 | 0.4844 | 0.4895 | 0.6871 | 0.0 | 0.7813 | 0.5251 | 0.4573 | 0.125 |
0.6384 | 7.0 | 3500 | 0.6013 | 0.4291 | 0.5761 | 0.5129 | 0.5187 | 0.0 | 0.4431 | 0.4007 | 0.7686 | 0.1241 | 0.1398 | 0.5048 | 0.5076 | 0.7105 | 0.0 | 0.8123 | 0.5196 | 0.4804 | 0.175 |
0.6665 | 8.0 | 4000 | 0.5634 | 0.4512 | 0.6017 | 0.5271 | 0.5892 | 0.0 | 0.4484 | 0.4258 | 0.7643 | 0.1577 | 0.1449 | 0.5129 | 0.5176 | 0.7435 | 0.0 | 0.8093 | 0.5259 | 0.4958 | 0.2125 |
0.6543 | 9.0 | 4500 | 0.5299 | 0.4662 | 0.611 | 0.5561 | 0.6205 | 0.0005 | 0.4742 | 0.4369 | 0.7774 | 0.1541 | 0.146 | 0.5226 | 0.5262 | 0.7516 | 0.0021 | 0.825 | 0.5364 | 0.5003 | 0.1792 |
0.6318 | 10.0 | 5000 | 0.5264 | 0.4936 | 0.6349 | 0.5793 | 0.6865 | 0.0113 | 0.5046 | 0.4713 | 0.7831 | 0.1658 | 0.1576 | 0.5431 | 0.5473 | 0.779 | 0.0284 | 0.8343 | 0.5586 | 0.5251 | 0.2167 |
0.5645 | 11.0 | 5500 | 0.5428 | 0.4775 | 0.6367 | 0.5697 | 0.6568 | 0.0055 | 0.4917 | 0.4478 | 0.7701 | 0.1445 | 0.1543 | 0.5246 | 0.5273 | 0.7411 | 0.0242 | 0.8166 | 0.5456 | 0.4978 | 0.2042 |
0.5886 | 12.0 | 6000 | 0.5083 | 0.4952 | 0.6519 | 0.5862 | 0.6893 | 0.0087 | 0.5185 | 0.4623 | 0.7875 | 0.1526 | 0.161 | 0.5425 | 0.55 | 0.7633 | 0.0621 | 0.8247 | 0.5662 | 0.5207 | 0.2958 |
0.5457 | 13.0 | 6500 | 0.4834 | 0.5798 | 0.7671 | 0.7027 | 0.6983 | 0.256 | 0.562 | 0.5678 | 0.7851 | 0.137 | 0.2139 | 0.6144 | 0.6182 | 0.7484 | 0.2779 | 0.8283 | 0.5973 | 0.6102 | 0.2083 |
0.5674 | 14.0 | 7000 | 0.4656 | 0.6557 | 0.8508 | 0.7891 | 0.7219 | 0.4557 | 0.6289 | 0.649 | 0.7896 | 0.2017 | 0.2701 | 0.6958 | 0.6988 | 0.7685 | 0.4958 | 0.8319 | 0.6629 | 0.6961 | 0.3083 |
0.5682 | 15.0 | 7500 | 0.4718 | 0.6374 | 0.8625 | 0.7728 | 0.6638 | 0.4603 | 0.6314 | 0.6244 | 0.7882 | 0.1348 | 0.2676 | 0.682 | 0.6845 | 0.7234 | 0.5032 | 0.8268 | 0.6692 | 0.6795 | 0.175 |
0.4899 | 16.0 | 8000 | 0.4192 | 0.7045 | 0.9058 | 0.841 | 0.7302 | 0.5906 | 0.7083 | 0.6839 | 0.7927 | 0.1918 | 0.2982 | 0.7452 | 0.748 | 0.777 | 0.6316 | 0.8355 | 0.7423 | 0.734 | 0.2333 |
0.3987 | 17.0 | 8500 | 0.3887 | 0.7215 | 0.9245 | 0.8647 | 0.724 | 0.6257 | 0.7247 | 0.7142 | 0.8149 | 0.2032 | 0.3116 | 0.7643 | 0.7692 | 0.7722 | 0.6811 | 0.8545 | 0.7637 | 0.762 | 0.2861 |
0.4619 | 18.0 | 9000 | 0.4065 | 0.7078 | 0.9116 | 0.8648 | 0.729 | 0.5958 | 0.7406 | 0.6949 | 0.7987 | 0.1958 | 0.302 | 0.752 | 0.7545 | 0.777 | 0.6453 | 0.8413 | 0.777 | 0.7438 | 0.2458 |
0.4152 | 19.0 | 9500 | 0.4048 | 0.7007 | 0.9187 | 0.8475 | 0.7139 | 0.5803 | 0.7123 | 0.6925 | 0.8079 | 0.2193 | 0.2994 | 0.7487 | 0.7523 | 0.7645 | 0.6442 | 0.8482 | 0.7519 | 0.7481 | 0.2875 |
0.433 | 20.0 | 10000 | 0.3881 | 0.7122 | 0.8942 | 0.8579 | 0.7317 | 0.5846 | 0.6779 | 0.7154 | 0.8203 | 0.23 | 0.2993 | 0.7515 | 0.7553 | 0.7855 | 0.6221 | 0.8584 | 0.7165 | 0.7616 | 0.2958 |
0.4217 | 21.0 | 10500 | 0.3993 | 0.7098 | 0.9189 | 0.854 | 0.7091 | 0.6125 | 0.6944 | 0.7001 | 0.8078 | 0.1268 | 0.3026 | 0.7515 | 0.755 | 0.7621 | 0.6526 | 0.8503 | 0.7351 | 0.7505 | 0.1875 |
0.437 | 22.0 | 11000 | 0.3756 | 0.7397 | 0.9455 | 0.8872 | 0.7461 | 0.663 | 0.7388 | 0.7359 | 0.8099 | 0.3 | 0.3132 | 0.7856 | 0.7882 | 0.7839 | 0.7284 | 0.8524 | 0.7758 | 0.7878 | 0.3722 |
0.3823 | 23.0 | 11500 | 0.3662 | 0.7413 | 0.9302 | 0.8634 | 0.7438 | 0.6558 | 0.7313 | 0.7434 | 0.8243 | 0.2147 | 0.3125 | 0.7779 | 0.7815 | 0.7823 | 0.6979 | 0.8645 | 0.768 | 0.7838 | 0.2917 |
0.4099 | 24.0 | 12000 | 0.3782 | 0.7106 | 0.9135 | 0.837 | 0.7338 | 0.5835 | 0.7303 | 0.7055 | 0.8144 | 0.17 | 0.3035 | 0.7523 | 0.756 | 0.7823 | 0.6368 | 0.8488 | 0.7634 | 0.7529 | 0.2208 |
0.4394 | 25.0 | 12500 | 0.3560 | 0.7486 | 0.9406 | 0.9005 | 0.7494 | 0.6785 | 0.7588 | 0.7379 | 0.818 | 0.3099 | 0.3224 | 0.7901 | 0.7924 | 0.796 | 0.7242 | 0.8569 | 0.7922 | 0.7844 | 0.3792 |
0.4073 | 26.0 | 13000 | 0.3494 | 0.7445 | 0.9451 | 0.8774 | 0.7541 | 0.6621 | 0.7622 | 0.7349 | 0.8174 | 0.2726 | 0.3184 | 0.7848 | 0.7883 | 0.7944 | 0.7126 | 0.8578 | 0.8 | 0.7812 | 0.3361 |
0.3584 | 27.0 | 13500 | 0.3502 | 0.7466 | 0.929 | 0.8916 | 0.7425 | 0.6693 | 0.7625 | 0.7331 | 0.8279 | 0.1946 | 0.3176 | 0.7842 | 0.7892 | 0.7831 | 0.7168 | 0.8678 | 0.7998 | 0.7816 | 0.2583 |
0.3832 | 28.0 | 14000 | 0.3387 | 0.7665 | 0.9475 | 0.8894 | 0.7693 | 0.7016 | 0.7768 | 0.7563 | 0.8287 | 0.256 | 0.3242 | 0.8051 | 0.8091 | 0.8069 | 0.7516 | 0.869 | 0.8141 | 0.8013 | 0.3611 |
0.4091 | 29.0 | 14500 | 0.3726 | 0.7636 | 0.9538 | 0.8979 | 0.7684 | 0.6981 | 0.7624 | 0.7576 | 0.8243 | 0.3196 | 0.3197 | 0.7993 | 0.8036 | 0.8048 | 0.7442 | 0.8617 | 0.7988 | 0.7974 | 0.4361 |
0.3381 | 30.0 | 15000 | 0.3592 | 0.7447 | 0.9546 | 0.9023 | 0.7316 | 0.6702 | 0.7521 | 0.7442 | 0.8323 | 0.3173 | 0.3134 | 0.7879 | 0.7908 | 0.7742 | 0.7263 | 0.872 | 0.7925 | 0.7903 | 0.3958 |
0.3368 | 31.0 | 15500 | 0.3480 | 0.7512 | 0.9404 | 0.87 | 0.7578 | 0.6736 | 0.7649 | 0.7399 | 0.8222 | 0.3136 | 0.323 | 0.7971 | 0.8015 | 0.7996 | 0.7379 | 0.8669 | 0.8056 | 0.7943 | 0.425 |
0.3684 | 32.0 | 16000 | 0.3740 | 0.7176 | 0.9117 | 0.841 | 0.7508 | 0.5789 | 0.7257 | 0.7114 | 0.8233 | 0.2731 | 0.3027 | 0.7582 | 0.7646 | 0.7988 | 0.6295 | 0.8657 | 0.7583 | 0.7638 | 0.3708 |
0.3512 | 33.0 | 16500 | 0.3633 | 0.746 | 0.9453 | 0.8793 | 0.7502 | 0.6716 | 0.7449 | 0.7318 | 0.8162 | 0.2404 | 0.3147 | 0.783 | 0.7873 | 0.7875 | 0.7158 | 0.8587 | 0.7851 | 0.7773 | 0.2931 |
0.339 | 34.0 | 17000 | 0.3639 | 0.7315 | 0.9132 | 0.8556 | 0.7576 | 0.6165 | 0.7388 | 0.7248 | 0.8204 | 0.191 | 0.3135 | 0.7729 | 0.7766 | 0.7996 | 0.6674 | 0.863 | 0.7715 | 0.7757 | 0.2681 |
0.3473 | 35.0 | 17500 | 0.3505 | 0.7395 | 0.9401 | 0.8612 | 0.7276 | 0.6659 | 0.7272 | 0.7386 | 0.8248 | 0.3197 | 0.3182 | 0.7808 | 0.7871 | 0.7815 | 0.7116 | 0.8684 | 0.7637 | 0.7899 | 0.4139 |
0.3245 | 36.0 | 18000 | 0.3572 | 0.7362 | 0.941 | 0.869 | 0.7426 | 0.6396 | 0.7436 | 0.725 | 0.8263 | 0.2533 | 0.3179 | 0.7794 | 0.7844 | 0.798 | 0.6926 | 0.8627 | 0.788 | 0.7784 | 0.3181 |
0.3034 | 37.0 | 18500 | 0.3292 | 0.7672 | 0.9507 | 0.9006 | 0.7605 | 0.7016 | 0.7688 | 0.7618 | 0.8394 | 0.3576 | 0.3269 | 0.8055 | 0.8101 | 0.804 | 0.7453 | 0.881 | 0.8074 | 0.8081 | 0.4722 |
0.3034 | 38.0 | 19000 | 0.3557 | 0.752 | 0.9405 | 0.8849 | 0.7566 | 0.6644 | 0.7595 | 0.7431 | 0.8351 | 0.1968 | 0.323 | 0.7902 | 0.7963 | 0.804 | 0.7147 | 0.8702 | 0.7997 | 0.7888 | 0.2806 |
0.3203 | 39.0 | 19500 | 0.3412 | 0.7583 | 0.936 | 0.881 | 0.7689 | 0.6778 | 0.7761 | 0.7493 | 0.8282 | 0.238 | 0.3233 | 0.8044 | 0.8074 | 0.8137 | 0.7389 | 0.8696 | 0.8151 | 0.802 | 0.3167 |
0.3294 | 40.0 | 20000 | 0.3277 | 0.7661 | 0.9502 | 0.9104 | 0.7762 | 0.6952 | 0.7706 | 0.7589 | 0.8268 | 0.2645 | 0.3239 | 0.8081 | 0.8143 | 0.8234 | 0.7505 | 0.869 | 0.8173 | 0.8087 | 0.3597 |
0.3371 | 41.0 | 20500 | 0.3199 | 0.7796 | 0.9531 | 0.9052 | 0.7818 | 0.7261 | 0.7832 | 0.7775 | 0.8309 | 0.2026 | 0.3321 | 0.8172 | 0.8244 | 0.8262 | 0.7779 | 0.869 | 0.8192 | 0.8216 | 0.3097 |
0.3152 | 42.0 | 21000 | 0.3230 | 0.7752 | 0.9505 | 0.9004 | 0.777 | 0.7122 | 0.7646 | 0.7776 | 0.8363 | 0.2606 | 0.3261 | 0.8152 | 0.8197 | 0.821 | 0.76 | 0.878 | 0.8078 | 0.8211 | 0.3556 |
0.2923 | 43.0 | 21500 | 0.3489 | 0.7628 | 0.9461 | 0.9041 | 0.7626 | 0.6946 | 0.7674 | 0.756 | 0.8311 | 0.1877 | 0.3223 | 0.8015 | 0.8074 | 0.8056 | 0.7495 | 0.8672 | 0.8105 | 0.8008 | 0.2806 |
0.2911 | 44.0 | 22000 | 0.3462 | 0.7604 | 0.9551 | 0.902 | 0.7409 | 0.704 | 0.7573 | 0.7514 | 0.8362 | 0.2793 | 0.3231 | 0.7995 | 0.8035 | 0.7847 | 0.7547 | 0.8711 | 0.8025 | 0.7941 | 0.3542 |
0.3483 | 45.0 | 22500 | 0.3127 | 0.7808 | 0.949 | 0.9075 | 0.7884 | 0.7041 | 0.7737 | 0.781 | 0.8497 | 0.1944 | 0.3301 | 0.8204 | 0.8267 | 0.827 | 0.7716 | 0.8816 | 0.8127 | 0.8258 | 0.3458 |
0.2995 | 46.0 | 23000 | 0.3279 | 0.7731 | 0.945 | 0.9019 | 0.7756 | 0.7061 | 0.7637 | 0.773 | 0.8376 | 0.3203 | 0.3282 | 0.8118 | 0.8157 | 0.8181 | 0.7537 | 0.8753 | 0.8122 | 0.8145 | 0.3875 |
0.3051 | 47.0 | 23500 | 0.3230 | 0.7755 | 0.9534 | 0.8973 | 0.7728 | 0.7064 | 0.7557 | 0.7788 | 0.8471 | 0.3002 | 0.326 | 0.8161 | 0.8203 | 0.8141 | 0.7642 | 0.8825 | 0.8009 | 0.8228 | 0.3903 |
0.3151 | 48.0 | 24000 | 0.3249 | 0.7727 | 0.9556 | 0.8934 | 0.7583 | 0.7109 | 0.758 | 0.7667 | 0.8488 | 0.2545 | 0.3243 | 0.8145 | 0.8188 | 0.8052 | 0.7695 | 0.8816 | 0.8023 | 0.8114 | 0.3583 |
0.2858 | 49.0 | 24500 | 0.3337 | 0.7602 | 0.9435 | 0.8897 | 0.7603 | 0.6782 | 0.7742 | 0.7478 | 0.8421 | 0.2511 | 0.3254 | 0.801 | 0.8056 | 0.8077 | 0.7295 | 0.8795 | 0.8134 | 0.7968 | 0.3528 |
0.2805 | 50.0 | 25000 | 0.3290 | 0.771 | 0.9535 | 0.8821 | 0.7626 | 0.6968 | 0.7587 | 0.7754 | 0.8534 | 0.25 | 0.3266 | 0.8125 | 0.8168 | 0.8105 | 0.7526 | 0.8873 | 0.8029 | 0.8227 | 0.3403 |
0.3061 | 51.0 | 25500 | 0.3256 | 0.7722 | 0.9437 | 0.8933 | 0.7766 | 0.6889 | 0.7676 | 0.7686 | 0.8511 | 0.2907 | 0.3235 | 0.8103 | 0.8128 | 0.819 | 0.7347 | 0.8846 | 0.8068 | 0.8132 | 0.3458 |
0.3193 | 52.0 | 26000 | 0.3298 | 0.7714 | 0.9492 | 0.902 | 0.7804 | 0.695 | 0.7758 | 0.7642 | 0.8389 | 0.2703 | 0.3251 | 0.8076 | 0.8107 | 0.8218 | 0.7368 | 0.8735 | 0.8187 | 0.8049 | 0.3375 |
0.2874 | 53.0 | 26500 | 0.3233 | 0.7678 | 0.9355 | 0.8823 | 0.7867 | 0.6681 | 0.7805 | 0.762 | 0.8485 | 0.2712 | 0.3252 | 0.808 | 0.811 | 0.8266 | 0.7232 | 0.8831 | 0.8179 | 0.8097 | 0.3347 |
0.274 | 54.0 | 27000 | 0.3293 | 0.7717 | 0.9471 | 0.9046 | 0.764 | 0.7013 | 0.7675 | 0.7685 | 0.8498 | 0.2921 | 0.3274 | 0.8088 | 0.8121 | 0.8109 | 0.7442 | 0.8813 | 0.8026 | 0.8127 | 0.3736 |
0.3281 | 55.0 | 27500 | 0.3472 | 0.7735 | 0.9504 | 0.9009 | 0.7682 | 0.6983 | 0.7653 | 0.7668 | 0.8541 | 0.3038 | 0.3281 | 0.8107 | 0.8139 | 0.8105 | 0.7453 | 0.8858 | 0.8027 | 0.8109 | 0.3889 |
0.2792 | 56.0 | 28000 | 0.3254 | 0.7822 | 0.9473 | 0.9008 | 0.7724 | 0.7218 | 0.788 | 0.7787 | 0.8523 | 0.2316 | 0.3338 | 0.8169 | 0.8217 | 0.8185 | 0.7621 | 0.8843 | 0.8252 | 0.8197 | 0.3208 |
0.2993 | 57.0 | 28500 | 0.3367 | 0.7803 | 0.9461 | 0.9146 | 0.7651 | 0.7266 | 0.7959 | 0.7758 | 0.8493 | 0.3025 | 0.3289 | 0.8147 | 0.8221 | 0.8121 | 0.7705 | 0.8837 | 0.8277 | 0.8184 | 0.4361 |
0.3099 | 58.0 | 29000 | 0.3266 | 0.7741 | 0.9413 | 0.9049 | 0.7669 | 0.6962 | 0.7867 | 0.7667 | 0.859 | 0.2785 | 0.3255 | 0.8114 | 0.8182 | 0.8157 | 0.7495 | 0.8895 | 0.8228 | 0.8111 | 0.3903 |
0.3006 | 59.0 | 29500 | 0.3277 | 0.7811 | 0.9463 | 0.8999 | 0.767 | 0.7194 | 0.7902 | 0.7779 | 0.8569 | 0.2351 | 0.3316 | 0.8173 | 0.8203 | 0.8052 | 0.7674 | 0.8883 | 0.8225 | 0.819 | 0.3264 |
0.293 | 60.0 | 30000 | 0.3289 | 0.775 | 0.9453 | 0.9004 | 0.7754 | 0.7093 | 0.7913 | 0.7725 | 0.8403 | 0.3003 | 0.3296 | 0.8108 | 0.8155 | 0.8214 | 0.7463 | 0.8789 | 0.8294 | 0.8104 | 0.4042 |
0.293 | 61.0 | 30500 | 0.3381 | 0.7689 | 0.944 | 0.9 | 0.7733 | 0.6846 | 0.7807 | 0.7619 | 0.8488 | 0.2801 | 0.3265 | 0.8021 | 0.8097 | 0.8121 | 0.7337 | 0.8834 | 0.8088 | 0.8084 | 0.3472 |
0.3054 | 62.0 | 31000 | 0.3289 | 0.7743 | 0.9535 | 0.8912 | 0.7672 | 0.7019 | 0.7817 | 0.7676 | 0.8538 | 0.3075 | 0.3307 | 0.8142 | 0.8184 | 0.8125 | 0.7568 | 0.8858 | 0.8138 | 0.8166 | 0.3931 |
0.2988 | 63.0 | 31500 | 0.3311 | 0.7717 | 0.9403 | 0.8903 | 0.7761 | 0.6895 | 0.7881 | 0.7662 | 0.8496 | 0.3147 | 0.332 | 0.8132 | 0.8155 | 0.8177 | 0.7442 | 0.8846 | 0.8234 | 0.8121 | 0.3958 |
0.292 | 64.0 | 32000 | 0.3342 | 0.7766 | 0.9481 | 0.9092 | 0.7738 | 0.7078 | 0.7886 | 0.7735 | 0.8482 | 0.3001 | 0.3296 | 0.8156 | 0.8196 | 0.8181 | 0.7579 | 0.8828 | 0.8229 | 0.8182 | 0.3792 |
0.2722 | 65.0 | 32500 | 0.3164 | 0.7786 | 0.9492 | 0.9022 | 0.7827 | 0.6865 | 0.7771 | 0.7759 | 0.8665 | 0.3049 | 0.3279 | 0.8165 | 0.8227 | 0.8306 | 0.7411 | 0.8964 | 0.8132 | 0.8217 | 0.3972 |
0.2741 | 66.0 | 33000 | 0.3280 | 0.7785 | 0.9444 | 0.8962 | 0.7717 | 0.7064 | 0.7973 | 0.7746 | 0.8573 | 0.2521 | 0.3303 | 0.8219 | 0.8262 | 0.8202 | 0.7642 | 0.8943 | 0.8314 | 0.8253 | 0.3528 |
0.2583 | 67.0 | 33500 | 0.3298 | 0.7684 | 0.9435 | 0.911 | 0.7665 | 0.6877 | 0.7855 | 0.7589 | 0.8511 | 0.2861 | 0.3227 | 0.8092 | 0.8128 | 0.8153 | 0.7368 | 0.8861 | 0.8197 | 0.8066 | 0.3792 |
0.2687 | 68.0 | 34000 | 0.3116 | 0.7854 | 0.9422 | 0.9099 | 0.7809 | 0.7136 | 0.7954 | 0.7815 | 0.8617 | 0.3415 | 0.3333 | 0.8256 | 0.8306 | 0.8246 | 0.7705 | 0.8967 | 0.8299 | 0.8304 | 0.4347 |
0.2551 | 69.0 | 34500 | 0.3138 | 0.7862 | 0.9438 | 0.9003 | 0.7851 | 0.7196 | 0.7939 | 0.7841 | 0.8538 | 0.252 | 0.3329 | 0.8226 | 0.8268 | 0.8335 | 0.7589 | 0.888 | 0.8324 | 0.8257 | 0.3347 |
0.2599 | 70.0 | 35000 | 0.3066 | 0.7808 | 0.9454 | 0.9049 | 0.7823 | 0.7096 | 0.7951 | 0.7726 | 0.8506 | 0.2996 | 0.3309 | 0.8205 | 0.8238 | 0.8274 | 0.7589 | 0.8849 | 0.8362 | 0.8197 | 0.3528 |
0.2557 | 71.0 | 35500 | 0.3199 | 0.7818 | 0.9501 | 0.9122 | 0.7759 | 0.7061 | 0.7918 | 0.7726 | 0.8635 | 0.2611 | 0.3298 | 0.8214 | 0.8246 | 0.8202 | 0.76 | 0.8937 | 0.8264 | 0.8182 | 0.3569 |
0.2659 | 72.0 | 36000 | 0.3060 | 0.7937 | 0.9493 | 0.9115 | 0.7909 | 0.7209 | 0.7933 | 0.7942 | 0.8693 | 0.3496 | 0.3357 | 0.8295 | 0.8333 | 0.8331 | 0.7663 | 0.9006 | 0.8241 | 0.8341 | 0.4222 |
0.2815 | 73.0 | 36500 | 0.3145 | 0.783 | 0.9491 | 0.9155 | 0.7768 | 0.7141 | 0.7839 | 0.7768 | 0.8579 | 0.3012 | 0.329 | 0.8165 | 0.8214 | 0.819 | 0.7568 | 0.8886 | 0.8181 | 0.8173 | 0.3792 |
0.2303 | 74.0 | 37000 | 0.3187 | 0.7823 | 0.9535 | 0.9207 | 0.7765 | 0.7248 | 0.7897 | 0.7723 | 0.8457 | 0.3227 | 0.3288 | 0.8211 | 0.8247 | 0.8246 | 0.7684 | 0.881 | 0.8234 | 0.8153 | 0.4236 |
0.2871 | 75.0 | 37500 | 0.3217 | 0.7787 | 0.9401 | 0.906 | 0.771 | 0.7157 | 0.7772 | 0.7782 | 0.8493 | 0.3092 | 0.3292 | 0.8229 | 0.8263 | 0.8214 | 0.7684 | 0.8892 | 0.8157 | 0.8304 | 0.4028 |
0.2432 | 76.0 | 38000 | 0.3139 | 0.7759 | 0.94 | 0.9042 | 0.7785 | 0.6999 | 0.7796 | 0.7728 | 0.8491 | 0.2778 | 0.3292 | 0.8176 | 0.8212 | 0.8234 | 0.7516 | 0.8886 | 0.8145 | 0.8236 | 0.3361 |
0.2781 | 77.0 | 38500 | 0.3370 | 0.7739 | 0.9349 | 0.8953 | 0.7758 | 0.6934 | 0.7756 | 0.7738 | 0.8524 | 0.3185 | 0.3297 | 0.816 | 0.8184 | 0.8214 | 0.7421 | 0.8919 | 0.8123 | 0.8188 | 0.3875 |
0.2527 | 78.0 | 39000 | 0.3022 | 0.7879 | 0.9393 | 0.9096 | 0.7889 | 0.7108 | 0.7881 | 0.7877 | 0.8641 | 0.2717 | 0.3349 | 0.8261 | 0.8289 | 0.8355 | 0.7537 | 0.8976 | 0.8242 | 0.8304 | 0.3542 |
0.2705 | 79.0 | 39500 | 0.3070 | 0.7803 | 0.9486 | 0.9085 | 0.2776 | 0.7774 | 0.7799 | 0.3326 | 0.8234 | 0.8259 | 0.3333 | 0.8255 | 0.8194 | 0.7755 | 0.823 | 0.7104 | 0.7621 | 0.855 | 0.8925 |
0.2275 | 80.0 | 40000 | 0.3107 | 0.7739 | 0.9315 | 0.8937 | 0.2574 | 0.7743 | 0.7726 | 0.3256 | 0.815 | 0.8186 | 0.3278 | 0.8189 | 0.8164 | 0.7871 | 0.8335 | 0.6775 | 0.7284 | 0.8573 | 0.894 |
0.2616 | 81.0 | 40500 | 0.3109 | 0.7855 | 0.941 | 0.9013 | 0.3217 | 0.7877 | 0.7872 | 0.333 | 0.8254 | 0.8286 | 0.3903 | 0.8308 | 0.825 | 0.7883 | 0.8294 | 0.7026 | 0.7558 | 0.8655 | 0.9006 |
0.2355 | 82.0 | 41000 | 0.3161 | 0.7823 | 0.9425 | 0.8978 | 0.2979 | 0.7793 | 0.78 | 0.3332 | 0.8228 | 0.8274 | 0.3875 | 0.827 | 0.8129 | 0.792 | 0.8351 | 0.6955 | 0.7505 | 0.8594 | 0.8967 |
0.252 | 83.0 | 41500 | 0.3297 | 0.7764 | 0.9371 | 0.9031 | 0.2282 | 0.7748 | 0.776 | 0.3291 | 0.8189 | 0.8222 | 0.3236 | 0.8247 | 0.8133 | 0.7746 | 0.8218 | 0.6971 | 0.7495 | 0.8577 | 0.8955 |
0.2559 | 84.0 | 42000 | 0.3112 | 0.7837 | 0.931 | 0.8905 | 0.2496 | 0.7793 | 0.788 | 0.3368 | 0.8241 | 0.8267 | 0.3083 | 0.8267 | 0.8234 | 0.7946 | 0.8343 | 0.6957 | 0.7495 | 0.8607 | 0.8964 |
0.23 | 85.0 | 42500 | 0.3214 | 0.7768 | 0.9357 | 0.8973 | 0.2582 | 0.7721 | 0.7927 | 0.3265 | 0.8163 | 0.8201 | 0.3583 | 0.8189 | 0.8206 | 0.7768 | 0.8242 | 0.6963 | 0.74 | 0.8574 | 0.8961 |
0.211 | 86.0 | 43000 | 0.3098 | 0.7871 | 0.9396 | 0.901 | 0.3 | 0.7813 | 0.7916 | 0.3318 | 0.8257 | 0.8289 | 0.3764 | 0.8275 | 0.8251 | 0.7872 | 0.8327 | 0.7158 | 0.7589 | 0.8583 | 0.8952 |
0.2234 | 87.0 | 43500 | 0.2975 | 0.8018 | 0.9482 | 0.9091 | 0.3233 | 0.7983 | 0.805 | 0.3387 | 0.8387 | 0.8425 | 0.4181 | 0.8408 | 0.8362 | 0.8003 | 0.8403 | 0.7399 | 0.7853 | 0.8652 | 0.9018 |
0.2361 | 88.0 | 44000 | 0.3144 | 0.7859 | 0.9288 | 0.8954 | 0.2457 | 0.7859 | 0.7829 | 0.33 | 0.8247 | 0.8282 | 0.3167 | 0.8301 | 0.8197 | 0.8026 | 0.8464 | 0.6983 | 0.7442 | 0.8568 | 0.894 |
0.2305 | 89.0 | 44500 | 0.3158 | 0.8005 | 0.9495 | 0.9093 | 0.2671 | 0.8012 | 0.79 | 0.3364 | 0.8388 | 0.8416 | 0.3361 | 0.8459 | 0.8235 | 0.7997 | 0.8395 | 0.7393 | 0.7874 | 0.8626 | 0.8979 |
0.2235 | 90.0 | 45000 | 0.3080 | 0.7924 | 0.9411 | 0.9083 | 0.2627 | 0.7869 | 0.7957 | 0.3358 | 0.8323 | 0.8366 | 0.3611 | 0.837 | 0.8321 | 0.7875 | 0.8331 | 0.7227 | 0.7737 | 0.867 | 0.903 |
0.2371 | 91.0 | 45500 | 0.3000 | 0.7932 | 0.9547 | 0.9102 | 0.307 | 0.7927 | 0.7888 | 0.3305 | 0.834 | 0.838 | 0.3736 | 0.8412 | 0.8265 | 0.7979 | 0.8351 | 0.7177 | 0.7779 | 0.864 | 0.9009 |
0.2136 | 92.0 | 46000 | 0.3052 | 0.7917 | 0.9531 | 0.9044 | 0.3165 | 0.7878 | 0.7869 | 0.3339 | 0.8328 | 0.8356 | 0.4056 | 0.8368 | 0.8202 | 0.7917 | 0.8343 | 0.7304 | 0.7789 | 0.8529 | 0.8937 |
0.2609 | 93.0 | 46500 | 0.3135 | 0.7798 | 0.933 | 0.8879 | 0.3041 | 0.7746 | 0.7992 | 0.3315 | 0.8231 | 0.8266 | 0.3569 | 0.8259 | 0.8365 | 0.7878 | 0.8343 | 0.6877 | 0.7442 | 0.864 | 0.9012 |
0.2258 | 94.0 | 47000 | 0.2984 | 0.7982 | 0.9455 | 0.9074 | 0.308 | 0.7923 | 0.7977 | 0.341 | 0.839 | 0.8418 | 0.3847 | 0.8413 | 0.8305 | 0.802 | 0.8464 | 0.7331 | 0.7832 | 0.8595 | 0.8958 |
0.2249 | 95.0 | 47500 | 0.3127 | 0.7872 | 0.9452 | 0.9067 | 0.2976 | 0.7879 | 0.7895 | 0.3353 | 0.8316 | 0.8349 | 0.375 | 0.8363 | 0.8277 | 0.7907 | 0.8375 | 0.7184 | 0.7737 | 0.8527 | 0.8934 |
0.2353 | 96.0 | 48000 | 0.3098 | 0.7896 | 0.9428 | 0.9046 | 0.2852 | 0.7846 | 0.7905 | 0.3345 | 0.8299 | 0.8338 | 0.3681 | 0.834 | 0.8252 | 0.7922 | 0.8375 | 0.717 | 0.7663 | 0.8596 | 0.8976 |
0.2361 | 97.0 | 48500 | 0.3121 | 0.7897 | 0.9378 | 0.8908 | 0.2774 | 0.7896 | 0.7944 | 0.3377 | 0.8317 | 0.835 | 0.3486 | 0.8377 | 0.8316 | 0.7923 | 0.8379 | 0.7171 | 0.7674 | 0.8596 | 0.8997 |
0.2273 | 98.0 | 49000 | 0.2956 | 0.7965 | 0.9503 | 0.903 | 0.3052 | 0.7928 | 0.7924 | 0.338 | 0.8425 | 0.8451 | 0.4028 | 0.8467 | 0.8306 | 0.7937 | 0.8419 | 0.7282 | 0.7905 | 0.8676 | 0.9027 |
0.2461 | 99.0 | 49500 | 0.3038 | 0.7906 | 0.9376 | 0.8969 | 0.3125 | 0.7844 | 0.796 | 0.3367 | 0.8322 | 0.8346 | 0.3889 | 0.8342 | 0.8332 | 0.7937 | 0.8399 | 0.718 | 0.7653 | 0.8603 | 0.8985 |
0.2195 | 100.0 | 50000 | 0.2938 | 0.7953 | 0.9426 | 0.8928 | 0.3242 | 0.7928 | 0.7988 | 0.3396 | 0.8379 | 0.8402 | 0.4069 | 0.8414 | 0.8343 | 0.8022 | 0.8472 | 0.7161 | 0.7695 | 0.8676 | 0.9039 |
0.2093 | 101.0 | 50500 | 0.3043 | 0.7953 | 0.9499 | 0.9023 | 0.3206 | 0.7908 | 0.7915 | 0.3373 | 0.837 | 0.8409 | 0.4042 | 0.8421 | 0.8302 | 0.7931 | 0.8415 | 0.7238 | 0.7779 | 0.869 | 0.9033 |
0.2161 | 102.0 | 51000 | 0.3034 | 0.7945 | 0.9405 | 0.9057 | 0.3314 | 0.79 | 0.8063 | 0.3401 | 0.8365 | 0.8393 | 0.4139 | 0.8369 | 0.8437 | 0.7972 | 0.846 | 0.724 | 0.7705 | 0.8624 | 0.9015 |
0.219 | 103.0 | 51500 | 0.2984 | 0.7964 | 0.9511 | 0.9086 | 0.3009 | 0.7991 | 0.7869 | 0.338 | 0.8375 | 0.842 | 0.3792 | 0.8462 | 0.8272 | 0.7948 | 0.8435 | 0.7312 | 0.7821 | 0.8631 | 0.9003 |
0.2472 | 104.0 | 52000 | 0.3095 | 0.7956 | 0.9511 | 0.9115 | 0.2932 | 0.7917 | 0.8018 | 0.3359 | 0.8359 | 0.8397 | 0.4 | 0.8382 | 0.8348 | 0.7952 | 0.8383 | 0.7274 | 0.78 | 0.8644 | 0.9009 |
0.2457 | 105.0 | 52500 | 0.3061 | 0.7929 | 0.9371 | 0.9027 | 0.2809 | 0.784 | 0.8069 | 0.3377 | 0.8327 | 0.8359 | 0.3417 | 0.8316 | 0.8457 | 0.8015 | 0.8448 | 0.7138 | 0.7653 | 0.8634 | 0.8976 |
0.2017 | 106.0 | 53000 | 0.3000 | 0.8017 | 0.9475 | 0.9114 | 0.2991 | 0.7983 | 0.8011 | 0.3372 | 0.8439 | 0.8466 | 0.3764 | 0.8475 | 0.8398 | 0.8056 | 0.8496 | 0.7309 | 0.7863 | 0.8687 | 0.9039 |
0.2055 | 107.0 | 53500 | 0.2946 | 0.8083 | 0.9481 | 0.9106 | 0.2911 | 0.8083 | 0.7989 | 0.3434 | 0.8477 | 0.8513 | 0.3667 | 0.8562 | 0.8344 | 0.8141 | 0.8536 | 0.7396 | 0.7947 | 0.8713 | 0.9054 |
0.221 | 108.0 | 54000 | 0.2895 | 0.8036 | 0.9508 | 0.9127 | 0.3249 | 0.8017 | 0.7996 | 0.3407 | 0.8445 | 0.8478 | 0.4083 | 0.849 | 0.8383 | 0.8034 | 0.8464 | 0.7377 | 0.7937 | 0.8696 | 0.9033 |
0.2018 | 109.0 | 54500 | 0.2988 | 0.8 | 0.9398 | 0.9075 | 0.265 | 0.7982 | 0.8017 | 0.3413 | 0.8414 | 0.8438 | 0.3292 | 0.8465 | 0.8359 | 0.8103 | 0.8516 | 0.7241 | 0.78 | 0.8656 | 0.8997 |
0.2116 | 110.0 | 55000 | 0.2982 | 0.8012 | 0.9461 | 0.9134 | 0.3103 | 0.7977 | 0.8061 | 0.3412 | 0.843 | 0.8453 | 0.3722 | 0.8487 | 0.8362 | 0.8007 | 0.8419 | 0.7373 | 0.7937 | 0.8655 | 0.9003 |
0.2151 | 111.0 | 55500 | 0.2987 | 0.8005 | 0.9404 | 0.8995 | 0.2806 | 0.799 | 0.8037 | 0.3428 | 0.8413 | 0.8449 | 0.3514 | 0.8491 | 0.837 | 0.8043 | 0.85 | 0.7294 | 0.7842 | 0.8676 | 0.9006 |
0.2168 | 112.0 | 56000 | 0.2926 | 0.8076 | 0.9475 | 0.9101 | 0.2939 | 0.804 | 0.8077 | 0.3404 | 0.8471 | 0.8506 | 0.3681 | 0.8533 | 0.8372 | 0.808 | 0.8476 | 0.7416 | 0.7968 | 0.8732 | 0.9072 |
0.2245 | 113.0 | 56500 | 0.2975 | 0.7991 | 0.9446 | 0.9068 | 0.2872 | 0.7977 | 0.797 | 0.335 | 0.8404 | 0.8435 | 0.3458 | 0.8469 | 0.8342 | 0.8001 | 0.8423 | 0.7274 | 0.7832 | 0.8698 | 0.9051 |
0.235 | 114.0 | 57000 | 0.2973 | 0.8075 | 0.9449 | 0.908 | 0.3041 | 0.8058 | 0.8076 | 0.3413 | 0.8483 | 0.8517 | 0.375 | 0.8554 | 0.8403 | 0.8073 | 0.8512 | 0.7428 | 0.7968 | 0.8724 | 0.9069 |
0.2008 | 115.0 | 57500 | 0.3147 | 0.8024 | 0.9466 | 0.9154 | 0.298 | 0.7987 | 0.8062 | 0.3396 | 0.8438 | 0.8464 | 0.3611 | 0.847 | 0.8412 | 0.7963 | 0.8423 | 0.7436 | 0.7958 | 0.8671 | 0.9012 |
0.2225 | 116.0 | 58000 | 0.2958 | 0.802 | 0.9409 | 0.9039 | 0.2781 | 0.8002 | 0.8078 | 0.3399 | 0.8459 | 0.8488 | 0.3444 | 0.8512 | 0.8418 | 0.8009 | 0.8464 | 0.7359 | 0.7958 | 0.8691 | 0.9042 |
0.1969 | 117.0 | 58500 | 0.2989 | 0.8062 | 0.9446 | 0.9094 | 0.2932 | 0.8073 | 0.8038 | 0.34 | 0.846 | 0.8489 | 0.3639 | 0.8523 | 0.841 | 0.8083 | 0.8528 | 0.74 | 0.7895 | 0.8702 | 0.9045 |
0.2242 | 118.0 | 59000 | 0.2910 | 0.8075 | 0.9496 | 0.9127 | 0.2838 | 0.805 | 0.8004 | 0.3422 | 0.8481 | 0.8508 | 0.3597 | 0.8513 | 0.8397 | 0.8093 | 0.854 | 0.7413 | 0.7937 | 0.8719 | 0.9048 |
0.2193 | 119.0 | 59500 | 0.2938 | 0.8062 | 0.9437 | 0.9114 | 0.2695 | 0.8073 | 0.8067 | 0.3416 | 0.848 | 0.8511 | 0.3403 | 0.8555 | 0.843 | 0.8109 | 0.8548 | 0.7422 | 0.7968 | 0.8656 | 0.9015 |
0.1929 | 120.0 | 60000 | 0.2947 | 0.8036 | 0.9466 | 0.9071 | 0.2826 | 0.8013 | 0.8005 | 0.3405 | 0.845 | 0.8482 | 0.3597 | 0.8502 | 0.8404 | 0.8025 | 0.848 | 0.7364 | 0.7905 | 0.8718 | 0.906 |
0.234 | 121.0 | 60500 | 0.2966 | 0.8051 | 0.9469 | 0.9099 | 0.2836 | 0.8044 | 0.8052 | 0.3415 | 0.8458 | 0.8485 | 0.3472 | 0.8516 | 0.841 | 0.8082 | 0.8504 | 0.7361 | 0.7895 | 0.8709 | 0.9057 |
0.2487 | 122.0 | 61000 | 0.2978 | 0.8028 | 0.9442 | 0.9099 | 0.3001 | 0.8003 | 0.8034 | 0.3393 | 0.8427 | 0.8455 | 0.3681 | 0.848 | 0.8394 | 0.8041 | 0.8464 | 0.7369 | 0.7884 | 0.8672 | 0.9018 |
0.2144 | 123.0 | 61500 | 0.3070 | 0.8028 | 0.9434 | 0.9065 | 0.2893 | 0.8061 | 0.7976 | 0.3389 | 0.845 | 0.8474 | 0.3486 | 0.8535 | 0.8387 | 0.7999 | 0.8452 | 0.7387 | 0.7926 | 0.8698 | 0.9045 |
0.2 | 124.0 | 62000 | 0.3050 | 0.8024 | 0.9412 | 0.9047 | 0.2815 | 0.8016 | 0.8082 | 0.341 | 0.8424 | 0.8449 | 0.3264 | 0.8467 | 0.8447 | 0.8076 | 0.8504 | 0.7302 | 0.7811 | 0.8695 | 0.9033 |
0.216 | 125.0 | 62500 | 0.2965 | 0.8061 | 0.9436 | 0.9075 | 0.3028 | 0.8071 | 0.8086 | 0.342 | 0.8471 | 0.8496 | 0.3597 | 0.8543 | 0.8407 | 0.8073 | 0.8504 | 0.7383 | 0.7916 | 0.8728 | 0.9069 |
0.2556 | 126.0 | 63000 | 0.3021 | 0.7961 | 0.9403 | 0.9039 | 0.2741 | 0.7967 | 0.7992 | 0.3378 | 0.8386 | 0.8413 | 0.3389 | 0.8435 | 0.839 | 0.7994 | 0.8448 | 0.7243 | 0.7768 | 0.8645 | 0.9024 |
0.212 | 127.0 | 63500 | 0.3013 | 0.8022 | 0.9435 | 0.9073 | 0.2989 | 0.7997 | 0.809 | 0.3371 | 0.8421 | 0.8456 | 0.3639 | 0.8472 | 0.8447 | 0.8029 | 0.8448 | 0.7313 | 0.7853 | 0.8724 | 0.9069 |
0.2067 | 128.0 | 64000 | 0.3011 | 0.8016 | 0.9445 | 0.9093 | 0.2706 | 0.8003 | 0.8064 | 0.3377 | 0.843 | 0.8455 | 0.325 | 0.8487 | 0.8421 | 0.8046 | 0.8468 | 0.7339 | 0.7863 | 0.8663 | 0.9033 |
0.2224 | 129.0 | 64500 | 0.3004 | 0.8021 | 0.9448 | 0.91 | 0.2758 | 0.8017 | 0.8014 | 0.3393 | 0.8433 | 0.846 | 0.3347 | 0.8498 | 0.8375 | 0.8056 | 0.8488 | 0.7294 | 0.7832 | 0.8714 | 0.906 |
0.2127 | 130.0 | 65000 | 0.3002 | 0.8015 | 0.9417 | 0.9065 | 0.3047 | 0.8002 | 0.8029 | 0.3385 | 0.8422 | 0.845 | 0.3694 | 0.8462 | 0.8412 | 0.8059 | 0.8496 | 0.7281 | 0.7789 | 0.8705 | 0.9063 |
0.2123 | 131.0 | 65500 | 0.2958 | 0.8062 | 0.9469 | 0.9108 | 0.3028 | 0.8056 | 0.8099 | 0.3402 | 0.8479 | 0.8505 | 0.3778 | 0.8542 | 0.8448 | 0.8095 | 0.8536 | 0.7341 | 0.7884 | 0.8749 | 0.9093 |
0.2066 | 132.0 | 66000 | 0.2969 | 0.8044 | 0.9469 | 0.9015 | 0.3025 | 0.8018 | 0.806 | 0.3398 | 0.8456 | 0.8485 | 0.3778 | 0.8499 | 0.8416 | 0.8096 | 0.8528 | 0.7301 | 0.7842 | 0.8733 | 0.9084 |
0.2252 | 133.0 | 66500 | 0.2954 | 0.8052 | 0.9468 | 0.9083 | 0.3014 | 0.8039 | 0.8042 | 0.3398 | 0.8467 | 0.8492 | 0.3694 | 0.8511 | 0.8418 | 0.8066 | 0.8508 | 0.7358 | 0.7884 | 0.8733 | 0.9084 |
0.2008 | 134.0 | 67000 | 0.2946 | 0.806 | 0.9471 | 0.9108 | 0.3066 | 0.8033 | 0.8064 | 0.3403 | 0.8473 | 0.8499 | 0.3778 | 0.8507 | 0.8432 | 0.8082 | 0.8512 | 0.7386 | 0.7916 | 0.871 | 0.9069 |
0.2195 | 135.0 | 67500 | 0.2956 | 0.8044 | 0.9439 | 0.9084 | 0.3235 | 0.8027 | 0.8062 | 0.3408 | 0.8446 | 0.8471 | 0.3889 | 0.8487 | 0.8405 | 0.81 | 0.854 | 0.7303 | 0.7789 | 0.8731 | 0.9084 |
0.2044 | 136.0 | 68000 | 0.2923 | 0.8052 | 0.9439 | 0.9099 | 0.307 | 0.8025 | 0.8113 | 0.3411 | 0.8454 | 0.848 | 0.3681 | 0.8488 | 0.8457 | 0.8091 | 0.8532 | 0.7311 | 0.7811 | 0.8753 | 0.9096 |
0.2717 | 137.0 | 68500 | 0.2937 | 0.8071 | 0.9445 | 0.9129 | 0.2932 | 0.8037 | 0.8121 | 0.3404 | 0.8468 | 0.8494 | 0.3611 | 0.8506 | 0.8457 | 0.8116 | 0.8536 | 0.7365 | 0.7874 | 0.8732 | 0.9072 |
0.2083 | 138.0 | 69000 | 0.2941 | 0.8062 | 0.9444 | 0.9128 | 0.3005 | 0.8043 | 0.8084 | 0.3403 | 0.8467 | 0.8494 | 0.3639 | 0.8519 | 0.8433 | 0.8074 | 0.8512 | 0.7362 | 0.7884 | 0.8749 | 0.9084 |
0.2154 | 139.0 | 69500 | 0.2936 | 0.8055 | 0.9439 | 0.9101 | 0.307 | 0.8027 | 0.8108 | 0.3399 | 0.8445 | 0.847 | 0.3681 | 0.8476 | 0.846 | 0.8119 | 0.854 | 0.7297 | 0.7789 | 0.875 | 0.9081 |
0.1902 | 140.0 | 70000 | 0.2949 | 0.8063 | 0.9444 | 0.91 | 0.3034 | 0.8041 | 0.8116 | 0.3398 | 0.8452 | 0.8478 | 0.3639 | 0.8485 | 0.8465 | 0.8125 | 0.8548 | 0.7301 | 0.7789 | 0.8762 | 0.9096 |
0.2147 | 141.0 | 70500 | 0.2934 | 0.8086 | 0.9477 | 0.9116 | 0.3069 | 0.8086 | 0.8095 | 0.3406 | 0.8487 | 0.8513 | 0.3681 | 0.8546 | 0.8441 | 0.8111 | 0.8532 | 0.7396 | 0.7916 | 0.875 | 0.909 |
0.2194 | 142.0 | 71000 | 0.2932 | 0.8077 | 0.9475 | 0.9156 | 0.3069 | 0.8069 | 0.8075 | 0.3401 | 0.8481 | 0.8508 | 0.3681 | 0.8534 | 0.8425 | 0.8106 | 0.8536 | 0.739 | 0.7905 | 0.8734 | 0.9081 |
0.1975 | 143.0 | 71500 | 0.2929 | 0.8078 | 0.9477 | 0.9157 | 0.3077 | 0.8077 | 0.8063 | 0.3403 | 0.8481 | 0.8507 | 0.3681 | 0.8533 | 0.842 | 0.8099 | 0.8532 | 0.7384 | 0.7895 | 0.875 | 0.9093 |
0.2057 | 144.0 | 72000 | 0.2928 | 0.8073 | 0.9478 | 0.9158 | 0.3091 | 0.8059 | 0.8091 | 0.3407 | 0.8477 | 0.8502 | 0.3681 | 0.8521 | 0.8437 | 0.8101 | 0.8532 | 0.7369 | 0.7884 | 0.875 | 0.909 |
0.2006 | 145.0 | 72500 | 0.2929 | 0.8079 | 0.9478 | 0.9158 | 0.3048 | 0.8069 | 0.809 | 0.34 | 0.8479 | 0.8504 | 0.3639 | 0.8528 | 0.8437 | 0.8102 | 0.8524 | 0.7385 | 0.7895 | 0.875 | 0.9093 |
0.2465 | 146.0 | 73000 | 0.2919 | 0.8069 | 0.9477 | 0.9158 | 0.3091 | 0.8062 | 0.8072 | 0.341 | 0.8471 | 0.8497 | 0.3681 | 0.8524 | 0.8423 | 0.8104 | 0.8532 | 0.7364 | 0.7874 | 0.8738 | 0.9084 |
0.2178 | 147.0 | 73500 | 0.2920 | 0.8076 | 0.9477 | 0.9157 | 0.3091 | 0.8073 | 0.8067 | 0.3411 | 0.8476 | 0.8502 | 0.3681 | 0.8533 | 0.8415 | 0.8111 | 0.8528 | 0.7378 | 0.7895 | 0.8738 | 0.9084 |
0.1954 | 148.0 | 74000 | 0.2920 | 0.8076 | 0.9477 | 0.9158 | 0.3091 | 0.8074 | 0.8067 | 0.3412 | 0.8478 | 0.8504 | 0.3681 | 0.8535 | 0.8415 | 0.8111 | 0.8532 | 0.7378 | 0.7895 | 0.8738 | 0.9084 |
0.2306 | 149.0 | 74500 | 0.2920 | 0.8076 | 0.9477 | 0.9158 | 0.3091 | 0.8073 | 0.8067 | 0.3412 | 0.8476 | 0.8502 | 0.3681 | 0.8532 | 0.8415 | 0.8113 | 0.8536 | 0.7376 | 0.7884 | 0.8738 | 0.9084 |
0.186 | 150.0 | 75000 | 0.2920 | 0.8077 | 0.9477 | 0.9158 | 0.3091 | 0.8073 | 0.8068 | 0.3412 | 0.8477 | 0.8503 | 0.3681 | 0.8532 | 0.8416 | 0.8113 | 0.8536 | 0.7376 | 0.7884 | 0.8741 | 0.9087 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.1
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