chickens-150-epoch-1000-images
This model is a fine-tuned version of facebook/detr-resnet-50 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2206
- Map: 0.8755
- Map 50: 0.9863
- Map 75: 0.9647
- Map Small: 0.7847
- Map Medium: 0.8514
- Map Large: 0.913
- Mar 1: 0.2775
- Mar 10: 0.8909
- Mar 100: 0.9112
- Mar Small: 0.8111
- Mar Medium: 0.8936
- Mar Large: 0.9489
- Map Chicken: 0.8885
- Mar 100 Chicken: 0.9198
- Map Duck: 0.8801
- Mar 100 Duck: 0.9113
- Map Plant: 0.8578
- Mar 100 Plant: 0.9025
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 150
Training results
Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Chicken | Mar 100 Chicken | Map Duck | Mar 100 Duck | Map Plant | Mar 100 Plant |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.4296 | 1.0 | 497 | 1.2938 | 0.2117 | 0.3 | 0.2428 | 0.0068 | 0.1615 | 0.6959 | 0.0719 | 0.3115 | 0.3548 | 0.0222 | 0.3329 | 0.8095 | 0.069 | 0.3186 | 0.0 | 0.0 | 0.5662 | 0.7459 |
1.097 | 2.0 | 994 | 1.2351 | 0.3214 | 0.4717 | 0.3864 | 0.0119 | 0.2982 | 0.6584 | 0.1084 | 0.4079 | 0.4215 | 0.0111 | 0.3929 | 0.7338 | 0.3727 | 0.6065 | 0.0 | 0.0 | 0.5914 | 0.658 |
0.8765 | 3.0 | 1491 | 0.8339 | 0.3861 | 0.5556 | 0.4625 | 0.1825 | 0.3645 | 0.7106 | 0.1193 | 0.4622 | 0.49 | 0.2444 | 0.4662 | 0.7777 | 0.5014 | 0.7474 | 0.0059 | 0.004 | 0.6511 | 0.7186 |
0.7793 | 4.0 | 1988 | 0.7135 | 0.4536 | 0.6213 | 0.5595 | 0.1029 | 0.4369 | 0.7495 | 0.1331 | 0.4986 | 0.5176 | 0.3222 | 0.4968 | 0.8089 | 0.648 | 0.7814 | 0.0178 | 0.0179 | 0.695 | 0.7535 |
0.7088 | 5.0 | 2485 | 0.6670 | 0.527 | 0.7739 | 0.6086 | 0.3287 | 0.5035 | 0.765 | 0.1664 | 0.5776 | 0.5948 | 0.463 | 0.5694 | 0.8223 | 0.6085 | 0.7251 | 0.2666 | 0.3007 | 0.706 | 0.7586 |
0.6103 | 6.0 | 2982 | 0.5614 | 0.6368 | 0.8763 | 0.7839 | 0.4332 | 0.6138 | 0.7822 | 0.2067 | 0.682 | 0.7006 | 0.5074 | 0.6784 | 0.8318 | 0.687 | 0.7611 | 0.5042 | 0.5702 | 0.7192 | 0.7705 |
0.6698 | 7.0 | 3479 | 0.5172 | 0.7023 | 0.9459 | 0.8568 | 0.4879 | 0.6833 | 0.7685 | 0.2365 | 0.75 | 0.7677 | 0.5222 | 0.7472 | 0.8357 | 0.7275 | 0.7899 | 0.6638 | 0.7351 | 0.7155 | 0.7781 |
0.5203 | 8.0 | 3976 | 0.4650 | 0.7035 | 0.9674 | 0.854 | 0.4968 | 0.6796 | 0.8058 | 0.234 | 0.7519 | 0.7687 | 0.5593 | 0.747 | 0.8534 | 0.6979 | 0.7648 | 0.6669 | 0.745 | 0.7457 | 0.7963 |
0.5365 | 9.0 | 4473 | 0.4477 | 0.7279 | 0.9651 | 0.8795 | 0.5507 | 0.6949 | 0.7979 | 0.2408 | 0.7645 | 0.7802 | 0.5852 | 0.7523 | 0.843 | 0.7435 | 0.7927 | 0.7124 | 0.7735 | 0.7279 | 0.7744 |
0.4889 | 10.0 | 4970 | 0.4009 | 0.7319 | 0.9739 | 0.89 | 0.4977 | 0.7089 | 0.8122 | 0.2401 | 0.7737 | 0.7885 | 0.5 | 0.7674 | 0.8656 | 0.7398 | 0.7887 | 0.7036 | 0.7722 | 0.7522 | 0.8047 |
0.4643 | 11.0 | 5467 | 0.4179 | 0.7323 | 0.97 | 0.8815 | 0.4197 | 0.71 | 0.8031 | 0.2425 | 0.7734 | 0.7873 | 0.4407 | 0.7655 | 0.8515 | 0.7396 | 0.7935 | 0.7144 | 0.7775 | 0.743 | 0.7908 |
0.4338 | 12.0 | 5964 | 0.3881 | 0.7467 | 0.9746 | 0.9038 | 0.4911 | 0.723 | 0.8134 | 0.2457 | 0.7873 | 0.8023 | 0.4963 | 0.779 | 0.8636 | 0.7562 | 0.8061 | 0.7318 | 0.802 | 0.7521 | 0.7988 |
0.4975 | 13.0 | 6461 | 0.3863 | 0.7392 | 0.9759 | 0.9071 | 0.492 | 0.7212 | 0.8045 | 0.2436 | 0.7785 | 0.7948 | 0.6037 | 0.7773 | 0.8544 | 0.7233 | 0.7838 | 0.7426 | 0.7993 | 0.7518 | 0.8014 |
0.4204 | 14.0 | 6958 | 0.3964 | 0.7501 | 0.9743 | 0.9108 | 0.4955 | 0.7265 | 0.8116 | 0.2481 | 0.7848 | 0.8006 | 0.5185 | 0.7785 | 0.857 | 0.7537 | 0.8085 | 0.7458 | 0.7954 | 0.7509 | 0.7979 |
0.3908 | 15.0 | 7455 | 0.3705 | 0.7656 | 0.9758 | 0.9231 | 0.4787 | 0.7438 | 0.8173 | 0.2489 | 0.8011 | 0.817 | 0.5333 | 0.798 | 0.861 | 0.7789 | 0.8275 | 0.7536 | 0.8139 | 0.7643 | 0.8096 |
0.4647 | 16.0 | 7952 | 0.4876 | 0.703 | 0.9518 | 0.8469 | 0.4959 | 0.6801 | 0.8005 | 0.2333 | 0.7424 | 0.7588 | 0.5296 | 0.7365 | 0.8459 | 0.6979 | 0.753 | 0.671 | 0.7377 | 0.7401 | 0.7857 |
0.3955 | 17.0 | 8449 | 0.3684 | 0.7529 | 0.9755 | 0.9189 | 0.5456 | 0.7261 | 0.8323 | 0.2455 | 0.7847 | 0.8029 | 0.563 | 0.7788 | 0.8741 | 0.7656 | 0.813 | 0.7272 | 0.7854 | 0.7658 | 0.8104 |
0.374 | 18.0 | 8946 | 0.3251 | 0.7842 | 0.9792 | 0.9469 | 0.5192 | 0.7597 | 0.8488 | 0.2526 | 0.8122 | 0.8324 | 0.5704 | 0.8122 | 0.8951 | 0.8014 | 0.8401 | 0.7628 | 0.8166 | 0.7885 | 0.8404 |
0.3919 | 19.0 | 9443 | 0.3246 | 0.7695 | 0.9801 | 0.9274 | 0.5829 | 0.7471 | 0.8307 | 0.2513 | 0.8043 | 0.8236 | 0.7 | 0.8072 | 0.8787 | 0.7839 | 0.8352 | 0.7451 | 0.8013 | 0.7794 | 0.8342 |
0.3258 | 20.0 | 9940 | 0.3678 | 0.7568 | 0.9765 | 0.9218 | 0.5451 | 0.7323 | 0.8296 | 0.245 | 0.791 | 0.8089 | 0.5741 | 0.7885 | 0.88 | 0.7644 | 0.813 | 0.7332 | 0.7901 | 0.7726 | 0.8238 |
0.345 | 21.0 | 10437 | 0.3155 | 0.7869 | 0.9836 | 0.9327 | 0.5771 | 0.7597 | 0.8524 | 0.2557 | 0.817 | 0.8354 | 0.6222 | 0.8142 | 0.8967 | 0.811 | 0.8474 | 0.7566 | 0.8179 | 0.7929 | 0.8408 |
0.3775 | 22.0 | 10934 | 0.3256 | 0.7804 | 0.9817 | 0.9292 | 0.5367 | 0.7616 | 0.8408 | 0.2528 | 0.8074 | 0.8277 | 0.5963 | 0.8109 | 0.8879 | 0.7902 | 0.834 | 0.7622 | 0.8119 | 0.7889 | 0.8373 |
0.3266 | 23.0 | 11431 | 0.3161 | 0.791 | 0.9778 | 0.934 | 0.4913 | 0.767 | 0.8415 | 0.2568 | 0.823 | 0.8409 | 0.5296 | 0.8234 | 0.8905 | 0.8125 | 0.853 | 0.7758 | 0.8305 | 0.7846 | 0.8393 |
0.3451 | 24.0 | 11928 | 0.3353 | 0.7617 | 0.9809 | 0.9165 | 0.5147 | 0.7361 | 0.8359 | 0.243 | 0.7971 | 0.8151 | 0.5259 | 0.794 | 0.8911 | 0.7954 | 0.8377 | 0.713 | 0.7742 | 0.7766 | 0.8336 |
0.3157 | 25.0 | 12425 | 0.3157 | 0.8068 | 0.9761 | 0.9408 | 0.5057 | 0.7776 | 0.8537 | 0.261 | 0.8341 | 0.8516 | 0.5444 | 0.8306 | 0.8984 | 0.8333 | 0.8676 | 0.7959 | 0.8464 | 0.7911 | 0.8408 |
0.3305 | 26.0 | 12922 | 0.3047 | 0.7949 | 0.9856 | 0.9436 | 0.5129 | 0.771 | 0.8555 | 0.2595 | 0.8242 | 0.8429 | 0.5259 | 0.8227 | 0.898 | 0.8026 | 0.8498 | 0.7864 | 0.8377 | 0.7959 | 0.8412 |
0.3169 | 27.0 | 13419 | 0.3240 | 0.788 | 0.9812 | 0.9341 | 0.5832 | 0.7668 | 0.835 | 0.2552 | 0.8164 | 0.8357 | 0.6222 | 0.8194 | 0.8852 | 0.8002 | 0.8457 | 0.7793 | 0.8225 | 0.7843 | 0.8389 |
0.3147 | 28.0 | 13916 | 0.2864 | 0.8171 | 0.9841 | 0.9487 | 0.5705 | 0.799 | 0.8541 | 0.2645 | 0.8427 | 0.8637 | 0.6296 | 0.848 | 0.9036 | 0.8294 | 0.8725 | 0.8155 | 0.8609 | 0.8064 | 0.8578 |
0.3031 | 29.0 | 14413 | 0.3105 | 0.8015 | 0.984 | 0.943 | 0.6201 | 0.7829 | 0.8466 | 0.2557 | 0.8303 | 0.8485 | 0.637 | 0.8316 | 0.8957 | 0.8321 | 0.8696 | 0.7737 | 0.8272 | 0.7986 | 0.8486 |
0.3125 | 30.0 | 14910 | 0.2876 | 0.8172 | 0.9849 | 0.9524 | 0.6261 | 0.7956 | 0.8599 | 0.2614 | 0.8396 | 0.8588 | 0.6815 | 0.84 | 0.903 | 0.8489 | 0.8798 | 0.7961 | 0.8437 | 0.8066 | 0.8529 |
0.2807 | 31.0 | 15407 | 0.2986 | 0.7807 | 0.9856 | 0.9329 | 0.5698 | 0.7637 | 0.8525 | 0.2527 | 0.8154 | 0.8356 | 0.6222 | 0.8198 | 0.9043 | 0.7957 | 0.8457 | 0.7416 | 0.804 | 0.8047 | 0.857 |
0.3149 | 32.0 | 15904 | 0.2922 | 0.7853 | 0.9866 | 0.9404 | 0.6456 | 0.7663 | 0.8564 | 0.2519 | 0.8164 | 0.8368 | 0.6815 | 0.8195 | 0.9069 | 0.8093 | 0.8543 | 0.7393 | 0.7967 | 0.8072 | 0.8594 |
0.3525 | 33.0 | 16401 | 0.2835 | 0.8239 | 0.9846 | 0.9479 | 0.6779 | 0.8052 | 0.863 | 0.2668 | 0.8438 | 0.8633 | 0.6889 | 0.8494 | 0.9072 | 0.8304 | 0.8664 | 0.8232 | 0.8589 | 0.818 | 0.8646 |
0.3304 | 34.0 | 16898 | 0.2639 | 0.8231 | 0.9866 | 0.9401 | 0.6237 | 0.8069 | 0.8713 | 0.2624 | 0.8484 | 0.8692 | 0.6481 | 0.8543 | 0.9207 | 0.8348 | 0.8773 | 0.812 | 0.857 | 0.8224 | 0.8734 |
0.3139 | 35.0 | 17395 | 0.2877 | 0.821 | 0.9836 | 0.9351 | 0.6336 | 0.8072 | 0.8445 | 0.2621 | 0.8463 | 0.8651 | 0.6556 | 0.8503 | 0.8997 | 0.8504 | 0.8858 | 0.8154 | 0.8556 | 0.7971 | 0.8539 |
0.2777 | 36.0 | 17892 | 0.2773 | 0.8118 | 0.9843 | 0.9341 | 0.6721 | 0.7934 | 0.862 | 0.2619 | 0.8399 | 0.8605 | 0.7185 | 0.8444 | 0.9066 | 0.8356 | 0.8773 | 0.7883 | 0.8424 | 0.8113 | 0.8617 |
0.279 | 37.0 | 18389 | 0.2657 | 0.8207 | 0.9873 | 0.9428 | 0.6517 | 0.7998 | 0.8775 | 0.2632 | 0.8457 | 0.8655 | 0.6852 | 0.8454 | 0.922 | 0.837 | 0.8773 | 0.8021 | 0.851 | 0.8231 | 0.8682 |
0.3138 | 38.0 | 18886 | 0.2828 | 0.8075 | 0.9831 | 0.9424 | 0.5929 | 0.7918 | 0.8673 | 0.2557 | 0.8342 | 0.8538 | 0.6852 | 0.8384 | 0.9111 | 0.8197 | 0.8599 | 0.7818 | 0.8325 | 0.821 | 0.8689 |
0.2836 | 39.0 | 19383 | 0.2714 | 0.819 | 0.9852 | 0.9512 | 0.6244 | 0.7991 | 0.8681 | 0.261 | 0.8434 | 0.8636 | 0.663 | 0.846 | 0.9138 | 0.8364 | 0.8749 | 0.8027 | 0.8503 | 0.8179 | 0.8656 |
0.2865 | 40.0 | 19880 | 0.2703 | 0.8274 | 0.9848 | 0.9499 | 0.6799 | 0.8085 | 0.875 | 0.2633 | 0.8488 | 0.8698 | 0.7037 | 0.8544 | 0.9226 | 0.8425 | 0.8745 | 0.8118 | 0.8583 | 0.828 | 0.8766 |
0.2896 | 41.0 | 20377 | 0.2730 | 0.8314 | 0.9866 | 0.9517 | 0.6703 | 0.8121 | 0.8662 | 0.2686 | 0.8551 | 0.8747 | 0.7259 | 0.8571 | 0.9118 | 0.8422 | 0.8802 | 0.8356 | 0.8815 | 0.8163 | 0.8625 |
0.2856 | 42.0 | 20874 | 0.2779 | 0.817 | 0.9872 | 0.95 | 0.6066 | 0.8014 | 0.8686 | 0.2619 | 0.8414 | 0.8598 | 0.637 | 0.8425 | 0.9105 | 0.8347 | 0.8721 | 0.798 | 0.8477 | 0.8183 | 0.8598 |
0.2687 | 43.0 | 21371 | 0.2878 | 0.8161 | 0.9833 | 0.9354 | 0.5987 | 0.794 | 0.8766 | 0.2616 | 0.8412 | 0.8602 | 0.637 | 0.8399 | 0.9184 | 0.8204 | 0.8611 | 0.8096 | 0.8583 | 0.8183 | 0.8611 |
0.2705 | 44.0 | 21868 | 0.2773 | 0.8223 | 0.9865 | 0.9556 | 0.6594 | 0.7944 | 0.8865 | 0.2613 | 0.8451 | 0.8653 | 0.6667 | 0.8426 | 0.9272 | 0.8301 | 0.8709 | 0.8151 | 0.857 | 0.8217 | 0.8682 |
0.2752 | 45.0 | 22365 | 0.2812 | 0.8222 | 0.9836 | 0.9532 | 0.7159 | 0.7973 | 0.8736 | 0.2654 | 0.8441 | 0.8637 | 0.7222 | 0.8445 | 0.9193 | 0.8343 | 0.8704 | 0.8137 | 0.8523 | 0.8186 | 0.8684 |
0.303 | 46.0 | 22862 | 0.2877 | 0.8104 | 0.9843 | 0.9493 | 0.6484 | 0.7902 | 0.8585 | 0.2597 | 0.8376 | 0.8574 | 0.7037 | 0.8396 | 0.9082 | 0.8405 | 0.8737 | 0.7825 | 0.8397 | 0.8081 | 0.8588 |
0.2474 | 47.0 | 23359 | 0.2686 | 0.8106 | 0.9864 | 0.955 | 0.7045 | 0.7898 | 0.8751 | 0.2599 | 0.837 | 0.857 | 0.7148 | 0.8384 | 0.9236 | 0.832 | 0.866 | 0.7752 | 0.8311 | 0.8247 | 0.8738 |
0.28 | 48.0 | 23856 | 0.2820 | 0.8212 | 0.9799 | 0.947 | 0.6201 | 0.7992 | 0.85 | 0.2668 | 0.8492 | 0.8686 | 0.6778 | 0.8501 | 0.9059 | 0.8486 | 0.885 | 0.8166 | 0.8642 | 0.7984 | 0.8564 |
0.2537 | 49.0 | 24353 | 0.2863 | 0.827 | 0.9868 | 0.9457 | 0.7191 | 0.8072 | 0.8667 | 0.2664 | 0.8507 | 0.8695 | 0.7481 | 0.8509 | 0.9102 | 0.8446 | 0.8781 | 0.8205 | 0.8682 | 0.8158 | 0.8621 |
0.283 | 50.0 | 24850 | 0.2646 | 0.8267 | 0.9852 | 0.9501 | 0.6957 | 0.8024 | 0.8854 | 0.2654 | 0.8488 | 0.8712 | 0.7296 | 0.851 | 0.9305 | 0.8414 | 0.8794 | 0.8097 | 0.8556 | 0.8292 | 0.8785 |
0.2638 | 51.0 | 25347 | 0.2603 | 0.8305 | 0.986 | 0.9607 | 0.6926 | 0.8074 | 0.8768 | 0.2689 | 0.8541 | 0.8756 | 0.7407 | 0.8565 | 0.9226 | 0.8453 | 0.883 | 0.8232 | 0.8702 | 0.8229 | 0.8736 |
0.2797 | 52.0 | 25844 | 0.2759 | 0.8154 | 0.982 | 0.9409 | 0.6262 | 0.7895 | 0.8707 | 0.2629 | 0.8404 | 0.8595 | 0.6444 | 0.8378 | 0.919 | 0.8232 | 0.8611 | 0.8138 | 0.857 | 0.8091 | 0.8604 |
0.2555 | 53.0 | 26341 | 0.2707 | 0.8186 | 0.9874 | 0.9557 | 0.7187 | 0.7936 | 0.8731 | 0.2633 | 0.8396 | 0.8612 | 0.7593 | 0.8403 | 0.9197 | 0.8377 | 0.8648 | 0.8021 | 0.8523 | 0.8161 | 0.8666 |
0.2599 | 54.0 | 26838 | 0.2860 | 0.8328 | 0.9826 | 0.9538 | 0.7138 | 0.8084 | 0.8797 | 0.2651 | 0.8554 | 0.8753 | 0.7333 | 0.8541 | 0.9269 | 0.8481 | 0.8842 | 0.8287 | 0.8695 | 0.8216 | 0.8721 |
0.2764 | 55.0 | 27335 | 0.2851 | 0.8307 | 0.9854 | 0.9502 | 0.6945 | 0.8067 | 0.871 | 0.2648 | 0.8516 | 0.871 | 0.7481 | 0.8513 | 0.9167 | 0.8512 | 0.8822 | 0.8246 | 0.8662 | 0.8162 | 0.8645 |
0.2482 | 56.0 | 27832 | 0.2743 | 0.827 | 0.9849 | 0.9531 | 0.7243 | 0.8057 | 0.8822 | 0.2644 | 0.8499 | 0.8697 | 0.7407 | 0.8505 | 0.9266 | 0.833 | 0.8664 | 0.8192 | 0.8662 | 0.8288 | 0.8764 |
0.2518 | 57.0 | 28329 | 0.2665 | 0.8368 | 0.9852 | 0.9531 | 0.7424 | 0.8129 | 0.8819 | 0.2676 | 0.8604 | 0.8793 | 0.7741 | 0.8594 | 0.9226 | 0.8512 | 0.8883 | 0.832 | 0.8775 | 0.8273 | 0.8723 |
0.2506 | 58.0 | 28826 | 0.2616 | 0.8275 | 0.9866 | 0.9573 | 0.7332 | 0.8064 | 0.8794 | 0.2646 | 0.8489 | 0.8693 | 0.7741 | 0.8533 | 0.923 | 0.8399 | 0.8717 | 0.8121 | 0.8563 | 0.8304 | 0.8799 |
0.2477 | 59.0 | 29323 | 0.2728 | 0.8144 | 0.9871 | 0.9564 | 0.7406 | 0.7954 | 0.8644 | 0.259 | 0.8419 | 0.862 | 0.7704 | 0.844 | 0.9108 | 0.8279 | 0.8737 | 0.7971 | 0.8457 | 0.8182 | 0.8666 |
0.2456 | 60.0 | 29820 | 0.2560 | 0.8395 | 0.9877 | 0.9524 | 0.7542 | 0.8183 | 0.8785 | 0.2673 | 0.8607 | 0.8791 | 0.7889 | 0.8601 | 0.9236 | 0.8563 | 0.8879 | 0.8332 | 0.8742 | 0.8289 | 0.8752 |
0.2313 | 61.0 | 30317 | 0.2508 | 0.8373 | 0.9884 | 0.9592 | 0.7065 | 0.8171 | 0.8804 | 0.2671 | 0.8602 | 0.8803 | 0.7556 | 0.8621 | 0.9289 | 0.8531 | 0.8874 | 0.8283 | 0.8715 | 0.8306 | 0.882 |
0.2436 | 62.0 | 30814 | 0.2384 | 0.8513 | 0.9875 | 0.9565 | 0.7027 | 0.8252 | 0.8928 | 0.2705 | 0.8687 | 0.8873 | 0.7481 | 0.868 | 0.9341 | 0.8634 | 0.8951 | 0.8491 | 0.8815 | 0.8415 | 0.8854 |
0.2544 | 63.0 | 31311 | 0.2559 | 0.846 | 0.9867 | 0.9607 | 0.7734 | 0.8216 | 0.8831 | 0.2686 | 0.8646 | 0.8846 | 0.7963 | 0.8643 | 0.9262 | 0.8583 | 0.8964 | 0.8485 | 0.8801 | 0.8313 | 0.8773 |
0.2368 | 64.0 | 31808 | 0.2500 | 0.837 | 0.9881 | 0.9532 | 0.7211 | 0.8143 | 0.876 | 0.2695 | 0.8577 | 0.877 | 0.7519 | 0.858 | 0.9226 | 0.8559 | 0.8915 | 0.8322 | 0.8662 | 0.8228 | 0.8732 |
0.242 | 65.0 | 32305 | 0.2462 | 0.8447 | 0.9824 | 0.9603 | 0.7452 | 0.8217 | 0.8837 | 0.2706 | 0.8649 | 0.8846 | 0.7815 | 0.865 | 0.9279 | 0.8586 | 0.8911 | 0.8459 | 0.8848 | 0.8296 | 0.8779 |
0.2337 | 66.0 | 32802 | 0.2472 | 0.8522 | 0.9865 | 0.9642 | 0.6838 | 0.8326 | 0.8863 | 0.2713 | 0.8712 | 0.8911 | 0.7407 | 0.873 | 0.9279 | 0.8616 | 0.8935 | 0.8597 | 0.8974 | 0.8354 | 0.8824 |
0.227 | 67.0 | 33299 | 0.2296 | 0.8499 | 0.9878 | 0.9683 | 0.775 | 0.8303 | 0.8844 | 0.2703 | 0.8716 | 0.8901 | 0.8185 | 0.8736 | 0.9266 | 0.8647 | 0.8988 | 0.8461 | 0.8861 | 0.8389 | 0.8855 |
0.2456 | 68.0 | 33796 | 0.2465 | 0.8395 | 0.9877 | 0.9606 | 0.7729 | 0.8201 | 0.8807 | 0.2685 | 0.8621 | 0.8819 | 0.8074 | 0.8658 | 0.9256 | 0.8389 | 0.8794 | 0.8429 | 0.8828 | 0.8368 | 0.8836 |
0.2178 | 69.0 | 34293 | 0.2571 | 0.8387 | 0.987 | 0.9563 | 0.7436 | 0.8174 | 0.89 | 0.2689 | 0.86 | 0.8797 | 0.7556 | 0.8613 | 0.9305 | 0.8455 | 0.8842 | 0.8348 | 0.8742 | 0.8357 | 0.8807 |
0.227 | 70.0 | 34790 | 0.2518 | 0.8417 | 0.9859 | 0.9521 | 0.7424 | 0.8185 | 0.8821 | 0.2703 | 0.863 | 0.8838 | 0.7778 | 0.8658 | 0.9249 | 0.8624 | 0.8939 | 0.8327 | 0.8795 | 0.8299 | 0.8779 |
0.2375 | 71.0 | 35287 | 0.2721 | 0.8418 | 0.9849 | 0.9579 | 0.7289 | 0.822 | 0.8758 | 0.2724 | 0.8621 | 0.8818 | 0.8111 | 0.8642 | 0.9167 | 0.8535 | 0.8874 | 0.8463 | 0.8848 | 0.8255 | 0.873 |
0.2073 | 72.0 | 35784 | 0.2554 | 0.8385 | 0.9819 | 0.9567 | 0.7187 | 0.8173 | 0.8782 | 0.2712 | 0.8642 | 0.8828 | 0.763 | 0.8628 | 0.9216 | 0.8539 | 0.8939 | 0.8375 | 0.8828 | 0.8242 | 0.8717 |
0.2305 | 73.0 | 36281 | 0.2584 | 0.8442 | 0.9849 | 0.9647 | 0.7547 | 0.8221 | 0.8856 | 0.2698 | 0.8616 | 0.8811 | 0.8037 | 0.8632 | 0.9256 | 0.8582 | 0.887 | 0.84 | 0.8742 | 0.8346 | 0.882 |
0.2243 | 74.0 | 36778 | 0.2419 | 0.8471 | 0.9846 | 0.9556 | 0.7778 | 0.8243 | 0.8899 | 0.2725 | 0.8699 | 0.8893 | 0.8148 | 0.8708 | 0.9311 | 0.8617 | 0.9012 | 0.8414 | 0.8808 | 0.8381 | 0.8857 |
0.227 | 75.0 | 37275 | 0.2311 | 0.861 | 0.9864 | 0.9575 | 0.7202 | 0.8386 | 0.8941 | 0.2759 | 0.8795 | 0.899 | 0.7407 | 0.8818 | 0.9334 | 0.8769 | 0.9057 | 0.8672 | 0.904 | 0.8388 | 0.8873 |
0.2226 | 76.0 | 37772 | 0.2420 | 0.8568 | 0.9842 | 0.9558 | 0.7593 | 0.8367 | 0.8968 | 0.2761 | 0.8753 | 0.8948 | 0.8185 | 0.8782 | 0.9311 | 0.8707 | 0.8988 | 0.8561 | 0.8967 | 0.8436 | 0.8889 |
0.2239 | 77.0 | 38269 | 0.2340 | 0.8483 | 0.988 | 0.9686 | 0.7653 | 0.8245 | 0.9028 | 0.2724 | 0.8682 | 0.8877 | 0.8296 | 0.8677 | 0.9403 | 0.8546 | 0.8879 | 0.8433 | 0.8828 | 0.8471 | 0.8924 |
0.2188 | 78.0 | 38766 | 0.2398 | 0.8601 | 0.9842 | 0.9648 | 0.6889 | 0.8375 | 0.8977 | 0.2751 | 0.8794 | 0.8984 | 0.7333 | 0.8804 | 0.9351 | 0.8719 | 0.9045 | 0.866 | 0.904 | 0.8423 | 0.8867 |
0.2114 | 79.0 | 39263 | 0.2431 | 0.8509 | 0.9857 | 0.9603 | 0.6987 | 0.8253 | 0.8979 | 0.2725 | 0.8698 | 0.889 | 0.7185 | 0.8691 | 0.9357 | 0.8592 | 0.8911 | 0.8555 | 0.8914 | 0.8378 | 0.8844 |
0.2123 | 80.0 | 39760 | 0.2447 | 0.8598 | 0.9848 | 0.9637 | 0.6535 | 0.8392 | 0.8883 | 0.2746 | 0.8784 | 0.8988 | 0.6926 | 0.8814 | 0.9305 | 0.8734 | 0.9045 | 0.8751 | 0.9073 | 0.8309 | 0.8846 |
0.2213 | 81.0 | 40257 | 0.2319 | 0.8665 | 0.9857 | 0.96 | 0.717 | 0.8465 | 0.8982 | 0.2787 | 0.8833 | 0.9036 | 0.7667 | 0.8875 | 0.9367 | 0.8749 | 0.9061 | 0.8784 | 0.9113 | 0.8462 | 0.8936 |
0.2307 | 82.0 | 40754 | 0.2348 | 0.8536 | 0.987 | 0.96 | 0.7467 | 0.8337 | 0.8923 | 0.273 | 0.8717 | 0.8917 | 0.7815 | 0.8746 | 0.9348 | 0.8605 | 0.8883 | 0.8604 | 0.896 | 0.8398 | 0.8908 |
0.2274 | 83.0 | 41251 | 0.2292 | 0.8573 | 0.9872 | 0.9668 | 0.7512 | 0.8362 | 0.8966 | 0.2742 | 0.8763 | 0.8966 | 0.7667 | 0.8809 | 0.9334 | 0.8815 | 0.9142 | 0.8508 | 0.8868 | 0.8396 | 0.8889 |
0.1966 | 84.0 | 41748 | 0.2411 | 0.8553 | 0.9844 | 0.9641 | 0.7674 | 0.8299 | 0.8978 | 0.272 | 0.874 | 0.8939 | 0.8074 | 0.8728 | 0.9348 | 0.8648 | 0.896 | 0.8626 | 0.9013 | 0.8384 | 0.8844 |
0.2045 | 85.0 | 42245 | 0.2366 | 0.858 | 0.9859 | 0.9569 | 0.7941 | 0.8362 | 0.8868 | 0.2727 | 0.8785 | 0.8988 | 0.8444 | 0.8805 | 0.9289 | 0.8819 | 0.9113 | 0.8594 | 0.9 | 0.8327 | 0.885 |
0.2067 | 86.0 | 42742 | 0.2460 | 0.8519 | 0.9862 | 0.9609 | 0.7314 | 0.8307 | 0.887 | 0.2704 | 0.8687 | 0.8876 | 0.7926 | 0.87 | 0.9262 | 0.8656 | 0.8955 | 0.8528 | 0.8848 | 0.8373 | 0.8826 |
0.2104 | 87.0 | 43239 | 0.2477 | 0.8504 | 0.9854 | 0.9563 | 0.746 | 0.8321 | 0.8835 | 0.2699 | 0.869 | 0.8886 | 0.7741 | 0.8734 | 0.9246 | 0.8642 | 0.8931 | 0.8491 | 0.8887 | 0.8377 | 0.884 |
0.2152 | 88.0 | 43736 | 0.2344 | 0.8651 | 0.9868 | 0.958 | 0.7668 | 0.8454 | 0.8888 | 0.2756 | 0.882 | 0.9016 | 0.8037 | 0.8859 | 0.9289 | 0.882 | 0.9105 | 0.8737 | 0.9053 | 0.8395 | 0.8889 |
0.2177 | 89.0 | 44233 | 0.2322 | 0.8575 | 0.9849 | 0.9557 | 0.7543 | 0.8342 | 0.8972 | 0.273 | 0.8749 | 0.8945 | 0.8 | 0.8754 | 0.9377 | 0.8734 | 0.9004 | 0.8575 | 0.8921 | 0.8416 | 0.891 |
0.2219 | 90.0 | 44730 | 0.2301 | 0.8646 | 0.9853 | 0.9625 | 0.745 | 0.8426 | 0.8921 | 0.2747 | 0.8827 | 0.9028 | 0.763 | 0.8862 | 0.9351 | 0.8795 | 0.9089 | 0.875 | 0.9093 | 0.8394 | 0.8902 |
0.2127 | 91.0 | 45227 | 0.2331 | 0.8603 | 0.9868 | 0.9621 | 0.7677 | 0.8376 | 0.8954 | 0.2754 | 0.8772 | 0.8977 | 0.7889 | 0.8797 | 0.9357 | 0.8733 | 0.9036 | 0.866 | 0.9 | 0.8416 | 0.8895 |
0.2101 | 92.0 | 45724 | 0.2309 | 0.8626 | 0.9868 | 0.9539 | 0.7802 | 0.8384 | 0.9057 | 0.2757 | 0.8802 | 0.9006 | 0.8259 | 0.8821 | 0.9426 | 0.8717 | 0.9016 | 0.8664 | 0.904 | 0.8498 | 0.8963 |
0.2106 | 93.0 | 46221 | 0.2438 | 0.8628 | 0.9854 | 0.963 | 0.7465 | 0.8378 | 0.9023 | 0.2756 | 0.8793 | 0.8998 | 0.7815 | 0.8809 | 0.9397 | 0.8755 | 0.9061 | 0.867 | 0.902 | 0.8457 | 0.8914 |
0.2181 | 94.0 | 46718 | 0.2464 | 0.8587 | 0.9859 | 0.9589 | 0.7119 | 0.8334 | 0.9053 | 0.2753 | 0.8766 | 0.8961 | 0.737 | 0.8774 | 0.9384 | 0.881 | 0.9097 | 0.853 | 0.8901 | 0.842 | 0.8885 |
0.2053 | 95.0 | 47215 | 0.2526 | 0.8593 | 0.9848 | 0.9624 | 0.7102 | 0.8356 | 0.8947 | 0.2759 | 0.8771 | 0.8983 | 0.7481 | 0.882 | 0.9302 | 0.8716 | 0.904 | 0.8683 | 0.9033 | 0.838 | 0.8875 |
0.2154 | 96.0 | 47712 | 0.2418 | 0.8593 | 0.9854 | 0.9623 | 0.7251 | 0.8362 | 0.9009 | 0.2757 | 0.8781 | 0.8984 | 0.7815 | 0.881 | 0.9397 | 0.8701 | 0.9012 | 0.8633 | 0.8993 | 0.8446 | 0.8945 |
0.2141 | 97.0 | 48209 | 0.2390 | 0.8627 | 0.9856 | 0.9658 | 0.7413 | 0.8418 | 0.9045 | 0.2751 | 0.8804 | 0.9003 | 0.7593 | 0.8836 | 0.943 | 0.8707 | 0.9045 | 0.8645 | 0.8987 | 0.8529 | 0.8977 |
0.2027 | 98.0 | 48706 | 0.2465 | 0.8573 | 0.9856 | 0.96 | 0.6934 | 0.8355 | 0.8974 | 0.2737 | 0.8745 | 0.8947 | 0.7185 | 0.8786 | 0.9364 | 0.8724 | 0.904 | 0.8548 | 0.8887 | 0.8448 | 0.8914 |
0.2051 | 99.0 | 49203 | 0.2376 | 0.8632 | 0.9859 | 0.9616 | 0.7454 | 0.8403 | 0.8999 | 0.2759 | 0.8803 | 0.9004 | 0.7889 | 0.8826 | 0.9387 | 0.8805 | 0.9117 | 0.8634 | 0.8967 | 0.8457 | 0.8928 |
0.2134 | 100.0 | 49700 | 0.2297 | 0.8605 | 0.9862 | 0.9603 | 0.7965 | 0.8384 | 0.9012 | 0.2747 | 0.8762 | 0.8964 | 0.8185 | 0.8796 | 0.9393 | 0.8716 | 0.9012 | 0.8605 | 0.8927 | 0.8492 | 0.8953 |
0.2033 | 101.0 | 50197 | 0.2380 | 0.8613 | 0.987 | 0.9653 | 0.7704 | 0.8356 | 0.9071 | 0.2741 | 0.8777 | 0.8968 | 0.7963 | 0.8779 | 0.9423 | 0.87 | 0.9016 | 0.8649 | 0.8954 | 0.849 | 0.8934 |
0.196 | 102.0 | 50694 | 0.2312 | 0.8663 | 0.9867 | 0.9624 | 0.7646 | 0.8448 | 0.9052 | 0.2763 | 0.8829 | 0.9023 | 0.7963 | 0.8845 | 0.942 | 0.8796 | 0.9097 | 0.8703 | 0.902 | 0.8491 | 0.8951 |
0.2097 | 103.0 | 51191 | 0.2271 | 0.8659 | 0.9862 | 0.9663 | 0.7552 | 0.8426 | 0.9066 | 0.2768 | 0.8824 | 0.9026 | 0.7741 | 0.8856 | 0.9403 | 0.8812 | 0.915 | 0.8669 | 0.8993 | 0.8497 | 0.8936 |
0.1846 | 104.0 | 51688 | 0.2234 | 0.8703 | 0.9874 | 0.9612 | 0.7354 | 0.8483 | 0.9116 | 0.2771 | 0.8863 | 0.9062 | 0.7481 | 0.89 | 0.9459 | 0.8855 | 0.9158 | 0.8701 | 0.902 | 0.8553 | 0.9008 |
0.1967 | 105.0 | 52185 | 0.2242 | 0.87 | 0.9863 | 0.9599 | 0.7643 | 0.8473 | 0.91 | 0.278 | 0.8879 | 0.9079 | 0.7852 | 0.892 | 0.9452 | 0.8863 | 0.9166 | 0.8695 | 0.9066 | 0.8543 | 0.9006 |
0.1978 | 106.0 | 52682 | 0.2376 | 0.8643 | 0.987 | 0.9726 | 0.7906 | 0.8423 | 0.9016 | 0.2755 | 0.8792 | 0.8997 | 0.8111 | 0.8829 | 0.94 | 0.8726 | 0.902 | 0.8711 | 0.9013 | 0.8491 | 0.8957 |
0.1898 | 107.0 | 53179 | 0.2256 | 0.8742 | 0.9876 | 0.9695 | 0.801 | 0.8524 | 0.9078 | 0.2776 | 0.8883 | 0.909 | 0.8296 | 0.893 | 0.9426 | 0.8872 | 0.9166 | 0.8796 | 0.9093 | 0.8558 | 0.9012 |
0.1988 | 108.0 | 53676 | 0.2422 | 0.8666 | 0.984 | 0.9653 | 0.7536 | 0.8433 | 0.9054 | 0.2751 | 0.8804 | 0.9011 | 0.7852 | 0.8832 | 0.9413 | 0.8857 | 0.9138 | 0.868 | 0.896 | 0.8462 | 0.8934 |
0.1866 | 109.0 | 54173 | 0.2213 | 0.8716 | 0.9866 | 0.9659 | 0.8065 | 0.8483 | 0.9131 | 0.278 | 0.8884 | 0.909 | 0.8259 | 0.8914 | 0.9452 | 0.8797 | 0.913 | 0.8792 | 0.9139 | 0.856 | 0.9 |
0.1966 | 110.0 | 54670 | 0.2334 | 0.8698 | 0.9852 | 0.9698 | 0.7817 | 0.8469 | 0.9075 | 0.2783 | 0.8849 | 0.9049 | 0.8111 | 0.8875 | 0.942 | 0.8802 | 0.9121 | 0.8769 | 0.9066 | 0.8525 | 0.8959 |
0.1906 | 111.0 | 55167 | 0.2242 | 0.8727 | 0.9863 | 0.9648 | 0.7727 | 0.8493 | 0.9145 | 0.2792 | 0.8877 | 0.9078 | 0.8074 | 0.8903 | 0.9485 | 0.8875 | 0.9174 | 0.8728 | 0.904 | 0.8577 | 0.9021 |
0.1843 | 112.0 | 55664 | 0.2275 | 0.8684 | 0.986 | 0.9677 | 0.7769 | 0.8463 | 0.91 | 0.277 | 0.8854 | 0.9059 | 0.7926 | 0.8899 | 0.9443 | 0.8844 | 0.9162 | 0.8659 | 0.9013 | 0.855 | 0.9002 |
0.1876 | 113.0 | 56161 | 0.2142 | 0.8796 | 0.9871 | 0.9656 | 0.7797 | 0.8564 | 0.9123 | 0.2799 | 0.8939 | 0.9142 | 0.8037 | 0.8973 | 0.9479 | 0.8987 | 0.9271 | 0.8815 | 0.9126 | 0.8584 | 0.9029 |
0.1832 | 114.0 | 56658 | 0.2159 | 0.8763 | 0.9871 | 0.9705 | 0.7773 | 0.8549 | 0.9091 | 0.2786 | 0.8912 | 0.9123 | 0.7963 | 0.896 | 0.9475 | 0.8927 | 0.9239 | 0.8792 | 0.9099 | 0.857 | 0.9031 |
0.1821 | 115.0 | 57155 | 0.2225 | 0.8725 | 0.987 | 0.9691 | 0.7763 | 0.8498 | 0.9113 | 0.2768 | 0.8884 | 0.9081 | 0.8 | 0.8914 | 0.9475 | 0.8884 | 0.919 | 0.8713 | 0.9026 | 0.8577 | 0.9027 |
0.2108 | 116.0 | 57652 | 0.2359 | 0.8658 | 0.9851 | 0.959 | 0.7265 | 0.8431 | 0.9096 | 0.2741 | 0.882 | 0.9018 | 0.7481 | 0.8847 | 0.9462 | 0.8787 | 0.9117 | 0.865 | 0.8947 | 0.8537 | 0.899 |
0.1785 | 117.0 | 58149 | 0.2293 | 0.8667 | 0.9862 | 0.9612 | 0.7804 | 0.8432 | 0.91 | 0.2757 | 0.884 | 0.9035 | 0.7963 | 0.8856 | 0.9456 | 0.8838 | 0.9154 | 0.8626 | 0.8974 | 0.8537 | 0.8979 |
0.195 | 118.0 | 58646 | 0.2312 | 0.8754 | 0.9859 | 0.9685 | 0.7779 | 0.8501 | 0.9095 | 0.2786 | 0.8916 | 0.9119 | 0.8037 | 0.8938 | 0.9449 | 0.8936 | 0.9239 | 0.8813 | 0.9146 | 0.8512 | 0.8973 |
0.1827 | 119.0 | 59143 | 0.2323 | 0.8723 | 0.9858 | 0.9654 | 0.7506 | 0.8498 | 0.9108 | 0.2762 | 0.8859 | 0.9069 | 0.7889 | 0.8897 | 0.9456 | 0.8858 | 0.915 | 0.8768 | 0.9066 | 0.8543 | 0.899 |
0.1918 | 120.0 | 59640 | 0.2302 | 0.8733 | 0.9858 | 0.965 | 0.7674 | 0.85 | 0.9129 | 0.2776 | 0.8879 | 0.9088 | 0.7926 | 0.8915 | 0.9466 | 0.888 | 0.9178 | 0.8748 | 0.9086 | 0.8571 | 0.9 |
0.1748 | 121.0 | 60137 | 0.2332 | 0.8711 | 0.9855 | 0.9656 | 0.7674 | 0.8481 | 0.912 | 0.2772 | 0.8861 | 0.9064 | 0.7889 | 0.8889 | 0.9456 | 0.8856 | 0.9154 | 0.8721 | 0.9053 | 0.8555 | 0.8984 |
0.1748 | 122.0 | 60634 | 0.2304 | 0.8691 | 0.9858 | 0.9651 | 0.7692 | 0.8448 | 0.9137 | 0.2773 | 0.8841 | 0.905 | 0.8 | 0.8872 | 0.9466 | 0.8793 | 0.9077 | 0.8746 | 0.9079 | 0.8534 | 0.8992 |
0.1918 | 123.0 | 61131 | 0.2226 | 0.8749 | 0.9856 | 0.9652 | 0.773 | 0.85 | 0.9172 | 0.2787 | 0.8911 | 0.9114 | 0.7963 | 0.8945 | 0.9495 | 0.8862 | 0.9162 | 0.8786 | 0.9146 | 0.8598 | 0.9033 |
0.1828 | 124.0 | 61628 | 0.2262 | 0.8685 | 0.9858 | 0.9647 | 0.7576 | 0.8439 | 0.9145 | 0.2758 | 0.8847 | 0.9057 | 0.7815 | 0.8886 | 0.9485 | 0.8822 | 0.9126 | 0.8677 | 0.9033 | 0.8554 | 0.9014 |
0.1836 | 125.0 | 62125 | 0.2359 | 0.8703 | 0.9849 | 0.9592 | 0.781 | 0.8463 | 0.9128 | 0.2773 | 0.8851 | 0.9064 | 0.8074 | 0.8892 | 0.9472 | 0.8831 | 0.9134 | 0.8715 | 0.904 | 0.8563 | 0.9018 |
0.1815 | 126.0 | 62622 | 0.2266 | 0.8733 | 0.9857 | 0.9615 | 0.776 | 0.8481 | 0.9162 | 0.2775 | 0.8893 | 0.91 | 0.7963 | 0.8921 | 0.9502 | 0.8887 | 0.9206 | 0.8741 | 0.9073 | 0.8571 | 0.9021 |
0.1777 | 127.0 | 63119 | 0.2339 | 0.8736 | 0.9854 | 0.9648 | 0.773 | 0.8496 | 0.9157 | 0.2768 | 0.8888 | 0.9099 | 0.7963 | 0.8928 | 0.9489 | 0.882 | 0.9121 | 0.8824 | 0.9152 | 0.8565 | 0.9023 |
0.1843 | 128.0 | 63616 | 0.2300 | 0.8739 | 0.9857 | 0.9649 | 0.7729 | 0.8508 | 0.9173 | 0.2776 | 0.8899 | 0.9106 | 0.7963 | 0.8938 | 0.9489 | 0.8837 | 0.9162 | 0.8796 | 0.9126 | 0.8586 | 0.9029 |
0.1856 | 129.0 | 64113 | 0.2303 | 0.8731 | 0.9858 | 0.9648 | 0.7849 | 0.8495 | 0.9124 | 0.2767 | 0.8887 | 0.9095 | 0.8 | 0.8925 | 0.9482 | 0.8863 | 0.9174 | 0.8767 | 0.9086 | 0.8564 | 0.9023 |
0.195 | 130.0 | 64610 | 0.2183 | 0.8759 | 0.9863 | 0.9648 | 0.7913 | 0.8521 | 0.9156 | 0.2776 | 0.8908 | 0.9114 | 0.8074 | 0.894 | 0.9498 | 0.8909 | 0.9219 | 0.8776 | 0.9086 | 0.8591 | 0.9037 |
0.1903 | 131.0 | 65107 | 0.2282 | 0.8727 | 0.9862 | 0.9647 | 0.7858 | 0.8487 | 0.9151 | 0.2761 | 0.8877 | 0.9088 | 0.8037 | 0.8914 | 0.9482 | 0.8888 | 0.919 | 0.8728 | 0.9053 | 0.8566 | 0.902 |
0.1913 | 132.0 | 65604 | 0.2240 | 0.8735 | 0.9861 | 0.9645 | 0.781 | 0.8507 | 0.9137 | 0.2769 | 0.8873 | 0.9083 | 0.8037 | 0.8915 | 0.9475 | 0.8878 | 0.9166 | 0.8749 | 0.906 | 0.8578 | 0.9023 |
0.1827 | 133.0 | 66101 | 0.2221 | 0.873 | 0.9862 | 0.9645 | 0.7914 | 0.849 | 0.9163 | 0.2775 | 0.8893 | 0.9098 | 0.8074 | 0.8924 | 0.9492 | 0.8879 | 0.9182 | 0.8737 | 0.9079 | 0.8575 | 0.9031 |
0.189 | 134.0 | 66598 | 0.2176 | 0.8765 | 0.9864 | 0.9649 | 0.7873 | 0.8542 | 0.9145 | 0.2775 | 0.8917 | 0.9126 | 0.8074 | 0.8962 | 0.9485 | 0.8898 | 0.9215 | 0.8803 | 0.9119 | 0.8595 | 0.9043 |
0.1855 | 135.0 | 67095 | 0.2198 | 0.877 | 0.9871 | 0.9648 | 0.7846 | 0.8534 | 0.9149 | 0.2795 | 0.8913 | 0.9123 | 0.8074 | 0.8958 | 0.9479 | 0.8878 | 0.9174 | 0.883 | 0.9159 | 0.8601 | 0.9035 |
0.1741 | 136.0 | 67592 | 0.2204 | 0.8755 | 0.9864 | 0.9648 | 0.7841 | 0.8509 | 0.9137 | 0.278 | 0.8904 | 0.9112 | 0.8074 | 0.8932 | 0.9489 | 0.8894 | 0.9202 | 0.8807 | 0.9119 | 0.8563 | 0.9016 |
0.182 | 137.0 | 68089 | 0.2199 | 0.8782 | 0.9863 | 0.9648 | 0.7841 | 0.8544 | 0.9142 | 0.2787 | 0.893 | 0.914 | 0.8074 | 0.8965 | 0.9485 | 0.8942 | 0.9239 | 0.8837 | 0.9159 | 0.8568 | 0.9021 |
0.1886 | 138.0 | 68586 | 0.2184 | 0.8758 | 0.9864 | 0.9648 | 0.781 | 0.8528 | 0.9145 | 0.2774 | 0.8915 | 0.9122 | 0.8037 | 0.8951 | 0.9502 | 0.8902 | 0.9206 | 0.88 | 0.9119 | 0.8571 | 0.9041 |
0.1862 | 139.0 | 69083 | 0.2182 | 0.877 | 0.9863 | 0.9648 | 0.7847 | 0.8528 | 0.9149 | 0.2774 | 0.8919 | 0.9127 | 0.8074 | 0.8948 | 0.9498 | 0.892 | 0.9215 | 0.8811 | 0.9139 | 0.8579 | 0.9027 |
0.1815 | 140.0 | 69580 | 0.2195 | 0.8751 | 0.9864 | 0.9648 | 0.7847 | 0.8516 | 0.9119 | 0.2771 | 0.8902 | 0.9112 | 0.8074 | 0.8937 | 0.9489 | 0.8907 | 0.9211 | 0.8787 | 0.9099 | 0.8558 | 0.9025 |
0.1856 | 141.0 | 70077 | 0.2212 | 0.8749 | 0.9862 | 0.9647 | 0.7841 | 0.8508 | 0.9137 | 0.2774 | 0.8901 | 0.9112 | 0.8074 | 0.8937 | 0.9492 | 0.888 | 0.919 | 0.8803 | 0.9119 | 0.8565 | 0.9027 |
0.1912 | 142.0 | 70574 | 0.2191 | 0.8752 | 0.9863 | 0.9649 | 0.7847 | 0.8516 | 0.9143 | 0.2771 | 0.8906 | 0.9116 | 0.8074 | 0.8943 | 0.9495 | 0.8892 | 0.9206 | 0.879 | 0.9106 | 0.8574 | 0.9035 |
0.1838 | 143.0 | 71071 | 0.2183 | 0.8759 | 0.9863 | 0.9648 | 0.7847 | 0.8522 | 0.915 | 0.2773 | 0.8913 | 0.9119 | 0.8074 | 0.8943 | 0.9502 | 0.8896 | 0.9206 | 0.8798 | 0.9113 | 0.8582 | 0.9037 |
0.1982 | 144.0 | 71568 | 0.2195 | 0.8752 | 0.9862 | 0.9647 | 0.7847 | 0.8509 | 0.9152 | 0.2774 | 0.8905 | 0.9109 | 0.8111 | 0.8931 | 0.9495 | 0.8878 | 0.9186 | 0.8796 | 0.9113 | 0.8583 | 0.9029 |
0.1732 | 145.0 | 72065 | 0.2198 | 0.8755 | 0.9863 | 0.9648 | 0.7847 | 0.8516 | 0.915 | 0.2773 | 0.8906 | 0.9114 | 0.8111 | 0.8935 | 0.9502 | 0.888 | 0.9202 | 0.8801 | 0.9106 | 0.8585 | 0.9033 |
0.1908 | 146.0 | 72562 | 0.2208 | 0.875 | 0.9862 | 0.9647 | 0.7847 | 0.8507 | 0.9127 | 0.2775 | 0.8906 | 0.9109 | 0.8111 | 0.893 | 0.9492 | 0.8885 | 0.9194 | 0.8787 | 0.9106 | 0.8576 | 0.9025 |
0.1781 | 147.0 | 73059 | 0.2207 | 0.8752 | 0.9863 | 0.9647 | 0.7847 | 0.8512 | 0.913 | 0.2775 | 0.8906 | 0.9109 | 0.8111 | 0.8933 | 0.9489 | 0.8878 | 0.919 | 0.8801 | 0.9113 | 0.8578 | 0.9025 |
0.1829 | 148.0 | 73556 | 0.2207 | 0.8755 | 0.9863 | 0.9647 | 0.7847 | 0.8514 | 0.913 | 0.2775 | 0.8909 | 0.9112 | 0.8111 | 0.8936 | 0.9489 | 0.8885 | 0.9198 | 0.8801 | 0.9113 | 0.8578 | 0.9025 |
0.1788 | 149.0 | 74053 | 0.2206 | 0.8755 | 0.9863 | 0.9647 | 0.7847 | 0.8514 | 0.913 | 0.2775 | 0.8909 | 0.9112 | 0.8111 | 0.8936 | 0.9489 | 0.8885 | 0.9198 | 0.8801 | 0.9113 | 0.8578 | 0.9025 |
0.178 | 150.0 | 74550 | 0.2206 | 0.8755 | 0.9863 | 0.9647 | 0.7847 | 0.8514 | 0.913 | 0.2775 | 0.8909 | 0.9112 | 0.8111 | 0.8936 | 0.9489 | 0.8885 | 0.9198 | 0.8801 | 0.9113 | 0.8578 | 0.9025 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.4.1+cu121
- Datasets 2.19.2
- Tokenizers 0.20.1
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