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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 1.5903 | 0.0057 | 10 | 1.0556 | 0.0 | 0.0 | 0.0 | 0.7612 |
| 1.0223 | 0.0114 | 20 | 0.8537 | 0.0 | 0.0 | 0.0 | 0.7614 |
| 0.6350 | 0.0171 | 30 | 0.7167 | 0.0167 | 0.0013 | 0.0025 | 0.7667 |
| 0.6834 | 0.0228 | 40 | 0.5971 | 0.1732 | 0.1010 | 0.1276 | 0.8201 |
| 0.5266 | 0.0285 | 50 | 0.5210 | 0.4280 | 0.3469 | 0.3832 | 0.8492 |
| 0.4736 | 0.0342 | 60 | 0.4302 | 0.4694 | 0.5402 | 0.5023 | 0.8838 |
| 0.4100 | 0.0399 | 70 | 0.3636 | 0.5236 | 0.5764 | 0.5487 | 0.9050 |
| 0.3344 | 0.0456 | 80 | 0.3450 | 0.5551 | 0.5996 | 0.5765 | 0.9097 |
| 0.3545 | 0.0513 | 90 | 0.2914 | 0.5520 | 0.6462 | 0.5954 | 0.9195 |
| 0.3044 | 0.0569 | 100 | 0.3129 | 0.6310 | 0.6454 | 0.6381 | 0.9248 |
| 0.4089 | 0.0626 | 110 | 0.2587 | 0.5972 | 0.6718 | 0.6323 | 0.9296 |
| 0.2780 | 0.0683 | 120 | 0.2301 | 0.6509 | 0.7200 | 0.6837 | 0.9379 |
| 0.2167 | 0.0740 | 130 | 0.2218 | 0.6622 | 0.7264 | 0.6928 | 0.9393 |
| 0.2005 | 0.0797 | 140 | 0.2080 | 0.6935 | 0.7617 | 0.7260 | 0.9432 |
| 0.1698 | 0.0854 | 150 | 0.1977 | 0.6743 | 0.7747 | 0.7210 | 0.9449 |
| 0.1295 | 0.0911 | 160 | 0.1908 | 0.6824 | 0.7728 | 0.7248 | 0.9456 |
| 0.2468 | 0.0968 | 170 | 0.1878 | 0.6876 | 0.7679 | 0.7256 | 0.9474 |
| 0.2283 | 0.1025 | 180 | 0.1635 | 0.7252 | 0.8075 | 0.7641 | 0.9527 |
| 0.2265 | 0.1082 | 190 | 0.1612 | 0.7372 | 0.8112 | 0.7724 | 0.9540 |
| 0.1784 | 0.1139 | 200 | 0.1543 | 0.7418 | 0.8098 | 0.7743 | 0.9574 |
| 0.1496 | 0.1196 | 210 | 0.1782 | 0.7602 | 0.8083 | 0.7835 | 0.9522 |
| 0.1882 | 0.1253 | 220 | 0.1663 | 0.6905 | 0.8095 | 0.7453 | 0.9516 |
| 0.1689 | 0.1310 | 230 | 0.1565 | 0.7663 | 0.8294 | 0.7966 | 0.9570 |
| 0.1671 | 0.1367 | 240 | 0.1698 | 0.7543 | 0.8219 | 0.7867 | 0.9526 |
| 0.1165 | 0.1424 | 250 | 0.1615 | 0.7524 | 0.8250 | 0.7870 | 0.9561 |
| 0.2523 | 0.1481 | 260 | 0.1442 | 0.7454 | 0.8273 | 0.7842 | 0.9586 |
| 0.1185 | 0.1538 | 270 | 0.1364 | 0.7708 | 0.8450 | 0.8062 | 0.9610 |
| 0.1297 | 0.1595 | 280 | 0.1304 | 0.7934 | 0.8623 | 0.8265 | 0.9635 |
| 0.1205 | 0.1651 | 290 | 0.1392 | 0.8191 | 0.8640 | 0.8410 | 0.9644 |
| 0.1280 | 0.1708 | 300 | 0.1310 | 0.8202 | 0.8650 | 0.8420 | 0.9656 |
| 0.1611 | 0.1765 | 310 | 0.1232 | 0.8067 | 0.8819 | 0.8426 | 0.9660 |
| 0.1933 | 0.1822 | 320 | 0.1334 | 0.8106 | 0.8593 | 0.8342 | 0.9650 |
| 0.2274 | 0.1879 | 330 | 0.1293 | 0.8170 | 0.8672 | 0.8414 | 0.9648 |
| 0.1298 | 0.1936 | 340 | 0.1244 | 0.8279 | 0.8746 | 0.8506 | 0.9674 |
| 0.1209 | 0.1993 | 350 | 0.1312 | 0.8414 | 0.8761 | 0.8584 | 0.9679 |
| 0.1094 | 0.2050 | 360 | 0.1339 | 0.8446 | 0.8800 | 0.8619 | 0.9677 |
| 0.1667 | 0.2107 | 370 | 0.1171 | 0.8329 | 0.8839 | 0.8576 | 0.9696 |
| 0.0983 | 0.2164 | 380 | 0.1264 | 0.8264 | 0.8714 | 0.8483 | 0.9664 |
| 0.1332 | 0.2221 | 390 | 0.1216 | 0.8424 | 0.8825 | 0.8620 | 0.9689 |
| 0.1395 | 0.2278 | 400 | 0.1178 | 0.8210 | 0.8883 | 0.8533 | 0.9689 |
| 0.1045 | 0.2335 | 410 | 0.1116 | 0.8339 | 0.8889 | 0.8605 | 0.9707 |
| 0.0726 | 0.2392 | 420 | 0.1087 | 0.8429 | 0.8923 | 0.8669 | 0.9708 |
| 0.2055 | 0.2449 | 430 | 0.1101 | 0.8444 | 0.8916 | 0.8674 | 0.9701 |
| 0.1555 | 0.2506 | 440 | 0.1129 | 0.8360 | 0.8830 | 0.8589 | 0.9689 |
| 0.2566 | 0.2563 | 450 | 0.1161 | 0.8150 | 0.8795 | 0.8460 | 0.9673 |
| 0.0968 | 0.2620 | 460 | 0.1073 | 0.8311 | 0.9002 | 0.8643 | 0.9690 |
| 0.1891 | 0.2677 | 470 | 0.1222 | 0.8095 | 0.8780 | 0.8423 | 0.9658 |
| 0.1708 | 0.2733 | 480 | 0.1092 | 0.8414 | 0.8859 | 0.8631 | 0.9705 |
| 0.1185 | 0.2790 | 490 | 0.1129 | 0.8238 | 0.8829 | 0.8523 | 0.9689 |
| 0.1960 | 0.2847 | 500 | 0.1053 | 0.8364 | 0.8984 | 0.8663 | 0.9715 |
| 0.1881 | 0.2904 | 510 | 0.1059 | 0.8348 | 0.9009 | 0.8666 | 0.9710 |
| 0.1096 | 0.2961 | 520 | 0.1036 | 0.8509 | 0.9000 | 0.8748 | 0.9720 |
| 0.1540 | 0.3018 | 530 | 0.1009 | 0.8494 | 0.9005 | 0.8742 | 0.9733 |
| 0.0972 | 0.3075 | 540 | 0.1037 | 0.8394 | 0.9063 | 0.8716 | 0.9721 |
| 0.1696 | 0.3132 | 550 | 0.1183 | 0.8263 | 0.8909 | 0.8574 | 0.9669 |
| 0.0936 | 0.3189 | 560 | 0.1046 | 0.8410 | 0.8940 | 0.8667 | 0.9717 |
| 0.1776 | 0.3246 | 570 | 0.1003 | 0.8506 | 0.8990 | 0.8742 | 0.9726 |
| 0.0887 | 0.3303 | 580 | 0.1013 | 0.8574 | 0.9004 | 0.8783 | 0.9717 |
| 0.0921 | 0.3360 | 590 | 0.1015 | 0.8645 | 0.8997 | 0.8817 | 0.9711 |
| 0.1236 | 0.3417 | 600 | 0.1048 | 0.8679 | 0.8955 | 0.8815 | 0.9705 |
| 0.0902 | 0.3474 | 610 | 0.0982 | 0.8591 | 0.8960 | 0.8772 | 0.9724 |
| 0.0785 | 0.3531 | 620 | 0.0966 | 0.8569 | 0.9017 | 0.8787 | 0.9737 |
| 0.0426 | 0.3588 | 630 | 0.0993 | 0.8635 | 0.9010 | 0.8819 | 0.9739 |
| 0.1027 | 0.3645 | 640 | 0.1004 | 0.8742 | 0.9041 | 0.8889 | 0.9743 |
| 0.0642 | 0.3702 | 650 | 0.0934 | 0.8720 | 0.9100 | 0.8906 | 0.9746 |
| 0.0958 | 0.3759 | 660 | 0.0968 | 0.8674 | 0.9116 | 0.8890 | 0.9732 |
| 0.1038 | 0.3815 | 670 | 0.0966 | 0.8583 | 0.9123 | 0.8845 | 0.9734 |
| 0.1287 | 0.3872 | 680 | 0.0979 | 0.8723 | 0.9069 | 0.8893 | 0.9742 |
| 0.1365 | 0.3929 | 690 | 0.0992 | 0.8756 | 0.9076 | 0.8913 | 0.9742 |
| 0.1110 | 0.3986 | 700 | 0.0919 | 0.8717 | 0.9140 | 0.8924 | 0.9744 |
| 0.0470 | 0.4043 | 710 | 0.0911 | 0.8698 | 0.9138 | 0.8913 | 0.9751 |
| 0.1047 | 0.4100 | 720 | 0.0905 | 0.8728 | 0.9132 | 0.8925 | 0.9760 |
| 0.0703 | 0.4157 | 730 | 0.0902 | 0.8752 | 0.9150 | 0.8947 | 0.9762 |
| 0.1617 | 0.4214 | 740 | 0.0891 | 0.8710 | 0.9184 | 0.8941 | 0.9763 |
| 0.0450 | 0.4271 | 750 | 0.0913 | 0.8726 | 0.9191 | 0.8952 | 0.9761 |
| 0.0342 | 0.4328 | 760 | 0.0921 | 0.8720 | 0.9140 | 0.8925 | 0.9762 |
| 0.0998 | 0.4385 | 770 | 0.0906 | 0.8789 | 0.9147 | 0.8964 | 0.9770 |
| 0.1439 | 0.4442 | 780 | 0.0852 | 0.8735 | 0.9169 | 0.8947 | 0.9773 |
| 0.1688 | 0.4499 | 790 | 0.0855 | 0.8799 | 0.9172 | 0.8982 | 0.9769 |
| 0.0964 | 0.4556 | 800 | 0.0839 | 0.8681 | 0.9191 | 0.8928 | 0.9773 |
| 0.0709 | 0.4613 | 810 | 0.0822 | 0.8700 | 0.9177 | 0.8932 | 0.9775 |
| 0.1235 | 0.4670 | 820 | 0.0824 | 0.8737 | 0.9160 | 0.8943 | 0.9773 |
| 0.1253 | 0.4727 | 830 | 0.0821 | 0.8676 | 0.9167 | 0.8915 | 0.9776 |
| 0.0797 | 0.4784 | 840 | 0.0829 | 0.8757 | 0.9155 | 0.8952 | 0.9773 |
| 0.1010 | 0.4841 | 850 | 0.0852 | 0.8758 | 0.9147 | 0.8948 | 0.9766 |
| 0.1138 | 0.4897 | 860 | 0.0835 | 0.8628 | 0.9184 | 0.8897 | 0.9768 |
| 0.1364 | 0.4954 | 870 | 0.0817 | 0.8785 | 0.9199 | 0.8987 | 0.9777 |
| 0.1309 | 0.5011 | 880 | 0.0811 | 0.8745 | 0.9206 | 0.8969 | 0.9778 |
| 0.1815 | 0.5068 | 890 | 0.0800 | 0.8828 | 0.9226 | 0.9022 | 0.9782 |
| 0.1240 | 0.5125 | 900 | 0.0764 | 0.8924 | 0.9197 | 0.9059 | 0.9779 |
| 0.1369 | 0.5182 | 910 | 0.0750 | 0.8887 | 0.9189 | 0.9035 | 0.9777 |
| 0.0434 | 0.5239 | 920 | 0.0754 | 0.8864 | 0.9192 | 0.9025 | 0.9778 |
| 0.1834 | 0.5296 | 930 | 0.0743 | 0.8933 | 0.9229 | 0.9079 | 0.9791 |
| 0.0630 | 0.5353 | 940 | 0.0747 | 0.8859 | 0.9222 | 0.9037 | 0.9793 |
| 0.1441 | 0.5410 | 950 | 0.0767 | 0.8762 | 0.9199 | 0.8975 | 0.9780 |
| 0.1221 | 0.5467 | 960 | 0.0747 | 0.8819 | 0.9228 | 0.9019 | 0.9784 |
| 0.0639 | 0.5524 | 970 | 0.0799 | 0.8735 | 0.9216 | 0.8969 | 0.9771 |
| 0.0593 | 0.5581 | 980 | 0.0815 | 0.8891 | 0.9211 | 0.9048 | 0.9781 |
| 0.1228 | 0.5638 | 990 | 0.0795 | 0.8931 | 0.9214 | 0.9071 | 0.9789 |
| 0.0945 | 0.5695 | 1000 | 0.0757 | 0.8916 | 0.9236 | 0.9073 | 0.9793 |
| 0.0593 | 0.5752 | 1010 | 0.0750 | 0.8863 | 0.9253 | 0.9054 | 0.9796 |
| 0.0586 | 0.5809 | 1020 | 0.0745 | 0.8839 | 0.9248 | 0.9039 | 0.9795 |
| 0.0608 | 0.5866 | 1030 | 0.0747 | 0.8868 | 0.9256 | 0.9058 | 0.9791 |
| 0.0486 | 0.5923 | 1040 | 0.0766 | 0.8931 | 0.9248 | 0.9086 | 0.9792 |
| 0.0858 | 0.5979 | 1050 | 0.0784 | 0.8978 | 0.9239 | 0.9107 | 0.9792 |
| 0.0341 | 0.6036 | 1060 | 0.0795 | 0.9015 | 0.9239 | 0.9126 | 0.9793 |
| 0.0963 | 0.6093 | 1070 | 0.0791 | 0.9009 | 0.9236 | 0.9121 | 0.9797 |
| 0.1173 | 0.6150 | 1080 | 0.0747 | 0.8984 | 0.9241 | 0.9111 | 0.9800 |
| 0.0431 | 0.6207 | 1090 | 0.0769 | 0.8987 | 0.9246 | 0.9115 | 0.9797 |
| 0.0299 | 0.6264 | 1100 | 0.0797 | 0.8949 | 0.9253 | 0.9098 | 0.9795 |
| 0.0470 | 0.6321 | 1110 | 0.0808 | 0.8920 | 0.9258 | 0.9086 | 0.9793 |
| 0.0875 | 0.6378 | 1120 | 0.0791 | 0.8918 | 0.9251 | 0.9081 | 0.9792 |
| 0.1278 | 0.6435 | 1130 | 0.0772 | 0.8964 | 0.9260 | 0.9109 | 0.9798 |
| 0.1377 | 0.6492 | 1140 | 0.0759 | 0.8925 | 0.9281 | 0.9100 | 0.9801 |
| 0.0578 | 0.6549 | 1150 | 0.0754 | 0.8989 | 0.9276 | 0.9130 | 0.9804 |
| 0.0971 | 0.6606 | 1160 | 0.0745 | 0.8969 | 0.9265 | 0.9114 | 0.9803 |
| 0.0831 | 0.6663 | 1170 | 0.0737 | 0.8945 | 0.9256 | 0.9098 | 0.9798 |
| 0.1006 | 0.6720 | 1180 | 0.0737 | 0.8944 | 0.9246 | 0.9092 | 0.9800 |
| 0.0858 | 0.6777 | 1190 | 0.0740 | 0.8986 | 0.9260 | 0.9121 | 0.9800 |
| 0.0832 | 0.6834 | 1200 | 0.0737 | 0.8958 | 0.9263 | 0.9108 | 0.9802 |
| 0.1260 | 0.6891 | 1210 | 0.0724 | 0.8975 | 0.9256 | 0.9114 | 0.9802 |
| 0.0360 | 0.6948 | 1220 | 0.0716 | 0.8983 | 0.9265 | 0.9122 | 0.9804 |
| 0.0909 | 0.7005 | 1230 | 0.0719 | 0.8955 | 0.9276 | 0.9113 | 0.9805 |
| 0.0878 | 0.7062 | 1240 | 0.0725 | 0.8993 | 0.9283 | 0.9135 | 0.9807 |
| 0.0864 | 0.7118 | 1250 | 0.0709 | 0.9004 | 0.9268 | 0.9134 | 0.9811 |
| 0.1352 | 0.7175 | 1260 | 0.0694 | 0.8978 | 0.9271 | 0.9122 | 0.9812 |
| 0.0765 | 0.7232 | 1270 | 0.0687 | 0.8966 | 0.9276 | 0.9118 | 0.9810 |
| 0.0831 | 0.7289 | 1280 | 0.0698 | 0.8944 | 0.9275 | 0.9106 | 0.9805 |
| 0.0693 | 0.7346 | 1290 | 0.0722 | 0.8904 | 0.9297 | 0.9096 | 0.9797 |
| 0.1066 | 0.7403 | 1300 | 0.0690 | 0.8975 | 0.9297 | 0.9133 | 0.9809 |
| 0.0810 | 0.7460 | 1310 | 0.0686 | 0.8971 | 0.9298 | 0.9131 | 0.9813 |
| 0.0306 | 0.7517 | 1320 | 0.0686 | 0.8974 | 0.9317 | 0.9142 | 0.9814 |
| 0.0719 | 0.7574 | 1330 | 0.0686 | 0.8943 | 0.9322 | 0.9128 | 0.9812 |
| 0.0472 | 0.7631 | 1340 | 0.0686 | 0.8966 | 0.9323 | 0.9141 | 0.9814 |
| 0.0859 | 0.7688 | 1350 | 0.0696 | 0.8984 | 0.9313 | 0.9146 | 0.9811 |
| 0.0665 | 0.7745 | 1360 | 0.0696 | 0.8967 | 0.9325 | 0.9143 | 0.9812 |
| 0.0857 | 0.7802 | 1370 | 0.0700 | 0.8955 | 0.9320 | 0.9134 | 0.9810 |
| 0.0466 | 0.7859 | 1380 | 0.0694 | 0.8937 | 0.9322 | 0.9125 | 0.9810 |
| 0.0242 | 0.7916 | 1390 | 0.0696 | 0.8971 | 0.9322 | 0.9143 | 0.9813 |
| 0.0887 | 0.7973 | 1400 | 0.0684 | 0.9009 | 0.9329 | 0.9166 | 0.9818 |
| 0.0524 | 0.8030 | 1410 | 0.0682 | 0.8982 | 0.9322 | 0.9149 | 0.9815 |
| 0.0713 | 0.8087 | 1420 | 0.0687 | 0.9011 | 0.9318 | 0.9162 | 0.9816 |
| 0.0227 | 0.8144 | 1430 | 0.0691 | 0.9011 | 0.9307 | 0.9156 | 0.9817 |
| 0.0782 | 0.8200 | 1440 | 0.0695 | 0.9019 | 0.9310 | 0.9162 | 0.9816 |
| 0.0720 | 0.8257 | 1450 | 0.0700 | 0.9030 | 0.9310 | 0.9168 | 0.9815 |
| 0.0494 | 0.8314 | 1460 | 0.0701 | 0.9036 | 0.9308 | 0.9170 | 0.9815 |
| 0.0807 | 0.8371 | 1470 | 0.0694 | 0.9061 | 0.9320 | 0.9189 | 0.9815 |
| 0.0652 | 0.8428 | 1480 | 0.0689 | 0.9071 | 0.9317 | 0.9192 | 0.9816 |
| 0.0682 | 0.8485 | 1490 | 0.0684 | 0.9084 | 0.9315 | 0.9198 | 0.9817 |
| 0.1060 | 0.8542 | 1500 | 0.0678 | 0.9077 | 0.9315 | 0.9194 | 0.9818 |
| 0.0819 | 0.8599 | 1510 | 0.0666 | 0.9032 | 0.9327 | 0.9177 | 0.9819 |
| 0.0624 | 0.8656 | 1520 | 0.0665 | 0.8998 | 0.9312 | 0.9152 | 0.9816 |
| 0.0446 | 0.8713 | 1530 | 0.0661 | 0.9036 | 0.9318 | 0.9175 | 0.9815 |
| 0.0786 | 0.8770 | 1540 | 0.0653 | 0.9031 | 0.9318 | 0.9173 | 0.9818 |
| 0.0718 | 0.8827 | 1550 | 0.0647 | 0.9042 | 0.9325 | 0.9181 | 0.9820 |
| 0.1019 | 0.8884 | 1560 | 0.0648 | 0.9052 | 0.9335 | 0.9191 | 0.9820 |
| 0.0557 | 0.8941 | 1570 | 0.0651 | 0.9026 | 0.9329 | 0.9175 | 0.9819 |
| 0.0380 | 0.8998 | 1580 | 0.0650 | 0.9036 | 0.9325 | 0.9178 | 0.9819 |
| 0.0712 | 0.9055 | 1590 | 0.0649 | 0.9026 | 0.9329 | 0.9175 | 0.9819 |
| 0.0893 | 0.9112 | 1600 | 0.0653 | 0.8990 | 0.9320 | 0.9152 | 0.9817 |
| 0.1792 | 0.9169 | 1610 | 0.0655 | 0.8988 | 0.9315 | 0.9149 | 0.9815 |
| 0.0253 | 0.9226 | 1620 | 0.0656 | 0.8984 | 0.9317 | 0.9147 | 0.9815 |
| 0.1265 | 0.9282 | 1630 | 0.0657 | 0.8986 | 0.9317 | 0.9148 | 0.9817 |
| 0.0291 | 0.9339 | 1640 | 0.0652 | 0.8987 | 0.9317 | 0.9149 | 0.9816 |
| 0.0714 | 0.9396 | 1650 | 0.0653 | 0.8984 | 0.9317 | 0.9147 | 0.9816 |
| 0.0390 | 0.9453 | 1660 | 0.0655 | 0.8999 | 0.9318 | 0.9156 | 0.9815 |
| 0.0695 | 0.9510 | 1670 | 0.0655 | 0.8997 | 0.9318 | 0.9155 | 0.9815 |
| 0.1013 | 0.9567 | 1680 | 0.0654 | 0.9013 | 0.9323 | 0.9165 | 0.9817 |
| 0.0622 | 0.9624 | 1690 | 0.0653 | 0.9017 | 0.9323 | 0.9168 | 0.9817 |
| 0.0750 | 0.9681 | 1700 | 0.0650 | 0.9035 | 0.9323 | 0.9177 | 0.9818 |
| 0.0567 | 0.9738 | 1710 | 0.0649 | 0.9040 | 0.9322 | 0.9179 | 0.9819 |
| 0.0263 | 0.9795 | 1720 | 0.0647 | 0.9044 | 0.9327 | 0.9183 | 0.9819 |
| 0.1022 | 0.9852 | 1730 | 0.0646 | 0.9050 | 0.9330 | 0.9188 | 0.9820 |
| 0.1157 | 0.9909 | 1740 | 0.0645 | 0.9047 | 0.9327 | 0.9185 | 0.9820 |
| 0.0935 | 0.9966 | 1750 | 0.0645 | 0.9048 | 0.9327 | 0.9185 | 0.9820 |
| 0.0935 | 1.0 | 1756 | 0.0645 | 0.9042 | 0.9327 | 0.9182 | 0.9820 |