epoch norm_tc_tloss norm_mchirp_tloss tot_tloss gw_tloss norm_tc_vloss norm_mchirp_vloss tot_vloss gw_vloss train_acc valid_acc roc_auc 0 0.0325 0.0648 0.1336 0.0363 0.0222 0.0479 0.1094 0.0393 0.9858 0.9854 0.9997 1 0.0216 0.0426 0.0858 0.0216 0.0183 0.0368 0.0775 0.0223 0.9919 0.992 0.9998 2 0.0197 0.0367 0.0762 0.0198 0.0179 0.0326 0.0679 0.0174 0.9925 0.9934 0.9998 3 0.0187 0.0333 0.0707 0.0187 0.017 0.0304 0.0746 0.0272 0.993 0.9902 0.9998 4 0.0177 0.0304 0.065 0.0169 0.0171 0.0306 0.0669 0.0192 0.9937 0.9928 0.9998 5 0.0171 0.029 0.0623 0.0162 0.0165 0.0278 0.0626 0.0183 0.994 0.9932 0.9998 6 0.017 0.028 0.0608 0.0159 0.0305 0.0343 0.1959 0.1311 0.9941 0.9619 0.9989 7 0.0166 0.0271 0.0601 0.0163 0.0158 0.0279 0.0601 0.0163 0.994 0.9936 0.9999 8 0.0162 0.0265 0.0581 0.0154 0.0177 0.0273 0.0734 0.0284 0.9943 0.9896 0.9998 9 0.016 0.0258 0.0569 0.0151 0.0179 0.0268 0.0774 0.0327 0.9944 0.9887 0.9998 10 0.0159 0.0256 0.0562 0.0147 0.0166 0.0245 0.0606 0.0195 0.9946 0.9929 0.9998 11 0.0158 0.0252 0.0559 0.0148 0.0207 0.0287 0.1303 0.0809 0.9945 0.9758 0.9997 12 0.0155 0.0246 0.0545 0.0144 0.0154 0.0249 0.0797 0.0394 0.9946 0.9875 0.9998 13 0.0154 0.0247 0.0547 0.0146 0.0148 0.0231 0.0587 0.0208 0.9944 0.9924 0.9999 14 0.0152 0.0239 0.0532 0.0141 0.022 0.0254 0.1016 0.0542 0.9947 0.9823 0.9997 15 0.0153 0.0239 0.0536 0.0144 0.0149 0.0227 0.0549 0.0174 0.9947 0.9936 0.9999 16 0.0151 0.0239 0.0532 0.0142 0.0321 0.033 0.1757 0.1106 0.9948 0.9655 0.9987 17 0.015 0.0233 0.052 0.0138 0.0144 0.0223 0.0502 0.0135 0.9949 0.9949 0.9999 18 0.0151 0.0234 0.0523 0.0138 0.014 0.0224 0.0495 0.0131 0.9948 0.9951 0.9999 19 0.0148 0.023 0.0514 0.0136 0.0172 0.0225 0.056 0.0163 0.9949 0.9938 0.9998 20 0.015 0.023 0.0515 0.0136 0.0146 0.0223 0.0511 0.0142 0.995 0.9948 0.9999 21 0.0148 0.0229 0.0513 0.0135 0.0181 0.0226 0.0651 0.0244 0.9949 0.9909 0.9998 22 0.0149 0.0228 0.0513 0.0136 0.0183 0.0239 0.1184 0.0761 0.9949 0.9764 0.9998 23 0.0148 0.0227 0.0514 0.0139 0.0172 0.0232 0.0604 0.02 0.9949 0.9925 0.9998 24 0.0146 0.0222 0.05 0.0132 0.0148 0.022 0.0536 0.0168 0.9951 0.9936 0.9999 25 0.0146 0.0223 0.0503 0.0134 0.0375 0.0315 0.3208 0.2517 0.995 0.9387 0.9989 26 0.0145 0.0222 0.0499 0.0132 0.0152 0.0221 0.0586 0.0213 0.9951 0.992 0.9999 27 0.0144 0.022 0.0497 0.0132 0.0182 0.0232 0.0745 0.0331 0.9951 0.9887 0.9998 28 0.0147 0.022 0.0502 0.0135 0.0139 0.0219 0.0485 0.0127 0.995 0.9952 0.9999 29 0.0145 0.0218 0.0495 0.0132 0.0138 0.0214 0.048 0.0128 0.9951 0.9951 0.9999 30 0.0144 0.0218 0.0495 0.0133 0.0137 0.0213 0.0482 0.0132 0.9952 0.9949 0.9999 31 0.0143 0.0218 0.0488 0.0126 0.014 0.0211 0.0493 0.0142 0.9953 0.9947 0.9999 32 0.0144 0.0216 0.0488 0.0129 0.0219 0.0227 0.1001 0.0555 0.9952 0.9822 0.9997 33 0.0144 0.0216 0.0489 0.0128 0.0137 0.0214 0.0504 0.0153 0.9953 0.9943 0.9999 34 0.0145 0.0215 0.0491 0.0131 0.0298 0.0266 0.139 0.0825 0.9951 0.9743 0.9992 35 0.0144 0.0215 0.0494 0.0135 0.0154 0.0212 0.0524 0.0157 0.995 0.9939 0.9999 36 0.0143 0.0212 0.0483 0.0128 0.0137 0.0206 0.0472 0.0129 0.9952 0.9951 0.9999 37 0.0144 0.0213 0.0487 0.013 0.0136 0.0214 0.0498 0.0147 0.9952 0.9945 0.9999 38 0.0143 0.0212 0.0481 0.0126 0.0148 0.0211 0.0554 0.0195 0.9953 0.9931 0.9999 39 0.0143 0.0212 0.0485 0.013 0.014 0.021 0.051 0.016 0.9953 0.9941 0.9999 40 0.0141 0.0212 0.0478 0.0124 0.0141 0.0213 0.0665 0.0312 0.9954 0.9895 0.9999 41 0.0142 0.0208 0.0476 0.0126 0.0174 0.0217 0.0698 0.0307 0.9954 0.9896 0.9998 42 0.0141 0.021 0.048 0.0129 0.0249 0.0234 0.1153 0.067 0.9952 0.9793 0.9996 43 0.0141 0.0211 0.0478 0.0127 0.0148 0.0215 0.066 0.0298 0.9954 0.9899 0.9999 44 0.0142 0.0208 0.0473 0.0123 0.0148 0.0203 0.0514 0.0162 0.9955 0.9942 0.9999 45 0.0141 0.0209 0.0473 0.0123 0.0136 0.0209 0.0632 0.0287 0.9955 0.9899 0.9999 46 0.0142 0.0209 0.0478 0.0127 0.0136 0.0205 0.0467 0.0126 0.9953 0.9952 0.9999 47 0.0144 0.0211 0.0484 0.0129 0.0138 0.0204 0.0503 0.0162 0.9952 0.9941 0.9999 48 0.0142 0.021 0.048 0.0128 0.0458 0.048 0.4767 0.383 0.9953 0.9367 0.9975 49 0.0143 0.0212 0.0483 0.0128 0.0144 0.021 0.0505 0.0151 0.9952 0.9946 0.9999