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 0.0326 0.0645 0.1329 0.0358 0.0227 0.047 0.0969 0.0272 0.986 0.9893 0.9997 1 0.0227 0.0431 0.088 0.0221 0.0199 0.0386 0.0795 0.0209 0.9917 0.9918 0.9998 2 0.0205 0.037 0.0772 0.0197 0.0196 0.0337 0.0859 0.0326 0.9926 0.9881 0.9997 3 0.0194 0.0331 0.071 0.0184 0.0207 0.0314 0.0812 0.0291 0.9931 0.9892 0.9998 4 0.0188 0.031 0.0674 0.0177 0.0175 0.0287 0.0659 0.0197 0.9934 0.9923 0.9998 5 0.0184 0.0298 0.0653 0.0171 0.0195 0.0284 0.0783 0.0304 0.9936 0.9896 0.9998 6 0.0177 0.0283 0.0624 0.0164 0.0171 0.0268 0.0596 0.0157 0.9938 0.9941 0.9998 7 0.0176 0.0274 0.0611 0.0161 0.016 0.0251 0.0554 0.0144 0.994 0.9947 0.9999 8 0.0173 0.0268 0.0598 0.0158 0.0178 0.025 0.0602 0.0174 0.9941 0.9934 0.9998 9 0.0173 0.0267 0.0604 0.0163 0.0164 0.0256 0.0609 0.0189 0.994 0.9928 0.9998 10 0.0169 0.0254 0.0571 0.0148 0.0196 0.0256 0.0735 0.0282 0.9945 0.99 0.9997 11 0.017 0.0254 0.0581 0.0157 0.0183 0.026 0.0673 0.023 0.9941 0.9916 0.9997 12 0.0166 0.0249 0.0568 0.0152 0.0152 0.0225 0.0534 0.0157 0.9944 0.9943 0.9998 13 0.0162 0.0241 0.0545 0.0142 0.0226 0.0254 0.0857 0.0377 0.9947 0.9883 0.9996 14 0.0165 0.0237 0.055 0.0148 0.0154 0.0227 0.0565 0.0184 0.9945 0.9942 0.9996 15 0.0162 0.0235 0.0544 0.0147 0.0246 0.026 0.0978 0.0471 0.9946 0.9855 0.9995 16 0.0163 0.0237 0.0549 0.0149 0.0153 0.0227 0.0586 0.0206 0.9945 0.9939 0.9995 17 0.016 0.023 0.0531 0.014 0.0188 0.0245 0.0905 0.0472 0.9948 0.9859 0.9992 18 0.0158 0.0221 0.052 0.0141 0.0179 0.0215 0.0653 0.0259 0.9947 0.9916 0.9995 19 0.016 0.0224 0.0523 0.014 0.0164 0.0217 0.0558 0.0176 0.9947 0.9937 0.9998 20 0.0159 0.0223 0.0527 0.0145 0.0155 0.0231 0.0599 0.0213 0.9946 0.9926 0.9998 21 0.0159 0.0221 0.052 0.0141 0.0212 0.0261 0.179 0.1318 0.9948 0.9625 0.9995 22 0.0158 0.0221 0.0521 0.0142 0.0155 0.0221 0.0701 0.0324 0.9947 0.9891 0.9997 23 0.0159 0.022 0.0529 0.015 0.0162 0.0222 0.0599 0.0216 0.9944 0.9922 0.9998 24 0.0157 0.022 0.0517 0.014 0.0152 0.0206 0.0507 0.0149 0.9948 0.9946 0.9998 25 0.0158 0.0216 0.0514 0.014 0.0153 0.0223 0.0683 0.0307 0.9948 0.9893 0.9997 26 0.0156 0.0217 0.0512 0.0139 0.0183 0.0216 0.0741 0.0343 0.9949 0.9885 0.9998 27 0.0156 0.0215 0.0514 0.0143 0.0182 0.021 0.0581 0.0189 0.9947 0.9931 0.9998 28 0.0157 0.0213 0.0511 0.0141 0.0156 0.0213 0.0601 0.0232 0.9948 0.9916 0.9997 29 0.0157 0.0217 0.0518 0.0144 0.0157 0.0212 0.0575 0.0205 0.9947 0.9927 0.9997 30 0.0157 0.0213 0.0514 0.0145 0.0159 0.0229 0.0784 0.0396 0.9946 0.9863 0.9996 31 0.0156 0.0214 0.0507 0.0137 0.0147 0.0205 0.0571 0.0218 0.9949 0.9929 0.9996 32 0.0157 0.0211 0.0508 0.0139 0.0151 0.0202 0.0542 0.0189 0.9948 0.9936 0.9997 33 0.0155 0.021 0.0507 0.0142 0.0154 0.0212 0.0597 0.0231 0.9947 0.9924 0.9997 34 0.0156 0.0212 0.051 0.0141 0.0156 0.0205 0.061 0.025 0.9947 0.9923 0.9995 35 0.0155 0.0212 0.0509 0.0142 0.0287 0.0284 0.1569 0.0998 0.9947 0.9673 0.9989 36 0.0156 0.0214 0.0514 0.0144 0.0154 0.0207 0.0572 0.0211 0.9946 0.9929 0.9997 37 0.0155 0.0212 0.0506 0.0139 0.0151 0.0228 0.0711 0.0333 0.9949 0.989 0.9996 38 0.0155 0.0213 0.0512 0.0144 0.0191 0.0244 0.1073 0.0639 0.9948 0.9807 0.9993 39 0.0155 0.0211 0.0507 0.0141 0.0182 0.0234 0.0903 0.0487 0.9948 0.9849 0.9996 40 0.0153 0.021 0.0501 0.0139 0.0185 0.022 0.0783 0.0377 0.9948 0.9878 0.9996 41 0.0153 0.0211 0.0505 0.0141 0.0165 0.0214 0.0701 0.0322 0.9949 0.9897 0.9996 42 0.0155 0.0213 0.051 0.0143 0.0153 0.0202 0.0629 0.0273 0.9947 0.9913 0.9996 43 0.0151 0.0206 0.049 0.0133 0.0166 0.0205 0.075 0.0379 0.9951 0.9882 0.9995 44 0.0156 0.0211 0.051 0.0143 0.0217 0.0229 0.1144 0.0699 0.9947 0.9785 0.9994 45 0.0157 0.0212 0.0516 0.0148 0.015 0.0204 0.0647 0.0293 0.9944 0.9927 0.9992 46 0.0155 0.0212 0.0514 0.0146 0.0161 0.0223 0.0885 0.0501 0.9946 0.9846 0.9996 47 0.0155 0.0212 0.0513 0.0145 0.0183 0.0249 0.1559 0.1127 0.9946 0.969 0.9989 48 0.0153 0.021 0.0508 0.0144 0.0165 0.0203 0.0696 0.0328 0.9947 0.9915 0.9992 49 0.0154 0.0207 0.0501 0.0139 0.0177 0.0212 0.08 0.0411 0.995 0.9898 0.9991