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 0.0329 0.0686 0.1797 0.0782 0.0277 0.053 0.1898 0.1091 0.9858 0.9759 0.9995 1 0.0226 0.0465 0.1157 0.0466 0.02 0.0415 0.1282 0.0667 0.9912 0.9856 0.9997 2 0.0205 0.0403 0.1007 0.04 0.0192 0.0387 0.0943 0.0365 0.9923 0.9919 0.9997 3 0.0196 0.0361 0.0923 0.0367 0.0176 0.0325 0.0838 0.0337 0.9929 0.9936 0.9998 4 0.0188 0.0335 0.0875 0.0352 0.0184 0.0333 0.1163 0.0646 0.9931 0.9856 0.9998 5 0.0184 0.0317 0.085 0.0348 0.0184 0.0316 0.0937 0.0437 0.9934 0.9895 0.9998 6 0.0183 0.0303 0.082 0.0334 0.0174 0.0288 0.0771 0.0308 0.9936 0.9936 0.9998 7 0.0179 0.0291 0.0796 0.0326 0.0182 0.0297 0.1068 0.059 0.9937 0.9872 0.9998 8 0.0176 0.0284 0.0769 0.0309 0.0166 0.0275 0.0726 0.0284 0.9941 0.9944 0.9998 9 0.0175 0.0278 0.0765 0.0312 0.0166 0.0271 0.0736 0.0299 0.9938 0.9944 0.9999 10 0.0173 0.0272 0.0745 0.03 0.0165 0.0256 0.0747 0.0326 0.9941 0.9929 0.9998 11 0.0171 0.0267 0.0739 0.0301 0.0166 0.027 0.0883 0.0448 0.994 0.9889 0.9998 12 0.0169 0.0266 0.0738 0.0303 0.0163 0.0257 0.0784 0.0365 0.9942 0.9921 0.9998 13 0.0169 0.026 0.0727 0.0297 0.0185 0.0285 0.1495 0.1024 0.9944 0.9808 0.9997 14 0.0167 0.0258 0.0722 0.0297 0.0216 0.0305 0.2295 0.1774 0.9943 0.9695 0.9996 15 0.0167 0.0256 0.0714 0.029 0.0157 0.025 0.0668 0.0261 0.9944 0.9944 0.9999 16 0.0165 0.0252 0.0704 0.0287 0.0184 0.0256 0.1146 0.0707 0.9945 0.9859 0.9998 17 0.0165 0.0251 0.0703 0.0287 0.0163 0.0243 0.0705 0.0299 0.9945 0.9935 0.9998 18 0.0165 0.0249 0.069 0.0276 0.0152 0.0238 0.0657 0.0267 0.9946 0.9944 0.9999 19 0.0164 0.0248 0.0707 0.0295 0.0159 0.0235 0.0663 0.0269 0.9944 0.9949 0.9999 20 0.0164 0.0244 0.0687 0.0279 0.0177 0.0259 0.122 0.0784 0.9947 0.9829 0.9998 21 0.0162 0.0244 0.0684 0.0277 0.016 0.0248 0.0726 0.0317 0.9947 0.9927 0.9999 22 0.016 0.024 0.0656 0.0257 0.0155 0.0236 0.069 0.03 0.9949 0.9934 0.9999 23 0.0161 0.0237 0.0682 0.0284 0.0261 0.0288 0.287 0.232 0.9947 0.9575 0.9994 24 0.0159 0.024 0.0677 0.0278 0.0159 0.0236 0.0669 0.0274 0.9947 0.9937 0.9999 25 0.016 0.0235 0.066 0.0265 0.016 0.024 0.0707 0.0307 0.9949 0.9933 0.9999 26 0.0161 0.0239 0.0662 0.0263 0.0225 0.0247 0.1262 0.0789 0.9947 0.9852 0.9997 27 0.016 0.0234 0.0662 0.0269 0.0155 0.0235 0.0941 0.0551 0.9948 0.9888 0.9998 28 0.016 0.0235 0.0668 0.0273 0.0149 0.0227 0.0627 0.025 0.9947 0.9951 0.9999 29 0.0158 0.0235 0.0656 0.0264 0.0166 0.0226 0.0708 0.0315 0.9949 0.9929 0.9999 30 0.016 0.0234 0.0662 0.0268 0.0152 0.0224 0.0654 0.0278 0.9948 0.9942 0.9999 31 0.0158 0.0232 0.0658 0.0267 0.0172 0.0242 0.0913 0.0498 0.9948 0.9892 0.9998 32 0.0157 0.023 0.064 0.0253 0.022 0.025 0.1145 0.0674 0.995 0.9857 0.9997 33 0.0159 0.0232 0.066 0.027 0.0184 0.0227 0.0803 0.0392 0.9948 0.9913 0.9998 34 0.0157 0.0231 0.0651 0.0263 0.0178 0.023 0.0998 0.059 0.9948 0.9877 0.9998 35 0.0157 0.0229 0.064 0.0255 0.0151 0.0218 0.0613 0.0244 0.9951 0.9954 0.9999 36 0.0158 0.0227 0.0649 0.0264 0.0159 0.0222 0.063 0.0249 0.995 0.9947 0.9999 37 0.0157 0.0229 0.0642 0.0257 0.0155 0.0222 0.0629 0.0252 0.995 0.9948 0.9999 38 0.0157 0.0226 0.0642 0.0259 0.0151 0.0219 0.061 0.024 0.9949 0.9949 0.9999 39 0.0155 0.0228 0.0635 0.0252 0.023 0.0259 0.1903 0.1414 0.9951 0.9733 0.9996 40 0.0157 0.0224 0.0638 0.0257 0.0146 0.022 0.0608 0.0242 0.9951 0.9953 0.9999 41 0.0155 0.0224 0.0622 0.0243 0.0149 0.0217 0.0629 0.0262 0.9952 0.9944 0.9999 42 0.0157 0.0228 0.0641 0.0256 0.0152 0.0219 0.0631 0.0261 0.9949 0.9948 0.9999 43 0.0155 0.0223 0.0628 0.0251 0.0259 0.0331 0.2488 0.1897 0.9951 0.9641 0.9993 44 0.0155 0.0227 0.0633 0.0252 0.0152 0.0223 0.0658 0.0284 0.9951 0.9935 0.9999 45 0.0155 0.0221 0.0622 0.0246 0.028 0.0285 0.2694 0.2129 0.9951 0.963 0.9993 46 0.0157 0.0223 0.0639 0.026 0.0148 0.0216 0.0603 0.0239 0.995 0.995 0.9999 47 0.0157 0.0223 0.0641 0.0261 0.0151 0.0217 0.0614 0.0247 0.995 0.9949 0.9999 48 0.0155 0.0224 0.0633 0.0255 0.0151 0.0221 0.0764 0.0393 0.995 0.9915 0.9999 49 0.0157 0.0224 0.0641 0.0259 0.015 0.0229 0.0779 0.0399 0.9949 0.9914 0.9999