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 0.0322 0.0467 0.1152 0.0363 0.0219 0.0329 0.0785 0.0237 0.9858 0.9909 0.9997 1 0.022 0.032 0.076 0.022 0.019 0.0276 0.0664 0.0198 0.9917 0.9927 0.9998 2 0.0197 0.028 0.0666 0.0189 0.0183 0.0263 0.0633 0.0187 0.9928 0.9927 0.9998 3 0.0192 0.0265 0.0651 0.0194 0.0171 0.0242 0.0586 0.0174 0.9927 0.9934 0.9998 4 0.0182 0.0248 0.0607 0.0178 0.0171 0.0231 0.0689 0.0287 0.9933 0.9898 0.9998 5 0.0178 0.0236 0.0578 0.0164 0.0177 0.0232 0.0688 0.0279 0.9938 0.9899 0.9998 6 0.0174 0.0228 0.0569 0.0167 0.017 0.0223 0.062 0.0227 0.9937 0.991 0.9998 7 0.0171 0.0223 0.0556 0.0161 0.0376 0.0404 0.3456 0.2676 0.9939 0.9328 0.9985 8 0.0168 0.0217 0.0537 0.0152 0.0161 0.0206 0.0527 0.0159 0.9943 0.9939 0.9998 9 0.0169 0.0218 0.0548 0.0161 0.0157 0.021 0.0587 0.022 0.9939 0.9917 0.9998 10 0.0163 0.0209 0.0516 0.0145 0.0243 0.0316 0.266 0.2102 0.9946 0.9406 0.999 11 0.0161 0.0206 0.0509 0.0142 0.0234 0.0224 0.1066 0.0608 0.9948 0.9809 0.9997 12 0.0162 0.0206 0.0512 0.0145 0.015 0.0194 0.0514 0.0171 0.9946 0.9936 0.9999 13 0.0164 0.0207 0.052 0.0149 0.0174 0.0194 0.0593 0.0225 0.9944 0.9917 0.9998 14 0.0162 0.02 0.0508 0.0146 0.0183 0.0198 0.0677 0.0296 0.9945 0.9897 0.9998 15 0.0159 0.0199 0.0502 0.0144 0.0292 0.0252 0.1329 0.0785 0.9947 0.9748 0.9994 16 0.016 0.0196 0.0501 0.0145 0.0156 0.0192 0.0508 0.0159 0.9946 0.9941 0.9998 17 0.0159 0.0197 0.0502 0.0146 0.0152 0.0187 0.049 0.0151 0.9946 0.9946 0.9999 18 0.0159 0.0197 0.0502 0.0146 0.0151 0.0181 0.0506 0.0174 0.9946 0.9937 0.9998 19 0.0159 0.0195 0.0495 0.0141 0.0151 0.0184 0.049 0.0154 0.9947 0.9944 0.9998 20 0.0156 0.0193 0.0493 0.0144 0.0229 0.0218 0.1101 0.0654 0.9947 0.9766 0.9995 21 0.0155 0.0189 0.0488 0.0144 0.0149 0.0185 0.0487 0.0153 0.9947 0.9943 0.9999 22 0.0153 0.0186 0.0476 0.0137 0.018 0.022 0.1228 0.0827 0.995 0.9729 0.9996 23 0.0156 0.0191 0.0492 0.0145 0.0158 0.0189 0.0559 0.0211 0.9946 0.9926 0.9998 24 0.0154 0.0188 0.0483 0.0141 0.0296 0.026 0.1699 0.1143 0.9948 0.9641 0.9992 25 0.0153 0.0188 0.0479 0.0138 0.0199 0.0185 0.0785 0.0401 0.9949 0.987 0.9997 26 0.0153 0.0185 0.0476 0.0138 0.0147 0.0186 0.049 0.0157 0.9949 0.9941 0.9998 27 0.0153 0.0184 0.0475 0.0138 0.0145 0.018 0.0461 0.0136 0.9948 0.9952 0.9999 28 0.0153 0.0188 0.0484 0.0143 0.0146 0.0185 0.0493 0.0162 0.9947 0.9941 0.9998 29 0.0154 0.0187 0.0483 0.0142 0.0155 0.0182 0.0521 0.0183 0.9947 0.9935 0.9998 30 0.0155 0.019 0.0485 0.0141 0.0148 0.0178 0.0494 0.0168 0.9947 0.9942 0.9998 31 0.0151 0.0185 0.0477 0.014 0.0163 0.0181 0.0554 0.021 0.9948 0.9927 0.9998 32 0.0154 0.0185 0.0484 0.0146 0.0184 0.0182 0.0565 0.02 0.9946 0.9928 0.9998 33 0.0155 0.019 0.0489 0.0144 0.0256 0.0209 0.1 0.0535 0.9946 0.9808 0.9996 34 0.0153 0.0186 0.0482 0.0143 0.0182 0.0191 0.0709 0.0336 0.9947 0.9881 0.9998 35 0.0154 0.0186 0.0488 0.0147 0.0149 0.0185 0.0529 0.0194 0.9945 0.9932 0.9998 36 0.0154 0.019 0.049 0.0145 0.015 0.0185 0.0631 0.0295 0.9946 0.9902 0.9997 37 0.0153 0.0189 0.0488 0.0146 0.0146 0.0189 0.0659 0.0324 0.9945 0.9887 0.9998 38 0.0155 0.019 0.0496 0.015 0.0153 0.018 0.0495 0.0162 0.9944 0.9943 0.9998 39 0.0154 0.0189 0.049 0.0146 0.0146 0.0196 0.0668 0.0325 0.9945 0.9888 0.9998 40 0.0153 0.0187 0.0479 0.0139 0.018 0.0189 0.0743 0.0374 0.9949 0.9872 0.9997 41 0.0152 0.0186 0.0475 0.0138 0.0149 0.0183 0.0665 0.0333 0.995 0.9895 0.9996 42 0.0152 0.0185 0.0479 0.0142 0.0162 0.019 0.0818 0.0467 0.9948 0.9859 0.9996 43 0.0151 0.0186 0.0481 0.0144 0.0145 0.0181 0.0662 0.0337 0.9947 0.9883 0.9997 44 0.0153 0.0187 0.048 0.0139 0.0144 0.0185 0.0658 0.0328 0.9949 0.9903 0.9996 45 0.015 0.0184 0.0476 0.0142 0.0149 0.0186 0.058 0.0245 0.9947 0.9933 0.9994 46 0.0152 0.0185 0.0478 0.0142 0.019 0.019 0.0816 0.0436 0.9948 0.9866 0.9995 47 0.015 0.0181 0.0468 0.0136 0.0151 0.0186 0.0608 0.0271 0.9949 0.9908 0.9996 48 0.0152 0.0184 0.0473 0.0137 0.0144 0.0183 0.0572 0.0245 0.9949 0.9941 0.9994 49 0.0153 0.0185 0.0478 0.014 0.015 0.0189 0.076 0.0421 0.9948 0.9861 0.9997