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 0.0415 0.0593 0.15 0.0491 0.0234 0.036 0.0771 0.0177 0.981 0.9937 0.9998 1 0.0231 0.0335 0.0717 0.0152 0.0195 0.0282 0.0611 0.0134 0.995 0.9956 0.9998 2 0.0207 0.0283 0.0601 0.0112 0.0214 0.0245 0.056 0.0101 0.9966 0.9966 0.9999 3 0.0192 0.0257 0.0533 0.0084 0.0171 0.0223 0.0481 0.0087 0.9975 0.9972 0.9999 4 0.0181 0.0236 0.0492 0.0074 0.0164 0.0204 0.0455 0.0087 0.9978 0.997 0.9999 5 0.0172 0.0217 0.0459 0.0069 0.0154 0.0198 0.0422 0.0071 0.998 0.9979 0.9999 6 0.0169 0.0206 0.0436 0.0061 0.016 0.0197 0.0445 0.0088 0.9983 0.997 0.9999 7 0.0162 0.0197 0.0413 0.0054 0.0146 0.0174 0.0386 0.0066 0.9986 0.9981 1.0 8 0.0158 0.0189 0.0399 0.0051 0.0145 0.0173 0.0427 0.0109 0.9986 0.9968 0.9999 9 0.0156 0.0188 0.04 0.0055 0.0141 0.0171 0.0409 0.0096 0.9986 0.9967 1.0 10 0.0152 0.0182 0.0384 0.005 0.0141 0.0171 0.0395 0.0083 0.9987 0.9973 0.9999 11 0.015 0.0175 0.0363 0.0038 0.0136 0.0164 0.0372 0.0072 0.999 0.9977 0.9999 12 0.0147 0.017 0.0353 0.0037 0.0138 0.0166 0.043 0.0127 0.999 0.9958 0.9999 13 0.0146 0.0168 0.0354 0.004 0.0132 0.0154 0.0347 0.0061 0.9989 0.9982 1.0 14 0.0145 0.0166 0.0349 0.0038 0.0131 0.016 0.0358 0.0068 0.9991 0.998 0.9999 15 0.0141 0.0165 0.0341 0.0035 0.0131 0.0167 0.0405 0.0108 0.999 0.9967 0.9999 16 0.0141 0.016 0.0338 0.0038 0.0136 0.0156 0.0377 0.0084 0.9991 0.9972 0.9999 17 0.0141 0.0159 0.0333 0.0033 0.0133 0.0149 0.0345 0.0064 0.9991 0.998 1.0 18 0.014 0.0155 0.0329 0.0034 0.0131 0.0149 0.041 0.013 0.9991 0.9963 0.9999 19 0.0139 0.0154 0.0324 0.0031 0.013 0.0144 0.0359 0.0085 0.9993 0.9973 0.9999 20 0.0137 0.0153 0.0322 0.0032 0.0125 0.0136 0.0342 0.0081 0.9992 0.9976 0.9999 21 0.0137 0.0152 0.0322 0.0034 0.0129 0.0145 0.0344 0.0071 0.9992 0.998 0.9999 22 0.0136 0.0148 0.0314 0.003 0.0124 0.014 0.0319 0.0055 0.9992 0.9982 1.0 23 0.0138 0.0148 0.0321 0.0035 0.0125 0.0137 0.0352 0.009 0.9992 0.9973 0.9999 24 0.0134 0.0144 0.0308 0.003 0.0125 0.0137 0.036 0.0098 0.9993 0.9971 0.9999 25 0.0135 0.0149 0.031 0.0027 0.012 0.0132 0.0308 0.0056 0.9993 0.9981 1.0 26 0.0134 0.0147 0.0309 0.0028 0.012 0.013 0.032 0.007 0.9993 0.9978 1.0 27 0.0133 0.0144 0.0305 0.0029 0.0126 0.013 0.0342 0.0086 0.9994 0.9973 0.9999 28 0.0132 0.0143 0.0298 0.0022 0.0126 0.0129 0.0339 0.0085 0.9995 0.9975 1.0 29 0.0132 0.014 0.0302 0.003 0.0119 0.013 0.0333 0.0084 0.9993 0.9975 0.9999 30 0.0131 0.0139 0.0295 0.0025 0.012 0.0133 0.0327 0.0074 0.9994 0.9976 0.9999 31 0.0132 0.0139 0.0296 0.0024 0.0122 0.0136 0.0422 0.0164 0.9994 0.9955 0.9999 32 0.0132 0.0138 0.0295 0.0025 0.0122 0.0129 0.0358 0.0107 0.9994 0.9969 0.9999 33 0.0131 0.0137 0.0296 0.0028 0.012 0.0128 0.0335 0.0087 0.9993 0.9974 0.9999 34 0.0131 0.0138 0.0293 0.0024 0.0121 0.0123 0.0298 0.0054 0.9994 0.9982 1.0 35 0.013 0.0138 0.0299 0.0031 0.0118 0.013 0.0334 0.0087 0.9992 0.9969 1.0 36 0.013 0.0139 0.0297 0.0028 0.012 0.0124 0.0384 0.014 0.9993 0.9962 0.9999 37 0.013 0.0135 0.0293 0.0028 0.0121 0.0121 0.0298 0.0057 0.9993 0.9981 1.0 38 0.0129 0.0133 0.0288 0.0026 0.012 0.0127 0.0346 0.0099 0.9993 0.9972 0.9999 39 0.0128 0.0133 0.0287 0.0026 0.0118 0.0119 0.0365 0.0127 0.9994 0.9962 0.9999 40 0.0126 0.013 0.0278 0.0022 0.0119 0.0122 0.0361 0.0121 0.9994 0.9965 0.9998