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 0.0398 0.0605 0.1455 0.0451 0.0241 0.0336 0.0759 0.0181 0.9821 0.9936 0.9997 1 0.0226 0.0326 0.069 0.0138 0.0206 0.0302 0.0645 0.0138 0.9954 0.995 0.9998 2 0.0211 0.0283 0.0606 0.0112 0.0191 0.0247 0.0547 0.0109 0.9964 0.9965 0.9999 3 0.0196 0.0248 0.0528 0.0084 0.0175 0.023 0.0509 0.0105 0.9975 0.9967 0.9999 4 0.0189 0.0229 0.049 0.0073 0.0174 0.0203 0.048 0.0104 0.9978 0.9966 0.9999 5 0.018 0.0215 0.0458 0.0064 0.0173 0.0192 0.0454 0.0089 0.9981 0.9972 0.9999 6 0.0173 0.0207 0.0448 0.0067 0.0156 0.0185 0.0425 0.0085 0.9981 0.9976 0.9999 7 0.0166 0.0199 0.042 0.0055 0.015 0.0185 0.0459 0.0124 0.9985 0.996 0.9999 8 0.0164 0.0189 0.0403 0.0051 0.0145 0.0175 0.0411 0.0092 0.9985 0.9971 0.9999 9 0.0157 0.0185 0.0395 0.0052 0.0144 0.018 0.0408 0.0084 0.9987 0.9974 0.9999 10 0.0154 0.0182 0.0385 0.0049 0.0144 0.0174 0.042 0.0102 0.9987 0.9968 0.9999 11 0.0152 0.0175 0.0372 0.0046 0.0138 0.0165 0.0419 0.0116 0.9988 0.9965 0.9999 12 0.0149 0.0174 0.0365 0.0042 0.0135 0.0158 0.0373 0.008 0.9989 0.9974 0.9999 13 0.0147 0.0172 0.0363 0.0044 0.014 0.0152 0.036 0.0068 0.9989 0.9979 0.9999 14 0.0146 0.0167 0.035 0.0037 0.0138 0.0156 0.0362 0.0068 0.999 0.9981 1.0 15 0.0144 0.0165 0.0348 0.0039 0.0133 0.0155 0.0347 0.0059 0.999 0.9983 1.0 16 0.0143 0.0161 0.0339 0.0035 0.0137 0.0147 0.0343 0.0059 0.9991 0.9982 1.0 17 0.014 0.0161 0.0331 0.0031 0.0133 0.0151 0.0358 0.0075 0.9992 0.998 0.9999 18 0.0139 0.0156 0.033 0.0035 0.0128 0.0142 0.0334 0.0063 0.9991 0.9982 1.0 19 0.0137 0.0153 0.032 0.003 0.0127 0.0142 0.0341 0.0072 0.9992 0.998 1.0 20 0.0137 0.015 0.0313 0.0026 0.0127 0.0145 0.0347 0.0075 0.9994 0.9978 0.9999 21 0.0136 0.0151 0.0314 0.0026 0.0127 0.0138 0.0347 0.0082 0.9993 0.9976 0.9999 22 0.0136 0.0152 0.0318 0.0031 0.0125 0.0138 0.0323 0.006 0.9992 0.9982 1.0 23 0.0133 0.0144 0.0308 0.003 0.0126 0.0137 0.0395 0.0132 0.9992 0.9962 0.9999 24 0.0134 0.0146 0.031 0.0029 0.0122 0.0142 0.0385 0.0121 0.9993 0.9968 0.9999 25 0.0133 0.0146 0.031 0.0031 0.0126 0.0134 0.032 0.0061 0.9992 0.9981 1.0 26 0.0132 0.0143 0.0301 0.0026 0.0124 0.0127 0.0332 0.0081 0.9994 0.9976 1.0 27 0.0134 0.0143 0.031 0.0033 0.0119 0.0136 0.0313 0.0058 0.9992 0.9983 1.0 28 0.0131 0.0142 0.0304 0.0031 0.0122 0.0133 0.0307 0.0053 0.9993 0.9983 1.0 29 0.0131 0.014 0.0296 0.0024 0.0121 0.0129 0.0313 0.0062 0.9994 0.9983 1.0 30 0.013 0.0141 0.0297 0.0026 0.0123 0.0133 0.0361 0.0105 0.9994 0.997 0.9999 31 0.0131 0.014 0.0297 0.0026 0.0119 0.0132 0.0304 0.0054 0.9994 0.9984 1.0 32 0.0131 0.0141 0.0299 0.0027 0.0119 0.0127 0.0327 0.0081 0.9993 0.9976 0.9999 33 0.013 0.0135 0.029 0.0025 0.0119 0.0124 0.0352 0.0108 0.9994 0.9968 0.9999 34 0.0129 0.0137 0.0291 0.0026 0.0121 0.0126 0.0314 0.0066 0.9994 0.9978 1.0 35 0.0127 0.0135 0.0291 0.0029 0.012 0.0128 0.037 0.0122 0.9993 0.9964 0.9999 36 0.0128 0.0134 0.0284 0.0022 0.0119 0.0128 0.0313 0.0066 0.9995 0.9982 1.0 37 0.0127 0.0132 0.0281 0.0022 0.0118 0.0121 0.0309 0.0069 0.9995 0.9982 1.0 38 0.0127 0.0133 0.0284 0.0024 0.012 0.0123 0.0312 0.0069 0.9994 0.9981 1.0 39 0.0125 0.0132 0.0277 0.002 0.0116 0.0119 0.0325 0.0091 0.9995 0.9976 1.0 40 0.0126 0.0132 0.028 0.0022 0.012 0.012 0.0359 0.0119 0.9994 0.9968 0.9998 41 0.0125 0.0131 0.0278 0.0023 0.0116 0.0122 0.0305 0.0067 0.9994 0.9982 1.0 42 0.0128 0.0131 0.0283 0.0023 0.0118 0.0132 0.0329 0.0079 0.9994 0.9978 0.9999