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 0.0376 0.0535 0.1347 0.0436 0.0226 0.0333 0.075 0.0191 0.9833 0.9934 0.9998 1 0.0244 0.0319 0.075 0.0187 0.0215 0.026 0.0612 0.0136 0.9933 0.9956 0.9999 2 0.0208 0.0274 0.06 0.0119 0.0177 0.0253 0.0553 0.0123 0.9962 0.9958 0.9999 3 0.0188 0.0246 0.0535 0.0102 0.0164 0.0221 0.0469 0.0084 0.9971 0.9972 0.9999 4 0.0178 0.0231 0.0501 0.0092 0.0154 0.0208 0.0449 0.0087 0.9974 0.9974 0.9999 5 0.017 0.0215 0.0463 0.0078 0.0147 0.0194 0.042 0.008 0.9976 0.9975 0.9999 6 0.0164 0.0202 0.0434 0.0068 0.0151 0.0181 0.0417 0.0085 0.998 0.9976 0.9999 7 0.0161 0.0194 0.0419 0.0065 0.0143 0.0177 0.04 0.0079 0.998 0.9974 0.9999 8 0.0154 0.0185 0.0392 0.0052 0.0138 0.0171 0.0375 0.0066 0.9985 0.998 1.0 9 0.0158 0.0186 0.0412 0.0068 0.0145 0.0172 0.0397 0.008 0.998 0.9976 0.9999 10 0.015 0.0177 0.038 0.0053 0.0138 0.0167 0.038 0.0075 0.9983 0.9978 0.9999 11 0.0155 0.0178 0.0397 0.0065 0.0142 0.0163 0.037 0.0064 0.998 0.998 0.9999 12 0.0149 0.017 0.0369 0.005 0.0136 0.0162 0.038 0.0082 0.9986 0.9974 0.9999 13 0.0147 0.0167 0.0362 0.0048 0.0141 0.0162 0.0412 0.011 0.9986 0.9966 0.9999 14 0.0145 0.0165 0.0358 0.0048 0.0131 0.0154 0.0356 0.007 0.9986 0.998 0.9999 15 0.0143 0.0161 0.0344 0.004 0.0128 0.0171 0.0388 0.009 0.9988 0.9972 1.0 16 0.0141 0.0159 0.0342 0.0042 0.013 0.0148 0.0346 0.0068 0.9988 0.998 1.0 17 0.0139 0.0156 0.0334 0.0039 0.0126 0.0147 0.0346 0.0073 0.9988 0.9979 1.0 18 0.0141 0.0157 0.0341 0.0042 0.0128 0.0142 0.0346 0.0076 0.9989 0.9976 1.0 19 0.014 0.0153 0.0331 0.0039 0.0126 0.0155 0.0368 0.0087 0.9989 0.9971 1.0 20 0.0138 0.0155 0.0334 0.0041 0.0128 0.0139 0.0336 0.0069 0.9989 0.9979 0.9999 21 0.0137 0.0149 0.032 0.0034 0.0126 0.0149 0.0364 0.0089 0.9991 0.9973 1.0 22 0.0137 0.0148 0.0323 0.0038 0.0127 0.0138 0.0338 0.0073 0.999 0.9977 0.9999 23 0.0136 0.0148 0.0319 0.0035 0.0129 0.014 0.0336 0.0067 0.999 0.9981 0.9999 24 0.0133 0.0145 0.0309 0.0031 0.0126 0.0134 0.0373 0.0113 0.9992 0.9967 0.9999 25 0.0136 0.0145 0.0313 0.0032 0.013 0.0134 0.0329 0.0065 0.9991 0.9979 1.0 26 0.0133 0.0143 0.0305 0.0029 0.0128 0.0132 0.0322 0.0062 0.9992 0.998 1.0 27 0.0132 0.014 0.0304 0.0032 0.0124 0.0132 0.0309 0.0053 0.9992 0.9984 1.0 28 0.0132 0.014 0.0298 0.0026 0.0125 0.013 0.0324 0.0069 0.9993 0.9976 1.0 29 0.0133 0.0142 0.0304 0.0028 0.0123 0.0134 0.0322 0.0065 0.9993 0.9981 1.0 30 0.013 0.0137 0.0299 0.0031 0.0122 0.013 0.0322 0.007 0.9992 0.9978 1.0 31 0.0131 0.0138 0.0298 0.0029 0.0128 0.0127 0.0348 0.0093 0.9992 0.9972 0.9999 32 0.0131 0.0137 0.0298 0.003 0.0127 0.0125 0.0304 0.0052 0.9993 0.9985 1.0 33 0.013 0.0137 0.0297 0.003 0.0121 0.0126 0.0294 0.0048 0.9993 0.9984 1.0 34 0.0129 0.0136 0.0293 0.0028 0.0122 0.0134 0.0338 0.0082 0.9993 0.9974 1.0 35 0.013 0.0135 0.0292 0.0026 0.0117 0.0132 0.0318 0.0069 0.9994 0.998 0.9999 36 0.0129 0.0135 0.0293 0.0028 0.0123 0.0126 0.0306 0.0057 0.9993 0.9984 1.0 37 0.0129 0.0134 0.0292 0.0029 0.0119 0.0126 0.0285 0.004 0.9993 0.9988 1.0 38 0.013 0.0132 0.0289 0.0027 0.0121 0.0123 0.0314 0.007 0.9993 0.9978 1.0 39 0.0129 0.013 0.0282 0.0024 0.0119 0.0125 0.031 0.0067 0.9994 0.9978 1.0 40 0.013 0.0133 0.0291 0.0028 0.0119 0.0137 0.0325 0.0069 0.9993 0.9979 1.0 41 0.0126 0.0132 0.0287 0.0029 0.0118 0.0124 0.0319 0.0077 0.9992 0.9976 1.0 42 0.0127 0.0135 0.0291 0.0028 0.0122 0.0122 0.0394 0.0151 0.9992 0.9958 0.9998 43 0.0129 0.0132 0.0288 0.0028 0.0121 0.0133 0.0331 0.0078 0.9993 0.9978 1.0 44 0.0125 0.0131 0.0283 0.0028 0.0125 0.0121 0.0301 0.0054 0.9993 0.9984 1.0 45 0.0126 0.013 0.0277 0.0021 0.0118 0.0126 0.0307 0.0063 0.9994 0.998 1.0 46 0.0126 0.013 0.0282 0.0027 0.0117 0.0122 0.0333 0.0093 0.9993 0.9971 1.0 47 0.0125 0.0132 0.0284 0.0028 0.0119 0.0119 0.0314 0.0076 0.9994 0.9976 1.0 48 0.0126 0.0128 0.0283 0.0029 0.0118 0.0118 0.0324 0.0087 0.9993 0.9972 1.0 49 0.0124 0.0129 0.0275 0.0022 0.0118 0.0118 0.0364 0.0128 0.9994 0.9962 0.9999