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 0.1534 0.1712 1.1098 0.7853 0.0577 0.0771 0.4876 0.3528 0.9036 0.9826 0.9888 1 0.0381 0.0543 0.1227 0.0303 0.0339 0.0492 0.2792 0.1961 0.9902 0.9918 0.9962 2 0.0297 0.0416 0.0906 0.0192 0.0314 0.044 0.3084 0.233 0.9939 0.993 0.9965 3 0.0266 0.0361 0.0779 0.0152 0.0235 0.0308 0.1028 0.0485 0.9953 0.9949 0.9989 4 0.0251 0.0328 0.0702 0.0123 0.0221 0.0301 0.0928 0.0407 0.9965 0.9956 0.9986 5 0.0243 0.0302 0.0664 0.0119 0.0228 0.0345 0.0812 0.0238 0.9965 0.9956 0.9994 6 0.0237 0.0283 0.0622 0.0102 0.0202 0.0235 0.0573 0.0136 0.997 0.9955 0.9999 7 0.0227 0.0268 0.0584 0.0089 0.0191 0.0224 0.0556 0.0141 0.9975 0.996 0.9998 8 0.0221 0.026 0.0571 0.009 0.0194 0.0236 0.0564 0.0133 0.9975 0.997 0.9997 9 0.0216 0.0253 0.0555 0.0085 0.0192 0.0242 0.0563 0.0128 0.9977 0.9963 0.9998 10 0.0211 0.0243 0.0527 0.0073 0.0182 0.0259 0.0534 0.0093 0.998 0.9973 0.9999 11 0.0208 0.0234 0.0516 0.0073 0.0186 0.024 0.0565 0.0139 0.9982 0.9954 0.9998 12 0.0203 0.0232 0.0501 0.0066 0.0175 0.0209 0.0485 0.01 0.9982 0.9971 0.9999 13 0.02 0.0227 0.0494 0.0067 0.017 0.0199 0.0453 0.0084 0.9983 0.9974 0.9999 14 0.0197 0.0221 0.0479 0.006 0.0172 0.0189 0.0447 0.0086 0.9984 0.9972 0.9999 15 0.0192 0.0219 0.047 0.0059 0.0168 0.0195 0.0446 0.0082 0.9983 0.9974 0.9999 16 0.0192 0.0213 0.0464 0.0059 0.0167 0.0181 0.043 0.0082 0.9986 0.9977 0.9999 17 0.0188 0.021 0.0456 0.0057 0.0161 0.0184 0.0424 0.0079 0.9985 0.9978 0.9999 18 0.0185 0.0206 0.0445 0.0054 0.0166 0.022 0.0583 0.0197 0.9986 0.9938 0.9998 19 0.0184 0.0203 0.0438 0.0052 0.0156 0.017 0.0393 0.0067 0.9987 0.998 0.9999 20 0.0182 0.0201 0.0434 0.005 0.0155 0.0175 0.042 0.009 0.9987 0.9972 0.9999 21 0.0179 0.02 0.0426 0.0047 0.0152 0.0172 0.0421 0.0097 0.9988 0.9974 0.9999 22 0.0179 0.0198 0.0426 0.0048 0.0155 0.0173 0.0402 0.0074 0.9988 0.9977 0.9999 23 0.0176 0.0194 0.042 0.0051 0.0162 0.0169 0.0422 0.0092 0.9987 0.9971 0.9999 24 0.0175 0.019 0.0412 0.0047 0.015 0.0167 0.0407 0.0089 0.9987 0.9975 0.9999 25 0.0171 0.0188 0.0396 0.0036 0.0149 0.0172 0.04 0.0078 0.9991 0.9977 0.9999 26 0.017 0.0186 0.0399 0.0044 0.016 0.0163 0.0395 0.0072 0.999 0.9978 0.9999 27 0.017 0.0184 0.0397 0.0044 0.0149 0.0167 0.0395 0.0079 0.9989 0.9977 0.9999 28 0.0167 0.0181 0.0393 0.0045 0.0146 0.016 0.0387 0.0081 0.9989 0.9977 0.9999 29 0.0167 0.0182 0.0392 0.0044 0.0143 0.0159 0.043 0.0128 0.999 0.9958 0.9999 30 0.0165 0.0181 0.0385 0.0039 0.0144 0.0157 0.0728 0.0426 0.999 0.9877 0.9997 31 0.0165 0.0177 0.0384 0.0042 0.0147 0.016 0.0501 0.0195 0.999 0.994 0.9998 32 0.0161 0.0178 0.0379 0.004 0.0143 0.0162 0.0402 0.0097 0.999 0.9974 0.9999 33 0.016 0.0174 0.0366 0.0033 0.0144 0.0156 0.0395 0.0096 0.9991 0.9972 0.9999 34 0.0162 0.0174 0.0373 0.0037 0.0138 0.0153 0.0381 0.009 0.9991 0.9974 0.9999 35 0.016 0.0173 0.0369 0.0036 0.0139 0.0177 0.0375 0.006 0.9991 0.9983 0.9999 36 0.0159 0.017 0.0359 0.0031 0.0144 0.0157 0.0407 0.0107 0.9992 0.9974 0.9998 37 0.0159 0.0171 0.0369 0.0039 0.0142 0.0146 0.0481 0.0192 0.9991 0.9944 0.9999 38 0.0157 0.017 0.0361 0.0034 0.0136 0.0162 0.0399 0.01 0.9992 0.9972 0.9999 39 0.0156 0.0168 0.036 0.0036 0.0135 0.0146 0.04 0.0119 0.9991 0.9965 0.9999 40 0.0154 0.0166 0.0353 0.0033 0.0137 0.015 0.0358 0.0071 0.9993 0.9977 0.9999 41 0.0155 0.0165 0.0353 0.0033 0.0137 0.015 0.0363 0.0076 0.9992 0.998 0.9999 42 0.0153 0.0163 0.0346 0.003 0.0162 0.0145 0.0419 0.0112 0.9993 0.9962 0.9999 43 0.0154 0.0166 0.0354 0.0034 0.0138 0.0143 0.0384 0.0103 0.9992 0.9969 0.9999 44 0.0151 0.0162 0.0348 0.0035 0.0145 0.0144 0.0424 0.0135 0.9992 0.996 0.9999 45 0.0154 0.0161 0.0349 0.0034 0.0129 0.0149 0.0371 0.0093 0.9993 0.9971 0.9999 46 0.0153 0.0161 0.0351 0.0036 0.0137 0.0143 0.0401 0.0121 0.9992 0.9962 0.9999 47 0.015 0.0159 0.0336 0.0026 0.0136 0.0142 0.0348 0.007 0.9994 0.9978 0.9999 48 0.015 0.0159 0.0341 0.0032 0.013 0.0143 0.0348 0.0075 0.9992 0.9978 0.9999 49 0.0151 0.0159 0.0342 0.0033 0.0137 0.0139 0.0375 0.01 0.9992 0.9969 0.9999