log_1100.txt

Training resumed
Epoch: 1101 Generator Loss: 16.8894 Discriminator Loss: 0.07812511920928955, Time: 32.52
Epoch: 1102 Generator Loss: 17.5803 Discriminator Loss: 0.07812514901161194, Time: 29.60
Epoch: 1103 Generator Loss: 17.0334 Discriminator Loss: 0.07812634110450745, Time: 29.71
Epoch: 1104 Generator Loss: 18.2588 Discriminator Loss: 0.07812504470348358, Time: 29.47
Epoch: 1105 Generator Loss: 17.8127 Discriminator Loss: 0.07812505215406418, Time: 29.47
Epoch: 1106 Generator Loss: 17.9380 Discriminator Loss: 0.07812511175870895, Time: 29.48
Epoch: 1107 Generator Loss: 17.7959 Discriminator Loss: 0.07812504470348358, Time: 29.48
Epoch: 1108 Generator Loss: 18.0509 Discriminator Loss: 0.07812502980232239, Time: 29.47
Epoch: 1109 Generator Loss: 18.8578 Discriminator Loss: 0.07812502980232239, Time: 29.48
Epoch: 1110 Generator Loss: 16.8895 Discriminator Loss: 0.07812502235174179, Time: 29.48
Epoch: 1111 Generator Loss: 18.6372 Discriminator Loss: 0.0781250149011612, Time: 29.73
Epoch: 1112 Generator Loss: 18.0640 Discriminator Loss: 0.0781250149011612, Time: 30.35
Epoch: 1113 Generator Loss: 17.8430 Discriminator Loss: 0.07812502980232239, Time: 31.55
Epoch: 1114 Generator Loss: 17.4059 Discriminator Loss: 0.0781250149011612, Time: 31.46
Epoch: 1115 Generator Loss: 17.7274 Discriminator Loss: 0.0781250149011612, Time: 29.62
Epoch: 1116 Generator Loss: 16.5500 Discriminator Loss: 0.0781250149011612, Time: 29.51
Epoch: 1117 Generator Loss: 17.6487 Discriminator Loss: 0.0781250149011612, Time: 29.52
Epoch: 1118 Generator Loss: 17.8725 Discriminator Loss: 0.0781250149011612, Time: 29.52
Epoch: 1119 Generator Loss: 16.5731 Discriminator Loss: 0.0781250149011612, Time: 29.51
Epoch: 1120 Generator Loss: 18.2079 Discriminator Loss: 0.0781250149011612, Time: 29.51
Epoch: 1121 Generator Loss: 18.0450 Discriminator Loss: 0.0781250149011612, Time: 29.51
Epoch: 1122 Generator Loss: 18.3290 Discriminator Loss: 0.0781250149011612, Time: 29.50
Epoch: 1123 Generator Loss: 17.0062 Discriminator Loss: 0.07812503725290298, Time: 29.52
Epoch: 1124 Generator Loss: 18.0451 Discriminator Loss: 0.07812505960464478, Time: 29.51
Epoch: 1125 Generator Loss: 17.5882 Discriminator Loss: 0.07812504470348358, Time: 29.51
Epoch: 1126 Generator Loss: 17.6192 Discriminator Loss: 0.07812502980232239, Time: 29.51
Epoch: 1127 Generator Loss: 18.6611 Discriminator Loss: 0.0781250149011612, Time: 29.51
Epoch: 1128 Generator Loss: 16.0688 Discriminator Loss: 0.078125, Time: 29.51
Epoch: 1129 Generator Loss: 17.1225 Discriminator Loss: 0.0781250149011612, Time: 29.51
Epoch: 1130 Generator Loss: 18.0542 Discriminator Loss: 0.07812507450580597, Time: 29.51
Epoch: 1131 Generator Loss: 17.8182 Discriminator Loss: 0.0781250149011612, Time: 29.52
Epoch: 1132 Generator Loss: 17.2772 Discriminator Loss: 0.078125, Time: 29.52
Epoch: 1133 Generator Loss: 18.2157 Discriminator Loss: 0.078125, Time: 29.51
Epoch: 1134 Generator Loss: 17.2551 Discriminator Loss: 0.0781250074505806, Time: 29.51
Epoch: 1135 Generator Loss: 18.6939 Discriminator Loss: 0.078125, Time: 29.52
Epoch: 1136 Generator Loss: 18.3915 Discriminator Loss: 0.078125, Time: 29.52
Epoch: 1137 Generator Loss: 18.9904 Discriminator Loss: 0.078125, Time: 29.52
Epoch: 1138 Generator Loss: 17.0945 Discriminator Loss: 0.078125, Time: 29.52
Epoch: 1139 Generator Loss: 17.1740 Discriminator Loss: 0.078125, Time: 29.44
Epoch: 1140 Generator Loss: 18.5258 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1141 Generator Loss: 18.1647 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1142 Generator Loss: 18.0727 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1143 Generator Loss: 17.3342 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1144 Generator Loss: 17.5569 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1145 Generator Loss: 17.3985 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1146 Generator Loss: 17.2597 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1147 Generator Loss: 16.7618 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1148 Generator Loss: 18.2332 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1149 Generator Loss: 17.4504 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1150 Generator Loss: 17.2606 Discriminator Loss: 0.0781250074505806, Time: 29.38
Epoch: 1151 Generator Loss: 18.7228 Discriminator Loss: 0.0781250149011612, Time: 29.38
Epoch: 1152 Generator Loss: 18.6317 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1153 Generator Loss: 18.6695 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1154 Generator Loss: 16.6124 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1155 Generator Loss: 16.3800 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1156 Generator Loss: 18.5702 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1157 Generator Loss: 17.8808 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1158 Generator Loss: 17.9144 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1159 Generator Loss: 16.6946 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1160 Generator Loss: 18.0103 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1161 Generator Loss: 17.1860 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1162 Generator Loss: 17.9520 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1163 Generator Loss: 17.1728 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1164 Generator Loss: 17.1524 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1165 Generator Loss: 17.8153 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1166 Generator Loss: 18.4866 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1167 Generator Loss: 17.5649 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1168 Generator Loss: 18.0357 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1169 Generator Loss: 18.6643 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1170 Generator Loss: 17.8381 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1171 Generator Loss: 16.7109 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1172 Generator Loss: 17.5363 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1173 Generator Loss: 18.1297 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1174 Generator Loss: 16.8356 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1175 Generator Loss: 17.4947 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1176 Generator Loss: 17.1272 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1177 Generator Loss: 18.5129 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1178 Generator Loss: 18.5580 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1179 Generator Loss: 18.3021 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1180 Generator Loss: 17.7919 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1181 Generator Loss: 17.9028 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1182 Generator Loss: 17.6996 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1183 Generator Loss: 18.7908 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1184 Generator Loss: 18.0374 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1185 Generator Loss: 16.6897 Discriminator Loss: 0.0781250074505806, Time: 29.39
Epoch: 1186 Generator Loss: 17.4094 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1187 Generator Loss: 16.0200 Discriminator Loss: 0.0781250074505806, Time: 29.38
Epoch: 1188 Generator Loss: 17.6168 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1189 Generator Loss: 18.1170 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1190 Generator Loss: 16.7801 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1191 Generator Loss: 17.8372 Discriminator Loss: 0.07812509685754776, Time: 29.38
Epoch: 1192 Generator Loss: 17.6343 Discriminator Loss: 0.07812522351741791, Time: 29.39
Epoch: 1193 Generator Loss: 18.7912 Discriminator Loss: 0.07812502980232239, Time: 29.39
Epoch: 1194 Generator Loss: 19.2509 Discriminator Loss: 0.07816184312105179, Time: 29.39
Epoch: 1195 Generator Loss: 18.3345 Discriminator Loss: 0.07812510430812836, Time: 29.39
Epoch: 1196 Generator Loss: 18.5509 Discriminator Loss: 0.07812504470348358, Time: 29.39
Epoch: 1197 Generator Loss: 17.1356 Discriminator Loss: 0.07812680304050446, Time: 29.38
Epoch: 1198 Generator Loss: 18.0893 Discriminator Loss: 0.07812502980232239, Time: 29.39
Epoch: 1199 Generator Loss: 17.7163 Discriminator Loss: 0.07812502980232239, Time: 29.40
Epoch: 1200 Generator Loss: 17.4380 Discriminator Loss: 0.07812502980232239, Time: 29.39
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
/home/pritish/CCPP/Voice-Conversion-GAN/preprocess.py:114: RuntimeWarning: divide by zero encountered in log
  std_log_src * std_log_target + mean_log_target)
Generating Validation Data A from B...
Time taken for validation Set: 97.38403630256653
Epoch: 1201 Generator Loss: 18.3589 Discriminator Loss: 0.07812505215406418, Time: 29.34
Epoch: 1202 Generator Loss: 18.8048 Discriminator Loss: 0.07812504470348358, Time: 29.34
Epoch: 1203 Generator Loss: 17.8024 Discriminator Loss: 0.0781250149011612, Time: 29.35
Epoch: 1204 Generator Loss: 18.2413 Discriminator Loss: 0.07812502235174179, Time: 29.35
Epoch: 1205 Generator Loss: 17.6564 Discriminator Loss: 0.0781250149011612, Time: 29.35
Epoch: 1206 Generator Loss: 16.6903 Discriminator Loss: 0.07812502235174179, Time: 29.37
Epoch: 1207 Generator Loss: 16.6979 Discriminator Loss: 0.0781250074505806, Time: 29.37
Epoch: 1208 Generator Loss: 17.5062 Discriminator Loss: 0.0781250149011612, Time: 29.38
Epoch: 1209 Generator Loss: 16.9222 Discriminator Loss: 0.07812502235174179, Time: 29.39
Epoch: 1210 Generator Loss: 18.0471 Discriminator Loss: 0.07812502235174179, Time: 29.38
Epoch: 1211 Generator Loss: 16.6272 Discriminator Loss: 0.078125, Time: 29.77
Epoch: 1212 Generator Loss: 16.5996 Discriminator Loss: 0.078125, Time: 30.03
Epoch: 1213 Generator Loss: 16.7310 Discriminator Loss: 0.078125, Time: 30.38
Epoch: 1214 Generator Loss: 16.2514 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1215 Generator Loss: 17.9933 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1216 Generator Loss: 18.6798 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1217 Generator Loss: 17.8642 Discriminator Loss: 0.07812504470348358, Time: 29.38
Epoch: 1218 Generator Loss: 18.5411 Discriminator Loss: 0.0781250074505806, Time: 29.37
Epoch: 1219 Generator Loss: 17.7637 Discriminator Loss: 0.07812502980232239, Time: 29.35
Epoch: 1220 Generator Loss: 19.3848 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1221 Generator Loss: 16.6783 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1222 Generator Loss: 17.8498 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1223 Generator Loss: 18.2120 Discriminator Loss: 0.0781250074505806, Time: 29.36
Epoch: 1224 Generator Loss: 18.3750 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1225 Generator Loss: 17.6234 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1226 Generator Loss: 17.5689 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1227 Generator Loss: 18.2043 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1228 Generator Loss: 17.7515 Discriminator Loss: 0.0781250074505806, Time: 29.37
Epoch: 1229 Generator Loss: 17.9595 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1230 Generator Loss: 17.6008 Discriminator Loss: 0.0781250074505806, Time: 29.37
Epoch: 1231 Generator Loss: 17.2250 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1232 Generator Loss: 16.6699 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1233 Generator Loss: 16.5923 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1234 Generator Loss: 17.4015 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1235 Generator Loss: 16.5558 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1236 Generator Loss: 16.6325 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1237 Generator Loss: 16.3673 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1238 Generator Loss: 17.5507 Discriminator Loss: 0.07812520116567612, Time: 29.37
Epoch: 1239 Generator Loss: 17.3197 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1240 Generator Loss: 18.6548 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1241 Generator Loss: 17.7949 Discriminator Loss: 0.07812502980232239, Time: 29.37
Epoch: 1242 Generator Loss: 18.3906 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1243 Generator Loss: 16.7799 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1244 Generator Loss: 17.6811 Discriminator Loss: 0.0781250074505806, Time: 29.38
Epoch: 1245 Generator Loss: 17.5845 Discriminator Loss: 0.07812508940696716, Time: 29.38
Epoch: 1246 Generator Loss: 17.3469 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1247 Generator Loss: 17.6579 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1248 Generator Loss: 17.7613 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1249 Generator Loss: 17.9937 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1250 Generator Loss: 16.9943 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1251 Generator Loss: 17.3787 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1252 Generator Loss: 17.8817 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1253 Generator Loss: 17.4773 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1254 Generator Loss: 17.4990 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1255 Generator Loss: 17.6576 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1256 Generator Loss: 17.4611 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1257 Generator Loss: 17.1051 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1258 Generator Loss: 18.2222 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1259 Generator Loss: 18.1947 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1260 Generator Loss: 19.5924 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1261 Generator Loss: 17.9934 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1262 Generator Loss: 16.0523 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1263 Generator Loss: 18.5494 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1264 Generator Loss: 16.6758 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1265 Generator Loss: 16.5422 Discriminator Loss: 0.0781250149011612, Time: 29.38
Epoch: 1266 Generator Loss: 16.9296 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1267 Generator Loss: 17.7891 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1268 Generator Loss: 18.4995 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1269 Generator Loss: 17.7122 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1270 Generator Loss: 19.8445 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1271 Generator Loss: 17.6584 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1272 Generator Loss: 17.9918 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1273 Generator Loss: 17.5845 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1274 Generator Loss: 17.0471 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1275 Generator Loss: 16.7160 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1276 Generator Loss: 18.0304 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1277 Generator Loss: 17.8079 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1278 Generator Loss: 17.7445 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1279 Generator Loss: 16.8072 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1280 Generator Loss: 17.0759 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1281 Generator Loss: 17.5465 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1282 Generator Loss: 17.1875 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1283 Generator Loss: 18.6663 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1284 Generator Loss: 19.5087 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1285 Generator Loss: 17.4723 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1286 Generator Loss: 18.7630 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1287 Generator Loss: 17.2690 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1288 Generator Loss: 17.9380 Discriminator Loss: 0.0781250149011612, Time: 29.38
Epoch: 1289 Generator Loss: 17.6415 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1290 Generator Loss: 19.6322 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1291 Generator Loss: 16.7219 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1292 Generator Loss: 16.9162 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1293 Generator Loss: 17.6399 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1294 Generator Loss: 18.0314 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1295 Generator Loss: 18.7304 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1296 Generator Loss: 17.4164 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1297 Generator Loss: 17.9226 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1298 Generator Loss: 17.6732 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1299 Generator Loss: 17.1436 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1300 Generator Loss: 16.9129 Discriminator Loss: 0.078125, Time: 29.37
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 95.00544595718384
Epoch: 1301 Generator Loss: 18.0515 Discriminator Loss: 0.078125, Time: 29.31
Epoch: 1302 Generator Loss: 17.9511 Discriminator Loss: 0.078125, Time: 29.33
Epoch: 1303 Generator Loss: 18.3118 Discriminator Loss: 0.078125, Time: 29.33
Epoch: 1304 Generator Loss: 17.8514 Discriminator Loss: 0.0781250149011612, Time: 29.34
Epoch: 1305 Generator Loss: 17.2257 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1306 Generator Loss: 17.3190 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1307 Generator Loss: 16.6002 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1308 Generator Loss: 17.9635 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1309 Generator Loss: 18.0335 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1310 Generator Loss: 18.6612 Discriminator Loss: 0.0781254842877388, Time: 29.38
Epoch: 1311 Generator Loss: 17.5020 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1312 Generator Loss: 17.3916 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1313 Generator Loss: 17.6765 Discriminator Loss: 0.07812508940696716, Time: 29.39
Epoch: 1314 Generator Loss: 18.7129 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1315 Generator Loss: 16.1298 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1316 Generator Loss: 18.3365 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1317 Generator Loss: 16.6944 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1318 Generator Loss: 16.9837 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1319 Generator Loss: 17.4081 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1320 Generator Loss: 17.3115 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1321 Generator Loss: 16.6873 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1322 Generator Loss: 17.0075 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1323 Generator Loss: 17.5725 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1324 Generator Loss: 18.5748 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1325 Generator Loss: 16.3600 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1326 Generator Loss: 16.7618 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1327 Generator Loss: 17.7638 Discriminator Loss: 0.0781250074505806, Time: 29.38
Epoch: 1328 Generator Loss: 18.1320 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1329 Generator Loss: 17.3322 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1330 Generator Loss: 18.2366 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1331 Generator Loss: 18.6582 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1332 Generator Loss: 17.0411 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1333 Generator Loss: 17.7920 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1334 Generator Loss: 16.4112 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1335 Generator Loss: 17.2448 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1336 Generator Loss: 16.3093 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1337 Generator Loss: 18.0335 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1338 Generator Loss: 16.8629 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1339 Generator Loss: 18.0968 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1340 Generator Loss: 17.8067 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1341 Generator Loss: 16.2525 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1342 Generator Loss: 16.7079 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1343 Generator Loss: 16.4291 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1344 Generator Loss: 18.7554 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1345 Generator Loss: 17.4255 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1346 Generator Loss: 17.7734 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1347 Generator Loss: 19.4051 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1348 Generator Loss: 17.0136 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1349 Generator Loss: 19.4243 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1350 Generator Loss: 16.9066 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1351 Generator Loss: 18.1921 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1352 Generator Loss: 17.8205 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1353 Generator Loss: 17.5484 Discriminator Loss: 0.0781250149011612, Time: 29.38
Epoch: 1354 Generator Loss: 17.8737 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1355 Generator Loss: 17.5840 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1356 Generator Loss: 17.7839 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1357 Generator Loss: 20.6481 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1358 Generator Loss: 16.1007 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1359 Generator Loss: 18.1961 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1360 Generator Loss: 17.8308 Discriminator Loss: 0.078125, Time: 29.38
Epoch: 1361 Generator Loss: 16.4263 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1362 Generator Loss: 17.5206 Discriminator Loss: 0.078125, Time: 29.89
Epoch: 1363 Generator Loss: 17.6276 Discriminator Loss: 0.078125, Time: 30.63
Epoch: 1364 Generator Loss: 16.9473 Discriminator Loss: 0.078125, Time: 29.45
Epoch: 1365 Generator Loss: 17.9338 Discriminator Loss: 0.078125, Time: 29.39
Epoch: 1366 Generator Loss: 17.5048 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1367 Generator Loss: 17.6001 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1368 Generator Loss: 19.0693 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1369 Generator Loss: 17.4056 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1370 Generator Loss: 16.9839 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1371 Generator Loss: 16.5618 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1372 Generator Loss: 16.8757 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1373 Generator Loss: 17.3006 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1374 Generator Loss: 17.6620 Discriminator Loss: 0.078125, Time: 29.65
Epoch: 1375 Generator Loss: 17.0347 Discriminator Loss: 0.078125, Time: 29.54
Epoch: 1376 Generator Loss: 18.4596 Discriminator Loss: 0.078125, Time: 30.16
Epoch: 1377 Generator Loss: 18.6206 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1378 Generator Loss: 16.9212 Discriminator Loss: 0.0781250074505806, Time: 29.34
Epoch: 1379 Generator Loss: 17.7540 Discriminator Loss: 0.078125, Time: 29.34
Epoch: 1380 Generator Loss: 18.6919 Discriminator Loss: 0.078125, Time: 29.34
Epoch: 1381 Generator Loss: 17.5407 Discriminator Loss: 0.078125, Time: 29.35
Epoch: 1382 Generator Loss: 16.9958 Discriminator Loss: 0.078125, Time: 29.34
Epoch: 1383 Generator Loss: 16.7493 Discriminator Loss: 0.078125, Time: 29.34
Epoch: 1384 Generator Loss: 17.3377 Discriminator Loss: 0.078125, Time: 29.34
Epoch: 1385 Generator Loss: 18.1210 Discriminator Loss: 0.078125, Time: 29.34
Epoch: 1386 Generator Loss: 16.9449 Discriminator Loss: 0.0781250149011612, Time: 29.37
Epoch: 1387 Generator Loss: 17.7503 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1388 Generator Loss: 15.5502 Discriminator Loss: 0.0781250074505806, Time: 29.37
Epoch: 1389 Generator Loss: 18.3019 Discriminator Loss: 0.078125, Time: 29.44
Epoch: 1390 Generator Loss: 18.0447 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1391 Generator Loss: 16.4076 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1392 Generator Loss: 18.0438 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1393 Generator Loss: 17.2844 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1394 Generator Loss: 17.4787 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1395 Generator Loss: 18.1239 Discriminator Loss: 0.07812507450580597, Time: 29.36
Epoch: 1396 Generator Loss: 16.9515 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1397 Generator Loss: 16.3489 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1398 Generator Loss: 17.3589 Discriminator Loss: 0.078125, Time: 29.37
Epoch: 1399 Generator Loss: 18.1844 Discriminator Loss: 0.078125, Time: 29.36
Epoch: 1400 Generator Loss: 18.3381 Discriminator Loss: 0.078125, Time: 29.37
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 109.64282894134521
Epoch: 1401 Generator Loss: 16.6917 Discriminator Loss: 0.07812567800283432, Time: 31.19
Epoch: 1402 Generator Loss: 17.1468 Discriminator Loss: 0.0781250149011612, Time: 31.24
Epoch: 1403 Generator Loss: 18.8949 Discriminator Loss: 0.0781250074505806, Time: 31.28
Epoch: 1404 Generator Loss: 17.9314 Discriminator Loss: 0.078125, Time: 32.07
Epoch: 1405 Generator Loss: 17.7082 Discriminator Loss: 0.07812511920928955, Time: 32.20
Epoch: 1406 Generator Loss: 19.2571 Discriminator Loss: 0.078125, Time: 31.84
Epoch: 1407 Generator Loss: 18.6537 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1408 Generator Loss: 17.5064 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1409 Generator Loss: 16.2932 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1410 Generator Loss: 18.4304 Discriminator Loss: 0.0781250149011612, Time: 31.30
Epoch: 1411 Generator Loss: 16.5972 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1412 Generator Loss: 17.3188 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1413 Generator Loss: 17.6695 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1414 Generator Loss: 17.5830 Discriminator Loss: 0.0781250074505806, Time: 31.30
Epoch: 1415 Generator Loss: 17.4769 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1416 Generator Loss: 17.7126 Discriminator Loss: 0.0781250074505806, Time: 31.31
Epoch: 1417 Generator Loss: 16.9393 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1418 Generator Loss: 17.9027 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1419 Generator Loss: 17.4200 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 1420 Generator Loss: 16.9893 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1421 Generator Loss: 17.4996 Discriminator Loss: 0.0781250149011612, Time: 31.31
Epoch: 1422 Generator Loss: 17.4113 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1423 Generator Loss: 18.2961 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1424 Generator Loss: 16.8033 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1425 Generator Loss: 17.7257 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1426 Generator Loss: 17.4959 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1427 Generator Loss: 18.2756 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1428 Generator Loss: 17.6791 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1429 Generator Loss: 18.2180 Discriminator Loss: 0.07812502980232239, Time: 31.29
Epoch: 1430 Generator Loss: 17.3578 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1431 Generator Loss: 17.2566 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1432 Generator Loss: 17.5059 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1433 Generator Loss: 19.0617 Discriminator Loss: 0.0781250074505806, Time: 31.29
Epoch: 1434 Generator Loss: 18.3508 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1435 Generator Loss: 18.2554 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1436 Generator Loss: 16.4387 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1437 Generator Loss: 18.0982 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1438 Generator Loss: 18.0663 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1439 Generator Loss: 17.2138 Discriminator Loss: 0.07812505960464478, Time: 31.27
Epoch: 1440 Generator Loss: 17.8039 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1441 Generator Loss: 18.0516 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1442 Generator Loss: 18.1805 Discriminator Loss: 0.07812506705522537, Time: 31.29
Epoch: 1443 Generator Loss: 18.5289 Discriminator Loss: 0.0781250149011612, Time: 31.29
Epoch: 1444 Generator Loss: 18.1296 Discriminator Loss: 0.07812502980232239, Time: 31.29
Epoch: 1445 Generator Loss: 18.0861 Discriminator Loss: 0.07812502235174179, Time: 31.29
Epoch: 1446 Generator Loss: 17.2126 Discriminator Loss: 0.0781250149011612, Time: 31.28
Epoch: 1447 Generator Loss: 18.1004 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1448 Generator Loss: 17.7476 Discriminator Loss: 0.0781250149011612, Time: 31.29
Epoch: 1449 Generator Loss: 17.1436 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1450 Generator Loss: 17.1183 Discriminator Loss: 0.0781250074505806, Time: 31.29
Epoch: 1451 Generator Loss: 16.4176 Discriminator Loss: 0.0781250149011612, Time: 31.28
Epoch: 1452 Generator Loss: 16.4239 Discriminator Loss: 0.0781250074505806, Time: 31.29
Epoch: 1453 Generator Loss: 17.7003 Discriminator Loss: 0.0781250074505806, Time: 31.29
Epoch: 1454 Generator Loss: 17.2203 Discriminator Loss: 0.0781250074505806, Time: 31.28
Epoch: 1455 Generator Loss: 16.1799 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1456 Generator Loss: 16.7546 Discriminator Loss: 0.0781250149011612, Time: 31.27
Epoch: 1457 Generator Loss: 16.2775 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1458 Generator Loss: 18.3887 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1459 Generator Loss: 16.2605 Discriminator Loss: 0.0781250074505806, Time: 31.27
Epoch: 1460 Generator Loss: 17.4350 Discriminator Loss: 0.0781250074505806, Time: 31.27
Epoch: 1461 Generator Loss: 17.5650 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1462 Generator Loss: 19.6094 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1463 Generator Loss: 19.0968 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1464 Generator Loss: 18.7670 Discriminator Loss: 0.0781250074505806, Time: 31.28
Epoch: 1465 Generator Loss: 18.3303 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1466 Generator Loss: 18.5758 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1467 Generator Loss: 17.3568 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1468 Generator Loss: 19.0491 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1469 Generator Loss: 17.4512 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1470 Generator Loss: 17.7442 Discriminator Loss: 0.0781250149011612, Time: 31.27
Epoch: 1471 Generator Loss: 17.1861 Discriminator Loss: 0.0781250149011612, Time: 31.29
Epoch: 1472 Generator Loss: 17.8122 Discriminator Loss: 0.0781250074505806, Time: 31.28
Epoch: 1473 Generator Loss: 16.5549 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1474 Generator Loss: 18.8805 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1475 Generator Loss: 18.0336 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1476 Generator Loss: 19.4178 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1477 Generator Loss: 17.6537 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1478 Generator Loss: 15.3634 Discriminator Loss: 0.0781250149011612, Time: 31.29
Epoch: 1479 Generator Loss: 19.1503 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1480 Generator Loss: 17.3605 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1481 Generator Loss: 17.4538 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1482 Generator Loss: 16.8429 Discriminator Loss: 0.0781250149011612, Time: 31.27
Epoch: 1483 Generator Loss: 18.8637 Discriminator Loss: 0.0781250149011612, Time: 31.28
Epoch: 1484 Generator Loss: 18.3865 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1485 Generator Loss: 16.2086 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1486 Generator Loss: 15.1112 Discriminator Loss: 0.0781250074505806, Time: 31.27
Epoch: 1487 Generator Loss: 16.8920 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 1488 Generator Loss: 16.4390 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1489 Generator Loss: 18.2587 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1490 Generator Loss: 17.5434 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1491 Generator Loss: 17.4920 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1492 Generator Loss: 18.2935 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1493 Generator Loss: 17.9207 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1494 Generator Loss: 18.3499 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1495 Generator Loss: 18.2427 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1496 Generator Loss: 17.0683 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1497 Generator Loss: 16.7156 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1498 Generator Loss: 18.8685 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1499 Generator Loss: 17.1735 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1500 Generator Loss: 18.0031 Discriminator Loss: 0.078125, Time: 31.29
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.46725463867188
Epoch: 1501 Generator Loss: 17.5854 Discriminator Loss: 0.078125, Time: 32.14
Epoch: 1502 Generator Loss: 18.1399 Discriminator Loss: 0.078125, Time: 32.13
Epoch: 1503 Generator Loss: 17.3790 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 1504 Generator Loss: 17.3784 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1505 Generator Loss: 17.0529 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1506 Generator Loss: 16.2402 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1507 Generator Loss: 18.0151 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1508 Generator Loss: 16.8205 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1509 Generator Loss: 16.9863 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1510 Generator Loss: 17.7503 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1511 Generator Loss: 17.5009 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1512 Generator Loss: 17.4178 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1513 Generator Loss: 17.6151 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1514 Generator Loss: 18.1500 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1515 Generator Loss: 15.9388 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1516 Generator Loss: 17.2407 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1517 Generator Loss: 18.2312 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1518 Generator Loss: 16.8339 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1519 Generator Loss: 16.6681 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1520 Generator Loss: 18.9742 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1521 Generator Loss: 17.8831 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1522 Generator Loss: 18.5440 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1523 Generator Loss: 18.2044 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1524 Generator Loss: 16.2882 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1525 Generator Loss: 17.2271 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 1526 Generator Loss: 17.8243 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1527 Generator Loss: 17.4496 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1528 Generator Loss: 16.8248 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1529 Generator Loss: 17.5888 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1530 Generator Loss: 18.0534 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1531 Generator Loss: 17.3228 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 1532 Generator Loss: 17.9055 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1533 Generator Loss: 17.9096 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1534 Generator Loss: 18.0827 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1535 Generator Loss: 18.4417 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1536 Generator Loss: 17.7454 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1537 Generator Loss: 17.5042 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1538 Generator Loss: 16.9926 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1539 Generator Loss: 17.2954 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1540 Generator Loss: 18.1025 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1541 Generator Loss: 16.9295 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1542 Generator Loss: 17.5492 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1543 Generator Loss: 18.6054 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1544 Generator Loss: 16.2637 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1545 Generator Loss: 17.9973 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1546 Generator Loss: 16.9303 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1547 Generator Loss: 17.0768 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1548 Generator Loss: 17.3133 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1549 Generator Loss: 18.0592 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1550 Generator Loss: 18.0454 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1551 Generator Loss: 17.4726 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1552 Generator Loss: 17.3118 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1553 Generator Loss: 17.4604 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1554 Generator Loss: 17.2236 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1555 Generator Loss: 17.5607 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1556 Generator Loss: 18.2185 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1557 Generator Loss: 16.2086 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1558 Generator Loss: 17.4380 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1559 Generator Loss: 17.5908 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1560 Generator Loss: 16.0504 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1561 Generator Loss: 18.0531 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1562 Generator Loss: 16.6210 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1563 Generator Loss: 17.0823 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1564 Generator Loss: 17.6505 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1565 Generator Loss: 17.4736 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1566 Generator Loss: 17.9347 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1567 Generator Loss: 17.1057 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 1568 Generator Loss: 17.0540 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1569 Generator Loss: 17.1188 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1570 Generator Loss: 16.4672 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1571 Generator Loss: 17.5236 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1572 Generator Loss: 18.0135 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1573 Generator Loss: 15.3275 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1574 Generator Loss: 16.8703 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1575 Generator Loss: 16.1898 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1576 Generator Loss: 16.5918 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1577 Generator Loss: 18.1506 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1578 Generator Loss: 18.2397 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1579 Generator Loss: 16.5821 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1580 Generator Loss: 15.2923 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1581 Generator Loss: 18.5439 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1582 Generator Loss: 16.9449 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1583 Generator Loss: 17.6701 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1584 Generator Loss: 17.6794 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1585 Generator Loss: 17.7035 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1586 Generator Loss: 16.7814 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1587 Generator Loss: 15.6540 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1588 Generator Loss: 16.9391 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1589 Generator Loss: 16.2660 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1590 Generator Loss: 17.0499 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1591 Generator Loss: 18.0065 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1592 Generator Loss: 17.5275 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1593 Generator Loss: 17.0721 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1594 Generator Loss: 17.2514 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1595 Generator Loss: 18.0764 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1596 Generator Loss: 16.8261 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1597 Generator Loss: 17.8350 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1598 Generator Loss: 17.3128 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1599 Generator Loss: 16.2419 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1600 Generator Loss: 17.4541 Discriminator Loss: 0.078125, Time: 31.25
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.53671073913574
Epoch: 1601 Generator Loss: 16.8226 Discriminator Loss: 0.078125, Time: 31.16
Epoch: 1602 Generator Loss: 15.6781 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 1603 Generator Loss: 17.7677 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1604 Generator Loss: 18.0393 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1605 Generator Loss: 16.7023 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1606 Generator Loss: 18.5068 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1607 Generator Loss: 16.5165 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1608 Generator Loss: 18.5554 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1609 Generator Loss: 16.2583 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1610 Generator Loss: 17.3140 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1611 Generator Loss: 17.4990 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1612 Generator Loss: 17.6854 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1613 Generator Loss: 17.1065 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1614 Generator Loss: 18.1430 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1615 Generator Loss: 17.4630 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1616 Generator Loss: 18.5120 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1617 Generator Loss: 17.1561 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1618 Generator Loss: 17.5054 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1619 Generator Loss: 17.1604 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1620 Generator Loss: 17.1731 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1621 Generator Loss: 17.4366 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 1622 Generator Loss: 17.1998 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1623 Generator Loss: 17.4252 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1624 Generator Loss: 18.3510 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1625 Generator Loss: 17.6931 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1626 Generator Loss: 16.7277 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1627 Generator Loss: 16.3296 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1628 Generator Loss: 17.2197 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1629 Generator Loss: 18.1870 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1630 Generator Loss: 17.3114 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1631 Generator Loss: 17.2811 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1632 Generator Loss: 17.9979 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1633 Generator Loss: 16.4029 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1634 Generator Loss: 15.9942 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1635 Generator Loss: 18.5556 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1636 Generator Loss: 16.7451 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1637 Generator Loss: 16.8864 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1638 Generator Loss: 16.8160 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1639 Generator Loss: 17.5260 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1640 Generator Loss: 17.8882 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1641 Generator Loss: 17.6175 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1642 Generator Loss: 16.8339 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1643 Generator Loss: 17.3099 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1644 Generator Loss: 17.8238 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1645 Generator Loss: 17.1060 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1646 Generator Loss: 17.0931 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1647 Generator Loss: 17.3329 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1648 Generator Loss: 17.2703 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1649 Generator Loss: 16.7501 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1650 Generator Loss: 16.5990 Discriminator Loss: 0.0781250074505806, Time: 31.22
Epoch: 1651 Generator Loss: 16.3418 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 1652 Generator Loss: 17.8420 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1653 Generator Loss: 16.8127 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1654 Generator Loss: 18.1886 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1655 Generator Loss: 17.1717 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1656 Generator Loss: 17.1959 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1657 Generator Loss: 16.0935 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1658 Generator Loss: 16.7126 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1659 Generator Loss: 18.1696 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1660 Generator Loss: 16.6231 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1661 Generator Loss: 15.9441 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 1662 Generator Loss: 17.7519 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1663 Generator Loss: 19.0528 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 1664 Generator Loss: 16.0656 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1665 Generator Loss: 16.4735 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1666 Generator Loss: 16.8952 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1667 Generator Loss: 17.5683 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1668 Generator Loss: 17.7977 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1669 Generator Loss: 17.6011 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1670 Generator Loss: 17.2802 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1671 Generator Loss: 18.1857 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1672 Generator Loss: 17.2629 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1673 Generator Loss: 17.5832 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1674 Generator Loss: 16.9063 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1675 Generator Loss: 17.1434 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1676 Generator Loss: 17.1597 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1677 Generator Loss: 16.5875 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1678 Generator Loss: 18.0054 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1679 Generator Loss: 16.2722 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1680 Generator Loss: 17.1542 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1681 Generator Loss: 17.4519 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1682 Generator Loss: 15.8869 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1683 Generator Loss: 18.1565 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1684 Generator Loss: 16.7634 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1685 Generator Loss: 17.7640 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1686 Generator Loss: 16.1293 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1687 Generator Loss: 17.0589 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1688 Generator Loss: 15.7679 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1689 Generator Loss: 16.2323 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 1690 Generator Loss: 17.2428 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1691 Generator Loss: 16.1705 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1692 Generator Loss: 16.6378 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1693 Generator Loss: 19.5172 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1694 Generator Loss: 17.8565 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1695 Generator Loss: 16.7096 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1696 Generator Loss: 18.6589 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1697 Generator Loss: 16.6164 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1698 Generator Loss: 17.5281 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1699 Generator Loss: 17.1660 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1700 Generator Loss: 16.9190 Discriminator Loss: 0.078125, Time: 31.24
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.60001683235168
Epoch: 1701 Generator Loss: 16.7988 Discriminator Loss: 0.078125, Time: 31.13
Epoch: 1702 Generator Loss: 16.0575 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1703 Generator Loss: 17.4334 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 1704 Generator Loss: 16.5455 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1705 Generator Loss: 18.2689 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1706 Generator Loss: 19.0838 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1707 Generator Loss: 17.2934 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1708 Generator Loss: 16.8679 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1709 Generator Loss: 17.8021 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1710 Generator Loss: 17.8492 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1711 Generator Loss: 16.8704 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1712 Generator Loss: 15.8581 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1713 Generator Loss: 17.3309 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1714 Generator Loss: 15.8956 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1715 Generator Loss: 18.5404 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1716 Generator Loss: 17.1085 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1717 Generator Loss: 16.3540 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1718 Generator Loss: 15.7732 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1719 Generator Loss: 16.8507 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1720 Generator Loss: 17.5899 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1721 Generator Loss: 16.5137 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1722 Generator Loss: 17.0479 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1723 Generator Loss: 18.1294 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1724 Generator Loss: 16.4059 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1725 Generator Loss: 19.6387 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1726 Generator Loss: 19.0335 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1727 Generator Loss: 16.6273 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1728 Generator Loss: 18.2751 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1729 Generator Loss: 16.2825 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1730 Generator Loss: 17.6738 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1731 Generator Loss: 17.1625 Discriminator Loss: 0.07812502980232239, Time: 31.22
Epoch: 1732 Generator Loss: 17.0073 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1733 Generator Loss: 16.9397 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1734 Generator Loss: 15.8890 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1735 Generator Loss: 17.4847 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1736 Generator Loss: 17.3147 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1737 Generator Loss: 18.0749 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1738 Generator Loss: 17.7269 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1739 Generator Loss: 17.4930 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1740 Generator Loss: 18.2885 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1741 Generator Loss: 17.1907 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1742 Generator Loss: 19.9186 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1743 Generator Loss: 17.8689 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1744 Generator Loss: 16.2115 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1745 Generator Loss: 18.4533 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1746 Generator Loss: 16.3112 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1747 Generator Loss: 17.0237 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1748 Generator Loss: 18.5761 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1749 Generator Loss: 17.7598 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1750 Generator Loss: 17.6431 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1751 Generator Loss: 16.8476 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1752 Generator Loss: 17.5125 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1753 Generator Loss: 16.1191 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1754 Generator Loss: 17.8526 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1755 Generator Loss: 16.8639 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1756 Generator Loss: 16.8199 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1757 Generator Loss: 16.5214 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1758 Generator Loss: 16.4229 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1759 Generator Loss: 16.7993 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1760 Generator Loss: 16.6004 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1761 Generator Loss: 16.5098 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1762 Generator Loss: 18.9488 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1763 Generator Loss: 16.9205 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1764 Generator Loss: 16.0679 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1765 Generator Loss: 16.6438 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1766 Generator Loss: 17.2836 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1767 Generator Loss: 16.4575 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1768 Generator Loss: 17.4489 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1769 Generator Loss: 17.3765 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1770 Generator Loss: 17.3099 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1771 Generator Loss: 17.7789 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1772 Generator Loss: 16.9803 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1773 Generator Loss: 17.0667 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1774 Generator Loss: 16.3590 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1775 Generator Loss: 17.8564 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1776 Generator Loss: 18.4168 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1777 Generator Loss: 17.7171 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1778 Generator Loss: 16.4628 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1779 Generator Loss: 16.4129 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1780 Generator Loss: 17.8060 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1781 Generator Loss: 18.3788 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1782 Generator Loss: 17.1413 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1783 Generator Loss: 16.0329 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1784 Generator Loss: 16.1190 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1785 Generator Loss: 17.8035 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1786 Generator Loss: 18.3868 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1787 Generator Loss: 16.1234 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1788 Generator Loss: 18.0673 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1789 Generator Loss: 16.5839 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1790 Generator Loss: 18.1265 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1791 Generator Loss: 18.0778 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1792 Generator Loss: 18.3543 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1793 Generator Loss: 16.8672 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1794 Generator Loss: 16.5228 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1795 Generator Loss: 16.9579 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1796 Generator Loss: 16.2251 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1797 Generator Loss: 16.1478 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1798 Generator Loss: 17.1292 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1799 Generator Loss: 17.7270 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1800 Generator Loss: 16.5342 Discriminator Loss: 0.078125, Time: 31.21
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.35706353187561
Epoch: 1801 Generator Loss: 17.5302 Discriminator Loss: 0.078125, Time: 31.12
Epoch: 1802 Generator Loss: 17.6769 Discriminator Loss: 0.078125, Time: 31.14
Epoch: 1803 Generator Loss: 17.2598 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 1804 Generator Loss: 16.9257 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1805 Generator Loss: 16.9169 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1806 Generator Loss: 18.4038 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1807 Generator Loss: 17.3992 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1808 Generator Loss: 17.1615 Discriminator Loss: 0.0781250074505806, Time: 31.19
Epoch: 1809 Generator Loss: 16.4576 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1810 Generator Loss: 18.2716 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1811 Generator Loss: 17.4495 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1812 Generator Loss: 17.0910 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1813 Generator Loss: 18.0532 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1814 Generator Loss: 17.7629 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1815 Generator Loss: 16.5504 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1816 Generator Loss: 15.9192 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1817 Generator Loss: 18.7976 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1818 Generator Loss: 16.8267 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1819 Generator Loss: 16.6860 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1820 Generator Loss: 16.8250 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1821 Generator Loss: 18.5532 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1822 Generator Loss: 15.9689 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1823 Generator Loss: 17.8907 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1824 Generator Loss: 17.8961 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1825 Generator Loss: 17.4075 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 1826 Generator Loss: 16.6697 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1827 Generator Loss: 15.5029 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1828 Generator Loss: 16.2591 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1829 Generator Loss: 17.5019 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1830 Generator Loss: 17.4184 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1831 Generator Loss: 17.4594 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1832 Generator Loss: 16.8823 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1833 Generator Loss: 15.5655 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1834 Generator Loss: 17.2839 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1835 Generator Loss: 20.0107 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1836 Generator Loss: 17.0494 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1837 Generator Loss: 17.0210 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1838 Generator Loss: 16.3436 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1839 Generator Loss: 16.3790 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1840 Generator Loss: 16.8582 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1841 Generator Loss: 18.2831 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1842 Generator Loss: 17.4585 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1843 Generator Loss: 17.1968 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1844 Generator Loss: 16.8230 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1845 Generator Loss: 16.3839 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1846 Generator Loss: 17.5741 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1847 Generator Loss: 17.4169 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1848 Generator Loss: 17.4984 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1849 Generator Loss: 16.2565 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1850 Generator Loss: 17.2275 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1851 Generator Loss: 16.3458 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1852 Generator Loss: 17.7850 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1853 Generator Loss: 16.3795 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1854 Generator Loss: 16.8337 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1855 Generator Loss: 17.3864 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1856 Generator Loss: 16.4720 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1857 Generator Loss: 16.4896 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1858 Generator Loss: 17.9671 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1859 Generator Loss: 17.6127 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1860 Generator Loss: 17.2633 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1861 Generator Loss: 17.0779 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1862 Generator Loss: 16.0703 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1863 Generator Loss: 16.3640 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1864 Generator Loss: 17.6582 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1865 Generator Loss: 18.1973 Discriminator Loss: 0.07812502980232239, Time: 31.23
Epoch: 1866 Generator Loss: 16.7663 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1867 Generator Loss: 17.6503 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1868 Generator Loss: 17.2800 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1869 Generator Loss: 16.9553 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1870 Generator Loss: 17.2305 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1871 Generator Loss: 17.5408 Discriminator Loss: 0.0781250074505806, Time: 31.22
Epoch: 1872 Generator Loss: 16.3545 Discriminator Loss: 0.0781250074505806, Time: 31.20
Epoch: 1873 Generator Loss: 15.8747 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1874 Generator Loss: 16.0941 Discriminator Loss: 0.0781250149011612, Time: 31.24
Epoch: 1875 Generator Loss: 17.0519 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1876 Generator Loss: 16.5403 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 1877 Generator Loss: 18.0862 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1878 Generator Loss: 17.7375 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1879 Generator Loss: 17.8749 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1880 Generator Loss: 17.3765 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1881 Generator Loss: 16.0703 Discriminator Loss: 0.0781250149011612, Time: 31.22
Epoch: 1882 Generator Loss: 17.5336 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1883 Generator Loss: 16.3206 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1884 Generator Loss: 16.8161 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1885 Generator Loss: 16.2065 Discriminator Loss: 0.0781250149011612, Time: 31.22
Epoch: 1886 Generator Loss: 16.9335 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1887 Generator Loss: 17.4203 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1888 Generator Loss: 17.2293 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1889 Generator Loss: 17.5269 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1890 Generator Loss: 16.8524 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1891 Generator Loss: 17.1908 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1892 Generator Loss: 17.1696 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1893 Generator Loss: 18.2353 Discriminator Loss: 0.0781250074505806, Time: 31.22
Epoch: 1894 Generator Loss: 16.1983 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1895 Generator Loss: 15.0677 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1896 Generator Loss: 16.5455 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1897 Generator Loss: 17.0222 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1898 Generator Loss: 17.8634 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1899 Generator Loss: 16.8211 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1900 Generator Loss: 17.0582 Discriminator Loss: 0.078125, Time: 31.20
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.33057284355164
Epoch: 1901 Generator Loss: 16.6946 Discriminator Loss: 0.078125, Time: 31.13
Epoch: 1902 Generator Loss: 17.6194 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 1903 Generator Loss: 18.4315 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 1904 Generator Loss: 17.9743 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1905 Generator Loss: 17.0869 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1906 Generator Loss: 16.9329 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1907 Generator Loss: 17.6837 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1908 Generator Loss: 16.5881 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1909 Generator Loss: 17.5487 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1910 Generator Loss: 16.4526 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1911 Generator Loss: 17.3024 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1912 Generator Loss: 17.9442 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1913 Generator Loss: 16.0033 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1914 Generator Loss: 16.2663 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1915 Generator Loss: 18.1362 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1916 Generator Loss: 16.5521 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1917 Generator Loss: 16.5913 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1918 Generator Loss: 16.3488 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1919 Generator Loss: 16.6281 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1920 Generator Loss: 15.2989 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1921 Generator Loss: 15.1540 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1922 Generator Loss: 16.4609 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1923 Generator Loss: 16.9331 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1924 Generator Loss: 16.6782 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1925 Generator Loss: 17.7839 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 1926 Generator Loss: 16.7316 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1927 Generator Loss: 17.5485 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 1928 Generator Loss: 17.8073 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1929 Generator Loss: 15.5806 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1930 Generator Loss: 17.4547 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1931 Generator Loss: 17.7741 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1932 Generator Loss: 16.8618 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1933 Generator Loss: 16.1362 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1934 Generator Loss: 16.3696 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1935 Generator Loss: 16.4539 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1936 Generator Loss: 17.6295 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1937 Generator Loss: 18.7969 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1938 Generator Loss: 17.0761 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1939 Generator Loss: 16.7626 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 1940 Generator Loss: 17.2220 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1941 Generator Loss: 18.6328 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1942 Generator Loss: 17.7149 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1943 Generator Loss: 17.0565 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1944 Generator Loss: 17.2952 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1945 Generator Loss: 18.6600 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1946 Generator Loss: 17.0480 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1947 Generator Loss: 18.0421 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1948 Generator Loss: 16.5706 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1949 Generator Loss: 16.9273 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1950 Generator Loss: 17.2940 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1951 Generator Loss: 15.2650 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1952 Generator Loss: 16.7264 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1953 Generator Loss: 17.7356 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1954 Generator Loss: 18.8813 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1955 Generator Loss: 17.9196 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1956 Generator Loss: 16.6097 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1957 Generator Loss: 17.4622 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1958 Generator Loss: 18.0878 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1959 Generator Loss: 16.7039 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1960 Generator Loss: 16.9818 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1961 Generator Loss: 15.8055 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1962 Generator Loss: 16.2523 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1963 Generator Loss: 16.5522 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1964 Generator Loss: 17.0165 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1965 Generator Loss: 16.8358 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1966 Generator Loss: 17.7606 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1967 Generator Loss: 16.5675 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1968 Generator Loss: 15.6473 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1969 Generator Loss: 16.9910 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1970 Generator Loss: 16.4988 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1971 Generator Loss: 17.3141 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1972 Generator Loss: 18.7188 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1973 Generator Loss: 16.6445 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1974 Generator Loss: 17.5227 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1975 Generator Loss: 16.9911 Discriminator Loss: 0.0781250074505806, Time: 31.21
Epoch: 1976 Generator Loss: 17.3354 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1977 Generator Loss: 17.6925 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1978 Generator Loss: 17.2672 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1979 Generator Loss: 16.6923 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1980 Generator Loss: 16.4122 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1981 Generator Loss: 18.8722 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1982 Generator Loss: 17.9550 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1983 Generator Loss: 17.5065 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1984 Generator Loss: 15.5947 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1985 Generator Loss: 16.2181 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 1986 Generator Loss: 17.0908 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1987 Generator Loss: 16.2374 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1988 Generator Loss: 16.8741 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1989 Generator Loss: 15.5786 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1990 Generator Loss: 17.4447 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1991 Generator Loss: 17.9165 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1992 Generator Loss: 18.8759 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1993 Generator Loss: 16.5624 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 1994 Generator Loss: 18.2451 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 1995 Generator Loss: 17.5906 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1996 Generator Loss: 15.8769 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 1997 Generator Loss: 17.4594 Discriminator Loss: 0.07812502980232239, Time: 31.21
Epoch: 1998 Generator Loss: 16.6585 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 1999 Generator Loss: 16.9731 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2000 Generator Loss: 17.3594 Discriminator Loss: 0.078125, Time: 31.22
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.573725938797
Epoch: 2001 Generator Loss: 16.0287 Discriminator Loss: 0.078125, Time: 31.13
Epoch: 2002 Generator Loss: 17.1017 Discriminator Loss: 0.078125, Time: 31.15
Epoch: 2003 Generator Loss: 15.6654 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 2004 Generator Loss: 16.9700 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2005 Generator Loss: 16.2296 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2006 Generator Loss: 16.2013 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2007 Generator Loss: 16.2827 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2008 Generator Loss: 17.9305 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2009 Generator Loss: 15.7312 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2010 Generator Loss: 17.8978 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2011 Generator Loss: 18.3928 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2012 Generator Loss: 16.5663 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2013 Generator Loss: 17.7288 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2014 Generator Loss: 15.9913 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2015 Generator Loss: 17.1418 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2016 Generator Loss: 15.8000 Discriminator Loss: 0.0781250074505806, Time: 31.21
Epoch: 2017 Generator Loss: 17.1712 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2018 Generator Loss: 16.0036 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2019 Generator Loss: 17.5842 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2020 Generator Loss: 16.8863 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2021 Generator Loss: 15.9011 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2022 Generator Loss: 17.9991 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2023 Generator Loss: 16.9249 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2024 Generator Loss: 16.8160 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2025 Generator Loss: 16.7153 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2026 Generator Loss: 16.6896 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2027 Generator Loss: 16.3474 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2028 Generator Loss: 16.0849 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2029 Generator Loss: 16.1642 Discriminator Loss: 0.0781250074505806, Time: 31.22
Epoch: 2030 Generator Loss: 16.2385 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2031 Generator Loss: 17.1403 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2032 Generator Loss: 15.7963 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2033 Generator Loss: 18.8870 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2034 Generator Loss: 17.7088 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2035 Generator Loss: 18.0488 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2036 Generator Loss: 17.9107 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2037 Generator Loss: 15.7740 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2038 Generator Loss: 18.4716 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2039 Generator Loss: 16.6430 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2040 Generator Loss: 16.2346 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2041 Generator Loss: 17.3994 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2042 Generator Loss: 15.8504 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2043 Generator Loss: 15.9910 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2044 Generator Loss: 16.7767 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2045 Generator Loss: 16.4156 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2046 Generator Loss: 16.3462 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2047 Generator Loss: 16.9658 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2048 Generator Loss: 18.1691 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2049 Generator Loss: 16.5117 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2050 Generator Loss: 17.6303 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2051 Generator Loss: 16.8040 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2052 Generator Loss: 16.4916 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2053 Generator Loss: 16.9131 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2054 Generator Loss: 16.6464 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2055 Generator Loss: 19.2564 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2056 Generator Loss: 17.1551 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2057 Generator Loss: 16.3045 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2058 Generator Loss: 15.3906 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2059 Generator Loss: 17.1048 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2060 Generator Loss: 18.3459 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2061 Generator Loss: 16.9180 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2062 Generator Loss: 16.0354 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2063 Generator Loss: 17.1395 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2064 Generator Loss: 16.1529 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 2065 Generator Loss: 15.8533 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2066 Generator Loss: 17.4338 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2067 Generator Loss: 18.4337 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2068 Generator Loss: 17.3519 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2069 Generator Loss: 17.0952 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2070 Generator Loss: 16.8177 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2071 Generator Loss: 17.4224 Discriminator Loss: 0.078125, Time: 31.45
Epoch: 2072 Generator Loss: 16.4381 Discriminator Loss: 0.078125, Time: 32.45
Epoch: 2073 Generator Loss: 17.2826 Discriminator Loss: 0.078125, Time: 32.33
Epoch: 2074 Generator Loss: 17.7175 Discriminator Loss: 0.078125, Time: 31.79
Epoch: 2075 Generator Loss: 17.3873 Discriminator Loss: 0.078125, Time: 31.49
Epoch: 2076 Generator Loss: 17.9445 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2077 Generator Loss: 16.5283 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2078 Generator Loss: 18.8138 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2079 Generator Loss: 17.3087 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2080 Generator Loss: 17.1539 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2081 Generator Loss: 16.9562 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2082 Generator Loss: 17.1518 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2083 Generator Loss: 15.9906 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2084 Generator Loss: 16.2082 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2085 Generator Loss: 17.4352 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2086 Generator Loss: 16.9011 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2087 Generator Loss: 15.8452 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2088 Generator Loss: 16.3564 Discriminator Loss: 0.0781250074505806, Time: 31.22
Epoch: 2089 Generator Loss: 16.6632 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2090 Generator Loss: 17.2284 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2091 Generator Loss: 17.3855 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2092 Generator Loss: 16.9666 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2093 Generator Loss: 16.6000 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2094 Generator Loss: 17.4052 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2095 Generator Loss: 15.8101 Discriminator Loss: 0.078125, Time: 31.70
Epoch: 2096 Generator Loss: 17.4254 Discriminator Loss: 0.078125, Time: 33.98
Epoch: 2097 Generator Loss: 15.3781 Discriminator Loss: 0.078125, Time: 33.19
Epoch: 2098 Generator Loss: 16.7687 Discriminator Loss: 0.078125, Time: 31.76
Epoch: 2099 Generator Loss: 15.9524 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2100 Generator Loss: 15.4835 Discriminator Loss: 0.078125, Time: 31.21
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.34217643737793
Epoch: 2101 Generator Loss: 15.7104 Discriminator Loss: 0.078125, Time: 31.53
Epoch: 2102 Generator Loss: 16.7416 Discriminator Loss: 0.078125, Time: 32.15
Epoch: 2103 Generator Loss: 16.7938 Discriminator Loss: 0.078125, Time: 31.76
Epoch: 2104 Generator Loss: 17.3471 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2105 Generator Loss: 17.2583 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2106 Generator Loss: 16.5039 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2107 Generator Loss: 18.2278 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2108 Generator Loss: 16.9467 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2109 Generator Loss: 16.6594 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2110 Generator Loss: 17.2307 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2111 Generator Loss: 15.8945 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2112 Generator Loss: 17.7461 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2113 Generator Loss: 18.1320 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2114 Generator Loss: 16.5159 Discriminator Loss: 0.0781250149011612, Time: 31.22
Epoch: 2115 Generator Loss: 16.9436 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2116 Generator Loss: 16.1774 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2117 Generator Loss: 16.9454 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2118 Generator Loss: 16.0220 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2119 Generator Loss: 17.2431 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2120 Generator Loss: 17.2280 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2121 Generator Loss: 16.6930 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2122 Generator Loss: 16.6488 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2123 Generator Loss: 17.7833 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2124 Generator Loss: 17.8197 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2125 Generator Loss: 17.1043 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2126 Generator Loss: 17.3672 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2127 Generator Loss: 17.0738 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2128 Generator Loss: 17.4005 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2129 Generator Loss: 15.6949 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2130 Generator Loss: 17.1904 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2131 Generator Loss: 16.1860 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2132 Generator Loss: 17.3973 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2133 Generator Loss: 16.5924 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2134 Generator Loss: 16.2121 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2135 Generator Loss: 16.4949 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2136 Generator Loss: 17.7185 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2137 Generator Loss: 16.7976 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2138 Generator Loss: 16.6736 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2139 Generator Loss: 16.6430 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2140 Generator Loss: 16.7381 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2141 Generator Loss: 16.8838 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2142 Generator Loss: 15.7012 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2143 Generator Loss: 16.1466 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2144 Generator Loss: 16.6400 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2145 Generator Loss: 16.5336 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2146 Generator Loss: 16.7708 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2147 Generator Loss: 15.5923 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2148 Generator Loss: 15.5759 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2149 Generator Loss: 16.9575 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2150 Generator Loss: 18.0140 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2151 Generator Loss: 15.7906 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2152 Generator Loss: 17.9596 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2153 Generator Loss: 16.2472 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2154 Generator Loss: 16.4374 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2155 Generator Loss: 16.5101 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2156 Generator Loss: 15.9677 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2157 Generator Loss: 18.0252 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2158 Generator Loss: 16.6075 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2159 Generator Loss: 16.3433 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2160 Generator Loss: 17.6376 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2161 Generator Loss: 16.6580 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2162 Generator Loss: 16.1112 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2163 Generator Loss: 15.6808 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2164 Generator Loss: 16.9105 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2165 Generator Loss: 17.3575 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2166 Generator Loss: 17.0013 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2167 Generator Loss: 15.7577 Discriminator Loss: 0.078125, Time: 31.37
Epoch: 2168 Generator Loss: 16.6305 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2169 Generator Loss: 18.2918 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2170 Generator Loss: 18.0451 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2171 Generator Loss: 16.2061 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2172 Generator Loss: 17.4936 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2173 Generator Loss: 16.2226 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2174 Generator Loss: 16.9083 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2175 Generator Loss: 16.5257 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2176 Generator Loss: 16.5343 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2177 Generator Loss: 17.0881 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2178 Generator Loss: 16.3920 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2179 Generator Loss: 15.6178 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2180 Generator Loss: 17.4284 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2181 Generator Loss: 17.0824 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2182 Generator Loss: 17.3819 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2183 Generator Loss: 16.5544 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2184 Generator Loss: 16.6208 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2185 Generator Loss: 16.8015 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2186 Generator Loss: 17.5868 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2187 Generator Loss: 16.6433 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2188 Generator Loss: 16.0271 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2189 Generator Loss: 16.3937 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2190 Generator Loss: 16.4471 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2191 Generator Loss: 17.3780 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2192 Generator Loss: 17.4375 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2193 Generator Loss: 17.0127 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2194 Generator Loss: 16.7287 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2195 Generator Loss: 17.9150 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2196 Generator Loss: 16.2348 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2197 Generator Loss: 16.1053 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2198 Generator Loss: 17.1995 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2199 Generator Loss: 17.2866 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2200 Generator Loss: 16.8402 Discriminator Loss: 0.078125, Time: 31.22
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.35933375358582
Epoch: 2201 Generator Loss: 18.2910 Discriminator Loss: 0.078125, Time: 31.12
Epoch: 2202 Generator Loss: 17.1342 Discriminator Loss: 0.0781250149011612, Time: 31.16
Epoch: 2203 Generator Loss: 17.3538 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 2204 Generator Loss: 17.9858 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2205 Generator Loss: 15.7291 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2206 Generator Loss: 16.3806 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2207 Generator Loss: 16.2067 Discriminator Loss: 0.0781250149011612, Time: 31.21
Epoch: 2208 Generator Loss: 17.0970 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2209 Generator Loss: 17.3956 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2210 Generator Loss: 17.6915 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2211 Generator Loss: 15.9196 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2212 Generator Loss: 16.4951 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2213 Generator Loss: 17.8567 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2214 Generator Loss: 17.1754 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2215 Generator Loss: 16.7134 Discriminator Loss: 0.07812503725290298, Time: 31.22
Epoch: 2216 Generator Loss: 15.9869 Discriminator Loss: 0.0781250149011612, Time: 31.21
Epoch: 2217 Generator Loss: 16.5952 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2218 Generator Loss: 16.4371 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2219 Generator Loss: 15.8667 Discriminator Loss: 0.078125, Time: 31.62
Epoch: 2220 Generator Loss: 16.1134 Discriminator Loss: 0.078125, Time: 32.88
Epoch: 2221 Generator Loss: 16.6767 Discriminator Loss: 0.078125, Time: 32.77
Epoch: 2222 Generator Loss: 17.8867 Discriminator Loss: 0.078125, Time: 32.05
Epoch: 2223 Generator Loss: 15.6433 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2224 Generator Loss: 17.6294 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2225 Generator Loss: 17.3577 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2226 Generator Loss: 15.9635 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2227 Generator Loss: 16.4690 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2228 Generator Loss: 16.6028 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2229 Generator Loss: 15.7648 Discriminator Loss: 0.0781250149011612, Time: 31.23
Epoch: 2230 Generator Loss: 16.3478 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2231 Generator Loss: 15.8006 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2232 Generator Loss: 16.5384 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2233 Generator Loss: 17.0021 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2234 Generator Loss: 15.8450 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2235 Generator Loss: 16.2868 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2236 Generator Loss: 16.7152 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2237 Generator Loss: 16.9386 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 2238 Generator Loss: 16.5370 Discriminator Loss: 0.0781250149011612, Time: 31.22
Epoch: 2239 Generator Loss: 18.1138 Discriminator Loss: 0.0781250149011612, Time: 31.23
Epoch: 2240 Generator Loss: 16.3619 Discriminator Loss: 0.07812504470348358, Time: 31.20
Epoch: 2241 Generator Loss: 15.8051 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2242 Generator Loss: 17.0536 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2243 Generator Loss: 15.8776 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2244 Generator Loss: 18.1615 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2245 Generator Loss: 17.5424 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2246 Generator Loss: 16.5210 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2247 Generator Loss: 16.9535 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2248 Generator Loss: 16.5609 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2249 Generator Loss: 19.4431 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2250 Generator Loss: 16.1593 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2251 Generator Loss: 18.4952 Discriminator Loss: 0.0781250074505806, Time: 31.21
Epoch: 2252 Generator Loss: 17.0121 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2253 Generator Loss: 16.8659 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2254 Generator Loss: 16.8914 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2255 Generator Loss: 16.5387 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2256 Generator Loss: 16.3496 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2257 Generator Loss: 17.7867 Discriminator Loss: 0.0781250149011612, Time: 31.21
Epoch: 2258 Generator Loss: 16.3612 Discriminator Loss: 0.0781250074505806, Time: 31.20
Epoch: 2259 Generator Loss: 16.1967 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2260 Generator Loss: 16.7648 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2261 Generator Loss: 16.1050 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2262 Generator Loss: 18.2682 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2263 Generator Loss: 16.4537 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2264 Generator Loss: 17.8258 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2265 Generator Loss: 15.6919 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2266 Generator Loss: 17.2798 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2267 Generator Loss: 17.5327 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2268 Generator Loss: 17.9525 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2269 Generator Loss: 16.8365 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2270 Generator Loss: 17.1770 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2271 Generator Loss: 16.4496 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2272 Generator Loss: 17.9130 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2273 Generator Loss: 17.1942 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2274 Generator Loss: 17.0424 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2275 Generator Loss: 17.3535 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2276 Generator Loss: 16.5223 Discriminator Loss: 0.0781250149011612, Time: 31.22
Epoch: 2277 Generator Loss: 16.6714 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2278 Generator Loss: 16.4950 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2279 Generator Loss: 17.7137 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2280 Generator Loss: 15.4493 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2281 Generator Loss: 16.7888 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2282 Generator Loss: 18.4453 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2283 Generator Loss: 15.9321 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2284 Generator Loss: 17.5142 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2285 Generator Loss: 16.9810 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2286 Generator Loss: 16.9142 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2287 Generator Loss: 15.4583 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2288 Generator Loss: 15.8960 Discriminator Loss: 0.07812842726707458, Time: 31.21
Epoch: 2289 Generator Loss: 17.0311 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2290 Generator Loss: 16.5796 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2291 Generator Loss: 17.3981 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2292 Generator Loss: 16.6705 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2293 Generator Loss: 16.2235 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2294 Generator Loss: 17.4465 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2295 Generator Loss: 15.9359 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2296 Generator Loss: 17.1069 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2297 Generator Loss: 16.6917 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2298 Generator Loss: 15.7070 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2299 Generator Loss: 19.3437 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2300 Generator Loss: 16.1701 Discriminator Loss: 0.078125, Time: 31.21
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.35948061943054
Epoch: 2301 Generator Loss: 17.8421 Discriminator Loss: 0.078125, Time: 31.11
Epoch: 2302 Generator Loss: 16.6491 Discriminator Loss: 0.078125, Time: 31.15
Epoch: 2303 Generator Loss: 17.5926 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2304 Generator Loss: 17.9783 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2305 Generator Loss: 16.7165 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2306 Generator Loss: 16.9020 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2307 Generator Loss: 17.8124 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2308 Generator Loss: 16.8186 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2309 Generator Loss: 16.3884 Discriminator Loss: 0.0781250149011612, Time: 31.19
Epoch: 2310 Generator Loss: 15.0181 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2311 Generator Loss: 16.2504 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2312 Generator Loss: 16.6854 Discriminator Loss: 0.0781250149011612, Time: 31.22
Epoch: 2313 Generator Loss: 17.5706 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2314 Generator Loss: 17.8922 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2315 Generator Loss: 16.9504 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 2316 Generator Loss: 16.3335 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2317 Generator Loss: 16.5275 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2318 Generator Loss: 17.3141 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2319 Generator Loss: 17.8180 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 2320 Generator Loss: 15.5596 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2321 Generator Loss: 17.2252 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2322 Generator Loss: 18.2183 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2323 Generator Loss: 18.7066 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2324 Generator Loss: 18.0581 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2325 Generator Loss: 16.1816 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2326 Generator Loss: 16.3854 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2327 Generator Loss: 16.2041 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2328 Generator Loss: 19.6826 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2329 Generator Loss: 16.7574 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2330 Generator Loss: 16.7566 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2331 Generator Loss: 17.1414 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2332 Generator Loss: 17.4198 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2333 Generator Loss: 16.6475 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2334 Generator Loss: 16.5634 Discriminator Loss: 0.0781250074505806, Time: 31.21
Epoch: 2335 Generator Loss: 16.0510 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2336 Generator Loss: 17.8429 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2337 Generator Loss: 15.7787 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2338 Generator Loss: 16.4380 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2339 Generator Loss: 16.0043 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2340 Generator Loss: 16.8840 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2341 Generator Loss: 17.5032 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2342 Generator Loss: 18.6495 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2343 Generator Loss: 17.8945 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2344 Generator Loss: 17.5236 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2345 Generator Loss: 17.5507 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2346 Generator Loss: 17.9730 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2347 Generator Loss: 16.4869 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2348 Generator Loss: 16.7432 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2349 Generator Loss: 16.5362 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2350 Generator Loss: 16.0132 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2351 Generator Loss: 16.4722 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2352 Generator Loss: 17.6002 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2353 Generator Loss: 17.2643 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 2354 Generator Loss: 16.2361 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2355 Generator Loss: 16.1108 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2356 Generator Loss: 18.6827 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2357 Generator Loss: 16.8209 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2358 Generator Loss: 16.8069 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2359 Generator Loss: 16.0481 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2360 Generator Loss: 17.0949 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2361 Generator Loss: 17.3832 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2362 Generator Loss: 16.9928 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2363 Generator Loss: 18.1085 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2364 Generator Loss: 16.2021 Discriminator Loss: 0.0781250074505806, Time: 31.21
Epoch: 2365 Generator Loss: 15.9265 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2366 Generator Loss: 17.5873 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2367 Generator Loss: 16.7933 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2368 Generator Loss: 17.0290 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2369 Generator Loss: 16.1234 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2370 Generator Loss: 15.9128 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2371 Generator Loss: 17.6629 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2372 Generator Loss: 17.4923 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2373 Generator Loss: 17.6163 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2374 Generator Loss: 16.8103 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2375 Generator Loss: 17.0841 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2376 Generator Loss: 16.2368 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2377 Generator Loss: 16.3315 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2378 Generator Loss: 17.3590 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2379 Generator Loss: 16.2016 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2380 Generator Loss: 15.8292 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2381 Generator Loss: 17.3853 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2382 Generator Loss: 17.5246 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2383 Generator Loss: 16.3703 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2384 Generator Loss: 16.7197 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2385 Generator Loss: 16.6844 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2386 Generator Loss: 15.7375 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2387 Generator Loss: 17.4914 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2388 Generator Loss: 16.7069 Discriminator Loss: 0.07812504470348358, Time: 31.23
Epoch: 2389 Generator Loss: 16.8041 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2390 Generator Loss: 17.1418 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2391 Generator Loss: 16.7535 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2392 Generator Loss: 16.6682 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2393 Generator Loss: 16.4095 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2394 Generator Loss: 16.8311 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2395 Generator Loss: 16.6998 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2396 Generator Loss: 16.7250 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2397 Generator Loss: 17.2285 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2398 Generator Loss: 17.2692 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2399 Generator Loss: 16.7111 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2400 Generator Loss: 19.7296 Discriminator Loss: 0.078125, Time: 31.24
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.34605002403259
Epoch: 2401 Generator Loss: 16.8618 Discriminator Loss: 0.078125, Time: 31.13
Epoch: 2402 Generator Loss: 16.6035 Discriminator Loss: 0.078125, Time: 31.15
Epoch: 2403 Generator Loss: 17.8480 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2404 Generator Loss: 17.2173 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2405 Generator Loss: 17.2238 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2406 Generator Loss: 15.7497 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2407 Generator Loss: 16.9163 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2408 Generator Loss: 17.0772 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2409 Generator Loss: 17.7090 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2410 Generator Loss: 16.8854 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2411 Generator Loss: 17.5241 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2412 Generator Loss: 17.0193 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2413 Generator Loss: 17.9401 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2414 Generator Loss: 16.8082 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2415 Generator Loss: 17.2205 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2416 Generator Loss: 16.2167 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2417 Generator Loss: 17.1858 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2418 Generator Loss: 15.9772 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2419 Generator Loss: 16.8038 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2420 Generator Loss: 17.4544 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2421 Generator Loss: 17.7153 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2422 Generator Loss: 16.1182 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2423 Generator Loss: 17.4755 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2424 Generator Loss: 16.0432 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2425 Generator Loss: 16.5927 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2426 Generator Loss: 16.8250 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2427 Generator Loss: 16.6036 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2428 Generator Loss: 16.6593 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2429 Generator Loss: 16.3927 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2430 Generator Loss: 16.3002 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 2431 Generator Loss: 16.6580 Discriminator Loss: 0.0781250074505806, Time: 31.25
Epoch: 2432 Generator Loss: 17.4047 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2433 Generator Loss: 17.3176 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2434 Generator Loss: 17.0290 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2435 Generator Loss: 17.1018 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2436 Generator Loss: 16.1774 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2437 Generator Loss: 16.8536 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2438 Generator Loss: 16.0482 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2439 Generator Loss: 17.9385 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2440 Generator Loss: 17.5231 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2441 Generator Loss: 17.4769 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2442 Generator Loss: 15.8018 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2443 Generator Loss: 18.8831 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2444 Generator Loss: 16.2812 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2445 Generator Loss: 17.2782 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2446 Generator Loss: 16.4815 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2447 Generator Loss: 18.1629 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2448 Generator Loss: 17.0824 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2449 Generator Loss: 15.2470 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2450 Generator Loss: 16.9014 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2451 Generator Loss: 16.3253 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2452 Generator Loss: 17.5210 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2453 Generator Loss: 15.2445 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2454 Generator Loss: 16.9096 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2455 Generator Loss: 16.3458 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2456 Generator Loss: 18.0029 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 2457 Generator Loss: 16.6383 Discriminator Loss: 0.0781250149011612, Time: 31.25
Epoch: 2458 Generator Loss: 14.9306 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2459 Generator Loss: 17.0098 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2460 Generator Loss: 17.1625 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2461 Generator Loss: 17.0445 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2462 Generator Loss: 18.3685 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2463 Generator Loss: 17.6251 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2464 Generator Loss: 16.1436 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2465 Generator Loss: 17.5259 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2466 Generator Loss: 16.0919 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2467 Generator Loss: 16.3999 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2468 Generator Loss: 15.7540 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2469 Generator Loss: 16.8606 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2470 Generator Loss: 17.7768 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2471 Generator Loss: 16.7924 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2472 Generator Loss: 16.3946 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2473 Generator Loss: 17.5846 Discriminator Loss: 0.0781250149011612, Time: 31.25
Epoch: 2474 Generator Loss: 16.8379 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2475 Generator Loss: 19.2840 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2476 Generator Loss: 16.5956 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2477 Generator Loss: 16.3229 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2478 Generator Loss: 17.0640 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2479 Generator Loss: 16.3147 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2480 Generator Loss: 16.6973 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2481 Generator Loss: 17.4191 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2482 Generator Loss: 17.6791 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2483 Generator Loss: 18.0821 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2484 Generator Loss: 19.1442 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2485 Generator Loss: 15.8667 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2486 Generator Loss: 17.8271 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2487 Generator Loss: 18.0712 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2488 Generator Loss: 17.0067 Discriminator Loss: 0.07812546193599701, Time: 31.25
Epoch: 2489 Generator Loss: 16.2931 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2490 Generator Loss: 18.4130 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2491 Generator Loss: 17.9093 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2492 Generator Loss: 16.6691 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2493 Generator Loss: 15.9094 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2494 Generator Loss: 17.7812 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2495 Generator Loss: 16.6401 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2496 Generator Loss: 17.6647 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2497 Generator Loss: 16.8034 Discriminator Loss: 0.0781250074505806, Time: 31.25
Epoch: 2498 Generator Loss: 15.3684 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2499 Generator Loss: 18.2031 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2500 Generator Loss: 16.2422 Discriminator Loss: 0.078125, Time: 31.25
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.59226322174072
Epoch: 2501 Generator Loss: 16.2513 Discriminator Loss: 0.078125, Time: 31.15
Epoch: 2502 Generator Loss: 16.0038 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2503 Generator Loss: 15.8754 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2504 Generator Loss: 15.5081 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2505 Generator Loss: 18.6439 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2506 Generator Loss: 17.3934 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2507 Generator Loss: 17.3202 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2508 Generator Loss: 16.9817 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2509 Generator Loss: 16.4039 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2510 Generator Loss: 16.8704 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 2511 Generator Loss: 16.8698 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2512 Generator Loss: 17.4982 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2513 Generator Loss: 16.2491 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2514 Generator Loss: 16.5597 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2515 Generator Loss: 16.4288 Discriminator Loss: 0.0781250149011612, Time: 31.24
Epoch: 2516 Generator Loss: 16.3710 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2517 Generator Loss: 17.1231 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2518 Generator Loss: 16.5826 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2519 Generator Loss: 17.4572 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2520 Generator Loss: 16.7391 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2521 Generator Loss: 17.6389 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2522 Generator Loss: 16.0991 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2523 Generator Loss: 15.4451 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2524 Generator Loss: 16.7956 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2525 Generator Loss: 16.5042 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2526 Generator Loss: 16.2599 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2527 Generator Loss: 16.6165 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2528 Generator Loss: 15.9709 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2529 Generator Loss: 17.6531 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2530 Generator Loss: 15.7330 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2531 Generator Loss: 17.0169 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2532 Generator Loss: 15.8287 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2533 Generator Loss: 16.8572 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2534 Generator Loss: 16.8428 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2535 Generator Loss: 16.5989 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2536 Generator Loss: 17.0018 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2537 Generator Loss: 17.2726 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2538 Generator Loss: 18.0539 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2539 Generator Loss: 16.8609 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2540 Generator Loss: 15.7909 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2541 Generator Loss: 17.1379 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2542 Generator Loss: 15.8495 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2543 Generator Loss: 17.8171 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2544 Generator Loss: 17.7655 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2545 Generator Loss: 17.7981 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2546 Generator Loss: 16.9648 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2547 Generator Loss: 18.6183 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2548 Generator Loss: 17.8974 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2549 Generator Loss: 16.8114 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2550 Generator Loss: 16.8854 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2551 Generator Loss: 17.6383 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2552 Generator Loss: 16.6632 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2553 Generator Loss: 16.9274 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2554 Generator Loss: 16.9523 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2555 Generator Loss: 16.1669 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 2556 Generator Loss: 16.4763 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2557 Generator Loss: 16.7478 Discriminator Loss: 0.07812502235174179, Time: 31.24
Epoch: 2558 Generator Loss: 16.0910 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2559 Generator Loss: 17.2272 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2560 Generator Loss: 15.9502 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2561 Generator Loss: 16.7418 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2562 Generator Loss: 16.0475 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2563 Generator Loss: 16.6148 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2564 Generator Loss: 16.3538 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 2565 Generator Loss: 17.1200 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2566 Generator Loss: 17.0812 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2567 Generator Loss: 17.0506 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2568 Generator Loss: 16.4702 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2569 Generator Loss: 17.9440 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2570 Generator Loss: 17.1713 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2571 Generator Loss: 16.5042 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2572 Generator Loss: 16.6710 Discriminator Loss: 0.0781250149011612, Time: 31.25
Epoch: 2573 Generator Loss: 15.9192 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2574 Generator Loss: 15.4533 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2575 Generator Loss: 17.3561 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2576 Generator Loss: 16.4543 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2577 Generator Loss: 17.2189 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2578 Generator Loss: 16.3645 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2579 Generator Loss: 16.1404 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2580 Generator Loss: 16.4147 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2581 Generator Loss: 16.6729 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2582 Generator Loss: 17.5598 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2583 Generator Loss: 16.7297 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2584 Generator Loss: 16.7207 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2585 Generator Loss: 16.5422 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2586 Generator Loss: 16.8443 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2587 Generator Loss: 16.9430 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2588 Generator Loss: 17.0344 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2589 Generator Loss: 18.3391 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2590 Generator Loss: 18.1356 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2591 Generator Loss: 17.0500 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2592 Generator Loss: 18.0717 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2593 Generator Loss: 18.8617 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2594 Generator Loss: 17.6374 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2595 Generator Loss: 18.6586 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2596 Generator Loss: 17.2495 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2597 Generator Loss: 16.2247 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2598 Generator Loss: 19.0319 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2599 Generator Loss: 17.3052 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2600 Generator Loss: 16.7838 Discriminator Loss: 0.078125, Time: 31.25
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.28997421264648
Epoch: 2601 Generator Loss: 16.5394 Discriminator Loss: 0.0781250149011612, Time: 31.14
Epoch: 2602 Generator Loss: 16.7269 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 2603 Generator Loss: 17.0647 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2604 Generator Loss: 16.2533 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2605 Generator Loss: 16.2285 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2606 Generator Loss: 16.8118 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2607 Generator Loss: 17.8606 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2608 Generator Loss: 17.4696 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2609 Generator Loss: 16.6803 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2610 Generator Loss: 16.3179 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2611 Generator Loss: 17.3874 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2612 Generator Loss: 18.6557 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2613 Generator Loss: 16.9822 Discriminator Loss: 0.0781250149011612, Time: 31.25
Epoch: 2614 Generator Loss: 17.6633 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2615 Generator Loss: 16.9151 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2616 Generator Loss: 15.8773 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2617 Generator Loss: 16.4153 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2618 Generator Loss: 19.0393 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2619 Generator Loss: 18.1028 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2620 Generator Loss: 16.6663 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2621 Generator Loss: 17.0020 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2622 Generator Loss: 15.9487 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2623 Generator Loss: 16.3387 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2624 Generator Loss: 17.1592 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2625 Generator Loss: 17.1613 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2626 Generator Loss: 18.2612 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2627 Generator Loss: 16.3109 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2628 Generator Loss: 16.1314 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2629 Generator Loss: 17.8791 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2630 Generator Loss: 19.0272 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2631 Generator Loss: 16.7829 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2632 Generator Loss: 16.1101 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2633 Generator Loss: 16.4041 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2634 Generator Loss: 16.8434 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2635 Generator Loss: 15.3647 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2636 Generator Loss: 17.6468 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2637 Generator Loss: 17.4930 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2638 Generator Loss: 17.6019 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2639 Generator Loss: 17.0350 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2640 Generator Loss: 15.9923 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2641 Generator Loss: 17.6334 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2642 Generator Loss: 17.6220 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2643 Generator Loss: 17.5781 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2644 Generator Loss: 16.9681 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2645 Generator Loss: 15.9162 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2646 Generator Loss: 16.7491 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2647 Generator Loss: 17.3565 Discriminator Loss: 0.07812505215406418, Time: 31.25
Epoch: 2648 Generator Loss: 17.1316 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2649 Generator Loss: 16.2135 Discriminator Loss: 0.0781250149011612, Time: 31.26
Epoch: 2650 Generator Loss: 16.6680 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2651 Generator Loss: 15.8984 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2652 Generator Loss: 16.5350 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2653 Generator Loss: 16.6543 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2654 Generator Loss: 17.0112 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2655 Generator Loss: 16.5687 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2656 Generator Loss: 16.1932 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2657 Generator Loss: 17.0845 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2658 Generator Loss: 16.8193 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2659 Generator Loss: 18.3712 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2660 Generator Loss: 17.1684 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2661 Generator Loss: 16.7217 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2662 Generator Loss: 17.0665 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2663 Generator Loss: 17.9056 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2664 Generator Loss: 15.7209 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2665 Generator Loss: 16.2020 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2666 Generator Loss: 16.7387 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2667 Generator Loss: 17.3186 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2668 Generator Loss: 16.2217 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2669 Generator Loss: 16.5043 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2670 Generator Loss: 16.3317 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2671 Generator Loss: 18.5861 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2672 Generator Loss: 18.0800 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2673 Generator Loss: 17.1421 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2674 Generator Loss: 17.8961 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2675 Generator Loss: 17.9408 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2676 Generator Loss: 17.2040 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2677 Generator Loss: 16.6137 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2678 Generator Loss: 16.6451 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2679 Generator Loss: 16.2909 Discriminator Loss: 0.07812502980232239, Time: 31.26
Epoch: 2680 Generator Loss: 16.4586 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2681 Generator Loss: 17.5074 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2682 Generator Loss: 16.4109 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2683 Generator Loss: 16.2688 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2684 Generator Loss: 17.4133 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2685 Generator Loss: 16.1643 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2686 Generator Loss: 17.3951 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2687 Generator Loss: 16.6129 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2688 Generator Loss: 16.3967 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2689 Generator Loss: 16.6830 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2690 Generator Loss: 17.6004 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2691 Generator Loss: 16.4018 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2692 Generator Loss: 16.0952 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2693 Generator Loss: 15.5109 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2694 Generator Loss: 17.7132 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2695 Generator Loss: 16.3627 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2696 Generator Loss: 16.4322 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2697 Generator Loss: 16.9280 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2698 Generator Loss: 16.4240 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2699 Generator Loss: 16.8538 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2700 Generator Loss: 16.5132 Discriminator Loss: 0.078125, Time: 31.25
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.51376962661743
Epoch: 2701 Generator Loss: 17.0998 Discriminator Loss: 0.078125, Time: 31.13
Epoch: 2702 Generator Loss: 16.9885 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2703 Generator Loss: 16.0943 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2704 Generator Loss: 17.6581 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2705 Generator Loss: 17.5088 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2706 Generator Loss: 18.0908 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2707 Generator Loss: 17.1612 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2708 Generator Loss: 16.8993 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2709 Generator Loss: 16.0550 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2710 Generator Loss: 16.4857 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2711 Generator Loss: 17.4215 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2712 Generator Loss: 18.0302 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2713 Generator Loss: 15.9447 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2714 Generator Loss: 16.4895 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2715 Generator Loss: 16.9158 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2716 Generator Loss: 16.8942 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2717 Generator Loss: 15.4935 Discriminator Loss: 0.0781250149011612, Time: 31.27
Epoch: 2718 Generator Loss: 17.2667 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2719 Generator Loss: 17.5091 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2720 Generator Loss: 15.8636 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2721 Generator Loss: 16.4742 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2722 Generator Loss: 17.3106 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2723 Generator Loss: 17.1870 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2724 Generator Loss: 16.5143 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2725 Generator Loss: 16.1412 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2726 Generator Loss: 16.5860 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2727 Generator Loss: 15.7776 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2728 Generator Loss: 16.3212 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2729 Generator Loss: 16.6067 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2730 Generator Loss: 16.8722 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2731 Generator Loss: 16.7647 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2732 Generator Loss: 17.3793 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2733 Generator Loss: 17.6707 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2734 Generator Loss: 17.7271 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2735 Generator Loss: 16.0889 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2736 Generator Loss: 16.1778 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2737 Generator Loss: 17.4365 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2738 Generator Loss: 18.5570 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2739 Generator Loss: 17.2540 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2740 Generator Loss: 17.7338 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2741 Generator Loss: 17.9324 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2742 Generator Loss: 16.4227 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2743 Generator Loss: 16.2770 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2744 Generator Loss: 16.9738 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2745 Generator Loss: 17.0091 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2746 Generator Loss: 16.7183 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2747 Generator Loss: 17.2191 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 2748 Generator Loss: 15.7577 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2749 Generator Loss: 17.2973 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2750 Generator Loss: 16.9781 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2751 Generator Loss: 16.0697 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2752 Generator Loss: 16.2850 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2753 Generator Loss: 18.0172 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2754 Generator Loss: 17.6243 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2755 Generator Loss: 18.4652 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2756 Generator Loss: 17.5905 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2757 Generator Loss: 16.3696 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2758 Generator Loss: 16.4803 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2759 Generator Loss: 18.2771 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2760 Generator Loss: 16.6555 Discriminator Loss: 0.0781250074505806, Time: 31.27
Epoch: 2761 Generator Loss: 18.5121 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2762 Generator Loss: 16.8308 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2763 Generator Loss: 17.9537 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2764 Generator Loss: 16.9718 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2765 Generator Loss: 18.6098 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2766 Generator Loss: 17.0725 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2767 Generator Loss: 16.5230 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2768 Generator Loss: 15.7463 Discriminator Loss: 0.07812502980232239, Time: 31.27
Epoch: 2769 Generator Loss: 16.6073 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2770 Generator Loss: 16.0653 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2771 Generator Loss: 17.4387 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2772 Generator Loss: 16.3509 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2773 Generator Loss: 16.4742 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2774 Generator Loss: 17.0034 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2775 Generator Loss: 16.6386 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2776 Generator Loss: 17.0960 Discriminator Loss: 0.078125, Time: 32.34
Epoch: 2777 Generator Loss: 17.8665 Discriminator Loss: 0.078125, Time: 31.88
Epoch: 2778 Generator Loss: 15.1415 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2779 Generator Loss: 17.5680 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2780 Generator Loss: 16.4961 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2781 Generator Loss: 15.9591 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2782 Generator Loss: 17.0781 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2783 Generator Loss: 16.0798 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2784 Generator Loss: 16.4562 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2785 Generator Loss: 17.5646 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2786 Generator Loss: 16.9703 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2787 Generator Loss: 15.8052 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2788 Generator Loss: 17.3248 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2789 Generator Loss: 15.8270 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2790 Generator Loss: 16.7803 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2791 Generator Loss: 17.3630 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2792 Generator Loss: 17.2855 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2793 Generator Loss: 15.6402 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2794 Generator Loss: 16.3506 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2795 Generator Loss: 15.8641 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2796 Generator Loss: 17.0023 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2797 Generator Loss: 16.7741 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2798 Generator Loss: 15.7374 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2799 Generator Loss: 17.0179 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2800 Generator Loss: 16.6898 Discriminator Loss: 0.078125, Time: 31.27
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.40582084655762
Epoch: 2801 Generator Loss: 16.9485 Discriminator Loss: 0.078125, Time: 31.16
Epoch: 2802 Generator Loss: 15.2131 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 2803 Generator Loss: 15.4330 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 2804 Generator Loss: 16.4807 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2805 Generator Loss: 17.6078 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2806 Generator Loss: 17.0070 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2807 Generator Loss: 17.0634 Discriminator Loss: 0.0781250074505806, Time: 31.23
Epoch: 2808 Generator Loss: 17.0389 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2809 Generator Loss: 17.1602 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2810 Generator Loss: 18.1792 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2811 Generator Loss: 17.2534 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2812 Generator Loss: 17.0564 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2813 Generator Loss: 17.7583 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2814 Generator Loss: 18.9882 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2815 Generator Loss: 16.0172 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2816 Generator Loss: 15.6662 Discriminator Loss: 0.0781250149011612, Time: 31.26
Epoch: 2817 Generator Loss: 17.5272 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2818 Generator Loss: 16.2036 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2819 Generator Loss: 16.6695 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2820 Generator Loss: 15.4853 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2821 Generator Loss: 16.5033 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2822 Generator Loss: 15.4931 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2823 Generator Loss: 18.7032 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2824 Generator Loss: 15.1974 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2825 Generator Loss: 17.1265 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2826 Generator Loss: 17.5190 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2827 Generator Loss: 16.2889 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2828 Generator Loss: 16.2698 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2829 Generator Loss: 17.5864 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2830 Generator Loss: 17.3212 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2831 Generator Loss: 16.5823 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2832 Generator Loss: 17.3474 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2833 Generator Loss: 17.2294 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2834 Generator Loss: 17.2667 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2835 Generator Loss: 16.9470 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2836 Generator Loss: 17.0072 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2837 Generator Loss: 16.0063 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2838 Generator Loss: 17.4569 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2839 Generator Loss: 16.6643 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2840 Generator Loss: 18.2995 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2841 Generator Loss: 17.5476 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2842 Generator Loss: 17.2316 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2843 Generator Loss: 16.6442 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2844 Generator Loss: 16.4212 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2845 Generator Loss: 16.7276 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2846 Generator Loss: 16.5488 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2847 Generator Loss: 17.0938 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2848 Generator Loss: 16.4306 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2849 Generator Loss: 17.0072 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2850 Generator Loss: 16.3198 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2851 Generator Loss: 15.1989 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2852 Generator Loss: 16.5074 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2853 Generator Loss: 16.6000 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2854 Generator Loss: 17.1626 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2855 Generator Loss: 16.3260 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2856 Generator Loss: 17.8768 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2857 Generator Loss: 17.5870 Discriminator Loss: 0.07812504470348358, Time: 31.25
Epoch: 2858 Generator Loss: 17.0165 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2859 Generator Loss: 16.3090 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2860 Generator Loss: 17.8175 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2861 Generator Loss: 17.5129 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2862 Generator Loss: 15.6388 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2863 Generator Loss: 16.2920 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2864 Generator Loss: 18.2233 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2865 Generator Loss: 18.2460 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2866 Generator Loss: 16.5344 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2867 Generator Loss: 17.3186 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2868 Generator Loss: 17.6801 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2869 Generator Loss: 16.1849 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2870 Generator Loss: 16.7267 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2871 Generator Loss: 15.5607 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2872 Generator Loss: 16.0857 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2873 Generator Loss: 16.3902 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2874 Generator Loss: 16.0373 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2875 Generator Loss: 16.3546 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2876 Generator Loss: 16.2574 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2877 Generator Loss: 17.7391 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2878 Generator Loss: 17.4733 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2879 Generator Loss: 17.0885 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2880 Generator Loss: 16.2035 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2881 Generator Loss: 17.6977 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2882 Generator Loss: 15.9416 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2883 Generator Loss: 17.8022 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2884 Generator Loss: 16.5930 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2885 Generator Loss: 16.9903 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2886 Generator Loss: 16.7703 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2887 Generator Loss: 17.7048 Discriminator Loss: 0.0781250149011612, Time: 31.26
Epoch: 2888 Generator Loss: 16.9458 Discriminator Loss: 0.0781250074505806, Time: 31.24
Epoch: 2889 Generator Loss: 16.6560 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2890 Generator Loss: 16.3073 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2891 Generator Loss: 17.3803 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2892 Generator Loss: 17.3269 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2893 Generator Loss: 16.5005 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2894 Generator Loss: 18.1612 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2895 Generator Loss: 17.6919 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2896 Generator Loss: 17.4003 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2897 Generator Loss: 17.5102 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2898 Generator Loss: 17.1245 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2899 Generator Loss: 16.1258 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2900 Generator Loss: 17.0454 Discriminator Loss: 0.078125, Time: 31.27
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.54884648323059
Epoch: 2901 Generator Loss: 17.8259 Discriminator Loss: 0.078125, Time: 31.15
Epoch: 2902 Generator Loss: 16.2078 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 2903 Generator Loss: 17.6322 Discriminator Loss: 0.078125, Time: 31.21
Epoch: 2904 Generator Loss: 16.9660 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2905 Generator Loss: 17.1881 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2906 Generator Loss: 16.1874 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2907 Generator Loss: 16.9947 Discriminator Loss: 0.07812507450580597, Time: 31.24
Epoch: 2908 Generator Loss: 15.9578 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2909 Generator Loss: 17.1497 Discriminator Loss: 0.0781250149011612, Time: 31.26
Epoch: 2910 Generator Loss: 17.8736 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2911 Generator Loss: 17.3374 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2912 Generator Loss: 16.7690 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2913 Generator Loss: 17.1991 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2914 Generator Loss: 17.0795 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2915 Generator Loss: 16.6571 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2916 Generator Loss: 16.1321 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2917 Generator Loss: 17.3439 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2918 Generator Loss: 19.9291 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2919 Generator Loss: 17.0841 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2920 Generator Loss: 16.6800 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2921 Generator Loss: 15.1795 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2922 Generator Loss: 17.2369 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2923 Generator Loss: 17.9028 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2924 Generator Loss: 15.7529 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2925 Generator Loss: 18.0997 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2926 Generator Loss: 18.2549 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2927 Generator Loss: 18.6249 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2928 Generator Loss: 16.2093 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2929 Generator Loss: 15.9732 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2930 Generator Loss: 17.6247 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2931 Generator Loss: 16.7163 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2932 Generator Loss: 16.3950 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2933 Generator Loss: 16.5636 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2934 Generator Loss: 16.5478 Discriminator Loss: 0.0781250149011612, Time: 31.27
Epoch: 2935 Generator Loss: 16.6599 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2936 Generator Loss: 16.5377 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 2937 Generator Loss: 17.2544 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2938 Generator Loss: 17.9856 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2939 Generator Loss: 18.7773 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2940 Generator Loss: 16.5276 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2941 Generator Loss: 16.9594 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2942 Generator Loss: 17.7678 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2943 Generator Loss: 17.8036 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2944 Generator Loss: 17.5886 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2945 Generator Loss: 16.7160 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2946 Generator Loss: 16.9532 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2947 Generator Loss: 15.9842 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2948 Generator Loss: 17.6304 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2949 Generator Loss: 16.5206 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2950 Generator Loss: 17.6716 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2951 Generator Loss: 16.3115 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2952 Generator Loss: 17.0119 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2953 Generator Loss: 16.5111 Discriminator Loss: 0.07812502980232239, Time: 31.25
Epoch: 2954 Generator Loss: 16.5517 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2955 Generator Loss: 16.9129 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2956 Generator Loss: 16.2810 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2957 Generator Loss: 16.1442 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2958 Generator Loss: 16.8425 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2959 Generator Loss: 15.6042 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 2960 Generator Loss: 17.2328 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2961 Generator Loss: 16.4913 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2962 Generator Loss: 16.4870 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2963 Generator Loss: 16.5377 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2964 Generator Loss: 16.9145 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2965 Generator Loss: 17.3328 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2966 Generator Loss: 15.9958 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2967 Generator Loss: 16.2196 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2968 Generator Loss: 16.9613 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2969 Generator Loss: 17.0052 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2970 Generator Loss: 17.5128 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2971 Generator Loss: 16.2368 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2972 Generator Loss: 16.3461 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2973 Generator Loss: 16.1267 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2974 Generator Loss: 16.0673 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2975 Generator Loss: 16.4135 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2976 Generator Loss: 18.1198 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2977 Generator Loss: 16.6927 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 2978 Generator Loss: 18.6448 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2979 Generator Loss: 17.3532 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2980 Generator Loss: 16.4563 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2981 Generator Loss: 17.9755 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2982 Generator Loss: 17.3465 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2983 Generator Loss: 16.8282 Discriminator Loss: 0.0781250149011612, Time: 31.27
Epoch: 2984 Generator Loss: 18.0603 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2985 Generator Loss: 17.4459 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2986 Generator Loss: 17.8329 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2987 Generator Loss: 15.8931 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2988 Generator Loss: 17.7149 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2989 Generator Loss: 15.8515 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 2990 Generator Loss: 16.2206 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2991 Generator Loss: 17.3561 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2992 Generator Loss: 17.5607 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2993 Generator Loss: 16.3983 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2994 Generator Loss: 17.0597 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2995 Generator Loss: 17.6492 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 2996 Generator Loss: 16.5317 Discriminator Loss: 0.0781250149011612, Time: 31.26
Epoch: 2997 Generator Loss: 16.3396 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 2998 Generator Loss: 17.1137 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 2999 Generator Loss: 15.8711 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3000 Generator Loss: 16.6437 Discriminator Loss: 0.078125, Time: 31.27
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.4892053604126
Epoch: 3001 Generator Loss: 17.6653 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 3002 Generator Loss: 15.9533 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 3003 Generator Loss: 18.3995 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3004 Generator Loss: 16.7391 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3005 Generator Loss: 17.5741 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3006 Generator Loss: 16.4231 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3007 Generator Loss: 17.2306 Discriminator Loss: 0.078125, Time: 31.32
Epoch: 3008 Generator Loss: 16.4273 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3009 Generator Loss: 16.9535 Discriminator Loss: 0.0781250074505806, Time: 31.27
Epoch: 3010 Generator Loss: 16.8299 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3011 Generator Loss: 16.5846 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3012 Generator Loss: 15.6744 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3013 Generator Loss: 17.5792 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 3014 Generator Loss: 17.1425 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3015 Generator Loss: 16.9457 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3016 Generator Loss: 17.4996 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3017 Generator Loss: 16.6741 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3018 Generator Loss: 16.5547 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3019 Generator Loss: 17.1189 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3020 Generator Loss: 16.2384 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3021 Generator Loss: 16.3296 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3022 Generator Loss: 16.5661 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3023 Generator Loss: 17.9232 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3024 Generator Loss: 18.1818 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3025 Generator Loss: 16.6302 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3026 Generator Loss: 16.1547 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3027 Generator Loss: 17.2270 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3028 Generator Loss: 16.5707 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3029 Generator Loss: 19.1954 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3030 Generator Loss: 14.9344 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3031 Generator Loss: 18.2973 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3032 Generator Loss: 17.8197 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3033 Generator Loss: 17.3146 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3034 Generator Loss: 16.6346 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3035 Generator Loss: 16.8353 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3036 Generator Loss: 16.2117 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3037 Generator Loss: 15.3859 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3038 Generator Loss: 16.2034 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3039 Generator Loss: 17.5476 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3040 Generator Loss: 19.1766 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3041 Generator Loss: 18.1205 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3042 Generator Loss: 16.2013 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3043 Generator Loss: 17.2955 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3044 Generator Loss: 17.5510 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3045 Generator Loss: 17.0786 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3046 Generator Loss: 17.8326 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3047 Generator Loss: 17.7434 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3048 Generator Loss: 17.2779 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3049 Generator Loss: 17.2800 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3050 Generator Loss: 16.5791 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3051 Generator Loss: 16.8752 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3052 Generator Loss: 16.9424 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3053 Generator Loss: 15.7315 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3054 Generator Loss: 16.4552 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3055 Generator Loss: 16.8482 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3056 Generator Loss: 18.4151 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3057 Generator Loss: 15.9550 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3058 Generator Loss: 16.2770 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3059 Generator Loss: 15.8998 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3060 Generator Loss: 16.6084 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3061 Generator Loss: 17.2649 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3062 Generator Loss: 15.7894 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3063 Generator Loss: 17.5922 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3064 Generator Loss: 17.0801 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3065 Generator Loss: 17.6789 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3066 Generator Loss: 16.7183 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3067 Generator Loss: 17.0853 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3068 Generator Loss: 16.4114 Discriminator Loss: 0.0781250074505806, Time: 31.26
Epoch: 3069 Generator Loss: 16.4981 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3070 Generator Loss: 16.1805 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3071 Generator Loss: 16.1809 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3072 Generator Loss: 16.4697 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3073 Generator Loss: 17.0866 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3074 Generator Loss: 16.5159 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3075 Generator Loss: 16.9092 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3076 Generator Loss: 17.2593 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3077 Generator Loss: 15.7409 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3078 Generator Loss: 17.1529 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3079 Generator Loss: 16.6206 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3080 Generator Loss: 17.2930 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3081 Generator Loss: 15.3638 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3082 Generator Loss: 17.0922 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3083 Generator Loss: 16.5359 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3084 Generator Loss: 16.2525 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3085 Generator Loss: 15.8304 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3086 Generator Loss: 17.8092 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3087 Generator Loss: 16.4410 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3088 Generator Loss: 17.1855 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3089 Generator Loss: 16.6907 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3090 Generator Loss: 17.6556 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3091 Generator Loss: 16.6406 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3092 Generator Loss: 16.7129 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3093 Generator Loss: 16.7400 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3094 Generator Loss: 16.8134 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3095 Generator Loss: 18.2326 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3096 Generator Loss: 16.0462 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3097 Generator Loss: 17.0929 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3098 Generator Loss: 16.5486 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3099 Generator Loss: 16.1086 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3100 Generator Loss: 17.1879 Discriminator Loss: 0.078125, Time: 31.26
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.58222198486328
Epoch: 3101 Generator Loss: 16.6769 Discriminator Loss: 0.078125, Time: 31.19
Epoch: 3102 Generator Loss: 16.8054 Discriminator Loss: 0.078125, Time: 31.20
Epoch: 3103 Generator Loss: 16.3837 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3104 Generator Loss: 16.3596 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3105 Generator Loss: 17.5325 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3106 Generator Loss: 17.4387 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3107 Generator Loss: 17.5377 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3108 Generator Loss: 19.2562 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3109 Generator Loss: 18.2836 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3110 Generator Loss: 16.9994 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3111 Generator Loss: 16.4155 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3112 Generator Loss: 17.2378 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3113 Generator Loss: 17.5118 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3114 Generator Loss: 16.9485 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3115 Generator Loss: 17.9131 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3116 Generator Loss: 18.0868 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3117 Generator Loss: 17.0850 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3118 Generator Loss: 17.2671 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3119 Generator Loss: 15.8119 Discriminator Loss: 0.07812519371509552, Time: 31.28
Epoch: 3120 Generator Loss: 16.4244 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3121 Generator Loss: 15.5581 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3122 Generator Loss: 16.0854 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3123 Generator Loss: 16.7217 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3124 Generator Loss: 17.3200 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3125 Generator Loss: 17.7209 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3126 Generator Loss: 17.7155 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3127 Generator Loss: 15.6922 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3128 Generator Loss: 16.7200 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3129 Generator Loss: 16.9512 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3130 Generator Loss: 16.7724 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3131 Generator Loss: 16.2185 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3132 Generator Loss: 17.5867 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3133 Generator Loss: 18.0239 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3134 Generator Loss: 16.0747 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3135 Generator Loss: 17.2195 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3136 Generator Loss: 16.9896 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3137 Generator Loss: 16.8227 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3138 Generator Loss: 17.8413 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3139 Generator Loss: 15.8940 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3140 Generator Loss: 17.4243 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3141 Generator Loss: 16.3923 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3142 Generator Loss: 15.6262 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3143 Generator Loss: 16.3493 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3144 Generator Loss: 17.7803 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3145 Generator Loss: 14.9361 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3146 Generator Loss: 19.5499 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3147 Generator Loss: 16.3380 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3148 Generator Loss: 16.4199 Discriminator Loss: 0.0781250149011612, Time: 31.28
Epoch: 3149 Generator Loss: 16.0042 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3150 Generator Loss: 16.5430 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3151 Generator Loss: 16.4903 Discriminator Loss: 0.07812511920928955, Time: 31.28
Epoch: 3152 Generator Loss: 16.8696 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3153 Generator Loss: 16.4981 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3154 Generator Loss: 16.6033 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3155 Generator Loss: 16.4739 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3156 Generator Loss: 17.1111 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3157 Generator Loss: 16.4550 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3158 Generator Loss: 17.4373 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3159 Generator Loss: 17.2634 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3160 Generator Loss: 16.8907 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3161 Generator Loss: 16.8072 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3162 Generator Loss: 17.8344 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3163 Generator Loss: 17.2359 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3164 Generator Loss: 15.9363 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3165 Generator Loss: 18.5551 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3166 Generator Loss: 16.3489 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3167 Generator Loss: 17.6398 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3168 Generator Loss: 17.4948 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3169 Generator Loss: 15.5967 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3170 Generator Loss: 17.7097 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3171 Generator Loss: 16.3949 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3172 Generator Loss: 16.9423 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3173 Generator Loss: 16.2595 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3174 Generator Loss: 16.9774 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3175 Generator Loss: 18.5876 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3176 Generator Loss: 17.7219 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3177 Generator Loss: 16.5974 Discriminator Loss: 0.07812505960464478, Time: 31.28
Epoch: 3178 Generator Loss: 17.0334 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3179 Generator Loss: 15.9113 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3180 Generator Loss: 16.6419 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3181 Generator Loss: 16.5048 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3182 Generator Loss: 16.7242 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3183 Generator Loss: 16.1517 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3184 Generator Loss: 16.4167 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3185 Generator Loss: 15.9907 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3186 Generator Loss: 16.7436 Discriminator Loss: 0.0781250074505806, Time: 31.29
Epoch: 3187 Generator Loss: 17.2243 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3188 Generator Loss: 16.4898 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3189 Generator Loss: 17.1726 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3190 Generator Loss: 16.7619 Discriminator Loss: 0.0781250074505806, Time: 31.28
Epoch: 3191 Generator Loss: 17.1986 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3192 Generator Loss: 16.7806 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3193 Generator Loss: 17.7101 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3194 Generator Loss: 16.6834 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3195 Generator Loss: 17.2854 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3196 Generator Loss: 17.4220 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3197 Generator Loss: 17.8489 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3198 Generator Loss: 16.9557 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3199 Generator Loss: 17.0227 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3200 Generator Loss: 16.3869 Discriminator Loss: 0.078125, Time: 31.29
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 87.39054036140442
Epoch: 3201 Generator Loss: 16.8362 Discriminator Loss: 0.078125, Time: 31.17
Epoch: 3202 Generator Loss: 17.7605 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 3203 Generator Loss: 18.5153 Discriminator Loss: 0.078125, Time: 31.23
Epoch: 3204 Generator Loss: 16.4125 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3205 Generator Loss: 17.1871 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3206 Generator Loss: 16.1463 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3207 Generator Loss: 17.1599 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3208 Generator Loss: 16.9843 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3209 Generator Loss: 16.3822 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3210 Generator Loss: 18.1128 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3211 Generator Loss: 17.2726 Discriminator Loss: 0.0781250149011612, Time: 31.26
Epoch: 3212 Generator Loss: 16.9151 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3213 Generator Loss: 16.5133 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3214 Generator Loss: 17.0386 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3215 Generator Loss: 16.4728 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3216 Generator Loss: 17.3828 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3217 Generator Loss: 17.2992 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3218 Generator Loss: 17.3389 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3219 Generator Loss: 15.7052 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3220 Generator Loss: 16.1093 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3221 Generator Loss: 16.8331 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3222 Generator Loss: 16.1028 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3223 Generator Loss: 17.8116 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3224 Generator Loss: 17.2325 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3225 Generator Loss: 16.0706 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3226 Generator Loss: 16.6043 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3227 Generator Loss: 16.9101 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3228 Generator Loss: 15.1664 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3229 Generator Loss: 15.3372 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3230 Generator Loss: 16.7920 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3231 Generator Loss: 15.8366 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3232 Generator Loss: 16.6301 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3233 Generator Loss: 17.4630 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3234 Generator Loss: 16.5430 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3235 Generator Loss: 16.3012 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3236 Generator Loss: 16.7740 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3237 Generator Loss: 17.0302 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3238 Generator Loss: 15.8873 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3239 Generator Loss: 17.0906 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3240 Generator Loss: 17.0893 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3241 Generator Loss: 16.8718 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3242 Generator Loss: 16.9153 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3243 Generator Loss: 19.1836 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3244 Generator Loss: 16.9960 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3245 Generator Loss: 16.5529 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3246 Generator Loss: 16.7891 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3247 Generator Loss: 17.5056 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3248 Generator Loss: 17.3010 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3249 Generator Loss: 16.6227 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3250 Generator Loss: 16.3842 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3251 Generator Loss: 17.5824 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3252 Generator Loss: 16.2207 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3253 Generator Loss: 16.7323 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3254 Generator Loss: 17.8618 Discriminator Loss: 0.0781250074505806, Time: 31.28
Epoch: 3255 Generator Loss: 16.0592 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3256 Generator Loss: 16.5032 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3257 Generator Loss: 17.5901 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3258 Generator Loss: 16.9105 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3259 Generator Loss: 17.2808 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3260 Generator Loss: 17.3226 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3261 Generator Loss: 18.2041 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3262 Generator Loss: 17.7449 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3263 Generator Loss: 15.8804 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3264 Generator Loss: 17.1202 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3265 Generator Loss: 16.3532 Discriminator Loss: 0.0781250149011612, Time: 31.30
Epoch: 3266 Generator Loss: 17.6780 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3267 Generator Loss: 18.3809 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3268 Generator Loss: 16.5017 Discriminator Loss: 0.078125, Time: 31.32
Epoch: 3269 Generator Loss: 17.2031 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3270 Generator Loss: 16.0423 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3271 Generator Loss: 15.7672 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3272 Generator Loss: 16.7909 Discriminator Loss: 0.078125, Time: 31.32
Epoch: 3273 Generator Loss: 17.7138 Discriminator Loss: 0.078125, Time: 31.32
Epoch: 3274 Generator Loss: 17.8538 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3275 Generator Loss: 17.4735 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3276 Generator Loss: 17.1370 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3277 Generator Loss: 16.0590 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3278 Generator Loss: 16.7588 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3279 Generator Loss: 17.1504 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3280 Generator Loss: 15.6844 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3281 Generator Loss: 15.2798 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3282 Generator Loss: 16.5962 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3283 Generator Loss: 16.5059 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3284 Generator Loss: 17.0623 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3285 Generator Loss: 16.3845 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3286 Generator Loss: 17.7771 Discriminator Loss: 0.0781250074505806, Time: 31.30
Epoch: 3287 Generator Loss: 16.7093 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3288 Generator Loss: 16.6535 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3289 Generator Loss: 16.0511 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3290 Generator Loss: 17.6139 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3291 Generator Loss: 17.0761 Discriminator Loss: 0.07812502980232239, Time: 31.32
Epoch: 3292 Generator Loss: 17.1136 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3293 Generator Loss: 16.6493 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3294 Generator Loss: 17.3949 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3295 Generator Loss: 17.3885 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3296 Generator Loss: 17.1014 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3297 Generator Loss: 17.7256 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3298 Generator Loss: 17.9736 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3299 Generator Loss: 16.9129 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3300 Generator Loss: 18.9236 Discriminator Loss: 0.078125, Time: 31.29
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 88.4565281867981
Epoch: 3301 Generator Loss: 18.1007 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 3302 Generator Loss: 17.7492 Discriminator Loss: 0.078125, Time: 31.22
Epoch: 3303 Generator Loss: 16.0206 Discriminator Loss: 0.078125, Time: 31.24
Epoch: 3304 Generator Loss: 16.7342 Discriminator Loss: 0.078125, Time: 31.25
Epoch: 3305 Generator Loss: 17.5498 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3306 Generator Loss: 15.8850 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3307 Generator Loss: 17.3343 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3308 Generator Loss: 17.0725 Discriminator Loss: 0.07812520861625671, Time: 31.27
Epoch: 3309 Generator Loss: 16.6202 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3310 Generator Loss: 17.1224 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3311 Generator Loss: 17.6128 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3312 Generator Loss: 16.9703 Discriminator Loss: 0.078125, Time: 31.26
Epoch: 3313 Generator Loss: 16.7893 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3314 Generator Loss: 17.6614 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3315 Generator Loss: 16.7362 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3316 Generator Loss: 16.7914 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3317 Generator Loss: 15.8913 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3318 Generator Loss: 18.0027 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3319 Generator Loss: 15.7773 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3320 Generator Loss: 17.5293 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3321 Generator Loss: 17.2131 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3322 Generator Loss: 17.4009 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3323 Generator Loss: 16.9362 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3324 Generator Loss: 16.0779 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3325 Generator Loss: 16.9685 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3326 Generator Loss: 16.7186 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3327 Generator Loss: 17.1339 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3328 Generator Loss: 15.8414 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3329 Generator Loss: 16.6587 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3330 Generator Loss: 17.0221 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3331 Generator Loss: 16.6206 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3332 Generator Loss: 18.2418 Discriminator Loss: 0.078125, Time: 31.31
Epoch: 3333 Generator Loss: 17.1762 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3334 Generator Loss: 16.8248 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3335 Generator Loss: 17.9868 Discriminator Loss: 0.0781250149011612, Time: 31.29
Epoch: 3336 Generator Loss: 16.6080 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3337 Generator Loss: 16.9909 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3338 Generator Loss: 16.4416 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3339 Generator Loss: 16.4800 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3340 Generator Loss: 17.2154 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3341 Generator Loss: 16.5073 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3342 Generator Loss: 16.7448 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3343 Generator Loss: 16.3833 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3344 Generator Loss: 17.6168 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3345 Generator Loss: 17.6517 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3346 Generator Loss: 18.1047 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3347 Generator Loss: 16.3394 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3348 Generator Loss: 15.3190 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3349 Generator Loss: 16.3544 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3350 Generator Loss: 16.1510 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3351 Generator Loss: 16.8681 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3352 Generator Loss: 17.4023 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3353 Generator Loss: 16.4634 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3354 Generator Loss: 16.9992 Discriminator Loss: 0.0781250149011612, Time: 31.30
Epoch: 3355 Generator Loss: 16.9236 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3356 Generator Loss: 16.0644 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3357 Generator Loss: 16.5044 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3358 Generator Loss: 16.7107 Discriminator Loss: 0.0781250149011612, Time: 31.28
Epoch: 3359 Generator Loss: 16.5188 Discriminator Loss: 0.0781250149011612, Time: 31.29
Epoch: 3360 Generator Loss: 16.3266 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3361 Generator Loss: 17.5597 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3362 Generator Loss: 16.4516 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3363 Generator Loss: 17.6591 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3364 Generator Loss: 16.6373 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3365 Generator Loss: 16.5674 Discriminator Loss: 0.0781250074505806, Time: 31.29
Epoch: 3366 Generator Loss: 16.0416 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3367 Generator Loss: 17.2639 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3368 Generator Loss: 16.4124 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3369 Generator Loss: 17.2604 Discriminator Loss: 0.07812529802322388, Time: 31.28
Epoch: 3370 Generator Loss: 17.9329 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3371 Generator Loss: 16.2333 Discriminator Loss: 0.07812504470348358, Time: 31.28
Epoch: 3372 Generator Loss: 17.0566 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3373 Generator Loss: 16.8903 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3374 Generator Loss: 19.2092 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3375 Generator Loss: 17.8228 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3376 Generator Loss: 15.7082 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3377 Generator Loss: 16.3058 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3378 Generator Loss: 16.9170 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3379 Generator Loss: 16.2919 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3380 Generator Loss: 16.6441 Discriminator Loss: 0.078125, Time: 31.27
Epoch: 3381 Generator Loss: 16.7895 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3382 Generator Loss: 17.5487 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3383 Generator Loss: 16.9626 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3384 Generator Loss: 18.0950 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3385 Generator Loss: 16.8876 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3386 Generator Loss: 17.5465 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3387 Generator Loss: 16.8910 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3388 Generator Loss: 16.5402 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3389 Generator Loss: 16.0846 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3390 Generator Loss: 16.4098 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3391 Generator Loss: 16.5836 Discriminator Loss: 0.078125, Time: 31.30
Epoch: 3392 Generator Loss: 16.2959 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3393 Generator Loss: 17.6937 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3394 Generator Loss: 17.3787 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3395 Generator Loss: 16.3046 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3396 Generator Loss: 16.7996 Discriminator Loss: 0.078125, Time: 31.29
Epoch: 3397 Generator Loss: 16.5372 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3398 Generator Loss: 16.9813 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3399 Generator Loss: 18.3305 Discriminator Loss: 0.078125, Time: 31.28
Epoch: 3400 Generator Loss: 17.0709 Discriminator Loss: 0.078125, Time: 31.28
Saving model Checkpoint  ......
Model Saved!
Generating Validation Data B from A...
Generating Validation Data A from B...
Time taken for validation Set: 89.20438003540039
Epoch: 3401 Generator Loss: 16.3080 Discriminator Loss: 0.078125, Time: 31.18
Epoch: 3402 Generator Loss: 18.5995 Discriminator Loss: 0.078125, Time: 31.95
Traceback (most recent call last):
  File "train.py", line 455, in <module>
    cycleGAN.train()
  File "train.py", line 198, in train
    d_loss_A_real = torch.mean((1 - d_real_A) ** 2)
KeyboardInterrupt