================ Training Loss (Sun Sep 29 12:06:53 2024) ================
(epoch: 1, iters: 400, time: 0.097, data: 1.860) G_GAN: 0.252 D_real: 0.279 D_fake: 0.230 G: 5.187 NCE: 5.032 NCE_Y: 4.837 
(epoch: 1, iters: 800, time: 0.091, data: 0.006) G_GAN: 0.315 D_real: 0.245 D_fake: 0.246 G: 4.727 NCE: 4.480 NCE_Y: 4.343 
(epoch: 2, iters: 208, time: 0.085, data: 0.006) G_GAN: 0.275 D_real: 0.238 D_fake: 0.260 G: 4.251 NCE: 4.048 NCE_Y: 3.903 
(epoch: 2, iters: 608, time: 0.080, data: 0.006) G_GAN: 0.288 D_real: 0.262 D_fake: 0.247 G: 4.118 NCE: 3.973 NCE_Y: 3.687 
(epoch: 3, iters: 16, time: 0.076, data: 0.006) G_GAN: 0.305 D_real: 0.253 D_fake: 0.201 G: 3.891 NCE: 3.674 NCE_Y: 3.499 
(epoch: 3, iters: 416, time: 0.072, data: 0.013) G_GAN: 0.334 D_real: 0.242 D_fake: 0.251 G: 3.687 NCE: 3.597 NCE_Y: 3.109 
(epoch: 3, iters: 816, time: 0.069, data: 0.006) G_GAN: 0.284 D_real: 0.281 D_fake: 0.196 G: 5.586 NCE: 5.495 NCE_Y: 5.107 
(epoch: 4, iters: 224, time: 0.066, data: 0.006) G_GAN: 0.258 D_real: 0.351 D_fake: 0.166 G: 3.288 NCE: 3.234 NCE_Y: 2.826 
(epoch: 4, iters: 624, time: 0.063, data: 0.007) G_GAN: 0.363 D_real: 0.260 D_fake: 0.245 G: 3.182 NCE: 2.987 NCE_Y: 2.652 
(epoch: 5, iters: 32, time: 0.061, data: 0.006) G_GAN: 0.301 D_real: 0.311 D_fake: 0.159 G: 2.969 NCE: 2.933 NCE_Y: 2.404 
(epoch: 5, iters: 432, time: 0.059, data: 0.005) G_GAN: 0.347 D_real: 0.185 D_fake: 0.234 G: 2.979 NCE: 2.872 NCE_Y: 2.392 
(epoch: 5, iters: 832, time: 0.057, data: 0.007) G_GAN: 0.350 D_real: 0.257 D_fake: 0.163 G: 3.780 NCE: 3.509 NCE_Y: 3.351 
(epoch: 6, iters: 240, time: 0.056, data: 0.006) G_GAN: 0.326 D_real: 0.515 D_fake: 0.152 G: 2.817 NCE: 2.730 NCE_Y: 2.252 
(epoch: 6, iters: 640, time: 0.054, data: 0.007) G_GAN: 0.340 D_real: 0.277 D_fake: 0.166 G: 3.912 NCE: 3.734 NCE_Y: 3.409 
(epoch: 7, iters: 48, time: 0.053, data: 0.006) G_GAN: 0.298 D_real: 0.219 D_fake: 0.193 G: 2.637 NCE: 2.592 NCE_Y: 2.085 
(epoch: 7, iters: 448, time: 0.052, data: 0.005) G_GAN: 0.429 D_real: 0.099 D_fake: 0.354 G: 2.717 NCE: 2.537 NCE_Y: 2.040 
(epoch: 7, iters: 848, time: 0.051, data: 0.006) G_GAN: 0.415 D_real: 0.446 D_fake: 0.321 G: 2.738 NCE: 2.637 NCE_Y: 2.009 
(epoch: 8, iters: 256, time: 0.050, data: 0.007) G_GAN: 0.409 D_real: 0.228 D_fake: 0.180 G: 2.593 NCE: 2.419 NCE_Y: 1.950 
(epoch: 8, iters: 656, time: 0.050, data: 0.006) G_GAN: 0.284 D_real: 0.249 D_fake: 0.167 G: 2.430 NCE: 2.434 NCE_Y: 1.858 
(epoch: 9, iters: 64, time: 0.049, data: 0.006) G_GAN: 0.333 D_real: 0.246 D_fake: 0.148 G: 2.298 NCE: 2.239 NCE_Y: 1.692 
(epoch: 9, iters: 464, time: 0.048, data: 0.006) G_GAN: 0.313 D_real: 0.176 D_fake: 0.202 G: 2.170 NCE: 2.140 NCE_Y: 1.573 
(epoch: 9, iters: 864, time: 0.048, data: 0.006) G_GAN: 0.381 D_real: 0.184 D_fake: 0.237 G: 2.447 NCE: 2.403 NCE_Y: 1.729 
(epoch: 10, iters: 272, time: 0.047, data: 0.007) G_GAN: 0.337 D_real: 0.222 D_fake: 0.197 G: 2.335 NCE: 2.402 NCE_Y: 1.594 
(epoch: 10, iters: 672, time: 0.047, data: 0.006) G_GAN: 0.407 D_real: 0.152 D_fake: 0.256 G: 2.329 NCE: 2.209 NCE_Y: 1.636 
(epoch: 11, iters: 80, time: 0.047, data: 0.007) G_GAN: 0.380 D_real: 0.214 D_fake: 0.138 G: 2.245 NCE: 2.225 NCE_Y: 1.505 
(epoch: 11, iters: 480, time: 0.046, data: 0.006) G_GAN: 0.510 D_real: 0.159 D_fake: 0.230 G: 2.511 NCE: 2.255 NCE_Y: 1.746 
(epoch: 11, iters: 880, time: 0.046, data: 0.006) G_GAN: 0.501 D_real: 0.299 D_fake: 0.218 G: 2.608 NCE: 2.445 NCE_Y: 1.769 
(epoch: 12, iters: 288, time: 0.046, data: 0.006) G_GAN: 0.387 D_real: 0.166 D_fake: 0.197 G: 2.162 NCE: 2.090 NCE_Y: 1.460 
(epoch: 12, iters: 688, time: 0.046, data: 0.006) G_GAN: 0.343 D_real: 0.273 D_fake: 0.188 G: 2.147 NCE: 2.186 NCE_Y: 1.421 
(epoch: 13, iters: 96, time: 0.045, data: 0.010) G_GAN: 0.469 D_real: 0.194 D_fake: 0.152 G: 2.550 NCE: 2.466 NCE_Y: 1.697 
(epoch: 13, iters: 496, time: 0.045, data: 0.006) G_GAN: 0.396 D_real: 0.212 D_fake: 0.293 G: 2.268 NCE: 2.138 NCE_Y: 1.607 
(epoch: 13, iters: 896, time: 0.045, data: 0.006) G_GAN: 0.499 D_real: 0.174 D_fake: 0.187 G: 2.201 NCE: 1.988 NCE_Y: 1.415 
(epoch: 14, iters: 304, time: 0.045, data: 0.007) G_GAN: 0.237 D_real: 0.385 D_fake: 0.210 G: 2.175 NCE: 2.337 NCE_Y: 1.539 
(epoch: 14, iters: 704, time: 0.045, data: 0.006) G_GAN: 0.385 D_real: 0.261 D_fake: 0.169 G: 2.415 NCE: 2.413 NCE_Y: 1.647 
(epoch: 15, iters: 112, time: 0.045, data: 0.007) G_GAN: 0.368 D_real: 0.202 D_fake: 0.347 G: 2.326 NCE: 2.264 NCE_Y: 1.651 
(epoch: 15, iters: 512, time: 0.045, data: 0.005) G_GAN: 0.379 D_real: 0.262 D_fake: 0.142 G: 2.208 NCE: 2.224 NCE_Y: 1.434 
(epoch: 15, iters: 912, time: 0.045, data: 0.007) G_GAN: 0.377 D_real: 0.215 D_fake: 0.219 G: 2.105 NCE: 2.101 NCE_Y: 1.355 
(epoch: 16, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.346 D_real: 0.212 D_fake: 0.198 G: 2.078 NCE: 2.112 NCE_Y: 1.353 
(epoch: 16, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.401 D_real: 0.285 D_fake: 0.129 G: 2.199 NCE: 2.157 NCE_Y: 1.439 
(epoch: 17, iters: 128, time: 0.044, data: 0.006) G_GAN: 1.185 D_real: 0.737 D_fake: 0.301 G: 2.905 NCE: 2.003 NCE_Y: 1.437 
(epoch: 17, iters: 528, time: 0.044, data: 0.006) G_GAN: 0.291 D_real: 0.247 D_fake: 0.211 G: 2.053 NCE: 2.023 NCE_Y: 1.501 
(epoch: 17, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.324 D_real: 0.244 D_fake: 0.197 G: 1.923 NCE: 1.903 NCE_Y: 1.295 
(epoch: 18, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.305 D_real: 0.198 D_fake: 0.236 G: 1.978 NCE: 1.982 NCE_Y: 1.365 
(epoch: 18, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.371 D_real: 0.206 D_fake: 0.188 G: 2.084 NCE: 2.111 NCE_Y: 1.315 
(epoch: 19, iters: 144, time: 0.044, data: 0.006) G_GAN: 0.338 D_real: 0.192 D_fake: 0.250 G: 1.937 NCE: 1.863 NCE_Y: 1.335 
(epoch: 19, iters: 544, time: 0.044, data: 0.007) G_GAN: 0.305 D_real: 0.247 D_fake: 0.244 G: 1.923 NCE: 1.967 NCE_Y: 1.268 
(epoch: 19, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.404 D_real: 0.257 D_fake: 0.230 G: 1.916 NCE: 1.815 NCE_Y: 1.208 
(epoch: 20, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.323 D_real: 0.164 D_fake: 0.301 G: 1.872 NCE: 1.856 NCE_Y: 1.241 
(epoch: 20, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.306 D_real: 0.216 D_fake: 0.212 G: 1.808 NCE: 1.843 NCE_Y: 1.162 
(epoch: 21, iters: 160, time: 0.044, data: 0.010) G_GAN: 0.354 D_real: 0.224 D_fake: 0.208 G: 1.869 NCE: 1.812 NCE_Y: 1.219 
(epoch: 21, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.354 D_real: 0.261 D_fake: 0.240 G: 1.981 NCE: 2.087 NCE_Y: 1.168 
(epoch: 21, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.309 D_real: 0.234 D_fake: 0.320 G: 1.979 NCE: 2.121 NCE_Y: 1.219 
(epoch: 22, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.229 D_fake: 0.234 G: 1.902 NCE: 1.882 NCE_Y: 1.235 
(epoch: 22, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.320 D_real: 0.291 D_fake: 0.219 G: 1.885 NCE: 1.997 NCE_Y: 1.133 
(epoch: 23, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.373 D_real: 0.198 D_fake: 0.273 G: 2.002 NCE: 1.976 NCE_Y: 1.283 
(epoch: 23, iters: 576, time: 0.044, data: 0.007) G_GAN: 0.291 D_real: 0.285 D_fake: 0.207 G: 1.944 NCE: 2.018 NCE_Y: 1.288 
(epoch: 23, iters: 976, time: 0.044, data: 0.006) G_GAN: 0.304 D_real: 0.267 D_fake: 0.188 G: 1.850 NCE: 1.840 NCE_Y: 1.251 
(epoch: 24, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.332 D_real: 0.202 D_fake: 0.269 G: 1.811 NCE: 1.882 NCE_Y: 1.075 
(epoch: 24, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.270 D_real: 0.262 D_fake: 0.209 G: 1.733 NCE: 1.792 NCE_Y: 1.134 
(epoch: 25, iters: 192, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.146 D_fake: 0.260 G: 2.059 NCE: 1.984 NCE_Y: 1.380 
(epoch: 25, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.384 D_real: 0.193 D_fake: 0.307 G: 1.949 NCE: 1.886 NCE_Y: 1.244 
(epoch: 25, iters: 992, time: 0.044, data: 0.006) G_GAN: 0.405 D_real: 0.166 D_fake: 0.301 G: 1.832 NCE: 1.722 NCE_Y: 1.133 
(epoch: 26, iters: 400, time: 0.044, data: 1.759) G_GAN: 0.328 D_real: 0.270 D_fake: 0.227 G: 1.839 NCE: 1.809 NCE_Y: 1.214 
(epoch: 26, iters: 800, time: 0.044, data: 0.007) G_GAN: 0.306 D_real: 0.214 D_fake: 0.259 G: 1.808 NCE: 1.879 NCE_Y: 1.126 
(epoch: 27, iters: 208, time: 0.044, data: 0.006) G_GAN: 0.340 D_real: 0.248 D_fake: 0.177 G: 1.721 NCE: 1.647 NCE_Y: 1.116 
(epoch: 27, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.369 D_real: 0.237 D_fake: 0.171 G: 1.914 NCE: 1.890 NCE_Y: 1.200 
(epoch: 28, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.276 D_real: 0.237 D_fake: 0.221 G: 1.673 NCE: 1.726 NCE_Y: 1.069 
(epoch: 28, iters: 416, time: 0.044, data: 0.007) G_GAN: 0.294 D_real: 0.316 D_fake: 0.132 G: 1.727 NCE: 1.741 NCE_Y: 1.126 
(epoch: 28, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.349 D_real: 0.275 D_fake: 0.182 G: 1.828 NCE: 1.791 NCE_Y: 1.167 
(epoch: 29, iters: 224, time: 0.044, data: 0.006) G_GAN: 0.315 D_real: 0.239 D_fake: 0.202 G: 1.747 NCE: 1.783 NCE_Y: 1.080 
(epoch: 29, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.405 D_real: 0.254 D_fake: 0.215 G: 1.868 NCE: 1.710 NCE_Y: 1.216 
(epoch: 30, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.310 D_real: 0.248 D_fake: 0.184 G: 1.948 NCE: 1.866 NCE_Y: 1.411 
(epoch: 30, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.358 D_real: 0.245 D_fake: 0.239 G: 1.768 NCE: 1.685 NCE_Y: 1.137 
(epoch: 30, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.347 D_real: 0.290 D_fake: 0.231 G: 1.799 NCE: 1.850 NCE_Y: 1.055 
(epoch: 31, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.226 D_fake: 0.255 G: 1.800 NCE: 1.764 NCE_Y: 1.103 
(epoch: 31, iters: 640, time: 0.044, data: 0.010) G_GAN: 0.306 D_real: 0.256 D_fake: 0.244 G: 1.787 NCE: 1.887 NCE_Y: 1.076 
(epoch: 32, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.328 D_real: 0.268 D_fake: 0.244 G: 1.769 NCE: 1.832 NCE_Y: 1.049 
(epoch: 32, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.425 D_real: 0.150 D_fake: 0.303 G: 1.798 NCE: 1.667 NCE_Y: 1.080 
(epoch: 32, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.395 D_real: 0.227 D_fake: 0.260 G: 1.850 NCE: 1.777 NCE_Y: 1.131 
(epoch: 33, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.317 D_real: 0.248 D_fake: 0.249 G: 1.727 NCE: 1.766 NCE_Y: 1.054 
(epoch: 33, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.248 D_fake: 0.229 G: 1.886 NCE: 1.970 NCE_Y: 1.051 
(epoch: 34, iters: 64, time: 0.044, data: 0.006) G_GAN: 0.403 D_real: 0.233 D_fake: 0.234 G: 1.852 NCE: 1.771 NCE_Y: 1.127 
(epoch: 34, iters: 464, time: 0.044, data: 0.007) G_GAN: 0.309 D_real: 0.260 D_fake: 0.253 G: 1.791 NCE: 1.908 NCE_Y: 1.055 
(epoch: 34, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.449 D_real: 0.165 D_fake: 0.276 G: 1.983 NCE: 1.844 NCE_Y: 1.224 
(epoch: 35, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.309 D_real: 0.251 D_fake: 0.217 G: 1.821 NCE: 1.998 NCE_Y: 1.026 
(epoch: 35, iters: 672, time: 0.044, data: 0.007) G_GAN: 0.412 D_real: 0.223 D_fake: 0.303 G: 1.957 NCE: 1.943 NCE_Y: 1.148 
(epoch: 36, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.323 D_real: 0.244 D_fake: 0.225 G: 1.722 NCE: 1.728 NCE_Y: 1.070 
(epoch: 36, iters: 480, time: 0.044, data: 0.010) G_GAN: 0.360 D_real: 0.291 D_fake: 0.197 G: 1.784 NCE: 1.819 NCE_Y: 1.030 
(epoch: 36, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.285 D_real: 0.271 D_fake: 0.164 G: 1.687 NCE: 1.666 NCE_Y: 1.139 
(epoch: 37, iters: 288, time: 0.044, data: 0.007) G_GAN: 0.330 D_real: 0.273 D_fake: 0.201 G: 1.800 NCE: 1.863 NCE_Y: 1.077 
(epoch: 37, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.390 D_real: 0.195 D_fake: 0.243 G: 1.765 NCE: 1.735 NCE_Y: 1.014 
(epoch: 38, iters: 96, time: 0.044, data: 0.006) G_GAN: 0.470 D_real: 0.310 D_fake: 0.217 G: 1.897 NCE: 1.852 NCE_Y: 1.003 
(epoch: 38, iters: 496, time: 0.044, data: 0.006) G_GAN: 0.432 D_real: 0.182 D_fake: 0.317 G: 1.826 NCE: 1.735 NCE_Y: 1.053 
(epoch: 38, iters: 896, time: 0.044, data: 0.006) G_GAN: 0.450 D_real: 0.255 D_fake: 0.292 G: 1.790 NCE: 1.675 NCE_Y: 1.004 
(epoch: 39, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.355 D_real: 0.209 D_fake: 0.234 G: 1.638 NCE: 1.625 NCE_Y: 0.942 
(epoch: 39, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.323 D_real: 0.211 D_fake: 0.213 G: 1.650 NCE: 1.639 NCE_Y: 1.016 
(epoch: 40, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.381 D_real: 0.239 D_fake: 0.239 G: 1.698 NCE: 1.551 NCE_Y: 1.085 
(epoch: 40, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.291 D_real: 0.280 D_fake: 0.179 G: 1.640 NCE: 1.708 NCE_Y: 0.991 
(epoch: 40, iters: 912, time: 0.044, data: 0.006) G_GAN: 0.329 D_real: 0.232 D_fake: 0.213 G: 1.757 NCE: 1.750 NCE_Y: 1.106 
(epoch: 41, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.621 D_real: 0.351 D_fake: 0.183 G: 6.050 NCE: 5.337 NCE_Y: 5.522 
(epoch: 41, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.406 D_real: 0.194 D_fake: 0.163 G: 4.797 NCE: 4.418 NCE_Y: 4.363 
(epoch: 42, iters: 128, time: 0.044, data: 0.006) G_GAN: 0.375 D_real: 0.143 D_fake: 0.216 G: 4.761 NCE: 4.459 NCE_Y: 4.312 
(epoch: 42, iters: 528, time: 0.044, data: 0.006) G_GAN: 0.440 D_real: 0.166 D_fake: 0.156 G: 3.650 NCE: 3.430 NCE_Y: 2.991 
(epoch: 42, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.589 D_real: 0.072 D_fake: 0.171 G: 3.445 NCE: 3.094 NCE_Y: 2.619 
(epoch: 43, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.468 D_real: 0.142 D_fake: 0.139 G: 3.115 NCE: 2.960 NCE_Y: 2.333 
(epoch: 43, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.568 D_real: 0.154 D_fake: 0.143 G: 2.891 NCE: 2.658 NCE_Y: 1.986 
(epoch: 44, iters: 144, time: 0.044, data: 0.006) G_GAN: 0.483 D_real: 0.168 D_fake: 0.140 G: 2.440 NCE: 2.310 NCE_Y: 1.605 
(epoch: 44, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.460 D_real: 0.176 D_fake: 0.145 G: 2.619 NCE: 2.634 NCE_Y: 1.684 
(epoch: 44, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.568 D_real: 0.284 D_fake: 0.176 G: 2.450 NCE: 2.243 NCE_Y: 1.521 
(epoch: 45, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.402 D_real: 0.209 D_fake: 0.124 G: 2.346 NCE: 2.276 NCE_Y: 1.613 
(epoch: 45, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.416 D_real: 0.246 D_fake: 0.131 G: 2.294 NCE: 2.350 NCE_Y: 1.407 
(epoch: 46, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.491 D_real: 0.147 D_fake: 0.185 G: 2.165 NCE: 1.973 NCE_Y: 1.374 
(epoch: 46, iters: 560, time: 0.044, data: 0.006) G_GAN: 0.427 D_real: 0.176 D_fake: 0.201 G: 2.222 NCE: 2.243 NCE_Y: 1.347 
(epoch: 46, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.354 D_real: 0.216 D_fake: 0.188 G: 2.081 NCE: 2.140 NCE_Y: 1.314 
(epoch: 47, iters: 368, time: 0.044, data: 0.007) G_GAN: 0.406 D_real: 0.176 D_fake: 0.202 G: 2.089 NCE: 2.061 NCE_Y: 1.304 
(epoch: 47, iters: 768, time: 0.044, data: 0.007) G_GAN: 0.328 D_real: 0.312 D_fake: 0.167 G: 2.063 NCE: 2.244 NCE_Y: 1.227 
(epoch: 48, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.430 D_real: 0.141 D_fake: 0.235 G: 2.049 NCE: 1.963 NCE_Y: 1.276 
(epoch: 48, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.550 D_real: 0.118 D_fake: 0.208 G: 2.036 NCE: 1.804 NCE_Y: 1.168 
(epoch: 48, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.418 D_real: 0.164 D_fake: 0.257 G: 1.946 NCE: 1.852 NCE_Y: 1.205 
(epoch: 49, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.414 D_real: 0.274 D_fake: 0.141 G: 2.063 NCE: 2.091 NCE_Y: 1.207 
(epoch: 49, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.387 D_real: 0.312 D_fake: 0.138 G: 1.970 NCE: 2.005 NCE_Y: 1.162 
(epoch: 50, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.393 D_real: 0.195 D_fake: 0.192 G: 2.020 NCE: 2.032 NCE_Y: 1.222 
(epoch: 50, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.413 D_real: 0.178 D_fake: 0.302 G: 2.045 NCE: 2.117 NCE_Y: 1.146 
(epoch: 50, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.313 D_real: 0.263 D_fake: 0.220 G: 1.833 NCE: 1.905 NCE_Y: 1.134 
(epoch: 51, iters: 400, time: 0.044, data: 1.761) G_GAN: 0.330 D_real: 0.261 D_fake: 0.121 G: 1.894 NCE: 1.956 NCE_Y: 1.173 
(epoch: 51, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.296 D_fake: 0.174 G: 1.877 NCE: 1.954 NCE_Y: 1.086 
(epoch: 52, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.394 D_real: 0.352 D_fake: 0.244 G: 1.911 NCE: 1.907 NCE_Y: 1.127 
(epoch: 52, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.294 D_real: 0.319 D_fake: 0.202 G: 1.890 NCE: 2.049 NCE_Y: 1.144 
(epoch: 53, iters: 16, time: 0.044, data: 0.011) G_GAN: 0.258 D_real: 0.279 D_fake: 0.155 G: 1.762 NCE: 1.921 NCE_Y: 1.087 
(epoch: 53, iters: 416, time: 0.044, data: 0.009) G_GAN: 0.441 D_real: 0.173 D_fake: 0.291 G: 1.961 NCE: 1.904 NCE_Y: 1.137 
(epoch: 53, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.337 D_real: 0.300 D_fake: 0.138 G: 1.717 NCE: 1.723 NCE_Y: 1.038 
(epoch: 54, iters: 224, time: 0.044, data: 0.010) G_GAN: 0.315 D_real: 0.217 D_fake: 0.168 G: 1.705 NCE: 1.747 NCE_Y: 1.034 
(epoch: 54, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.362 D_real: 0.236 D_fake: 0.212 G: 1.835 NCE: 1.855 NCE_Y: 1.091 
(epoch: 55, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.361 D_real: 0.296 D_fake: 0.142 G: 1.745 NCE: 1.687 NCE_Y: 1.080 
(epoch: 55, iters: 432, time: 0.044, data: 0.006) G_GAN: 0.370 D_real: 0.171 D_fake: 0.292 G: 1.798 NCE: 1.818 NCE_Y: 1.038 
(epoch: 55, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.389 D_real: 0.198 D_fake: 0.165 G: 1.763 NCE: 1.747 NCE_Y: 1.000 
(epoch: 56, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.156 D_fake: 0.228 G: 1.847 NCE: 1.846 NCE_Y: 1.120 
(epoch: 56, iters: 640, time: 0.044, data: 0.007) G_GAN: 0.350 D_real: 0.255 D_fake: 0.217 G: 1.854 NCE: 1.956 NCE_Y: 1.053 
(epoch: 57, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.405 D_real: 0.228 D_fake: 0.275 G: 1.938 NCE: 1.865 NCE_Y: 1.201 
(epoch: 57, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.280 D_real: 0.281 D_fake: 0.138 G: 1.652 NCE: 1.730 NCE_Y: 1.012 
(epoch: 57, iters: 848, time: 0.044, data: 0.006) G_GAN: 0.360 D_real: 0.225 D_fake: 0.232 G: 1.763 NCE: 1.809 NCE_Y: 0.998 
(epoch: 58, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.294 D_real: 0.314 D_fake: 0.126 G: 1.718 NCE: 1.831 NCE_Y: 1.017 
(epoch: 58, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.469 D_real: 0.315 D_fake: 0.278 G: 1.876 NCE: 1.770 NCE_Y: 1.044 
(epoch: 59, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.316 D_real: 0.294 D_fake: 0.138 G: 1.817 NCE: 1.896 NCE_Y: 1.105 
(epoch: 59, iters: 464, time: 0.044, data: 0.008) G_GAN: 0.365 D_real: 0.207 D_fake: 0.227 G: 1.749 NCE: 1.691 NCE_Y: 1.076 
(epoch: 59, iters: 864, time: 0.044, data: 0.006) G_GAN: 0.399 D_real: 0.246 D_fake: 0.218 G: 1.718 NCE: 1.650 NCE_Y: 0.988 
(epoch: 60, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.341 D_real: 0.260 D_fake: 0.161 G: 1.754 NCE: 1.786 NCE_Y: 1.040 
(epoch: 60, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.298 D_real: 0.292 D_fake: 0.177 G: 1.595 NCE: 1.582 NCE_Y: 1.011 
(epoch: 61, iters: 80, time: 0.044, data: 0.007) G_GAN: 0.380 D_real: 0.209 D_fake: 0.289 G: 1.758 NCE: 1.710 NCE_Y: 1.044 
(epoch: 61, iters: 480, time: 0.044, data: 0.006) G_GAN: 0.352 D_real: 0.277 D_fake: 0.217 G: 1.699 NCE: 1.706 NCE_Y: 0.989 
(epoch: 61, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.442 D_real: 0.243 D_fake: 0.314 G: 1.963 NCE: 1.966 NCE_Y: 1.075 
(epoch: 62, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.318 D_real: 0.239 D_fake: 0.285 G: 1.683 NCE: 1.689 NCE_Y: 1.041 
(epoch: 62, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.371 D_real: 0.303 D_fake: 0.148 G: 1.700 NCE: 1.629 NCE_Y: 1.029 
(epoch: 63, iters: 96, time: 0.044, data: 0.006) G_GAN: 0.372 D_real: 0.227 D_fake: 0.213 G: 1.759 NCE: 1.775 NCE_Y: 1.000 
(epoch: 63, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.641 D_real: 0.064 D_fake: 0.471 G: 2.245 NCE: 1.790 NCE_Y: 1.418 
(epoch: 63, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.361 D_real: 0.258 D_fake: 0.249 G: 1.735 NCE: 1.721 NCE_Y: 1.027 
(epoch: 64, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.313 D_real: 0.278 D_fake: 0.204 G: 1.680 NCE: 1.740 NCE_Y: 0.995 
(epoch: 64, iters: 704, time: 0.044, data: 0.007) G_GAN: 0.533 D_real: 0.176 D_fake: 0.470 G: 1.979 NCE: 1.930 NCE_Y: 0.963 
(epoch: 65, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.529 D_real: 0.151 D_fake: 0.311 G: 1.914 NCE: 1.730 NCE_Y: 1.040 
(epoch: 65, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.399 D_real: 0.259 D_fake: 0.234 G: 1.762 NCE: 1.784 NCE_Y: 0.942 
(epoch: 65, iters: 912, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.212 D_fake: 0.251 G: 1.728 NCE: 1.761 NCE_Y: 1.009 
(epoch: 66, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.417 D_real: 0.274 D_fake: 0.305 G: 1.763 NCE: 1.704 NCE_Y: 0.988 
(epoch: 66, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.375 D_real: 0.221 D_fake: 0.236 G: 1.676 NCE: 1.574 NCE_Y: 1.027 
(epoch: 67, iters: 128, time: 0.044, data: 0.006) G_GAN: 0.374 D_real: 0.209 D_fake: 0.205 G: 1.810 NCE: 1.804 NCE_Y: 1.068 
(epoch: 67, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.372 D_real: 0.261 D_fake: 0.186 G: 1.783 NCE: 1.811 NCE_Y: 1.011 
(epoch: 67, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.211 D_fake: 0.282 G: 1.760 NCE: 1.770 NCE_Y: 0.991 
(epoch: 68, iters: 336, time: 0.044, data: 0.007) G_GAN: 0.328 D_real: 0.209 D_fake: 0.207 G: 1.593 NCE: 1.586 NCE_Y: 0.944 
(epoch: 68, iters: 736, time: 0.044, data: 0.010) G_GAN: 0.394 D_real: 0.230 D_fake: 0.262 G: 1.778 NCE: 1.721 NCE_Y: 1.047 
(epoch: 69, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.334 D_real: 0.226 D_fake: 0.220 G: 1.637 NCE: 1.611 NCE_Y: 0.994 
(epoch: 69, iters: 544, time: 0.044, data: 0.007) G_GAN: 0.262 D_real: 0.329 D_fake: 0.176 G: 1.464 NCE: 1.496 NCE_Y: 0.909 
(epoch: 69, iters: 944, time: 0.044, data: 0.006) G_GAN: 0.356 D_real: 0.210 D_fake: 0.221 G: 1.654 NCE: 1.623 NCE_Y: 0.972 
(epoch: 70, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.344 D_real: 0.468 D_fake: 0.093 G: 1.525 NCE: 1.404 NCE_Y: 0.956 
(epoch: 70, iters: 752, time: 0.044, data: 0.007) G_GAN: 0.362 D_real: 0.218 D_fake: 0.211 G: 1.613 NCE: 1.571 NCE_Y: 0.931 
(epoch: 71, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.343 D_real: 0.202 D_fake: 0.213 G: 1.642 NCE: 1.597 NCE_Y: 1.000 
(epoch: 71, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.380 D_real: 0.140 D_fake: 0.267 G: 1.721 NCE: 1.511 NCE_Y: 1.170 
(epoch: 71, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.488 D_real: 0.247 D_fake: 0.363 G: 1.854 NCE: 1.773 NCE_Y: 0.960 
(epoch: 72, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.344 D_real: 0.259 D_fake: 0.192 G: 1.617 NCE: 1.607 NCE_Y: 0.938 
(epoch: 72, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.407 D_real: 0.272 D_fake: 0.187 G: 1.704 NCE: 1.622 NCE_Y: 0.972 
(epoch: 73, iters: 176, time: 0.044, data: 0.006) G_GAN: 0.329 D_real: 0.272 D_fake: 0.201 G: 1.673 NCE: 1.664 NCE_Y: 1.025 
(epoch: 73, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.386 D_real: 0.187 D_fake: 0.278 G: 1.755 NCE: 1.678 NCE_Y: 1.059 
(epoch: 73, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.294 D_real: 0.271 D_fake: 0.224 G: 1.644 NCE: 1.784 NCE_Y: 0.916 
(epoch: 74, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.454 D_real: 0.276 D_fake: 0.213 G: 1.679 NCE: 1.505 NCE_Y: 0.946 
(epoch: 74, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.313 D_real: 0.323 D_fake: 0.191 G: 1.644 NCE: 1.652 NCE_Y: 1.010 
(epoch: 75, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.384 D_real: 0.158 D_fake: 0.264 G: 1.683 NCE: 1.616 NCE_Y: 0.981 
(epoch: 75, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.329 D_real: 0.333 D_fake: 0.198 G: 1.650 NCE: 1.645 NCE_Y: 0.997 
(epoch: 75, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.425 D_real: 0.256 D_fake: 0.231 G: 1.672 NCE: 1.562 NCE_Y: 0.933 
(epoch: 76, iters: 400, time: 0.044, data: 1.748) G_GAN: 0.328 D_real: 0.254 D_fake: 0.216 G: 1.630 NCE: 1.634 NCE_Y: 0.969 
(epoch: 76, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.265 D_real: 0.344 D_fake: 0.178 G: 1.675 NCE: 1.712 NCE_Y: 1.108 
(epoch: 77, iters: 208, time: 0.044, data: 0.006) G_GAN: 0.290 D_real: 0.265 D_fake: 0.182 G: 1.598 NCE: 1.681 NCE_Y: 0.936 
(epoch: 77, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.234 D_real: 0.278 D_fake: 0.159 G: 1.491 NCE: 1.560 NCE_Y: 0.953 
(epoch: 78, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.321 D_real: 0.247 D_fake: 0.232 G: 1.538 NCE: 1.582 NCE_Y: 0.853 
(epoch: 78, iters: 416, time: 0.044, data: 0.005) G_GAN: 0.273 D_real: 0.333 D_fake: 0.170 G: 1.601 NCE: 1.716 NCE_Y: 0.941 
(epoch: 78, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.377 D_real: 0.174 D_fake: 0.296 G: 1.686 NCE: 1.624 NCE_Y: 0.993 
(epoch: 79, iters: 224, time: 0.044, data: 0.006) G_GAN: 0.554 D_real: 0.104 D_fake: 0.357 G: 1.870 NCE: 1.554 NCE_Y: 1.078 
(epoch: 79, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.305 D_real: 0.300 D_fake: 0.187 G: 1.527 NCE: 1.499 NCE_Y: 0.946 
(epoch: 80, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.345 D_real: 0.230 D_fake: 0.194 G: 1.643 NCE: 1.633 NCE_Y: 0.965 
(epoch: 80, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.469 D_real: 0.179 D_fake: 0.279 G: 1.796 NCE: 1.654 NCE_Y: 1.000 
(epoch: 80, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.414 D_real: 0.249 D_fake: 0.215 G: 1.713 NCE: 1.600 NCE_Y: 0.999 
(epoch: 81, iters: 240, time: 0.044, data: 0.006) G_GAN: 0.355 D_real: 0.182 D_fake: 0.208 G: 1.587 NCE: 1.562 NCE_Y: 0.903 
(epoch: 81, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.536 D_real: 0.173 D_fake: 0.346 G: 1.779 NCE: 1.501 NCE_Y: 0.985 
(epoch: 82, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.260 D_real: 0.274 D_fake: 0.226 G: 1.521 NCE: 1.583 NCE_Y: 0.938 
(epoch: 82, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.259 D_real: 0.326 D_fake: 0.144 G: 1.486 NCE: 1.552 NCE_Y: 0.902 
(epoch: 82, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.265 D_real: 0.309 D_fake: 0.202 G: 1.627 NCE: 1.738 NCE_Y: 0.987 
(epoch: 83, iters: 256, time: 0.044, data: 0.006) G_GAN: 0.335 D_real: 0.273 D_fake: 0.161 G: 1.533 NCE: 1.514 NCE_Y: 0.883 
(epoch: 83, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.311 D_real: 0.244 D_fake: 0.204 G: 1.623 NCE: 1.690 NCE_Y: 0.934 
(epoch: 84, iters: 64, time: 0.044, data: 0.006) G_GAN: 0.302 D_real: 0.256 D_fake: 0.259 G: 1.590 NCE: 1.636 NCE_Y: 0.939 
(epoch: 84, iters: 464, time: 0.044, data: 0.006) G_GAN: 0.467 D_real: 0.202 D_fake: 0.246 G: 1.810 NCE: 1.729 NCE_Y: 0.958 
(epoch: 84, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.284 D_real: 0.233 D_fake: 0.202 G: 1.577 NCE: 1.584 NCE_Y: 1.002 
(epoch: 85, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.309 D_real: 0.302 D_fake: 0.139 G: 1.708 NCE: 1.695 NCE_Y: 1.103 
(epoch: 85, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.466 D_real: 0.194 D_fake: 0.268 G: 1.772 NCE: 1.680 NCE_Y: 0.932 
(epoch: 86, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.353 D_real: 0.182 D_fake: 0.272 G: 1.587 NCE: 1.533 NCE_Y: 0.934 
(epoch: 86, iters: 480, time: 0.044, data: 0.008) G_GAN: 0.410 D_real: 0.195 D_fake: 0.271 G: 1.647 NCE: 1.578 NCE_Y: 0.897 
(epoch: 86, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.322 D_real: 0.261 D_fake: 0.168 G: 1.549 NCE: 1.473 NCE_Y: 0.980 
(epoch: 87, iters: 288, time: 0.044, data: 0.007) G_GAN: 0.340 D_real: 0.316 D_fake: 0.186 G: 1.710 NCE: 1.719 NCE_Y: 1.022 
(epoch: 87, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.793 D_real: 0.128 D_fake: 0.495 G: 2.120 NCE: 1.638 NCE_Y: 1.016 
(epoch: 88, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.310 D_real: 0.236 D_fake: 0.148 G: 1.523 NCE: 1.536 NCE_Y: 0.891 
(epoch: 88, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.461 D_real: 0.204 D_fake: 0.296 G: 1.737 NCE: 1.681 NCE_Y: 0.870 
(epoch: 88, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.420 D_real: 0.193 D_fake: 0.309 G: 1.754 NCE: 1.696 NCE_Y: 0.971 
(epoch: 89, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.400 D_real: 0.185 D_fake: 0.262 G: 1.742 NCE: 1.720 NCE_Y: 0.963 
(epoch: 89, iters: 704, time: 0.044, data: 0.007) G_GAN: 2.136 D_real: 0.710 D_fake: 0.683 G: 3.450 NCE: 1.580 NCE_Y: 1.049 
(epoch: 90, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.325 D_real: 0.233 D_fake: 0.192 G: 5.345 NCE: 5.019 NCE_Y: 5.021 
(epoch: 90, iters: 512, time: 0.044, data: 0.006) G_GAN: 0.310 D_real: 0.266 D_fake: 0.217 G: 4.944 NCE: 4.680 NCE_Y: 4.588 
(epoch: 90, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.353 D_real: 0.228 D_fake: 0.213 G: 4.369 NCE: 4.062 NCE_Y: 3.971 
(epoch: 91, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.393 D_real: 0.171 D_fake: 0.192 G: 3.876 NCE: 3.658 NCE_Y: 3.309 
(epoch: 91, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.341 D_real: 0.222 D_fake: 0.196 G: 3.349 NCE: 3.169 NCE_Y: 2.847 
(epoch: 92, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.262 D_real: 0.257 D_fake: 0.265 G: 2.471 NCE: 2.531 NCE_Y: 1.887 
(epoch: 92, iters: 528, time: 0.044, data: 0.006) G_GAN: 0.447 D_real: 0.158 D_fake: 0.229 G: 2.532 NCE: 2.446 NCE_Y: 1.723 
(epoch: 92, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.422 D_real: 0.179 D_fake: 0.212 G: 2.260 NCE: 2.208 NCE_Y: 1.468 
(epoch: 93, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.354 D_real: 0.171 D_fake: 0.235 G: 1.993 NCE: 1.945 NCE_Y: 1.332 
(epoch: 93, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.193 D_fake: 0.171 G: 2.022 NCE: 1.862 NCE_Y: 1.454 
(epoch: 94, iters: 144, time: 0.044, data: 0.011) G_GAN: 0.430 D_real: 0.192 D_fake: 0.254 G: 2.032 NCE: 1.989 NCE_Y: 1.217 
(epoch: 94, iters: 544, time: 0.044, data: 0.007) G_GAN: 0.333 D_real: 0.207 D_fake: 0.214 G: 1.913 NCE: 1.890 NCE_Y: 1.269 
(epoch: 94, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.359 D_real: 0.167 D_fake: 0.208 G: 2.008 NCE: 2.048 NCE_Y: 1.250 
(epoch: 95, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.384 D_real: 0.180 D_fake: 0.193 G: 1.784 NCE: 1.669 NCE_Y: 1.131 
(epoch: 95, iters: 752, time: 0.044, data: 0.007) G_GAN: 0.341 D_real: 0.193 D_fake: 0.178 G: 1.760 NCE: 1.694 NCE_Y: 1.144 
(epoch: 96, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.346 D_real: 0.270 D_fake: 0.222 G: 1.863 NCE: 1.915 NCE_Y: 1.120 
(epoch: 96, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.475 D_real: 0.182 D_fake: 0.276 G: 1.842 NCE: 1.615 NCE_Y: 1.119 
(epoch: 96, iters: 960, time: 0.044, data: 0.007) G_GAN: 0.409 D_real: 0.190 D_fake: 0.271 G: 1.791 NCE: 1.683 NCE_Y: 1.081 
(epoch: 97, iters: 368, time: 0.044, data: 0.007) G_GAN: 0.326 D_real: 0.219 D_fake: 0.213 G: 1.793 NCE: 1.788 NCE_Y: 1.146 
(epoch: 97, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.295 D_real: 0.260 D_fake: 0.219 G: 1.656 NCE: 1.722 NCE_Y: 1.000 
(epoch: 98, iters: 176, time: 0.044, data: 0.006) G_GAN: 0.309 D_real: 0.267 D_fake: 0.202 G: 1.793 NCE: 1.848 NCE_Y: 1.119 
(epoch: 98, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.362 D_real: 0.230 D_fake: 0.188 G: 1.739 NCE: 1.711 NCE_Y: 1.044 
(epoch: 98, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.307 D_real: 0.302 D_fake: 0.220 G: 1.784 NCE: 1.826 NCE_Y: 1.128 
(epoch: 99, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.397 D_real: 0.274 D_fake: 0.172 G: 1.809 NCE: 1.662 NCE_Y: 1.163 
(epoch: 99, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.350 D_real: 0.217 D_fake: 0.248 G: 1.715 NCE: 1.632 NCE_Y: 1.098 
(epoch: 100, iters: 192, time: 0.044, data: 0.006) G_GAN: 0.378 D_real: 0.229 D_fake: 0.249 G: 1.804 NCE: 1.794 NCE_Y: 1.058 
(epoch: 100, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.337 D_real: 0.257 D_fake: 0.246 G: 1.744 NCE: 1.772 NCE_Y: 1.044 
(epoch: 100, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.375 D_real: 0.278 D_fake: 0.178 G: 1.772 NCE: 1.739 NCE_Y: 1.056 
(epoch: 101, iters: 400, time: 0.044, data: 1.838) G_GAN: 0.328 D_real: 0.234 D_fake: 0.188 G: 1.639 NCE: 1.625 NCE_Y: 0.996 
(epoch: 101, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.413 D_real: 0.248 D_fake: 0.224 G: 1.760 NCE: 1.683 NCE_Y: 1.012 
(epoch: 102, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.415 D_real: 0.206 D_fake: 0.234 G: 1.778 NCE: 1.734 NCE_Y: 0.991 
(epoch: 102, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.202 D_fake: 0.210 G: 1.685 NCE: 1.633 NCE_Y: 1.052 
(epoch: 103, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.353 D_real: 0.207 D_fake: 0.216 G: 1.651 NCE: 1.625 NCE_Y: 0.972 
(epoch: 103, iters: 416, time: 0.044, data: 0.005) G_GAN: 0.391 D_real: 0.235 D_fake: 0.202 G: 1.736 NCE: 1.610 NCE_Y: 1.080 
(epoch: 103, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.339 D_real: 0.258 D_fake: 0.191 G: 1.670 NCE: 1.631 NCE_Y: 1.031 
(epoch: 104, iters: 224, time: 0.044, data: 0.010) G_GAN: 0.389 D_real: 0.210 D_fake: 0.245 G: 1.779 NCE: 1.742 NCE_Y: 1.038 
(epoch: 104, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.374 D_real: 0.217 D_fake: 0.247 G: 1.722 NCE: 1.664 NCE_Y: 1.033 
(epoch: 105, iters: 32, time: 0.044, data: 0.006) G_GAN: 0.392 D_real: 0.181 D_fake: 0.255 G: 1.730 NCE: 1.688 NCE_Y: 0.988 
(epoch: 105, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.507 D_real: 0.171 D_fake: 0.102 G: 2.787 NCE: 2.472 NCE_Y: 2.087 
(epoch: 105, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.520 D_real: 0.131 D_fake: 0.156 G: 2.079 NCE: 1.818 NCE_Y: 1.301 
(epoch: 106, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.501 D_real: 0.153 D_fake: 0.112 G: 1.997 NCE: 1.815 NCE_Y: 1.177 
(epoch: 106, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.466 D_real: 0.194 D_fake: 0.205 G: 1.903 NCE: 1.704 NCE_Y: 1.170 
(epoch: 107, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.408 D_real: 0.260 D_fake: 0.215 G: 2.048 NCE: 2.121 NCE_Y: 1.157 
(epoch: 107, iters: 448, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.284 D_fake: 0.187 G: 1.855 NCE: 1.783 NCE_Y: 1.175 
(epoch: 107, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.529 D_real: 0.199 D_fake: 0.308 G: 1.937 NCE: 1.734 NCE_Y: 1.082 
(epoch: 108, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.406 D_real: 0.182 D_fake: 0.220 G: 1.922 NCE: 1.946 NCE_Y: 1.086 
(epoch: 108, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.395 D_real: 0.209 D_fake: 0.229 G: 1.862 NCE: 1.852 NCE_Y: 1.082 
(epoch: 109, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.315 D_real: 0.248 D_fake: 0.183 G: 1.756 NCE: 1.785 NCE_Y: 1.096 
(epoch: 109, iters: 464, time: 0.044, data: 0.008) G_GAN: 0.371 D_real: 0.239 D_fake: 0.188 G: 1.885 NCE: 1.877 NCE_Y: 1.151 
(epoch: 109, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.423 D_real: 0.291 D_fake: 0.223 G: 1.846 NCE: 1.770 NCE_Y: 1.075 
(epoch: 110, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.352 D_real: 0.215 D_fake: 0.231 G: 1.752 NCE: 1.702 NCE_Y: 1.099 
(epoch: 110, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.428 D_real: 0.204 D_fake: 0.234 G: 1.882 NCE: 1.816 NCE_Y: 1.092 
(epoch: 111, iters: 80, time: 0.044, data: 0.007) G_GAN: 0.341 D_real: 0.269 D_fake: 0.147 G: 1.680 NCE: 1.638 NCE_Y: 1.041 
(epoch: 111, iters: 480, time: 0.044, data: 0.006) G_GAN: 0.438 D_real: 0.233 D_fake: 0.271 G: 1.808 NCE: 1.658 NCE_Y: 1.081 
(epoch: 111, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.373 D_real: 0.230 D_fake: 0.291 G: 1.701 NCE: 1.644 NCE_Y: 1.011 
(epoch: 112, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.342 D_real: 0.278 D_fake: 0.174 G: 1.642 NCE: 1.548 NCE_Y: 1.053 
(epoch: 112, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.395 D_real: 0.196 D_fake: 0.257 G: 1.721 NCE: 1.635 NCE_Y: 1.016 
(epoch: 113, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.448 D_real: 0.218 D_fake: 0.310 G: 1.769 NCE: 1.647 NCE_Y: 0.994 
(epoch: 113, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.375 D_real: 0.262 D_fake: 0.159 G: 1.735 NCE: 1.715 NCE_Y: 1.006 
(epoch: 113, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.455 D_real: 0.180 D_fake: 0.220 G: 1.715 NCE: 1.534 NCE_Y: 0.987 
(epoch: 114, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.339 D_real: 0.243 D_fake: 0.234 G: 1.718 NCE: 1.698 NCE_Y: 1.060 
(epoch: 114, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.221 D_fake: 0.191 G: 1.652 NCE: 1.607 NCE_Y: 0.971 
(epoch: 115, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.385 D_real: 0.223 D_fake: 0.191 G: 1.649 NCE: 1.571 NCE_Y: 0.955 
(epoch: 115, iters: 512, time: 0.044, data: 0.006) G_GAN: 0.425 D_real: 0.180 D_fake: 0.204 G: 1.665 NCE: 1.518 NCE_Y: 0.962 
(epoch: 115, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.304 D_real: 0.309 D_fake: 0.169 G: 1.674 NCE: 1.757 NCE_Y: 0.983 
(epoch: 116, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.474 D_real: 0.197 D_fake: 0.225 G: 1.852 NCE: 1.729 NCE_Y: 1.026 
(epoch: 116, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.365 D_real: 0.207 D_fake: 0.198 G: 1.545 NCE: 1.452 NCE_Y: 0.908 
(epoch: 117, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.375 D_real: 0.269 D_fake: 0.217 G: 1.687 NCE: 1.598 NCE_Y: 1.024 
(epoch: 117, iters: 528, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.263 D_fake: 0.228 G: 1.706 NCE: 1.749 NCE_Y: 0.978 
(epoch: 117, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.450 D_real: 0.247 D_fake: 0.242 G: 1.767 NCE: 1.598 NCE_Y: 1.036 
(epoch: 118, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.368 D_real: 0.216 D_fake: 0.239 G: 1.727 NCE: 1.755 NCE_Y: 0.963 
(epoch: 118, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.323 D_real: 0.271 D_fake: 0.170 G: 1.621 NCE: 1.621 NCE_Y: 0.976 
(epoch: 119, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.411 D_real: 0.227 D_fake: 0.194 G: 1.715 NCE: 1.636 NCE_Y: 0.971 
(epoch: 119, iters: 544, time: 0.044, data: 0.007) G_GAN: 0.395 D_real: 0.246 D_fake: 0.225 G: 1.692 NCE: 1.621 NCE_Y: 0.972 
(epoch: 119, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.357 D_real: 0.241 D_fake: 0.216 G: 1.611 NCE: 1.562 NCE_Y: 0.946 
(epoch: 120, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.471 D_real: 0.223 D_fake: 0.250 G: 1.792 NCE: 1.646 NCE_Y: 0.995 
(epoch: 120, iters: 752, time: 0.044, data: 0.007) G_GAN: 0.294 D_real: 0.305 D_fake: 0.201 G: 1.512 NCE: 1.483 NCE_Y: 0.953 
(epoch: 121, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.414 D_real: 0.191 D_fake: 0.209 G: 1.661 NCE: 1.587 NCE_Y: 0.906 
(epoch: 121, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.369 D_real: 0.196 D_fake: 0.272 G: 1.556 NCE: 1.473 NCE_Y: 0.900 
(epoch: 121, iters: 960, time: 0.044, data: 0.007) G_GAN: 0.387 D_real: 0.200 D_fake: 0.228 G: 1.616 NCE: 1.508 NCE_Y: 0.949 
(epoch: 122, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.197 D_fake: 0.212 G: 1.596 NCE: 1.589 NCE_Y: 0.902 
(epoch: 122, iters: 768, time: 0.044, data: 0.010) G_GAN: 0.434 D_real: 0.224 D_fake: 0.224 G: 1.755 NCE: 1.619 NCE_Y: 1.023 
(epoch: 123, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.322 D_real: 0.254 D_fake: 0.178 G: 1.603 NCE: 1.591 NCE_Y: 0.971 
(epoch: 123, iters: 576, time: 0.044, data: 0.046) G_GAN: 0.312 D_real: 0.215 D_fake: 0.217 G: 1.587 NCE: 1.631 NCE_Y: 0.918 
(epoch: 123, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.296 D_real: 0.321 D_fake: 0.188 G: 1.583 NCE: 1.532 NCE_Y: 1.042 
(epoch: 124, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.397 D_real: 0.204 D_fake: 0.242 G: 1.693 NCE: 1.564 NCE_Y: 1.028 
(epoch: 124, iters: 784, time: 0.044, data: 0.007) G_GAN: 0.319 D_real: 0.248 D_fake: 0.193 G: 1.487 NCE: 1.433 NCE_Y: 0.903 
(epoch: 125, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.382 D_real: 0.209 D_fake: 0.255 G: 1.654 NCE: 1.555 NCE_Y: 0.989 
(epoch: 125, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.465 D_real: 0.201 D_fake: 0.210 G: 1.779 NCE: 1.565 NCE_Y: 1.063 
(epoch: 125, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.351 D_real: 0.236 D_fake: 0.209 G: 1.632 NCE: 1.595 NCE_Y: 0.967 
(epoch: 126, iters: 400, time: 0.044, data: 1.763) G_GAN: 0.396 D_real: 0.254 D_fake: 0.174 G: 1.678 NCE: 1.615 NCE_Y: 0.949 
(epoch: 126, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.395 D_real: 0.175 D_fake: 0.250 G: 1.638 NCE: 1.513 NCE_Y: 0.973 
(epoch: 127, iters: 208, time: 0.044, data: 0.006) G_GAN: 0.328 D_real: 0.227 D_fake: 0.244 G: 1.577 NCE: 1.536 NCE_Y: 0.962 
(epoch: 127, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.487 D_real: 0.272 D_fake: 0.230 G: 1.723 NCE: 1.517 NCE_Y: 0.955 
(epoch: 128, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.238 D_fake: 0.192 G: 1.786 NCE: 1.638 NCE_Y: 1.176 
(epoch: 128, iters: 416, time: 0.044, data: 0.009) G_GAN: 0.312 D_real: 0.212 D_fake: 0.230 G: 1.610 NCE: 1.587 NCE_Y: 1.010 
(epoch: 128, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.374 D_real: 0.234 D_fake: 0.229 G: 1.593 NCE: 1.534 NCE_Y: 0.904 
(epoch: 129, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.357 D_real: 0.261 D_fake: 0.187 G: 1.554 NCE: 1.437 NCE_Y: 0.956 
(epoch: 129, iters: 624, time: 0.044, data: 0.007) G_GAN: 0.481 D_real: 0.124 D_fake: 0.282 G: 1.695 NCE: 1.443 NCE_Y: 0.983 
(epoch: 130, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.216 D_fake: 0.222 G: 1.724 NCE: 1.754 NCE_Y: 0.966 
(epoch: 130, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.353 D_real: 0.242 D_fake: 0.195 G: 1.677 NCE: 1.623 NCE_Y: 1.025 
(epoch: 130, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.346 D_real: 0.277 D_fake: 0.212 G: 1.652 NCE: 1.693 NCE_Y: 0.920 
(epoch: 131, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.344 D_real: 0.216 D_fake: 0.245 G: 1.587 NCE: 1.588 NCE_Y: 0.898 
(epoch: 131, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.464 D_real: 0.163 D_fake: 0.359 G: 1.681 NCE: 1.496 NCE_Y: 0.937 
(epoch: 132, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.455 D_real: 0.147 D_fake: 0.253 G: 1.655 NCE: 1.508 NCE_Y: 0.890 
(epoch: 132, iters: 448, time: 0.044, data: 0.007) G_GAN: 0.342 D_real: 0.235 D_fake: 0.266 G: 1.600 NCE: 1.559 NCE_Y: 0.955 
(epoch: 132, iters: 848, time: 0.044, data: 0.011) G_GAN: 0.285 D_real: 0.297 D_fake: 0.164 G: 1.482 NCE: 1.483 NCE_Y: 0.911 
(epoch: 133, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.449 D_real: 0.167 D_fake: 0.261 G: 1.601 NCE: 1.432 NCE_Y: 0.870 
(epoch: 133, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.523 D_real: 0.153 D_fake: 0.309 G: 1.779 NCE: 1.537 NCE_Y: 0.976 
(epoch: 134, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.362 D_real: 0.214 D_fake: 0.244 G: 1.638 NCE: 1.631 NCE_Y: 0.922 
(epoch: 134, iters: 464, time: 0.044, data: 0.007) G_GAN: 1.954 D_real: 0.836 D_fake: 0.800 G: 7.657 NCE: 5.650 NCE_Y: 5.755 
(epoch: 134, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.366 D_real: 0.268 D_fake: 0.170 G: 4.237 NCE: 3.934 NCE_Y: 3.809 
(epoch: 135, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.326 D_real: 0.190 D_fake: 0.221 G: 3.112 NCE: 3.095 NCE_Y: 2.476 
(epoch: 135, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.289 D_real: 0.212 D_fake: 0.255 G: 2.078 NCE: 2.124 NCE_Y: 1.455 
(epoch: 136, iters: 80, time: 0.044, data: 0.007) G_GAN: 0.345 D_real: 0.265 D_fake: 0.185 G: 1.849 NCE: 1.800 NCE_Y: 1.209 
(epoch: 136, iters: 480, time: 0.044, data: 0.007) G_GAN: 0.366 D_real: 0.204 D_fake: 0.241 G: 1.815 NCE: 1.628 NCE_Y: 1.270 
(epoch: 136, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.333 D_real: 0.232 D_fake: 0.165 G: 1.796 NCE: 1.703 NCE_Y: 1.223 
(epoch: 137, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.465 D_real: 0.185 D_fake: 0.224 G: 1.847 NCE: 1.648 NCE_Y: 1.115 
(epoch: 137, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.439 D_real: 0.212 D_fake: 0.171 G: 1.795 NCE: 1.606 NCE_Y: 1.106 
(epoch: 138, iters: 96, time: 0.044, data: 0.011) G_GAN: 0.368 D_real: 0.219 D_fake: 0.209 G: 1.737 NCE: 1.680 NCE_Y: 1.058 
(epoch: 138, iters: 496, time: 0.044, data: 0.008) G_GAN: 0.378 D_real: 0.162 D_fake: 0.248 G: 1.768 NCE: 1.642 NCE_Y: 1.138 
(epoch: 138, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.392 D_real: 0.232 D_fake: 0.121 G: 1.804 NCE: 1.670 NCE_Y: 1.153 
(epoch: 139, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.464 D_real: 0.160 D_fake: 0.192 G: 1.908 NCE: 1.791 NCE_Y: 1.097 
(epoch: 139, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.443 D_real: 0.226 D_fake: 0.293 G: 1.774 NCE: 1.598 NCE_Y: 1.066 
(epoch: 140, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.449 D_real: 0.185 D_fake: 0.192 G: 1.793 NCE: 1.656 NCE_Y: 1.031 
(epoch: 140, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.439 D_real: 0.142 D_fake: 0.211 G: 1.803 NCE: 1.686 NCE_Y: 1.041 
(epoch: 140, iters: 912, time: 0.044, data: 0.006) G_GAN: 0.399 D_real: 0.210 D_fake: 0.177 G: 1.682 NCE: 1.614 NCE_Y: 0.952 
(epoch: 141, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.234 D_fake: 0.142 G: 1.585 NCE: 1.464 NCE_Y: 0.971 
(epoch: 141, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.215 D_fake: 0.295 G: 1.770 NCE: 1.785 NCE_Y: 1.039 
(epoch: 142, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.404 D_real: 0.180 D_fake: 0.225 G: 1.757 NCE: 1.659 NCE_Y: 1.048 
(epoch: 142, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.371 D_real: 0.220 D_fake: 0.200 G: 1.706 NCE: 1.665 NCE_Y: 1.006 
(epoch: 142, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.379 D_real: 0.222 D_fake: 0.139 G: 1.713 NCE: 1.647 NCE_Y: 1.022 
(epoch: 143, iters: 336, time: 0.044, data: 0.007) G_GAN: 0.370 D_real: 0.230 D_fake: 0.183 G: 1.721 NCE: 1.664 NCE_Y: 1.039 
(epoch: 143, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.212 D_fake: 0.217 G: 1.687 NCE: 1.620 NCE_Y: 1.003 
(epoch: 144, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.373 D_real: 0.245 D_fake: 0.254 G: 1.662 NCE: 1.565 NCE_Y: 1.013 
(epoch: 144, iters: 544, time: 0.044, data: 0.006) G_GAN: 0.359 D_real: 0.236 D_fake: 0.206 G: 1.603 NCE: 1.566 NCE_Y: 0.921 
(epoch: 144, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.337 D_real: 0.250 D_fake: 0.249 G: 1.725 NCE: 1.665 NCE_Y: 1.112 
(epoch: 145, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.462 D_real: 0.256 D_fake: 0.182 G: 1.733 NCE: 1.520 NCE_Y: 1.022 
(epoch: 145, iters: 752, time: 0.044, data: 0.007) G_GAN: 0.316 D_real: 0.185 D_fake: 0.265 G: 1.506 NCE: 1.485 NCE_Y: 0.894 
(epoch: 146, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.368 D_real: 0.204 D_fake: 0.210 G: 1.676 NCE: 1.625 NCE_Y: 0.990 
(epoch: 146, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.441 D_real: 0.213 D_fake: 0.269 G: 1.783 NCE: 1.552 NCE_Y: 1.132 
(epoch: 146, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.405 D_real: 0.176 D_fake: 0.211 G: 1.610 NCE: 1.490 NCE_Y: 0.920 
(epoch: 147, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.368 D_real: 0.219 D_fake: 0.234 G: 1.692 NCE: 1.607 NCE_Y: 1.040 
(epoch: 147, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.338 D_real: 0.277 D_fake: 0.208 G: 1.666 NCE: 1.596 NCE_Y: 1.061 
(epoch: 148, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.385 D_real: 0.223 D_fake: 0.182 G: 1.638 NCE: 1.520 NCE_Y: 0.987 
(epoch: 148, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.416 D_real: 0.198 D_fake: 0.300 G: 1.640 NCE: 1.446 NCE_Y: 1.002 
(epoch: 148, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.424 D_real: 0.191 D_fake: 0.207 G: 1.688 NCE: 1.496 NCE_Y: 1.033 
(epoch: 149, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.368 D_real: 0.235 D_fake: 0.206 G: 1.576 NCE: 1.431 NCE_Y: 0.985 
(epoch: 149, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.240 D_fake: 0.204 G: 1.611 NCE: 1.606 NCE_Y: 0.931 
(epoch: 150, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.205 D_fake: 0.185 G: 1.564 NCE: 1.516 NCE_Y: 0.878 
(epoch: 150, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.405 D_real: 0.179 D_fake: 0.238 G: 1.633 NCE: 1.466 NCE_Y: 0.989 
(epoch: 150, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.375 D_real: 0.205 D_fake: 0.202 G: 1.626 NCE: 1.508 NCE_Y: 0.993 
(epoch: 151, iters: 400, time: 0.044, data: 1.788) G_GAN: 0.396 D_real: 0.241 D_fake: 0.203 G: 1.683 NCE: 1.654 NCE_Y: 0.921 
(epoch: 151, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.410 D_real: 0.182 D_fake: 0.217 G: 1.612 NCE: 1.440 NCE_Y: 0.965 
(epoch: 152, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.377 D_real: 0.229 D_fake: 0.262 G: 1.721 NCE: 1.590 NCE_Y: 1.099 
(epoch: 152, iters: 608, time: 0.044, data: 0.007) G_GAN: 0.403 D_real: 0.187 D_fake: 0.246 G: 1.641 NCE: 1.478 NCE_Y: 0.997 
(epoch: 153, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.295 D_real: 0.281 D_fake: 0.198 G: 1.576 NCE: 1.612 NCE_Y: 0.950 
(epoch: 153, iters: 416, time: 0.044, data: 0.007) G_GAN: 0.411 D_real: 0.178 D_fake: 0.243 G: 1.694 NCE: 1.606 NCE_Y: 0.962 
(epoch: 153, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.423 D_real: 0.178 D_fake: 0.252 G: 1.731 NCE: 1.536 NCE_Y: 1.081 
(epoch: 154, iters: 224, time: 0.044, data: 0.006) G_GAN: 0.398 D_real: 0.188 D_fake: 0.302 G: 1.641 NCE: 1.571 NCE_Y: 0.915 
(epoch: 154, iters: 624, time: 0.044, data: 0.007) G_GAN: 0.444 D_real: 0.210 D_fake: 0.229 G: 1.690 NCE: 1.567 NCE_Y: 0.924 
(epoch: 155, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.391 D_real: 0.176 D_fake: 0.198 G: 1.571 NCE: 1.359 NCE_Y: 1.001 
(epoch: 155, iters: 432, time: 0.044, data: 0.007) G_GAN: 0.454 D_real: 0.166 D_fake: 0.310 G: 1.804 NCE: 1.657 NCE_Y: 1.042 
(epoch: 155, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.333 D_real: 0.248 D_fake: 0.228 G: 1.585 NCE: 1.575 NCE_Y: 0.927 
(epoch: 156, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.404 D_real: 0.189 D_fake: 0.272 G: 1.634 NCE: 1.531 NCE_Y: 0.928 
(epoch: 156, iters: 640, time: 0.044, data: 0.007) G_GAN: 0.387 D_real: 0.158 D_fake: 0.234 G: 1.573 NCE: 1.420 NCE_Y: 0.953 
(epoch: 157, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.445 D_real: 0.175 D_fake: 0.255 G: 1.688 NCE: 1.558 NCE_Y: 0.929 
(epoch: 157, iters: 448, time: 0.044, data: 0.007) G_GAN: 0.448 D_real: 0.205 D_fake: 0.213 G: 1.689 NCE: 1.487 NCE_Y: 0.996 
================ Training Loss (Sun Sep 29 16:03:32 2024) ================
================ Training Loss (Sun Sep 29 16:07:57 2024) ================
(epoch: 1, iters: 400, time: 0.097, data: 1.719) G_GAN: 0.384 D_real: 0.298 D_fake: 0.145 G: 1.557 NCE: 1.401 NCE_Y: 0.946 
(epoch: 1, iters: 800, time: 0.090, data: 0.006) G_GAN: 0.461 D_real: 0.198 D_fake: 0.231 G: 1.770 NCE: 1.613 NCE_Y: 1.005 
(epoch: 2, iters: 208, time: 0.085, data: 0.006) G_GAN: 0.411 D_real: 0.178 D_fake: 0.252 G: 1.620 NCE: 1.422 NCE_Y: 0.995 
(epoch: 2, iters: 608, time: 0.080, data: 0.006) G_GAN: 0.403 D_real: 0.225 D_fake: 0.189 G: 1.689 NCE: 1.562 NCE_Y: 1.010 
(epoch: 3, iters: 16, time: 0.076, data: 0.006) G_GAN: 0.452 D_real: 0.171 D_fake: 0.303 G: 1.733 NCE: 1.535 NCE_Y: 1.027 
(epoch: 3, iters: 416, time: 0.072, data: 0.007) G_GAN: 0.347 D_real: 0.236 D_fake: 0.131 G: 1.592 NCE: 1.521 NCE_Y: 0.969 
(epoch: 3, iters: 816, time: 0.069, data: 0.006) G_GAN: 0.482 D_real: 0.163 D_fake: 0.266 G: 1.719 NCE: 1.460 NCE_Y: 1.013 
(epoch: 4, iters: 224, time: 0.066, data: 0.007) G_GAN: 0.458 D_real: 0.170 D_fake: 0.339 G: 1.844 NCE: 1.634 NCE_Y: 1.138 
(epoch: 4, iters: 624, time: 0.063, data: 0.006) G_GAN: 0.320 D_real: 0.325 D_fake: 0.166 G: 1.649 NCE: 1.664 NCE_Y: 0.994 
(epoch: 5, iters: 32, time: 0.061, data: 0.007) G_GAN: 0.361 D_real: 0.217 D_fake: 0.194 G: 1.718 NCE: 1.600 NCE_Y: 1.114 
(epoch: 5, iters: 432, time: 0.059, data: 0.008) G_GAN: 0.293 D_real: 0.310 D_fake: 0.172 G: 1.544 NCE: 1.523 NCE_Y: 0.979 
(epoch: 5, iters: 832, time: 0.057, data: 0.007) G_GAN: 0.479 D_real: 0.168 D_fake: 0.278 G: 1.749 NCE: 1.539 NCE_Y: 1.001 
(epoch: 6, iters: 240, time: 0.056, data: 0.006) G_GAN: 0.361 D_real: 0.250 D_fake: 0.208 G: 1.557 NCE: 1.464 NCE_Y: 0.929 
(epoch: 6, iters: 640, time: 0.054, data: 0.006) G_GAN: 0.258 D_real: 0.291 D_fake: 0.184 G: 1.536 NCE: 1.623 NCE_Y: 0.933 
(epoch: 7, iters: 48, time: 0.053, data: 0.006) G_GAN: 0.623 D_real: 0.130 D_fake: 0.355 G: 1.987 NCE: 1.676 NCE_Y: 1.052 
(epoch: 7, iters: 448, time: 0.052, data: 0.006) G_GAN: 0.303 D_real: 0.341 D_fake: 0.191 G: 1.623 NCE: 1.634 NCE_Y: 1.007 
(epoch: 7, iters: 848, time: 0.051, data: 0.007) G_GAN: 0.239 D_real: 0.287 D_fake: 0.183 G: 1.534 NCE: 1.558 NCE_Y: 1.032 
(epoch: 8, iters: 256, time: 0.050, data: 0.006) G_GAN: 0.313 D_real: 0.250 D_fake: 0.193 G: 1.499 NCE: 1.471 NCE_Y: 0.901 
(epoch: 8, iters: 656, time: 0.049, data: 0.006) G_GAN: 0.315 D_real: 0.253 D_fake: 0.172 G: 1.464 NCE: 1.386 NCE_Y: 0.913 
(epoch: 9, iters: 64, time: 0.049, data: 0.006) G_GAN: 0.315 D_real: 0.260 D_fake: 0.197 G: 1.544 NCE: 1.521 NCE_Y: 0.937 
(epoch: 9, iters: 464, time: 0.048, data: 0.009) G_GAN: 0.344 D_real: 0.235 D_fake: 0.263 G: 1.689 NCE: 1.659 NCE_Y: 1.031 
(epoch: 9, iters: 864, time: 0.048, data: 0.006) G_GAN: 0.417 D_real: 0.207 D_fake: 0.233 G: 1.682 NCE: 1.617 NCE_Y: 0.912 
(epoch: 10, iters: 272, time: 0.047, data: 0.006) G_GAN: 0.223 D_real: 0.303 D_fake: 0.268 G: 1.519 NCE: 1.652 NCE_Y: 0.940 
(epoch: 10, iters: 672, time: 0.047, data: 0.007) G_GAN: 0.516 D_real: 0.172 D_fake: 0.309 G: 1.730 NCE: 1.433 NCE_Y: 0.995 
(epoch: 11, iters: 80, time: 0.047, data: 0.006) G_GAN: 0.474 D_real: 0.232 D_fake: 0.339 G: 1.801 NCE: 1.681 NCE_Y: 0.973 
(epoch: 11, iters: 480, time: 0.046, data: 0.008) G_GAN: 0.428 D_real: 0.159 D_fake: 0.302 G: 1.644 NCE: 1.509 NCE_Y: 0.923 
(epoch: 11, iters: 880, time: 0.046, data: 0.007) G_GAN: 0.409 D_real: 0.229 D_fake: 0.238 G: 1.645 NCE: 1.513 NCE_Y: 0.960 
(epoch: 12, iters: 288, time: 0.046, data: 0.006) G_GAN: 0.510 D_real: 0.185 D_fake: 0.289 G: 1.669 NCE: 1.413 NCE_Y: 0.906 
(epoch: 12, iters: 688, time: 0.046, data: 0.006) G_GAN: 0.319 D_real: 0.312 D_fake: 0.193 G: 1.576 NCE: 1.481 NCE_Y: 1.034 
(epoch: 13, iters: 96, time: 0.045, data: 0.007) G_GAN: 0.341 D_real: 0.220 D_fake: 0.217 G: 1.597 NCE: 1.584 NCE_Y: 0.929 
(epoch: 13, iters: 496, time: 0.045, data: 0.005) G_GAN: 0.435 D_real: 0.154 D_fake: 0.338 G: 1.654 NCE: 1.517 NCE_Y: 0.922 
(epoch: 13, iters: 896, time: 0.045, data: 0.007) G_GAN: 0.149 D_real: 0.458 D_fake: 0.099 G: 1.398 NCE: 1.544 NCE_Y: 0.954 
(epoch: 14, iters: 304, time: 0.045, data: 0.006) G_GAN: 0.403 D_real: 0.242 D_fake: 0.186 G: 1.668 NCE: 1.514 NCE_Y: 1.016 
(epoch: 14, iters: 704, time: 0.045, data: 0.006) G_GAN: 0.316 D_real: 0.324 D_fake: 0.186 G: 1.569 NCE: 1.540 NCE_Y: 0.967 
(epoch: 15, iters: 112, time: 0.045, data: 0.007) G_GAN: 0.343 D_real: 0.223 D_fake: 0.178 G: 1.490 NCE: 1.394 NCE_Y: 0.901 
(epoch: 15, iters: 512, time: 0.045, data: 0.005) G_GAN: 0.482 D_real: 0.146 D_fake: 0.316 G: 1.732 NCE: 1.508 NCE_Y: 0.991 
(epoch: 15, iters: 912, time: 0.045, data: 0.006) G_GAN: 0.417 D_real: 0.238 D_fake: 0.297 G: 1.657 NCE: 1.542 NCE_Y: 0.938 
(epoch: 16, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.305 D_real: 0.257 D_fake: 0.248 G: 1.450 NCE: 1.414 NCE_Y: 0.876 
(epoch: 16, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.416 D_real: 0.141 D_fake: 0.307 G: 1.620 NCE: 1.464 NCE_Y: 0.945 
(epoch: 17, iters: 128, time: 0.044, data: 0.006) G_GAN: 0.289 D_real: 0.274 D_fake: 0.221 G: 1.473 NCE: 1.461 NCE_Y: 0.907 
(epoch: 17, iters: 528, time: 0.044, data: 0.006) G_GAN: 0.488 D_real: 0.152 D_fake: 0.259 G: 1.741 NCE: 1.510 NCE_Y: 0.997 
(epoch: 17, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.439 D_real: 0.183 D_fake: 0.279 G: 1.657 NCE: 1.526 NCE_Y: 0.910 
(epoch: 18, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.292 D_real: 0.232 D_fake: 0.224 G: 1.571 NCE: 1.582 NCE_Y: 0.976 
(epoch: 18, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.266 D_real: 0.276 D_fake: 0.217 G: 1.465 NCE: 1.469 NCE_Y: 0.930 
(epoch: 19, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.333 D_real: 0.415 D_fake: 0.192 G: 1.535 NCE: 1.498 NCE_Y: 0.906 
(epoch: 19, iters: 544, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.217 D_fake: 0.286 G: 1.577 NCE: 1.529 NCE_Y: 0.869 
(epoch: 19, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.458 D_real: 0.202 D_fake: 0.275 G: 1.648 NCE: 1.420 NCE_Y: 0.959 
(epoch: 20, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.337 D_real: 0.289 D_fake: 0.339 G: 1.575 NCE: 1.586 NCE_Y: 0.890 
(epoch: 20, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.280 D_real: 0.303 D_fake: 0.166 G: 1.487 NCE: 1.498 NCE_Y: 0.917 
(epoch: 21, iters: 160, time: 0.044, data: 0.006) G_GAN: 0.371 D_real: 0.216 D_fake: 0.298 G: 1.523 NCE: 1.410 NCE_Y: 0.895 
(epoch: 21, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.466 D_real: 0.198 D_fake: 0.242 G: 1.737 NCE: 1.532 NCE_Y: 1.012 
(epoch: 21, iters: 960, time: 0.044, data: 0.007) G_GAN: 0.437 D_real: 0.178 D_fake: 0.198 G: 1.588 NCE: 1.401 NCE_Y: 0.902 
(epoch: 22, iters: 368, time: 0.044, data: 0.007) G_GAN: 0.343 D_real: 0.267 D_fake: 0.239 G: 1.579 NCE: 1.538 NCE_Y: 0.934 
(epoch: 22, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.438 D_real: 0.149 D_fake: 0.300 G: 1.610 NCE: 1.456 NCE_Y: 0.890 
(epoch: 23, iters: 176, time: 0.044, data: 0.008) G_GAN: 0.419 D_real: 0.202 D_fake: 0.253 G: 1.635 NCE: 1.489 NCE_Y: 0.943 
(epoch: 23, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.369 D_real: 0.247 D_fake: 0.210 G: 1.587 NCE: 1.517 NCE_Y: 0.920 
(epoch: 23, iters: 976, time: 0.044, data: 0.006) G_GAN: 0.398 D_real: 0.196 D_fake: 0.245 G: 1.542 NCE: 1.401 NCE_Y: 0.885 
(epoch: 24, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.276 D_real: 0.319 D_fake: 0.199 G: 1.516 NCE: 1.525 NCE_Y: 0.956 
(epoch: 24, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.540 D_real: 0.116 D_fake: 0.329 G: 1.790 NCE: 1.451 NCE_Y: 1.049 
(epoch: 25, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.216 D_real: 0.363 D_fake: 0.147 G: 1.427 NCE: 1.504 NCE_Y: 0.917 
(epoch: 25, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.558 D_real: 0.082 D_fake: 0.487 G: 1.700 NCE: 1.431 NCE_Y: 0.852 
(epoch: 25, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.427 D_real: 0.177 D_fake: 0.245 G: 1.648 NCE: 1.523 NCE_Y: 0.918 
(epoch: 26, iters: 400, time: 0.044, data: 1.761) G_GAN: 0.448 D_real: 0.164 D_fake: 0.226 G: 1.556 NCE: 1.356 NCE_Y: 0.860 
(epoch: 26, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.295 D_real: 0.249 D_fake: 0.203 G: 1.479 NCE: 1.476 NCE_Y: 0.892 
(epoch: 27, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.473 D_real: 0.159 D_fake: 0.280 G: 1.695 NCE: 1.530 NCE_Y: 0.914 
(epoch: 27, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.463 D_real: 0.157 D_fake: 0.267 G: 1.623 NCE: 1.439 NCE_Y: 0.881 
(epoch: 28, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.399 D_real: 0.215 D_fake: 0.204 G: 1.558 NCE: 1.451 NCE_Y: 0.868 
(epoch: 28, iters: 416, time: 0.044, data: 0.007) G_GAN: 0.303 D_real: 0.225 D_fake: 0.222 G: 1.481 NCE: 1.474 NCE_Y: 0.882 
(epoch: 28, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.380 D_real: 0.240 D_fake: 0.203 G: 1.558 NCE: 1.381 NCE_Y: 0.975 
(epoch: 29, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.303 D_real: 0.267 D_fake: 0.207 G: 1.526 NCE: 1.516 NCE_Y: 0.929 
(epoch: 29, iters: 624, time: 0.044, data: 0.007) G_GAN: 0.363 D_real: 0.243 D_fake: 0.203 G: 1.590 NCE: 1.510 NCE_Y: 0.944 
(epoch: 30, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.374 D_real: 0.217 D_fake: 0.253 G: 1.594 NCE: 1.497 NCE_Y: 0.943 
(epoch: 30, iters: 432, time: 0.044, data: 0.008) G_GAN: 0.419 D_real: 0.187 D_fake: 0.281 G: 1.607 NCE: 1.468 NCE_Y: 0.908 
(epoch: 30, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.290 D_real: 0.316 D_fake: 0.133 G: 1.546 NCE: 1.544 NCE_Y: 0.968 
(epoch: 31, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.727 D_real: 0.096 D_fake: 0.424 G: 1.865 NCE: 1.369 NCE_Y: 0.907 
(epoch: 31, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.372 D_real: 0.197 D_fake: 0.274 G: 1.629 NCE: 1.534 NCE_Y: 0.980 
(epoch: 32, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.359 D_real: 0.229 D_fake: 0.227 G: 1.520 NCE: 1.470 NCE_Y: 0.851 
(epoch: 32, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.231 D_real: 0.333 D_fake: 0.148 G: 1.435 NCE: 1.506 NCE_Y: 0.900 
(epoch: 32, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.359 D_real: 0.250 D_fake: 0.230 G: 1.465 NCE: 1.375 NCE_Y: 0.836 
(epoch: 33, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.493 D_real: 0.178 D_fake: 0.273 G: 1.694 NCE: 1.504 NCE_Y: 0.898 
(epoch: 33, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.546 D_real: 0.160 D_fake: 0.325 G: 1.691 NCE: 1.405 NCE_Y: 0.886 
(epoch: 34, iters: 64, time: 0.044, data: 0.006) G_GAN: 1.003 D_real: 0.773 D_fake: 0.938 G: 2.856 NCE: 2.262 NCE_Y: 1.443 
(epoch: 34, iters: 464, time: 0.044, data: 0.009) G_GAN: 0.432 D_real: 0.146 D_fake: 0.198 G: 2.236 NCE: 2.077 NCE_Y: 1.530 
(epoch: 34, iters: 864, time: 0.044, data: 0.006) G_GAN: 0.384 D_real: 0.186 D_fake: 0.142 G: 1.808 NCE: 1.674 NCE_Y: 1.173 
(epoch: 35, iters: 272, time: 0.044, data: 0.006) G_GAN: 0.384 D_real: 0.202 D_fake: 0.123 G: 1.719 NCE: 1.556 NCE_Y: 1.113 
(epoch: 35, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.407 D_real: 0.203 D_fake: 0.204 G: 1.800 NCE: 1.677 NCE_Y: 1.110 
(epoch: 36, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.408 D_real: 0.180 D_fake: 0.261 G: 1.737 NCE: 1.645 NCE_Y: 1.014 
(epoch: 36, iters: 480, time: 0.044, data: 0.005) G_GAN: 0.298 D_real: 0.232 D_fake: 0.206 G: 1.610 NCE: 1.642 NCE_Y: 0.981 
(epoch: 36, iters: 880, time: 0.044, data: 0.007) G_GAN: 0.490 D_real: 0.158 D_fake: 0.203 G: 1.760 NCE: 1.517 NCE_Y: 1.024 
(epoch: 37, iters: 288, time: 0.044, data: 0.007) G_GAN: 0.420 D_real: 0.208 D_fake: 0.184 G: 1.676 NCE: 1.568 NCE_Y: 0.945 
(epoch: 37, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.463 D_real: 0.146 D_fake: 0.204 G: 1.733 NCE: 1.529 NCE_Y: 1.010 
(epoch: 38, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.337 D_real: 0.212 D_fake: 0.247 G: 1.627 NCE: 1.647 NCE_Y: 0.932 
(epoch: 38, iters: 496, time: 0.044, data: 0.007) G_GAN: 0.332 D_real: 0.260 D_fake: 0.208 G: 1.631 NCE: 1.615 NCE_Y: 0.984 
(epoch: 38, iters: 896, time: 0.044, data: 0.006) G_GAN: 0.389 D_real: 0.194 D_fake: 0.198 G: 1.525 NCE: 1.374 NCE_Y: 0.899 
(epoch: 39, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.326 D_real: 0.276 D_fake: 0.179 G: 1.533 NCE: 1.526 NCE_Y: 0.889 
(epoch: 39, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.450 D_real: 0.175 D_fake: 0.297 G: 1.657 NCE: 1.538 NCE_Y: 0.877 
(epoch: 40, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.411 D_real: 0.171 D_fake: 0.262 G: 1.581 NCE: 1.424 NCE_Y: 0.915 
(epoch: 40, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.308 D_real: 0.282 D_fake: 0.208 G: 1.585 NCE: 1.642 NCE_Y: 0.910 
(epoch: 40, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.345 D_real: 0.230 D_fake: 0.216 G: 1.486 NCE: 1.387 NCE_Y: 0.896 
(epoch: 41, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.322 D_fake: 0.197 G: 1.632 NCE: 1.569 NCE_Y: 0.967 
(epoch: 41, iters: 720, time: 0.044, data: 0.007) G_GAN: 0.330 D_real: 0.294 D_fake: 0.219 G: 1.659 NCE: 1.713 NCE_Y: 0.945 
(epoch: 42, iters: 128, time: 0.044, data: 0.006) G_GAN: 0.366 D_real: 0.248 D_fake: 0.185 G: 1.639 NCE: 1.611 NCE_Y: 0.936 
(epoch: 42, iters: 528, time: 0.044, data: 0.008) G_GAN: 0.423 D_real: 0.191 D_fake: 0.289 G: 1.647 NCE: 1.547 NCE_Y: 0.901 
(epoch: 42, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.384 D_real: 0.217 D_fake: 0.261 G: 1.597 NCE: 1.496 NCE_Y: 0.930 
(epoch: 43, iters: 336, time: 0.044, data: 0.007) G_GAN: 0.423 D_real: 0.138 D_fake: 0.259 G: 1.603 NCE: 1.445 NCE_Y: 0.914 
(epoch: 43, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.336 D_real: 0.258 D_fake: 0.211 G: 1.494 NCE: 1.436 NCE_Y: 0.880 
(epoch: 44, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.347 D_real: 0.257 D_fake: 0.205 G: 1.542 NCE: 1.431 NCE_Y: 0.959 
(epoch: 44, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.339 D_real: 0.211 D_fake: 0.232 G: 1.502 NCE: 1.460 NCE_Y: 0.865 
(epoch: 44, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.348 D_real: 0.231 D_fake: 0.168 G: 1.428 NCE: 1.305 NCE_Y: 0.855 
(epoch: 45, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.379 D_real: 0.215 D_fake: 0.236 G: 1.544 NCE: 1.439 NCE_Y: 0.891 
(epoch: 45, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.407 D_real: 0.225 D_fake: 0.215 G: 1.663 NCE: 1.561 NCE_Y: 0.950 
(epoch: 46, iters: 160, time: 0.044, data: 0.007) G_GAN: 1.292 D_real: 0.439 D_fake: 0.347 G: 2.519 NCE: 1.521 NCE_Y: 0.934 
(epoch: 46, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.355 D_real: 0.266 D_fake: 0.185 G: 1.589 NCE: 1.534 NCE_Y: 0.936 
(epoch: 46, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.369 D_real: 0.222 D_fake: 0.176 G: 1.604 NCE: 1.551 NCE_Y: 0.918 
(epoch: 47, iters: 368, time: 0.044, data: 0.007) G_GAN: 0.308 D_real: 0.248 D_fake: 0.198 G: 1.499 NCE: 1.535 NCE_Y: 0.847 
(epoch: 47, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.349 D_real: 0.213 D_fake: 0.285 G: 1.485 NCE: 1.437 NCE_Y: 0.833 
(epoch: 48, iters: 176, time: 0.044, data: 0.006) G_GAN: 0.387 D_real: 0.200 D_fake: 0.231 G: 1.555 NCE: 1.491 NCE_Y: 0.845 
(epoch: 48, iters: 576, time: 0.044, data: 0.007) G_GAN: 0.403 D_real: 0.189 D_fake: 0.220 G: 1.534 NCE: 1.361 NCE_Y: 0.900 
(epoch: 48, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.375 D_real: 0.254 D_fake: 0.200 G: 1.508 NCE: 1.442 NCE_Y: 0.824 
(epoch: 49, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.371 D_real: 0.269 D_fake: 0.289 G: 1.639 NCE: 1.594 NCE_Y: 0.942 
(epoch: 49, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.399 D_real: 0.177 D_fake: 0.239 G: 1.504 NCE: 1.328 NCE_Y: 0.882 
(epoch: 50, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.356 D_real: 0.233 D_fake: 0.240 G: 1.505 NCE: 1.406 NCE_Y: 0.891 
(epoch: 50, iters: 592, time: 0.044, data: 0.007) G_GAN: 0.315 D_real: 0.263 D_fake: 0.202 G: 1.425 NCE: 1.360 NCE_Y: 0.860 
(epoch: 50, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.346 D_real: 0.301 D_fake: 0.188 G: 1.607 NCE: 1.635 NCE_Y: 0.889 
(epoch: 51, iters: 400, time: 0.044, data: 1.773) G_GAN: 0.277 D_real: 0.335 D_fake: 0.163 G: 1.479 NCE: 1.536 NCE_Y: 0.868 
(epoch: 51, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.404 D_real: 0.180 D_fake: 0.231 G: 1.558 NCE: 1.448 NCE_Y: 0.860 
(epoch: 52, iters: 208, time: 0.044, data: 0.006) G_GAN: 0.330 D_real: 0.253 D_fake: 0.207 G: 1.495 NCE: 1.465 NCE_Y: 0.863 
(epoch: 52, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.326 D_real: 0.297 D_fake: 0.235 G: 1.508 NCE: 1.498 NCE_Y: 0.866 
(epoch: 53, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.454 D_real: 0.180 D_fake: 0.267 G: 1.587 NCE: 1.409 NCE_Y: 0.858 
(epoch: 53, iters: 416, time: 0.044, data: 0.005) G_GAN: 0.397 D_real: 0.279 D_fake: 0.249 G: 1.571 NCE: 1.468 NCE_Y: 0.880 
(epoch: 53, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.325 D_real: 0.202 D_fake: 0.281 G: 1.472 NCE: 1.431 NCE_Y: 0.862 
(epoch: 54, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.313 D_real: 0.275 D_fake: 0.184 G: 1.419 NCE: 1.388 NCE_Y: 0.825 
(epoch: 54, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.341 D_real: 0.277 D_fake: 0.171 G: 1.549 NCE: 1.516 NCE_Y: 0.899 
(epoch: 55, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.376 D_real: 0.186 D_fake: 0.233 G: 1.563 NCE: 1.530 NCE_Y: 0.844 
(epoch: 55, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.452 D_real: 0.178 D_fake: 0.203 G: 1.612 NCE: 1.408 NCE_Y: 0.911 
(epoch: 55, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.360 D_real: 0.233 D_fake: 0.181 G: 1.519 NCE: 1.466 NCE_Y: 0.852 
(epoch: 56, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.301 D_real: 1.945 D_fake: 4.369 G: 5.864 NCE: 5.529 NCE_Y: 5.597 
(epoch: 56, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.470 D_real: 0.156 D_fake: 0.132 G: 5.117 NCE: 4.709 NCE_Y: 4.585 
(epoch: 57, iters: 48, time: 0.044, data: 0.006) G_GAN: 0.804 D_real: 0.057 D_fake: 0.094 G: 5.525 NCE: 4.774 NCE_Y: 4.668 
(epoch: 57, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.362 D_real: 0.280 D_fake: 0.210 G: 3.855 NCE: 3.563 NCE_Y: 3.423 
(epoch: 57, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.209 D_fake: 0.199 G: 2.964 NCE: 2.745 NCE_Y: 2.457 
(epoch: 58, iters: 256, time: 0.044, data: 0.006) G_GAN: 0.374 D_real: 0.151 D_fake: 0.218 G: 2.355 NCE: 2.259 NCE_Y: 1.704 
(epoch: 58, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.489 D_real: 0.125 D_fake: 0.140 G: 2.397 NCE: 2.156 NCE_Y: 1.660 
(epoch: 59, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.901 D_real: 0.340 D_fake: 0.317 G: 2.782 NCE: 2.089 NCE_Y: 1.673 
(epoch: 59, iters: 464, time: 0.044, data: 0.009) G_GAN: 0.461 D_real: 0.226 D_fake: 0.143 G: 2.154 NCE: 1.934 NCE_Y: 1.451 
(epoch: 59, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.428 D_real: 0.159 D_fake: 0.139 G: 2.023 NCE: 1.893 NCE_Y: 1.298 
(epoch: 60, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.442 D_real: 0.189 D_fake: 0.149 G: 1.946 NCE: 1.718 NCE_Y: 1.290 
(epoch: 60, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.505 D_real: 0.153 D_fake: 0.105 G: 2.064 NCE: 1.844 NCE_Y: 1.273 
(epoch: 61, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.305 D_real: 0.189 D_fake: 0.200 G: 1.875 NCE: 1.888 NCE_Y: 1.252 
(epoch: 61, iters: 480, time: 0.044, data: 0.007) G_GAN: 0.397 D_real: 0.279 D_fake: 0.197 G: 1.858 NCE: 1.771 NCE_Y: 1.150 
(epoch: 61, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.212 D_fake: 0.175 G: 1.839 NCE: 1.720 NCE_Y: 1.231 
(epoch: 62, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.354 D_real: 0.198 D_fake: 0.192 G: 1.828 NCE: 1.780 NCE_Y: 1.168 
(epoch: 62, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.284 D_fake: 0.269 G: 1.936 NCE: 1.967 NCE_Y: 1.203 
(epoch: 63, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.352 D_real: 0.187 D_fake: 0.187 G: 1.785 NCE: 1.787 NCE_Y: 1.078 
(epoch: 63, iters: 496, time: 0.044, data: 0.006) G_GAN: 0.361 D_real: 0.245 D_fake: 0.194 G: 1.717 NCE: 1.631 NCE_Y: 1.082 
(epoch: 63, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.386 D_real: 0.175 D_fake: 0.184 G: 1.729 NCE: 1.571 NCE_Y: 1.117 
(epoch: 64, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.453 D_real: 0.205 D_fake: 0.193 G: 1.824 NCE: 1.690 NCE_Y: 1.053 
(epoch: 64, iters: 704, time: 0.044, data: 0.007) G_GAN: 0.372 D_real: 0.168 D_fake: 0.225 G: 1.703 NCE: 1.578 NCE_Y: 1.085 
(epoch: 65, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.420 D_real: 0.184 D_fake: 0.120 G: 1.838 NCE: 1.610 NCE_Y: 1.225 
(epoch: 65, iters: 512, time: 0.044, data: 0.006) G_GAN: 0.424 D_real: 0.258 D_fake: 0.153 G: 1.782 NCE: 1.626 NCE_Y: 1.089 
(epoch: 65, iters: 912, time: 0.044, data: 0.006) G_GAN: 0.363 D_real: 0.196 D_fake: 0.203 G: 1.672 NCE: 1.587 NCE_Y: 1.031 
(epoch: 66, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.345 D_real: 0.200 D_fake: 0.225 G: 1.651 NCE: 1.614 NCE_Y: 0.998 
(epoch: 66, iters: 720, time: 0.044, data: 0.007) G_GAN: 0.378 D_real: 0.199 D_fake: 0.209 G: 1.741 NCE: 1.744 NCE_Y: 0.981 
(epoch: 67, iters: 128, time: 0.044, data: 0.006) G_GAN: 0.419 D_real: 0.220 D_fake: 0.186 G: 1.669 NCE: 1.525 NCE_Y: 0.975 
(epoch: 67, iters: 528, time: 0.044, data: 0.008) G_GAN: 0.350 D_real: 0.253 D_fake: 0.172 G: 1.660 NCE: 1.626 NCE_Y: 0.994 
(epoch: 67, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.396 D_real: 0.199 D_fake: 0.194 G: 1.754 NCE: 1.680 NCE_Y: 1.035 
(epoch: 68, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.230 D_fake: 0.176 G: 1.724 NCE: 1.679 NCE_Y: 1.068 
(epoch: 68, iters: 736, time: 0.044, data: 0.007) G_GAN: 0.411 D_real: 0.220 D_fake: 0.180 G: 1.611 NCE: 1.428 NCE_Y: 0.972 
(epoch: 69, iters: 144, time: 0.044, data: 0.006) G_GAN: 0.430 D_real: 0.223 D_fake: 0.176 G: 1.692 NCE: 1.541 NCE_Y: 0.982 
(epoch: 69, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.372 D_real: 0.268 D_fake: 0.172 G: 1.686 NCE: 1.610 NCE_Y: 1.019 
(epoch: 69, iters: 944, time: 0.044, data: 0.006) G_GAN: 0.628 D_real: 0.137 D_fake: 0.297 G: 1.951 NCE: 1.529 NCE_Y: 1.116 
(epoch: 70, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.404 D_real: 0.209 D_fake: 0.157 G: 1.608 NCE: 1.448 NCE_Y: 0.961 
(epoch: 70, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.375 D_real: 0.182 D_fake: 0.177 G: 1.599 NCE: 1.449 NCE_Y: 1.000 
(epoch: 71, iters: 160, time: 0.044, data: 0.006) G_GAN: 0.410 D_real: 0.173 D_fake: 0.199 G: 1.682 NCE: 1.557 NCE_Y: 0.986 
(epoch: 71, iters: 560, time: 0.044, data: 0.006) G_GAN: 0.514 D_real: 0.243 D_fake: 0.225 G: 1.754 NCE: 1.506 NCE_Y: 0.974 
(epoch: 71, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.178 D_fake: 0.160 G: 1.539 NCE: 1.337 NCE_Y: 1.014 
(epoch: 72, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.360 D_real: 0.181 D_fake: 0.216 G: 1.643 NCE: 1.574 NCE_Y: 0.992 
(epoch: 72, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.206 D_fake: 0.208 G: 1.588 NCE: 1.456 NCE_Y: 0.962 
(epoch: 73, iters: 176, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.196 D_fake: 0.219 G: 1.579 NCE: 1.517 NCE_Y: 0.941 
(epoch: 73, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.394 D_real: 0.203 D_fake: 0.230 G: 1.664 NCE: 1.515 NCE_Y: 1.026 
(epoch: 73, iters: 976, time: 0.044, data: 0.006) G_GAN: 0.429 D_real: 0.178 D_fake: 0.244 G: 1.731 NCE: 1.553 NCE_Y: 1.052 
(epoch: 74, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.404 D_real: 0.197 D_fake: 0.221 G: 1.601 NCE: 1.429 NCE_Y: 0.965 
(epoch: 74, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.411 D_real: 0.229 D_fake: 0.135 G: 1.573 NCE: 1.387 NCE_Y: 0.937 
(epoch: 75, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.402 D_real: 0.239 D_fake: 0.223 G: 1.611 NCE: 1.445 NCE_Y: 0.972 
(epoch: 75, iters: 592, time: 0.044, data: 0.007) G_GAN: 0.356 D_real: 0.204 D_fake: 0.266 G: 1.636 NCE: 1.587 NCE_Y: 0.975 
(epoch: 75, iters: 992, time: 0.044, data: 0.006) G_GAN: 0.396 D_real: 0.173 D_fake: 0.199 G: 1.621 NCE: 1.479 NCE_Y: 0.971 
(epoch: 76, iters: 400, time: 0.044, data: 1.719) G_GAN: 0.417 D_real: 0.178 D_fake: 0.204 G: 1.606 NCE: 1.374 NCE_Y: 1.002 
(epoch: 76, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.199 D_fake: 0.205 G: 1.595 NCE: 1.518 NCE_Y: 0.913 
(epoch: 77, iters: 208, time: 0.044, data: 0.006) G_GAN: 0.382 D_real: 0.189 D_fake: 0.207 G: 1.532 NCE: 1.390 NCE_Y: 0.909 
(epoch: 77, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.388 D_real: 0.191 D_fake: 0.185 G: 1.596 NCE: 1.485 NCE_Y: 0.931 
(epoch: 78, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.406 D_real: 0.235 D_fake: 0.191 G: 1.622 NCE: 1.462 NCE_Y: 0.971 
(epoch: 78, iters: 416, time: 0.044, data: 0.005) G_GAN: 0.404 D_real: 0.191 D_fake: 0.223 G: 1.522 NCE: 1.322 NCE_Y: 0.915 
(epoch: 78, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.377 D_real: 0.219 D_fake: 0.191 G: 1.620 NCE: 1.493 NCE_Y: 0.993 
(epoch: 79, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.360 D_real: 0.204 D_fake: 0.259 G: 1.601 NCE: 1.579 NCE_Y: 0.903 
(epoch: 79, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.356 D_real: 0.186 D_fake: 0.229 G: 1.588 NCE: 1.530 NCE_Y: 0.932 
(epoch: 80, iters: 32, time: 0.044, data: 0.006) G_GAN: 0.363 D_real: 0.162 D_fake: 0.230 G: 1.596 NCE: 1.507 NCE_Y: 0.957 
(epoch: 80, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.360 D_real: 0.255 D_fake: 0.204 G: 1.563 NCE: 1.486 NCE_Y: 0.918 
(epoch: 80, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.397 D_real: 0.209 D_fake: 0.233 G: 1.656 NCE: 1.586 NCE_Y: 0.932 
(epoch: 81, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.395 D_real: 0.169 D_fake: 0.197 G: 1.575 NCE: 1.430 NCE_Y: 0.929 
(epoch: 81, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.398 D_real: 0.221 D_fake: 0.183 G: 1.600 NCE: 1.497 NCE_Y: 0.907 
(epoch: 82, iters: 48, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.188 D_fake: 0.194 G: 1.518 NCE: 1.415 NCE_Y: 0.936 
(epoch: 82, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.374 D_real: 0.186 D_fake: 0.226 G: 1.581 NCE: 1.399 NCE_Y: 1.016 
(epoch: 82, iters: 848, time: 0.044, data: 0.006) G_GAN: 0.340 D_real: 0.283 D_fake: 0.171 G: 1.621 NCE: 1.551 NCE_Y: 1.012 
(epoch: 83, iters: 256, time: 0.044, data: 0.006) G_GAN: 0.362 D_real: 0.237 D_fake: 0.237 G: 1.577 NCE: 1.565 NCE_Y: 0.866 
(epoch: 83, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.386 D_real: 0.225 D_fake: 0.288 G: 1.659 NCE: 1.607 NCE_Y: 0.938 
(epoch: 84, iters: 64, time: 0.044, data: 0.006) G_GAN: 0.344 D_real: 0.186 D_fake: 0.235 G: 1.555 NCE: 1.494 NCE_Y: 0.927 
(epoch: 84, iters: 464, time: 0.044, data: 0.007) G_GAN: 0.374 D_real: 0.311 D_fake: 0.231 G: 1.620 NCE: 1.583 NCE_Y: 0.910 
(epoch: 84, iters: 864, time: 0.044, data: 0.006) G_GAN: 0.344 D_real: 0.299 D_fake: 0.175 G: 1.611 NCE: 1.564 NCE_Y: 0.969 
(epoch: 85, iters: 272, time: 0.044, data: 0.006) G_GAN: 0.391 D_real: 0.182 D_fake: 0.180 G: 1.575 NCE: 1.470 NCE_Y: 0.898 
(epoch: 85, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.359 D_real: 0.224 D_fake: 0.251 G: 1.513 NCE: 1.418 NCE_Y: 0.891 
(epoch: 86, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.334 D_real: 0.276 D_fake: 0.248 G: 1.677 NCE: 1.691 NCE_Y: 0.994 
(epoch: 86, iters: 480, time: 0.044, data: 0.006) G_GAN: 0.409 D_real: 0.212 D_fake: 0.246 G: 1.628 NCE: 1.566 NCE_Y: 0.872 
(epoch: 86, iters: 880, time: 0.044, data: 0.007) G_GAN: 0.449 D_real: 0.237 D_fake: 0.236 G: 1.630 NCE: 1.423 NCE_Y: 0.939 
(epoch: 87, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.256 D_fake: 0.185 G: 1.580 NCE: 1.531 NCE_Y: 0.871 
(epoch: 87, iters: 688, time: 0.044, data: 0.007) G_GAN: 0.504 D_real: 0.241 D_fake: 0.273 G: 1.680 NCE: 1.449 NCE_Y: 0.903 
(epoch: 88, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.280 D_fake: 0.216 G: 1.591 NCE: 1.535 NCE_Y: 0.912 
(epoch: 88, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.319 D_real: 0.323 D_fake: 0.212 G: 1.561 NCE: 1.534 NCE_Y: 0.951 
(epoch: 88, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.372 D_real: 0.222 D_fake: 0.239 G: 1.577 NCE: 1.450 NCE_Y: 0.961 
(epoch: 89, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.368 D_real: 0.233 D_fake: 0.207 G: 1.551 NCE: 1.491 NCE_Y: 0.875 
(epoch: 89, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.387 D_real: 0.208 D_fake: 0.236 G: 1.547 NCE: 1.430 NCE_Y: 0.888 
(epoch: 90, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.405 D_real: 0.199 D_fake: 0.264 G: 1.574 NCE: 1.430 NCE_Y: 0.909 
(epoch: 90, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.384 D_real: 0.211 D_fake: 0.254 G: 1.591 NCE: 1.481 NCE_Y: 0.933 
(epoch: 90, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.403 D_real: 0.181 D_fake: 0.234 G: 1.483 NCE: 1.323 NCE_Y: 0.838 
(epoch: 91, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.407 D_real: 0.176 D_fake: 0.218 G: 1.587 NCE: 1.462 NCE_Y: 0.899 
(epoch: 91, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.298 D_real: 0.379 D_fake: 0.251 G: 1.516 NCE: 1.510 NCE_Y: 0.925 
(epoch: 92, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.376 D_real: 0.259 D_fake: 0.177 G: 1.526 NCE: 1.410 NCE_Y: 0.890 
(epoch: 92, iters: 528, time: 0.044, data: 0.008) G_GAN: 0.344 D_real: 0.231 D_fake: 0.212 G: 1.533 NCE: 1.460 NCE_Y: 0.917 
(epoch: 92, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.388 D_real: 0.214 D_fake: 0.222 G: 1.514 NCE: 1.381 NCE_Y: 0.871 
(epoch: 93, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.338 D_real: 0.302 D_fake: 0.214 G: 1.591 NCE: 1.615 NCE_Y: 0.891 
(epoch: 93, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.348 D_real: 0.271 D_fake: 0.220 G: 1.534 NCE: 1.494 NCE_Y: 0.878 
(epoch: 94, iters: 144, time: 0.044, data: 0.006) G_GAN: 0.419 D_real: 0.178 D_fake: 0.209 G: 1.552 NCE: 1.397 NCE_Y: 0.869 
(epoch: 94, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.457 D_real: 0.186 D_fake: 0.177 G: 1.630 NCE: 1.413 NCE_Y: 0.933 
(epoch: 94, iters: 944, time: 0.044, data: 0.006) G_GAN: 0.373 D_real: 0.304 D_fake: 0.188 G: 1.562 NCE: 1.485 NCE_Y: 0.894 
(epoch: 95, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.375 D_real: 0.260 D_fake: 0.221 G: 1.567 NCE: 1.491 NCE_Y: 0.894 
(epoch: 95, iters: 752, time: 0.044, data: 0.007) G_GAN: 0.312 D_real: 0.247 D_fake: 0.211 G: 1.441 NCE: 1.387 NCE_Y: 0.869 
(epoch: 96, iters: 160, time: 0.044, data: 0.006) G_GAN: 0.388 D_real: 0.174 D_fake: 0.225 G: 1.526 NCE: 1.377 NCE_Y: 0.899 
(epoch: 96, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.351 D_real: 0.256 D_fake: 0.221 G: 1.583 NCE: 1.530 NCE_Y: 0.934 
(epoch: 96, iters: 960, time: 0.044, data: 0.007) G_GAN: 0.410 D_real: 0.211 D_fake: 0.214 G: 1.592 NCE: 1.434 NCE_Y: 0.931 
(epoch: 97, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.222 D_fake: 0.204 G: 1.456 NCE: 1.295 NCE_Y: 0.888 
(epoch: 97, iters: 768, time: 0.044, data: 0.010) G_GAN: 0.319 D_real: 0.260 D_fake: 0.184 G: 1.620 NCE: 1.671 NCE_Y: 0.931 
(epoch: 98, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.404 D_real: 0.202 D_fake: 0.238 G: 1.567 NCE: 1.455 NCE_Y: 0.872 
(epoch: 98, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.307 D_real: 0.272 D_fake: 0.199 G: 1.429 NCE: 1.378 NCE_Y: 0.866 
(epoch: 98, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.378 D_real: 0.267 D_fake: 0.200 G: 1.502 NCE: 1.334 NCE_Y: 0.914 
(epoch: 99, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.321 D_real: 0.299 D_fake: 0.186 G: 1.474 NCE: 1.423 NCE_Y: 0.883 
(epoch: 99, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.398 D_real: 0.195 D_fake: 0.207 G: 1.524 NCE: 1.332 NCE_Y: 0.920 
(epoch: 100, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.340 D_real: 0.271 D_fake: 0.197 G: 1.574 NCE: 1.502 NCE_Y: 0.966 
(epoch: 100, iters: 592, time: 0.044, data: 0.007) G_GAN: 0.373 D_real: 0.221 D_fake: 0.198 G: 1.569 NCE: 1.432 NCE_Y: 0.962 
(epoch: 100, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.395 D_real: 0.277 D_fake: 0.250 G: 1.722 NCE: 1.758 NCE_Y: 0.897 
(epoch: 101, iters: 400, time: 0.044, data: 1.781) G_GAN: 0.335 D_real: 0.301 D_fake: 0.221 G: 1.531 NCE: 1.507 NCE_Y: 0.885 
(epoch: 101, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.410 D_real: 0.291 D_fake: 0.209 G: 1.490 NCE: 1.291 NCE_Y: 0.871 
(epoch: 102, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.394 D_real: 0.300 D_fake: 0.261 G: 1.586 NCE: 1.490 NCE_Y: 0.895 
(epoch: 102, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.282 D_real: 0.370 D_fake: 0.176 G: 1.537 NCE: 1.600 NCE_Y: 0.909 
(epoch: 103, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.387 D_real: 0.206 D_fake: 0.195 G: 1.500 NCE: 1.346 NCE_Y: 0.880 
(epoch: 103, iters: 416, time: 0.044, data: 0.008) G_GAN: 0.459 D_real: 0.163 D_fake: 0.231 G: 1.595 NCE: 1.339 NCE_Y: 0.932 
(epoch: 103, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.384 D_real: 0.210 D_fake: 0.210 G: 1.494 NCE: 1.348 NCE_Y: 0.872 
(epoch: 104, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.500 D_real: 0.146 D_fake: 0.276 G: 1.689 NCE: 1.496 NCE_Y: 0.882 
(epoch: 104, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.430 D_real: 0.242 D_fake: 0.218 G: 1.639 NCE: 1.476 NCE_Y: 0.941 
(epoch: 105, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.380 D_real: 0.225 D_fake: 0.184 G: 1.510 NCE: 1.373 NCE_Y: 0.886 
(epoch: 105, iters: 432, time: 0.044, data: 0.005) G_GAN: 0.356 D_real: 0.254 D_fake: 0.197 G: 1.516 NCE: 1.456 NCE_Y: 0.863 
(epoch: 105, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.337 D_real: 0.239 D_fake: 0.273 G: 1.476 NCE: 1.407 NCE_Y: 0.871 
(epoch: 106, iters: 240, time: 0.044, data: 0.006) G_GAN: 0.362 D_real: 0.220 D_fake: 0.211 G: 1.513 NCE: 1.462 NCE_Y: 0.841 
(epoch: 106, iters: 640, time: 0.044, data: 0.010) G_GAN: 0.320 D_real: 0.285 D_fake: 0.146 G: 1.457 NCE: 1.400 NCE_Y: 0.874 
(epoch: 107, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.404 D_real: 0.215 D_fake: 0.208 G: 1.579 NCE: 1.378 NCE_Y: 0.973 
(epoch: 107, iters: 448, time: 0.044, data: 0.005) G_GAN: 0.339 D_real: 0.255 D_fake: 0.167 G: 1.449 NCE: 1.352 NCE_Y: 0.869 
(epoch: 107, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.392 D_real: 0.242 D_fake: 0.197 G: 1.486 NCE: 1.307 NCE_Y: 0.881 
(epoch: 108, iters: 256, time: 0.044, data: 0.006) G_GAN: 0.653 D_real: 0.240 D_fake: 0.278 G: 1.896 NCE: 1.531 NCE_Y: 0.955 
(epoch: 108, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.328 D_real: 0.299 D_fake: 0.150 G: 1.468 NCE: 1.324 NCE_Y: 0.955 
(epoch: 109, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.360 D_real: 0.220 D_fake: 0.250 G: 1.513 NCE: 1.411 NCE_Y: 0.895 
(epoch: 109, iters: 464, time: 0.044, data: 0.007) G_GAN: 0.430 D_real: 0.167 D_fake: 0.241 G: 1.583 NCE: 1.400 NCE_Y: 0.906 
(epoch: 109, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.315 D_real: 0.262 D_fake: 0.254 G: 1.445 NCE: 1.410 NCE_Y: 0.850 
(epoch: 110, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.201 D_fake: 0.228 G: 1.499 NCE: 1.385 NCE_Y: 0.884 
(epoch: 110, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.508 D_real: 0.145 D_fake: 0.339 G: 1.684 NCE: 1.375 NCE_Y: 0.977 
(epoch: 111, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.363 D_real: 0.195 D_fake: 0.223 G: 1.500 NCE: 1.391 NCE_Y: 0.882 
(epoch: 111, iters: 480, time: 0.044, data: 0.007) G_GAN: 0.348 D_real: 0.205 D_fake: 0.191 G: 1.441 NCE: 1.333 NCE_Y: 0.852 
(epoch: 111, iters: 880, time: 0.044, data: 0.007) G_GAN: 0.422 D_real: 0.186 D_fake: 0.176 G: 1.633 NCE: 1.520 NCE_Y: 0.902 
(epoch: 112, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.452 D_real: 0.289 D_fake: 0.251 G: 1.646 NCE: 1.484 NCE_Y: 0.904 
(epoch: 112, iters: 688, time: 0.044, data: 0.007) G_GAN: 0.389 D_real: 0.230 D_fake: 0.284 G: 1.534 NCE: 1.409 NCE_Y: 0.880 
(epoch: 113, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.320 D_real: 0.241 D_fake: 0.171 G: 1.408 NCE: 1.308 NCE_Y: 0.868 
(epoch: 113, iters: 496, time: 0.044, data: 0.006) G_GAN: 0.375 D_real: 0.192 D_fake: 0.190 G: 1.529 NCE: 1.435 NCE_Y: 0.873 
(epoch: 113, iters: 896, time: 0.044, data: 0.006) G_GAN: 0.332 D_real: 0.338 D_fake: 0.202 G: 1.484 NCE: 1.447 NCE_Y: 0.858 
(epoch: 114, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.385 D_real: 0.243 D_fake: 0.212 G: 1.481 NCE: 1.334 NCE_Y: 0.858 
(epoch: 114, iters: 704, time: 0.044, data: 0.007) G_GAN: 0.293 D_real: 0.334 D_fake: 0.181 G: 1.449 NCE: 1.462 NCE_Y: 0.850 
(epoch: 115, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.331 D_real: 0.300 D_fake: 0.220 G: 1.546 NCE: 1.496 NCE_Y: 0.934 
(epoch: 115, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.345 D_real: 0.281 D_fake: 0.172 G: 1.527 NCE: 1.493 NCE_Y: 0.870 
(epoch: 115, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.353 D_real: 0.231 D_fake: 0.241 G: 1.493 NCE: 1.380 NCE_Y: 0.901 
(epoch: 116, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.506 D_real: 0.153 D_fake: 0.265 G: 1.706 NCE: 1.452 NCE_Y: 0.949 
(epoch: 116, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.397 D_real: 0.214 D_fake: 0.201 G: 1.479 NCE: 1.282 NCE_Y: 0.883 
(epoch: 117, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.310 D_real: 0.319 D_fake: 0.151 G: 1.427 NCE: 1.342 NCE_Y: 0.892 
(epoch: 117, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.406 D_real: 0.201 D_fake: 0.276 G: 1.581 NCE: 1.430 NCE_Y: 0.919 
(epoch: 117, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.430 D_real: 0.259 D_fake: 0.243 G: 1.654 NCE: 1.491 NCE_Y: 0.958 
(epoch: 118, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.409 D_real: 0.164 D_fake: 0.252 G: 1.452 NCE: 1.188 NCE_Y: 0.899 
(epoch: 118, iters: 736, time: 0.044, data: 0.007) G_GAN: 0.422 D_real: 0.210 D_fake: 0.212 G: 1.627 NCE: 1.462 NCE_Y: 0.947 
(epoch: 119, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.429 D_real: 0.246 D_fake: 0.273 G: 1.580 NCE: 1.431 NCE_Y: 0.871 
(epoch: 119, iters: 544, time: 0.044, data: 0.010) G_GAN: 0.397 D_real: 0.296 D_fake: 0.216 G: 1.550 NCE: 1.418 NCE_Y: 0.888 
(epoch: 119, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.284 D_real: 0.298 D_fake: 0.187 G: 1.415 NCE: 1.406 NCE_Y: 0.855 
(epoch: 120, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.422 D_real: 0.183 D_fake: 0.308 G: 1.601 NCE: 1.475 NCE_Y: 0.883 
(epoch: 120, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.406 D_real: 0.189 D_fake: 0.212 G: 1.510 NCE: 1.316 NCE_Y: 0.891 
(epoch: 121, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.396 D_real: 0.191 D_fake: 0.225 G: 1.504 NCE: 1.395 NCE_Y: 0.822 
(epoch: 121, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.414 D_real: 0.192 D_fake: 0.233 G: 1.467 NCE: 1.288 NCE_Y: 0.818 
(epoch: 121, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.287 D_real: 0.270 D_fake: 0.182 G: 1.417 NCE: 1.393 NCE_Y: 0.869 
(epoch: 122, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.322 D_real: 0.300 D_fake: 0.175 G: 1.465 NCE: 1.405 NCE_Y: 0.880 
(epoch: 122, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.352 D_real: 0.260 D_fake: 0.283 G: 1.553 NCE: 1.504 NCE_Y: 0.899 
(epoch: 123, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.355 D_real: 0.245 D_fake: 0.247 G: 1.442 NCE: 1.350 NCE_Y: 0.825 
(epoch: 123, iters: 576, time: 0.044, data: 0.007) G_GAN: 0.330 D_real: 0.237 D_fake: 0.190 G: 1.457 NCE: 1.412 NCE_Y: 0.842 
(epoch: 123, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.376 D_real: 0.223 D_fake: 0.223 G: 1.543 NCE: 1.470 NCE_Y: 0.863 
(epoch: 124, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.352 D_real: 0.226 D_fake: 0.187 G: 1.446 NCE: 1.329 NCE_Y: 0.859 
(epoch: 124, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.420 D_real: 0.200 D_fake: 0.170 G: 1.537 NCE: 1.346 NCE_Y: 0.888 
(epoch: 125, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.324 D_real: 0.229 D_fake: 0.206 G: 1.429 NCE: 1.370 NCE_Y: 0.840 
(epoch: 125, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.623 D_real: 0.369 D_fake: 0.369 G: 1.782 NCE: 1.373 NCE_Y: 0.946 
(epoch: 125, iters: 992, time: 0.044, data: 0.006) G_GAN: 0.411 D_real: 0.166 D_fake: 0.269 G: 1.496 NCE: 1.293 NCE_Y: 0.877 
(epoch: 126, iters: 400, time: 0.044, data: 1.780) G_GAN: 0.391 D_real: 0.198 D_fake: 0.207 G: 1.512 NCE: 1.384 NCE_Y: 0.858 
(epoch: 126, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.530 D_real: 0.143 D_fake: 0.224 G: 1.620 NCE: 1.302 NCE_Y: 0.879 
(epoch: 127, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.339 D_real: 0.308 D_fake: 0.186 G: 1.536 NCE: 1.534 NCE_Y: 0.860 
(epoch: 127, iters: 608, time: 0.044, data: 0.007) G_GAN: 0.443 D_real: 0.208 D_fake: 0.275 G: 1.548 NCE: 1.384 NCE_Y: 0.828 
(epoch: 128, iters: 16, time: 0.044, data: 0.006) G_GAN: 0.452 D_real: 0.215 D_fake: 0.254 G: 1.565 NCE: 1.401 NCE_Y: 0.824 
(epoch: 128, iters: 416, time: 0.044, data: 0.005) G_GAN: 0.324 D_real: 0.247 D_fake: 0.208 G: 1.433 NCE: 1.362 NCE_Y: 0.857 
(epoch: 128, iters: 816, time: 0.044, data: 0.007) G_GAN: 0.427 D_real: 0.191 D_fake: 0.236 G: 1.540 NCE: 1.358 NCE_Y: 0.869 
(epoch: 129, iters: 224, time: 0.044, data: 0.006) G_GAN: 0.430 D_real: 0.207 D_fake: 0.215 G: 1.540 NCE: 1.317 NCE_Y: 0.904 
(epoch: 129, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.402 D_real: 0.214 D_fake: 0.209 G: 1.498 NCE: 1.332 NCE_Y: 0.860 
(epoch: 130, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.222 D_fake: 0.216 G: 1.532 NCE: 1.474 NCE_Y: 0.861 
(epoch: 130, iters: 432, time: 0.044, data: 0.008) G_GAN: 0.418 D_real: 0.168 D_fake: 0.247 G: 1.474 NCE: 1.274 NCE_Y: 0.838 
(epoch: 130, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.413 D_real: 0.204 D_fake: 0.169 G: 1.567 NCE: 1.443 NCE_Y: 0.865 
(epoch: 131, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.327 D_real: 0.282 D_fake: 0.180 G: 1.392 NCE: 1.285 NCE_Y: 0.844 
(epoch: 131, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.404 D_real: 0.321 D_fake: 0.240 G: 1.516 NCE: 1.364 NCE_Y: 0.860 
(epoch: 132, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.371 D_real: 0.199 D_fake: 0.177 G: 1.575 NCE: 1.470 NCE_Y: 0.939 
(epoch: 132, iters: 448, time: 0.044, data: 0.006) G_GAN: 0.349 D_real: 0.275 D_fake: 0.228 G: 1.534 NCE: 1.476 NCE_Y: 0.895 
(epoch: 132, iters: 848, time: 0.044, data: 0.006) G_GAN: 0.325 D_real: 0.253 D_fake: 0.211 G: 1.555 NCE: 1.636 NCE_Y: 0.823 
(epoch: 133, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.471 D_real: 0.141 D_fake: 0.302 G: 1.562 NCE: 1.331 NCE_Y: 0.850 
(epoch: 133, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.367 D_real: 0.201 D_fake: 0.219 G: 1.497 NCE: 1.356 NCE_Y: 0.904 
(epoch: 134, iters: 64, time: 0.044, data: 0.006) G_GAN: 0.352 D_real: 0.228 D_fake: 0.209 G: 1.439 NCE: 1.293 NCE_Y: 0.883 
(epoch: 134, iters: 464, time: 0.044, data: 0.007) G_GAN: 0.410 D_real: 0.207 D_fake: 0.231 G: 1.523 NCE: 1.397 NCE_Y: 0.829 
(epoch: 134, iters: 864, time: 0.044, data: 0.006) G_GAN: 0.352 D_real: 0.239 D_fake: 0.236 G: 1.492 NCE: 1.441 NCE_Y: 0.838 
(epoch: 135, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.326 D_real: 0.234 D_fake: 0.182 G: 1.455 NCE: 1.388 NCE_Y: 0.870 
(epoch: 135, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.405 D_real: 0.188 D_fake: 0.289 G: 1.515 NCE: 1.320 NCE_Y: 0.900 
(epoch: 136, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.202 D_fake: 0.227 G: 1.511 NCE: 1.418 NCE_Y: 0.853 
(epoch: 136, iters: 480, time: 0.044, data: 0.007) G_GAN: 0.366 D_real: 0.224 D_fake: 0.219 G: 1.468 NCE: 1.389 NCE_Y: 0.815 
(epoch: 136, iters: 880, time: 0.044, data: 0.007) G_GAN: 0.427 D_real: 0.208 D_fake: 0.179 G: 1.504 NCE: 1.293 NCE_Y: 0.861 
(epoch: 137, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.346 D_real: 0.219 D_fake: 0.229 G: 1.427 NCE: 1.288 NCE_Y: 0.873 
(epoch: 137, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.385 D_real: 0.235 D_fake: 0.270 G: 1.495 NCE: 1.362 NCE_Y: 0.857 
(epoch: 138, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.216 D_fake: 0.211 G: 1.467 NCE: 1.376 NCE_Y: 0.824 
(epoch: 138, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.341 D_real: 0.226 D_fake: 0.210 G: 1.417 NCE: 1.311 NCE_Y: 0.841 
(epoch: 138, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.457 D_real: 0.182 D_fake: 0.311 G: 1.598 NCE: 1.347 NCE_Y: 0.934 
(epoch: 139, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.370 D_real: 0.240 D_fake: 0.214 G: 1.501 NCE: 1.417 NCE_Y: 0.847 
(epoch: 139, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.353 D_real: 0.265 D_fake: 0.224 G: 1.569 NCE: 1.587 NCE_Y: 0.846 
(epoch: 140, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.362 D_real: 0.224 D_fake: 0.178 G: 1.439 NCE: 1.297 NCE_Y: 0.858 
(epoch: 140, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.323 D_real: 0.250 D_fake: 0.194 G: 1.413 NCE: 1.336 NCE_Y: 0.844 
(epoch: 140, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.348 D_real: 0.215 D_fake: 0.168 G: 1.434 NCE: 1.338 NCE_Y: 0.835 
(epoch: 141, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.367 D_real: 0.231 D_fake: 0.193 G: 1.498 NCE: 1.340 NCE_Y: 0.921 
(epoch: 141, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.518 D_real: 0.208 D_fake: 0.180 G: 1.607 NCE: 1.321 NCE_Y: 0.859 
(epoch: 142, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.380 D_real: 0.241 D_fake: 0.198 G: 1.479 NCE: 1.332 NCE_Y: 0.865 
(epoch: 142, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.525 D_real: 0.480 D_fake: 0.398 G: 1.778 NCE: 1.619 NCE_Y: 0.887 
(epoch: 142, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.335 D_real: 0.235 D_fake: 0.189 G: 1.430 NCE: 1.387 NCE_Y: 0.803 
(epoch: 143, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.340 D_real: 0.233 D_fake: 0.198 G: 1.419 NCE: 1.310 NCE_Y: 0.848 
(epoch: 143, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.430 D_real: 0.231 D_fake: 0.215 G: 1.578 NCE: 1.427 NCE_Y: 0.870 
(epoch: 144, iters: 144, time: 0.044, data: 0.010) G_GAN: 0.311 D_real: 0.247 D_fake: 0.194 G: 1.345 NCE: 1.234 NCE_Y: 0.833 
(epoch: 144, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.391 D_real: 0.226 D_fake: 0.237 G: 1.458 NCE: 1.340 NCE_Y: 0.795 
(epoch: 144, iters: 944, time: 0.044, data: 0.006) G_GAN: 0.468 D_real: 0.138 D_fake: 0.275 G: 1.497 NCE: 1.245 NCE_Y: 0.814 
(epoch: 145, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.467 D_real: 0.240 D_fake: 0.158 G: 1.601 NCE: 1.371 NCE_Y: 0.897 
(epoch: 145, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.224 D_fake: 0.203 G: 1.416 NCE: 1.293 NCE_Y: 0.853 
(epoch: 146, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.388 D_real: 0.212 D_fake: 0.181 G: 1.478 NCE: 1.327 NCE_Y: 0.852 
(epoch: 146, iters: 560, time: 0.044, data: 0.009) G_GAN: 0.399 D_real: 0.216 D_fake: 0.217 G: 1.526 NCE: 1.416 NCE_Y: 0.838 
(epoch: 146, iters: 960, time: 0.044, data: 0.010) G_GAN: 0.334 D_real: 0.258 D_fake: 0.190 G: 1.454 NCE: 1.400 NCE_Y: 0.840 
(epoch: 147, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.404 D_real: 0.229 D_fake: 0.281 G: 1.501 NCE: 1.330 NCE_Y: 0.865 
(epoch: 147, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.366 D_real: 0.229 D_fake: 0.239 G: 1.559 NCE: 1.515 NCE_Y: 0.871 
(epoch: 148, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.305 D_real: 0.281 D_fake: 0.235 G: 1.390 NCE: 1.306 NCE_Y: 0.863 
(epoch: 148, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.386 D_real: 0.235 D_fake: 0.207 G: 1.477 NCE: 1.385 NCE_Y: 0.799 
(epoch: 148, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.399 D_real: 0.216 D_fake: 0.223 G: 1.536 NCE: 1.379 NCE_Y: 0.896 
(epoch: 149, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.361 D_real: 0.261 D_fake: 0.206 G: 1.468 NCE: 1.367 NCE_Y: 0.848 
(epoch: 149, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.402 D_real: 0.212 D_fake: 0.232 G: 1.578 NCE: 1.450 NCE_Y: 0.902 
(epoch: 150, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.402 D_real: 0.212 D_fake: 0.285 G: 1.564 NCE: 1.437 NCE_Y: 0.887 
(epoch: 150, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.449 D_real: 0.135 D_fake: 0.249 G: 1.549 NCE: 1.354 NCE_Y: 0.846 
(epoch: 150, iters: 992, time: 0.044, data: 0.006) G_GAN: 0.387 D_real: 0.190 D_fake: 0.186 G: 1.477 NCE: 1.284 NCE_Y: 0.898 
(epoch: 151, iters: 400, time: 0.044, data: 1.765) G_GAN: 0.400 D_real: 0.199 D_fake: 0.224 G: 1.462 NCE: 1.253 NCE_Y: 0.871 
(epoch: 151, iters: 800, time: 0.044, data: 0.007) G_GAN: 0.290 D_real: 0.315 D_fake: 0.227 G: 1.348 NCE: 1.292 NCE_Y: 0.824 
(epoch: 152, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.307 D_real: 0.275 D_fake: 0.222 G: 1.415 NCE: 1.395 NCE_Y: 0.821 
(epoch: 152, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.353 D_real: 0.243 D_fake: 0.286 G: 1.535 NCE: 1.467 NCE_Y: 0.897 
(epoch: 153, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.389 D_real: 0.268 D_fake: 0.170 G: 1.548 NCE: 1.413 NCE_Y: 0.905 
(epoch: 153, iters: 416, time: 0.044, data: 0.007) G_GAN: 0.413 D_real: 0.236 D_fake: 0.221 G: 1.662 NCE: 1.591 NCE_Y: 0.909 
(epoch: 153, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.372 D_real: 0.225 D_fake: 0.246 G: 1.441 NCE: 1.327 NCE_Y: 0.812 
(epoch: 154, iters: 224, time: 0.044, data: 0.006) G_GAN: 0.309 D_real: 0.270 D_fake: 0.209 G: 1.535 NCE: 1.574 NCE_Y: 0.879 
(epoch: 154, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.339 D_real: 0.231 D_fake: 0.207 G: 1.426 NCE: 1.379 NCE_Y: 0.794 
(epoch: 155, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.384 D_real: 0.205 D_fake: 0.223 G: 1.526 NCE: 1.425 NCE_Y: 0.859 
(epoch: 155, iters: 432, time: 0.044, data: 0.008) G_GAN: 0.386 D_real: 0.196 D_fake: 0.198 G: 1.527 NCE: 1.365 NCE_Y: 0.919 
(epoch: 155, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.350 D_real: 0.295 D_fake: 0.190 G: 1.441 NCE: 1.348 NCE_Y: 0.834 
(epoch: 156, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.377 D_real: 0.209 D_fake: 0.231 G: 1.466 NCE: 1.361 NCE_Y: 0.818 
(epoch: 156, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.324 D_real: 0.274 D_fake: 0.198 G: 1.411 NCE: 1.324 NCE_Y: 0.851 
(epoch: 157, iters: 48, time: 0.044, data: 0.006) G_GAN: 0.359 D_real: 0.230 D_fake: 0.242 G: 1.675 NCE: 1.770 NCE_Y: 0.860 
(epoch: 157, iters: 448, time: 0.044, data: 0.006) G_GAN: 0.372 D_real: 0.241 D_fake: 0.252 G: 1.481 NCE: 1.354 NCE_Y: 0.864 
(epoch: 157, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.325 D_real: 0.337 D_fake: 0.178 G: 1.450 NCE: 1.412 NCE_Y: 0.837 
(epoch: 158, iters: 256, time: 0.044, data: 0.010) G_GAN: 0.350 D_real: 0.247 D_fake: 0.250 G: 1.453 NCE: 1.368 NCE_Y: 0.838 
(epoch: 158, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.342 D_real: 0.228 D_fake: 0.218 G: 1.447 NCE: 1.379 NCE_Y: 0.830 
(epoch: 159, iters: 64, time: 0.044, data: 0.006) G_GAN: 0.356 D_real: 0.234 D_fake: 0.245 G: 1.416 NCE: 1.301 NCE_Y: 0.819 
(epoch: 159, iters: 464, time: 0.044, data: 0.010) G_GAN: 0.366 D_real: 0.229 D_fake: 0.179 G: 1.433 NCE: 1.314 NCE_Y: 0.820 
(epoch: 159, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.335 D_real: 0.257 D_fake: 0.186 G: 1.431 NCE: 1.375 NCE_Y: 0.816 
(epoch: 160, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.363 D_real: 0.211 D_fake: 0.180 G: 1.522 NCE: 1.501 NCE_Y: 0.819 
(epoch: 160, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.507 D_real: 0.207 D_fake: 0.342 G: 1.587 NCE: 1.373 NCE_Y: 0.787 
(epoch: 161, iters: 80, time: 0.044, data: 0.007) G_GAN: 0.424 D_real: 0.200 D_fake: 0.201 G: 1.564 NCE: 1.429 NCE_Y: 0.851 
(epoch: 161, iters: 480, time: 0.044, data: 0.007) G_GAN: 0.327 D_real: 0.259 D_fake: 0.167 G: 1.476 NCE: 1.468 NCE_Y: 0.830 
(epoch: 161, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.329 D_real: 0.260 D_fake: 0.251 G: 1.390 NCE: 1.313 NCE_Y: 0.809 
(epoch: 162, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.341 D_real: 0.228 D_fake: 0.206 G: 1.447 NCE: 1.364 NCE_Y: 0.847 
(epoch: 162, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.372 D_real: 0.239 D_fake: 0.240 G: 1.538 NCE: 1.452 NCE_Y: 0.880 
(epoch: 163, iters: 96, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.216 D_fake: 0.184 G: 1.428 NCE: 1.302 NCE_Y: 0.801 
(epoch: 163, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.330 D_real: 0.261 D_fake: 0.211 G: 1.493 NCE: 1.482 NCE_Y: 0.845 
(epoch: 163, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.242 D_fake: 0.204 G: 1.484 NCE: 1.388 NCE_Y: 0.846 
(epoch: 164, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.338 D_real: 0.259 D_fake: 0.162 G: 1.445 NCE: 1.419 NCE_Y: 0.796 
(epoch: 164, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.406 D_real: 0.247 D_fake: 0.201 G: 1.520 NCE: 1.380 NCE_Y: 0.848 
(epoch: 165, iters: 112, time: 0.044, data: 0.006) G_GAN: 0.366 D_real: 0.221 D_fake: 0.220 G: 1.486 NCE: 1.394 NCE_Y: 0.846 
(epoch: 165, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.430 D_real: 0.177 D_fake: 0.219 G: 1.530 NCE: 1.408 NCE_Y: 0.793 
(epoch: 165, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.413 D_real: 0.160 D_fake: 0.218 G: 1.541 NCE: 1.398 NCE_Y: 0.857 
(epoch: 166, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.378 D_real: 0.251 D_fake: 0.250 G: 1.498 NCE: 1.389 NCE_Y: 0.850 
(epoch: 166, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.363 D_real: 0.226 D_fake: 0.177 G: 1.424 NCE: 1.322 NCE_Y: 0.800 
(epoch: 167, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.318 D_real: 0.348 D_fake: 0.217 G: 1.486 NCE: 1.500 NCE_Y: 0.836 
(epoch: 167, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.557 D_real: 0.153 D_fake: 0.241 G: 1.612 NCE: 1.270 NCE_Y: 0.841 
(epoch: 167, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.375 D_real: 0.189 D_fake: 0.249 G: 1.436 NCE: 1.283 NCE_Y: 0.839 
(epoch: 168, iters: 336, time: 0.044, data: 0.007) G_GAN: 0.358 D_real: 0.285 D_fake: 0.168 G: 1.463 NCE: 1.334 NCE_Y: 0.876 
(epoch: 168, iters: 736, time: 0.044, data: 0.007) G_GAN: 0.386 D_real: 0.207 D_fake: 0.243 G: 1.467 NCE: 1.321 NCE_Y: 0.841 
(epoch: 169, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.324 D_real: 0.238 D_fake: 0.210 G: 1.430 NCE: 1.385 NCE_Y: 0.828 
(epoch: 169, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.380 D_real: 0.242 D_fake: 0.265 G: 1.477 NCE: 1.400 NCE_Y: 0.793 
(epoch: 169, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.356 D_real: 0.247 D_fake: 0.183 G: 1.434 NCE: 1.332 NCE_Y: 0.825 
(epoch: 170, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.347 D_real: 0.232 D_fake: 0.208 G: 1.408 NCE: 1.297 NCE_Y: 0.824 
(epoch: 170, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.402 D_real: 0.156 D_fake: 0.255 G: 1.430 NCE: 1.294 NCE_Y: 0.764 
(epoch: 171, iters: 160, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.217 D_fake: 0.230 G: 1.460 NCE: 1.369 NCE_Y: 0.798 
(epoch: 171, iters: 560, time: 0.044, data: 0.006) G_GAN: 0.330 D_real: 0.236 D_fake: 0.222 G: 1.471 NCE: 1.482 NCE_Y: 0.800 
(epoch: 171, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.337 D_real: 0.250 D_fake: 0.181 G: 1.388 NCE: 1.308 NCE_Y: 0.794 
(epoch: 172, iters: 368, time: 0.044, data: 0.007) G_GAN: 0.367 D_real: 0.234 D_fake: 0.187 G: 1.446 NCE: 1.305 NCE_Y: 0.853 
(epoch: 172, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.346 D_real: 0.216 D_fake: 0.244 G: 1.441 NCE: 1.357 NCE_Y: 0.833 
(epoch: 173, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.366 D_real: 0.217 D_fake: 0.207 G: 1.489 NCE: 1.374 NCE_Y: 0.871 
(epoch: 173, iters: 576, time: 0.044, data: 0.007) G_GAN: 0.331 D_real: 0.280 D_fake: 0.126 G: 1.351 NCE: 1.271 NCE_Y: 0.769 
(epoch: 173, iters: 976, time: 0.044, data: 0.006) G_GAN: 0.316 D_real: 0.267 D_fake: 0.232 G: 1.394 NCE: 1.326 NCE_Y: 0.831 
(epoch: 174, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.370 D_real: 0.245 D_fake: 0.197 G: 1.427 NCE: 1.361 NCE_Y: 0.752 
(epoch: 174, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.356 D_real: 0.268 D_fake: 0.164 G: 1.411 NCE: 1.255 NCE_Y: 0.853 
(epoch: 175, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.369 D_real: 0.227 D_fake: 0.278 G: 1.457 NCE: 1.379 NCE_Y: 0.797 
(epoch: 175, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.388 D_real: 0.221 D_fake: 0.220 G: 1.478 NCE: 1.378 NCE_Y: 0.801 
(epoch: 175, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.239 D_fake: 0.184 G: 1.405 NCE: 1.280 NCE_Y: 0.802 
(epoch: 176, iters: 400, time: 0.044, data: 1.753) G_GAN: 0.350 D_real: 0.194 D_fake: 0.240 G: 1.451 NCE: 1.374 NCE_Y: 0.829 
(epoch: 176, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.369 D_real: 0.206 D_fake: 0.224 G: 1.413 NCE: 1.262 NCE_Y: 0.826 
(epoch: 177, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.406 D_real: 0.210 D_fake: 0.258 G: 1.471 NCE: 1.299 NCE_Y: 0.831 
(epoch: 177, iters: 608, time: 0.044, data: 0.007) G_GAN: 0.352 D_real: 0.223 D_fake: 0.196 G: 1.399 NCE: 1.284 NCE_Y: 0.810 
(epoch: 178, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.400 D_real: 0.239 D_fake: 0.200 G: 1.451 NCE: 1.249 NCE_Y: 0.854 
(epoch: 178, iters: 416, time: 0.044, data: 0.007) G_GAN: 0.353 D_real: 0.212 D_fake: 0.216 G: 1.360 NCE: 1.251 NCE_Y: 0.762 
(epoch: 178, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.335 D_real: 0.262 D_fake: 0.177 G: 1.396 NCE: 1.312 NCE_Y: 0.810 
(epoch: 179, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.346 D_real: 0.211 D_fake: 0.193 G: 1.424 NCE: 1.361 NCE_Y: 0.795 
(epoch: 179, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.366 D_real: 0.208 D_fake: 0.222 G: 1.429 NCE: 1.335 NCE_Y: 0.791 
(epoch: 180, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.309 D_real: 0.239 D_fake: 0.212 G: 1.349 NCE: 1.302 NCE_Y: 0.778 
(epoch: 180, iters: 432, time: 0.044, data: 0.006) G_GAN: 0.378 D_real: 0.175 D_fake: 0.246 G: 1.445 NCE: 1.351 NCE_Y: 0.783 
(epoch: 180, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.373 D_real: 0.180 D_fake: 0.207 G: 1.449 NCE: 1.307 NCE_Y: 0.844 
(epoch: 181, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.328 D_real: 0.242 D_fake: 0.232 G: 1.387 NCE: 1.309 NCE_Y: 0.809 
(epoch: 181, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.390 D_real: 0.208 D_fake: 0.209 G: 1.442 NCE: 1.298 NCE_Y: 0.805 
(epoch: 182, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.411 D_real: 0.182 D_fake: 0.236 G: 1.459 NCE: 1.304 NCE_Y: 0.791 
(epoch: 182, iters: 448, time: 0.044, data: 0.007) G_GAN: 0.343 D_real: 0.212 D_fake: 0.245 G: 1.372 NCE: 1.261 NCE_Y: 0.797 
(epoch: 182, iters: 848, time: 0.044, data: 0.006) G_GAN: 0.356 D_real: 0.242 D_fake: 0.216 G: 1.387 NCE: 1.282 NCE_Y: 0.779 
(epoch: 183, iters: 256, time: 0.044, data: 0.006) G_GAN: 0.389 D_real: 0.229 D_fake: 0.205 G: 1.519 NCE: 1.488 NCE_Y: 0.772 
(epoch: 183, iters: 656, time: 0.044, data: 0.007) G_GAN: 0.350 D_real: 0.272 D_fake: 0.242 G: 1.457 NCE: 1.364 NCE_Y: 0.849 
(epoch: 184, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.396 D_real: 0.217 D_fake: 0.272 G: 1.429 NCE: 1.284 NCE_Y: 0.782 
(epoch: 184, iters: 464, time: 0.044, data: 0.007) G_GAN: 0.372 D_real: 0.215 D_fake: 0.206 G: 1.391 NCE: 1.240 NCE_Y: 0.799 
(epoch: 184, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.379 D_real: 0.208 D_fake: 0.236 G: 1.406 NCE: 1.261 NCE_Y: 0.795 
(epoch: 185, iters: 272, time: 0.044, data: 0.006) G_GAN: 0.380 D_real: 0.205 D_fake: 0.231 G: 1.387 NCE: 1.252 NCE_Y: 0.762 
(epoch: 185, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.198 D_fake: 0.243 G: 1.455 NCE: 1.398 NCE_Y: 0.783 
(epoch: 186, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.367 D_real: 0.257 D_fake: 0.237 G: 1.456 NCE: 1.347 NCE_Y: 0.830 
(epoch: 186, iters: 480, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.176 D_fake: 0.222 G: 1.379 NCE: 1.208 NCE_Y: 0.822 
(epoch: 186, iters: 880, time: 0.044, data: 0.007) G_GAN: 0.394 D_real: 0.215 D_fake: 0.177 G: 1.436 NCE: 1.239 NCE_Y: 0.844 
(epoch: 187, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.350 D_real: 0.228 D_fake: 0.226 G: 1.416 NCE: 1.361 NCE_Y: 0.772 
(epoch: 187, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.373 D_real: 0.218 D_fake: 0.222 G: 1.465 NCE: 1.381 NCE_Y: 0.802 
(epoch: 188, iters: 96, time: 0.044, data: 0.006) G_GAN: 0.401 D_real: 0.190 D_fake: 0.214 G: 1.466 NCE: 1.344 NCE_Y: 0.786 
(epoch: 188, iters: 496, time: 0.044, data: 0.006) G_GAN: 0.389 D_real: 0.182 D_fake: 0.218 G: 1.415 NCE: 1.301 NCE_Y: 0.749 
(epoch: 188, iters: 896, time: 0.044, data: 0.006) G_GAN: 0.343 D_real: 0.261 D_fake: 0.203 G: 1.308 NCE: 1.184 NCE_Y: 0.746 
(epoch: 189, iters: 304, time: 0.044, data: 0.006) G_GAN: 0.339 D_real: 0.218 D_fake: 0.199 G: 1.334 NCE: 1.216 NCE_Y: 0.775 
(epoch: 189, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.395 D_real: 0.212 D_fake: 0.236 G: 1.468 NCE: 1.336 NCE_Y: 0.810 
(epoch: 190, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.324 D_real: 0.298 D_fake: 0.244 G: 1.356 NCE: 1.298 NCE_Y: 0.765 
(epoch: 190, iters: 512, time: 0.044, data: 0.006) G_GAN: 0.411 D_real: 0.193 D_fake: 0.172 G: 1.476 NCE: 1.318 NCE_Y: 0.811 
(epoch: 190, iters: 912, time: 0.044, data: 0.006) G_GAN: 0.365 D_real: 0.225 D_fake: 0.219 G: 1.430 NCE: 1.379 NCE_Y: 0.750 
(epoch: 191, iters: 320, time: 0.044, data: 0.006) G_GAN: 0.415 D_real: 0.230 D_fake: 0.202 G: 1.453 NCE: 1.277 NCE_Y: 0.797 
(epoch: 191, iters: 720, time: 0.044, data: 0.007) G_GAN: 0.333 D_real: 0.230 D_fake: 0.211 G: 1.355 NCE: 1.241 NCE_Y: 0.802 
(epoch: 192, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.356 D_real: 0.211 D_fake: 0.212 G: 1.405 NCE: 1.299 NCE_Y: 0.798 
(epoch: 192, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.403 D_real: 0.189 D_fake: 0.176 G: 1.465 NCE: 1.298 NCE_Y: 0.825 
(epoch: 192, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.402 D_real: 0.185 D_fake: 0.198 G: 1.500 NCE: 1.411 NCE_Y: 0.784 
(epoch: 193, iters: 336, time: 0.044, data: 0.007) G_GAN: 0.392 D_real: 0.245 D_fake: 0.213 G: 1.495 NCE: 1.400 NCE_Y: 0.805 
(epoch: 193, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.321 D_real: 0.236 D_fake: 0.214 G: 1.358 NCE: 1.294 NCE_Y: 0.779 
(epoch: 194, iters: 144, time: 0.044, data: 0.006) G_GAN: 0.383 D_real: 0.196 D_fake: 0.212 G: 1.409 NCE: 1.273 NCE_Y: 0.780 
(epoch: 194, iters: 544, time: 0.044, data: 0.006) G_GAN: 0.371 D_real: 0.198 D_fake: 0.210 G: 1.375 NCE: 1.255 NCE_Y: 0.753 
(epoch: 194, iters: 944, time: 0.044, data: 0.006) G_GAN: 0.419 D_real: 0.201 D_fake: 0.249 G: 1.459 NCE: 1.333 NCE_Y: 0.747 
(epoch: 195, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.356 D_real: 0.228 D_fake: 0.210 G: 1.376 NCE: 1.269 NCE_Y: 0.771 
(epoch: 195, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.194 D_fake: 0.221 G: 1.332 NCE: 1.206 NCE_Y: 0.756 
(epoch: 196, iters: 160, time: 0.044, data: 0.007) G_GAN: 0.346 D_real: 0.231 D_fake: 0.207 G: 1.328 NCE: 1.200 NCE_Y: 0.765 
(epoch: 196, iters: 560, time: 0.044, data: 0.006) G_GAN: 0.310 D_real: 0.267 D_fake: 0.187 G: 1.357 NCE: 1.323 NCE_Y: 0.770 
(epoch: 196, iters: 960, time: 0.044, data: 0.007) G_GAN: 0.364 D_real: 0.215 D_fake: 0.233 G: 1.471 NCE: 1.354 NCE_Y: 0.859 
(epoch: 197, iters: 368, time: 0.044, data: 0.007) G_GAN: 0.360 D_real: 0.189 D_fake: 0.210 G: 1.382 NCE: 1.279 NCE_Y: 0.766 
(epoch: 197, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.207 D_fake: 0.200 G: 1.398 NCE: 1.270 NCE_Y: 0.775 
(epoch: 198, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.348 D_real: 0.203 D_fake: 0.224 G: 1.365 NCE: 1.272 NCE_Y: 0.762 
(epoch: 198, iters: 576, time: 0.044, data: 0.007) G_GAN: 0.353 D_real: 0.275 D_fake: 0.227 G: 1.461 NCE: 1.419 NCE_Y: 0.796 
(epoch: 198, iters: 976, time: 0.044, data: 0.006) G_GAN: 0.336 D_real: 0.213 D_fake: 0.229 G: 1.363 NCE: 1.291 NCE_Y: 0.762 
(epoch: 199, iters: 384, time: 0.044, data: 0.006) G_GAN: 0.397 D_real: 0.203 D_fake: 0.181 G: 1.376 NCE: 1.211 NCE_Y: 0.745 
(epoch: 199, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.340 D_real: 0.231 D_fake: 0.206 G: 1.315 NCE: 1.196 NCE_Y: 0.754 
(epoch: 200, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.359 D_real: 0.235 D_fake: 0.175 G: 1.357 NCE: 1.256 NCE_Y: 0.740 
(epoch: 200, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.358 D_real: 0.222 D_fake: 0.201 G: 1.450 NCE: 1.402 NCE_Y: 0.782 
(epoch: 200, iters: 992, time: 0.044, data: 0.006) G_GAN: 0.383 D_real: 0.221 D_fake: 0.167 G: 1.444 NCE: 1.394 NCE_Y: 0.728 
(epoch: 201, iters: 400, time: 0.044, data: 1.754) G_GAN: 0.356 D_real: 0.208 D_fake: 0.197 G: 1.375 NCE: 1.294 NCE_Y: 0.745 
(epoch: 201, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.366 D_real: 0.216 D_fake: 0.230 G: 1.426 NCE: 1.309 NCE_Y: 0.810 
(epoch: 202, iters: 208, time: 0.044, data: 0.007) G_GAN: 0.362 D_real: 0.202 D_fake: 0.207 G: 1.366 NCE: 1.279 NCE_Y: 0.730 
(epoch: 202, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.205 D_fake: 0.180 G: 1.405 NCE: 1.308 NCE_Y: 0.745 
(epoch: 203, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.340 D_real: 0.268 D_fake: 0.167 G: 1.394 NCE: 1.341 NCE_Y: 0.767 
(epoch: 203, iters: 416, time: 0.044, data: 0.009) G_GAN: 0.369 D_real: 0.255 D_fake: 0.175 G: 1.411 NCE: 1.281 NCE_Y: 0.802 
(epoch: 203, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.394 D_real: 0.170 D_fake: 0.235 G: 1.439 NCE: 1.318 NCE_Y: 0.772 
(epoch: 204, iters: 224, time: 0.044, data: 0.007) G_GAN: 0.382 D_real: 0.204 D_fake: 0.197 G: 1.439 NCE: 1.320 NCE_Y: 0.793 
(epoch: 204, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.347 D_real: 0.221 D_fake: 0.220 G: 1.349 NCE: 1.229 NCE_Y: 0.774 
(epoch: 205, iters: 32, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.194 D_fake: 0.208 G: 1.424 NCE: 1.367 NCE_Y: 0.766 
(epoch: 205, iters: 432, time: 0.044, data: 0.007) G_GAN: 0.392 D_real: 0.159 D_fake: 0.212 G: 1.396 NCE: 1.243 NCE_Y: 0.765 
(epoch: 205, iters: 832, time: 0.044, data: 0.007) G_GAN: 0.366 D_real: 0.205 D_fake: 0.267 G: 1.443 NCE: 1.291 NCE_Y: 0.863 
(epoch: 206, iters: 240, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.208 D_fake: 0.209 G: 1.378 NCE: 1.265 NCE_Y: 0.776 
(epoch: 206, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.372 D_real: 0.194 D_fake: 0.225 G: 1.428 NCE: 1.361 NCE_Y: 0.751 
(epoch: 207, iters: 48, time: 0.044, data: 0.007) G_GAN: 0.348 D_real: 0.212 D_fake: 0.235 G: 1.382 NCE: 1.312 NCE_Y: 0.756 
(epoch: 207, iters: 448, time: 0.044, data: 0.011) G_GAN: 0.302 D_real: 0.277 D_fake: 0.222 G: 1.313 NCE: 1.277 NCE_Y: 0.744 
(epoch: 207, iters: 848, time: 0.044, data: 0.006) G_GAN: 0.333 D_real: 0.261 D_fake: 0.205 G: 1.421 NCE: 1.406 NCE_Y: 0.770 
(epoch: 208, iters: 256, time: 0.044, data: 0.007) G_GAN: 0.359 D_real: 0.193 D_fake: 0.232 G: 1.423 NCE: 1.335 NCE_Y: 0.792 
(epoch: 208, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.395 D_real: 0.218 D_fake: 0.220 G: 1.431 NCE: 1.303 NCE_Y: 0.767 
(epoch: 209, iters: 64, time: 0.044, data: 0.010) G_GAN: 0.344 D_real: 0.229 D_fake: 0.249 G: 1.409 NCE: 1.377 NCE_Y: 0.753 
(epoch: 209, iters: 464, time: 0.044, data: 0.009) G_GAN: 0.342 D_real: 0.181 D_fake: 0.236 G: 1.337 NCE: 1.240 NCE_Y: 0.751 
(epoch: 209, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.431 D_real: 0.149 D_fake: 0.214 G: 1.451 NCE: 1.266 NCE_Y: 0.773 
(epoch: 210, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.324 D_real: 0.247 D_fake: 0.234 G: 1.378 NCE: 1.358 NCE_Y: 0.750 
(epoch: 210, iters: 672, time: 0.044, data: 0.006) G_GAN: 0.432 D_real: 0.174 D_fake: 0.206 G: 1.521 NCE: 1.354 NCE_Y: 0.825 
(epoch: 211, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.363 D_real: 0.196 D_fake: 0.204 G: 1.413 NCE: 1.349 NCE_Y: 0.752 
(epoch: 211, iters: 480, time: 0.044, data: 0.005) G_GAN: 0.437 D_real: 0.154 D_fake: 0.203 G: 1.485 NCE: 1.319 NCE_Y: 0.779 
(epoch: 211, iters: 880, time: 0.044, data: 0.006) G_GAN: 0.354 D_real: 0.207 D_fake: 0.228 G: 1.385 NCE: 1.291 NCE_Y: 0.771 
(epoch: 212, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.339 D_real: 0.187 D_fake: 0.241 G: 1.334 NCE: 1.265 NCE_Y: 0.726 
(epoch: 212, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.341 D_real: 0.209 D_fake: 0.231 G: 1.334 NCE: 1.247 NCE_Y: 0.739 
(epoch: 213, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.333 D_real: 0.201 D_fake: 0.215 G: 1.329 NCE: 1.240 NCE_Y: 0.753 
(epoch: 213, iters: 496, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.199 D_fake: 0.238 G: 1.353 NCE: 1.245 NCE_Y: 0.748 
(epoch: 213, iters: 896, time: 0.044, data: 0.006) G_GAN: 0.349 D_real: 0.203 D_fake: 0.211 G: 1.374 NCE: 1.300 NCE_Y: 0.749 
(epoch: 214, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.311 D_real: 0.235 D_fake: 0.227 G: 1.373 NCE: 1.406 NCE_Y: 0.717 
(epoch: 214, iters: 704, time: 0.044, data: 0.006) G_GAN: 0.375 D_real: 0.198 D_fake: 0.198 G: 1.428 NCE: 1.345 NCE_Y: 0.761 
(epoch: 215, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.344 D_real: 0.237 D_fake: 0.221 G: 1.409 NCE: 1.323 NCE_Y: 0.807 
(epoch: 215, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.344 D_real: 0.234 D_fake: 0.230 G: 1.386 NCE: 1.303 NCE_Y: 0.781 
(epoch: 215, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.345 D_real: 0.211 D_fake: 0.225 G: 1.354 NCE: 1.244 NCE_Y: 0.775 
(epoch: 216, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.352 D_real: 0.220 D_fake: 0.208 G: 1.403 NCE: 1.346 NCE_Y: 0.755 
(epoch: 216, iters: 720, time: 0.044, data: 0.007) G_GAN: 0.343 D_real: 0.240 D_fake: 0.195 G: 1.351 NCE: 1.272 NCE_Y: 0.744 
(epoch: 217, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.366 D_real: 0.192 D_fake: 0.210 G: 1.442 NCE: 1.390 NCE_Y: 0.762 
(epoch: 217, iters: 528, time: 0.044, data: 0.006) G_GAN: 0.330 D_real: 0.243 D_fake: 0.243 G: 1.369 NCE: 1.309 NCE_Y: 0.770 
(epoch: 217, iters: 928, time: 0.044, data: 0.006) G_GAN: 0.389 D_real: 0.199 D_fake: 0.178 G: 1.388 NCE: 1.269 NCE_Y: 0.728 
(epoch: 218, iters: 336, time: 0.044, data: 0.007) G_GAN: 0.359 D_real: 0.192 D_fake: 0.272 G: 1.432 NCE: 1.389 NCE_Y: 0.757 
(epoch: 218, iters: 736, time: 0.044, data: 0.007) G_GAN: 0.354 D_real: 0.206 D_fake: 0.222 G: 1.460 NCE: 1.419 NCE_Y: 0.792 
(epoch: 219, iters: 144, time: 0.044, data: 0.006) G_GAN: 0.414 D_real: 0.211 D_fake: 0.169 G: 1.396 NCE: 1.212 NCE_Y: 0.751 
(epoch: 219, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.337 D_real: 0.212 D_fake: 0.225 G: 1.402 NCE: 1.349 NCE_Y: 0.781 
(epoch: 219, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.333 D_real: 0.259 D_fake: 0.215 G: 1.356 NCE: 1.316 NCE_Y: 0.730 
(epoch: 220, iters: 352, time: 0.044, data: 0.007) G_GAN: 0.341 D_real: 0.242 D_fake: 0.200 G: 1.318 NCE: 1.241 NCE_Y: 0.714 
(epoch: 220, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.373 D_real: 0.189 D_fake: 0.206 G: 1.451 NCE: 1.396 NCE_Y: 0.759 
(epoch: 221, iters: 160, time: 0.044, data: 0.006) G_GAN: 0.328 D_real: 0.193 D_fake: 0.299 G: 1.348 NCE: 1.291 NCE_Y: 0.748 
(epoch: 221, iters: 560, time: 0.044, data: 0.005) G_GAN: 0.355 D_real: 0.231 D_fake: 0.193 G: 1.370 NCE: 1.278 NCE_Y: 0.754 
(epoch: 221, iters: 960, time: 0.044, data: 0.007) G_GAN: 0.344 D_real: 0.219 D_fake: 0.196 G: 1.369 NCE: 1.294 NCE_Y: 0.756 
(epoch: 222, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.186 D_fake: 0.222 G: 1.411 NCE: 1.381 NCE_Y: 0.739 
(epoch: 222, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.359 D_real: 0.283 D_fake: 0.191 G: 1.349 NCE: 1.238 NCE_Y: 0.742 
(epoch: 223, iters: 176, time: 0.044, data: 0.007) G_GAN: 0.347 D_real: 0.220 D_fake: 0.198 G: 1.321 NCE: 1.241 NCE_Y: 0.706 
(epoch: 223, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.379 D_real: 0.170 D_fake: 0.199 G: 1.394 NCE: 1.267 NCE_Y: 0.763 
(epoch: 223, iters: 976, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.183 D_fake: 0.231 G: 1.395 NCE: 1.330 NCE_Y: 0.747 
(epoch: 224, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.346 D_real: 0.212 D_fake: 0.207 G: 1.335 NCE: 1.236 NCE_Y: 0.741 
(epoch: 224, iters: 784, time: 0.044, data: 0.007) G_GAN: 0.410 D_real: 0.201 D_fake: 0.202 G: 1.567 NCE: 1.517 NCE_Y: 0.797 
(epoch: 225, iters: 192, time: 0.044, data: 0.006) G_GAN: 0.364 D_real: 0.203 D_fake: 0.192 G: 1.406 NCE: 1.303 NCE_Y: 0.780 
(epoch: 225, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.357 D_real: 0.233 D_fake: 0.190 G: 1.362 NCE: 1.279 NCE_Y: 0.732 
(epoch: 225, iters: 992, time: 0.044, data: 0.007) G_GAN: 0.354 D_real: 0.201 D_fake: 0.209 G: 1.357 NCE: 1.250 NCE_Y: 0.757 
(epoch: 226, iters: 400, time: 0.044, data: 1.770) G_GAN: 0.383 D_real: 0.240 D_fake: 0.170 G: 1.348 NCE: 1.195 NCE_Y: 0.737 
(epoch: 226, iters: 800, time: 0.044, data: 0.006) G_GAN: 0.371 D_real: 0.186 D_fake: 0.216 G: 1.491 NCE: 1.516 NCE_Y: 0.725 
(epoch: 227, iters: 208, time: 0.044, data: 0.006) G_GAN: 0.338 D_real: 0.239 D_fake: 0.212 G: 1.378 NCE: 1.342 NCE_Y: 0.738 
(epoch: 227, iters: 608, time: 0.044, data: 0.006) G_GAN: 0.355 D_real: 0.214 D_fake: 0.179 G: 1.350 NCE: 1.230 NCE_Y: 0.759 
(epoch: 228, iters: 16, time: 0.044, data: 0.007) G_GAN: 0.372 D_real: 0.271 D_fake: 0.175 G: 1.386 NCE: 1.254 NCE_Y: 0.775 
(epoch: 228, iters: 416, time: 0.044, data: 0.006) G_GAN: 0.323 D_real: 0.209 D_fake: 0.209 G: 1.308 NCE: 1.267 NCE_Y: 0.703 
(epoch: 228, iters: 816, time: 0.044, data: 0.006) G_GAN: 0.330 D_real: 0.245 D_fake: 0.209 G: 1.351 NCE: 1.317 NCE_Y: 0.723 
(epoch: 229, iters: 224, time: 0.044, data: 0.006) G_GAN: 0.348 D_real: 0.212 D_fake: 0.198 G: 1.324 NCE: 1.247 NCE_Y: 0.706 
(epoch: 229, iters: 624, time: 0.044, data: 0.006) G_GAN: 0.361 D_real: 0.194 D_fake: 0.202 G: 1.393 NCE: 1.321 NCE_Y: 0.743 
(epoch: 230, iters: 32, time: 0.044, data: 0.007) G_GAN: 0.361 D_real: 0.218 D_fake: 0.218 G: 1.403 NCE: 1.374 NCE_Y: 0.709 
(epoch: 230, iters: 432, time: 0.044, data: 0.007) G_GAN: 0.351 D_real: 0.169 D_fake: 0.224 G: 1.389 NCE: 1.299 NCE_Y: 0.776 
(epoch: 230, iters: 832, time: 0.044, data: 0.006) G_GAN: 0.338 D_real: 0.223 D_fake: 0.233 G: 1.344 NCE: 1.263 NCE_Y: 0.748 
(epoch: 231, iters: 240, time: 0.044, data: 0.007) G_GAN: 0.344 D_real: 0.199 D_fake: 0.225 G: 1.344 NCE: 1.263 NCE_Y: 0.736 
(epoch: 231, iters: 640, time: 0.044, data: 0.006) G_GAN: 0.370 D_real: 0.223 D_fake: 0.176 G: 1.434 NCE: 1.437 NCE_Y: 0.690 
(epoch: 232, iters: 48, time: 0.044, data: 0.006) G_GAN: 0.376 D_real: 0.206 D_fake: 0.191 G: 1.397 NCE: 1.266 NCE_Y: 0.775 
(epoch: 232, iters: 448, time: 0.044, data: 0.006) G_GAN: 0.378 D_real: 0.189 D_fake: 0.188 G: 1.362 NCE: 1.263 NCE_Y: 0.703 
(epoch: 232, iters: 848, time: 0.044, data: 0.007) G_GAN: 0.332 D_real: 0.212 D_fake: 0.217 G: 1.340 NCE: 1.256 NCE_Y: 0.759 
(epoch: 233, iters: 256, time: 0.044, data: 0.006) G_GAN: 0.335 D_real: 0.212 D_fake: 0.194 G: 1.316 NCE: 1.236 NCE_Y: 0.725 
(epoch: 233, iters: 656, time: 0.044, data: 0.006) G_GAN: 0.340 D_real: 0.237 D_fake: 0.210 G: 1.279 NCE: 1.214 NCE_Y: 0.663 
(epoch: 234, iters: 64, time: 0.044, data: 0.007) G_GAN: 0.378 D_real: 0.195 D_fake: 0.212 G: 1.487 NCE: 1.465 NCE_Y: 0.754 
(epoch: 234, iters: 464, time: 0.044, data: 0.009) G_GAN: 0.329 D_real: 0.235 D_fake: 0.216 G: 1.321 NCE: 1.251 NCE_Y: 0.732 
(epoch: 234, iters: 864, time: 0.044, data: 0.007) G_GAN: 0.345 D_real: 0.182 D_fake: 0.221 G: 1.347 NCE: 1.271 NCE_Y: 0.733 
(epoch: 235, iters: 272, time: 0.044, data: 0.007) G_GAN: 0.348 D_real: 0.204 D_fake: 0.212 G: 1.329 NCE: 1.247 NCE_Y: 0.715 
(epoch: 235, iters: 672, time: 0.044, data: 0.007) G_GAN: 0.347 D_real: 0.204 D_fake: 0.205 G: 1.356 NCE: 1.296 NCE_Y: 0.721 
(epoch: 236, iters: 80, time: 0.044, data: 0.006) G_GAN: 0.349 D_real: 0.215 D_fake: 0.197 G: 1.356 NCE: 1.304 NCE_Y: 0.710 
(epoch: 236, iters: 480, time: 0.044, data: 0.005) G_GAN: 0.334 D_real: 0.216 D_fake: 0.202 G: 1.303 NCE: 1.200 NCE_Y: 0.737 
(epoch: 236, iters: 880, time: 0.044, data: 0.007) G_GAN: 0.350 D_real: 0.234 D_fake: 0.189 G: 1.340 NCE: 1.249 NCE_Y: 0.731 
(epoch: 237, iters: 288, time: 0.044, data: 0.006) G_GAN: 0.328 D_real: 0.173 D_fake: 0.225 G: 1.361 NCE: 1.320 NCE_Y: 0.745 
(epoch: 237, iters: 688, time: 0.044, data: 0.006) G_GAN: 0.350 D_real: 0.180 D_fake: 0.207 G: 1.389 NCE: 1.293 NCE_Y: 0.785 
(epoch: 238, iters: 96, time: 0.044, data: 0.007) G_GAN: 0.343 D_real: 0.220 D_fake: 0.199 G: 1.302 NCE: 1.211 NCE_Y: 0.708 
(epoch: 238, iters: 496, time: 0.044, data: 0.005) G_GAN: 0.369 D_real: 0.234 D_fake: 0.196 G: 1.372 NCE: 1.300 NCE_Y: 0.706 
(epoch: 238, iters: 896, time: 0.044, data: 0.007) G_GAN: 0.337 D_real: 0.206 D_fake: 0.212 G: 1.305 NCE: 1.204 NCE_Y: 0.731 
(epoch: 239, iters: 304, time: 0.044, data: 0.007) G_GAN: 0.371 D_real: 0.209 D_fake: 0.176 G: 1.310 NCE: 1.186 NCE_Y: 0.692 
(epoch: 239, iters: 704, time: 0.044, data: 0.007) G_GAN: 0.346 D_real: 0.213 D_fake: 0.207 G: 1.381 NCE: 1.334 NCE_Y: 0.738 
(epoch: 240, iters: 112, time: 0.044, data: 0.007) G_GAN: 0.358 D_real: 0.182 D_fake: 0.189 G: 1.324 NCE: 1.198 NCE_Y: 0.733 
(epoch: 240, iters: 512, time: 0.044, data: 0.005) G_GAN: 0.334 D_real: 0.194 D_fake: 0.207 G: 1.314 NCE: 1.292 NCE_Y: 0.667 
(epoch: 240, iters: 912, time: 0.044, data: 0.007) G_GAN: 0.324 D_real: 0.221 D_fake: 0.213 G: 1.284 NCE: 1.210 NCE_Y: 0.710 
(epoch: 241, iters: 320, time: 0.044, data: 0.007) G_GAN: 0.352 D_real: 0.221 D_fake: 0.190 G: 1.360 NCE: 1.223 NCE_Y: 0.793 
(epoch: 241, iters: 720, time: 0.044, data: 0.006) G_GAN: 0.339 D_real: 0.232 D_fake: 0.204 G: 1.275 NCE: 1.209 NCE_Y: 0.663 
(epoch: 242, iters: 128, time: 0.044, data: 0.007) G_GAN: 0.349 D_real: 0.217 D_fake: 0.193 G: 1.332 NCE: 1.246 NCE_Y: 0.720 
(epoch: 242, iters: 528, time: 0.044, data: 0.007) G_GAN: 0.318 D_real: 0.193 D_fake: 0.227 G: 1.335 NCE: 1.302 NCE_Y: 0.732 
(epoch: 242, iters: 928, time: 0.044, data: 0.007) G_GAN: 0.349 D_real: 0.237 D_fake: 0.187 G: 1.316 NCE: 1.214 NCE_Y: 0.720 
(epoch: 243, iters: 336, time: 0.044, data: 0.006) G_GAN: 0.368 D_real: 0.206 D_fake: 0.182 G: 1.328 NCE: 1.228 NCE_Y: 0.691 
(epoch: 243, iters: 736, time: 0.044, data: 0.006) G_GAN: 0.313 D_real: 0.209 D_fake: 0.222 G: 1.362 NCE: 1.371 NCE_Y: 0.728 
(epoch: 244, iters: 144, time: 0.044, data: 0.007) G_GAN: 0.337 D_real: 0.230 D_fake: 0.200 G: 1.300 NCE: 1.224 NCE_Y: 0.702 
(epoch: 244, iters: 544, time: 0.044, data: 0.005) G_GAN: 0.353 D_real: 0.197 D_fake: 0.196 G: 1.351 NCE: 1.270 NCE_Y: 0.726 
(epoch: 244, iters: 944, time: 0.044, data: 0.007) G_GAN: 0.341 D_real: 0.257 D_fake: 0.193 G: 1.315 NCE: 1.250 NCE_Y: 0.698 
(epoch: 245, iters: 352, time: 0.044, data: 0.006) G_GAN: 0.351 D_real: 0.198 D_fake: 0.192 G: 1.294 NCE: 1.197 NCE_Y: 0.689 
(epoch: 245, iters: 752, time: 0.044, data: 0.006) G_GAN: 0.334 D_real: 0.259 D_fake: 0.224 G: 1.443 NCE: 1.462 NCE_Y: 0.755 
(epoch: 246, iters: 160, time: 0.044, data: 0.006) G_GAN: 0.353 D_real: 0.235 D_fake: 0.198 G: 1.348 NCE: 1.266 NCE_Y: 0.724 
(epoch: 246, iters: 560, time: 0.044, data: 0.006) G_GAN: 0.347 D_real: 0.213 D_fake: 0.201 G: 1.360 NCE: 1.305 NCE_Y: 0.721 
(epoch: 246, iters: 960, time: 0.044, data: 0.006) G_GAN: 0.336 D_real: 0.207 D_fake: 0.208 G: 1.284 NCE: 1.227 NCE_Y: 0.669 
(epoch: 247, iters: 368, time: 0.044, data: 0.006) G_GAN: 0.336 D_real: 0.215 D_fake: 0.210 G: 1.324 NCE: 1.281 NCE_Y: 0.695 
(epoch: 247, iters: 768, time: 0.044, data: 0.006) G_GAN: 0.324 D_real: 0.202 D_fake: 0.217 G: 1.368 NCE: 1.382 NCE_Y: 0.706 
(epoch: 248, iters: 176, time: 0.044, data: 0.006) G_GAN: 0.327 D_real: 0.223 D_fake: 0.213 G: 1.347 NCE: 1.345 NCE_Y: 0.693 
(epoch: 248, iters: 576, time: 0.044, data: 0.006) G_GAN: 0.355 D_real: 0.235 D_fake: 0.188 G: 1.316 NCE: 1.210 NCE_Y: 0.712 
(epoch: 248, iters: 976, time: 0.044, data: 0.007) G_GAN: 0.329 D_real: 0.197 D_fake: 0.211 G: 1.345 NCE: 1.308 NCE_Y: 0.725 
(epoch: 249, iters: 384, time: 0.044, data: 0.007) G_GAN: 0.341 D_real: 0.210 D_fake: 0.199 G: 1.311 NCE: 1.250 NCE_Y: 0.690 
(epoch: 249, iters: 784, time: 0.044, data: 0.006) G_GAN: 0.316 D_real: 0.179 D_fake: 0.218 G: 1.340 NCE: 1.337 NCE_Y: 0.711 
(epoch: 250, iters: 192, time: 0.044, data: 0.007) G_GAN: 0.339 D_real: 0.250 D_fake: 0.197 G: 1.288 NCE: 1.223 NCE_Y: 0.676 
(epoch: 250, iters: 592, time: 0.044, data: 0.006) G_GAN: 0.344 D_real: 0.192 D_fake: 0.197 G: 1.290 NCE: 1.197 NCE_Y: 0.695 
(epoch: 250, iters: 992, time: 0.044, data: 0.006) G_GAN: 0.337 D_real: 0.222 D_fake: 0.202 G: 1.351 NCE: 1.334 NCE_Y: 0.693 
