================ Training Loss (Fri Jun 29 00:02:55 2018) ================
(epoch: 0, iters: 0, time: 0.000, data: 0.000) G_GAN: 2.000 D: 2.000 G_GAN2: 2.000 D2: 2.000 G_L1: 9.854 z_L1: 0.392 kl: 0.000 
(epoch: 0, iters: 100, time: 0.000, data: 0.000) G_GAN: 0.688 D: 0.753 G_GAN2: 0.732 D2: 0.842 G_L1: 0.646 z_L1: 0.391 kl: 0.001 
(epoch: 0, iters: 200, time: 0.000, data: 0.000) G_GAN: 1.113 D: 0.596 G_GAN2: 0.650 D2: 0.794 G_L1: 0.581 z_L1: 0.407 kl: 0.012 
(epoch: 0, iters: 300, time: 0.000, data: 0.000) G_GAN: 0.642 D: 0.943 G_GAN2: 0.789 D2: 0.777 G_L1: 0.478 z_L1: 0.400 kl: 0.007 
(epoch: 0, iters: 400, time: 0.000, data: 0.000) G_GAN: 0.716 D: 0.786 G_GAN2: 0.638 D2: 0.731 G_L1: 0.276 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 500, time: 0.000, data: 0.000) G_GAN: 0.657 D: 0.679 G_GAN2: 0.819 D2: 0.686 G_L1: 0.309 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 600, time: 0.000, data: 0.000) G_GAN: 0.921 D: 0.952 G_GAN2: 0.705 D2: 0.774 G_L1: 0.428 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 700, time: 0.000, data: 0.000) G_GAN: 0.923 D: 0.790 G_GAN2: 0.920 D2: 0.822 G_L1: 0.306 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 800, time: 0.000, data: 0.000) G_GAN: 0.398 D: 1.112 G_GAN2: 0.436 D2: 1.021 G_L1: 0.362 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 900, time: 0.000, data: 0.000) G_GAN: 0.503 D: 0.912 G_GAN2: 0.703 D2: 1.031 G_L1: 0.450 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 1000, time: 0.000, data: 0.000) G_GAN: 0.992 D: 1.128 G_GAN2: 0.833 D2: 0.858 G_L1: 0.397 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 1100, time: 0.000, data: 0.000) G_GAN: 0.528 D: 0.887 G_GAN2: 0.604 D2: 0.845 G_L1: 0.387 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 1200, time: 0.000, data: 0.000) G_GAN: 0.666 D: 0.868 G_GAN2: 0.697 D2: 0.855 G_L1: 0.342 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 1300, time: 0.000, data: 0.000) G_GAN: 0.855 D: 0.647 G_GAN2: 0.577 D2: 0.864 G_L1: 0.330 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 1400, time: 0.000, data: 0.000) G_GAN: 0.641 D: 0.855 G_GAN2: 0.539 D2: 0.974 G_L1: 0.326 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 1500, time: 0.000, data: 0.000) G_GAN: 0.543 D: 0.945 G_GAN2: 0.484 D2: 1.015 G_L1: 0.368 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 1600, time: 0.000, data: 0.000) G_GAN: 0.655 D: 0.907 G_GAN2: 0.645 D2: 0.809 G_L1: 0.353 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 1700, time: 0.000, data: 0.000) G_GAN: 0.612 D: 0.884 G_GAN2: 0.576 D2: 0.861 G_L1: 0.298 z_L1: 0.410 kl: 0.000 
(epoch: 0, iters: 1800, time: 0.000, data: 0.000) G_GAN: 0.618 D: 0.854 G_GAN2: 0.588 D2: 0.824 G_L1: 0.281 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 1900, time: 0.000, data: 0.000) G_GAN: 0.528 D: 1.010 G_GAN2: 0.531 D2: 1.040 G_L1: 0.344 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 2000, time: 0.000, data: 0.000) G_GAN: 0.715 D: 0.954 G_GAN2: 0.624 D2: 1.005 G_L1: 0.313 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 2100, time: 0.000, data: 0.000) G_GAN: 0.539 D: 0.998 G_GAN2: 0.667 D2: 0.884 G_L1: 0.374 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 2200, time: 0.000, data: 0.000) G_GAN: 0.649 D: 0.824 G_GAN2: 0.704 D2: 0.710 G_L1: 0.337 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 2300, time: 0.000, data: 0.000) G_GAN: 0.565 D: 0.988 G_GAN2: 0.691 D2: 0.840 G_L1: 0.272 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 2400, time: 0.000, data: 0.000) G_GAN: 0.643 D: 0.905 G_GAN2: 0.609 D2: 0.902 G_L1: 0.448 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 2500, time: 0.000, data: 0.000) G_GAN: 0.487 D: 0.992 G_GAN2: 0.459 D2: 0.942 G_L1: 0.333 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 2600, time: 0.000, data: 0.000) G_GAN: 0.651 D: 0.821 G_GAN2: 0.605 D2: 0.831 G_L1: 0.325 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 2700, time: 0.000, data: 0.000) G_GAN: 0.634 D: 0.784 G_GAN2: 0.660 D2: 0.850 G_L1: 0.331 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 2800, time: 0.000, data: 0.000) G_GAN: 0.866 D: 0.542 G_GAN2: 0.640 D2: 0.796 G_L1: 0.221 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 2900, time: 0.000, data: 0.000) G_GAN: 1.147 D: 1.010 G_GAN2: 1.040 D2: 1.075 G_L1: 0.441 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 3000, time: 0.000, data: 0.000) G_GAN: 0.501 D: 0.904 G_GAN2: 0.742 D2: 0.813 G_L1: 0.304 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 3100, time: 0.000, data: 0.000) G_GAN: 0.687 D: 0.745 G_GAN2: 0.718 D2: 0.956 G_L1: 0.318 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 3200, time: 0.000, data: 0.000) G_GAN: 0.735 D: 0.949 G_GAN2: 0.709 D2: 0.812 G_L1: 0.376 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 3300, time: 0.000, data: 0.000) G_GAN: 0.746 D: 0.731 G_GAN2: 0.894 D2: 0.794 G_L1: 0.319 z_L1: 0.412 kl: 0.005 
(epoch: 0, iters: 3400, time: 0.000, data: 0.000) G_GAN: 0.730 D: 0.838 G_GAN2: 0.692 D2: 0.666 G_L1: 0.265 z_L1: 0.407 kl: 0.001 
(epoch: 0, iters: 3500, time: 0.000, data: 0.000) G_GAN: 0.549 D: 0.945 G_GAN2: 0.564 D2: 1.024 G_L1: 0.280 z_L1: 0.390 kl: 0.000 
(epoch: 0, iters: 3600, time: 0.000, data: 0.000) G_GAN: 0.876 D: 0.718 G_GAN2: 0.881 D2: 0.599 G_L1: 0.515 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 3700, time: 0.000, data: 0.000) G_GAN: 0.855 D: 0.585 G_GAN2: 0.910 D2: 0.712 G_L1: 0.582 z_L1: 0.411 kl: 0.000 
(epoch: 0, iters: 3800, time: 0.000, data: 0.000) G_GAN: 0.733 D: 0.704 G_GAN2: 0.630 D2: 0.800 G_L1: 0.357 z_L1: 0.406 kl: 0.000 
(epoch: 0, iters: 3900, time: 0.000, data: 0.000) G_GAN: 0.528 D: 0.830 G_GAN2: 0.607 D2: 0.945 G_L1: 0.354 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 4000, time: 0.000, data: 0.000) G_GAN: 0.611 D: 0.812 G_GAN2: 0.732 D2: 0.822 G_L1: 0.317 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 4100, time: 0.000, data: 0.000) G_GAN: 0.775 D: 0.757 G_GAN2: 0.622 D2: 0.800 G_L1: 0.320 z_L1: 0.407 kl: 0.000 
(epoch: 0, iters: 4200, time: 0.000, data: 0.000) G_GAN: 0.540 D: 0.933 G_GAN2: 0.748 D2: 0.823 G_L1: 0.346 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 4300, time: 0.000, data: 0.000) G_GAN: 0.994 D: 0.599 G_GAN2: 0.739 D2: 0.594 G_L1: 0.260 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 4400, time: 0.000, data: 0.000) G_GAN: 0.757 D: 0.754 G_GAN2: 0.756 D2: 0.857 G_L1: 0.289 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 4500, time: 0.000, data: 0.000) G_GAN: 0.708 D: 0.777 G_GAN2: 0.534 D2: 0.971 G_L1: 0.331 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 4600, time: 0.000, data: 0.000) G_GAN: 0.584 D: 0.845 G_GAN2: 0.557 D2: 0.961 G_L1: 0.451 z_L1: 0.406 kl: 0.000 
(epoch: 0, iters: 4700, time: 0.000, data: 0.000) G_GAN: 0.876 D: 0.624 G_GAN2: 0.591 D2: 0.810 G_L1: 0.317 z_L1: 0.393 kl: 0.001 
(epoch: 0, iters: 4800, time: 0.000, data: 0.000) G_GAN: 1.009 D: 0.826 G_GAN2: 0.660 D2: 0.771 G_L1: 0.372 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 4900, time: 0.000, data: 0.000) G_GAN: 1.112 D: 0.721 G_GAN2: 1.262 D2: 0.840 G_L1: 0.615 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 5000, time: 0.000, data: 0.000) G_GAN: 0.631 D: 0.852 G_GAN2: 0.586 D2: 0.894 G_L1: 0.293 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 5100, time: 0.000, data: 0.000) G_GAN: 0.785 D: 0.767 G_GAN2: 0.635 D2: 0.787 G_L1: 0.332 z_L1: 0.391 kl: 0.001 
(epoch: 0, iters: 5200, time: 0.000, data: 0.000) G_GAN: 0.824 D: 0.792 G_GAN2: 1.162 D2: 0.969 G_L1: 0.334 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 5300, time: 0.000, data: 0.000) G_GAN: 0.745 D: 0.976 G_GAN2: 0.587 D2: 0.918 G_L1: 0.298 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 5400, time: 0.000, data: 0.000) G_GAN: 0.662 D: 0.779 G_GAN2: 0.940 D2: 1.197 G_L1: 0.302 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 5500, time: 0.000, data: 0.000) G_GAN: 0.765 D: 0.694 G_GAN2: 0.840 D2: 0.688 G_L1: 0.313 z_L1: 0.398 kl: 0.002 
(epoch: 0, iters: 5600, time: 0.000, data: 0.000) G_GAN: 0.828 D: 0.653 G_GAN2: 0.798 D2: 0.809 G_L1: 0.318 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 5700, time: 0.000, data: 0.000) G_GAN: 0.838 D: 0.743 G_GAN2: 0.698 D2: 0.958 G_L1: 0.277 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 5800, time: 0.000, data: 0.000) G_GAN: 0.689 D: 0.784 G_GAN2: 0.760 D2: 0.872 G_L1: 0.327 z_L1: 0.405 kl: 0.001 
(epoch: 0, iters: 5900, time: 0.000, data: 0.000) G_GAN: 1.216 D: 0.760 G_GAN2: 0.891 D2: 0.709 G_L1: 0.389 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 6000, time: 0.000, data: 0.000) G_GAN: 0.851 D: 0.649 G_GAN2: 0.934 D2: 0.709 G_L1: 0.360 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 6100, time: 0.000, data: 0.000) G_GAN: 0.885 D: 0.675 G_GAN2: 0.827 D2: 0.724 G_L1: 0.307 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 6200, time: 0.000, data: 0.000) G_GAN: 1.010 D: 0.680 G_GAN2: 0.760 D2: 0.683 G_L1: 0.317 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 6300, time: 0.000, data: 0.000) G_GAN: 1.750 D: 0.708 G_GAN2: 1.259 D2: 0.586 G_L1: 0.312 z_L1: 0.392 kl: 0.003 
(epoch: 0, iters: 6400, time: 0.000, data: 0.000) G_GAN: 1.007 D: 0.507 G_GAN2: 0.778 D2: 0.728 G_L1: 0.335 z_L1: 0.404 kl: 0.001 
(epoch: 0, iters: 6500, time: 0.000, data: 0.000) G_GAN: 0.878 D: 0.608 G_GAN2: 0.803 D2: 0.661 G_L1: 0.339 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 6600, time: 0.000, data: 0.000) G_GAN: 1.175 D: 0.654 G_GAN2: 0.959 D2: 0.631 G_L1: 0.342 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 6700, time: 0.000, data: 0.000) G_GAN: 0.835 D: 0.718 G_GAN2: 0.625 D2: 0.745 G_L1: 0.328 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 6800, time: 0.000, data: 0.000) G_GAN: 1.259 D: 0.544 G_GAN2: 0.816 D2: 0.589 G_L1: 0.311 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 6900, time: 0.000, data: 0.000) G_GAN: 1.143 D: 0.662 G_GAN2: 0.889 D2: 0.717 G_L1: 0.301 z_L1: 0.393 kl: 0.004 
(epoch: 0, iters: 7000, time: 0.000, data: 0.000) G_GAN: 0.819 D: 0.683 G_GAN2: 0.945 D2: 0.736 G_L1: 0.289 z_L1: 0.388 kl: 0.000 
(epoch: 0, iters: 7100, time: 0.000, data: 0.000) G_GAN: 0.923 D: 0.522 G_GAN2: 0.969 D2: 0.597 G_L1: 0.300 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 7200, time: 0.000, data: 0.000) G_GAN: 1.169 D: 0.569 G_GAN2: 1.446 D2: 0.674 G_L1: 0.276 z_L1: 0.392 kl: 0.023 
(epoch: 0, iters: 7300, time: 0.000, data: 0.000) G_GAN: 0.665 D: 0.731 G_GAN2: 0.929 D2: 0.742 G_L1: 0.384 z_L1: 0.388 kl: 0.001 
(epoch: 0, iters: 7400, time: 0.000, data: 0.000) G_GAN: 1.083 D: 0.631 G_GAN2: 1.078 D2: 0.647 G_L1: 0.313 z_L1: 0.402 kl: 0.002 
(epoch: 0, iters: 7500, time: 0.000, data: 0.000) G_GAN: 1.328 D: 0.701 G_GAN2: 1.180 D2: 0.578 G_L1: 0.334 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 7600, time: 0.000, data: 0.000) G_GAN: 1.170 D: 0.536 G_GAN2: 0.988 D2: 0.691 G_L1: 0.351 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 7700, time: 0.000, data: 0.000) G_GAN: 1.458 D: 0.181 G_GAN2: 1.245 D2: 0.459 G_L1: 0.226 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 7800, time: 0.000, data: 0.000) G_GAN: 0.921 D: 0.535 G_GAN2: 1.001 D2: 0.578 G_L1: 0.306 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 7900, time: 0.000, data: 0.000) G_GAN: 0.924 D: 0.633 G_GAN2: 1.478 D2: 0.591 G_L1: 0.402 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 8000, time: 0.000, data: 0.000) G_GAN: 0.990 D: 0.426 G_GAN2: 0.984 D2: 0.634 G_L1: 0.327 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 8100, time: 0.000, data: 0.000) G_GAN: 1.337 D: 0.516 G_GAN2: 0.979 D2: 0.449 G_L1: 0.291 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 8200, time: 0.000, data: 0.000) G_GAN: 1.125 D: 0.434 G_GAN2: 1.084 D2: 0.747 G_L1: 0.293 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 8300, time: 0.000, data: 0.000) G_GAN: 1.066 D: 0.504 G_GAN2: 1.064 D2: 0.620 G_L1: 0.289 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 8400, time: 0.000, data: 0.000) G_GAN: 0.790 D: 0.781 G_GAN2: 0.696 D2: 0.979 G_L1: 0.306 z_L1: 0.386 kl: 0.005 
(epoch: 0, iters: 8500, time: 0.000, data: 0.000) G_GAN: 0.937 D: 0.610 G_GAN2: 0.714 D2: 0.629 G_L1: 0.359 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 8600, time: 0.000, data: 0.000) G_GAN: 0.886 D: 0.728 G_GAN2: 1.054 D2: 0.624 G_L1: 0.262 z_L1: 0.404 kl: 0.000 
(epoch: 0, iters: 8700, time: 0.000, data: 0.000) G_GAN: 0.963 D: 0.695 G_GAN2: 1.056 D2: 0.757 G_L1: 0.315 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 8800, time: 0.000, data: 0.000) G_GAN: 0.637 D: 0.893 G_GAN2: 1.846 D2: 1.314 G_L1: 0.378 z_L1: 0.408 kl: 0.000 
(epoch: 0, iters: 8900, time: 0.000, data: 0.000) G_GAN: 1.739 D: 0.781 G_GAN2: 1.161 D2: 0.444 G_L1: 0.244 z_L1: 0.388 kl: 0.010 
(epoch: 0, iters: 9000, time: 0.000, data: 0.000) G_GAN: 0.891 D: 0.544 G_GAN2: 1.007 D2: 0.702 G_L1: 0.317 z_L1: 0.391 kl: 0.000 
(epoch: 0, iters: 9100, time: 0.000, data: 0.000) G_GAN: 1.083 D: 0.541 G_GAN2: 1.012 D2: 0.848 G_L1: 0.264 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 9200, time: 0.000, data: 0.000) G_GAN: 1.498 D: 0.490 G_GAN2: 1.170 D2: 0.379 G_L1: 0.260 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 9300, time: 0.000, data: 0.000) G_GAN: 0.888 D: 0.673 G_GAN2: 0.883 D2: 0.584 G_L1: 0.312 z_L1: 0.390 kl: 0.010 
(epoch: 0, iters: 9400, time: 0.000, data: 0.000) G_GAN: 0.954 D: 0.726 G_GAN2: 0.923 D2: 0.761 G_L1: 0.306 z_L1: 0.405 kl: 0.003 
(epoch: 0, iters: 9500, time: 0.000, data: 0.000) G_GAN: 1.165 D: 0.566 G_GAN2: 0.977 D2: 0.742 G_L1: 0.333 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 9600, time: 0.000, data: 0.000) G_GAN: 0.783 D: 0.673 G_GAN2: 0.962 D2: 0.588 G_L1: 0.317 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 9700, time: 0.000, data: 0.000) G_GAN: 1.051 D: 0.536 G_GAN2: 0.974 D2: 0.503 G_L1: 0.277 z_L1: 0.391 kl: 0.000 
(epoch: 0, iters: 9800, time: 0.000, data: 0.000) G_GAN: 1.105 D: 0.512 G_GAN2: 0.758 D2: 0.650 G_L1: 0.285 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 9900, time: 0.000, data: 0.000) G_GAN: 1.220 D: 0.616 G_GAN2: 0.759 D2: 0.662 G_L1: 0.343 z_L1: 0.407 kl: 0.000 
(epoch: 0, iters: 10000, time: 0.000, data: 0.000) G_GAN: 0.792 D: 0.689 G_GAN2: 0.746 D2: 0.742 G_L1: 0.284 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 10100, time: 0.000, data: 0.000) G_GAN: 1.268 D: 0.361 G_GAN2: 1.171 D2: 0.380 G_L1: 0.266 z_L1: 0.405 kl: 0.007 
(epoch: 0, iters: 10200, time: 0.000, data: 0.000) G_GAN: 1.416 D: 0.727 G_GAN2: 0.948 D2: 0.507 G_L1: 0.374 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 10300, time: 0.000, data: 0.000) G_GAN: 1.050 D: 0.524 G_GAN2: 1.039 D2: 0.613 G_L1: 0.313 z_L1: 0.389 kl: 0.000 
(epoch: 0, iters: 10400, time: 0.000, data: 0.000) G_GAN: 0.931 D: 0.865 G_GAN2: 0.736 D2: 0.859 G_L1: 0.313 z_L1: 0.393 kl: 0.001 
(epoch: 0, iters: 10500, time: 0.000, data: 0.000) G_GAN: 1.633 D: 1.095 G_GAN2: 0.929 D2: 0.699 G_L1: 0.306 z_L1: 0.394 kl: 0.012 
(epoch: 0, iters: 10600, time: 0.000, data: 0.000) G_GAN: 1.247 D: 0.440 G_GAN2: 1.052 D2: 0.414 G_L1: 0.322 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 10700, time: 0.000, data: 0.000) G_GAN: 1.544 D: 0.461 G_GAN2: 1.654 D2: 0.273 G_L1: 0.256 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 10800, time: 0.000, data: 0.000) G_GAN: 1.082 D: 0.420 G_GAN2: 1.332 D2: 0.443 G_L1: 0.304 z_L1: 0.406 kl: 0.000 
(epoch: 0, iters: 10900, time: 0.000, data: 0.000) G_GAN: 1.493 D: 0.409 G_GAN2: 1.233 D2: 0.363 G_L1: 0.309 z_L1: 0.400 kl: 0.002 
(epoch: 0, iters: 11000, time: 0.000, data: 0.000) G_GAN: 0.550 D: 1.031 G_GAN2: 0.612 D2: 1.192 G_L1: 0.418 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 11100, time: 0.000, data: 0.000) G_GAN: 0.741 D: 0.828 G_GAN2: 0.757 D2: 0.745 G_L1: 0.338 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 11200, time: 0.000, data: 0.000) G_GAN: 0.624 D: 0.950 G_GAN2: 0.740 D2: 0.685 G_L1: 0.326 z_L1: 0.393 kl: 0.001 
(epoch: 0, iters: 11300, time: 0.000, data: 0.000) G_GAN: 0.520 D: 0.920 G_GAN2: 0.697 D2: 0.785 G_L1: 0.388 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 11400, time: 0.000, data: 0.000) G_GAN: 0.734 D: 0.649 G_GAN2: 0.929 D2: 0.548 G_L1: 0.344 z_L1: 0.403 kl: 0.002 
(epoch: 0, iters: 11500, time: 0.000, data: 0.000) G_GAN: 0.750 D: 0.702 G_GAN2: 1.099 D2: 0.571 G_L1: 0.319 z_L1: 0.392 kl: 0.001 
(epoch: 0, iters: 11600, time: 0.000, data: 0.000) G_GAN: 0.622 D: 0.799 G_GAN2: 0.796 D2: 0.836 G_L1: 0.340 z_L1: 0.405 kl: 0.002 
(epoch: 0, iters: 11700, time: 0.000, data: 0.000) G_GAN: 0.990 D: 0.828 G_GAN2: 1.076 D2: 0.587 G_L1: 0.328 z_L1: 0.396 kl: 0.003 
(epoch: 0, iters: 11800, time: 0.000, data: 0.000) G_GAN: 0.738 D: 0.643 G_GAN2: 0.716 D2: 0.605 G_L1: 0.397 z_L1: 0.399 kl: 0.003 
(epoch: 0, iters: 11900, time: 0.000, data: 0.000) G_GAN: 1.063 D: 0.549 G_GAN2: 1.260 D2: 0.500 G_L1: 0.319 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 12000, time: 0.000, data: 0.000) G_GAN: 1.004 D: 0.521 G_GAN2: 1.042 D2: 0.657 G_L1: 0.294 z_L1: 0.410 kl: 0.031 
(epoch: 0, iters: 12100, time: 0.000, data: 0.000) G_GAN: 0.953 D: 0.489 G_GAN2: 1.103 D2: 0.521 G_L1: 0.315 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 12200, time: 0.000, data: 0.000) G_GAN: 1.096 D: 0.441 G_GAN2: 1.155 D2: 0.558 G_L1: 0.298 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 12300, time: 0.000, data: 0.000) G_GAN: 0.789 D: 0.553 G_GAN2: 1.002 D2: 0.690 G_L1: 0.328 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 12400, time: 0.000, data: 0.000) G_GAN: 1.192 D: 0.413 G_GAN2: 1.165 D2: 0.521 G_L1: 0.285 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 12500, time: 0.000, data: 0.000) G_GAN: 1.276 D: 0.855 G_GAN2: 3.702 D2: 4.193 G_L1: 0.272 z_L1: 0.390 kl: 0.001 
(epoch: 0, iters: 12600, time: 0.000, data: 0.000) G_GAN: 1.033 D: 0.775 G_GAN2: 0.667 D2: 0.723 G_L1: 0.250 z_L1: 0.409 kl: 0.001 
(epoch: 0, iters: 12700, time: 0.000, data: 0.000) G_GAN: 1.317 D: 0.406 G_GAN2: 0.938 D2: 0.576 G_L1: 0.275 z_L1: 0.406 kl: 0.001 
(epoch: 0, iters: 12800, time: 0.000, data: 0.000) G_GAN: 0.842 D: 0.642 G_GAN2: 0.670 D2: 0.706 G_L1: 0.277 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 12900, time: 0.000, data: 0.000) G_GAN: 0.810 D: 0.654 G_GAN2: 0.838 D2: 0.687 G_L1: 0.276 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 13000, time: 0.000, data: 0.000) G_GAN: 1.273 D: 0.286 G_GAN2: 1.432 D2: 0.470 G_L1: 0.301 z_L1: 0.396 kl: 0.029 
(epoch: 0, iters: 13100, time: 0.000, data: 0.000) G_GAN: 1.011 D: 0.574 G_GAN2: 0.739 D2: 0.810 G_L1: 0.392 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 13200, time: 0.000, data: 0.000) G_GAN: 0.917 D: 0.719 G_GAN2: 0.795 D2: 0.701 G_L1: 0.269 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 13300, time: 0.000, data: 0.000) G_GAN: 1.077 D: 0.524 G_GAN2: 1.206 D2: 0.408 G_L1: 0.265 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 13400, time: 0.000, data: 0.000) G_GAN: 1.589 D: 0.397 G_GAN2: 1.282 D2: 0.505 G_L1: 0.282 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 13500, time: 0.000, data: 0.000) G_GAN: 1.103 D: 0.419 G_GAN2: 1.038 D2: 0.467 G_L1: 0.299 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 13600, time: 0.000, data: 0.000) G_GAN: 1.345 D: 0.335 G_GAN2: 1.495 D2: 0.413 G_L1: 0.280 z_L1: 0.412 kl: 0.002 
(epoch: 0, iters: 13700, time: 0.000, data: 0.000) G_GAN: 1.258 D: 0.581 G_GAN2: 1.135 D2: 0.577 G_L1: 0.373 z_L1: 0.400 kl: 0.015 
(epoch: 0, iters: 13800, time: 0.000, data: 0.000) G_GAN: 1.437 D: 0.378 G_GAN2: 0.901 D2: 0.694 G_L1: 0.336 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 13900, time: 0.000, data: 0.000) G_GAN: 1.391 D: 0.245 G_GAN2: 1.242 D2: 0.318 G_L1: 0.260 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 14000, time: 0.000, data: 0.000) G_GAN: 1.149 D: 0.454 G_GAN2: 1.151 D2: 0.578 G_L1: 0.281 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 14100, time: 0.000, data: 0.000) G_GAN: 1.396 D: 0.325 G_GAN2: 1.070 D2: 0.325 G_L1: 0.332 z_L1: 0.393 kl: 0.001 
(epoch: 0, iters: 14200, time: 0.000, data: 0.000) G_GAN: 1.955 D: 0.571 G_GAN2: 1.330 D2: 0.284 G_L1: 0.383 z_L1: 0.401 kl: 0.002 
(epoch: 0, iters: 14300, time: 0.000, data: 0.000) G_GAN: 1.368 D: 0.704 G_GAN2: 1.180 D2: 0.601 G_L1: 0.283 z_L1: 0.391 kl: 0.002 
(epoch: 0, iters: 14400, time: 0.000, data: 0.000) G_GAN: 1.603 D: 0.151 G_GAN2: 1.580 D2: 0.258 G_L1: 0.276 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 14500, time: 0.000, data: 0.000) G_GAN: 1.223 D: 0.273 G_GAN2: 1.232 D2: 0.316 G_L1: 0.295 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 14600, time: 0.000, data: 0.000) G_GAN: 1.453 D: 0.428 G_GAN2: 1.281 D2: 0.406 G_L1: 0.274 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 14700, time: 0.000, data: 0.000) G_GAN: 1.346 D: 0.303 G_GAN2: 1.088 D2: 0.469 G_L1: 0.317 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 14800, time: 0.000, data: 0.000) G_GAN: 1.154 D: 0.597 G_GAN2: 1.066 D2: 0.463 G_L1: 0.346 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 14900, time: 0.000, data: 0.000) G_GAN: 0.700 D: 0.966 G_GAN2: 0.809 D2: 0.723 G_L1: 0.289 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 15000, time: 0.000, data: 0.000) G_GAN: 1.444 D: 0.479 G_GAN2: 1.011 D2: 0.423 G_L1: 0.287 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 15100, time: 0.000, data: 0.000) G_GAN: 0.998 D: 0.520 G_GAN2: 1.163 D2: 0.705 G_L1: 0.314 z_L1: 0.391 kl: 0.001 
(epoch: 0, iters: 15200, time: 0.000, data: 0.000) G_GAN: 1.640 D: 0.361 G_GAN2: 1.433 D2: 0.495 G_L1: 0.356 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 15300, time: 0.000, data: 0.000) G_GAN: 1.174 D: 0.421 G_GAN2: 1.246 D2: 0.422 G_L1: 0.317 z_L1: 0.404 kl: 0.000 
(epoch: 0, iters: 15400, time: 0.000, data: 0.000) G_GAN: 1.033 D: 0.546 G_GAN2: 1.317 D2: 0.551 G_L1: 0.318 z_L1: 0.392 kl: 0.001 
(epoch: 0, iters: 15500, time: 0.000, data: 0.000) G_GAN: 1.122 D: 0.316 G_GAN2: 1.403 D2: 0.500 G_L1: 0.306 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 15600, time: 0.000, data: 0.000) G_GAN: 1.358 D: 0.333 G_GAN2: 1.222 D2: 0.377 G_L1: 0.204 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 15700, time: 0.000, data: 0.000) G_GAN: 1.116 D: 0.358 G_GAN2: 1.298 D2: 0.331 G_L1: 0.279 z_L1: 0.403 kl: 0.025 
(epoch: 0, iters: 15800, time: 0.000, data: 0.000) G_GAN: 1.118 D: 0.642 G_GAN2: 0.710 D2: 0.780 G_L1: 0.281 z_L1: 0.405 kl: 0.003 
(epoch: 0, iters: 15900, time: 0.000, data: 0.000) G_GAN: 1.278 D: 0.281 G_GAN2: 1.174 D2: 0.294 G_L1: 0.300 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 16000, time: 0.000, data: 0.000) G_GAN: 1.180 D: 0.382 G_GAN2: 1.659 D2: 0.392 G_L1: 0.310 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 16100, time: 0.000, data: 0.000) G_GAN: 1.350 D: 0.316 G_GAN2: 1.459 D2: 0.393 G_L1: 0.310 z_L1: 0.392 kl: 0.000 
(epoch: 0, iters: 16200, time: 0.000, data: 0.000) G_GAN: 1.298 D: 0.500 G_GAN2: 1.400 D2: 0.354 G_L1: 0.417 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 16300, time: 0.000, data: 0.000) G_GAN: 1.478 D: 0.194 G_GAN2: 1.307 D2: 0.365 G_L1: 0.259 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 16400, time: 0.000, data: 0.000) G_GAN: 1.507 D: 0.309 G_GAN2: 1.204 D2: 0.309 G_L1: 0.308 z_L1: 0.407 kl: 0.001 
(epoch: 0, iters: 16500, time: 0.000, data: 0.000) G_GAN: 1.584 D: 0.146 G_GAN2: 1.359 D2: 0.269 G_L1: 0.334 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 16600, time: 0.000, data: 0.000) G_GAN: 1.281 D: 0.359 G_GAN2: 1.176 D2: 0.367 G_L1: 0.326 z_L1: 0.404 kl: 0.001 
(epoch: 0, iters: 16700, time: 0.000, data: 0.000) G_GAN: 1.516 D: 0.271 G_GAN2: 1.521 D2: 0.221 G_L1: 0.260 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 16800, time: 0.000, data: 0.000) G_GAN: 1.341 D: 0.266 G_GAN2: 1.299 D2: 0.406 G_L1: 0.266 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 16900, time: 0.000, data: 0.000) G_GAN: 1.226 D: 0.298 G_GAN2: 1.388 D2: 0.239 G_L1: 0.299 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 17000, time: 0.000, data: 0.000) G_GAN: 1.427 D: 0.352 G_GAN2: 1.369 D2: 0.433 G_L1: 0.298 z_L1: 0.400 kl: 0.003 
(epoch: 0, iters: 17100, time: 0.000, data: 0.000) G_GAN: 1.208 D: 0.403 G_GAN2: 1.288 D2: 0.364 G_L1: 0.330 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 17200, time: 0.000, data: 0.000) G_GAN: 1.601 D: 0.285 G_GAN2: 1.279 D2: 0.324 G_L1: 0.315 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 17300, time: 0.000, data: 0.000) G_GAN: 1.184 D: 0.402 G_GAN2: 1.335 D2: 0.488 G_L1: 0.321 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 17400, time: 0.000, data: 0.000) G_GAN: 1.292 D: 0.490 G_GAN2: 1.167 D2: 0.388 G_L1: 0.260 z_L1: 0.395 kl: 0.002 
(epoch: 0, iters: 17500, time: 0.000, data: 0.000) G_GAN: 1.145 D: 0.462 G_GAN2: 1.318 D2: 0.536 G_L1: 0.296 z_L1: 0.387 kl: 0.001 
(epoch: 0, iters: 17600, time: 0.000, data: 0.000) G_GAN: 1.557 D: 0.179 G_GAN2: 1.540 D2: 0.167 G_L1: 0.286 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 17700, time: 0.000, data: 0.000) G_GAN: 1.527 D: 0.254 G_GAN2: 1.427 D2: 0.332 G_L1: 0.288 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 17800, time: 0.000, data: 0.000) G_GAN: 1.357 D: 0.414 G_GAN2: 1.539 D2: 0.439 G_L1: 0.349 z_L1: 0.402 kl: 0.003 
(epoch: 0, iters: 17900, time: 0.000, data: 0.000) G_GAN: 1.185 D: 0.300 G_GAN2: 1.231 D2: 0.524 G_L1: 0.315 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 18000, time: 0.000, data: 0.000) G_GAN: 1.261 D: 0.367 G_GAN2: 1.446 D2: 0.396 G_L1: 0.260 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 18100, time: 0.000, data: 0.000) G_GAN: 3.607 D: 1.893 G_GAN2: 3.636 D2: 2.592 G_L1: 0.425 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 18200, time: 0.000, data: 0.000) G_GAN: 1.073 D: 0.492 G_GAN2: 1.044 D2: 0.524 G_L1: 0.314 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 18300, time: 0.000, data: 0.000) G_GAN: 1.023 D: 0.495 G_GAN2: 1.214 D2: 0.611 G_L1: 0.275 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 18400, time: 0.000, data: 0.000) G_GAN: 1.307 D: 0.347 G_GAN2: 1.172 D2: 0.401 G_L1: 0.251 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 18500, time: 0.000, data: 0.000) G_GAN: 1.347 D: 0.231 G_GAN2: 1.329 D2: 0.262 G_L1: 0.226 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 18600, time: 0.000, data: 0.000) G_GAN: 1.321 D: 0.375 G_GAN2: 0.870 D2: 0.606 G_L1: 0.267 z_L1: 0.397 kl: 0.022 
(epoch: 0, iters: 18700, time: 0.000, data: 0.000) G_GAN: 1.409 D: 0.218 G_GAN2: 1.369 D2: 0.263 G_L1: 0.308 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 18800, time: 0.000, data: 0.000) G_GAN: 1.262 D: 0.303 G_GAN2: 1.488 D2: 0.602 G_L1: 0.284 z_L1: 0.385 kl: 0.000 
(epoch: 0, iters: 18900, time: 0.000, data: 0.000) G_GAN: 1.757 D: 0.454 G_GAN2: 1.528 D2: 0.234 G_L1: 0.342 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 19000, time: 0.000, data: 0.000) G_GAN: 1.286 D: 0.448 G_GAN2: 1.210 D2: 0.482 G_L1: 0.267 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 19100, time: 0.000, data: 0.000) G_GAN: 0.598 D: 0.858 G_GAN2: 0.680 D2: 0.934 G_L1: 0.272 z_L1: 0.402 kl: 0.003 
(epoch: 0, iters: 19200, time: 0.000, data: 0.000) G_GAN: 1.111 D: 0.561 G_GAN2: 0.877 D2: 0.653 G_L1: 0.341 z_L1: 0.414 kl: 0.003 
(epoch: 0, iters: 19300, time: 0.000, data: 0.000) G_GAN: 1.474 D: 0.338 G_GAN2: 1.182 D2: 0.367 G_L1: 0.373 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 19400, time: 0.000, data: 0.000) G_GAN: 1.023 D: 0.822 G_GAN2: 1.065 D2: 0.667 G_L1: 0.285 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 19500, time: 0.000, data: 0.000) G_GAN: 1.362 D: 0.219 G_GAN2: 1.726 D2: 0.403 G_L1: 0.255 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 19600, time: 0.000, data: 0.000) G_GAN: 1.578 D: 0.283 G_GAN2: 1.418 D2: 0.271 G_L1: 0.318 z_L1: 0.400 kl: 0.002 
(epoch: 0, iters: 19700, time: 0.000, data: 0.000) G_GAN: 1.681 D: 0.316 G_GAN2: 1.462 D2: 0.373 G_L1: 0.301 z_L1: 0.404 kl: 0.001 
(epoch: 0, iters: 19800, time: 0.000, data: 0.000) G_GAN: 1.570 D: 0.201 G_GAN2: 1.651 D2: 0.222 G_L1: 0.320 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 19900, time: 0.000, data: 0.000) G_GAN: 1.439 D: 0.282 G_GAN2: 1.517 D2: 0.327 G_L1: 0.300 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 20000, time: 0.000, data: 0.000) G_GAN: 1.901 D: 0.156 G_GAN2: 1.543 D2: 0.195 G_L1: 0.259 z_L1: 0.406 kl: 0.001 
(epoch: 0, iters: 20100, time: 0.000, data: 0.000) G_GAN: 1.076 D: 0.538 G_GAN2: 1.140 D2: 0.575 G_L1: 0.299 z_L1: 0.399 kl: 0.012 
(epoch: 0, iters: 20200, time: 0.000, data: 0.000) G_GAN: 1.276 D: 0.294 G_GAN2: 1.347 D2: 0.360 G_L1: 0.269 z_L1: 0.388 kl: 0.000 
(epoch: 0, iters: 20300, time: 0.000, data: 0.000) G_GAN: 1.709 D: 0.172 G_GAN2: 1.637 D2: 0.193 G_L1: 0.290 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 20400, time: 0.000, data: 0.000) G_GAN: 1.569 D: 0.214 G_GAN2: 1.640 D2: 0.156 G_L1: 0.275 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 20500, time: 0.000, data: 0.000) G_GAN: 1.776 D: 0.364 G_GAN2: 2.052 D2: 0.397 G_L1: 0.300 z_L1: 0.408 kl: 0.000 
(epoch: 0, iters: 20600, time: 0.000, data: 0.000) G_GAN: 1.096 D: 0.513 G_GAN2: 1.263 D2: 0.597 G_L1: 0.292 z_L1: 0.402 kl: 0.002 
(epoch: 0, iters: 20700, time: 0.000, data: 0.000) G_GAN: 1.592 D: 0.165 G_GAN2: 1.783 D2: 0.383 G_L1: 0.268 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 20800, time: 0.000, data: 0.000) G_GAN: 1.788 D: 0.149 G_GAN2: 1.417 D2: 0.245 G_L1: 0.276 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 20900, time: 0.000, data: 0.000) G_GAN: 1.869 D: 0.294 G_GAN2: 1.511 D2: 0.260 G_L1: 0.287 z_L1: 0.403 kl: 0.016 
(epoch: 0, iters: 21000, time: 0.000, data: 0.000) G_GAN: 1.721 D: 0.146 G_GAN2: 1.554 D2: 0.150 G_L1: 0.265 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 21100, time: 0.000, data: 0.000) G_GAN: 1.185 D: 0.254 G_GAN2: 1.055 D2: 0.448 G_L1: 0.321 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 21200, time: 0.000, data: 0.000) G_GAN: 1.467 D: 0.182 G_GAN2: 1.942 D2: 0.212 G_L1: 0.275 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 21300, time: 0.000, data: 0.000) G_GAN: 1.915 D: 0.183 G_GAN2: 1.374 D2: 0.232 G_L1: 0.316 z_L1: 0.399 kl: 0.002 
(epoch: 0, iters: 21400, time: 0.000, data: 0.000) G_GAN: 1.602 D: 0.167 G_GAN2: 1.411 D2: 0.308 G_L1: 0.268 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 21500, time: 0.000, data: 0.000) G_GAN: 1.674 D: 0.300 G_GAN2: 1.076 D2: 0.483 G_L1: 0.246 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 21600, time: 0.000, data: 0.000) G_GAN: 1.093 D: 0.605 G_GAN2: 0.741 D2: 0.591 G_L1: 0.345 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 21700, time: 0.000, data: 0.000) G_GAN: 1.723 D: 0.268 G_GAN2: 1.272 D2: 0.400 G_L1: 0.284 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 21800, time: 0.000, data: 0.000) G_GAN: 1.517 D: 0.256 G_GAN2: 1.314 D2: 0.382 G_L1: 0.270 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 21900, time: 0.000, data: 0.000) G_GAN: 1.454 D: 0.233 G_GAN2: 1.474 D2: 0.320 G_L1: 0.276 z_L1: 0.386 kl: 0.000 
(epoch: 0, iters: 22000, time: 0.000, data: 0.000) G_GAN: 2.297 D: 0.691 G_GAN2: 1.256 D2: 0.705 G_L1: 0.397 z_L1: 0.395 kl: 0.002 
(epoch: 0, iters: 22100, time: 0.000, data: 0.000) G_GAN: 1.669 D: 0.303 G_GAN2: 1.440 D2: 0.277 G_L1: 0.304 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 22200, time: 0.000, data: 0.000) G_GAN: 1.275 D: 0.287 G_GAN2: 1.479 D2: 0.717 G_L1: 0.301 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 22300, time: 0.000, data: 0.000) G_GAN: 1.429 D: 0.176 G_GAN2: 1.712 D2: 0.187 G_L1: 0.298 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 22400, time: 0.000, data: 0.000) G_GAN: 1.406 D: 0.243 G_GAN2: 1.491 D2: 0.266 G_L1: 0.279 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 22500, time: 0.000, data: 0.000) G_GAN: 1.682 D: 0.240 G_GAN2: 1.368 D2: 0.304 G_L1: 0.314 z_L1: 0.410 kl: 0.001 
(epoch: 0, iters: 22600, time: 0.000, data: 0.000) G_GAN: 0.915 D: 0.541 G_GAN2: 0.869 D2: 0.628 G_L1: 0.277 z_L1: 0.399 kl: 0.005 
(epoch: 0, iters: 22700, time: 0.000, data: 0.000) G_GAN: 0.744 D: 0.929 G_GAN2: 0.934 D2: 0.713 G_L1: 0.375 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 22800, time: 0.000, data: 0.000) G_GAN: 0.854 D: 0.715 G_GAN2: 0.985 D2: 0.560 G_L1: 0.317 z_L1: 0.405 kl: 0.001 
(epoch: 0, iters: 22900, time: 0.000, data: 0.000) G_GAN: 1.112 D: 0.401 G_GAN2: 1.428 D2: 0.409 G_L1: 0.276 z_L1: 0.396 kl: 0.004 
(epoch: 0, iters: 23000, time: 0.000, data: 0.000) G_GAN: 1.235 D: 0.470 G_GAN2: 1.041 D2: 0.490 G_L1: 0.258 z_L1: 0.398 kl: 0.004 
(epoch: 0, iters: 23100, time: 0.000, data: 0.000) G_GAN: 1.254 D: 0.455 G_GAN2: 1.295 D2: 0.426 G_L1: 0.287 z_L1: 0.404 kl: 0.001 
(epoch: 0, iters: 23200, time: 0.000, data: 0.000) G_GAN: 1.541 D: 0.288 G_GAN2: 1.332 D2: 0.325 G_L1: 0.279 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 23300, time: 0.000, data: 0.000) G_GAN: 0.942 D: 1.116 G_GAN2: 0.771 D2: 0.796 G_L1: 0.290 z_L1: 0.401 kl: 0.006 
(epoch: 0, iters: 23400, time: 0.000, data: 0.000) G_GAN: 1.743 D: 0.391 G_GAN2: 1.096 D2: 0.410 G_L1: 0.286 z_L1: 0.392 kl: 0.001 
(epoch: 0, iters: 23500, time: 0.000, data: 0.000) G_GAN: 1.193 D: 0.288 G_GAN2: 1.636 D2: 0.399 G_L1: 0.316 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 23600, time: 0.000, data: 0.000) G_GAN: 1.436 D: 0.294 G_GAN2: 1.410 D2: 0.321 G_L1: 0.299 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 23700, time: 0.000, data: 0.000) G_GAN: 1.630 D: 0.326 G_GAN2: 1.612 D2: 0.287 G_L1: 0.236 z_L1: 0.393 kl: 0.001 
(epoch: 0, iters: 23800, time: 0.000, data: 0.000) G_GAN: 1.785 D: 0.140 G_GAN2: 1.619 D2: 0.156 G_L1: 0.257 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 23900, time: 0.000, data: 0.000) G_GAN: 1.356 D: 0.548 G_GAN2: 1.090 D2: 0.523 G_L1: 0.267 z_L1: 0.396 kl: 0.002 
(epoch: 0, iters: 24000, time: 0.000, data: 0.000) G_GAN: 1.884 D: 0.296 G_GAN2: 1.328 D2: 0.317 G_L1: 0.307 z_L1: 0.397 kl: 0.002 
(epoch: 0, iters: 24100, time: 0.000, data: 0.000) G_GAN: 1.291 D: 0.328 G_GAN2: 1.369 D2: 0.462 G_L1: 0.313 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 24200, time: 0.000, data: 0.000) G_GAN: 1.894 D: 0.161 G_GAN2: 1.478 D2: 0.285 G_L1: 0.221 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 24300, time: 0.000, data: 0.000) G_GAN: 1.570 D: 0.330 G_GAN2: 1.556 D2: 0.224 G_L1: 0.327 z_L1: 0.402 kl: 0.004 
(epoch: 0, iters: 24400, time: 0.000, data: 0.000) G_GAN: 1.763 D: 0.148 G_GAN2: 1.713 D2: 0.197 G_L1: 0.263 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 24500, time: 0.000, data: 0.000) G_GAN: 1.635 D: 0.199 G_GAN2: 1.944 D2: 0.506 G_L1: 0.220 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 24600, time: 0.000, data: 0.000) G_GAN: 1.658 D: 0.184 G_GAN2: 1.462 D2: 0.318 G_L1: 0.277 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 24700, time: 0.000, data: 0.000) G_GAN: 1.689 D: 0.549 G_GAN2: 1.600 D2: 0.295 G_L1: 0.298 z_L1: 0.406 kl: 0.001 
(epoch: 0, iters: 24800, time: 0.000, data: 0.000) G_GAN: 1.844 D: 0.124 G_GAN2: 1.604 D2: 0.128 G_L1: 0.318 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 24900, time: 0.000, data: 0.000) G_GAN: 1.327 D: 0.253 G_GAN2: 1.552 D2: 0.208 G_L1: 0.305 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 25000, time: 0.000, data: 0.000) G_GAN: 1.035 D: 0.343 G_GAN2: 1.668 D2: 0.311 G_L1: 0.313 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 25100, time: 0.000, data: 0.000) G_GAN: 1.518 D: 0.264 G_GAN2: 1.308 D2: 0.245 G_L1: 0.268 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 25200, time: 0.000, data: 0.000) G_GAN: 1.285 D: 0.343 G_GAN2: 1.083 D2: 0.444 G_L1: 0.284 z_L1: 0.406 kl: 0.001 
(epoch: 0, iters: 25300, time: 0.000, data: 0.000) G_GAN: 1.767 D: 0.102 G_GAN2: 1.679 D2: 0.105 G_L1: 0.277 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 25400, time: 0.000, data: 0.000) G_GAN: 2.128 D: 0.223 G_GAN2: 1.535 D2: 0.223 G_L1: 0.278 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 25500, time: 0.000, data: 0.000) G_GAN: 0.986 D: 0.565 G_GAN2: 1.732 D2: 0.602 G_L1: 0.317 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 25600, time: 0.000, data: 0.000) G_GAN: 1.169 D: 0.403 G_GAN2: 1.535 D2: 0.334 G_L1: 0.323 z_L1: 0.391 kl: 0.001 
(epoch: 0, iters: 25700, time: 0.000, data: 0.000) G_GAN: 0.827 D: 0.858 G_GAN2: 0.921 D2: 0.641 G_L1: 0.248 z_L1: 0.393 kl: 0.006 
(epoch: 0, iters: 25800, time: 0.000, data: 0.000) G_GAN: 1.081 D: 0.292 G_GAN2: 1.548 D2: 0.256 G_L1: 0.273 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 25900, time: 0.000, data: 0.000) G_GAN: 1.060 D: 0.895 G_GAN2: 0.612 D2: 0.846 G_L1: 0.330 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 26000, time: 0.000, data: 0.000) G_GAN: 1.455 D: 0.323 G_GAN2: 1.729 D2: 0.297 G_L1: 0.307 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 26100, time: 0.000, data: 0.000) G_GAN: 1.287 D: 0.249 G_GAN2: 1.218 D2: 0.363 G_L1: 0.307 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 26200, time: 0.000, data: 0.000) G_GAN: 1.490 D: 0.250 G_GAN2: 1.479 D2: 0.315 G_L1: 0.300 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 26300, time: 0.000, data: 0.000) G_GAN: 1.474 D: 0.236 G_GAN2: 1.697 D2: 0.143 G_L1: 0.311 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 26400, time: 0.000, data: 0.000) G_GAN: 1.670 D: 0.216 G_GAN2: 1.435 D2: 0.203 G_L1: 0.256 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 26500, time: 0.000, data: 0.000) G_GAN: 1.592 D: 0.250 G_GAN2: 1.332 D2: 0.253 G_L1: 0.277 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 26600, time: 0.000, data: 0.000) G_GAN: 1.345 D: 0.405 G_GAN2: 1.169 D2: 0.391 G_L1: 0.439 z_L1: 0.405 kl: 0.002 
(epoch: 0, iters: 26700, time: 0.000, data: 0.000) G_GAN: 1.516 D: 0.271 G_GAN2: 1.604 D2: 0.321 G_L1: 0.251 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 26800, time: 0.000, data: 0.000) G_GAN: 2.020 D: 0.222 G_GAN2: 1.588 D2: 0.222 G_L1: 0.260 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 26900, time: 0.000, data: 0.000) G_GAN: 1.716 D: 0.187 G_GAN2: 1.331 D2: 0.309 G_L1: 0.284 z_L1: 0.392 kl: 0.003 
(epoch: 0, iters: 27000, time: 0.000, data: 0.000) G_GAN: 1.429 D: 0.260 G_GAN2: 1.162 D2: 0.378 G_L1: 0.243 z_L1: 0.394 kl: 0.002 
(epoch: 0, iters: 27100, time: 0.000, data: 0.000) G_GAN: 1.393 D: 0.166 G_GAN2: 1.672 D2: 0.184 G_L1: 0.326 z_L1: 0.396 kl: 0.002 
(epoch: 0, iters: 27200, time: 0.000, data: 0.000) G_GAN: 1.406 D: 0.249 G_GAN2: 1.092 D2: 0.293 G_L1: 0.329 z_L1: 0.380 kl: 0.001 
(epoch: 0, iters: 27300, time: 0.000, data: 0.000) G_GAN: 1.961 D: 0.149 G_GAN2: 1.462 D2: 0.196 G_L1: 0.321 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 27400, time: 0.000, data: 0.000) G_GAN: 1.388 D: 0.214 G_GAN2: 1.614 D2: 0.207 G_L1: 0.283 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 27500, time: 0.000, data: 0.000) G_GAN: 1.843 D: 0.192 G_GAN2: 1.716 D2: 0.290 G_L1: 0.287 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 27600, time: 0.000, data: 0.000) G_GAN: 1.503 D: 0.210 G_GAN2: 1.695 D2: 0.385 G_L1: 0.302 z_L1: 0.387 kl: 0.000 
(epoch: 0, iters: 27700, time: 0.000, data: 0.000) G_GAN: 1.053 D: 0.462 G_GAN2: 0.952 D2: 0.485 G_L1: 0.324 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 27800, time: 0.000, data: 0.000) G_GAN: 1.570 D: 0.209 G_GAN2: 1.410 D2: 0.227 G_L1: 0.233 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 27900, time: 0.000, data: 0.000) G_GAN: 1.595 D: 0.211 G_GAN2: 1.447 D2: 0.217 G_L1: 0.306 z_L1: 0.404 kl: 0.005 
(epoch: 0, iters: 28000, time: 0.000, data: 0.000) G_GAN: 2.033 D: 0.180 G_GAN2: 2.077 D2: 0.214 G_L1: 0.307 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 28100, time: 0.000, data: 0.000) G_GAN: 1.870 D: 0.064 G_GAN2: 1.996 D2: 0.209 G_L1: 0.260 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 28200, time: 0.000, data: 0.000) G_GAN: 1.589 D: 0.234 G_GAN2: 1.880 D2: 0.242 G_L1: 0.310 z_L1: 0.404 kl: 0.001 
(epoch: 0, iters: 28300, time: 0.000, data: 0.000) G_GAN: 1.354 D: 0.409 G_GAN2: 1.068 D2: 0.497 G_L1: 0.385 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 28400, time: 0.000, data: 0.000) G_GAN: 1.543 D: 0.197 G_GAN2: 1.585 D2: 0.305 G_L1: 0.246 z_L1: 0.387 kl: 0.002 
(epoch: 0, iters: 28500, time: 0.000, data: 0.000) G_GAN: 1.204 D: 0.290 G_GAN2: 0.975 D2: 0.630 G_L1: 0.326 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 28600, time: 0.000, data: 0.000) G_GAN: 1.854 D: 0.146 G_GAN2: 1.478 D2: 0.215 G_L1: 0.276 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 28700, time: 0.000, data: 0.000) G_GAN: 1.797 D: 0.184 G_GAN2: 1.690 D2: 0.150 G_L1: 0.333 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 28800, time: 0.000, data: 0.000) G_GAN: 1.376 D: 0.241 G_GAN2: 1.268 D2: 0.298 G_L1: 0.290 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 28900, time: 0.000, data: 0.000) G_GAN: 1.783 D: 0.187 G_GAN2: 1.506 D2: 0.163 G_L1: 0.266 z_L1: 0.389 kl: 0.001 
(epoch: 0, iters: 29000, time: 0.000, data: 0.000) G_GAN: 1.348 D: 0.248 G_GAN2: 1.585 D2: 0.253 G_L1: 0.345 z_L1: 0.399 kl: 0.002 
(epoch: 0, iters: 29100, time: 0.000, data: 0.000) G_GAN: 1.829 D: 0.177 G_GAN2: 1.378 D2: 0.232 G_L1: 0.238 z_L1: 0.393 kl: 0.002 
(epoch: 0, iters: 29200, time: 0.000, data: 0.000) G_GAN: 1.776 D: 0.143 G_GAN2: 2.024 D2: 0.285 G_L1: 0.259 z_L1: 0.391 kl: 0.001 
(epoch: 0, iters: 29300, time: 0.000, data: 0.000) G_GAN: 1.303 D: 0.365 G_GAN2: 1.183 D2: 0.467 G_L1: 0.259 z_L1: 0.388 kl: 0.001 
(epoch: 0, iters: 29400, time: 0.000, data: 0.000) G_GAN: 1.847 D: 0.144 G_GAN2: 1.644 D2: 0.277 G_L1: 0.283 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 29500, time: 0.000, data: 0.000) G_GAN: 1.307 D: 0.282 G_GAN2: 1.619 D2: 0.218 G_L1: 0.281 z_L1: 0.394 kl: 0.002 
(epoch: 0, iters: 29600, time: 0.000, data: 0.000) G_GAN: 1.614 D: 0.175 G_GAN2: 1.933 D2: 0.152 G_L1: 0.277 z_L1: 0.395 kl: 0.009 
(epoch: 0, iters: 29700, time: 0.000, data: 0.000) G_GAN: 1.512 D: 0.264 G_GAN2: 1.874 D2: 0.260 G_L1: 0.293 z_L1: 0.405 kl: 0.086 
(epoch: 0, iters: 29800, time: 0.000, data: 0.000) G_GAN: 1.805 D: 0.316 G_GAN2: 1.228 D2: 0.363 G_L1: 0.298 z_L1: 0.395 kl: 0.004 
(epoch: 0, iters: 29900, time: 0.000, data: 0.000) G_GAN: 1.193 D: 0.403 G_GAN2: 1.392 D2: 0.383 G_L1: 0.303 z_L1: 0.391 kl: 0.002 
(epoch: 0, iters: 30000, time: 0.000, data: 0.000) G_GAN: 1.440 D: 0.151 G_GAN2: 1.789 D2: 0.187 G_L1: 0.245 z_L1: 0.404 kl: 0.000 
(epoch: 0, iters: 30100, time: 0.000, data: 0.000) G_GAN: 1.648 D: 0.347 G_GAN2: 1.831 D2: 0.272 G_L1: 0.380 z_L1: 0.390 kl: 0.001 
(epoch: 0, iters: 30200, time: 0.000, data: 0.000) G_GAN: 1.768 D: 0.334 G_GAN2: 1.489 D2: 0.305 G_L1: 0.280 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 30300, time: 0.000, data: 0.000) G_GAN: 1.859 D: 0.157 G_GAN2: 1.613 D2: 0.187 G_L1: 0.270 z_L1: 0.404 kl: 0.000 
(epoch: 0, iters: 30400, time: 0.000, data: 0.000) G_GAN: 1.654 D: 0.244 G_GAN2: 1.438 D2: 0.330 G_L1: 0.326 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 30500, time: 0.000, data: 0.000) G_GAN: 1.597 D: 0.219 G_GAN2: 1.528 D2: 0.268 G_L1: 0.316 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 30600, time: 0.000, data: 0.000) G_GAN: 1.346 D: 0.863 G_GAN2: 1.226 D2: 0.472 G_L1: 0.335 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 30700, time: 0.000, data: 0.000) G_GAN: 1.263 D: 0.299 G_GAN2: 0.868 D2: 0.459 G_L1: 0.321 z_L1: 0.390 kl: 0.000 
(epoch: 0, iters: 30800, time: 0.000, data: 0.000) G_GAN: 1.820 D: 0.162 G_GAN2: 1.630 D2: 0.153 G_L1: 0.231 z_L1: 0.391 kl: 0.002 
(epoch: 0, iters: 30900, time: 0.000, data: 0.000) G_GAN: 1.222 D: 0.336 G_GAN2: 1.329 D2: 0.303 G_L1: 0.360 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 31000, time: 0.000, data: 0.000) G_GAN: 1.490 D: 0.344 G_GAN2: 1.225 D2: 0.467 G_L1: 0.284 z_L1: 0.407 kl: 0.009 
(epoch: 0, iters: 31100, time: 0.000, data: 0.000) G_GAN: 1.914 D: 0.309 G_GAN2: 1.686 D2: 0.281 G_L1: 0.284 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 31200, time: 0.000, data: 0.000) G_GAN: 1.723 D: 0.189 G_GAN2: 1.701 D2: 0.162 G_L1: 0.276 z_L1: 0.400 kl: 0.006 
(epoch: 0, iters: 31300, time: 0.000, data: 0.000) G_GAN: 1.206 D: 0.547 G_GAN2: 1.139 D2: 0.604 G_L1: 0.373 z_L1: 0.396 kl: 0.003 
(epoch: 0, iters: 31400, time: 0.000, data: 0.000) G_GAN: 1.852 D: 0.149 G_GAN2: 1.757 D2: 0.134 G_L1: 0.271 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 31500, time: 0.000, data: 0.000) G_GAN: 1.377 D: 0.338 G_GAN2: 1.245 D2: 0.375 G_L1: 0.234 z_L1: 0.401 kl: 0.002 
(epoch: 0, iters: 31600, time: 0.000, data: 0.000) G_GAN: 1.405 D: 0.392 G_GAN2: 0.952 D2: 0.410 G_L1: 0.249 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 31700, time: 0.000, data: 0.000) G_GAN: 1.744 D: 0.175 G_GAN2: 1.572 D2: 0.209 G_L1: 0.322 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 31800, time: 0.000, data: 0.000) G_GAN: 1.993 D: 0.248 G_GAN2: 2.575 D2: 0.432 G_L1: 0.285 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 31900, time: 0.000, data: 0.000) G_GAN: 1.874 D: 0.118 G_GAN2: 1.606 D2: 0.109 G_L1: 0.303 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 32000, time: 0.000, data: 0.000) G_GAN: 1.740 D: 0.110 G_GAN2: 1.586 D2: 0.244 G_L1: 0.263 z_L1: 0.413 kl: 0.000 
(epoch: 0, iters: 32100, time: 0.000, data: 0.000) G_GAN: 1.581 D: 0.209 G_GAN2: 2.029 D2: 0.264 G_L1: 0.369 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 32200, time: 0.000, data: 0.000) G_GAN: 2.017 D: 0.153 G_GAN2: 1.769 D2: 0.190 G_L1: 0.335 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 32300, time: 0.000, data: 0.000) G_GAN: 1.742 D: 0.101 G_GAN2: 1.862 D2: 0.129 G_L1: 0.280 z_L1: 0.406 kl: 0.001 
(epoch: 0, iters: 32400, time: 0.000, data: 0.000) G_GAN: 1.498 D: 0.489 G_GAN2: 1.670 D2: 0.486 G_L1: 0.282 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 32500, time: 0.000, data: 0.000) G_GAN: 1.773 D: 0.230 G_GAN2: 1.696 D2: 0.246 G_L1: 0.287 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 32600, time: 0.000, data: 0.000) G_GAN: 1.219 D: 0.299 G_GAN2: 1.700 D2: 0.338 G_L1: 0.274 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 32700, time: 0.000, data: 0.000) G_GAN: 1.744 D: 0.139 G_GAN2: 1.829 D2: 0.114 G_L1: 0.278 z_L1: 0.393 kl: 0.012 
(epoch: 0, iters: 32800, time: 0.000, data: 0.000) G_GAN: 1.311 D: 0.334 G_GAN2: 1.047 D2: 0.619 G_L1: 0.294 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 32900, time: 0.000, data: 0.000) G_GAN: 1.655 D: 0.164 G_GAN2: 1.492 D2: 0.156 G_L1: 0.286 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 33000, time: 0.000, data: 0.000) G_GAN: 1.454 D: 0.175 G_GAN2: 1.728 D2: 0.162 G_L1: 0.305 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 33100, time: 0.000, data: 0.000) G_GAN: 1.799 D: 0.079 G_GAN2: 2.080 D2: 0.087 G_L1: 0.267 z_L1: 0.408 kl: 0.001 
(epoch: 0, iters: 33200, time: 0.000, data: 0.000) G_GAN: 1.627 D: 0.184 G_GAN2: 1.839 D2: 0.230 G_L1: 0.256 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 33300, time: 0.000, data: 0.000) G_GAN: 1.717 D: 0.116 G_GAN2: 1.705 D2: 0.094 G_L1: 0.281 z_L1: 0.406 kl: 0.000 
(epoch: 0, iters: 33400, time: 0.000, data: 0.000) G_GAN: 1.642 D: 0.158 G_GAN2: 1.698 D2: 0.150 G_L1: 0.336 z_L1: 0.401 kl: 0.004 
(epoch: 0, iters: 33500, time: 0.000, data: 0.000) G_GAN: 1.839 D: 0.068 G_GAN2: 1.866 D2: 0.110 G_L1: 0.269 z_L1: 0.409 kl: 0.004 
(epoch: 0, iters: 33600, time: 0.000, data: 0.000) G_GAN: 2.083 D: 0.188 G_GAN2: 1.543 D2: 0.213 G_L1: 0.297 z_L1: 0.388 kl: 0.000 
(epoch: 0, iters: 33700, time: 0.000, data: 0.000) G_GAN: 1.686 D: 0.186 G_GAN2: 1.650 D2: 0.181 G_L1: 0.284 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 33800, time: 0.000, data: 0.000) G_GAN: 1.435 D: 0.157 G_GAN2: 1.287 D2: 0.282 G_L1: 0.267 z_L1: 0.400 kl: 0.004 
(epoch: 0, iters: 33900, time: 0.000, data: 0.000) G_GAN: 1.520 D: 0.377 G_GAN2: 1.137 D2: 0.402 G_L1: 0.302 z_L1: 0.395 kl: 0.003 
(epoch: 0, iters: 34000, time: 0.000, data: 0.000) G_GAN: 1.811 D: 0.185 G_GAN2: 1.752 D2: 0.207 G_L1: 0.288 z_L1: 0.409 kl: 0.001 
(epoch: 0, iters: 34100, time: 0.000, data: 0.000) G_GAN: 1.754 D: 0.142 G_GAN2: 1.734 D2: 0.179 G_L1: 0.341 z_L1: 0.393 kl: 0.002 
(epoch: 0, iters: 34200, time: 0.000, data: 0.000) G_GAN: 1.498 D: 0.265 G_GAN2: 1.579 D2: 0.217 G_L1: 0.295 z_L1: 0.399 kl: 0.002 
(epoch: 0, iters: 34300, time: 0.000, data: 0.000) G_GAN: 1.595 D: 0.246 G_GAN2: 1.763 D2: 0.252 G_L1: 0.320 z_L1: 0.401 kl: 0.002 
(epoch: 0, iters: 34400, time: 0.000, data: 0.000) G_GAN: 1.878 D: 0.144 G_GAN2: 1.673 D2: 0.242 G_L1: 0.285 z_L1: 0.403 kl: 0.003 
(epoch: 0, iters: 34500, time: 0.000, data: 0.000) G_GAN: 1.963 D: 0.112 G_GAN2: 1.648 D2: 0.096 G_L1: 0.268 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 34600, time: 0.000, data: 0.000) G_GAN: 1.974 D: 0.186 G_GAN2: 2.334 D2: 0.420 G_L1: 0.435 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 34700, time: 0.000, data: 0.000) G_GAN: 1.608 D: 0.276 G_GAN2: 1.386 D2: 0.418 G_L1: 0.278 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 34800, time: 0.000, data: 0.000) G_GAN: 1.646 D: 0.165 G_GAN2: 1.568 D2: 0.154 G_L1: 0.335 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 34900, time: 0.000, data: 0.000) G_GAN: 1.239 D: 0.326 G_GAN2: 1.170 D2: 0.395 G_L1: 0.326 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 35000, time: 0.000, data: 0.000) G_GAN: 1.957 D: 0.075 G_GAN2: 1.744 D2: 0.094 G_L1: 0.279 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 35100, time: 0.000, data: 0.000) G_GAN: 1.722 D: 0.082 G_GAN2: 1.934 D2: 0.094 G_L1: 0.247 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 35200, time: 0.000, data: 0.000) G_GAN: 1.682 D: 0.299 G_GAN2: 1.282 D2: 0.291 G_L1: 0.320 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 35300, time: 0.000, data: 0.000) G_GAN: 1.134 D: 0.352 G_GAN2: 1.557 D2: 0.345 G_L1: 0.254 z_L1: 0.403 kl: 0.004 
(epoch: 0, iters: 35400, time: 0.000, data: 0.000) G_GAN: 1.719 D: 0.163 G_GAN2: 1.632 D2: 0.199 G_L1: 0.259 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 35500, time: 0.000, data: 0.000) G_GAN: 1.840 D: 0.147 G_GAN2: 1.632 D2: 0.229 G_L1: 0.278 z_L1: 0.389 kl: 0.001 
(epoch: 0, iters: 35600, time: 0.000, data: 0.000) G_GAN: 1.590 D: 0.280 G_GAN2: 1.449 D2: 0.238 G_L1: 0.279 z_L1: 0.400 kl: 0.011 
(epoch: 0, iters: 35700, time: 0.000, data: 0.000) G_GAN: 1.664 D: 0.285 G_GAN2: 1.627 D2: 0.342 G_L1: 0.292 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 35800, time: 0.000, data: 0.000) G_GAN: 1.888 D: 0.133 G_GAN2: 1.702 D2: 0.140 G_L1: 0.228 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 35900, time: 0.000, data: 0.000) G_GAN: 1.683 D: 0.158 G_GAN2: 1.651 D2: 0.138 G_L1: 0.285 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 36000, time: 0.000, data: 0.000) G_GAN: 1.837 D: 0.115 G_GAN2: 1.913 D2: 0.145 G_L1: 0.276 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 36100, time: 0.000, data: 0.000) G_GAN: 1.713 D: 0.138 G_GAN2: 2.042 D2: 0.170 G_L1: 0.293 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 36200, time: 0.000, data: 0.000) G_GAN: 1.248 D: 0.483 G_GAN2: 1.099 D2: 0.648 G_L1: 0.359 z_L1: 0.402 kl: 0.003 
(epoch: 0, iters: 36300, time: 0.000, data: 0.000) G_GAN: 1.993 D: 0.126 G_GAN2: 1.971 D2: 0.109 G_L1: 0.265 z_L1: 0.396 kl: 0.001 
(epoch: 0, iters: 36400, time: 0.000, data: 0.000) G_GAN: 1.711 D: 0.110 G_GAN2: 1.712 D2: 0.231 G_L1: 0.271 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 36500, time: 0.000, data: 0.000) G_GAN: 1.203 D: 0.301 G_GAN2: 1.527 D2: 0.292 G_L1: 0.391 z_L1: 0.388 kl: 0.001 
(epoch: 0, iters: 36600, time: 0.000, data: 0.000) G_GAN: 1.570 D: 0.167 G_GAN2: 1.564 D2: 0.274 G_L1: 0.322 z_L1: 0.406 kl: 0.001 
(epoch: 0, iters: 36700, time: 0.000, data: 0.000) G_GAN: 1.529 D: 0.154 G_GAN2: 1.271 D2: 0.323 G_L1: 0.321 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 36800, time: 0.000, data: 0.000) G_GAN: 1.519 D: 0.193 G_GAN2: 1.348 D2: 0.330 G_L1: 0.325 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 36900, time: 0.000, data: 0.000) G_GAN: 1.533 D: 0.172 G_GAN2: 1.870 D2: 0.235 G_L1: 0.313 z_L1: 0.401 kl: 0.001 
(epoch: 0, iters: 37000, time: 0.000, data: 0.000) G_GAN: 1.453 D: 0.212 G_GAN2: 1.563 D2: 0.348 G_L1: 0.333 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 37100, time: 0.000, data: 0.000) G_GAN: 1.583 D: 0.400 G_GAN2: 1.938 D2: 0.387 G_L1: 0.290 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 37200, time: 0.000, data: 0.000) G_GAN: 1.588 D: 0.214 G_GAN2: 1.541 D2: 0.221 G_L1: 0.307 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 37300, time: 0.000, data: 0.000) G_GAN: 1.661 D: 0.151 G_GAN2: 1.716 D2: 0.159 G_L1: 0.250 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 37400, time: 0.000, data: 0.000) G_GAN: 1.956 D: 0.116 G_GAN2: 1.765 D2: 0.140 G_L1: 0.252 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 37500, time: 0.000, data: 0.000) G_GAN: 1.886 D: 0.078 G_GAN2: 1.940 D2: 0.097 G_L1: 0.235 z_L1: 0.392 kl: 0.001 
(epoch: 0, iters: 37600, time: 0.000, data: 0.000) G_GAN: 1.407 D: 0.298 G_GAN2: 1.456 D2: 0.337 G_L1: 0.341 z_L1: 0.404 kl: 0.000 
(epoch: 0, iters: 37700, time: 0.000, data: 0.000) G_GAN: 1.766 D: 0.204 G_GAN2: 1.999 D2: 0.237 G_L1: 0.244 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 37800, time: 0.000, data: 0.000) G_GAN: 1.670 D: 0.126 G_GAN2: 1.671 D2: 0.129 G_L1: 0.312 z_L1: 0.410 kl: 0.001 
(epoch: 0, iters: 37900, time: 0.000, data: 0.000) G_GAN: 1.800 D: 0.093 G_GAN2: 1.776 D2: 0.132 G_L1: 0.272 z_L1: 0.388 kl: 0.000 
(epoch: 0, iters: 38000, time: 0.000, data: 0.000) G_GAN: 1.917 D: 0.082 G_GAN2: 1.680 D2: 0.077 G_L1: 0.223 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 38100, time: 0.000, data: 0.000) G_GAN: 1.812 D: 0.164 G_GAN2: 1.353 D2: 0.221 G_L1: 0.278 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 38200, time: 0.000, data: 0.000) G_GAN: 1.924 D: 0.120 G_GAN2: 1.637 D2: 0.130 G_L1: 0.266 z_L1: 0.396 kl: 0.011 
(epoch: 0, iters: 38300, time: 0.000, data: 0.000) G_GAN: 1.842 D: 0.168 G_GAN2: 1.723 D2: 0.201 G_L1: 0.344 z_L1: 0.405 kl: 0.001 
(epoch: 0, iters: 38400, time: 0.000, data: 0.000) G_GAN: 1.664 D: 0.103 G_GAN2: 1.627 D2: 0.166 G_L1: 0.275 z_L1: 0.405 kl: 0.001 
(epoch: 0, iters: 38500, time: 0.000, data: 0.000) G_GAN: 1.734 D: 0.264 G_GAN2: 1.129 D2: 0.339 G_L1: 0.317 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 38600, time: 0.000, data: 0.000) G_GAN: 1.592 D: 0.185 G_GAN2: 1.453 D2: 0.222 G_L1: 0.286 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 38700, time: 0.000, data: 0.000) G_GAN: 1.810 D: 0.127 G_GAN2: 1.684 D2: 0.127 G_L1: 0.304 z_L1: 0.406 kl: 0.005 
(epoch: 0, iters: 38800, time: 0.000, data: 0.000) G_GAN: 1.716 D: 0.110 G_GAN2: 2.118 D2: 0.146 G_L1: 0.275 z_L1: 0.387 kl: 0.000 
(epoch: 0, iters: 38900, time: 0.000, data: 0.000) G_GAN: 1.657 D: 0.170 G_GAN2: 1.577 D2: 0.212 G_L1: 0.279 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 39000, time: 0.000, data: 0.000) G_GAN: 1.753 D: 0.080 G_GAN2: 1.816 D2: 0.097 G_L1: 0.282 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 39100, time: 0.000, data: 0.000) G_GAN: 1.797 D: 0.116 G_GAN2: 1.570 D2: 0.198 G_L1: 0.284 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 39200, time: 0.000, data: 0.000) G_GAN: 1.381 D: 0.395 G_GAN2: 1.394 D2: 0.257 G_L1: 0.271 z_L1: 0.399 kl: 0.003 
(epoch: 0, iters: 39300, time: 0.000, data: 0.000) G_GAN: 1.507 D: 0.211 G_GAN2: 1.735 D2: 0.193 G_L1: 0.229 z_L1: 0.394 kl: 0.003 
(epoch: 0, iters: 39400, time: 0.000, data: 0.000) G_GAN: 1.078 D: 0.417 G_GAN2: 0.928 D2: 0.544 G_L1: 0.323 z_L1: 0.395 kl: 0.004 
(epoch: 0, iters: 39500, time: 0.000, data: 0.000) G_GAN: 2.028 D: 0.155 G_GAN2: 1.597 D2: 0.170 G_L1: 0.300 z_L1: 0.399 kl: 0.001 
(epoch: 0, iters: 39600, time: 0.000, data: 0.000) G_GAN: 1.384 D: 0.538 G_GAN2: 1.606 D2: 0.140 G_L1: 0.362 z_L1: 0.404 kl: 0.006 
(epoch: 0, iters: 39700, time: 0.000, data: 0.000) G_GAN: 1.866 D: 0.121 G_GAN2: 1.948 D2: 0.152 G_L1: 0.273 z_L1: 0.402 kl: 0.003 
(epoch: 0, iters: 39800, time: 0.000, data: 0.000) G_GAN: 1.751 D: 0.189 G_GAN2: 1.429 D2: 0.171 G_L1: 0.338 z_L1: 0.403 kl: 0.002 
(epoch: 0, iters: 39900, time: 0.000, data: 0.000) G_GAN: 1.808 D: 0.214 G_GAN2: 1.890 D2: 0.225 G_L1: 0.279 z_L1: 0.412 kl: 0.002 
(epoch: 0, iters: 40000, time: 0.000, data: 0.000) G_GAN: 1.770 D: 0.119 G_GAN2: 1.735 D2: 0.172 G_L1: 0.265 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 40100, time: 0.000, data: 0.000) G_GAN: 1.937 D: 0.199 G_GAN2: 1.498 D2: 0.237 G_L1: 0.277 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 40200, time: 0.000, data: 0.000) G_GAN: 1.864 D: 0.087 G_GAN2: 1.867 D2: 0.088 G_L1: 0.339 z_L1: 0.397 kl: 0.002 
(epoch: 0, iters: 40300, time: 0.000, data: 0.000) G_GAN: 1.522 D: 0.181 G_GAN2: 1.824 D2: 0.209 G_L1: 0.299 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 40400, time: 0.000, data: 0.000) G_GAN: 1.964 D: 0.111 G_GAN2: 1.673 D2: 0.141 G_L1: 0.250 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 40500, time: 0.000, data: 0.000) G_GAN: 1.481 D: 0.097 G_GAN2: 1.792 D2: 0.086 G_L1: 0.271 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 40600, time: 0.000, data: 0.000) G_GAN: 1.803 D: 0.072 G_GAN2: 1.926 D2: 0.100 G_L1: 0.281 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 40700, time: 0.000, data: 0.000) G_GAN: 1.795 D: 0.214 G_GAN2: 1.660 D2: 0.207 G_L1: 0.242 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 40800, time: 0.000, data: 0.000) G_GAN: 1.931 D: 0.204 G_GAN2: 1.707 D2: 0.146 G_L1: 0.294 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 40900, time: 0.000, data: 0.000) G_GAN: 1.772 D: 0.181 G_GAN2: 1.493 D2: 0.234 G_L1: 0.267 z_L1: 0.393 kl: 0.040 
(epoch: 0, iters: 41000, time: 0.000, data: 0.000) G_GAN: 1.687 D: 0.177 G_GAN2: 1.556 D2: 0.184 G_L1: 0.275 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 41100, time: 0.000, data: 0.000) G_GAN: 1.836 D: 0.056 G_GAN2: 1.925 D2: 0.082 G_L1: 0.269 z_L1: 0.402 kl: 0.006 
(epoch: 0, iters: 41200, time: 0.000, data: 0.000) G_GAN: 1.940 D: 0.053 G_GAN2: 1.847 D2: 0.081 G_L1: 0.273 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 41300, time: 0.000, data: 0.000) G_GAN: 1.343 D: 0.253 G_GAN2: 1.832 D2: 0.232 G_L1: 0.271 z_L1: 0.389 kl: 0.001 
(epoch: 0, iters: 41400, time: 0.000, data: 0.000) G_GAN: 1.552 D: 0.259 G_GAN2: 1.457 D2: 0.239 G_L1: 0.352 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 41500, time: 0.000, data: 0.000) G_GAN: 1.659 D: 0.105 G_GAN2: 1.548 D2: 0.125 G_L1: 0.262 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 41600, time: 0.000, data: 0.000) G_GAN: 1.517 D: 0.156 G_GAN2: 1.537 D2: 0.165 G_L1: 0.297 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 41700, time: 0.000, data: 0.000) G_GAN: 1.471 D: 0.313 G_GAN2: 1.511 D2: 0.300 G_L1: 0.281 z_L1: 0.405 kl: 0.003 
(epoch: 0, iters: 41800, time: 0.000, data: 0.000) G_GAN: 1.271 D: 0.304 G_GAN2: 1.354 D2: 0.378 G_L1: 0.297 z_L1: 0.403 kl: 0.002 
(epoch: 0, iters: 41900, time: 0.000, data: 0.000) G_GAN: 1.835 D: 0.326 G_GAN2: 1.430 D2: 0.218 G_L1: 0.251 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 42000, time: 0.000, data: 0.000) G_GAN: 1.812 D: 0.124 G_GAN2: 2.107 D2: 0.115 G_L1: 0.235 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 42100, time: 0.000, data: 0.000) G_GAN: 1.650 D: 0.114 G_GAN2: 1.666 D2: 0.159 G_L1: 0.299 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 42200, time: 0.000, data: 0.000) G_GAN: 1.788 D: 0.194 G_GAN2: 1.839 D2: 0.189 G_L1: 0.322 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 42300, time: 0.000, data: 0.000) G_GAN: 1.362 D: 0.314 G_GAN2: 1.411 D2: 0.244 G_L1: 0.353 z_L1: 0.407 kl: 0.000 
(epoch: 0, iters: 42400, time: 0.000, data: 0.000) G_GAN: 1.877 D: 0.176 G_GAN2: 1.799 D2: 0.153 G_L1: 0.280 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 42500, time: 0.000, data: 0.000) G_GAN: 1.901 D: 0.174 G_GAN2: 2.081 D2: 0.245 G_L1: 0.278 z_L1: 0.403 kl: 0.000 
(epoch: 0, iters: 42600, time: 0.000, data: 0.000) G_GAN: 1.442 D: 0.167 G_GAN2: 1.533 D2: 0.283 G_L1: 0.295 z_L1: 0.409 kl: 0.001 
(epoch: 0, iters: 42700, time: 0.000, data: 0.000) G_GAN: 1.506 D: 0.196 G_GAN2: 1.602 D2: 0.138 G_L1: 0.292 z_L1: 0.409 kl: 0.001 
(epoch: 0, iters: 42800, time: 0.000, data: 0.000) G_GAN: 2.023 D: 0.125 G_GAN2: 1.722 D2: 0.122 G_L1: 0.266 z_L1: 0.390 kl: 0.001 
(epoch: 0, iters: 42900, time: 0.000, data: 0.000) G_GAN: 1.716 D: 0.152 G_GAN2: 1.668 D2: 0.195 G_L1: 0.274 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 43000, time: 0.000, data: 0.000) G_GAN: 1.837 D: 0.087 G_GAN2: 1.919 D2: 0.142 G_L1: 0.277 z_L1: 0.400 kl: 0.002 
(epoch: 0, iters: 43100, time: 0.000, data: 0.000) G_GAN: 1.989 D: 0.098 G_GAN2: 2.098 D2: 0.184 G_L1: 0.343 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 43200, time: 0.000, data: 0.000) G_GAN: 1.616 D: 0.135 G_GAN2: 1.593 D2: 0.138 G_L1: 0.279 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 43300, time: 0.000, data: 0.000) G_GAN: 1.568 D: 0.144 G_GAN2: 1.832 D2: 0.154 G_L1: 0.277 z_L1: 0.400 kl: 0.001 
(epoch: 0, iters: 43400, time: 0.000, data: 0.000) G_GAN: 1.750 D: 0.120 G_GAN2: 1.750 D2: 0.143 G_L1: 0.339 z_L1: 0.411 kl: 0.002 
(epoch: 0, iters: 43500, time: 0.000, data: 0.000) G_GAN: 1.353 D: 0.225 G_GAN2: 1.354 D2: 0.262 G_L1: 0.309 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 43600, time: 0.000, data: 0.000) G_GAN: 1.845 D: 0.069 G_GAN2: 1.553 D2: 0.148 G_L1: 0.335 z_L1: 0.393 kl: 0.000 
(epoch: 0, iters: 43700, time: 0.000, data: 0.000) G_GAN: 1.768 D: 0.141 G_GAN2: 1.787 D2: 0.099 G_L1: 0.254 z_L1: 0.402 kl: 0.002 
(epoch: 0, iters: 43800, time: 0.000, data: 0.000) G_GAN: 1.814 D: 0.072 G_GAN2: 1.904 D2: 0.115 G_L1: 0.250 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 43900, time: 0.000, data: 0.000) G_GAN: 1.817 D: 0.082 G_GAN2: 2.045 D2: 0.136 G_L1: 0.282 z_L1: 0.399 kl: 0.000 
(epoch: 0, iters: 44000, time: 0.000, data: 0.000) G_GAN: 1.691 D: 0.109 G_GAN2: 1.734 D2: 0.152 G_L1: 0.269 z_L1: 0.393 kl: 0.002 
(epoch: 0, iters: 44100, time: 0.000, data: 0.000) G_GAN: 1.934 D: 0.074 G_GAN2: 1.824 D2: 0.099 G_L1: 0.263 z_L1: 0.398 kl: 0.001 
(epoch: 0, iters: 44200, time: 0.000, data: 0.000) G_GAN: 1.651 D: 0.134 G_GAN2: 1.426 D2: 0.165 G_L1: 0.266 z_L1: 0.411 kl: 0.002 
(epoch: 0, iters: 44300, time: 0.000, data: 0.000) G_GAN: 2.037 D: 0.061 G_GAN2: 1.660 D2: 0.095 G_L1: 0.273 z_L1: 0.402 kl: 0.006 
(epoch: 0, iters: 44400, time: 0.000, data: 0.000) G_GAN: 1.288 D: 0.362 G_GAN2: 1.221 D2: 0.597 G_L1: 0.394 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 44500, time: 0.000, data: 0.000) G_GAN: 1.619 D: 0.133 G_GAN2: 1.872 D2: 0.170 G_L1: 0.308 z_L1: 0.392 kl: 0.002 
(epoch: 0, iters: 44600, time: 0.000, data: 0.000) G_GAN: 1.694 D: 0.087 G_GAN2: 1.814 D2: 0.090 G_L1: 0.283 z_L1: 0.402 kl: 0.012 
(epoch: 0, iters: 44700, time: 0.000, data: 0.000) G_GAN: 1.954 D: 0.072 G_GAN2: 1.928 D2: 0.152 G_L1: 0.251 z_L1: 0.404 kl: 0.001 
(epoch: 0, iters: 44800, time: 0.000, data: 0.000) G_GAN: 2.159 D: 0.131 G_GAN2: 1.455 D2: 0.139 G_L1: 0.266 z_L1: 0.406 kl: 0.002 
(epoch: 0, iters: 44900, time: 0.000, data: 0.000) G_GAN: 1.796 D: 0.068 G_GAN2: 1.826 D2: 0.117 G_L1: 0.281 z_L1: 0.406 kl: 0.003 
(epoch: 0, iters: 45000, time: 0.000, data: 0.000) G_GAN: 2.017 D: 0.048 G_GAN2: 1.692 D2: 0.085 G_L1: 0.225 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 45100, time: 0.000, data: 0.000) G_GAN: 1.984 D: 0.063 G_GAN2: 1.899 D2: 0.099 G_L1: 0.241 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 45200, time: 0.000, data: 0.000) G_GAN: 2.110 D: 0.162 G_GAN2: 1.793 D2: 0.190 G_L1: 0.267 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 45300, time: 0.000, data: 0.000) G_GAN: 1.731 D: 0.157 G_GAN2: 1.612 D2: 0.218 G_L1: 0.269 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 45400, time: 0.000, data: 0.000) G_GAN: 1.927 D: 0.082 G_GAN2: 1.871 D2: 0.062 G_L1: 0.253 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 45500, time: 0.000, data: 0.000) G_GAN: 1.847 D: 0.127 G_GAN2: 1.723 D2: 0.168 G_L1: 0.375 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 45600, time: 0.000, data: 0.000) G_GAN: 1.631 D: 0.253 G_GAN2: 2.026 D2: 0.274 G_L1: 0.324 z_L1: 0.405 kl: 0.004 
(epoch: 0, iters: 45700, time: 0.000, data: 0.000) G_GAN: 1.639 D: 0.105 G_GAN2: 1.861 D2: 0.093 G_L1: 0.335 z_L1: 0.403 kl: 0.001 
(epoch: 0, iters: 45800, time: 0.000, data: 0.000) G_GAN: 1.593 D: 0.119 G_GAN2: 1.564 D2: 0.262 G_L1: 0.318 z_L1: 0.398 kl: 0.000 
(epoch: 0, iters: 45900, time: 0.000, data: 0.000) G_GAN: 1.999 D: 0.044 G_GAN2: 1.818 D2: 0.066 G_L1: 0.246 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 46000, time: 0.000, data: 0.000) G_GAN: 1.976 D: 0.155 G_GAN2: 1.801 D2: 0.134 G_L1: 0.204 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 46100, time: 0.000, data: 0.000) G_GAN: 1.688 D: 0.215 G_GAN2: 1.562 D2: 0.136 G_L1: 0.251 z_L1: 0.392 kl: 0.000 
(epoch: 0, iters: 46200, time: 0.000, data: 0.000) G_GAN: 1.727 D: 0.093 G_GAN2: 1.723 D2: 0.145 G_L1: 0.231 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 46300, time: 0.000, data: 0.000) G_GAN: 1.777 D: 0.085 G_GAN2: 1.776 D2: 0.080 G_L1: 0.251 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 46400, time: 0.000, data: 0.000) G_GAN: 1.788 D: 0.101 G_GAN2: 1.801 D2: 0.170 G_L1: 0.294 z_L1: 0.394 kl: 0.001 
(epoch: 0, iters: 46500, time: 0.000, data: 0.000) G_GAN: 1.828 D: 0.137 G_GAN2: 1.672 D2: 0.164 G_L1: 0.236 z_L1: 0.396 kl: 0.004 
(epoch: 0, iters: 46600, time: 0.000, data: 0.000) G_GAN: 1.572 D: 0.163 G_GAN2: 1.479 D2: 0.289 G_L1: 0.322 z_L1: 0.402 kl: 0.001 
(epoch: 0, iters: 46700, time: 0.000, data: 0.000) G_GAN: 1.974 D: 0.085 G_GAN2: 1.810 D2: 0.098 G_L1: 0.277 z_L1: 0.402 kl: 0.002 
(epoch: 0, iters: 46800, time: 0.000, data: 0.000) G_GAN: 1.837 D: 0.083 G_GAN2: 1.891 D2: 0.121 G_L1: 0.252 z_L1: 0.396 kl: 0.002 
(epoch: 0, iters: 46900, time: 0.000, data: 0.000) G_GAN: 1.760 D: 0.091 G_GAN2: 1.865 D2: 0.108 G_L1: 0.275 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 47000, time: 0.000, data: 0.000) G_GAN: 1.976 D: 0.069 G_GAN2: 1.949 D2: 0.080 G_L1: 0.342 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 47100, time: 0.000, data: 0.000) G_GAN: 1.761 D: 0.168 G_GAN2: 1.573 D2: 0.224 G_L1: 0.286 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 47200, time: 0.000, data: 0.000) G_GAN: 1.855 D: 0.080 G_GAN2: 1.923 D2: 0.078 G_L1: 0.280 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 47300, time: 0.000, data: 0.000) G_GAN: 2.005 D: 0.054 G_GAN2: 1.754 D2: 0.075 G_L1: 0.261 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 47400, time: 0.000, data: 0.000) G_GAN: 1.944 D: 0.067 G_GAN2: 1.778 D2: 0.068 G_L1: 0.280 z_L1: 0.405 kl: 0.010 
(epoch: 0, iters: 47500, time: 0.000, data: 0.000) G_GAN: 1.824 D: 0.119 G_GAN2: 1.620 D2: 0.161 G_L1: 0.296 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 47600, time: 0.000, data: 0.000) G_GAN: 1.712 D: 0.119 G_GAN2: 1.804 D2: 0.149 G_L1: 0.247 z_L1: 0.391 kl: 0.000 
(epoch: 0, iters: 47700, time: 0.000, data: 0.000) G_GAN: 1.944 D: 0.055 G_GAN2: 1.844 D2: 0.091 G_L1: 0.268 z_L1: 0.404 kl: 0.000 
(epoch: 0, iters: 47800, time: 0.000, data: 0.000) G_GAN: 1.674 D: 0.119 G_GAN2: 1.651 D2: 0.122 G_L1: 0.278 z_L1: 0.405 kl: 0.000 
(epoch: 0, iters: 47900, time: 0.000, data: 0.000) G_GAN: 1.829 D: 0.078 G_GAN2: 1.848 D2: 0.105 G_L1: 0.287 z_L1: 0.408 kl: 0.000 
(epoch: 0, iters: 48000, time: 0.000, data: 0.000) G_GAN: 1.883 D: 0.060 G_GAN2: 1.671 D2: 0.078 G_L1: 0.275 z_L1: 0.389 kl: 0.000 
(epoch: 0, iters: 48100, time: 0.000, data: 0.000) G_GAN: 1.988 D: 0.047 G_GAN2: 1.996 D2: 0.040 G_L1: 0.367 z_L1: 0.409 kl: 0.001 
(epoch: 0, iters: 48200, time: 0.000, data: 0.000) G_GAN: 1.945 D: 0.023 G_GAN2: 2.024 D2: 0.036 G_L1: 0.403 z_L1: 0.401 kl: 0.000 
(epoch: 0, iters: 48300, time: 0.000, data: 0.000) G_GAN: 1.926 D: 0.107 G_GAN2: 2.010 D2: 0.078 G_L1: 0.284 z_L1: 0.397 kl: 0.000 
(epoch: 0, iters: 48400, time: 0.000, data: 0.000) G_GAN: 1.607 D: 0.103 G_GAN2: 1.844 D2: 0.131 G_L1: 0.269 z_L1: 0.397 kl: 0.001 
(epoch: 0, iters: 48500, time: 0.000, data: 0.000) G_GAN: 2.010 D: 0.093 G_GAN2: 1.983 D2: 0.127 G_L1: 0.270 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 48600, time: 0.000, data: 0.000) G_GAN: 1.586 D: 0.087 G_GAN2: 1.733 D2: 0.161 G_L1: 0.278 z_L1: 0.410 kl: 0.000 
(epoch: 0, iters: 48700, time: 0.000, data: 0.000) G_GAN: 1.829 D: 0.051 G_GAN2: 1.938 D2: 0.052 G_L1: 0.227 z_L1: 0.395 kl: 0.001 
(epoch: 0, iters: 48800, time: 0.000, data: 0.000) G_GAN: 2.125 D: 0.052 G_GAN2: 1.959 D2: 0.075 G_L1: 0.239 z_L1: 0.396 kl: 0.000 
(epoch: 0, iters: 48900, time: 0.000, data: 0.000) G_GAN: 1.615 D: 0.126 G_GAN2: 1.906 D2: 0.099 G_L1: 0.290 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 49000, time: 0.000, data: 0.000) G_GAN: 2.047 D: 0.067 G_GAN2: 1.909 D2: 0.084 G_L1: 0.248 z_L1: 0.388 kl: 0.000 
(epoch: 0, iters: 49100, time: 0.000, data: 0.000) G_GAN: 1.890 D: 0.064 G_GAN2: 1.914 D2: 0.127 G_L1: 0.243 z_L1: 0.408 kl: 0.000 
(epoch: 0, iters: 49200, time: 0.000, data: 0.000) G_GAN: 1.806 D: 0.040 G_GAN2: 1.817 D2: 0.061 G_L1: 0.219 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 49300, time: 0.000, data: 0.000) G_GAN: 1.935 D: 0.113 G_GAN2: 1.927 D2: 0.108 G_L1: 0.249 z_L1: 0.394 kl: 0.000 
(epoch: 0, iters: 49400, time: 0.000, data: 0.000) G_GAN: 1.631 D: 0.120 G_GAN2: 1.610 D2: 0.106 G_L1: 0.290 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 49500, time: 0.000, data: 0.000) G_GAN: 1.932 D: 0.089 G_GAN2: 1.859 D2: 0.088 G_L1: 0.273 z_L1: 0.405 kl: 0.010 
(epoch: 0, iters: 49600, time: 0.000, data: 0.000) G_GAN: 1.721 D: 0.090 G_GAN2: 1.731 D2: 0.206 G_L1: 0.333 z_L1: 0.400 kl: 0.000 
(epoch: 0, iters: 49700, time: 0.000, data: 0.000) G_GAN: 1.798 D: 0.080 G_GAN2: 1.905 D2: 0.076 G_L1: 0.279 z_L1: 0.402 kl: 0.000 
(epoch: 0, iters: 49800, time: 0.000, data: 0.000) G_GAN: 1.943 D: 0.054 G_GAN2: 1.894 D2: 0.066 G_L1: 0.257 z_L1: 0.395 kl: 0.000 
(epoch: 0, iters: 49900, time: 0.000, data: 0.000) G_GAN: 1.720 D: 0.136 G_GAN2: 1.589 D2: 0.220 G_L1: 0.288 z_L1: 0.402 kl: 0.000 
================ Training Loss (Fri Jun 29 04:33:00 2018) ================
================ Training Loss (Fri Jun 29 04:36:39 2018) ================