ESRGAN/UniversalUpscaler/Legacy/UniversalUpscaler_Soft.log

20-10-24 03:01:50.119 - INFO: Set [resume_state] to ../experiments/4x_UniversalUpscalerV5/training_state/latest.state
20-10-24 03:01:50.119 - INFO: Resuming training from epoch: 298, iter: 105077.
20-10-24 03:01:50.119 - WARNING: pretrain_model path will be ignored when resuming training.
20-10-24 03:01:50.119 - INFO: Set [pretrain_model_G] to C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models\latest_G.pth
20-10-24 03:01:50.119 - INFO: Set [pretrain_model_D] to C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models\latest_D.pth
20-10-24 03:01:50.119 - INFO:   name: 4x_UniversalUpscalerV5
  use_tb_logger: True
  model: srragan
  scale: 4
  gpu_ids: [0]
  use_amp: True
  datasets:[
    train:[
      name: 4x_UniversalUpscalerV5
      mode: LRHROTF
      dataroot_HR: ../datasets/train/hr
      dataroot_LR: ../datasets/train/lr
      subset_file: None
      use_shuffle: True
      znorm: False
      n_workers: 4
      batch_size: 4
      virtual_batch_size: 4
      HR_size: 128
      image_channels: 3
      lr_downscale: False
      lr_downscale_types: [1, 2, 777]
      use_flip: False
      use_rot: False
      hr_rrot: False
      lr_blur: False
      lr_blur_types:[
        gaussian: 1
        clean: 3
      ]
      lr_noise: False
      lr_noise_types:[
        gaussian: 1
        JPEG: 1
        clean: 4
      ]
      lr_noise2: False
      lr_noise_types2:[
        dither: 2
        clean: 2
      ]
      hr_noise: False
      hr_noise_types:[
        gaussian: 1
        clean: 4
      ]
      phase: train
      scale: 4
      data_type: img
    ]
    val:[
      name: val_images
      mode: LRHROTF
      dataroot_HR: ../datasets/val/hr
      dataroot_LR: ../datasets/val/lr
      znorm: False
      lr_downscale: False
      lr_downscale_types: [1, 2]
      phase: val
      scale: 4
      data_type: img
    ]
  ]
  path:[
    strict: False
    root: C:/nn/BasicSR
    pretrain_model_G: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models\latest_G.pth
    resume_state: ../experiments/4x_UniversalUpscalerV5/training_state/latest.state
    experiments_root: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5
    models: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models
    training_state: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\training_state
    log: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5
    val_images: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\val_images
    pretrain_model_D: C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models\latest_D.pth
  ]
  network_G:[
    which_model_G: RRDB_net
    norm_type: None
    mode: CNA
    nf: 64
    nb: 23
    in_nc: 3
    out_nc: 3
    gc: 32
    group: 1
    convtype: Conv2D
    net_act: leakyrelu
    gaussian: True
    plus: False
    scale: 4
  ]
  network_D:[
    which_model_D: patchgan
    norm_type: batch
    act_type: leakyrelu
    mode: CNA
    nf: 64
    in_nc: 3
    nlayer: 3
    num_D: 3
  ]
  train:[
    lr_G: 0.0001
    weight_decay_G: 0
    beta1_G: 0.9
    lr_D: 0.0001
    weight_decay_D: 0
    beta1_D: 0.9
    lr_scheme: MultiStepLR
    lr_steps: [50000, 100000, 200000, 300000]
    lr_gamma: 0.5
    pixel_criterion: cb
    pixel_weight: 1
    cx_weight: 0.5
    cx_type: contextual
    cx_vgg_layers:[
      conv_3_2: 1
      conv_4_2: 1
    ]
    tv_type: 4D
    tv_weight: 1e-05
    tv_norm: 1
    lpips_weight: 0.1
    lpips_type: net-lin
    lpips_net: squeeze
    gan_type: vanilla
    gan_weight: 0.005
    D_update_ratio: 1
    D_init_iters: 0
    gp_weigth: 10
    manual_seed: 0
    niter: 500000.0
    val_freq: 2500
    metrics: psnr,ssim,lpips
    overwrite_val_imgs: None
  ]
  logger:[
    print_freq: 200
    save_checkpoint_freq: 5000.0
    overwrite_chkp: False
  ]
  is_train: True

20-10-24 03:01:50.366 - INFO: Random seed: 0
20-10-24 03:01:50.392 - INFO: Dataset [LRHRDataset - 4x_UniversalUpscalerV5] is created.
20-10-24 03:01:50.393 - INFO: Number of train images: 1,400, iters: 350
20-10-24 03:01:50.393 - INFO: Total epochs needed: 1429 for iters 500,000
20-10-24 03:01:50.393 - INFO: Dataset [LRHRDataset - val_images] is created.
20-10-24 03:01:50.393 - INFO: Number of val images in [val_images]: 6
20-10-24 03:01:50.406 - INFO: AMP library available
20-10-24 03:01:50.560 - INFO: Initialization method [kaiming]
20-10-24 03:01:50.828 - INFO: Initialization method [kaiming]
20-10-24 03:01:50.853 - INFO: Loading pretrained model for G [C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models\latest_G.pth] ...
20-10-24 03:01:51.199 - INFO: Loading pretrained model for D [C:/nn/BasicSR\experiments\4x_UniversalUpscalerV5\models\latest_D.pth] ...
20-10-24 03:01:53.550 - INFO: AMP enabled
20-10-24 03:01:53.550 - INFO: Model [SRRaGANModel] is created.
20-10-24 03:01:53.633 - INFO: Start training from epoch: 298, iter: 105077
20-10-24 03:02:50.984 - INFO: <epoch:298, iter: 105,200, lr:2.500e-05> pix-cb: 1.5684e-02 dtv-l1: 2.0870e-02 contextual: 1.4365e+00 fea-lpips-net-lin-squeeze: 4.3945e-03 l_g_gan: 8.3772e-05 l_d_real: 4.5464e+00 l_d_fake: 4.5475e+00 D_real: -3.9453e+00 D_fake: 5.8447e-01 
20-10-24 03:04:13.181 - INFO: <epoch:298, iter: 105,400, lr:2.500e-05> pix-cb: 1.7269e-02 dtv-l1: 2.1967e-02 contextual: 9.2570e-01 fea-lpips-net-lin-squeeze: 3.7861e-03 l_g_gan: 2.9009e-02 l_d_real: 4.3131e-03 l_d_fake: 5.6671e-03 D_real: -1.2295e+00 D_fake: -7.0273e+00 
20-10-24 03:05:39.857 - INFO: <epoch:299, iter: 105,600, lr:2.500e-05> pix-cb: 1.9643e-02 dtv-l1: 2.3193e-02 contextual: 1.1237e+00 fea-lpips-net-lin-squeeze: 8.8577e-03 l_g_gan: 2.4342e-02 l_d_real: 1.3242e-02 l_d_fake: 1.3146e-02 D_real: 2.9883e+00 D_fake: -1.8672e+00 
20-10-24 03:07:06.702 - INFO: <epoch:300, iter: 105,800, lr:2.500e-05> pix-cb: 1.0832e-02 dtv-l1: 2.1496e-02 contextual: 7.7723e-01 fea-lpips-net-lin-squeeze: 3.0155e-03 l_g_gan: 1.4144e-02 l_d_real: 1.2829e-01 l_d_fake: 1.2242e-01 D_real: -1.0953e+01 D_fake: -1.3656e+01 
20-10-24 03:08:29.125 - INFO: <epoch:300, iter: 106,000, lr:2.500e-05> pix-cb: 1.9219e-02 dtv-l1: 2.6112e-02 contextual: 7.6418e-01 fea-lpips-net-lin-squeeze: 3.9291e-03 l_g_gan: 2.1063e-02 l_d_real: 3.8931e-02 l_d_fake: 3.1282e-02 D_real: 4.7695e+00 D_fake: 5.9180e-01 
20-10-24 03:09:55.457 - INFO: <epoch:301, iter: 106,200, lr:2.500e-05> pix-cb: 2.0993e-02 dtv-l1: 2.2130e-02 contextual: 1.3753e+00 fea-lpips-net-lin-squeeze: 5.0735e-03 l_g_gan: 2.3232e-02 l_d_real: 1.6010e-02 l_d_fake: 1.8352e-02 D_real: 1.0625e+00 D_fake: -3.5664e+00 
20-10-24 03:11:17.270 - INFO: <epoch:301, iter: 106,400, lr:2.500e-05> pix-cb: 1.9601e-02 dtv-l1: 2.3419e-02 contextual: 4.7563e-01 fea-lpips-net-lin-squeeze: 3.1490e-03 l_g_gan: 2.2712e-02 l_d_real: 2.6132e-02 l_d_fake: 1.8989e-02 D_real: 3.4922e+00 D_fake: -1.0273e+00 
20-10-24 03:12:44.128 - INFO: <epoch:302, iter: 106,600, lr:2.500e-05> pix-cb: 1.7832e-02 dtv-l1: 2.7715e-02 contextual: 8.4359e-01 fea-lpips-net-lin-squeeze: 4.4670e-03 l_g_gan: 2.6131e-02 l_d_real: 8.5111e-03 l_d_fake: 8.8239e-03 D_real: 1.4541e+00 D_fake: -3.7637e+00 
20-10-24 03:14:06.504 - INFO: <epoch:302, iter: 106,800, lr:2.500e-05> pix-cb: 2.2507e-02 dtv-l1: 2.0251e-02 contextual: 1.7740e+00 fea-lpips-net-lin-squeeze: 5.0621e-03 l_g_gan: 2.1841e-02 l_d_real: 2.2990e-02 l_d_fake: 2.2602e-02 D_real: 1.3734e+01 D_fake: 9.3906e+00 
20-10-24 03:15:32.785 - INFO: <epoch:303, iter: 107,000, lr:2.500e-05> pix-cb: 3.2903e-02 dtv-l1: 3.4545e-02 contextual: 1.3939e+00 fea-lpips-net-lin-squeeze: 7.2365e-03 l_g_gan: 2.9725e-02 l_d_real: 4.2920e-03 l_d_fake: 4.2158e-03 D_real: 1.3492e+01 D_fake: 7.5508e+00 
20-10-24 03:16:59.401 - INFO: <epoch:304, iter: 107,200, lr:2.500e-05> pix-cb: 3.1108e-02 dtv-l1: 3.1720e-02 contextual: 1.5231e+00 fea-lpips-net-lin-squeeze: 5.7220e-03 l_g_gan: 1.4848e-02 l_d_real: 9.0005e-02 l_d_fake: 1.0787e-01 D_real: 1.3516e+01 D_fake: 1.0648e+01 
20-10-24 03:18:21.920 - INFO: <epoch:304, iter: 107,400, lr:2.500e-05> pix-cb: 3.4834e-02 dtv-l1: 3.2304e-02 contextual: 1.5322e+00 fea-lpips-net-lin-squeeze: 8.8577e-03 l_g_gan: 6.4103e-02 l_d_real: 4.4414e-06 l_d_fake: 3.8007e-06 D_real: 1.5266e+01 D_fake: 2.4473e+00 
20-10-24 03:19:50.716 - INFO: # Validation # PSNR: 26.962, SSIM: 0.84357, LPIPS: 0.057951
20-10-24 03:19:50.717 - INFO: <epoch:304, iter: 107,500> PSNR: 26.962, SSIM: 0.84357, LPIPS: 0.057951
20-10-24 03:20:36.269 - INFO: <epoch:305, iter: 107,600, lr:2.500e-05> pix-cb: 1.7547e-02 dtv-l1: 2.2058e-02 contextual: 1.4063e+00 fea-lpips-net-lin-squeeze: 6.4621e-03 l_g_gan: 3.8390e-02 l_d_real: 1.4884e-03 l_d_fake: 6.9621e-04 D_real: 8.0938e+00 D_fake: 4.1772e-01 
20-10-24 03:21:58.734 - INFO: <epoch:305, iter: 107,800, lr:2.500e-05> pix-cb: 3.8538e-02 dtv-l1: 3.6067e-02 contextual: 1.3894e+00 fea-lpips-net-lin-squeeze: 1.0155e-02 l_g_gan: 4.0707e-02 l_d_real: 4.8488e-04 l_d_fake: 5.7149e-04 D_real: 1.3883e+01 D_fake: 5.7422e+00 
20-10-24 03:23:25.593 - INFO: <epoch:306, iter: 108,000, lr:2.500e-05> pix-cb: 3.4375e-02 dtv-l1: 3.4949e-02 contextual: 1.1209e+00 fea-lpips-net-lin-squeeze: 7.3090e-03 l_g_gan: 5.5347e-02 l_d_real: 2.2642e-05 l_d_fake: 7.1595e-05 D_real: 1.2562e+01 D_fake: 1.4922e+00 
20-10-24 03:24:47.692 - INFO: <epoch:306, iter: 108,200, lr:2.500e-05> pix-cb: 2.5121e-02 dtv-l1: 2.6475e-02 contextual: 1.3802e+00 fea-lpips-net-lin-squeeze: 6.2332e-03 l_g_gan: 2.9054e-02 l_d_real: 3.6335e-02 l_d_fake: 6.2080e-03 D_real: 1.3695e+01 D_fake: 7.9062e+00 
20-10-24 03:26:14.124 - INFO: <epoch:307, iter: 108,400, lr:2.500e-05> pix-cb: 1.2347e-02 dtv-l1: 1.8081e-02 contextual: 8.2704e-01 fea-lpips-net-lin-squeeze: 2.7466e-03 l_g_gan: 1.6265e-02 l_d_real: 6.1116e-02 l_d_fake: 1.0777e-01 D_real: 4.1260e-01 D_fake: -2.7559e+00 
20-10-24 03:27:40.280 - INFO: <epoch:308, iter: 108,600, lr:2.500e-05> pix-cb: 1.7919e-02 dtv-l1: 2.3411e-02 contextual: 1.0335e+00 fea-lpips-net-lin-squeeze: 6.1111e-03 l_g_gan: 1.8137e-02 l_d_real: 4.0034e-02 l_d_fake: 4.0329e-02 D_real: 3.4102e+00 D_fake: -1.7749e-01 
20-10-24 03:29:02.287 - INFO: <epoch:308, iter: 108,800, lr:2.500e-05> pix-cb: 2.4269e-02 dtv-l1: 3.1336e-02 contextual: 9.4576e-01 fea-lpips-net-lin-squeeze: 4.0092e-03 l_g_gan: 2.2455e-02 l_d_real: 2.0991e-02 l_d_fake: 3.2004e-02 D_real: 6.2188e+00 D_fake: 1.7529e+00 
20-10-24 03:30:28.525 - INFO: <epoch:309, iter: 109,000, lr:2.500e-05> pix-cb: 1.7877e-02 dtv-l1: 2.2601e-02 contextual: 1.3220e+00 fea-lpips-net-lin-squeeze: 8.2245e-03 l_g_gan: 1.6544e-02 l_d_real: 7.8961e-02 l_d_fake: 9.1846e-02 D_real: 3.7949e+00 D_fake: 5.7129e-01 
20-10-24 03:31:50.588 - INFO: <epoch:309, iter: 109,200, lr:2.500e-05> pix-cb: 7.0466e-03 dtv-l1: 7.6137e-03 contextual: 1.6726e+00 fea-lpips-net-lin-squeeze: 4.1313e-03 l_g_gan: 4.8434e-02 l_d_real: 8.8293e-05 l_d_fake: 9.0023e-05 D_real: -7.5195e+00 D_fake: -1.7203e+01 
20-10-24 03:33:16.908 - INFO: <epoch:310, iter: 109,400, lr:2.500e-05> pix-cb: 7.7726e-03 dtv-l1: 7.0402e-03 contextual: 2.1758e+00 fea-lpips-net-lin-squeeze: 8.7662e-03 l_g_gan: 7.8721e-02 l_d_real: 2.0831e-07 l_d_fake: 2.1850e-07 D_real: 8.0078e+00 D_fake: -7.7344e+00 
20-10-24 03:34:38.905 - INFO: <epoch:310, iter: 109,600, lr:2.500e-05> pix-cb: 1.4176e-02 dtv-l1: 1.5672e-02 contextual: 1.7238e+00 fea-lpips-net-lin-squeeze: 3.6221e-03 l_g_gan: 3.7213e-02 l_d_real: 1.4894e-03 l_d_fake: 9.2477e-04 D_real: 3.7461e+00 D_fake: -3.6953e+00 
20-10-24 03:36:05.448 - INFO: <epoch:311, iter: 109,800, lr:2.500e-05> pix-cb: 1.5820e-02 dtv-l1: 1.7621e-02 contextual: 1.4728e+00 fea-lpips-net-lin-squeeze: 4.9782e-03 l_g_gan: 8.8995e-03 l_d_real: 2.5162e-01 l_d_fake: 2.6546e-01 D_real: 1.4629e+00 D_fake: -5.8685e-02 
20-10-24 03:37:31.951 - INFO: <epoch:312, iter: 110,000, lr:2.500e-05> pix-cb: 2.2903e-02 dtv-l1: 2.2887e-02 contextual: 1.6637e+00 fea-lpips-net-lin-squeeze: 8.4686e-03 l_g_gan: 3.8657e-02 l_d_real: 8.2117e-04 l_d_fake: 8.6450e-04 D_real: 7.0234e+00 D_fake: -7.0801e-01 
20-10-24 03:37:32.409 - INFO: Models and training states saved.
20-10-24 03:38:11.503 - INFO: # Validation # PSNR: 27.066, SSIM: 0.84894, LPIPS: 0.058672
20-10-24 03:38:11.503 - INFO: <epoch:312, iter: 110,000> PSNR: 27.066, SSIM: 0.84894, LPIPS: 0.058672
20-10-24 03:39:34.050 - INFO: <epoch:312, iter: 110,200, lr:2.500e-05> pix-cb: 2.6988e-02 dtv-l1: 3.0194e-02 contextual: 8.3434e-01 fea-lpips-net-lin-squeeze: 7.3967e-03 l_g_gan: 2.0770e-02 l_d_real: 2.7051e-02 l_d_fake: 3.4930e-02 D_real: 1.2547e+01 D_fake: 8.4219e+00 
20-10-24 03:41:00.201 - INFO: <epoch:313, iter: 110,400, lr:2.500e-05> pix-cb: 1.2417e-02 dtv-l1: 1.9346e-02 contextual: 8.7555e-01 fea-lpips-net-lin-squeeze: 2.1362e-03 l_g_gan: 1.6219e-02 l_d_real: 1.0455e-01 l_d_fake: 1.3206e-01 D_real: -2.1297e+01 D_fake: -2.4422e+01 
20-10-24 03:42:22.534 - INFO: <epoch:313, iter: 110,600, lr:2.500e-05> pix-cb: 3.2001e-02 dtv-l1: 3.6105e-02 contextual: 1.0259e+00 fea-lpips-net-lin-squeeze: 3.3951e-03 l_g_gan: 6.4535e-03 l_d_real: 5.7673e-01 l_d_fake: 6.3450e-01 D_real: 8.2266e+00 D_fake: 7.5430e+00 
20-10-24 03:43:48.769 - INFO: <epoch:314, iter: 110,800, lr:2.500e-05> pix-cb: 1.5707e-02 dtv-l1: 1.8442e-02 contextual: 9.8447e-01 fea-lpips-net-lin-squeeze: 5.9166e-03 l_g_gan: 2.2504e-02 l_d_real: 2.5521e-02 l_d_fake: 2.3548e-02 D_real: -5.2500e+00 D_fake: -9.7266e+00 
20-10-24 03:45:11.194 - INFO: <epoch:314, iter: 111,000, lr:2.500e-05> pix-cb: 1.8636e-02 dtv-l1: 2.0555e-02 contextual: 1.5312e+00 fea-lpips-net-lin-squeeze: 5.2109e-03 l_g_gan: 3.2563e-02 l_d_real: 2.5704e-03 l_d_fake: 2.9810e-03 D_real: 1.1414e+01 D_fake: 4.9062e+00 
20-10-24 03:46:37.684 - INFO: <epoch:315, iter: 111,200, lr:2.500e-05> pix-cb: 1.3325e-02 dtv-l1: 1.5348e-02 contextual: 1.3501e+00 fea-lpips-net-lin-squeeze: 6.0043e-03 l_g_gan: 3.4655e-02 l_d_real: 1.3259e-03 l_d_fake: 1.4943e-03 D_real: 8.4531e+00 D_fake: 1.5244e+00 
20-10-24 03:48:04.269 - INFO: <epoch:316, iter: 111,400, lr:2.500e-05> pix-cb: 2.5998e-02 dtv-l1: 2.8985e-02 contextual: 9.2934e-01 fea-lpips-net-lin-squeeze: 7.1640e-03 l_g_gan: 5.4321e-03 l_d_real: 5.5987e-01 l_d_fake: 5.6827e-01 D_real: 6.7227e+00 D_fake: 6.1992e+00 
20-10-24 03:49:26.560 - INFO: <epoch:316, iter: 111,600, lr:2.500e-05> pix-cb: 1.3205e-02 dtv-l1: 1.4174e-02 contextual: 1.5352e+00 fea-lpips-net-lin-squeeze: 4.0169e-03 l_g_gan: 1.1435e-02 l_d_real: 1.9064e-01 l_d_fake: 2.0717e-01 D_real: 1.0859e+01 D_fake: 8.7734e+00 
20-10-24 03:50:53.195 - INFO: <epoch:317, iter: 111,800, lr:2.500e-05> pix-cb: 2.4786e-02 dtv-l1: 2.6439e-02 contextual: 1.6584e+00 fea-lpips-net-lin-squeeze: 4.1351e-03 l_g_gan: 2.3759e-02 l_d_real: 1.1845e-02 l_d_fake: 1.5901e-02 D_real: 4.6367e+00 D_fake: -1.0120e-01 
20-10-24 03:52:15.737 - INFO: <epoch:317, iter: 112,000, lr:2.500e-05> pix-cb: 1.3732e-02 dtv-l1: 1.8040e-02 contextual: 9.5837e-01 fea-lpips-net-lin-squeeze: 6.3629e-03 l_g_gan: 2.0402e-02 l_d_real: 2.7921e-02 l_d_fake: 2.4566e-02 D_real: -6.2793e-01 D_fake: -4.6836e+00 
20-10-24 03:53:42.259 - INFO: <epoch:318, iter: 112,200, lr:2.500e-05> pix-cb: 7.5486e-03 dtv-l1: 9.4559e-03 contextual: 1.5061e+00 fea-lpips-net-lin-squeeze: 1.9331e-03 l_g_gan: 2.9559e-02 l_d_real: 3.8470e-03 l_d_fake: 4.2128e-03 D_real: -6.6797e+00 D_fake: -1.2586e+01 
20-10-24 03:55:04.732 - INFO: <epoch:318, iter: 112,400, lr:2.500e-05> pix-cb: 4.0403e-02 dtv-l1: 4.2168e-02 contextual: 7.8216e-01 fea-lpips-net-lin-squeeze: 7.9498e-03 l_g_gan: 3.2129e-02 l_d_real: 3.7910e-03 l_d_fake: 3.3255e-03 D_real: 7.2852e+00 D_fake: 8.6426e-01 
20-10-24 03:56:28.688 - INFO: # Validation # PSNR: 27.061, SSIM: 0.84865, LPIPS: 0.058433
20-10-24 03:56:28.689 - INFO: <epoch:319, iter: 112,500> PSNR: 27.061, SSIM: 0.84865, LPIPS: 0.058433
20-10-24 03:57:09.637 - INFO: <epoch:319, iter: 112,600, lr:2.500e-05> pix-cb: 6.1057e-03 dtv-l1: 1.2076e-02 contextual: 9.4021e-01 fea-lpips-net-lin-squeeze: 4.2610e-03 l_g_gan: 1.9322e-02 l_d_real: 2.8643e-02 l_d_fake: 2.9474e-02 D_real: -1.2930e+01 D_fake: -1.6766e+01 
20-10-24 03:58:35.921 - INFO: <epoch:320, iter: 112,800, lr:2.500e-05> pix-cb: 2.0646e-02 dtv-l1: 2.0796e-02 contextual: 1.3661e+00 fea-lpips-net-lin-squeeze: 7.3166e-03 l_g_gan: 5.5517e-02 l_d_real: 2.3983e-05 l_d_fake: 2.8596e-05 D_real: 5.8828e+00 D_fake: -5.2188e+00 
20-10-24 03:59:58.094 - INFO: <epoch:320, iter: 113,000, lr:2.500e-05> pix-cb: 1.7383e-02 dtv-l1: 2.0947e-02 contextual: 1.0059e+00 fea-lpips-net-lin-squeeze: 5.8517e-03 l_g_gan: 3.8068e-02 l_d_real: 7.1099e-04 l_d_fake: 7.5295e-04 D_real: 1.5664e+00 D_fake: -6.0469e+00 
20-10-24 04:01:24.508 - INFO: <epoch:321, iter: 113,200, lr:2.500e-05> pix-cb: 1.0890e-02 dtv-l1: 1.7667e-02 contextual: 1.3445e+00 fea-lpips-net-lin-squeeze: 3.2501e-03 l_g_gan: 2.4822e-02 l_d_real: 1.0747e-02 l_d_fake: 2.7070e-02 D_real: -1.1477e+01 D_fake: -1.6422e+01 
20-10-24 04:02:46.880 - INFO: <epoch:321, iter: 113,400, lr:2.500e-05> pix-cb: 1.6981e-02 dtv-l1: 1.8699e-02 contextual: 9.5545e-01 fea-lpips-net-lin-squeeze: 4.3335e-03 l_g_gan: 2.4513e-02 l_d_real: 1.0838e-02 l_d_fake: 1.2652e-02 D_real: 6.1641e+00 D_fake: 1.2744e+00 
20-10-24 04:04:13.374 - INFO: <epoch:322, iter: 113,600, lr:2.500e-05> pix-cb: 6.4486e-03 dtv-l1: 1.5492e-02 contextual: 6.9791e-01 fea-lpips-net-lin-squeeze: 7.5912e-04 l_g_gan: 7.1530e-03 l_d_real: 4.1090e-01 l_d_fake: 4.1577e-01 D_real: -2.4766e+01 D_fake: -2.5781e+01 
20-10-24 04:05:35.356 - INFO: <epoch:322, iter: 113,800, lr:2.500e-05> pix-cb: 6.4576e-03 dtv-l1: 1.0935e-02 contextual: 7.6598e-01 fea-lpips-net-lin-squeeze: 2.0409e-03 l_g_gan: 2.1740e-02 l_d_real: 2.1860e-02 l_d_fake: 2.5563e-02 D_real: 2.9297e+00 D_fake: -1.3945e+00 
20-10-24 04:07:01.326 - INFO: <epoch:323, iter: 114,000, lr:2.500e-05> pix-cb: 9.4950e-03 dtv-l1: 1.2774e-02 contextual: 1.1243e+00 fea-lpips-net-lin-squeeze: 3.5763e-03 l_g_gan: 1.1171e-02 l_d_real: 1.8448e-01 l_d_fake: 1.7648e-01 D_real: -1.0070e+01 D_fake: -1.2125e+01 
20-10-24 04:08:27.327 - INFO: <epoch:324, iter: 114,200, lr:2.500e-05> pix-cb: 4.9380e-02 dtv-l1: 4.1457e-02 contextual: 1.7649e+00 fea-lpips-net-lin-squeeze: 8.9874e-03 l_g_gan: 2.4682e-02 l_d_real: 7.2306e-02 l_d_fake: 1.8076e-02 D_real: 2.6328e+01 D_fake: 2.1438e+01 
20-10-24 04:09:49.180 - INFO: <epoch:324, iter: 114,400, lr:2.500e-05> pix-cb: 1.5906e-02 dtv-l1: 1.9424e-02 contextual: 9.2472e-01 fea-lpips-net-lin-squeeze: 5.4855e-03 l_g_gan: 3.6963e-02 l_d_real: 1.4366e-03 l_d_fake: 9.7980e-04 D_real: 9.8516e+00 D_fake: 2.4629e+00 
20-10-24 04:11:15.389 - INFO: <epoch:325, iter: 114,600, lr:2.500e-05> pix-cb: 2.1741e-02 dtv-l1: 2.4156e-02 contextual: 1.0433e+00 fea-lpips-net-lin-squeeze: 3.5820e-03 l_g_gan: 2.8675e-02 l_d_real: 5.1136e-03 l_d_fake: 5.1505e-03 D_real: 9.5469e+00 D_fake: 3.8164e+00 
20-10-24 04:12:37.390 - INFO: <epoch:325, iter: 114,800, lr:2.500e-05> pix-cb: 1.4456e-02 dtv-l1: 1.4928e-02 contextual: 1.1363e+00 fea-lpips-net-lin-squeeze: 5.3329e-03 l_g_gan: 3.4085e-02 l_d_real: 1.8084e-03 l_d_fake: 1.9426e-03 D_real: 8.4609e+00 D_fake: 1.6465e+00 
20-10-24 04:14:03.302 - INFO: <epoch:326, iter: 115,000, lr:2.500e-05> pix-cb: 6.0449e-03 dtv-l1: 1.0796e-02 contextual: 1.0618e+00 fea-lpips-net-lin-squeeze: 2.6817e-03 l_g_gan: 1.5189e-02 l_d_real: 6.4291e-02 l_d_fake: 6.5416e-02 D_real: -2.0609e+01 D_fake: -2.3578e+01 
20-10-24 04:14:03.801 - INFO: Models and training states saved.
20-10-24 04:14:42.685 - INFO: # Validation # PSNR: 26.794, SSIM: 0.84449, LPIPS: 0.057911
20-10-24 04:14:42.685 - INFO: <epoch:326, iter: 115,000> PSNR: 26.794, SSIM: 0.84449, LPIPS: 0.057911
20-10-24 04:16:04.952 - INFO: <epoch:326, iter: 115,200, lr:2.500e-05> pix-cb: 1.6380e-02 dtv-l1: 1.9107e-02 contextual: 9.2698e-01 fea-lpips-net-lin-squeeze: 3.6850e-03 l_g_gan: 2.5705e-02 l_d_real: 1.2665e-02 l_d_fake: 8.3759e-03 D_real: -7.8789e+00 D_fake: -1.3008e+01 
20-10-24 04:17:30.892 - INFO: <epoch:327, iter: 115,400, lr:2.500e-05> pix-cb: 1.2898e-02 dtv-l1: 1.8805e-02 contextual: 7.8546e-01 fea-lpips-net-lin-squeeze: 3.4847e-03 l_g_gan: 1.5523e-02 l_d_real: 1.0263e-01 l_d_fake: 7.5853e-02 D_real: -1.2359e+01 D_fake: -1.5375e+01 
20-10-24 04:18:56.926 - INFO: <epoch:328, iter: 115,600, lr:2.500e-05> pix-cb: 1.7546e-02 dtv-l1: 1.8511e-02 contextual: 1.3333e+00 fea-lpips-net-lin-squeeze: 4.3068e-03 l_g_gan: 3.5357e-02 l_d_real: 2.4756e-03 l_d_fake: 1.5442e-03 D_real: -1.3047e+00 D_fake: -8.3750e+00 
20-10-24 04:20:18.658 - INFO: <epoch:328, iter: 115,800, lr:2.500e-05> pix-cb: 1.8408e-02 dtv-l1: 2.5292e-02 contextual: 8.7433e-01 fea-lpips-net-lin-squeeze: 5.1003e-03 l_g_gan: 3.4290e-02 l_d_real: 2.0599e-03 l_d_fake: 1.7368e-03 D_real: 1.6328e+01 D_fake: 9.4688e+00 
20-10-24 04:21:45.105 - INFO: <epoch:329, iter: 116,000, lr:2.500e-05> pix-cb: 3.1799e-03 dtv-l1: 5.2113e-03 contextual: 1.3532e+00 fea-lpips-net-lin-squeeze: 3.2196e-03 l_g_gan: 2.1003e-02 l_d_real: 2.4790e-02 l_d_fake: 3.6115e-02 D_real: -2.4469e+01 D_fake: -2.8641e+01 
20-10-24 04:23:07.344 - INFO: <epoch:329, iter: 116,200, lr:2.500e-05> pix-cb: 1.1557e-02 dtv-l1: 1.6709e-02 contextual: 1.4576e+00 fea-lpips-net-lin-squeeze: 3.1300e-03 l_g_gan: 2.4353e-02 l_d_real: 1.8164e-02 l_d_fake: 1.7875e-02 D_real: -5.3125e+00 D_fake: -1.0164e+01 
20-10-24 04:24:33.213 - INFO: <epoch:330, iter: 116,400, lr:2.500e-05> pix-cb: 1.5886e-02 dtv-l1: 1.7912e-02 contextual: 1.1405e+00 fea-lpips-net-lin-squeeze: 6.1646e-03 l_g_gan: 3.0594e-02 l_d_real: 5.2715e-03 l_d_fake: 3.5997e-03 D_real: 1.3594e+01 D_fake: 7.4805e+00 
20-10-24 04:25:55.437 - INFO: <epoch:330, iter: 116,600, lr:2.500e-05> pix-cb: 2.8541e-02 dtv-l1: 3.4184e-02 contextual: 9.3215e-01 fea-lpips-net-lin-squeeze: 6.7902e-03 l_g_gan: 3.1523e-02 l_d_real: 3.1448e-03 l_d_fake: 3.3792e-03 D_real: 5.8750e+00 D_fake: -4.2700e-01 
20-10-24 04:27:21.305 - INFO: <epoch:331, iter: 116,800, lr:2.500e-05> pix-cb: 2.8241e-02 dtv-l1: 2.3101e-02 contextual: 1.7210e+00 fea-lpips-net-lin-squeeze: 8.8120e-03 l_g_gan: 6.9260e-02 l_d_real: 2.0281e-06 l_d_fake: 1.4208e-06 D_real: 2.0953e+01 D_fake: 7.1016e+00 
20-10-24 04:28:47.456 - INFO: <epoch:332, iter: 117,000, lr:2.500e-05> pix-cb: 1.2313e-02 dtv-l1: 1.6407e-02 contextual: 7.5849e-01 fea-lpips-net-lin-squeeze: 5.8975e-03 l_g_gan: 2.5283e-02 l_d_real: 9.2498e-03 l_d_fake: 9.3629e-03 D_real: 4.6719e+00 D_fake: -3.7646e-01 
20-10-24 04:30:09.840 - INFO: <epoch:332, iter: 117,200, lr:2.500e-05> pix-cb: 6.9234e-03 dtv-l1: 1.1926e-02 contextual: 1.1623e+00 fea-lpips-net-lin-squeeze: 2.1229e-03 l_g_gan: 1.4343e-02 l_d_real: 8.3909e-02 l_d_fake: 8.6261e-02 D_real: -1.7453e+01 D_fake: -2.0234e+01 
20-10-24 04:31:35.925 - INFO: <epoch:333, iter: 117,400, lr:2.500e-05> pix-cb: 3.7956e-02 dtv-l1: 4.2038e-02 contextual: 9.8059e-01 fea-lpips-net-lin-squeeze: 5.1842e-03 l_g_gan: 1.6045e-02 l_d_real: 1.1401e-01 l_d_fake: 9.0103e-02 D_real: 1.7734e+01 D_fake: 1.4625e+01 
20-10-24 04:32:56.344 - INFO: # Validation # PSNR: 26.992, SSIM: 0.84472, LPIPS: 0.058488
20-10-24 04:32:56.344 - INFO: <epoch:333, iter: 117,500> PSNR: 26.992, SSIM: 0.84472, LPIPS: 0.058488
20-10-24 04:33:37.604 - INFO: <epoch:333, iter: 117,600, lr:2.500e-05> pix-cb: 6.8539e-03 dtv-l1: 1.4374e-02 contextual: 5.6458e-01 fea-lpips-net-lin-squeeze: 1.5259e-03 l_g_gan: 1.3613e-02 l_d_real: 1.1361e-01 l_d_fake: 1.1208e-01 D_real: -1.8516e+01 D_fake: -2.1125e+01 
20-10-24 04:35:03.675 - INFO: <epoch:334, iter: 117,800, lr:2.500e-05> pix-cb: 1.9877e-02 dtv-l1: 2.3310e-02 contextual: 1.0895e+00 fea-lpips-net-lin-squeeze: 5.9280e-03 l_g_gan: 3.4613e-02 l_d_real: 1.5937e-03 l_d_fake: 1.5064e-03 D_real: 7.7812e+00 D_fake: 8.5889e-01 
20-10-24 04:36:25.404 - INFO: <epoch:334, iter: 118,000, lr:2.500e-05> pix-cb: 3.3204e-02 dtv-l1: 3.7715e-02 contextual: 8.8800e-01 fea-lpips-net-lin-squeeze: 4.7989e-03 l_g_gan: 3.1725e-02 l_d_real: 6.6907e-03 l_d_fake: 4.0358e-03 D_real: 1.1461e+01 D_fake: 5.1211e+00 
20-10-24 04:37:51.055 - INFO: <epoch:335, iter: 118,200, lr:2.500e-05> pix-cb: 8.8455e-03 dtv-l1: 1.4424e-02 contextual: 8.1086e-01 fea-lpips-net-lin-squeeze: 3.2120e-03 l_g_gan: 1.3678e-02 l_d_real: 8.7493e-02 l_d_fake: 9.0525e-02 D_real: -1.7219e+01 D_fake: -1.9859e+01 
20-10-24 04:39:17.827 - INFO: <epoch:336, iter: 118,400, lr:2.500e-05> pix-cb: 8.2756e-03 dtv-l1: 1.5899e-02 contextual: 4.3912e-01 fea-lpips-net-lin-squeeze: 1.4172e-03 l_g_gan: 4.1441e-03 l_d_real: 7.5550e-01 l_d_fake: 7.5034e-01 D_real: -1.7734e+01 D_fake: -1.7812e+01 
20-10-24 04:40:40.337 - INFO: <epoch:336, iter: 118,600, lr:2.500e-05> pix-cb: 7.6202e-03 dtv-l1: 1.0928e-02 contextual: 1.2465e+00 fea-lpips-net-lin-squeeze: 1.9722e-03 l_g_gan: 2.9189e-02 l_d_real: 4.0556e-03 l_d_fake: 3.7449e-03 D_real: 8.9297e+00 D_fake: 3.0957e+00 
20-10-24 04:42:05.859 - INFO: <epoch:337, iter: 118,800, lr:2.500e-05> pix-cb: 1.3643e-02 dtv-l1: 1.7965e-02 contextual: 1.2576e+00 fea-lpips-net-lin-squeeze: 3.8166e-03 l_g_gan: 1.6432e-02 l_d_real: 6.3500e-02 l_d_fake: 5.6244e-02 D_real: -2.1055e+00 D_fake: -5.3320e+00 
20-10-24 04:43:27.758 - INFO: <epoch:337, iter: 119,000, lr:2.500e-05> pix-cb: 1.0167e-02 dtv-l1: 1.9590e-02 contextual: 5.9570e-01 fea-lpips-net-lin-squeeze: 2.1305e-03 l_g_gan: 8.1598e-03 l_d_real: 3.6605e-01 l_d_fake: 3.5457e-01 D_real: -1.3109e+01 D_fake: -1.4383e+01 
20-10-24 04:44:53.942 - INFO: <epoch:338, iter: 119,200, lr:2.500e-05> pix-cb: 6.1165e-03 dtv-l1: 9.6494e-03 contextual: 9.1148e-01 fea-lpips-net-lin-squeeze: 1.4591e-03 l_g_gan: 3.1148e-02 l_d_real: 3.3448e-03 l_d_fake: 4.9496e-03 D_real: -5.0391e+00 D_fake: -1.1266e+01 
20-10-24 04:46:15.742 - INFO: <epoch:338, iter: 119,400, lr:2.500e-05> pix-cb: 2.0329e-02 dtv-l1: 2.7252e-02 contextual: 8.1211e-01 fea-lpips-net-lin-squeeze: 3.1967e-03 l_g_gan: 1.5080e-02 l_d_real: 8.5672e-02 l_d_fake: 8.9195e-02 D_real: 6.4023e+00 D_fake: 3.4727e+00 
20-10-24 04:47:41.562 - INFO: <epoch:339, iter: 119,600, lr:2.500e-05> pix-cb: 8.9944e-03 dtv-l1: 1.3326e-02 contextual: 9.9138e-01 fea-lpips-net-lin-squeeze: 2.0790e-03 l_g_gan: 1.9836e-02 l_d_real: 3.1880e-02 l_d_fake: 3.0010e-02 D_real: -1.2375e+01 D_fake: -1.6312e+01 
20-10-24 04:49:07.594 - INFO: <epoch:340, iter: 119,800, lr:2.500e-05> pix-cb: 1.5702e-02 dtv-l1: 1.8858e-02 contextual: 1.3884e+00 fea-lpips-net-lin-squeeze: 7.7209e-03 l_g_gan: 5.3524e-02 l_d_real: 3.5847e-05 l_d_fake: 3.8142e-05 D_real: 8.0859e+00 D_fake: -2.6191e+00 
20-10-24 04:50:29.518 - INFO: <epoch:340, iter: 120,000, lr:2.500e-05> pix-cb: 2.9870e-02 dtv-l1: 2.6956e-02 contextual: 1.9971e+00 fea-lpips-net-lin-squeeze: 9.1476e-03 l_g_gan: 3.3565e-02 l_d_real: 6.0163e-03 l_d_fake: 2.4021e-03 D_real: 2.2375e+01 D_fake: 1.5672e+01 
20-10-24 04:50:29.983 - INFO: Models and training states saved.
20-10-24 04:51:08.679 - INFO: # Validation # PSNR: 26.878, SSIM: 0.84477, LPIPS: 0.056182
20-10-24 04:51:08.679 - INFO: <epoch:340, iter: 120,000> PSNR: 26.878, SSIM: 0.84477, LPIPS: 0.056182
20-10-24 04:52:34.930 - INFO: <epoch:341, iter: 120,200, lr:2.500e-05> pix-cb: 1.7844e-02 dtv-l1: 1.9529e-02 contextual: 1.0811e+00 fea-lpips-net-lin-squeeze: 4.3983e-03 l_g_gan: 2.5442e-02 l_d_real: 9.9730e-03 l_d_fake: 9.2084e-03 D_real: 8.7812e+00 D_fake: 3.7012e+00 
20-10-24 04:53:56.908 - INFO: <epoch:341, iter: 120,400, lr:2.500e-05> pix-cb: 1.2401e-02 dtv-l1: 1.9298e-02 contextual: 1.2000e+00 fea-lpips-net-lin-squeeze: 4.3678e-03 l_g_gan: 1.9733e-02 l_d_real: 3.2269e-02 l_d_fake: 5.0622e-02 D_real: -4.6875e+00 D_fake: -8.5938e+00 
20-10-24 04:55:23.354 - INFO: <epoch:342, iter: 120,600, lr:2.500e-05> pix-cb: 2.3843e-02 dtv-l1: 2.3096e-02 contextual: 1.4944e+00 fea-lpips-net-lin-squeeze: 6.7062e-03 l_g_gan: 3.2457e-02 l_d_real: 4.4085e-03 l_d_fake: 2.3196e-03 D_real: 2.0328e+01 D_fake: 1.3844e+01 
20-10-24 04:56:45.594 - INFO: <epoch:342, iter: 120,800, lr:2.500e-05> pix-cb: 8.4216e-03 dtv-l1: 1.3671e-02 contextual: 5.9120e-01 fea-lpips-net-lin-squeeze: 2.2831e-03 l_g_gan: 1.4651e-02 l_d_real: 7.5617e-02 l_d_fake: 8.1427e-02 D_real: -9.0234e+00 D_fake: -1.1875e+01 
20-10-24 04:58:11.699 - INFO: <epoch:343, iter: 121,000, lr:2.500e-05> pix-cb: 1.4731e-02 dtv-l1: 2.0824e-02 contextual: 1.3489e+00 fea-lpips-net-lin-squeeze: 5.3825e-03 l_g_gan: 2.0325e-02 l_d_real: 5.9770e-02 l_d_fake: 8.4006e-02 D_real: -5.0703e+00 D_fake: -9.0625e+00 
20-10-24 04:59:37.949 - INFO: <epoch:344, iter: 121,200, lr:2.500e-05> pix-cb: 2.5110e-02 dtv-l1: 3.0717e-02 contextual: 1.1185e+00 fea-lpips-net-lin-squeeze: 8.0032e-03 l_g_gan: 1.2900e-02 l_d_real: 1.1505e-01 l_d_fake: 1.2047e-01 D_real: 7.3867e+00 D_fake: 4.9258e+00 
20-10-24 05:01:00.137 - INFO: <epoch:344, iter: 121,400, lr:2.500e-05> pix-cb: 3.0394e-02 dtv-l1: 3.7239e-02 contextual: 5.9885e-01 fea-lpips-net-lin-squeeze: 1.7128e-03 l_g_gan: 3.4939e-02 l_d_real: 1.0448e-02 l_d_fake: 2.5867e-03 D_real: 1.3633e+01 D_fake: 6.6523e+00 
20-10-24 05:02:26.336 - INFO: <epoch:345, iter: 121,600, lr:2.500e-05> pix-cb: 1.7207e-02 dtv-l1: 1.8862e-02 contextual: 1.0311e+00 fea-lpips-net-lin-squeeze: 6.3095e-03 l_g_gan: 5.1128e-02 l_d_real: 1.4124e-04 l_d_fake: 5.6782e-05 D_real: 7.8438e+00 D_fake: -2.3809e+00 
20-10-24 05:03:48.513 - INFO: <epoch:345, iter: 121,800, lr:2.500e-05> pix-cb: 1.5285e-02 dtv-l1: 1.5750e-02 contextual: 1.4089e+00 fea-lpips-net-lin-squeeze: 5.4474e-03 l_g_gan: 4.9246e-02 l_d_real: 1.3092e-04 l_d_fake: 9.5138e-05 D_real: 8.8184e-01 D_fake: -8.9688e+00 
20-10-24 05:05:14.321 - INFO: <epoch:346, iter: 122,000, lr:2.500e-05> pix-cb: 2.7022e-02 dtv-l1: 2.8010e-02 contextual: 1.0346e+00 fea-lpips-net-lin-squeeze: 4.4289e-03 l_g_gan: 1.2882e-02 l_d_real: 1.3394e-01 l_d_fake: 1.4741e-01 D_real: 1.9750e+01 D_fake: 1.7312e+01 
20-10-24 05:06:36.271 - INFO: <epoch:346, iter: 122,200, lr:2.500e-05> pix-cb: 7.8540e-03 dtv-l1: 1.3327e-02 contextual: 1.0244e+00 fea-lpips-net-lin-squeeze: 2.8820e-03 l_g_gan: 1.9426e-02 l_d_real: 3.0590e-02 l_d_fake: 3.4564e-02 D_real: -1.5711e+01 D_fake: -1.9562e+01 
20-10-24 05:08:02.380 - INFO: <epoch:347, iter: 122,400, lr:2.500e-05> pix-cb: 2.2867e-02 dtv-l1: 2.8807e-02 contextual: 1.0143e+00 fea-lpips-net-lin-squeeze: 4.8523e-03 l_g_gan: 2.2450e-02 l_d_real: 2.0696e-02 l_d_fake: 1.9198e-02 D_real: 3.5039e+00 D_fake: -9.6631e-01 
20-10-24 05:09:22.567 - INFO: # Validation # PSNR: 26.951, SSIM: 0.84626, LPIPS: 0.057801
20-10-24 05:09:22.567 - INFO: <epoch:347, iter: 122,500> PSNR: 26.951, SSIM: 0.84626, LPIPS: 0.057801
20-10-24 05:10:08.052 - INFO: <epoch:348, iter: 122,600, lr:2.500e-05> pix-cb: 2.3378e-02 dtv-l1: 2.5884e-02 contextual: 8.8988e-01 fea-lpips-net-lin-squeeze: 6.3591e-03 l_g_gan: 2.3646e-02 l_d_real: 2.9140e-02 l_d_fake: 2.5597e-02 D_real: 2.9004e+00 D_fake: -1.8018e+00 
20-10-24 05:11:30.723 - INFO: <epoch:348, iter: 122,800, lr:2.500e-05> pix-cb: 7.1645e-03 dtv-l1: 1.2454e-02 contextual: 6.7263e-01 fea-lpips-net-lin-squeeze: 2.4071e-03 l_g_gan: 2.3147e-02 l_d_real: 1.6945e-02 l_d_fake: 2.1697e-02 D_real: -2.3016e+01 D_fake: -2.7625e+01 
20-10-24 05:12:56.834 - INFO: <epoch:349, iter: 123,000, lr:2.500e-05> pix-cb: 1.7817e-02 dtv-l1: 1.7405e-02 contextual: 1.5202e+00 fea-lpips-net-lin-squeeze: 4.0588e-03 l_g_gan: 1.4863e-02 l_d_real: 8.6862e-02 l_d_fake: 7.3853e-02 D_real: 6.7539e+00 D_fake: 3.8613e+00 
20-10-24 05:14:18.779 - INFO: <epoch:349, iter: 123,200, lr:2.500e-05> pix-cb: 2.2742e-02 dtv-l1: 2.3014e-02 contextual: 1.7071e+00 fea-lpips-net-lin-squeeze: 5.8594e-03 l_g_gan: 5.1472e-03 l_d_real: 5.9746e-01 l_d_fake: 5.7035e-01 D_real: 5.6445e+00 D_fake: 5.1992e+00 
20-10-24 05:15:45.051 - INFO: <epoch:350, iter: 123,400, lr:2.500e-05> pix-cb: 6.0115e-03 dtv-l1: 1.0982e-02 contextual: 9.0396e-01 fea-lpips-net-lin-squeeze: 4.6387e-03 l_g_gan: 2.4438e-02 l_d_real: 1.0891e-02 l_d_fake: 1.1618e-02 D_real: -1.3703e+01 D_fake: -1.8578e+01 
20-10-24 05:17:07.211 - INFO: <epoch:350, iter: 123,600, lr:2.500e-05> pix-cb: 3.3053e-02 dtv-l1: 4.2139e-02 contextual: 9.0501e-01 fea-lpips-net-lin-squeeze: 5.5542e-03 l_g_gan: 1.7611e-02 l_d_real: 6.2360e-02 l_d_fake: 8.9184e-02 D_real: -4.1797e+00 D_fake: -7.6250e+00 
20-10-24 05:18:32.869 - INFO: <epoch:351, iter: 123,800, lr:2.500e-05> pix-cb: 1.1974e-02 dtv-l1: 1.8505e-02 contextual: 6.9674e-01 fea-lpips-net-lin-squeeze: 2.6360e-03 l_g_gan: 2.7595e-02 l_d_real: 6.8457e-03 l_d_fake: 6.8279e-03 D_real: -7.3789e+00 D_fake: -1.2891e+01 
20-10-24 05:19:58.899 - INFO: <epoch:352, iter: 124,000, lr:2.500e-05> pix-cb: 1.2182e-02 dtv-l1: 1.5557e-02 contextual: 1.0254e+00 fea-lpips-net-lin-squeeze: 3.1357e-03 l_g_gan: 1.6385e-02 l_d_real: 6.3121e-02 l_d_fake: 5.4515e-02 D_real: -1.1445e+00 D_fake: -4.3633e+00 
20-10-24 05:21:20.993 - INFO: <epoch:352, iter: 124,200, lr:2.500e-05> pix-cb: 1.1587e-02 dtv-l1: 1.9759e-02 contextual: 9.5557e-01 fea-lpips-net-lin-squeeze: 3.3894e-03 l_g_gan: 1.3455e-02 l_d_real: 1.3263e-01 l_d_fake: 1.1370e-01 D_real: -1.4164e+01 D_fake: -1.6734e+01 
20-10-24 05:22:47.090 - INFO: <epoch:353, iter: 124,400, lr:2.500e-05> pix-cb: 2.7406e-02 dtv-l1: 3.5988e-02 contextual: 8.5410e-01 fea-lpips-net-lin-squeeze: 4.4594e-03 l_g_gan: 7.2409e-03 l_d_real: 4.3396e-01 l_d_fake: 4.8413e-01 D_real: 5.9648e+00 D_fake: 4.9766e+00 
20-10-24 05:24:09.071 - INFO: <epoch:353, iter: 124,600, lr:2.500e-05> pix-cb: 1.4244e-02 dtv-l1: 1.4883e-02 contextual: 1.1671e+00 fea-lpips-net-lin-squeeze: 3.9368e-03 l_g_gan: 4.0237e-02 l_d_real: 4.3371e-04 l_d_fake: 4.3374e-04 D_real: -1.4047e+01 D_fake: -2.2094e+01 
20-10-24 05:25:34.973 - INFO: <epoch:354, iter: 124,800, lr:2.500e-05> pix-cb: 2.1450e-02 dtv-l1: 1.9289e-02 contextual: 1.6116e+00 fea-lpips-net-lin-squeeze: 9.9030e-03 l_g_gan: 4.2305e-02 l_d_real: 3.6498e-04 l_d_fake: 4.1341e-04 D_real: 1.0242e+01 D_fake: 1.7822e+00 
20-10-24 05:26:56.982 - INFO: <epoch:354, iter: 125,000, lr:2.500e-05> pix-cb: 8.4133e-03 dtv-l1: 1.1068e-02 contextual: 1.2385e+00 fea-lpips-net-lin-squeeze: 5.2032e-03 l_g_gan: 3.7468e-02 l_d_real: 7.9744e-04 l_d_fake: 1.0539e-03 D_real: -9.1797e+00 D_fake: -1.6672e+01 
20-10-24 05:26:57.443 - INFO: Models and training states saved.
20-10-24 05:27:36.328 - INFO: # Validation # PSNR: 26.955, SSIM: 0.84686, LPIPS: 0.05761
20-10-24 05:27:36.328 - INFO: <epoch:354, iter: 125,000> PSNR: 26.955, SSIM: 0.84686, LPIPS: 0.05761
20-10-24 05:29:02.933 - INFO: <epoch:355, iter: 125,200, lr:2.500e-05> pix-cb: 7.4730e-03 dtv-l1: 2.0041e-02 contextual: 1.0670e+00 fea-lpips-net-lin-squeeze: 1.1606e-03 l_g_gan: 1.4902e-02 l_d_real: 7.6152e-02 l_d_fake: 7.8287e-02 D_real: -1.9969e+01 D_fake: -2.2875e+01 
20-10-24 05:30:28.846 - INFO: <epoch:356, iter: 125,400, lr:2.500e-05> pix-cb: 3.3585e-02 dtv-l1: 2.9378e-02 contextual: 1.5147e+00 fea-lpips-net-lin-squeeze: 5.7449e-03 l_g_gan: 6.5351e-02 l_d_real: 2.2224e-05 l_d_fake: 9.8992e-06 D_real: 1.7078e+01 D_fake: 4.0078e+00 
20-10-24 05:31:50.680 - INFO: <epoch:356, iter: 125,600, lr:2.500e-05> pix-cb: 3.8006e-02 dtv-l1: 2.4677e-02 contextual: 1.7681e+00 fea-lpips-net-lin-squeeze: 1.3367e-02 l_g_gan: 9.0531e-02 l_d_real: 3.5119e-05 l_d_fake: 2.6913e-08 D_real: 3.8031e+01 D_fake: 1.9922e+01 
20-10-24 05:33:16.480 - INFO: <epoch:357, iter: 125,800, lr:2.500e-05> pix-cb: 2.0459e-02 dtv-l1: 2.2471e-02 contextual: 1.0644e+00 fea-lpips-net-lin-squeeze: 5.3062e-03 l_g_gan: 4.8977e-02 l_d_real: 1.0358e-04 l_d_fake: 1.0062e-04 D_real: 4.5337e-01 D_fake: -9.3438e+00 
20-10-24 05:34:38.433 - INFO: <epoch:357, iter: 126,000, lr:2.500e-05> pix-cb: 7.1675e-03 dtv-l1: 1.3315e-02 contextual: 8.8438e-01 fea-lpips-net-lin-squeeze: 3.1738e-03 l_g_gan: 2.4732e-02 l_d_real: 3.5401e-02 l_d_fake: 1.1708e-02 D_real: -8.3125e+00 D_fake: -1.3234e+01 
20-10-24 05:36:04.009 - INFO: <epoch:358, iter: 126,200, lr:2.500e-05> pix-cb: 1.3884e-02 dtv-l1: 1.9904e-02 contextual: 1.0172e+00 fea-lpips-net-lin-squeeze: 2.7142e-03 l_g_gan: 1.2011e-02 l_d_real: 1.7779e-01 l_d_fake: 2.0398e-01 D_real: -7.8906e+00 D_fake: -1.0102e+01 
20-10-24 05:37:26.609 - INFO: <epoch:358, iter: 126,400, lr:2.500e-05> pix-cb: 3.1246e-02 dtv-l1: 3.1967e-02 contextual: 1.7903e+00 fea-lpips-net-lin-squeeze: 7.7744e-03 l_g_gan: 3.7763e-02 l_d_real: 1.8183e-03 l_d_fake: 1.1627e-03 D_real: 1.7766e+01 D_fake: 1.0211e+01 
20-10-24 05:38:53.280 - INFO: <epoch:359, iter: 126,600, lr:2.500e-05> pix-cb: 1.1799e-02 dtv-l1: 2.0267e-02 contextual: 6.4663e-01 fea-lpips-net-lin-squeeze: 4.1580e-03 l_g_gan: 1.5420e-02 l_d_real: 6.7212e-02 l_d_fake: 7.2132e-02 D_real: -1.7432e+00 D_fake: -4.7578e+00 
20-10-24 05:40:19.499 - INFO: <epoch:360, iter: 126,800, lr:2.500e-05> pix-cb: 9.0327e-03 dtv-l1: 1.4548e-02 contextual: 5.4672e-01 fea-lpips-net-lin-squeeze: 3.2501e-03 l_g_gan: 2.5406e-02 l_d_real: 9.5752e-03 l_d_fake: 9.5846e-03 D_real: -3.2578e+00 D_fake: -8.3281e+00 
20-10-24 05:41:41.047 - INFO: <epoch:360, iter: 127,000, lr:2.500e-05> pix-cb: 1.6350e-02 dtv-l1: 2.1430e-02 contextual: 7.5364e-01 fea-lpips-net-lin-squeeze: 3.4103e-03 l_g_gan: 1.8483e-02 l_d_real: 4.0607e-02 l_d_fake: 3.9743e-02 D_real: 3.4238e+00 D_fake: -2.3267e-01 
20-10-24 05:43:07.085 - INFO: <epoch:361, iter: 127,200, lr:2.500e-05> pix-cb: 1.5423e-02 dtv-l1: 1.9971e-02 contextual: 8.8792e-01 fea-lpips-net-lin-squeeze: 6.3515e-03 l_g_gan: 2.4005e-02 l_d_real: 1.2218e-02 l_d_fake: 1.3166e-02 D_real: -4.8672e+00 D_fake: -9.6562e+00 
20-10-24 05:44:29.317 - INFO: <epoch:361, iter: 127,400, lr:2.500e-05> pix-cb: 1.0185e-02 dtv-l1: 1.3769e-02 contextual: 8.0178e-01 fea-lpips-net-lin-squeeze: 3.3569e-03 l_g_gan: 2.9716e-02 l_d_real: 3.5859e-03 l_d_fake: 3.6526e-03 D_real: -5.6523e+00 D_fake: -1.1594e+01 
20-10-24 05:45:53.532 - INFO: # Validation # PSNR: 27.09, SSIM: 0.84864, LPIPS: 0.057529
20-10-24 05:45:53.532 - INFO: <epoch:362, iter: 127,500> PSNR: 27.09, SSIM: 0.84864, LPIPS: 0.057529
20-10-24 05:46:34.742 - INFO: <epoch:362, iter: 127,600, lr:2.500e-05> pix-cb: 1.1717e-02 dtv-l1: 1.6604e-02 contextual: 7.5985e-01 fea-lpips-net-lin-squeeze: 3.0708e-03 l_g_gan: 3.2778e-02 l_d_real: 3.0654e-03 l_d_fake: 3.3579e-03 D_real: -1.2070e+01 D_fake: -1.8625e+01 
20-10-24 05:47:56.838 - INFO: <epoch:362, iter: 127,800, lr:2.500e-05> pix-cb: 1.5334e-02 dtv-l1: 2.0030e-02 contextual: 1.6776e+00 fea-lpips-net-lin-squeeze: 9.7961e-03 l_g_gan: 2.7275e-02 l_d_real: 6.2837e-03 l_d_fake: 7.1017e-03 D_real: -7.0430e+00 D_fake: -1.2492e+01 
20-10-24 05:49:22.799 - INFO: <epoch:363, iter: 128,000, lr:2.500e-05> pix-cb: 1.6439e-02 dtv-l1: 1.9106e-02 contextual: 1.4428e+00 fea-lpips-net-lin-squeeze: 6.4926e-03 l_g_gan: 1.5714e-02 l_d_real: 7.4455e-02 l_d_fake: 8.5281e-02 D_real: 9.1562e+00 D_fake: 6.0938e+00 
20-10-24 05:50:49.148 - INFO: <epoch:364, iter: 128,200, lr:2.500e-05> pix-cb: 2.6644e-02 dtv-l1: 2.6987e-02 contextual: 1.5321e+00 fea-lpips-net-lin-squeeze: 8.1100e-03 l_g_gan: 3.3630e-02 l_d_real: 1.7709e-03 l_d_fake: 2.3234e-03 D_real: 1.5641e+01 D_fake: 8.9141e+00 
20-10-24 05:52:11.511 - INFO: <epoch:364, iter: 128,400, lr:2.500e-05> pix-cb: 4.4048e-02 dtv-l1: 4.3384e-02 contextual: 1.2117e+00 fea-lpips-net-lin-squeeze: 9.0637e-03 l_g_gan: 1.7794e-02 l_d_real: 5.9416e-02 l_d_fake: 5.0212e-02 D_real: 1.1016e+01 D_fake: 7.5117e+00 
20-10-24 05:53:37.955 - INFO: <epoch:365, iter: 128,600, lr:2.500e-05> pix-cb: 2.9661e-02 dtv-l1: 3.2999e-02 contextual: 8.3765e-01 fea-lpips-net-lin-squeeze: 5.7373e-03 l_g_gan: 2.0361e-02 l_d_real: 3.6948e-02 l_d_fake: 2.9278e-02 D_real: 1.4023e+01 D_fake: 9.9844e+00 
20-10-24 05:55:00.550 - INFO: <epoch:365, iter: 128,800, lr:2.500e-05> pix-cb: 8.9804e-03 dtv-l1: 1.8652e-02 contextual: 7.3453e-01 fea-lpips-net-lin-squeeze: 1.3905e-03 l_g_gan: 1.6300e-02 l_d_real: 8.1687e-02 l_d_fake: 1.0010e-01 D_real: -1.6625e+01 D_fake: -1.9797e+01 
20-10-24 05:56:26.981 - INFO: <epoch:366, iter: 129,000, lr:2.500e-05> pix-cb: 1.3032e-02 dtv-l1: 1.8021e-02 contextual: 6.2041e-01 fea-lpips-net-lin-squeeze: 5.2338e-03 l_g_gan: 3.6321e-02 l_d_real: 9.6675e-04 l_d_fake: 1.0165e-03 D_real: -2.9238e+00 D_fake: -1.0188e+01 
20-10-24 05:57:49.047 - INFO: <epoch:366, iter: 129,200, lr:2.500e-05> pix-cb: 2.6912e-02 dtv-l1: 2.6200e-02 contextual: 9.1543e-01 fea-lpips-net-lin-squeeze: 5.6114e-03 l_g_gan: 2.6629e-02 l_d_real: 1.4887e-02 l_d_fake: 1.2502e-02 D_real: 1.2125e+01 D_fake: 6.8125e+00 
20-10-24 05:59:15.088 - INFO: <epoch:367, iter: 129,400, lr:2.500e-05> pix-cb: 6.0067e-03 dtv-l1: 1.1039e-02 contextual: 1.1225e+00 fea-lpips-net-lin-squeeze: 7.3090e-03 l_g_gan: 1.3531e-02 l_d_real: 9.4363e-02 l_d_fake: 9.8242e-02 D_real: -1.4703e+01 D_fake: -1.7312e+01 
20-10-24 06:00:41.192 - INFO: <epoch:368, iter: 129,600, lr:2.500e-05> pix-cb: 8.8180e-03 dtv-l1: 1.1691e-02 contextual: 1.4950e+00 fea-lpips-net-lin-squeeze: 3.1700e-03 l_g_gan: 2.1689e-02 l_d_real: 2.1622e-02 l_d_fake: 1.7544e-02 D_real: 1.4062e+00 D_fake: -2.9121e+00 
20-10-24 06:02:03.058 - INFO: <epoch:368, iter: 129,800, lr:2.500e-05> pix-cb: 4.0291e-02 dtv-l1: 3.2851e-02 contextual: 1.5689e+00 fea-lpips-net-lin-squeeze: 1.2558e-02 l_g_gan: 5.6071e-02 l_d_real: 5.6822e-05 l_d_fake: 2.2418e-05 D_real: 1.9516e+01 D_fake: 8.3047e+00 
20-10-24 06:03:28.778 - INFO: <epoch:369, iter: 130,000, lr:2.500e-05> pix-cb: 4.0805e-02 dtv-l1: 4.3773e-02 contextual: 1.1149e+00 fea-lpips-net-lin-squeeze: 9.7809e-03 l_g_gan: 2.6512e-02 l_d_real: 8.7343e-03 l_d_fake: 8.3537e-03 D_real: 1.8797e+01 D_fake: 1.3500e+01 
20-10-24 06:03:29.232 - INFO: Models and training states saved.
20-10-24 06:04:08.327 - INFO: # Validation # PSNR: 26.863, SSIM: 0.845, LPIPS: 0.057944
20-10-24 06:04:08.327 - INFO: <epoch:369, iter: 130,000> PSNR: 26.863, SSIM: 0.845, LPIPS: 0.057944
20-10-24 06:05:30.416 - INFO: <epoch:369, iter: 130,200, lr:2.500e-05> pix-cb: 5.3031e-03 dtv-l1: 8.3333e-03 contextual: 1.3632e+00 fea-lpips-net-lin-squeeze: 1.9226e-03 l_g_gan: 2.1220e-02 l_d_real: 3.0471e-02 l_d_fake: 3.9654e-02 D_real: -7.1328e+00 D_fake: -1.1344e+01 
20-10-24 06:06:56.655 - INFO: <epoch:370, iter: 130,400, lr:2.500e-05> pix-cb: 2.4260e-02 dtv-l1: 2.5217e-02 contextual: 1.5677e+00 fea-lpips-net-lin-squeeze: 7.7553e-03 l_g_gan: 4.0402e-02 l_d_real: 7.1124e-04 l_d_fake: 5.3562e-04 D_real: 5.1406e+00 D_fake: -2.9395e+00 
20-10-24 06:08:18.680 - INFO: <epoch:370, iter: 130,600, lr:2.500e-05> pix-cb: 9.5136e-03 dtv-l1: 1.2702e-02 contextual: 9.2013e-01 fea-lpips-net-lin-squeeze: 2.8534e-03 l_g_gan: 1.3916e-02 l_d_real: 9.0280e-02 l_d_fake: 8.9612e-02 D_real: -1.3148e+01 D_fake: -1.5844e+01 
20-10-24 06:09:44.564 - INFO: <epoch:371, iter: 130,800, lr:2.500e-05> pix-cb: 7.7580e-03 dtv-l1: 1.7111e-02 contextual: 4.2841e-01 fea-lpips-net-lin-squeeze: 1.0881e-03 l_g_gan: 1.2314e-02 l_d_real: 1.4947e-01 l_d_fake: 1.5591e-01 D_real: -2.6297e+01 D_fake: -2.8609e+01 
20-10-24 06:11:10.661 - INFO: <epoch:372, iter: 131,000, lr:2.500e-05> pix-cb: 7.7304e-03 dtv-l1: 1.2397e-02 contextual: 1.0226e+00 fea-lpips-net-lin-squeeze: 3.3875e-03 l_g_gan: 6.9647e-03 l_d_real: 3.6237e-01 l_d_fake: 3.9257e-01 D_real: -1.1625e+01 D_fake: -1.2641e+01 
20-10-24 06:12:32.734 - INFO: <epoch:372, iter: 131,200, lr:2.500e-05> pix-cb: 2.6183e-02 dtv-l1: 2.8539e-02 contextual: 1.7629e+00 fea-lpips-net-lin-squeeze: 6.6338e-03 l_g_gan: 2.4876e-02 l_d_real: 1.3722e-02 l_d_fake: 2.5231e-02 D_real: 1.1883e+01 D_fake: 6.9258e+00 
20-10-24 06:13:59.058 - INFO: <epoch:373, iter: 131,400, lr:2.500e-05> pix-cb: 3.0063e-02 dtv-l1: 3.6768e-02 contextual: 1.0168e+00 fea-lpips-net-lin-squeeze: 6.3515e-03 l_g_gan: 2.9567e-02 l_d_real: 6.0783e-03 l_d_fake: 6.3578e-03 D_real: 1.3281e+01 D_fake: 7.3750e+00 
20-10-24 06:15:21.356 - INFO: <epoch:373, iter: 131,600, lr:2.500e-05> pix-cb: 1.2507e-02 dtv-l1: 1.4596e-02 contextual: 1.4263e+00 fea-lpips-net-lin-squeeze: 5.3482e-03 l_g_gan: 5.3597e-02 l_d_real: 3.1868e-05 l_d_fake: 3.3342e-05 D_real: 4.0430e+00 D_fake: -6.6758e+00 
20-10-24 06:16:47.092 - INFO: <epoch:374, iter: 131,800, lr:2.500e-05> pix-cb: 6.1323e-03 dtv-l1: 8.8427e-03 contextual: 6.6609e-01 fea-lpips-net-lin-squeeze: 1.9627e-03 l_g_gan: 1.1199e-02 l_d_real: 1.8143e-01 l_d_fake: 1.8215e-01 D_real: -7.6758e+00 D_fake: -9.7344e+00 
20-10-24 06:18:09.332 - INFO: <epoch:374, iter: 132,000, lr:2.500e-05> pix-cb: 1.7453e-02 dtv-l1: 2.1293e-02 contextual: 7.0782e-01 fea-lpips-net-lin-squeeze: 2.6855e-03 l_g_gan: 4.2681e-02 l_d_real: 3.4972e-03 l_d_fake: 4.7566e-04 D_real: -9.3359e+00 D_fake: -1.7875e+01 
20-10-24 06:19:35.241 - INFO: <epoch:375, iter: 132,200, lr:2.500e-05> pix-cb: 1.9372e-02 dtv-l1: 2.3352e-02 contextual: 1.1569e+00 fea-lpips-net-lin-squeeze: 5.3444e-03 l_g_gan: 1.2884e-02 l_d_real: 1.1595e-01 l_d_fake: 1.1990e-01 D_real: -4.3823e-01 D_fake: -2.8965e+00 
20-10-24 06:21:01.710 - INFO: <epoch:376, iter: 132,400, lr:2.500e-05> pix-cb: 7.4106e-03 dtv-l1: 1.6696e-02 contextual: 5.9812e-01 fea-lpips-net-lin-squeeze: 1.0042e-03 l_g_gan: 9.7365e-03 l_d_real: 2.9632e-01 l_d_fake: 2.9529e-01 D_real: -9.0312e+00 D_fake: -1.0680e+01 
20-10-24 06:22:21.707 - INFO: # Validation # PSNR: 27.011, SSIM: 0.84821, LPIPS: 0.057862
20-10-24 06:22:21.708 - INFO: <epoch:376, iter: 132,500> PSNR: 27.011, SSIM: 0.84821, LPIPS: 0.057862
20-10-24 06:23:02.765 - INFO: <epoch:376, iter: 132,600, lr:2.500e-05> pix-cb: 5.3943e-02 dtv-l1: 5.1488e-02 contextual: 1.2525e+00 fea-lpips-net-lin-squeeze: 1.0193e-02 l_g_gan: 2.0589e-02 l_d_real: 2.8458e-02 l_d_fake: 2.9699e-02 D_real: 1.4875e+01 D_fake: 1.0789e+01 
20-10-24 06:24:28.874 - INFO: <epoch:377, iter: 132,800, lr:2.500e-05> pix-cb: 4.7565e-03 dtv-l1: 8.5447e-03 contextual: 1.0423e+00 fea-lpips-net-lin-squeeze: 8.8167e-04 l_g_gan: 1.0896e-02 l_d_real: 1.5489e-01 l_d_fake: 1.5431e-01 D_real: -1.2672e+01 D_fake: -1.4695e+01 
20-10-24 06:25:51.072 - INFO: <epoch:377, iter: 133,000, lr:2.500e-05> pix-cb: 1.1963e-02 dtv-l1: 1.8558e-02 contextual: 9.1542e-01 fea-lpips-net-lin-squeeze: 3.8357e-03 l_g_gan: 2.9341e-02 l_d_real: 5.8148e-03 l_d_fake: 4.5378e-03 D_real: -1.1578e+01 D_fake: -1.7438e+01 
20-10-24 06:27:17.144 - INFO: <epoch:378, iter: 133,200, lr:2.500e-05> pix-cb: 2.5140e-02 dtv-l1: 2.4762e-02 contextual: 1.1502e+00 fea-lpips-net-lin-squeeze: 4.0092e-03 l_g_gan: 4.2474e-02 l_d_real: 3.2883e-04 l_d_fake: 3.1350e-04 D_real: 1.3016e+01 D_fake: 4.5195e+00 
20-10-24 06:28:39.464 - INFO: <epoch:378, iter: 133,400, lr:2.500e-05> pix-cb: 6.6288e-03 dtv-l1: 7.9948e-03 contextual: 1.8868e+00 fea-lpips-net-lin-squeeze: 4.6158e-03 l_g_gan: 5.1608e-02 l_d_real: 6.3262e-05 l_d_fake: 4.8669e-05 D_real: 1.0609e+01 D_fake: 2.8760e-01 
20-10-24 06:30:05.428 - INFO: <epoch:379, iter: 133,600, lr:2.500e-05> pix-cb: 2.3159e-02 dtv-l1: 2.0601e-02 contextual: 2.0886e+00 fea-lpips-net-lin-squeeze: 1.0452e-02 l_g_gan: 5.6764e-02 l_d_real: 3.2475e-05 l_d_fake: 1.8304e-05 D_real: 3.2031e+01 D_fake: 2.0688e+01 
20-10-24 06:31:31.043 - INFO: <epoch:380, iter: 133,800, lr:2.500e-05> pix-cb: 1.7005e-02 dtv-l1: 1.5696e-02 contextual: 1.9866e+00 fea-lpips-net-lin-squeeze: 6.8970e-03 l_g_gan: 2.6988e-02 l_d_real: 7.7149e-03 l_d_fake: 7.3469e-03 D_real: 2.0859e+01 D_fake: 1.5469e+01 
20-10-24 06:32:53.054 - INFO: <epoch:380, iter: 134,000, lr:2.500e-05> pix-cb: 2.9656e-02 dtv-l1: 3.7704e-02 contextual: 1.1419e+00 fea-lpips-net-lin-squeeze: 7.9193e-03 l_g_gan: 4.2901e-02 l_d_real: 4.0727e-04 l_d_fake: 2.9469e-04 D_real: 1.4375e+01 D_fake: 5.7969e+00 
20-10-24 06:34:19.039 - INFO: <epoch:381, iter: 134,200, lr:2.500e-05> pix-cb: 2.7438e-02 dtv-l1: 3.3159e-02 contextual: 1.2022e+00 fea-lpips-net-lin-squeeze: 5.9509e-03 l_g_gan: 2.3155e-02 l_d_real: 1.7714e-02 l_d_fake: 1.7933e-02 D_real: 1.6828e+01 D_fake: 1.2219e+01 
20-10-24 06:35:41.190 - INFO: <epoch:381, iter: 134,400, lr:2.500e-05> pix-cb: 2.1950e-02 dtv-l1: 2.5495e-02 contextual: 1.1153e+00 fea-lpips-net-lin-squeeze: 6.2370e-03 l_g_gan: 3.7280e-02 l_d_real: 1.0199e-03 l_d_fake: 1.9995e-03 D_real: 6.2695e+00 D_fake: -1.1855e+00 
20-10-24 06:37:07.130 - INFO: <epoch:382, iter: 134,600, lr:2.500e-05> pix-cb: 8.3409e-03 dtv-l1: 1.0381e-02 contextual: 1.0280e+00 fea-lpips-net-lin-squeeze: 1.9226e-03 l_g_gan: 1.8565e-02 l_d_real: 6.0510e-02 l_d_fake: 6.5302e-02 D_real: -3.6973e+00 D_fake: -7.3477e+00 
20-10-24 06:38:29.096 - INFO: <epoch:382, iter: 134,800, lr:2.500e-05> pix-cb: 5.1678e-03 dtv-l1: 8.3806e-03 contextual: 1.0892e+00 fea-lpips-net-lin-squeeze: 2.5921e-03 l_g_gan: 1.1413e-02 l_d_real: 1.3896e-01 l_d_fake: 1.3881e-01 D_real: -6.8477e+00 D_fake: -8.9922e+00 
20-10-24 06:39:55.458 - INFO: <epoch:383, iter: 135,000, lr:2.500e-05> pix-cb: 1.5755e-02 dtv-l1: 2.0539e-02 contextual: 1.3106e+00 fea-lpips-net-lin-squeeze: 6.7749e-03 l_g_gan: 1.9992e-02 l_d_real: 3.3040e-02 l_d_fake: 2.7109e-02 D_real: 1.2172e+01 D_fake: 8.2031e+00 
20-10-24 06:39:55.947 - INFO: Models and training states saved.
20-10-24 06:40:34.687 - INFO: # Validation # PSNR: 26.877, SSIM: 0.84745, LPIPS: 0.057318
20-10-24 06:40:34.687 - INFO: <epoch:383, iter: 135,000> PSNR: 26.877, SSIM: 0.84745, LPIPS: 0.057318
20-10-24 06:42:01.260 - INFO: <epoch:384, iter: 135,200, lr:2.500e-05> pix-cb: 1.4061e-02 dtv-l1: 1.7944e-02 contextual: 1.1679e+00 fea-lpips-net-lin-squeeze: 6.0120e-03 l_g_gan: 2.9762e-02 l_d_real: 3.7440e-03 l_d_fake: 3.7978e-03 D_real: 2.6465e+00 D_fake: -3.3027e+00 
20-10-24 06:43:23.432 - INFO: <epoch:384, iter: 135,400, lr:2.500e-05> pix-cb: 3.5750e-02 dtv-l1: 4.4188e-02 contextual: 8.2716e-01 fea-lpips-net-lin-squeeze: 5.2948e-03 l_g_gan: 1.4075e-02 l_d_real: 1.0761e-01 l_d_fake: 1.2272e-01 D_real: 2.0672e+01 D_fake: 1.7969e+01 
20-10-24 06:44:49.674 - INFO: <epoch:385, iter: 135,600, lr:2.500e-05> pix-cb: 1.2746e-02 dtv-l1: 1.9600e-02 contextual: 5.2432e-01 fea-lpips-net-lin-squeeze: 4.1542e-03 l_g_gan: 1.8550e-02 l_d_real: 4.9679e-02 l_d_fake: 3.8944e-02 D_real: -2.9434e+00 D_fake: -6.6094e+00 
20-10-24 06:46:11.747 - INFO: <epoch:385, iter: 135,800, lr:2.500e-05> pix-cb: 9.4925e-03 dtv-l1: 1.6576e-02 contextual: 1.3521e+00 fea-lpips-net-lin-squeeze: 1.6212e-03 l_g_gan: 3.2968e-03 l_d_real: 9.9681e-01 l_d_fake: 1.0110e+00 D_real: -9.7109e+00 D_fake: -9.3672e+00 
20-10-24 06:47:37.924 - INFO: <epoch:386, iter: 136,000, lr:2.500e-05> pix-cb: 2.0325e-02 dtv-l1: 4.0879e-02 contextual: 1.3087e+00 fea-lpips-net-lin-squeeze: 2.6417e-03 l_g_gan: 4.1399e-03 l_d_real: 1.2198e+00 l_d_fake: 1.2245e+00 D_real: 2.1328e+01 D_fake: 2.1719e+01 
20-10-24 06:49:00.066 - INFO: <epoch:386, iter: 136,200, lr:2.500e-05> pix-cb: 8.2054e-03 dtv-l1: 1.2373e-02 contextual: 1.2191e+00 fea-lpips-net-lin-squeeze: 3.7613e-03 l_g_gan: 4.1282e-03 l_d_real: 7.7822e-01 l_d_fake: 7.9487e-01 D_real: -9.5156e+00 D_fake: -9.5547e+00 
20-10-24 06:50:26.307 - INFO: <epoch:387, iter: 136,400, lr:2.500e-05> pix-cb: 2.0608e-02 dtv-l1: 2.7400e-02 contextual: 1.4605e+00 fea-lpips-net-lin-squeeze: 3.7384e-03 l_g_gan: 2.6874e-02 l_d_real: 9.0240e-03 l_d_fake: 8.5278e-03 D_real: 1.4102e+01 D_fake: 8.7344e+00 
20-10-24 06:51:52.837 - INFO: <epoch:388, iter: 136,600, lr:2.500e-05> pix-cb: 2.6408e-02 dtv-l1: 2.9148e-02 contextual: 1.3173e+00 fea-lpips-net-lin-squeeze: 8.5907e-03 l_g_gan: 4.8582e-02 l_d_real: 1.0776e-04 l_d_fake: 9.9689e-05 D_real: 1.5484e+01 D_fake: 5.7656e+00 
20-10-24 06:53:14.893 - INFO: <epoch:388, iter: 136,800, lr:2.500e-05> pix-cb: 1.9318e-02 dtv-l1: 2.0107e-02 contextual: 1.0142e+00 fea-lpips-net-lin-squeeze: 6.4201e-03 l_g_gan: 4.1421e-02 l_d_real: 4.4432e-04 l_d_fake: 3.2531e-04 D_real: 7.4883e+00 D_fake: -7.9492e-01 
20-10-24 06:54:41.347 - INFO: <epoch:389, iter: 137,000, lr:2.500e-05> pix-cb: 2.7956e-02 dtv-l1: 2.6313e-02 contextual: 1.4998e+00 fea-lpips-net-lin-squeeze: 7.4768e-03 l_g_gan: 6.5434e-03 l_d_real: 4.3928e-01 l_d_fake: 4.2436e-01 D_real: 1.3023e+01 D_fake: 1.2148e+01 
20-10-24 06:56:03.640 - INFO: <epoch:389, iter: 137,200, lr:2.500e-05> pix-cb: 1.5118e-02 dtv-l1: 2.3417e-02 contextual: 9.5003e-01 fea-lpips-net-lin-squeeze: 5.1346e-03 l_g_gan: 6.1768e-04 l_d_real: 2.6137e+00 l_d_fake: 2.5907e+00 D_real: 7.1631e-01 D_fake: 3.1953e+00 
20-10-24 06:57:30.144 - INFO: <epoch:390, iter: 137,400, lr:2.500e-05> pix-cb: 2.4880e-02 dtv-l1: 2.6148e-02 contextual: 1.0882e+00 fea-lpips-net-lin-squeeze: 6.4430e-03 l_g_gan: 3.7312e-02 l_d_real: 9.7985e-04 l_d_fake: 7.9318e-04 D_real: 7.0625e+00 D_fake: -3.9868e-01 
20-10-24 06:58:50.477 - INFO: # Validation # PSNR: 27.151, SSIM: 0.84935, LPIPS: 0.060037
20-10-24 06:58:50.477 - INFO: <epoch:390, iter: 137,500> PSNR: 27.151, SSIM: 0.84935, LPIPS: 0.060037
20-10-24 06:59:31.839 - INFO: <epoch:390, iter: 137,600, lr:2.500e-05> pix-cb: 5.3938e-03 dtv-l1: 6.4576e-03 contextual: 1.4788e+00 fea-lpips-net-lin-squeeze: 2.0599e-03 l_g_gan: 1.9093e-02 l_d_real: 3.1249e-02 l_d_fake: 3.1038e-02 D_real: -8.2578e+00 D_fake: -1.2047e+01 
20-10-24 07:00:58.237 - INFO: <epoch:391, iter: 137,800, lr:2.500e-05> pix-cb: 3.7521e-02 dtv-l1: 3.7438e-02 contextual: 1.4930e+00 fea-lpips-net-lin-squeeze: 8.2550e-03 l_g_gan: 2.2144e-02 l_d_real: 2.4439e-02 l_d_fake: 2.3233e-02 D_real: 1.9594e+01 D_fake: 1.5188e+01 
20-10-24 07:02:24.641 - INFO: <epoch:392, iter: 138,000, lr:2.500e-05> pix-cb: 4.3487e-03 dtv-l1: 8.6950e-03 contextual: 1.5595e+00 fea-lpips-net-lin-squeeze: 1.4133e-03 l_g_gan: 1.2432e-02 l_d_real: 1.1998e-01 l_d_fake: 1.2150e-01 D_real: -1.1617e+01 D_fake: -1.3984e+01 
20-10-24 07:03:46.951 - INFO: <epoch:392, iter: 138,200, lr:2.500e-05> pix-cb: 1.2875e-02 dtv-l1: 1.5316e-02 contextual: 1.8071e+00 fea-lpips-net-lin-squeeze: 5.0888e-03 l_g_gan: 3.8269e-02 l_d_real: 7.5197e-04 l_d_fake: 9.4623e-04 D_real: 1.8594e+01 D_fake: 1.0938e+01 
20-10-24 07:05:13.376 - INFO: <epoch:393, iter: 138,400, lr:2.500e-05> pix-cb: 1.6362e-02 dtv-l1: 2.3371e-02 contextual: 1.3312e+00 fea-lpips-net-lin-squeeze: 4.6425e-03 l_g_gan: 9.1205e-03 l_d_real: 2.4978e-01 l_d_fake: 2.5011e-01 D_real: 4.4805e+00 D_fake: 2.9062e+00 
20-10-24 07:06:35.504 - INFO: <epoch:393, iter: 138,600, lr:2.500e-05> pix-cb: 2.5187e-02 dtv-l1: 2.7436e-02 contextual: 9.0450e-01 fea-lpips-net-lin-squeeze: 3.9024e-03 l_g_gan: 2.9644e-02 l_d_real: 3.9453e-03 l_d_fake: 4.8630e-03 D_real: 8.1641e+00 D_fake: 2.2383e+00 
20-10-24 07:08:01.974 - INFO: <epoch:394, iter: 138,800, lr:2.500e-05> pix-cb: 2.3988e-02 dtv-l1: 2.9719e-02 contextual: 6.1945e-01 fea-lpips-net-lin-squeeze: 4.1389e-03 l_g_gan: 1.7827e-02 l_d_real: 4.2445e-02 l_d_fake: 4.6169e-02 D_real: 1.6934e+00 D_fake: -1.8281e+00 
20-10-24 07:09:24.758 - INFO: <epoch:394, iter: 139,000, lr:2.500e-05> pix-cb: 9.0999e-03 dtv-l1: 1.4151e-02 contextual: 9.4202e-01 fea-lpips-net-lin-squeeze: 2.9221e-03 l_g_gan: 2.0796e-02 l_d_real: 3.1198e-02 l_d_fake: 3.4409e-02 D_real: -8.2734e+00 D_fake: -1.2398e+01 
20-10-24 07:10:51.315 - INFO: <epoch:395, iter: 139,200, lr:2.500e-05> pix-cb: 7.3013e-03 dtv-l1: 1.1945e-02 contextual: 1.2106e+00 fea-lpips-net-lin-squeeze: 2.4567e-03 l_g_gan: 1.8109e-02 l_d_real: 4.6014e-02 l_d_fake: 6.4093e-02 D_real: -1.5146e+00 D_fake: -5.0820e+00 
20-10-24 07:12:17.832 - INFO: <epoch:396, iter: 139,400, lr:2.500e-05> pix-cb: 1.1588e-02 dtv-l1: 1.6267e-02 contextual: 1.2829e+00 fea-lpips-net-lin-squeeze: 5.9891e-03 l_g_gan: 1.8593e-02 l_d_real: 4.2957e-02 l_d_fake: 4.8321e-02 D_real: 3.8984e+00 D_fake: 2.2485e-01 
20-10-24 07:13:39.893 - INFO: <epoch:396, iter: 139,600, lr:2.500e-05> pix-cb: 2.0816e-02 dtv-l1: 2.3829e-02 contextual: 8.7109e-01 fea-lpips-net-lin-squeeze: 3.6278e-03 l_g_gan: 1.8798e-02 l_d_real: 4.2794e-02 l_d_fake: 4.1490e-02 D_real: 1.2852e+01 D_fake: 9.1328e+00 
20-10-24 07:15:05.632 - INFO: <epoch:397, iter: 139,800, lr:2.500e-05> pix-cb: 7.5300e-03 dtv-l1: 1.1139e-02 contextual: 1.4485e+00 fea-lpips-net-lin-squeeze: 3.4504e-03 l_g_gan: 3.6877e-02 l_d_real: 1.1052e-03 l_d_fake: 9.8101e-04 D_real: 8.8281e-01 D_fake: -6.4922e+00 
20-10-24 07:16:27.824 - INFO: <epoch:397, iter: 140,000, lr:2.500e-05> pix-cb: 1.4545e-02 dtv-l1: 2.4132e-02 contextual: 5.9153e-01 fea-lpips-net-lin-squeeze: 3.0804e-03 l_g_gan: 4.5580e-04 l_d_real: 3.1633e+00 l_d_fake: 3.1645e+00 D_real: -1.8062e+01 D_fake: -1.4992e+01 
20-10-24 07:16:28.291 - INFO: Models and training states saved.
20-10-24 07:17:07.357 - INFO: # Validation # PSNR: 26.958, SSIM: 0.84734, LPIPS: 0.057106
20-10-24 07:17:07.357 - INFO: <epoch:397, iter: 140,000> PSNR: 26.958, SSIM: 0.84734, LPIPS: 0.057106
20-10-24 07:18:33.547 - INFO: <epoch:398, iter: 140,200, lr:2.500e-05> pix-cb: 4.2987e-02 dtv-l1: 3.6864e-02 contextual: 1.6176e+00 fea-lpips-net-lin-squeeze: 1.1353e-02 l_g_gan: 8.0432e-02 l_d_real: 2.1835e-07 l_d_fake: 1.6026e-07 D_real: 2.6672e+01 D_fake: 1.0586e+01 
20-10-24 07:19:56.037 - INFO: <epoch:398, iter: 140,400, lr:2.500e-05> pix-cb: 2.8632e-02 dtv-l1: 3.0504e-02 contextual: 7.2708e-01 fea-lpips-net-lin-squeeze: 4.7569e-03 l_g_gan: 9.1353e-03 l_d_real: 3.0625e-01 l_d_fake: 3.3979e-01 D_real: 4.8672e+00 D_fake: 3.3633e+00 
20-10-24 07:21:22.226 - INFO: <epoch:399, iter: 140,600, lr:2.500e-05> pix-cb: 1.3118e-02 dtv-l1: 1.6895e-02 contextual: 7.6273e-01 fea-lpips-net-lin-squeeze: 3.6316e-03 l_g_gan: 1.0634e-02 l_d_real: 1.7591e-01 l_d_fake: 1.7171e-01 D_real: -9.8359e+00 D_fake: -1.1789e+01 
20-10-24 07:22:48.682 - INFO: <epoch:400, iter: 140,800, lr:2.500e-05> pix-cb: 2.3267e-02 dtv-l1: 2.5944e-02 contextual: 9.4587e-01 fea-lpips-net-lin-squeeze: 7.1144e-03 l_g_gan: 4.8650e-02 l_d_real: 1.0412e-04 l_d_fake: 1.1681e-04 D_real: -4.1211e+00 D_fake: -1.3852e+01 
20-10-24 07:24:10.671 - INFO: <epoch:400, iter: 141,000, lr:2.500e-05> pix-cb: 2.3515e-02 dtv-l1: 2.3478e-02 contextual: 1.4742e+00 fea-lpips-net-lin-squeeze: 5.2605e-03 l_g_gan: 3.0418e-02 l_d_real: 5.1080e-03 l_d_fake: 4.4203e-03 D_real: 3.1891e+01 D_fake: 2.5812e+01 
20-10-24 07:25:37.002 - INFO: <epoch:401, iter: 141,200, lr:2.500e-05> pix-cb: 4.6001e-02 dtv-l1: 4.1273e-02 contextual: 1.4217e+00 fea-lpips-net-lin-squeeze: 9.7427e-03 l_g_gan: 4.0582e-02 l_d_real: 1.0536e-03 l_d_fake: 6.4843e-04 D_real: 2.2625e+01 D_fake: 1.4508e+01 
20-10-24 07:26:58.823 - INFO: <epoch:401, iter: 141,400, lr:2.500e-05> pix-cb: 2.2344e-02 dtv-l1: 2.2255e-02 contextual: 1.7498e+00 fea-lpips-net-lin-squeeze: 3.8662e-03 l_g_gan: 1.9937e-02 l_d_real: 2.7890e-02 l_d_fake: 2.9686e-02 D_real: 2.3516e+00 D_fake: -1.6074e+00 
20-10-24 07:28:25.356 - INFO: <epoch:402, iter: 141,600, lr:2.500e-05> pix-cb: 2.1013e-02 dtv-l1: 2.1960e-02 contextual: 1.5710e+00 fea-lpips-net-lin-squeeze: 8.7967e-03 l_g_gan: 6.6090e-02 l_d_real: 2.7461e-06 l_d_fake: 3.9783e-06 D_real: 1.4031e+01 D_fake: 8.1299e-01 
20-10-24 07:29:47.148 - INFO: <epoch:402, iter: 141,800, lr:2.500e-05> pix-cb: 7.5157e-03 dtv-l1: 1.1089e-02 contextual: 9.9138e-01 fea-lpips-net-lin-squeeze: 3.9406e-03 l_g_gan: 2.3610e-02 l_d_real: 2.4645e-02 l_d_fake: 1.2014e-02 D_real: -1.1070e+01 D_fake: -1.5773e+01 
20-10-24 07:31:13.328 - INFO: <epoch:403, iter: 142,000, lr:2.500e-05> pix-cb: 3.0239e-02 dtv-l1: 2.7805e-02 contextual: 1.6933e+00 fea-lpips-net-lin-squeeze: 8.9722e-03 l_g_gan: 6.8008e-02 l_d_real: 2.1979e-06 l_d_fake: 1.9937e-06 D_real: 2.3406e+01 D_fake: 9.8047e+00 
20-10-24 07:32:39.661 - INFO: <epoch:404, iter: 142,200, lr:2.500e-05> pix-cb: 4.2432e-02 dtv-l1: 3.4026e-02 contextual: 1.4245e+00 fea-lpips-net-lin-squeeze: 8.6441e-03 l_g_gan: 3.8424e-02 l_d_real: 2.1053e-03 l_d_fake: 1.5920e-03 D_real: 3.4438e+01 D_fake: 2.6750e+01 
20-10-24 07:34:01.485 - INFO: <epoch:404, iter: 142,400, lr:2.500e-05> pix-cb: 8.8026e-03 dtv-l1: 1.1770e-02 contextual: 1.3314e+00 fea-lpips-net-lin-squeeze: 4.7264e-03 l_g_gan: 5.6665e-02 l_d_real: 1.7175e-05 l_d_fake: 1.5406e-05 D_real: -4.0273e+00 D_fake: -1.5359e+01 
20-10-24 07:35:21.463 - INFO: # Validation # PSNR: 27.137, SSIM: 0.85071, LPIPS: 0.058348
20-10-24 07:35:21.463 - INFO: <epoch:404, iter: 142,500> PSNR: 27.137, SSIM: 0.85071, LPIPS: 0.058348
20-10-24 07:36:06.447 - INFO: <epoch:405, iter: 142,600, lr:2.500e-05> pix-cb: 1.8843e-02 dtv-l1: 2.0075e-02 contextual: 1.1725e+00 fea-lpips-net-lin-squeeze: 4.1046e-03 l_g_gan: 1.9985e-02 l_d_real: 2.7824e-02 l_d_fake: 2.7842e-02 D_real: -3.5645e-01 D_fake: -4.3242e+00 
20-10-24 07:37:28.440 - INFO: <epoch:405, iter: 142,800, lr:2.500e-05> pix-cb: 2.2115e-02 dtv-l1: 2.8153e-02 contextual: 1.3927e+00 fea-lpips-net-lin-squeeze: 3.5400e-03 l_g_gan: 3.1506e-03 l_d_real: 1.0537e+00 l_d_fake: 1.0363e+00 D_real: 1.3203e+00 D_fake: 1.7354e+00 
20-10-24 07:38:54.441 - INFO: <epoch:406, iter: 143,000, lr:2.500e-05> pix-cb: 2.4454e-02 dtv-l1: 2.9070e-02 contextual: 1.1379e+00 fea-lpips-net-lin-squeeze: 5.1918e-03 l_g_gan: 2.3660e-03 l_d_real: 1.2673e+00 l_d_fake: 1.2606e+00 D_real: -2.9663e-01 D_fake: 4.9414e-01 
20-10-24 07:40:16.700 - INFO: <epoch:406, iter: 143,200, lr:2.500e-05> pix-cb: 1.2538e-02 dtv-l1: 1.5285e-02 contextual: 8.6746e-01 fea-lpips-net-lin-squeeze: 4.0169e-03 l_g_gan: 3.4388e-02 l_d_real: 7.9743e-03 l_d_fake: 2.8450e-03 D_real: -2.2491e-02 D_fake: -6.8945e+00 
20-10-24 07:41:43.256 - INFO: <epoch:407, iter: 143,400, lr:2.500e-05> pix-cb: 1.8045e-02 dtv-l1: 2.2488e-02 contextual: 9.5749e-01 fea-lpips-net-lin-squeeze: 4.1733e-03 l_g_gan: 9.5003e-03 l_d_real: 2.0563e-01 l_d_fake: 2.0796e-01 D_real: 2.7617e+00 D_fake: 1.0684e+00 
20-10-24 07:43:09.927 - INFO: <epoch:408, iter: 143,600, lr:2.500e-05> pix-cb: 4.6237e-02 dtv-l1: 4.2174e-02 contextual: 1.6764e+00 fea-lpips-net-lin-squeeze: 1.2299e-02 l_g_gan: 3.2515e-02 l_d_real: 7.4723e-03 l_d_fake: 3.0663e-03 D_real: 3.4875e+01 D_fake: 2.8375e+01 
20-10-24 07:44:32.290 - INFO: <epoch:408, iter: 143,800, lr:2.500e-05> pix-cb: 4.2134e-02 dtv-l1: 3.7693e-02 contextual: 1.3054e+00 fea-lpips-net-lin-squeeze: 4.5776e-03 l_g_gan: 3.6547e-02 l_d_real: 2.4007e-03 l_d_fake: 3.3857e-03 D_real: 2.7188e+01 D_fake: 1.9875e+01 
20-10-24 07:45:58.424 - INFO: <epoch:409, iter: 144,000, lr:2.500e-05> pix-cb: 3.2712e-02 dtv-l1: 3.9690e-02 contextual: 1.2214e+00 fea-lpips-net-lin-squeeze: 5.3864e-03 l_g_gan: 2.0624e-02 l_d_real: 3.0963e-02 l_d_fake: 3.6385e-02 D_real: 1.5375e+01 D_fake: 1.1281e+01 
20-10-24 07:47:20.490 - INFO: <epoch:409, iter: 144,200, lr:2.500e-05> pix-cb: 4.1128e-02 dtv-l1: 3.6653e-02 contextual: 1.4861e+00 fea-lpips-net-lin-squeeze: 9.4986e-03 l_g_gan: 4.3902e-02 l_d_real: 2.9213e-04 l_d_fake: 2.7617e-04 D_real: 2.9359e+01 D_fake: 2.0578e+01 
20-10-24 07:48:46.489 - INFO: <epoch:410, iter: 144,400, lr:2.500e-05> pix-cb: 2.7544e-02 dtv-l1: 3.3307e-02 contextual: 1.2060e+00 fea-lpips-net-lin-squeeze: 4.7112e-03 l_g_gan: 2.5858e-02 l_d_real: 8.8250e-03 l_d_fake: 8.7798e-03 D_real: 1.2414e+01 D_fake: 7.2500e+00 
20-10-24 07:50:08.217 - INFO: <epoch:410, iter: 144,600, lr:2.500e-05> pix-cb: 1.0508e-02 dtv-l1: 1.3969e-02 contextual: 1.5841e+00 fea-lpips-net-lin-squeeze: 7.7438e-03 l_g_gan: 2.2612e-02 l_d_real: 1.6727e-02 l_d_fake: 1.5659e-02 D_real: -9.3896e-01 D_fake: -5.4453e+00 
20-10-24 07:51:34.357 - INFO: <epoch:411, iter: 144,800, lr:2.500e-05> pix-cb: 3.5141e-02 dtv-l1: 2.7659e-02 contextual: 1.4989e+00 fea-lpips-net-lin-squeeze: 1.1261e-02 l_g_gan: 9.7139e-02 l_d_real: 4.4095e-09 l_d_fake: 2.2808e-09 D_real: 2.8906e+01 D_fake: 9.4766e+00 
20-10-24 07:53:00.380 - INFO: <epoch:412, iter: 145,000, lr:2.500e-05> pix-cb: 1.3383e-02 dtv-l1: 2.3263e-02 contextual: 7.7271e-01 fea-lpips-net-lin-squeeze: 3.7384e-03 l_g_gan: 1.2273e-02 l_d_real: 1.3507e-01 l_d_fake: 1.4175e-01 D_real: 4.5977e+00 D_fake: 2.2812e+00 
20-10-24 07:53:00.804 - INFO: Models and training states saved.
20-10-24 07:53:39.524 - INFO: # Validation # PSNR: 26.966, SSIM: 0.84888, LPIPS: 0.057971
20-10-24 07:53:39.524 - INFO: <epoch:412, iter: 145,000> PSNR: 26.966, SSIM: 0.84888, LPIPS: 0.057971
20-10-24 07:55:00.884 - INFO: <epoch:412, iter: 145,200, lr:2.500e-05> pix-cb: 1.0972e-02 dtv-l1: 1.5114e-02 contextual: 1.1749e+00 fea-lpips-net-lin-squeeze: 3.0174e-03 l_g_gan: 1.6040e-02 l_d_real: 8.6026e-02 l_d_fake: 8.9681e-02 D_real: -2.0562e+01 D_fake: -2.3688e+01 
20-10-24 07:56:27.354 - INFO: <epoch:413, iter: 145,400, lr:2.500e-05> pix-cb: 2.2872e-02 dtv-l1: 2.4310e-02 contextual: 1.0972e+00 fea-lpips-net-lin-squeeze: 1.1330e-02 l_g_gan: 6.2775e-02 l_d_real: 1.5138e-05 l_d_fake: 7.9553e-06 D_real: 1.4828e+01 D_fake: 2.2734e+00 
20-10-24 07:57:49.344 - INFO: <epoch:413, iter: 145,600, lr:2.500e-05> pix-cb: 2.1651e-02 dtv-l1: 2.0708e-02 contextual: 1.2601e+00 fea-lpips-net-lin-squeeze: 3.0022e-03 l_g_gan: 2.7851e-02 l_d_real: 9.2813e-03 l_d_fake: 5.3415e-03 D_real: 6.7266e+00 D_fake: 1.1641e+00 
20-10-24 07:59:15.696 - INFO: <epoch:414, iter: 145,800, lr:2.500e-05> pix-cb: 1.4248e-02 dtv-l1: 1.6238e-02 contextual: 8.3361e-01 fea-lpips-net-lin-squeeze: 4.3221e-03 l_g_gan: 1.8729e-02 l_d_real: 3.2044e-02 l_d_fake: 3.2385e-02 D_real: -1.9941e+00 D_fake: -5.7070e+00 
20-10-24 08:00:38.044 - INFO: <epoch:414, iter: 146,000, lr:2.500e-05> pix-cb: 2.0305e-02 dtv-l1: 2.2874e-02 contextual: 1.3159e+00 fea-lpips-net-lin-squeeze: 7.2556e-03 l_g_gan: 5.5193e-02 l_d_real: 2.3426e-05 l_d_fake: 2.4996e-05 D_real: 9.8203e+00 D_fake: -1.2158e+00 
20-10-24 08:02:04.103 - INFO: <epoch:415, iter: 146,200, lr:2.500e-05> pix-cb: 5.1103e-03 dtv-l1: 9.1908e-03 contextual: 1.4033e+00 fea-lpips-net-lin-squeeze: 1.8005e-03 l_g_gan: 1.5181e-02 l_d_real: 5.9484e-02 l_d_fake: 5.9268e-02 D_real: -1.0195e+01 D_fake: -1.3172e+01 
20-10-24 08:03:30.266 - INFO: <epoch:416, iter: 146,400, lr:2.500e-05> pix-cb: 7.7940e-03 dtv-l1: 9.9239e-03 contextual: 8.9467e-01 fea-lpips-net-lin-squeeze: 6.1150e-03 l_g_gan: 3.7359e-02 l_d_real: 7.2079e-04 l_d_fake: 6.7998e-04 D_real: -6.0977e+00 D_fake: -1.3570e+01 
20-10-24 08:04:51.975 - INFO: <epoch:416, iter: 146,600, lr:2.500e-05> pix-cb: 2.1273e-02 dtv-l1: 2.5465e-02 contextual: 1.2953e+00 fea-lpips-net-lin-squeeze: 6.6833e-03 l_g_gan: 3.4659e-02 l_d_real: 1.8218e-03 l_d_fake: 1.8218e-03 D_real: 1.8656e+01 D_fake: 1.1727e+01 
20-10-24 08:06:18.445 - INFO: <epoch:417, iter: 146,800, lr:2.500e-05> pix-cb: 3.9414e-02 dtv-l1: 3.6428e-02 contextual: 1.6467e+00 fea-lpips-net-lin-squeeze: 7.3967e-03 l_g_gan: 1.9689e-02 l_d_real: 2.9245e-02 l_d_fake: 3.5478e-02 D_real: 1.4977e+01 D_fake: 1.1070e+01 
20-10-24 08:07:40.578 - INFO: <epoch:417, iter: 147,000, lr:2.500e-05> pix-cb: 9.7179e-03 dtv-l1: 1.4512e-02 contextual: 1.1387e+00 fea-lpips-net-lin-squeeze: 3.0880e-03 l_g_gan: 2.5309e-02 l_d_real: 9.4029e-03 l_d_fake: 9.7835e-03 D_real: -1.2586e+01 D_fake: -1.7641e+01 
20-10-24 08:09:06.639 - INFO: <epoch:418, iter: 147,200, lr:2.500e-05> pix-cb: 1.0652e-02 dtv-l1: 1.7668e-02 contextual: 7.8718e-01 fea-lpips-net-lin-squeeze: 2.2545e-03 l_g_gan: 4.9172e-03 l_d_real: 5.8669e-01 l_d_fake: 5.7491e-01 D_real: -4.9297e+00 D_fake: -5.3320e+00 
20-10-24 08:10:28.763 - INFO: <epoch:418, iter: 147,400, lr:2.500e-05> pix-cb: 2.2685e-02 dtv-l1: 2.6243e-02 contextual: 1.2344e+00 fea-lpips-net-lin-squeeze: 3.9558e-03 l_g_gan: 1.9283e-02 l_d_real: 3.6482e-02 l_d_fake: 3.5960e-02 D_real: -1.9502e+00 D_fake: -5.7695e+00 
20-10-24 08:11:52.607 - INFO: # Validation # PSNR: 27.128, SSIM: 0.85276, LPIPS: 0.058725
20-10-24 08:11:52.607 - INFO: <epoch:419, iter: 147,500> PSNR: 27.128, SSIM: 0.85276, LPIPS: 0.058725
20-10-24 08:12:33.548 - INFO: <epoch:419, iter: 147,600, lr:2.500e-05> pix-cb: 1.5805e-02 dtv-l1: 2.1059e-02 contextual: 1.0277e+00 fea-lpips-net-lin-squeeze: 5.9891e-03 l_g_gan: 2.9594e-02 l_d_real: 4.0526e-03 l_d_fake: 4.0681e-03 D_real: -2.3184e+00 D_fake: -8.2344e+00 
20-10-24 08:13:59.647 - INFO: <epoch:420, iter: 147,800, lr:2.500e-05> pix-cb: 3.3316e-02 dtv-l1: 3.3417e-02 contextual: 1.3667e+00 fea-lpips-net-lin-squeeze: 6.6452e-03 l_g_gan: 3.7777e-02 l_d_real: 2.3681e-03 l_d_fake: 8.0147e-04 D_real: 1.6969e+01 D_fake: 9.4141e+00 
20-10-24 08:15:21.769 - INFO: <epoch:420, iter: 148,000, lr:2.500e-05> pix-cb: 2.8116e-02 dtv-l1: 2.8947e-02 contextual: 1.2556e+00 fea-lpips-net-lin-squeeze: 5.4283e-03 l_g_gan: 3.9061e-02 l_d_real: 7.3384e-04 l_d_fake: 7.3960e-04 D_real: 1.0547e+01 D_fake: 2.7344e+00 
20-10-24 08:16:48.199 - INFO: <epoch:421, iter: 148,200, lr:2.500e-05> pix-cb: 2.6156e-02 dtv-l1: 3.1289e-02 contextual: 9.1778e-01 fea-lpips-net-lin-squeeze: 3.2806e-03 l_g_gan: 3.8165e-03 l_d_real: 7.7917e-01 l_d_fake: 8.0070e-01 D_real: 7.2815e-02 D_fake: 9.9426e-02 
20-10-24 08:18:10.680 - INFO: <epoch:421, iter: 148,400, lr:2.500e-05> pix-cb: 1.8583e-02 dtv-l1: 1.6900e-02 contextual: 2.1050e+00 fea-lpips-net-lin-squeeze: 4.9438e-03 l_g_gan: 3.1684e-02 l_d_real: 2.5675e-03 l_d_fake: 2.5767e-03 D_real: 1.2289e+01 D_fake: 5.9531e+00 
20-10-24 08:19:36.732 - INFO: <epoch:422, iter: 148,600, lr:2.500e-05> pix-cb: 8.2393e-03 dtv-l1: 1.2041e-02 contextual: 1.2394e+00 fea-lpips-net-lin-squeeze: 1.9178e-03 l_g_gan: 4.1617e-02 l_d_real: 3.2900e-04 l_d_fake: 3.0803e-04 D_real: -7.4258e+00 D_fake: -1.5750e+01 
20-10-24 08:20:58.489 - INFO: <epoch:422, iter: 148,800, lr:2.500e-05> pix-cb: 1.6933e-02 dtv-l1: 2.1250e-02 contextual: 1.1939e+00 fea-lpips-net-lin-squeeze: 5.8975e-03 l_g_gan: 3.0772e-02 l_d_real: 2.8612e-03 l_d_fake: 2.9244e-03 D_real: 6.1719e-01 D_fake: -5.5352e+00 
20-10-24 08:22:24.361 - INFO: <epoch:423, iter: 149,000, lr:2.500e-05> pix-cb: 3.1976e-02 dtv-l1: 3.0784e-02 contextual: 1.7925e+00 fea-lpips-net-lin-squeeze: 7.8659e-03 l_g_gan: 4.0484e-02 l_d_real: 5.5760e-04 l_d_fake: 4.3530e-04 D_real: 2.4984e+01 D_fake: 1.6891e+01 
20-10-24 08:23:50.681 - INFO: <epoch:424, iter: 149,200, lr:2.500e-05> pix-cb: 2.6895e-02 dtv-l1: 2.7206e-02 contextual: 1.4403e+00 fea-lpips-net-lin-squeeze: 6.3324e-03 l_g_gan: 2.1887e-02 l_d_real: 2.2309e-02 l_d_fake: 2.2666e-02 D_real: 8.2266e+00 D_fake: 3.8711e+00 
20-10-24 08:25:12.576 - INFO: <epoch:424, iter: 149,400, lr:2.500e-05> pix-cb: 9.1947e-03 dtv-l1: 1.2263e-02 contextual: 1.0060e+00 fea-lpips-net-lin-squeeze: 2.7523e-03 l_g_gan: 1.8265e-02 l_d_real: 3.7203e-02 l_d_fake: 3.5715e-02 D_real: -6.3125e+00 D_fake: -9.9297e+00 
20-10-24 08:26:38.400 - INFO: <epoch:425, iter: 149,600, lr:2.500e-05> pix-cb: 2.6665e-02 dtv-l1: 3.0999e-02 contextual: 1.2588e+00 fea-lpips-net-lin-squeeze: 6.7673e-03 l_g_gan: 2.4357e-02 l_d_real: 2.0775e-02 l_d_fake: 1.2290e-02 D_real: 1.7750e+01 D_fake: 1.2898e+01 
20-10-24 08:28:00.579 - INFO: <epoch:425, iter: 149,800, lr:2.500e-05> pix-cb: 3.5968e-02 dtv-l1: 3.6019e-02 contextual: 1.7868e+00 fea-lpips-net-lin-squeeze: 9.0790e-03 l_g_gan: 6.8750e-02 l_d_real: 2.1660e-06 l_d_fake: 1.6045e-06 D_real: 2.4953e+01 D_fake: 1.1203e+01 
20-10-24 08:29:26.632 - INFO: <epoch:426, iter: 150,000, lr:2.500e-05> pix-cb: 1.8673e-02 dtv-l1: 2.1021e-02 contextual: 9.9514e-01 fea-lpips-net-lin-squeeze: 4.7836e-03 l_g_gan: 4.1136e-02 l_d_real: 4.3377e-04 l_d_fake: 4.1020e-04 D_real: 8.4766e+00 D_fake: 2.4915e-01 
20-10-24 08:29:27.133 - INFO: Models and training states saved.
20-10-24 08:30:05.656 - INFO: # Validation # PSNR: 26.726, SSIM: 0.84523, LPIPS: 0.056442
20-10-24 08:30:05.657 - INFO: <epoch:426, iter: 150,000> PSNR: 26.726, SSIM: 0.84523, LPIPS: 0.056442
20-10-24 08:31:27.418 - INFO: <epoch:426, iter: 150,200, lr:2.500e-05> pix-cb: 2.6711e-02 dtv-l1: 2.4156e-02 contextual: 1.4200e+00 fea-lpips-net-lin-squeeze: 8.8959e-03 l_g_gan: 4.1676e-02 l_d_real: 5.6860e-04 l_d_fake: 4.4435e-04 D_real: 3.0844e+01 D_fake: 2.2516e+01 
20-10-24 08:32:53.243 - INFO: <epoch:427, iter: 150,400, lr:2.500e-05> pix-cb: 1.0477e-02 dtv-l1: 1.3059e-02 contextual: 1.3950e+00 fea-lpips-net-lin-squeeze: 3.9864e-03 l_g_gan: 1.2310e-02 l_d_real: 1.2738e-01 l_d_fake: 1.1626e-01 D_real: 6.1484e+00 D_fake: 3.8086e+00 
20-10-24 08:34:19.640 - INFO: <epoch:428, iter: 150,600, lr:2.500e-05> pix-cb: 6.4166e-02 dtv-l1: 4.7854e-02 contextual: 1.8748e+00 fea-lpips-net-lin-squeeze: 8.3694e-03 l_g_gan: 3.7090e-02 l_d_real: 4.9989e-03 l_d_fake: 2.3282e-03 D_real: 3.5500e+01 D_fake: 2.8078e+01 
20-10-24 08:35:41.941 - INFO: <epoch:428, iter: 150,800, lr:2.500e-05> pix-cb: 2.2703e-02 dtv-l1: 2.4196e-02 contextual: 1.4206e+00 fea-lpips-net-lin-squeeze: 7.9041e-03 l_g_gan: 5.2226e-02 l_d_real: 4.8078e-05 l_d_fake: 4.3837e-05 D_real: 1.5875e+01 D_fake: 5.4297e+00 
20-10-24 08:37:08.113 - INFO: <epoch:429, iter: 151,000, lr:2.500e-05> pix-cb: 1.1025e-02 dtv-l1: 1.3838e-02 contextual: 1.4855e+00 fea-lpips-net-lin-squeeze: 4.6921e-03 l_g_gan: 7.3053e-03 l_d_real: 3.8050e-01 l_d_fake: 3.9276e-01 D_real: -4.5586e+00 D_fake: -5.6328e+00 
20-10-24 08:38:30.347 - INFO: <epoch:429, iter: 151,200, lr:2.500e-05> pix-cb: 5.4251e-03 dtv-l1: 1.0503e-02 contextual: 1.5614e+00 fea-lpips-net-lin-squeeze: 1.7624e-03 l_g_gan: 1.5129e-02 l_d_real: 1.1201e-01 l_d_fake: 7.2519e-02 D_real: -1.5523e+01 D_fake: -1.8453e+01 
20-10-24 08:39:56.941 - INFO: <epoch:430, iter: 151,400, lr:2.500e-05> pix-cb: 1.3607e-02 dtv-l1: 2.0273e-02 contextual: 1.5541e+00 fea-lpips-net-lin-squeeze: 4.0169e-03 l_g_gan: 2.6267e-03 l_d_real: 1.1599e+00 l_d_fake: 1.1438e+00 D_real: 2.1844e+01 D_fake: 2.2469e+01 
20-10-24 08:41:18.691 - INFO: <epoch:430, iter: 151,600, lr:2.500e-05> pix-cb: 2.8914e-02 dtv-l1: 2.8807e-02 contextual: 1.0653e+00 fea-lpips-net-lin-squeeze: 6.9084e-03 l_g_gan: 3.3886e-02 l_d_real: 2.1309e-03 l_d_fake: 2.1594e-03 D_real: 1.5391e+01 D_fake: 8.6172e+00 
20-10-24 08:42:47.762 - INFO: <epoch:431, iter: 151,800, lr:2.500e-05> pix-cb: 8.2790e-03 dtv-l1: 1.4764e-02 contextual: 9.3758e-01 fea-lpips-net-lin-squeeze: 1.9407e-03 l_g_gan: 1.1722e-02 l_d_real: 1.6203e-01 l_d_fake: 1.8392e-01 D_real: -2.0219e+01 D_fake: -2.2391e+01 
20-10-24 08:44:13.738 - INFO: <epoch:432, iter: 152,000, lr:2.500e-05> pix-cb: 5.7505e-02 dtv-l1: 4.8705e-02 contextual: 1.8575e+00 fea-lpips-net-lin-squeeze: 8.2779e-03 l_g_gan: 3.7352e-02 l_d_real: 2.0675e-03 l_d_fake: 8.9692e-04 D_real: 3.3406e+01 D_fake: 2.5938e+01 
20-10-24 08:45:35.316 - INFO: <epoch:432, iter: 152,200, lr:2.500e-05> pix-cb: 1.7844e-02 dtv-l1: 2.1642e-02 contextual: 1.0153e+00 fea-lpips-net-lin-squeeze: 4.5090e-03 l_g_gan: 2.5847e-02 l_d_real: 7.4975e-03 l_d_fake: 8.3231e-03 D_real: 1.0469e+01 D_fake: 5.3047e+00 
20-10-24 08:47:01.160 - INFO: <epoch:433, iter: 152,400, lr:2.500e-05> pix-cb: 8.5369e-03 dtv-l1: 1.7563e-02 contextual: 6.3323e-01 fea-lpips-net-lin-squeeze: 1.5974e-03 l_g_gan: 1.0959e-02 l_d_real: 1.6259e-01 l_d_fake: 1.6111e-01 D_real: -1.0484e+01 D_fake: -1.2516e+01 
20-10-24 08:48:21.259 - INFO: # Validation # PSNR: 27.098, SSIM: 0.84977, LPIPS: 0.058029
20-10-24 08:48:21.259 - INFO: <epoch:433, iter: 152,500> PSNR: 27.098, SSIM: 0.84977, LPIPS: 0.058029
20-10-24 08:49:02.197 - INFO: <epoch:433, iter: 152,600, lr:2.500e-05> pix-cb: 1.9190e-02 dtv-l1: 2.1615e-02 contextual: 1.3786e+00 fea-lpips-net-lin-squeeze: 6.1150e-03 l_g_gan: 2.5494e-02 l_d_real: 9.2699e-03 l_d_fake: 8.6876e-03 D_real: 1.1391e+01 D_fake: 6.3008e+00 
20-10-24 08:50:28.087 - INFO: <epoch:434, iter: 152,800, lr:2.500e-05> pix-cb: 7.9886e-03 dtv-l1: 1.2185e-02 contextual: 1.3853e+00 fea-lpips-net-lin-squeeze: 4.3068e-03 l_g_gan: 2.0611e-02 l_d_real: 2.4402e-02 l_d_fake: 2.8813e-02 D_real: 9.3828e+00 D_fake: 5.2891e+00 
20-10-24 08:51:50.034 - INFO: <epoch:434, iter: 153,000, lr:2.500e-05> pix-cb: 3.4139e-02 dtv-l1: 3.1306e-02 contextual: 2.0257e+00 fea-lpips-net-lin-squeeze: 7.9803e-03 l_g_gan: 3.6837e-02 l_d_real: 1.6636e-03 l_d_fake: 1.0011e-03 D_real: 2.2594e+01 D_fake: 1.5227e+01 
20-10-24 08:53:15.824 - INFO: <epoch:435, iter: 153,200, lr:2.500e-05> pix-cb: 3.4267e-02 dtv-l1: 4.3446e-02 contextual: 9.8691e-01 fea-lpips-net-lin-squeeze: 3.2673e-03 l_g_gan: 6.1401e-03 l_d_real: 5.4540e-01 l_d_fake: 5.1677e-01 D_real: 1.3203e+01 D_fake: 1.2508e+01 
20-10-24 08:54:42.604 - INFO: <epoch:436, iter: 153,400, lr:2.500e-05> pix-cb: 3.7399e-02 dtv-l1: 3.7874e-02 contextual: 1.2998e+00 fea-lpips-net-lin-squeeze: 5.8746e-03 l_g_gan: 2.3898e-02 l_d_real: 1.9845e-02 l_d_fake: 1.2434e-02 D_real: 1.9656e+01 D_fake: 1.4891e+01 
20-10-24 08:56:04.678 - INFO: <epoch:436, iter: 153,600, lr:2.500e-05> pix-cb: 1.2633e-02 dtv-l1: 1.5235e-02 contextual: 1.2249e+00 fea-lpips-net-lin-squeeze: 4.4785e-03 l_g_gan: 1.6639e-02 l_d_real: 6.8866e-02 l_d_fake: 5.2158e-02 D_real: 3.0645e+00 D_fake: -2.0288e-01 
20-10-24 08:57:31.067 - INFO: <epoch:437, iter: 153,800, lr:2.500e-05> pix-cb: 2.1693e-02 dtv-l1: 2.3048e-02 contextual: 1.1735e+00 fea-lpips-net-lin-squeeze: 2.8992e-03 l_g_gan: 1.6542e-02 l_d_real: 8.4701e-02 l_d_fake: 6.1966e-02 D_real: -4.0195e+00 D_fake: -7.2539e+00 
20-10-24 08:58:53.863 - INFO: <epoch:437, iter: 154,000, lr:2.500e-05> pix-cb: 1.2301e-02 dtv-l1: 1.7816e-02 contextual: 1.1953e+00 fea-lpips-net-lin-squeeze: 3.3321e-03 l_g_gan: 8.6204e-03 l_d_real: 2.8634e-01 l_d_fake: 2.7477e-01 D_real: -1.8223e+00 D_fake: -3.2656e+00 
20-10-24 09:00:19.595 - INFO: <epoch:438, iter: 154,200, lr:2.500e-05> pix-cb: 3.3509e-02 dtv-l1: 3.9705e-02 contextual: 1.1655e+00 fea-lpips-net-lin-squeeze: 7.6027e-03 l_g_gan: 3.1999e-02 l_d_real: 3.2974e-03 l_d_fake: 3.2544e-03 D_real: 1.5609e+01 D_fake: 9.2109e+00 
20-10-24 09:01:41.542 - INFO: <epoch:438, iter: 154,400, lr:2.500e-05> pix-cb: 2.4132e-02 dtv-l1: 2.6216e-02 contextual: 9.2088e-01 fea-lpips-net-lin-squeeze: 5.4016e-03 l_g_gan: 1.1297e-02 l_d_real: 1.6922e-01 l_d_fake: 1.5988e-01 D_real: 1.2203e+01 D_fake: 1.0109e+01 
20-10-24 09:03:07.323 - INFO: <epoch:439, iter: 154,600, lr:2.500e-05> pix-cb: 1.7722e-02 dtv-l1: 1.9906e-02 contextual: 8.4329e-01 fea-lpips-net-lin-squeeze: 4.8866e-03 l_g_gan: 2.7388e-02 l_d_real: 1.0854e-02 l_d_fake: 1.7474e-02 D_real: -2.9824e+00 D_fake: -8.4453e+00 
20-10-24 09:04:34.042 - INFO: <epoch:440, iter: 154,800, lr:2.500e-05> pix-cb: 2.4026e-02 dtv-l1: 2.7007e-02 contextual: 1.3738e+00 fea-lpips-net-lin-squeeze: 6.0349e-03 l_g_gan: 3.9402e-02 l_d_real: 5.7964e-04 l_d_fake: 6.5756e-04 D_real: 1.7703e+01 D_fake: 9.8281e+00 
20-10-24 09:05:56.229 - INFO: <epoch:440, iter: 155,000, lr:2.500e-05> pix-cb: 3.9267e-02 dtv-l1: 4.2399e-02 contextual: 1.7243e+00 fea-lpips-net-lin-squeeze: 1.0452e-02 l_g_gan: 3.0158e-02 l_d_real: 4.1081e-03 l_d_fake: 4.2683e-03 D_real: 1.1445e+01 D_fake: 5.4180e+00 
20-10-24 09:05:56.728 - INFO: Models and training states saved.
20-10-24 09:06:35.465 - INFO: # Validation # PSNR: 27.122, SSIM: 0.85205, LPIPS: 0.059599
20-10-24 09:06:35.465 - INFO: <epoch:440, iter: 155,000> PSNR: 27.122, SSIM: 0.85205, LPIPS: 0.059599
20-10-24 09:08:01.685 - INFO: <epoch:441, iter: 155,200, lr:2.500e-05> pix-cb: 2.6972e-02 dtv-l1: 2.9355e-02 contextual: 1.0862e+00 fea-lpips-net-lin-squeeze: 6.8398e-03 l_g_gan: 1.8348e-02 l_d_real: 5.4655e-02 l_d_fake: 7.5668e-02 D_real: 3.7793e-01 D_fake: -3.2266e+00 
20-10-24 09:09:23.932 - INFO: <epoch:441, iter: 155,400, lr:2.500e-05> pix-cb: 2.3779e-02 dtv-l1: 2.7840e-02 contextual: 1.3793e+00 fea-lpips-net-lin-squeeze: 1.0208e-02 l_g_gan: 3.6017e-02 l_d_real: 1.3385e-03 l_d_fake: 1.3459e-03 D_real: 1.0562e+01 D_fake: 3.3613e+00 
20-10-24 09:10:50.176 - INFO: <epoch:442, iter: 155,600, lr:2.500e-05> pix-cb: 1.1978e-02 dtv-l1: 1.8306e-02 contextual: 1.1401e+00 fea-lpips-net-lin-squeeze: 3.0766e-03 l_g_gan: 3.7786e-02 l_d_real: 1.0459e-03 l_d_fake: 9.8676e-04 D_real: 9.3984e+00 D_fake: 1.8408e+00 
20-10-24 09:12:11.996 - INFO: <epoch:442, iter: 155,800, lr:2.500e-05> pix-cb: 1.2675e-02 dtv-l1: 2.0051e-02 contextual: 2.4270e-01 fea-lpips-net-lin-squeeze: 2.3670e-03 l_g_gan: 8.9076e-03 l_d_real: 2.8238e-01 l_d_fake: 2.6496e-01 D_real: -3.8711e+00 D_fake: -5.3789e+00 
20-10-24 09:13:38.036 - INFO: <epoch:443, iter: 156,000, lr:2.500e-05> pix-cb: 2.7621e-02 dtv-l1: 2.8383e-02 contextual: 1.3310e+00 fea-lpips-net-lin-squeeze: 7.6218e-03 l_g_gan: 4.3522e-02 l_d_real: 2.6979e-04 l_d_fake: 2.3616e-04 D_real: 5.0508e+00 D_fake: -3.6543e+00 
20-10-24 09:15:04.044 - INFO: <epoch:444, iter: 156,200, lr:2.500e-05> pix-cb: 8.8857e-03 dtv-l1: 1.0224e-02 contextual: 1.5723e+00 fea-lpips-net-lin-squeeze: 5.0278e-03 l_g_gan: 5.1931e-02 l_d_real: 4.4385e-05 l_d_fake: 4.8581e-05 D_real: 6.8262e-01 D_fake: -9.7031e+00 
20-10-24 09:16:26.361 - INFO: <epoch:444, iter: 156,400, lr:2.500e-05> pix-cb: 6.9983e-03 dtv-l1: 1.1431e-02 contextual: 1.4672e+00 fea-lpips-net-lin-squeeze: 3.6373e-03 l_g_gan: 2.1134e-02 l_d_real: 2.0580e-02 l_d_fake: 1.9198e-02 D_real: -6.9102e+00 D_fake: -1.1117e+01 
20-10-24 09:17:52.461 - INFO: <epoch:445, iter: 156,600, lr:2.500e-05> pix-cb: 6.4761e-03 dtv-l1: 9.8204e-03 contextual: 1.2903e+00 fea-lpips-net-lin-squeeze: 1.4877e-03 l_g_gan: 1.7775e-02 l_d_real: 4.5698e-02 l_d_fake: 4.9254e-02 D_real: 4.4766e+00 D_fake: 9.6875e-01 
20-10-24 09:19:14.965 - INFO: <epoch:445, iter: 156,800, lr:2.500e-05> pix-cb: 2.5621e-02 dtv-l1: 2.7971e-02 contextual: 9.9365e-01 fea-lpips-net-lin-squeeze: 7.5417e-03 l_g_gan: 5.2073e-02 l_d_real: 4.7819e-05 l_d_fake: 7.0064e-05 D_real: 1.4281e+01 D_fake: 3.8652e+00 
20-10-24 09:20:41.474 - INFO: <epoch:446, iter: 157,000, lr:2.500e-05> pix-cb: 9.7570e-03 dtv-l1: 1.4566e-02 contextual: 1.2999e+00 fea-lpips-net-lin-squeeze: 2.5349e-03 l_g_gan: 2.3380e-02 l_d_real: 1.3245e-02 l_d_fake: 1.3876e-02 D_real: -9.4375e+00 D_fake: -1.4102e+01 
20-10-24 09:22:03.623 - INFO: <epoch:446, iter: 157,200, lr:2.500e-05> pix-cb: 2.0783e-02 dtv-l1: 1.9566e-02 contextual: 1.2751e+00 fea-lpips-net-lin-squeeze: 7.6942e-03 l_g_gan: 4.6046e-02 l_d_real: 1.6895e-04 l_d_fake: 3.5395e-04 D_real: 9.2891e+00 D_fake: 7.8918e-02 
20-10-24 09:23:29.895 - INFO: <epoch:447, iter: 157,400, lr:2.500e-05> pix-cb: 2.4523e-02 dtv-l1: 2.5934e-02 contextual: 1.3352e+00 fea-lpips-net-lin-squeeze: 4.1389e-03 l_g_gan: 2.8415e-02 l_d_real: 5.6129e-03 l_d_fake: 5.2020e-03 D_real: 9.7188e+00 D_fake: 4.0391e+00 
20-10-24 09:24:50.064 - INFO: # Validation # PSNR: 27.088, SSIM: 0.84994, LPIPS: 0.056922
20-10-24 09:24:50.064 - INFO: <epoch:447, iter: 157,500> PSNR: 27.088, SSIM: 0.84994, LPIPS: 0.056922
20-10-24 09:25:35.028 - INFO: <epoch:448, iter: 157,600, lr:2.500e-05> pix-cb: 1.5558e-02 dtv-l1: 2.3155e-02 contextual: 7.1146e-01 fea-lpips-net-lin-squeeze: 3.5267e-03 l_g_gan: 1.1324e-02 l_d_real: 1.6959e-01 l_d_fake: 1.6074e-01 D_real: -1.2234e+01 D_fake: -1.4336e+01 
20-10-24 09:26:56.712 - INFO: <epoch:448, iter: 157,800, lr:2.500e-05> pix-cb: 1.0884e-02 dtv-l1: 1.3374e-02 contextual: 1.6866e+00 fea-lpips-net-lin-squeeze: 2.6875e-03 l_g_gan: 2.0380e-02 l_d_real: 2.8697e-02 l_d_fake: 3.7747e-02 D_real: 1.7324e+00 D_fake: -2.3105e+00 
20-10-24 09:28:22.485 - INFO: <epoch:449, iter: 158,000, lr:2.500e-05> pix-cb: 8.1847e-03 dtv-l1: 1.4845e-02 contextual: 1.1066e+00 fea-lpips-net-lin-squeeze: 2.1286e-03 l_g_gan: 1.1487e-02 l_d_real: 1.3374e-01 l_d_fake: 1.2844e-01 D_real: -1.0562e+01 D_fake: -1.2727e+01 
20-10-24 09:29:44.403 - INFO: <epoch:449, iter: 158,200, lr:2.500e-05> pix-cb: 1.6788e-02 dtv-l1: 2.5042e-02 contextual: 9.3325e-01 fea-lpips-net-lin-squeeze: 3.4256e-03 l_g_gan: 2.4379e-03 l_d_real: 1.3274e+00 l_d_fake: 1.2995e+00 D_real: -3.5391e+00 D_fake: -2.7129e+00 
20-10-24 09:31:10.463 - INFO: <epoch:450, iter: 158,400, lr:2.500e-05> pix-cb: 6.8378e-02 dtv-l1: 5.4408e-02 contextual: 1.8839e+00 fea-lpips-net-lin-squeeze: 1.2695e-02 l_g_gan: 4.5789e-02 l_d_real: 7.8313e-04 l_d_fake: 2.0223e-04 D_real: 3.1281e+01 D_fake: 2.2125e+01 
20-10-24 09:32:32.391 - INFO: <epoch:450, iter: 158,600, lr:2.500e-05> pix-cb: 2.6431e-02 dtv-l1: 2.7384e-02 contextual: 1.8371e+00 fea-lpips-net-lin-squeeze: 5.3596e-03 l_g_gan: 1.5484e-02 l_d_real: 7.0706e-02 l_d_fake: 7.5110e-02 D_real: 1.4352e+01 D_fake: 1.1328e+01 
20-10-24 09:33:58.213 - INFO: <epoch:451, iter: 158,800, lr:2.500e-05> pix-cb: 2.3452e-02 dtv-l1: 2.5171e-02 contextual: 1.2164e+00 fea-lpips-net-lin-squeeze: 4.5700e-03 l_g_gan: 5.1258e-02 l_d_real: 6.3943e-05 l_d_fake: 5.8767e-05 D_real: -9.1455e-01 D_fake: -1.1164e+01 
20-10-24 09:35:24.290 - INFO: <epoch:452, iter: 159,000, lr:2.500e-05> pix-cb: 3.8745e-03 dtv-l1: 8.9123e-03 contextual: 4.1637e-01 fea-lpips-net-lin-squeeze: 1.4458e-03 l_g_gan: 7.1862e-03 l_d_real: 3.1534e-01 l_d_fake: 3.1742e-01 D_real: -1.5008e+01 D_fake: -1.6125e+01 
20-10-24 09:36:45.982 - INFO: <epoch:452, iter: 159,200, lr:2.500e-05> pix-cb: 1.4758e-02 dtv-l1: 2.5295e-02 contextual: 3.9222e-01 fea-lpips-net-lin-squeeze: 3.1281e-03 l_g_gan: 9.8754e-03 l_d_real: 1.9275e-01 l_d_fake: 1.9812e-01 D_real: -1.4277e+00 D_fake: -3.2070e+00 
20-10-24 09:38:12.689 - INFO: <epoch:453, iter: 159,400, lr:2.500e-05> pix-cb: 9.8469e-03 dtv-l1: 1.3907e-02 contextual: 1.2101e+00 fea-lpips-net-lin-squeeze: 2.5463e-03 l_g_gan: 4.6282e-03 l_d_real: 7.2699e-01 l_d_fake: 7.1662e-01 D_real: -9.9766e+00 D_fake: -1.0180e+01 
20-10-24 09:39:34.327 - INFO: <epoch:453, iter: 159,600, lr:2.500e-05> pix-cb: 1.0664e-02 dtv-l1: 2.1605e-02 contextual: 5.4997e-01 fea-lpips-net-lin-squeeze: 2.0313e-03 l_g_gan: 5.9841e-03 l_d_real: 5.0072e-01 l_d_fake: 5.1548e-01 D_real: -1.5406e+01 D_fake: -1.6094e+01 
20-10-24 09:41:00.204 - INFO: <epoch:454, iter: 159,800, lr:2.500e-05> pix-cb: 1.6971e-02 dtv-l1: 1.8939e-02 contextual: 1.3837e+00 fea-lpips-net-lin-squeeze: 4.7569e-03 l_g_gan: 1.9424e-02 l_d_real: 3.5370e-02 l_d_fake: 3.0785e-02 D_real: 1.6203e+01 D_fake: 1.2352e+01 
20-10-24 09:42:22.259 - INFO: <epoch:454, iter: 160,000, lr:2.500e-05> pix-cb: 3.0848e-02 dtv-l1: 3.3309e-02 contextual: 1.5008e+00 fea-lpips-net-lin-squeeze: 5.1880e-03 l_g_gan: 2.0600e-02 l_d_real: 2.5441e-02 l_d_fake: 2.3251e-02 D_real: 1.5477e+01 D_fake: 1.1383e+01 
20-10-24 09:42:22.701 - INFO: Models and training states saved.
20-10-24 09:43:01.433 - INFO: # Validation # PSNR: 27.004, SSIM: 0.8479, LPIPS: 0.056714
20-10-24 09:43:01.433 - INFO: <epoch:454, iter: 160,000> PSNR: 27.004, SSIM: 0.8479, LPIPS: 0.056714
20-10-24 09:44:27.524 - INFO: <epoch:455, iter: 160,200, lr:2.500e-05> pix-cb: 3.1283e-02 dtv-l1: 3.4364e-02 contextual: 1.7330e+00 fea-lpips-net-lin-squeeze: 1.0162e-02 l_g_gan: 4.8315e-02 l_d_real: 1.1176e-04 l_d_fake: 1.0827e-04 D_real: 1.6766e+01 D_fake: 7.1016e+00 
20-10-24 09:45:53.892 - INFO: <epoch:456, iter: 160,400, lr:2.500e-05> pix-cb: 2.9122e-02 dtv-l1: 2.7835e-02 contextual: 1.2589e+00 fea-lpips-net-lin-squeeze: 6.9695e-03 l_g_gan: 5.9474e-02 l_d_real: 1.4006e-05 l_d_fake: 1.0147e-05 D_real: 1.2273e+01 D_fake: 3.7891e-01 
20-10-24 09:47:16.096 - INFO: <epoch:456, iter: 160,600, lr:2.500e-05> pix-cb: 1.1094e-02 dtv-l1: 1.4310e-02 contextual: 1.4748e+00 fea-lpips-net-lin-squeeze: 5.7106e-03 l_g_gan: 2.2955e-03 l_d_real: 1.2195e+00 l_d_fake: 1.2195e+00 D_real: -4.7031e+00 D_fake: -3.9434e+00 
20-10-24 09:48:42.503 - INFO: <epoch:457, iter: 160,800, lr:2.500e-05> pix-cb: 1.3847e-02 dtv-l1: 1.5962e-02 contextual: 1.7862e+00 fea-lpips-net-lin-squeeze: 7.8506e-03 l_g_gan: 3.4597e-02 l_d_real: 1.3817e-03 l_d_fake: 1.4163e-03 D_real: 9.5547e+00 D_fake: 2.6367e+00 
20-10-24 09:50:04.311 - INFO: <epoch:457, iter: 161,000, lr:2.500e-05> pix-cb: 2.8486e-02 dtv-l1: 4.9807e-02 contextual: 6.5530e-01 fea-lpips-net-lin-squeeze: 4.1084e-03 l_g_gan: 1.6034e-02 l_d_real: 7.8482e-02 l_d_fake: 1.3039e-01 D_real: 1.1391e+01 D_fake: 8.2891e+00 
20-10-24 09:51:30.212 - INFO: <epoch:458, iter: 161,200, lr:2.500e-05> pix-cb: 4.1160e-02 dtv-l1: 3.6578e-02 contextual: 1.8312e+00 fea-lpips-net-lin-squeeze: 7.8583e-03 l_g_gan: 3.4701e-02 l_d_real: 1.4874e-03 l_d_fake: 1.7359e-03 D_real: 2.0375e+01 D_fake: 1.3438e+01 
20-10-24 09:52:52.423 - INFO: <epoch:458, iter: 161,400, lr:2.500e-05> pix-cb: 2.8707e-02 dtv-l1: 3.1047e-02 contextual: 8.9072e-01 fea-lpips-net-lin-squeeze: 4.7989e-03 l_g_gan: 1.3141e-02 l_d_real: 1.5669e-01 l_d_fake: 1.9304e-01 D_real: 5.8984e+00 D_fake: 3.4453e+00 
20-10-24 09:54:18.720 - INFO: <epoch:459, iter: 161,600, lr:2.500e-05> pix-cb: 3.2841e-02 dtv-l1: 4.2094e-02 contextual: 1.0272e+00 fea-lpips-net-lin-squeeze: 6.1493e-03 l_g_gan: 3.5134e-02 l_d_real: 1.4686e-03 l_d_fake: 1.3201e-03 D_real: 1.8797e+01 D_fake: 1.1773e+01 
20-10-24 09:55:45.542 - INFO: <epoch:460, iter: 161,800, lr:2.500e-05> pix-cb: 1.5806e-02 dtv-l1: 2.0533e-02 contextual: 1.4518e+00 fea-lpips-net-lin-squeeze: 5.8746e-03 l_g_gan: 3.1444e-02 l_d_real: 2.7357e-03 l_d_fake: 2.8030e-03 D_real: 3.8652e+00 D_fake: -2.4199e+00 
20-10-24 09:57:07.612 - INFO: <epoch:460, iter: 162,000, lr:2.500e-05> pix-cb: 4.6417e-03 dtv-l1: 7.9956e-03 contextual: 1.0062e+00 fea-lpips-net-lin-squeeze: 1.0109e-03 l_g_gan: 4.0338e-03 l_d_real: 9.2859e-01 l_d_fake: 9.3366e-01 D_real: -1.8391e+01 D_fake: -1.8266e+01 
20-10-24 09:58:33.390 - INFO: <epoch:461, iter: 162,200, lr:2.500e-05> pix-cb: 5.0615e-03 dtv-l1: 1.2902e-02 contextual: 6.1098e-01 fea-lpips-net-lin-squeeze: 9.1076e-04 l_g_gan: 3.4212e-03 l_d_real: 8.4266e-01 l_d_fake: 8.5619e-01 D_real: -1.4523e+01 D_fake: -1.4359e+01 
20-10-24 09:59:54.919 - INFO: <epoch:461, iter: 162,400, lr:2.500e-05> pix-cb: 2.2248e-02 dtv-l1: 2.5265e-02 contextual: 1.0394e+00 fea-lpips-net-lin-squeeze: 4.0932e-03 l_g_gan: 3.3834e-02 l_d_real: 2.3200e-03 l_d_fake: 1.7659e-03 D_real: -2.6660e+00 D_fake: -9.4297e+00 
20-10-24 10:01:18.958 - INFO: # Validation # PSNR: 27.007, SSIM: 0.84779, LPIPS: 0.057849
20-10-24 10:01:18.958 - INFO: <epoch:462, iter: 162,500> PSNR: 27.007, SSIM: 0.84779, LPIPS: 0.057849
20-10-24 10:02:00.151 - INFO: <epoch:462, iter: 162,600, lr:2.500e-05> pix-cb: 1.0219e-02 dtv-l1: 1.0300e-02 contextual: 1.4590e+00 fea-lpips-net-lin-squeeze: 4.2267e-03 l_g_gan: 3.0427e-02 l_d_real: 3.0650e-03 l_d_fake: 3.3047e-03 D_real: -1.5732e+00 D_fake: -7.6562e+00 
20-10-24 10:03:22.386 - INFO: <epoch:462, iter: 162,800, lr:2.500e-05> pix-cb: 1.2463e-02 dtv-l1: 1.7300e-02 contextual: 1.2923e+00 fea-lpips-net-lin-squeeze: 3.4599e-03 l_g_gan: 8.3060e-03 l_d_real: 2.6606e-01 l_d_fake: 2.6337e-01 D_real: -7.4023e+00 D_fake: -8.7969e+00 
20-10-24 10:04:48.085 - INFO: <epoch:463, iter: 163,000, lr:2.500e-05> pix-cb: 1.3062e-02 dtv-l1: 2.9237e-02 contextual: 3.6836e-01 fea-lpips-net-lin-squeeze: 1.2674e-03 l_g_gan: 7.9378e-04 l_d_real: 2.4481e+00 l_d_fake: 2.4444e+00 D_real: -1.6203e+01 D_fake: -1.3914e+01 
20-10-24 10:06:13.993 - INFO: <epoch:464, iter: 163,200, lr:2.500e-05> pix-cb: 1.1421e-02 dtv-l1: 1.6680e-02 contextual: 1.3313e+00 fea-lpips-net-lin-squeeze: 4.3678e-03 l_g_gan: 1.4077e-02 l_d_real: 8.1947e-02 l_d_fake: 7.6338e-02 D_real: 1.0586e+01 D_fake: 7.8477e+00 
20-10-24 10:07:35.943 - INFO: <epoch:464, iter: 163,400, lr:2.500e-05> pix-cb: 4.9382e-02 dtv-l1: 4.4015e-02 contextual: 2.0325e+00 fea-lpips-net-lin-squeeze: 1.1703e-02 l_g_gan: 1.7957e-02 l_d_real: 4.5777e-02 l_d_fake: 4.1902e-02 D_real: 2.7266e+01 D_fake: 2.3719e+01 
20-10-24 10:09:02.287 - INFO: <epoch:465, iter: 163,600, lr:2.500e-05> pix-cb: 1.1636e-02 dtv-l1: 1.4454e-02 contextual: 1.4889e+00 fea-lpips-net-lin-squeeze: 3.7861e-03 l_g_gan: 4.7189e-03 l_d_real: 6.7604e-01 l_d_fake: 6.7894e-01 D_real: 1.3805e+01 D_fake: 1.3539e+01 
20-10-24 10:10:24.801 - INFO: <epoch:465, iter: 163,800, lr:2.500e-05> pix-cb: 1.6058e-02 dtv-l1: 2.5763e-02 contextual: 4.7047e-01 fea-lpips-net-lin-squeeze: 4.0398e-03 l_g_gan: 2.4796e-02 l_d_real: 9.4665e-03 l_d_fake: 9.9211e-03 D_real: 1.8125e+00 D_fake: -3.1367e+00 
20-10-24 10:11:50.981 - INFO: <epoch:466, iter: 164,000, lr:2.500e-05> pix-cb: 3.6220e-02 dtv-l1: 3.2964e-02 contextual: 1.1005e+00 fea-lpips-net-lin-squeeze: 7.4501e-03 l_g_gan: 2.8214e-02 l_d_real: 5.7618e-03 l_d_fake: 5.2133e-03 D_real: 9.1719e+00 D_fake: 3.5352e+00 
20-10-24 10:13:13.208 - INFO: <epoch:466, iter: 164,200, lr:2.500e-05> pix-cb: 2.2706e-02 dtv-l1: 2.5730e-02 contextual: 1.5417e+00 fea-lpips-net-lin-squeeze: 7.0229e-03 l_g_gan: 2.9698e-02 l_d_real: 5.7075e-03 l_d_fake: 4.3719e-03 D_real: 4.3281e+00 D_fake: -1.6074e+00 
20-10-24 10:14:39.336 - INFO: <epoch:467, iter: 164,400, lr:2.500e-05> pix-cb: 3.6677e-02 dtv-l1: 3.2339e-02 contextual: 1.9196e+00 fea-lpips-net-lin-squeeze: 8.6746e-03 l_g_gan: 4.3864e-02 l_d_real: 2.6468e-04 l_d_fake: 2.2850e-04 D_real: 1.8875e+01 D_fake: 1.0102e+01 
20-10-24 10:16:05.666 - INFO: <epoch:468, iter: 164,600, lr:2.500e-05> pix-cb: 4.7999e-02 dtv-l1: 4.3613e-02 contextual: 1.7459e+00 fea-lpips-net-lin-squeeze: 7.5989e-03 l_g_gan: 1.8116e-02 l_d_real: 5.0130e-02 l_d_fake: 3.8864e-02 D_real: 1.9031e+01 D_fake: 1.5453e+01 
20-10-24 10:17:27.571 - INFO: <epoch:468, iter: 164,800, lr:2.500e-05> pix-cb: 3.1540e-02 dtv-l1: 3.3576e-02 contextual: 1.5196e+00 fea-lpips-net-lin-squeeze: 5.1003e-03 l_g_gan: 5.0172e-03 l_d_real: 5.6120e-01 l_d_fake: 5.8565e-01 D_real: 9.3906e+00 D_fake: 8.9609e+00 
20-10-24 10:18:53.989 - INFO: <epoch:469, iter: 165,000, lr:2.500e-05> pix-cb: 2.6278e-02 dtv-l1: 2.9274e-02 contextual: 1.6752e+00 fea-lpips-net-lin-squeeze: 6.8512e-03 l_g_gan: 1.9318e-02 l_d_real: 6.6289e-02 l_d_fake: 3.5899e-02 D_real: 5.1172e+00 D_fake: 1.3057e+00 
20-10-24 10:18:54.429 - INFO: Models and training states saved.
20-10-24 10:19:33.248 - INFO: # Validation # PSNR: 27.115, SSIM: 0.8501, LPIPS: 0.060302
20-10-24 10:19:33.248 - INFO: <epoch:469, iter: 165,000> PSNR: 27.115, SSIM: 0.8501, LPIPS: 0.060302
20-10-24 10:20:55.221 - INFO: <epoch:469, iter: 165,200, lr:2.500e-05> pix-cb: 3.9641e-02 dtv-l1: 3.6013e-02 contextual: 1.3113e+00 fea-lpips-net-lin-squeeze: 5.7602e-03 l_g_gan: 4.1744e-02 l_d_real: 6.6011e-04 l_d_fake: 5.6381e-04 D_real: 2.1281e+01 D_fake: 1.2930e+01 
20-10-24 10:22:21.652 - INFO: <epoch:470, iter: 165,400, lr:2.500e-05> pix-cb: 7.2684e-03 dtv-l1: 1.0458e-02 contextual: 2.0935e+00 fea-lpips-net-lin-squeeze: 3.2673e-03 l_g_gan: 5.4015e-03 l_d_real: 7.9999e-01 l_d_fake: 7.7553e-01 D_real: -3.4844e+00 D_fake: -3.7773e+00 
20-10-24 10:23:43.780 - INFO: <epoch:470, iter: 165,600, lr:2.500e-05> pix-cb: 1.2682e-02 dtv-l1: 1.5549e-02 contextual: 1.1364e+00 fea-lpips-net-lin-squeeze: 3.7079e-03 l_g_gan: 1.5739e-02 l_d_real: 1.0312e-01 l_d_fake: 6.9902e-02 D_real: -4.1914e+00 D_fake: -7.2539e+00 
20-10-24 10:25:09.960 - INFO: <epoch:471, iter: 165,800, lr:2.500e-05> pix-cb: 3.4232e-02 dtv-l1: 3.4291e-02 contextual: 1.3826e+00 fea-lpips-net-lin-squeeze: 6.0883e-03 l_g_gan: 2.7819e-02 l_d_real: 6.9381e-03 l_d_fake: 5.8605e-03 D_real: 2.8781e+01 D_fake: 2.3219e+01 
20-10-24 10:26:35.795 - INFO: <epoch:472, iter: 166,000, lr:2.500e-05> pix-cb: 1.1724e-02 dtv-l1: 1.7733e-02 contextual: 8.4335e-01 fea-lpips-net-lin-squeeze: 2.7561e-03 l_g_gan: 1.4257e-02 l_d_real: 9.6447e-02 l_d_fake: 9.9021e-02 D_real: -4.1016e-01 D_fake: -3.1641e+00 
20-10-24 10:27:57.861 - INFO: <epoch:472, iter: 166,200, lr:2.500e-05> pix-cb: 2.6368e-02 dtv-l1: 2.5854e-02 contextual: 1.6354e+00 fea-lpips-net-lin-squeeze: 6.2675e-03 l_g_gan: 4.0610e-02 l_d_real: 5.1160e-04 l_d_fake: 4.0952e-04 D_real: 1.3391e+01 D_fake: 5.2695e+00 
20-10-24 10:29:24.334 - INFO: <epoch:473, iter: 166,400, lr:2.500e-05> pix-cb: 1.4630e-02 dtv-l1: 1.9262e-02 contextual: 1.1260e+00 fea-lpips-net-lin-squeeze: 5.2986e-03 l_g_gan: 2.1931e-02 l_d_real: 1.9381e-02 l_d_fake: 1.8942e-02 D_real: 3.2812e-01 D_fake: -4.0391e+00 
20-10-24 10:30:46.809 - INFO: <epoch:473, iter: 166,600, lr:2.500e-05> pix-cb: 1.2973e-02 dtv-l1: 1.5614e-02 contextual: 1.2476e+00 fea-lpips-net-lin-squeeze: 4.4289e-03 l_g_gan: 5.1633e-02 l_d_real: 4.9527e-05 l_d_fake: 1.3712e-04 D_real: -7.7930e+00 D_fake: -1.8125e+01 
20-10-24 10:32:13.149 - INFO: <epoch:474, iter: 166,800, lr:2.500e-05> pix-cb: 1.3922e-02 dtv-l1: 2.0857e-02 contextual: 6.9490e-01 fea-lpips-net-lin-squeeze: 3.4199e-03 l_g_gan: 9.9718e-03 l_d_real: 1.8653e-01 l_d_fake: 1.9229e-01 D_real: -4.6055e+00 D_fake: -6.4102e+00 
20-10-24 10:33:35.049 - INFO: <epoch:474, iter: 167,000, lr:2.500e-05> pix-cb: 1.5220e-02 dtv-l1: 1.9749e-02 contextual: 1.2333e+00 fea-lpips-net-lin-squeeze: 6.0005e-03 l_g_gan: 1.0470e-02 l_d_real: 1.8013e-01 l_d_fake: 1.7835e-01 D_real: 7.3828e+00 D_fake: 5.4688e+00 
20-10-24 10:35:00.840 - INFO: <epoch:475, iter: 167,200, lr:2.500e-05> pix-cb: 4.2001e-02 dtv-l1: 3.9621e-02 contextual: 1.6284e+00 fea-lpips-net-lin-squeeze: 8.4534e-03 l_g_gan: 3.8874e-02 l_d_real: 7.2037e-04 l_d_fake: 7.5227e-04 D_real: 1.9047e+01 D_fake: 1.1273e+01 
20-10-24 10:36:27.563 - INFO: <epoch:476, iter: 167,400, lr:2.500e-05> pix-cb: 4.2843e-02 dtv-l1: 4.2323e-02 contextual: 8.5024e-01 fea-lpips-net-lin-squeeze: 6.8283e-03 l_g_gan: 4.3908e-02 l_d_real: 3.6676e-04 l_d_fake: 2.4668e-04 D_real: 1.3867e+01 D_fake: 5.0859e+00 
20-10-24 10:37:47.473 - INFO: # Validation # PSNR: 27.244, SSIM: 0.85049, LPIPS: 0.060331
20-10-24 10:37:47.474 - INFO: <epoch:476, iter: 167,500> PSNR: 27.244, SSIM: 0.85049, LPIPS: 0.060331
20-10-24 10:38:28.442 - INFO: <epoch:476, iter: 167,600, lr:2.500e-05> pix-cb: 2.0103e-02 dtv-l1: 2.2804e-02 contextual: 1.3084e+00 fea-lpips-net-lin-squeeze: 6.8359e-03 l_g_gan: 4.2514e-02 l_d_real: 2.6689e-04 l_d_fake: 2.5949e-04 D_real: 9.4062e+00 D_fake: 9.0332e-01 
20-10-24 10:39:54.691 - INFO: <epoch:477, iter: 167,800, lr:2.500e-05> pix-cb: 8.9542e-03 dtv-l1: 1.8959e-02 contextual: 4.4500e-01 fea-lpips-net-lin-squeeze: 1.1559e-03 l_g_gan: 9.2057e-03 l_d_real: 2.4986e-01 l_d_fake: 2.4177e-01 D_real: -7.9180e+00 D_fake: -9.5156e+00 
20-10-24 10:41:16.685 - INFO: <epoch:477, iter: 168,000, lr:2.500e-05> pix-cb: 2.8201e-02 dtv-l1: 3.6032e-02 contextual: 9.7357e-01 fea-lpips-net-lin-squeeze: 6.1417e-03 l_g_gan: 2.3086e-02 l_d_real: 1.9329e-02 l_d_fake: 1.5558e-02 D_real: 7.4844e+00 D_fake: 2.8848e+00 
20-10-24 10:42:43.392 - INFO: <epoch:478, iter: 168,200, lr:2.500e-05> pix-cb: 2.4033e-02 dtv-l1: 2.5134e-02 contextual: 1.4239e+00 fea-lpips-net-lin-squeeze: 7.0190e-03 l_g_gan: 5.6732e-02 l_d_real: 1.9751e-05 l_d_fake: 1.8831e-05 D_real: 1.4461e+01 D_fake: 3.1133e+00 
20-10-24 10:44:05.961 - INFO: <epoch:478, iter: 168,400, lr:2.500e-05> pix-cb: 2.3026e-02 dtv-l1: 2.5756e-02 contextual: 1.3932e+00 fea-lpips-net-lin-squeeze: 3.9253e-03 l_g_gan: 3.5486e-02 l_d_real: 2.0821e-03 l_d_fake: 2.6847e-03 D_real: 4.2969e+00 D_fake: -2.7988e+00 
20-10-24 10:45:31.918 - INFO: <epoch:479, iter: 168,600, lr:2.500e-05> pix-cb: 3.9689e-02 dtv-l1: 3.6609e-02 contextual: 1.7093e+00 fea-lpips-net-lin-squeeze: 8.3313e-03 l_g_gan: 2.8689e-02 l_d_real: 6.7790e-03 l_d_fake: 5.6542e-03 D_real: 2.2344e+01 D_fake: 1.6609e+01 
20-10-24 10:46:57.707 - INFO: <epoch:480, iter: 168,800, lr:2.500e-05> pix-cb: 6.3584e-03 dtv-l1: 8.9042e-03 contextual: 1.0916e+00 fea-lpips-net-lin-squeeze: 2.7847e-03 l_g_gan: 8.1016e-03 l_d_real: 3.4864e-01 l_d_fake: 3.4609e-01 D_real: -1.5742e+01 D_fake: -1.7016e+01 
20-10-24 10:48:19.656 - INFO: <epoch:480, iter: 169,000, lr:2.500e-05> pix-cb: 8.9811e-03 dtv-l1: 1.2420e-02 contextual: 9.0730e-01 fea-lpips-net-lin-squeeze: 1.9464e-03 l_g_gan: 2.8881e-02 l_d_real: 6.7926e-03 l_d_fake: 4.2148e-03 D_real: -1.1930e+01 D_fake: -1.7703e+01 
20-10-24 10:49:45.852 - INFO: <epoch:481, iter: 169,200, lr:2.500e-05> pix-cb: 1.4050e-02 dtv-l1: 1.3968e-02 contextual: 1.9929e+00 fea-lpips-net-lin-squeeze: 7.1754e-03 l_g_gan: 5.3685e-02 l_d_real: 2.9063e-05 l_d_fake: 2.7497e-05 D_real: 1.6625e+01 D_fake: 5.8867e+00 
20-10-24 10:51:08.101 - INFO: <epoch:481, iter: 169,400, lr:2.500e-05> pix-cb: 2.3925e-02 dtv-l1: 2.1559e-02 contextual: 1.7348e+00 fea-lpips-net-lin-squeeze: 7.0915e-03 l_g_gan: 6.4292e-02 l_d_real: 5.1860e-06 l_d_fake: 3.4879e-06 D_real: 1.6438e+01 D_fake: 3.5742e+00 
20-10-24 10:52:34.197 - INFO: <epoch:482, iter: 169,600, lr:2.500e-05> pix-cb: 4.0392e-02 dtv-l1: 4.4497e-02 contextual: 8.2848e-01 fea-lpips-net-lin-squeeze: 7.3891e-03 l_g_gan: 1.4849e-02 l_d_real: 8.8857e-02 l_d_fake: 8.3286e-02 D_real: 1.4312e+01 D_fake: 1.1430e+01 
20-10-24 10:53:56.558 - INFO: <epoch:482, iter: 169,800, lr:2.500e-05> pix-cb: 3.1275e-02 dtv-l1: 3.0878e-02 contextual: 1.0262e+00 fea-lpips-net-lin-squeeze: 7.0190e-03 l_g_gan: 4.6759e-02 l_d_real: 2.4047e-04 l_d_fake: 1.7176e-04 D_real: 1.2586e+01 D_fake: 3.2324e+00 
20-10-24 10:55:22.613 - INFO: <epoch:483, iter: 170,000, lr:2.500e-05> pix-cb: 1.8893e-02 dtv-l1: 1.9573e-02 contextual: 1.6313e+00 fea-lpips-net-lin-squeeze: 6.4545e-03 l_g_gan: 2.6763e-02 l_d_real: 7.2911e-03 l_d_fake: 9.2811e-03 D_real: 2.3234e+01 D_fake: 1.7891e+01 
20-10-24 10:55:23.138 - INFO: Models and training states saved.
20-10-24 10:56:02.144 - INFO: # Validation # PSNR: 27.214, SSIM: 0.85344, LPIPS: 0.057434
20-10-24 10:56:02.144 - INFO: <epoch:483, iter: 170,000> PSNR: 27.214, SSIM: 0.85344, LPIPS: 0.057434
20-10-24 10:57:28.419 - INFO: <epoch:484, iter: 170,200, lr:2.500e-05> pix-cb: 1.1798e-02 dtv-l1: 1.9911e-02 contextual: 1.3542e+00 fea-lpips-net-lin-squeeze: 2.2984e-03 l_g_gan: 3.7522e-02 l_d_real: 8.8116e-04 l_d_fake: 1.8828e-03 D_real: 2.1836e+00 D_fake: -5.3203e+00 
20-10-24 10:58:50.526 - INFO: <epoch:484, iter: 170,400, lr:2.500e-05> pix-cb: 7.5003e-03 dtv-l1: 1.1266e-02 contextual: 6.4993e-01 fea-lpips-net-lin-squeeze: 2.5749e-03 l_g_gan: 2.2870e-02 l_d_real: 1.3165e-02 l_d_fake: 1.2854e-02 D_real: -8.3438e+00 D_fake: -1.2906e+01 
20-10-24 11:00:16.955 - INFO: <epoch:485, iter: 170,600, lr:2.500e-05> pix-cb: 3.2978e-02 dtv-l1: 3.5299e-02 contextual: 1.9101e+00 fea-lpips-net-lin-squeeze: 8.1558e-03 l_g_gan: 2.9652e-02 l_d_real: 8.3575e-03 l_d_fake: 5.9015e-03 D_real: 1.4320e+01 D_fake: 8.3984e+00 
20-10-24 11:01:38.712 - INFO: <epoch:485, iter: 170,800, lr:2.500e-05> pix-cb: 1.3705e-02 dtv-l1: 2.1674e-02 contextual: 5.6101e-01 fea-lpips-net-lin-squeeze: 2.9144e-03 l_g_gan: 3.2100e-02 l_d_real: 2.6497e-03 l_d_fake: 2.6892e-03 D_real: -4.2773e+00 D_fake: -1.0695e+01 
20-10-24 11:03:04.592 - INFO: <epoch:486, iter: 171,000, lr:2.500e-05> pix-cb: 1.4167e-02 dtv-l1: 2.1388e-02 contextual: 1.0124e+00 fea-lpips-net-lin-squeeze: 4.7302e-03 l_g_gan: 4.6611e-02 l_d_real: 1.3485e-04 l_d_fake: 1.2615e-04 D_real: -8.1016e+00 D_fake: -1.7422e+01 
20-10-24 11:04:26.732 - INFO: <epoch:486, iter: 171,200, lr:2.500e-05> pix-cb: 1.6940e-02 dtv-l1: 1.8873e-02 contextual: 1.4691e+00 fea-lpips-net-lin-squeeze: 9.3002e-03 l_g_gan: 4.8315e-02 l_d_real: 9.0712e-05 l_d_fake: 1.0355e-04 D_real: 7.6523e+00 D_fake: -2.0117e+00 
20-10-24 11:05:52.813 - INFO: <epoch:487, iter: 171,400, lr:2.500e-05> pix-cb: 3.8801e-03 dtv-l1: 9.3592e-03 contextual: 5.2767e-01 fea-lpips-net-lin-squeeze: 1.5879e-03 l_g_gan: 4.5685e-03 l_d_real: 5.7952e-01 l_d_fake: 5.7581e-01 D_real: -9.0000e+00 D_fake: -9.3359e+00 
20-10-24 11:07:18.963 - INFO: <epoch:488, iter: 171,600, lr:2.500e-05> pix-cb: 1.3946e-02 dtv-l1: 1.9144e-02 contextual: 1.1179e+00 fea-lpips-net-lin-squeeze: 9.1324e-03 l_g_gan: 4.9874e-02 l_d_real: 8.0680e-05 l_d_fake: 6.3780e-05 D_real: 6.2383e+00 D_fake: -3.7363e+00 
20-10-24 11:08:41.054 - INFO: <epoch:488, iter: 171,800, lr:2.500e-05> pix-cb: 9.3854e-03 dtv-l1: 2.1069e-02 contextual: 1.0027e+00 fea-lpips-net-lin-squeeze: 1.7471e-03 l_g_gan: 1.2273e-02 l_d_real: 1.2272e-01 l_d_fake: 1.3725e-01 D_real: -5.4219e+00 D_fake: -7.7461e+00 
20-10-24 11:10:07.166 - INFO: <epoch:489, iter: 172,000, lr:2.500e-05> pix-cb: 1.5454e-02 dtv-l1: 2.3547e-02 contextual: 9.5224e-01 fea-lpips-net-lin-squeeze: 4.1580e-03 l_g_gan: 2.4987e-02 l_d_real: 1.1162e-02 l_d_fake: 9.4582e-03 D_real: 7.6172e+00 D_fake: 2.6309e+00 
20-10-24 11:11:29.074 - INFO: <epoch:489, iter: 172,200, lr:2.500e-05> pix-cb: 1.2413e-02 dtv-l1: 1.8002e-02 contextual: 6.4995e-01 fea-lpips-net-lin-squeeze: 2.9335e-03 l_g_gan: 2.0938e-02 l_d_real: 2.5284e-02 l_d_fake: 3.2004e-02 D_real: -1.7625e+01 D_fake: -2.1781e+01 
20-10-24 11:12:55.317 - INFO: <epoch:490, iter: 172,400, lr:2.500e-05> pix-cb: 1.7811e-02 dtv-l1: 1.7659e-02 contextual: 1.1793e+00 fea-lpips-net-lin-squeeze: 6.8512e-03 l_g_gan: 5.7367e-02 l_d_real: 1.4451e-05 l_d_fake: 1.4494e-05 D_real: 6.6172e+00 D_fake: -4.8555e+00 
20-10-24 11:14:15.286 - INFO: # Validation # PSNR: 27.057, SSIM: 0.84863, LPIPS: 0.059247
20-10-24 11:14:15.286 - INFO: <epoch:490, iter: 172,500> PSNR: 27.057, SSIM: 0.84863, LPIPS: 0.059247
20-10-24 11:14:56.252 - INFO: <epoch:490, iter: 172,600, lr:2.500e-05> pix-cb: 4.2765e-02 dtv-l1: 3.8103e-02 contextual: 2.1590e+00 fea-lpips-net-lin-squeeze: 1.0727e-02 l_g_gan: 2.3051e-02 l_d_real: 2.1623e-02 l_d_fake: 1.5680e-02 D_real: 3.0922e+01 D_fake: 2.6328e+01 
20-10-24 11:16:22.087 - INFO: <epoch:491, iter: 172,800, lr:2.500e-05> pix-cb: 1.6751e-02 dtv-l1: 2.0402e-02 contextual: 9.5751e-01 fea-lpips-net-lin-squeeze: 5.4588e-03 l_g_gan: 3.0924e-02 l_d_real: 3.0790e-03 l_d_fake: 3.4284e-03 D_real: -5.7227e+00 D_fake: -1.1906e+01 
20-10-24 11:17:48.334 - INFO: <epoch:492, iter: 173,000, lr:2.500e-05> pix-cb: 3.4511e-02 dtv-l1: 3.5666e-02 contextual: 1.2894e+00 fea-lpips-net-lin-squeeze: 1.1673e-02 l_g_gan: 5.1443e-02 l_d_real: 5.9013e-05 l_d_fake: 5.3041e-05 D_real: 1.5188e+01 D_fake: 4.8984e+00 
20-10-24 11:19:10.291 - INFO: <epoch:492, iter: 173,200, lr:2.500e-05> pix-cb: 2.3223e-02 dtv-l1: 2.9433e-02 contextual: 1.0092e+00 fea-lpips-net-lin-squeeze: 5.8861e-03 l_g_gan: 1.2015e-02 l_d_real: 1.4469e-01 l_d_fake: 1.3127e-01 D_real: 9.1875e+00 D_fake: 6.9219e+00 
20-10-24 11:20:36.508 - INFO: <epoch:493, iter: 173,400, lr:2.500e-05> pix-cb: 9.1819e-03 dtv-l1: 1.2818e-02 contextual: 8.5032e-01 fea-lpips-net-lin-squeeze: 4.3564e-03 l_g_gan: 3.9307e-02 l_d_real: 5.5430e-04 l_d_fake: 4.8819e-04 D_real: 7.6523e+00 D_fake: -2.0898e-01 
20-10-24 11:21:58.575 - INFO: <epoch:493, iter: 173,600, lr:2.500e-05> pix-cb: 6.8335e-03 dtv-l1: 1.1068e-02 contextual: 1.4271e+00 fea-lpips-net-lin-squeeze: 1.9026e-03 l_g_gan: 1.5930e-02 l_d_real: 4.9003e-02 l_d_fake: 5.0132e-02 D_real: -4.1094e+00 D_fake: -7.2461e+00 
20-10-24 11:23:24.809 - INFO: <epoch:494, iter: 173,800, lr:2.500e-05> pix-cb: 6.9321e-03 dtv-l1: 7.3345e-03 contextual: 1.6957e+00 fea-lpips-net-lin-squeeze: 3.9864e-03 l_g_gan: 4.2623e-02 l_d_real: 3.1440e-04 l_d_fake: 3.3657e-04 D_real: 1.2822e+00 D_fake: -7.2422e+00 
20-10-24 11:24:46.209 - INFO: <epoch:494, iter: 174,000, lr:2.500e-05> pix-cb: 1.4742e-02 dtv-l1: 1.5827e-02 contextual: 1.1208e+00 fea-lpips-net-lin-squeeze: 4.6120e-03 l_g_gan: 3.8163e-02 l_d_real: 6.6522e-04 l_d_fake: 6.1787e-04 D_real: 6.9922e-01 D_fake: -6.9336e+00 
20-10-24 11:26:12.343 - INFO: <epoch:495, iter: 174,200, lr:2.500e-05> pix-cb: 5.3979e-02 dtv-l1: 5.1398e-02 contextual: 2.2015e+00 fea-lpips-net-lin-squeeze: 9.1400e-03 l_g_gan: 3.4137e-02 l_d_real: 1.9614e-03 l_d_fake: 2.0146e-03 D_real: 2.8984e+01 D_fake: 2.2156e+01 
20-10-24 11:27:38.851 - INFO: <epoch:496, iter: 174,400, lr:2.500e-05> pix-cb: 2.0669e-02 dtv-l1: 2.3031e-02 contextual: 1.3197e+00 fea-lpips-net-lin-squeeze: 7.0419e-03 l_g_gan: 1.5838e-02 l_d_real: 7.5711e-02 l_d_fake: 8.7647e-02 D_real: 1.1969e+01 D_fake: 8.8828e+00 
20-10-24 11:29:00.759 - INFO: <epoch:496, iter: 174,600, lr:2.500e-05> pix-cb: 3.2635e-02 dtv-l1: 3.2315e-02 contextual: 1.3657e+00 fea-lpips-net-lin-squeeze: 4.7417e-03 l_g_gan: 4.6396e-02 l_d_real: 1.6882e-04 l_d_fake: 1.4094e-04 D_real: 1.3227e+01 D_fake: 3.9453e+00 
20-10-24 11:30:27.339 - INFO: <epoch:497, iter: 174,800, lr:2.500e-05> pix-cb: 7.9183e-03 dtv-l1: 1.2684e-02 contextual: 7.3763e-01 fea-lpips-net-lin-squeeze: 2.1152e-03 l_g_gan: 2.9179e-02 l_d_real: 4.1369e-03 l_d_fake: 4.0993e-03 D_real: -1.1898e+01 D_fake: -1.7734e+01 
20-10-24 11:31:49.656 - INFO: <epoch:497, iter: 175,000, lr:2.500e-05> pix-cb: 1.4249e-02 dtv-l1: 1.6591e-02 contextual: 1.8678e+00 fea-lpips-net-lin-squeeze: 5.4016e-03 l_g_gan: 1.3066e-02 l_d_real: 9.8535e-02 l_d_fake: 1.1017e-01 D_real: -9.2812e+00 D_fake: -1.1789e+01 
20-10-24 11:31:50.184 - INFO: Models and training states saved.
20-10-24 11:32:29.154 - INFO: # Validation # PSNR: 26.854, SSIM: 0.84516, LPIPS: 0.056078
20-10-24 11:32:29.154 - INFO: <epoch:497, iter: 175,000> PSNR: 26.854, SSIM: 0.84516, LPIPS: 0.056078
20-10-24 11:33:55.802 - INFO: <epoch:498, iter: 175,200, lr:2.500e-05> pix-cb: 4.0327e-02 dtv-l1: 4.0067e-02 contextual: 1.0755e+00 fea-lpips-net-lin-squeeze: 8.2169e-03 l_g_gan: 3.6895e-02 l_d_real: 1.6671e-03 l_d_fake: 1.2894e-03 D_real: 1.1305e+01 D_fake: 3.9277e+00 
20-10-24 11:35:18.451 - INFO: <epoch:498, iter: 175,400, lr:2.500e-05> pix-cb: 4.0094e-03 dtv-l1: 9.9195e-03 contextual: 1.1078e+00 fea-lpips-net-lin-squeeze: 8.4591e-04 l_g_gan: 2.1699e-03 l_d_real: 1.4966e+00 l_d_fake: 1.4636e+00 D_real: -1.6312e+01 D_fake: -1.5266e+01 
20-10-24 11:36:44.663 - INFO: <epoch:499, iter: 175,600, lr:2.500e-05> pix-cb: 3.1562e-02 dtv-l1: 3.4399e-02 contextual: 1.3594e+00 fea-lpips-net-lin-squeeze: 5.0888e-03 l_g_gan: 1.6709e-02 l_d_real: 5.2492e-02 l_d_fake: 5.4196e-02 D_real: 7.9844e+00 D_fake: 4.6953e+00 
20-10-24 11:38:10.671 - INFO: <epoch:500, iter: 175,800, lr:2.500e-05> pix-cb: 2.3845e-02 dtv-l1: 2.8159e-02 contextual: 1.0211e+00 fea-lpips-net-lin-squeeze: 4.6577e-03 l_g_gan: 2.5242e-02 l_d_real: 1.0341e-02 l_d_fake: 1.0907e-02 D_real: -1.4121e+00 D_fake: -6.4492e+00 
20-10-24 11:39:32.864 - INFO: <epoch:500, iter: 176,000, lr:2.500e-05> pix-cb: 1.3260e-02 dtv-l1: 1.4818e-02 contextual: 1.1715e+00 fea-lpips-net-lin-squeeze: 4.0436e-03 l_g_gan: 1.0145e-02 l_d_real: 1.9233e-01 l_d_fake: 1.8833e-01 D_real: -1.7959e+00 D_fake: -3.6348e+00 
20-10-24 11:40:58.754 - INFO: <epoch:501, iter: 176,200, lr:2.500e-05> pix-cb: 1.7209e-02 dtv-l1: 2.1222e-02 contextual: 9.7651e-01 fea-lpips-net-lin-squeeze: 3.9024e-03 l_g_gan: 1.3286e-02 l_d_real: 1.5935e-01 l_d_fake: 1.5049e-01 D_real: 5.0781e+00 D_fake: 2.5762e+00 
20-10-24 11:42:20.592 - INFO: <epoch:501, iter: 176,400, lr:2.500e-05> pix-cb: 2.8494e-02 dtv-l1: 2.8532e-02 contextual: 1.3353e+00 fea-lpips-net-lin-squeeze: 7.5722e-03 l_g_gan: 3.4109e-02 l_d_real: 1.6975e-03 l_d_fake: 1.8157e-03 D_real: 1.3070e+01 D_fake: 6.2500e+00 
20-10-24 11:43:46.773 - INFO: <epoch:502, iter: 176,600, lr:2.500e-05> pix-cb: 9.5482e-03 dtv-l1: 1.4102e-02 contextual: 1.2383e+00 fea-lpips-net-lin-squeeze: 5.3253e-03 l_g_gan: 2.2483e-02 l_d_real: 1.7278e-02 l_d_fake: 1.5158e-02 D_real: 4.3672e+00 D_fake: -1.1401e-01 
20-10-24 11:45:08.923 - INFO: <epoch:502, iter: 176,800, lr:2.500e-05> pix-cb: 2.8852e-02 dtv-l1: 3.1829e-02 contextual: 1.3574e+00 fea-lpips-net-lin-squeeze: 6.8207e-03 l_g_gan: 3.6321e-02 l_d_real: 1.8681e-03 l_d_fake: 3.9927e-03 D_real: 2.2578e+01 D_fake: 1.5320e+01 
20-10-24 11:46:35.011 - INFO: <epoch:503, iter: 177,000, lr:2.500e-05> pix-cb: 6.1043e-02 dtv-l1: 5.8505e-02 contextual: 1.8232e+00 fea-lpips-net-lin-squeeze: 1.0620e-02 l_g_gan: 1.6500e-02 l_d_real: 9.7693e-02 l_d_fake: 6.9493e-02 D_real: 3.0469e+01 D_fake: 2.7250e+01 
20-10-24 11:48:00.513 - INFO: <epoch:504, iter: 177,200, lr:2.500e-05> pix-cb: 3.5973e-02 dtv-l1: 4.0568e-02 contextual: 8.9743e-01 fea-lpips-net-lin-squeeze: 6.1226e-03 l_g_gan: 2.3280e-02 l_d_real: 1.6976e-02 l_d_fake: 1.6377e-02 D_real: 1.2922e+01 D_fake: 8.2812e+00 
20-10-24 11:49:22.313 - INFO: <epoch:504, iter: 177,400, lr:2.500e-05> pix-cb: 4.7319e-02 dtv-l1: 4.4843e-02 contextual: 1.2728e+00 fea-lpips-net-lin-squeeze: 7.3700e-03 l_g_gan: 2.4437e-02 l_d_real: 1.2819e-02 l_d_fake: 1.4290e-02 D_real: 2.3625e+01 D_fake: 1.8750e+01 
20-10-24 11:50:42.273 - INFO: # Validation # PSNR: 26.996, SSIM: 0.84681, LPIPS: 0.056627
20-10-24 11:50:42.274 - INFO: <epoch:504, iter: 177,500> PSNR: 26.996, SSIM: 0.84681, LPIPS: 0.056627
20-10-24 11:51:27.126 - INFO: <epoch:505, iter: 177,600, lr:2.500e-05> pix-cb: 9.0233e-03 dtv-l1: 1.3458e-02 contextual: 7.0274e-01 fea-lpips-net-lin-squeeze: 4.1504e-03 l_g_gan: 1.4787e-02 l_d_real: 9.9854e-02 l_d_fake: 8.2197e-02 D_real: -1.6500e+01 D_fake: -1.9359e+01 
20-10-24 11:52:49.013 - INFO: <epoch:505, iter: 177,800, lr:2.500e-05> pix-cb: 2.8894e-02 dtv-l1: 2.3521e-02 contextual: 1.4846e+00 fea-lpips-net-lin-squeeze: 7.4806e-03 l_g_gan: 6.0816e-02 l_d_real: 8.8001e-06 l_d_fake: 7.2393e-06 D_real: 1.9938e+01 D_fake: 7.7734e+00 
20-10-24 11:54:15.023 - INFO: <epoch:506, iter: 178,000, lr:2.500e-05> pix-cb: 4.3796e-03 dtv-l1: 6.3019e-03 contextual: 1.2644e+00 fea-lpips-net-lin-squeeze: 1.4534e-03 l_g_gan: 1.2863e-02 l_d_real: 1.3019e-01 l_d_fake: 1.3799e-01 D_real: -8.6641e+00 D_fake: -1.1102e+01 
20-10-24 11:55:36.975 - INFO: <epoch:506, iter: 178,200, lr:2.500e-05> pix-cb: 2.4312e-02 dtv-l1: 2.9875e-02 contextual: 9.0190e-01 fea-lpips-net-lin-squeeze: 5.6686e-03 l_g_gan: 1.2932e-02 l_d_real: 1.2258e-01 l_d_fake: 1.1116e-01 D_real: 3.5801e+00 D_fake: 1.1104e+00 
20-10-24 11:57:03.318 - INFO: <epoch:507, iter: 178,400, lr:2.500e-05> pix-cb: 1.2018e-02 dtv-l1: 1.3264e-02 contextual: 1.2201e+00 fea-lpips-net-lin-squeeze: 5.9814e-03 l_g_gan: 4.4455e-02 l_d_real: 1.9160e-04 l_d_fake: 1.9270e-04 D_real: -1.4219e+01 D_fake: -2.3109e+01 
20-10-24 11:58:28.851 - INFO: <epoch:508, iter: 178,600, lr:2.500e-05> pix-cb: 2.8887e-02 dtv-l1: 2.6089e-02 contextual: 1.9397e+00 fea-lpips-net-lin-squeeze: 7.2250e-03 l_g_gan: 4.2543e-02 l_d_real: 3.2669e-04 l_d_fake: 3.2792e-04 D_real: 2.1062e+01 D_fake: 1.2555e+01 
20-10-24 11:59:50.709 - INFO: <epoch:508, iter: 178,800, lr:2.500e-05> pix-cb: 2.8925e-02 dtv-l1: 3.0229e-02 contextual: 9.9855e-01 fea-lpips-net-lin-squeeze: 5.2223e-03 l_g_gan: 3.3200e-02 l_d_real: 1.9986e-03 l_d_fake: 3.3322e-03 D_real: 6.2695e+00 D_fake: -3.6743e-01 
20-10-24 12:01:16.662 - INFO: <epoch:509, iter: 179,000, lr:2.500e-05> pix-cb: 2.6995e-02 dtv-l1: 2.4510e-02 contextual: 2.0548e+00 fea-lpips-net-lin-squeeze: 7.3051e-03 l_g_gan: 2.5283e-02 l_d_real: 1.3246e-02 l_d_fake: 9.0234e-03 D_real: 2.4188e+01 D_fake: 1.9141e+01 
20-10-24 12:02:38.569 - INFO: <epoch:509, iter: 179,200, lr:2.500e-05> pix-cb: 1.3664e-02 dtv-l1: 1.7089e-02 contextual: 1.4095e+00 fea-lpips-net-lin-squeeze: 4.3144e-03 l_g_gan: 2.9441e-02 l_d_real: 4.7120e-03 l_d_fake: 3.7431e-03 D_real: 7.8203e+00 D_fake: 1.9365e+00 
20-10-24 12:04:04.940 - INFO: <epoch:510, iter: 179,400, lr:2.500e-05> pix-cb: 2.2249e-02 dtv-l1: 2.5641e-02 contextual: 1.2014e+00 fea-lpips-net-lin-squeeze: 5.2719e-03 l_g_gan: 5.4468e-02 l_d_real: 7.0066e-05 l_d_fake: 2.6453e-05 D_real: 2.9121e+00 D_fake: -7.9805e+00 
20-10-24 12:05:27.525 - INFO: <epoch:510, iter: 179,600, lr:2.500e-05> pix-cb: 4.0460e-02 dtv-l1: 4.2413e-02 contextual: 1.3190e+00 fea-lpips-net-lin-squeeze: 5.2834e-03 l_g_gan: 1.9943e-02 l_d_real: 4.0622e-02 l_d_fake: 4.4372e-02 D_real: 2.0797e+01 D_fake: 1.6844e+01 
20-10-24 12:06:54.543 - INFO: <epoch:511, iter: 179,800, lr:2.500e-05> pix-cb: 1.7046e-02 dtv-l1: 1.5038e-02 contextual: 1.5410e+00 fea-lpips-net-lin-squeeze: 8.9722e-03 l_g_gan: 5.1518e-02 l_d_real: 6.2075e-05 l_d_fake: 4.9506e-05 D_real: 1.0484e+01 D_fake: 1.8030e-01 
20-10-24 12:08:22.200 - INFO: <epoch:512, iter: 180,000, lr:2.500e-05> pix-cb: 6.4896e-03 dtv-l1: 9.7595e-03 contextual: 1.5303e+00 fea-lpips-net-lin-squeeze: 1.4105e-03 l_g_gan: 3.9732e-03 l_d_real: 7.0105e-01 l_d_fake: 6.9906e-01 D_real: -1.9625e+01 D_fake: -1.9719e+01 
20-10-24 12:08:22.894 - INFO: Models and training states saved.
20-10-24 12:09:04.872 - INFO: # Validation # PSNR: 27.108, SSIM: 0.8514, LPIPS: 0.057869
20-10-24 12:09:04.872 - INFO: <epoch:512, iter: 180,000> PSNR: 27.108, SSIM: 0.8514, LPIPS: 0.057869
20-10-24 12:10:27.806 - INFO: <epoch:512, iter: 180,200, lr:2.500e-05> pix-cb: 1.5676e-02 dtv-l1: 1.8471e-02 contextual: 1.2283e+00 fea-lpips-net-lin-squeeze: 3.4084e-03 l_g_gan: 3.0293e-02 l_d_real: 3.0463e-03 l_d_fake: 3.3109e-03 D_real: -6.3281e+00 D_fake: -1.2383e+01 
20-10-24 12:11:56.214 - INFO: <epoch:513, iter: 180,400, lr:2.500e-05> pix-cb: 4.7432e-02 dtv-l1: 4.1360e-02 contextual: 1.6462e+00 fea-lpips-net-lin-squeeze: 6.5918e-03 l_g_gan: 4.0434e-02 l_d_real: 6.8413e-04 l_d_fake: 5.4718e-04 D_real: 1.6547e+01 D_fake: 8.4609e+00 
20-10-24 12:13:20.087 - INFO: <epoch:513, iter: 180,600, lr:2.500e-05> pix-cb: 2.7769e-02 dtv-l1: 2.5235e-02 contextual: 1.4479e+00 fea-lpips-net-lin-squeeze: 6.1760e-03 l_g_gan: 6.2039e-02 l_d_real: 7.6236e-06 l_d_fake: 5.6116e-06 D_real: 1.3336e+01 D_fake: 9.2969e-01 
20-10-24 12:14:48.101 - INFO: <epoch:514, iter: 180,800, lr:2.500e-05> pix-cb: 7.1326e-03 dtv-l1: 1.0146e-02 contextual: 1.5257e+00 fea-lpips-net-lin-squeeze: 3.6926e-03 l_g_gan: 2.9307e-02 l_d_real: 3.6108e-03 l_d_fake: 4.4142e-03 D_real: 1.3340e+00 D_fake: -4.5234e+00 
20-10-24 12:16:11.745 - INFO: <epoch:514, iter: 181,000, lr:2.500e-05> pix-cb: 1.3712e-02 dtv-l1: 1.6499e-02 contextual: 1.4161e+00 fea-lpips-net-lin-squeeze: 3.5419e-03 l_g_gan: 3.1043e-02 l_d_real: 2.5713e-03 l_d_fake: 2.8404e-03 D_real: 1.7363e+00 D_fake: -4.4688e+00 
20-10-24 12:17:41.780 - INFO: <epoch:515, iter: 181,200, lr:2.500e-05> pix-cb: 3.8004e-02 dtv-l1: 3.9576e-02 contextual: 1.0709e+00 fea-lpips-net-lin-squeeze: 6.8970e-03 l_g_gan: 3.4942e-02 l_d_real: 1.7227e-03 l_d_fake: 2.0471e-03 D_real: 2.0812e+01 D_fake: 1.3828e+01 
20-10-24 12:19:12.029 - INFO: <epoch:516, iter: 181,400, lr:2.500e-05> pix-cb: 6.5818e-03 dtv-l1: 7.1160e-03 contextual: 1.4914e+00 fea-lpips-net-lin-squeeze: 9.6664e-03 l_g_gan: 2.9200e-02 l_d_real: 3.8549e-03 l_d_fake: 3.8223e-03 D_real: -3.3203e+00 D_fake: -9.1562e+00 
20-10-24 12:20:37.514 - INFO: <epoch:516, iter: 181,600, lr:2.500e-05> pix-cb: 1.7656e-02 dtv-l1: 1.8081e-02 contextual: 1.1749e+00 fea-lpips-net-lin-squeeze: 4.4060e-03 l_g_gan: 3.8677e-02 l_d_real: 7.1742e-04 l_d_fake: 7.3670e-04 D_real: 6.9766e+00 D_fake: -7.5781e-01 
20-10-24 12:22:11.067 - INFO: <epoch:517, iter: 181,800, lr:2.500e-05> pix-cb: 1.6592e-02 dtv-l1: 1.8951e-02 contextual: 1.3066e+00 fea-lpips-net-lin-squeeze: 5.5351e-03 l_g_gan: 2.9896e-02 l_d_real: 3.8683e-03 l_d_fake: 3.5916e-03 D_real: 1.1086e+01 D_fake: 5.1094e+00 
20-10-24 12:23:37.972 - INFO: <epoch:517, iter: 182,000, lr:2.500e-05> pix-cb: 1.4387e-02 dtv-l1: 2.0585e-02 contextual: 6.6995e-01 fea-lpips-net-lin-squeeze: 2.6207e-03 l_g_gan: 3.0957e-02 l_d_real: 3.1767e-02 l_d_fake: 7.3917e-03 D_real: -1.4092e+00 D_fake: -7.5820e+00 
20-10-24 12:25:09.484 - INFO: <epoch:518, iter: 182,200, lr:2.500e-05> pix-cb: 2.6932e-02 dtv-l1: 3.3072e-02 contextual: 1.4501e+00 fea-lpips-net-lin-squeeze: 4.6158e-03 l_g_gan: 1.3488e-04 l_d_real: 4.0129e+00 l_d_fake: 4.0147e+00 D_real: 1.3750e+01 D_fake: 1.7734e+01 
20-10-24 12:26:35.532 - INFO: <epoch:518, iter: 182,400, lr:2.500e-05> pix-cb: 3.2080e-02 dtv-l1: 3.7697e-02 contextual: 9.3556e-01 fea-lpips-net-lin-squeeze: 6.8817e-03 l_g_gan: 1.3182e-02 l_d_real: 1.1498e-01 l_d_fake: 1.1179e-01 D_real: 1.7070e+00 D_fake: -8.1592e-01 
20-10-24 12:28:03.808 - INFO: # Validation # PSNR: 27.02, SSIM: 0.8496, LPIPS: 0.056203
20-10-24 12:28:03.809 - INFO: <epoch:519, iter: 182,500> PSNR: 27.02, SSIM: 0.8496, LPIPS: 0.056203
20-10-24 12:28:45.831 - INFO: <epoch:519, iter: 182,600, lr:2.500e-05> pix-cb: 3.8799e-02 dtv-l1: 3.6417e-02 contextual: 1.6920e+00 fea-lpips-net-lin-squeeze: 9.7275e-03 l_g_gan: 5.3059e-02 l_d_real: 5.5779e-05 l_d_fake: 4.1918e-05 D_real: 1.8734e+01 D_fake: 8.1172e+00 
20-10-24 12:30:15.859 - INFO: <epoch:520, iter: 182,800, lr:2.500e-05> pix-cb: 6.6998e-03 dtv-l1: 1.0484e-02 contextual: 9.5168e-01 fea-lpips-net-lin-squeeze: 2.2984e-03 l_g_gan: 1.4802e-02 l_d_real: 6.6001e-02 l_d_fake: 9.4740e-02 D_real: 8.9648e-01 D_fake: -1.9834e+00 
20-10-24 12:31:38.893 - INFO: <epoch:520, iter: 183,000, lr:2.500e-05> pix-cb: 1.7694e-02 dtv-l1: 2.0719e-02 contextual: 1.0660e+00 fea-lpips-net-lin-squeeze: 5.5389e-03 l_g_gan: 4.1426e-02 l_d_real: 3.6919e-04 l_d_fake: 3.0715e-04 D_real: 1.1742e+01 D_fake: 3.4570e+00 
20-10-24 12:33:05.399 - INFO: <epoch:521, iter: 183,200, lr:2.500e-05> pix-cb: 5.4575e-02 dtv-l1: 4.6317e-02 contextual: 1.8393e+00 fea-lpips-net-lin-squeeze: 1.0765e-02 l_g_gan: 5.6434e-02 l_d_real: 3.3267e-05 l_d_fake: 2.0124e-05 D_real: 3.4625e+01 D_fake: 2.3344e+01 
20-10-24 12:34:29.371 - INFO: <epoch:521, iter: 183,400, lr:2.500e-05> pix-cb: 3.8561e-02 dtv-l1: 3.8117e-02 contextual: 1.8387e+00 fea-lpips-net-lin-squeeze: 7.3395e-03 l_g_gan: 5.1248e-02 l_d_real: 8.9222e-05 l_d_fake: 8.5598e-05 D_real: 2.8203e+01 D_fake: 1.7953e+01 
20-10-24 12:35:57.992 - INFO: <epoch:522, iter: 183,600, lr:2.500e-05> pix-cb: 4.8732e-02 dtv-l1: 4.9207e-02 contextual: 1.6003e+00 fea-lpips-net-lin-squeeze: 1.0193e-02 l_g_gan: 4.3523e-02 l_d_real: 5.7327e-04 l_d_fake: 2.7111e-04 D_real: 2.3688e+01 D_fake: 1.4984e+01 
20-10-24 12:37:21.074 - INFO: <epoch:522, iter: 183,800, lr:2.500e-05> pix-cb: 1.2848e-02 dtv-l1: 1.8301e-02 contextual: 9.0523e-01 fea-lpips-net-lin-squeeze: 3.9940e-03 l_g_gan: 9.8244e-03 l_d_real: 2.0054e-01 l_d_fake: 2.1473e-01 D_real: -9.5000e+00 D_fake: -1.1258e+01 
20-10-24 12:38:48.638 - INFO: <epoch:523, iter: 184,000, lr:2.500e-05> pix-cb: 2.4319e-02 dtv-l1: 2.4292e-02 contextual: 1.7111e+00 fea-lpips-net-lin-squeeze: 8.5297e-03 l_g_gan: 2.0865e-02 l_d_real: 3.0971e-02 l_d_fake: 4.2956e-02 D_real: 2.3391e+01 D_fake: 1.9250e+01 
20-10-24 12:40:15.620 - INFO: <epoch:524, iter: 184,200, lr:2.500e-05> pix-cb: 2.9489e-02 dtv-l1: 2.9377e-02 contextual: 1.2311e+00 fea-lpips-net-lin-squeeze: 6.4201e-03 l_g_gan: 2.8243e-02 l_d_real: 6.7567e-03 l_d_fake: 5.3150e-03 D_real: 1.1203e+01 D_fake: 5.5586e+00 
20-10-24 12:41:39.297 - INFO: <epoch:524, iter: 184,400, lr:2.500e-05> pix-cb: 2.2985e-02 dtv-l1: 2.5935e-02 contextual: 1.3854e+00 fea-lpips-net-lin-squeeze: 6.3210e-03 l_g_gan: 2.7431e-02 l_d_real: 6.0331e-03 l_d_fake: 7.2431e-03 D_real: -1.2256e-01 D_fake: -5.6016e+00 
20-10-24 12:43:05.746 - INFO: <epoch:525, iter: 184,600, lr:2.500e-05> pix-cb: 2.3825e-02 dtv-l1: 2.7888e-02 contextual: 7.1494e-01 fea-lpips-net-lin-squeeze: 4.0779e-03 l_g_gan: 2.9747e-02 l_d_real: 4.9617e-03 l_d_fake: 4.5697e-03 D_real: -3.4062e+00 D_fake: -9.3516e+00 
20-10-24 12:44:29.220 - INFO: <epoch:525, iter: 184,800, lr:2.500e-05> pix-cb: 1.7855e-02 dtv-l1: 1.8192e-02 contextual: 1.1900e+00 fea-lpips-net-lin-squeeze: 6.4430e-03 l_g_gan: 3.7201e-02 l_d_real: 8.2980e-04 l_d_fake: 7.5449e-04 D_real: 1.3852e+01 D_fake: 6.4102e+00 
20-10-24 12:45:55.781 - INFO: <epoch:526, iter: 185,000, lr:2.500e-05> pix-cb: 1.6380e-02 dtv-l1: 2.1465e-02 contextual: 1.2452e+00 fea-lpips-net-lin-squeeze: 3.8662e-03 l_g_gan: 4.8482e-03 l_d_real: 6.9729e-01 l_d_fake: 6.6160e-01 D_real: -4.5156e+00 D_fake: -4.8047e+00 
20-10-24 12:45:56.248 - INFO: Models and training states saved.
20-10-24 12:46:36.501 - INFO: # Validation # PSNR: 27.1, SSIM: 0.84883, LPIPS: 0.056779
20-10-24 12:46:36.501 - INFO: <epoch:526, iter: 185,000> PSNR: 27.1, SSIM: 0.84883, LPIPS: 0.056779
20-10-24 12:48:00.302 - INFO: <epoch:526, iter: 185,200, lr:2.500e-05> pix-cb: 1.3862e-02 dtv-l1: 1.6902e-02 contextual: 7.9258e-01 fea-lpips-net-lin-squeeze: 6.0539e-03 l_g_gan: 6.5195e-02 l_d_real: 5.6126e-06 l_d_fake: 3.3690e-06 D_real: -2.4434e+00 D_fake: -1.5484e+01 
20-10-24 12:49:33.726 - INFO: <epoch:527, iter: 185,400, lr:2.500e-05> pix-cb: 1.5160e-02 dtv-l1: 9.2638e-03 contextual: 1.2058e+00 fea-lpips-net-lin-squeeze: 7.8812e-03 l_g_gan: 8.7982e-02 l_d_real: 2.7826e-08 l_d_fake: 6.5383e-09 D_real: 1.0766e+01 D_fake: -6.8320e+00 
20-10-24 12:51:00.961 - INFO: <epoch:528, iter: 185,600, lr:2.500e-05> pix-cb: 2.1173e-02 dtv-l1: 2.6414e-02 contextual: 1.3059e+00 fea-lpips-net-lin-squeeze: 4.1847e-03 l_g_gan: 4.7447e-02 l_d_real: 1.0546e-04 l_d_fake: 1.8629e-04 D_real: 6.3828e+00 D_fake: -3.1055e+00 
20-10-24 12:52:24.958 - INFO: <epoch:528, iter: 185,800, lr:2.500e-05> pix-cb: 3.9370e-02 dtv-l1: 3.4729e-02 contextual: 1.8151e+00 fea-lpips-net-lin-squeeze: 1.2756e-02 l_g_gan: 7.6075e-02 l_d_real: 4.8444e-07 l_d_fake: 3.8165e-07 D_real: 2.0375e+01 D_fake: 5.1641e+00 
20-10-24 12:53:51.800 - INFO: <epoch:529, iter: 186,000, lr:2.500e-05> pix-cb: 3.0193e-02 dtv-l1: 3.5743e-02 contextual: 1.1665e+00 fea-lpips-net-lin-squeeze: 5.1689e-03 l_g_gan: 3.3274e-02 l_d_real: 2.3303e-03 l_d_fake: 2.8223e-03 D_real: 9.4609e+00 D_fake: 2.8086e+00 
20-10-24 12:55:14.112 - INFO: <epoch:529, iter: 186,200, lr:2.500e-05> pix-cb: 2.8427e-02 dtv-l1: 3.2440e-02 contextual: 1.1959e+00 fea-lpips-net-lin-squeeze: 6.5460e-03 l_g_gan: 1.8379e-02 l_d_real: 5.1098e-02 l_d_fake: 5.0736e-02 D_real: 1.1047e+01 D_fake: 7.4219e+00 
20-10-24 12:56:40.155 - INFO: <epoch:530, iter: 186,400, lr:2.500e-05> pix-cb: 2.1007e-02 dtv-l1: 2.2434e-02 contextual: 1.0258e+00 fea-lpips-net-lin-squeeze: 5.5580e-03 l_g_gan: 2.7247e-02 l_d_real: 8.5884e-03 l_d_fake: 7.0965e-03 D_real: 5.9688e+00 D_fake: 5.2734e-01 
20-10-24 12:58:02.428 - INFO: <epoch:530, iter: 186,600, lr:2.500e-05> pix-cb: 1.5594e-02 dtv-l1: 2.1894e-02 contextual: 9.1053e-01 fea-lpips-net-lin-squeeze: 3.2768e-03 l_g_gan: 1.1500e-02 l_d_real: 2.6195e-01 l_d_fake: 2.1895e-01 D_real: -2.8516e+00 D_fake: -4.9102e+00 
20-10-24 12:59:28.652 - INFO: <epoch:531, iter: 186,800, lr:2.500e-05> pix-cb: 3.2961e-02 dtv-l1: 3.6392e-02 contextual: 9.1382e-01 fea-lpips-net-lin-squeeze: 4.5815e-03 l_g_gan: 2.3204e-02 l_d_real: 3.3451e-02 l_d_fake: 2.1864e-02 D_real: 2.9004e-01 D_fake: -4.3242e+00 
20-10-24 13:00:54.336 - INFO: <epoch:532, iter: 187,000, lr:2.500e-05> pix-cb: 2.1956e-02 dtv-l1: 2.8500e-02 contextual: 7.6639e-01 fea-lpips-net-lin-squeeze: 5.1575e-03 l_g_gan: 4.2259e-02 l_d_real: 4.3288e-04 l_d_fake: 7.3773e-04 D_real: -1.8125e+00 D_fake: -1.0266e+01 
20-10-24 13:02:17.119 - INFO: <epoch:532, iter: 187,200, lr:2.500e-05> pix-cb: 2.3604e-02 dtv-l1: 3.4842e-02 contextual: 9.3082e-01 fea-lpips-net-lin-squeeze: 3.1357e-03 l_g_gan: 3.3538e-02 l_d_real: 5.4288e-03 l_d_fake: 2.9489e-03 D_real: -4.2656e+00 D_fake: -1.0969e+01 
20-10-24 13:03:44.264 - INFO: <epoch:533, iter: 187,400, lr:2.500e-05> pix-cb: 2.2771e-02 dtv-l1: 2.3344e-02 contextual: 1.0127e+00 fea-lpips-net-lin-squeeze: 6.5231e-03 l_g_gan: 4.7321e-02 l_d_real: 1.3205e-04 l_d_fake: 1.3766e-04 D_real: 8.9844e+00 D_fake: -4.8047e-01 
20-10-24 13:05:04.799 - INFO: # Validation # PSNR: 27.141, SSIM: 0.85068, LPIPS: 0.057955
20-10-24 13:05:04.799 - INFO: <epoch:533, iter: 187,500> PSNR: 27.141, SSIM: 0.85068, LPIPS: 0.057955
20-10-24 13:05:48.199 - INFO: <epoch:533, iter: 187,600, lr:2.500e-05> pix-cb: 8.6656e-03 dtv-l1: 1.5463e-02 contextual: 1.0313e+00 fea-lpips-net-lin-squeeze: 3.4294e-03 l_g_gan: 2.1782e-02 l_d_real: 1.7472e-02 l_d_fake: 1.9179e-02 D_real: -4.1836e+00 D_fake: -8.5234e+00 
20-10-24 13:07:23.583 - INFO: <epoch:534, iter: 187,800, lr:2.500e-05> pix-cb: 1.3283e-02 dtv-l1: 1.7418e-02 contextual: 1.0300e+00 fea-lpips-net-lin-squeeze: 4.2267e-03 l_g_gan: 1.1677e-02 l_d_real: 1.4136e-01 l_d_fake: 1.3499e-01 D_real: 1.0762e+00 D_fake: -1.1211e+00 
20-10-24 13:08:54.358 - INFO: <epoch:534, iter: 188,000, lr:2.500e-05> pix-cb: 2.1207e-02 dtv-l1: 2.4259e-02 contextual: 1.5283e+00 fea-lpips-net-lin-squeeze: 4.7302e-03 l_g_gan: 1.1061e-03 l_d_real: 1.8988e+00 l_d_fake: 1.9022e+00 D_real: 1.3273e+01 D_fake: 1.4953e+01 
20-10-24 13:10:29.223 - INFO: <epoch:535, iter: 188,200, lr:2.500e-05> pix-cb: 4.5158e-02 dtv-l1: 4.0765e-02 contextual: 1.9008e+00 fea-lpips-net-lin-squeeze: 8.8882e-03 l_g_gan: 2.9319e-02 l_d_real: 4.7134e-03 l_d_fake: 5.1164e-03 D_real: 2.7531e+01 D_fake: 2.1672e+01 
20-10-24 13:12:04.869 - INFO: <epoch:536, iter: 188,400, lr:2.500e-05> pix-cb: 6.3571e-02 dtv-l1: 5.2780e-02 contextual: 1.2655e+00 fea-lpips-net-lin-squeeze: 1.0643e-02 l_g_gan: 6.1294e-02 l_d_real: 1.1291e-05 l_d_fake: 1.4295e-05 D_real: 2.2000e+01 D_fake: 9.7422e+00 
20-10-24 13:13:35.361 - INFO: <epoch:536, iter: 188,600, lr:2.500e-05> pix-cb: 2.5914e-02 dtv-l1: 2.7030e-02 contextual: 1.4857e+00 fea-lpips-net-lin-squeeze: 6.4545e-03 l_g_gan: 2.6320e-02 l_d_real: 7.7039e-03 l_d_fake: 7.9821e-03 D_real: 1.0578e+01 D_fake: 5.3242e+00 
20-10-24 13:15:01.741 - INFO: <epoch:537, iter: 188,800, lr:2.500e-05> pix-cb: 5.7510e-03 dtv-l1: 9.1810e-03 contextual: 7.8103e-01 fea-lpips-net-lin-squeeze: 2.0313e-03 l_g_gan: 3.7034e-02 l_d_real: 7.9206e-04 l_d_fake: 7.5067e-04 D_real: -2.6270e+00 D_fake: -1.0031e+01 
20-10-24 13:16:23.744 - INFO: <epoch:537, iter: 189,000, lr:2.500e-05> pix-cb: 2.5766e-02 dtv-l1: 3.0854e-02 contextual: 1.0916e+00 fea-lpips-net-lin-squeeze: 1.1093e-02 l_g_gan: 7.4812e-03 l_d_real: 3.8734e-01 l_d_fake: 3.7756e-01 D_real: 6.7773e+00 D_fake: 5.6641e+00 
20-10-24 13:17:50.372 - INFO: <epoch:538, iter: 189,200, lr:2.500e-05> pix-cb: 1.2970e-02 dtv-l1: 1.7892e-02 contextual: 9.9720e-01 fea-lpips-net-lin-squeeze: 3.3932e-03 l_g_gan: 7.1691e-03 l_d_real: 3.4317e-01 l_d_fake: 3.5461e-01 D_real: -5.8945e+00 D_fake: -6.9805e+00 
20-10-24 13:19:14.640 - INFO: <epoch:538, iter: 189,400, lr:2.500e-05> pix-cb: 2.1840e-02 dtv-l1: 2.6022e-02 contextual: 1.0506e+00 fea-lpips-net-lin-squeeze: 5.8861e-03 l_g_gan: 2.1141e-02 l_d_real: 2.1200e-02 l_d_fake: 1.9614e-02 D_real: 5.9336e+00 D_fake: 1.7256e+00 
20-10-24 13:20:49.685 - INFO: <epoch:539, iter: 189,600, lr:2.500e-05> pix-cb: 2.6192e-02 dtv-l1: 3.0208e-02 contextual: 1.0114e+00 fea-lpips-net-lin-squeeze: 6.4507e-03 l_g_gan: 1.3475e-02 l_d_real: 1.0624e-01 l_d_fake: 1.0421e-01 D_real: 2.6523e+00 D_fake: 6.2622e-02 
20-10-24 13:22:24.839 - INFO: <epoch:540, iter: 189,800, lr:2.500e-05> pix-cb: 2.9613e-02 dtv-l1: 2.8774e-02 contextual: 1.2755e+00 fea-lpips-net-lin-squeeze: 7.9269e-03 l_g_gan: 4.5123e-02 l_d_real: 2.6959e-04 l_d_fake: 2.4092e-04 D_real: 2.6344e+01 D_fake: 1.7312e+01 
20-10-24 13:23:55.440 - INFO: <epoch:540, iter: 190,000, lr:2.500e-05> pix-cb: 3.1273e-02 dtv-l1: 3.3001e-02 contextual: 1.5357e+00 fea-lpips-net-lin-squeeze: 6.0997e-03 l_g_gan: 4.1729e-02 l_d_real: 3.9794e-04 l_d_fake: 3.9174e-04 D_real: 2.8703e+01 D_fake: 2.0359e+01 
20-10-24 13:23:55.916 - INFO: Models and training states saved.
20-10-24 13:24:41.370 - INFO: # Validation # PSNR: 27.06, SSIM: 0.84919, LPIPS: 0.056469
20-10-24 13:24:41.370 - INFO: <epoch:540, iter: 190,000> PSNR: 27.06, SSIM: 0.84919, LPIPS: 0.056469
20-10-24 13:26:12.231 - INFO: <epoch:541, iter: 190,200, lr:2.500e-05> pix-cb: 9.7920e-03 dtv-l1: 1.8613e-02 contextual: 6.9509e-01 fea-lpips-net-lin-squeeze: 1.6184e-03 l_g_gan: 1.2006e-02 l_d_real: 1.3839e-01 l_d_fake: 1.3746e-01 D_real: -1.5312e+01 D_fake: -1.7578e+01 
20-10-24 13:27:38.549 - INFO: <epoch:541, iter: 190,400, lr:2.500e-05> pix-cb: 1.7302e-02 dtv-l1: 1.7439e-02 contextual: 1.2772e+00 fea-lpips-net-lin-squeeze: 3.9406e-03 l_g_gan: 1.8717e-02 l_d_real: 5.5553e-02 l_d_fake: 5.1951e-02 D_real: -1.9082e+00 D_fake: -5.5977e+00 
20-10-24 13:29:08.948 - INFO: <epoch:542, iter: 190,600, lr:2.500e-05> pix-cb: 1.6282e-02 dtv-l1: 1.3941e-02 contextual: 1.5867e+00 fea-lpips-net-lin-squeeze: 8.7357e-03 l_g_gan: 4.6958e-02 l_d_real: 1.5926e-04 l_d_fake: 1.1079e-04 D_real: 7.9766e+00 D_fake: -1.4150e+00 
20-10-24 13:30:31.224 - INFO: <epoch:542, iter: 190,800, lr:2.500e-05> pix-cb: 2.8997e-02 dtv-l1: 2.7541e-02 contextual: 2.2554e+00 fea-lpips-net-lin-squeeze: 6.2904e-03 l_g_gan: 3.6560e-02 l_d_real: 1.0520e-03 l_d_fake: 1.0105e-03 D_real: 1.5016e+01 D_fake: 7.7070e+00 
20-10-24 13:31:57.381 - INFO: <epoch:543, iter: 191,000, lr:2.500e-05> pix-cb: 1.3866e-02 dtv-l1: 1.8236e-02 contextual: 8.8564e-01 fea-lpips-net-lin-squeeze: 5.5389e-03 l_g_gan: 6.0354e-02 l_d_real: 8.0829e-06 l_d_fake: 8.2069e-06 D_real: -6.5234e+00 D_fake: -1.8594e+01 
20-10-24 13:33:23.896 - INFO: <epoch:544, iter: 191,200, lr:2.500e-05> pix-cb: 2.7220e-02 dtv-l1: 3.1085e-02 contextual: 1.1031e+00 fea-lpips-net-lin-squeeze: 4.8714e-03 l_g_gan: 4.1698e-02 l_d_real: 7.3360e-04 l_d_fake: 4.0705e-04 D_real: 2.3359e+00 D_fake: -6.0039e+00 
20-10-24 13:34:46.259 - INFO: <epoch:544, iter: 191,400, lr:2.500e-05> pix-cb: 2.1234e-02 dtv-l1: 2.1817e-02 contextual: 1.2311e+00 fea-lpips-net-lin-squeeze: 4.6883e-03 l_g_gan: 3.8602e-02 l_d_real: 1.3288e-03 l_d_fake: 1.0699e-03 D_real: 2.4453e+00 D_fake: -5.2734e+00 
20-10-24 13:36:13.063 - INFO: <epoch:545, iter: 191,600, lr:2.500e-05> pix-cb: 3.7690e-02 dtv-l1: 3.4899e-02 contextual: 1.4163e+00 fea-lpips-net-lin-squeeze: 7.9422e-03 l_g_gan: 4.6828e-02 l_d_real: 2.3690e-04 l_d_fake: 1.9817e-04 D_real: 1.6734e+01 D_fake: 7.3672e+00 
20-10-24 13:37:36.082 - INFO: <epoch:545, iter: 191,800, lr:2.500e-05> pix-cb: 5.6132e-03 dtv-l1: 1.1506e-02 contextual: 1.5660e+00 fea-lpips-net-lin-squeeze: 2.8229e-03 l_g_gan: 7.2517e-03 l_d_real: 3.5253e-01 l_d_fake: 3.4393e-01 D_real: 8.2734e+00 D_fake: 7.1719e+00 
20-10-24 13:39:02.818 - INFO: <epoch:546, iter: 192,000, lr:2.500e-05> pix-cb: 4.1024e-02 dtv-l1: 3.3510e-02 contextual: 1.6554e+00 fea-lpips-net-lin-squeeze: 1.2741e-02 l_g_gan: 1.0464e-01 l_d_real: 3.0411e-10 l_d_fake: 0.0000e+00 D_real: 2.2734e+01 D_fake: 1.8076e+00 
20-10-24 13:40:24.712 - INFO: <epoch:546, iter: 192,200, lr:2.500e-05> pix-cb: 4.7860e-02 dtv-l1: 5.1061e-02 contextual: 1.1370e+00 fea-lpips-net-lin-squeeze: 6.9733e-03 l_g_gan: 3.9762e-02 l_d_real: 9.6356e-04 l_d_fake: 6.9475e-04 D_real: 1.4539e+01 D_fake: 6.5859e+00 
20-10-24 13:41:51.334 - INFO: <epoch:547, iter: 192,400, lr:2.500e-05> pix-cb: 3.9839e-02 dtv-l1: 4.0721e-02 contextual: 1.1557e+00 fea-lpips-net-lin-squeeze: 7.9803e-03 l_g_gan: 2.2244e-02 l_d_real: 1.8669e-02 l_d_fake: 2.1737e-02 D_real: 1.3734e+01 D_fake: 9.3047e+00 
20-10-24 13:43:14.858 - INFO: # Validation # PSNR: 27.078, SSIM: 0.84846, LPIPS: 0.056186
20-10-24 13:43:14.858 - INFO: <epoch:547, iter: 192,500> PSNR: 27.078, SSIM: 0.84846, LPIPS: 0.056186
20-10-24 13:44:00.334 - INFO: <epoch:548, iter: 192,600, lr:2.500e-05> pix-cb: 8.9731e-03 dtv-l1: 1.9924e-02 contextual: 6.1408e-01 fea-lpips-net-lin-squeeze: 1.8568e-03 l_g_gan: 4.7520e-03 l_d_real: 6.4920e-01 l_d_fake: 6.5125e-01 D_real: -4.1680e+00 D_fake: -4.4688e+00 
20-10-24 13:45:23.896 - INFO: <epoch:548, iter: 192,800, lr:2.500e-05> pix-cb: 2.4187e-02 dtv-l1: 3.4187e-02 contextual: 7.8835e-01 fea-lpips-net-lin-squeeze: 4.8828e-03 l_g_gan: 2.3559e-02 l_d_real: 1.2666e-02 l_d_fake: 1.1871e-02 D_real: 2.8066e+00 D_fake: -1.8926e+00 
20-10-24 13:46:49.630 - INFO: <epoch:549, iter: 193,000, lr:2.500e-05> pix-cb: 2.7735e-02 dtv-l1: 2.9757e-02 contextual: 1.6397e+00 fea-lpips-net-lin-squeeze: 8.3389e-03 l_g_gan: 9.4062e-03 l_d_real: 2.5835e-01 l_d_fake: 2.3622e-01 D_real: 1.4031e+01 D_fake: 1.2398e+01 
20-10-24 13:48:13.620 - INFO: <epoch:549, iter: 193,200, lr:2.500e-05> pix-cb: 1.1930e-02 dtv-l1: 1.9907e-02 contextual: 9.8531e-01 fea-lpips-net-lin-squeeze: 2.4338e-03 l_g_gan: 4.9538e-03 l_d_real: 7.2092e-01 l_d_fake: 6.9742e-01 D_real: -6.0898e+00 D_fake: -6.3711e+00 
20-10-24 13:49:40.717 - INFO: <epoch:550, iter: 193,400, lr:2.500e-05> pix-cb: 3.2418e-02 dtv-l1: 3.3038e-02 contextual: 2.1226e+00 fea-lpips-net-lin-squeeze: 6.3171e-03 l_g_gan: 9.2266e-03 l_d_real: 2.9223e-01 l_d_fake: 3.3741e-01 D_real: 1.9812e+01 D_fake: 1.8281e+01 
20-10-24 13:51:02.504 - INFO: <epoch:550, iter: 193,600, lr:2.500e-05> pix-cb: 1.6432e-02 dtv-l1: 2.4146e-02 contextual: 6.3883e-01 fea-lpips-net-lin-squeeze: 3.1052e-03 l_g_gan: 2.7484e-02 l_d_real: 6.2072e-03 l_d_fake: 6.4200e-03 D_real: -8.9766e+00 D_fake: -1.4469e+01 
20-10-24 13:52:28.105 - INFO: <epoch:551, iter: 193,800, lr:2.500e-05> pix-cb: 1.0422e-02 dtv-l1: 1.2170e-02 contextual: 1.5601e+00 fea-lpips-net-lin-squeeze: 3.9139e-03 l_g_gan: 1.2544e-02 l_d_real: 1.0382e-01 l_d_fake: 1.0343e-01 D_real: -4.6289e+00 D_fake: -7.0352e+00 
20-10-24 13:53:54.111 - INFO: <epoch:552, iter: 194,000, lr:2.500e-05> pix-cb: 7.9834e-03 dtv-l1: 1.3762e-02 contextual: 5.4050e-01 fea-lpips-net-lin-squeeze: 6.8474e-04 l_g_gan: 5.9012e-03 l_d_real: 5.2391e-01 l_d_fake: 5.2266e-01 D_real: -1.4336e+01 D_fake: -1.4992e+01 
20-10-24 13:55:15.696 - INFO: <epoch:552, iter: 194,200, lr:2.500e-05> pix-cb: 1.7017e-02 dtv-l1: 2.8437e-02 contextual: 1.0172e+00 fea-lpips-net-lin-squeeze: 5.7983e-03 l_g_gan: 8.4889e-03 l_d_real: 3.0953e-01 l_d_fake: 3.4605e-01 D_real: -5.0352e+00 D_fake: -6.4062e+00 
20-10-24 13:56:42.099 - INFO: <epoch:553, iter: 194,400, lr:2.500e-05> pix-cb: 2.0684e-02 dtv-l1: 1.9037e-02 contextual: 1.1819e+00 fea-lpips-net-lin-squeeze: 6.1188e-03 l_g_gan: 1.3327e-02 l_d_real: 1.0885e-01 l_d_fake: 8.9456e-02 D_real: 1.2984e+01 D_fake: 1.0422e+01 
20-10-24 13:58:03.897 - INFO: <epoch:553, iter: 194,600, lr:2.500e-05> pix-cb: 4.4314e-02 dtv-l1: 3.3082e-02 contextual: 1.7300e+00 fea-lpips-net-lin-squeeze: 1.0963e-02 l_g_gan: 5.1803e-02 l_d_real: 7.1705e-05 l_d_fake: 6.7880e-05 D_real: 2.4891e+01 D_fake: 1.4531e+01 
20-10-24 13:59:29.726 - INFO: <epoch:554, iter: 194,800, lr:2.500e-05> pix-cb: 2.2201e-02 dtv-l1: 2.5018e-02 contextual: 1.2932e+00 fea-lpips-net-lin-squeeze: 8.4686e-03 l_g_gan: 4.3633e-02 l_d_real: 2.8202e-04 l_d_fake: 2.5059e-04 D_real: 6.4883e+00 D_fake: -2.2383e+00 
20-10-24 14:00:51.753 - INFO: <epoch:554, iter: 195,000, lr:2.500e-05> pix-cb: 2.4236e-02 dtv-l1: 2.5918e-02 contextual: 1.1880e+00 fea-lpips-net-lin-squeeze: 5.3864e-03 l_g_gan: 2.5554e-02 l_d_real: 8.7799e-03 l_d_fake: 9.3215e-03 D_real: 9.2812e+00 D_fake: 4.1797e+00 
20-10-24 14:00:52.205 - INFO: Models and training states saved.
20-10-24 14:01:31.338 - INFO: # Validation # PSNR: 27.088, SSIM: 0.84723, LPIPS: 0.055846
20-10-24 14:01:31.339 - INFO: <epoch:554, iter: 195,000> PSNR: 27.088, SSIM: 0.84723, LPIPS: 0.055846
20-10-24 14:02:57.331 - INFO: <epoch:555, iter: 195,200, lr:2.500e-05> pix-cb: 2.8614e-02 dtv-l1: 2.7700e-02 contextual: 1.7381e+00 fea-lpips-net-lin-squeeze: 7.2021e-03 l_g_gan: 3.4335e-02 l_d_real: 1.6978e-03 l_d_fake: 1.8990e-03 D_real: 7.8477e+00 D_fake: 9.8242e-01 
20-10-24 14:04:23.199 - INFO: <epoch:556, iter: 195,400, lr:2.500e-05> pix-cb: 2.0468e-02 dtv-l1: 3.0206e-02 contextual: 9.1174e-01 fea-lpips-net-lin-squeeze: 3.7498e-03 l_g_gan: 1.2253e-02 l_d_real: 1.2916e-01 l_d_fake: 1.4078e-01 D_real: -3.0156e+00 D_fake: -5.3320e+00 
20-10-24 14:05:45.416 - INFO: <epoch:556, iter: 195,600, lr:2.500e-05> pix-cb: 4.7301e-02 dtv-l1: 4.4888e-02 contextual: 1.6127e+00 fea-lpips-net-lin-squeeze: 9.4299e-03 l_g_gan: 4.8275e-02 l_d_real: 1.7138e-04 l_d_fake: 1.2533e-04 D_real: 3.5156e+01 D_fake: 2.5500e+01 
20-10-24 14:07:11.847 - INFO: <epoch:557, iter: 195,800, lr:2.500e-05> pix-cb: 1.4863e-02 dtv-l1: 3.1288e-02 contextual: 2.0697e-01 fea-lpips-net-lin-squeeze: 1.9569e-03 l_g_gan: 1.4859e-02 l_d_real: 8.0062e-02 l_d_fake: 8.1977e-02 D_real: -1.1672e+01 D_fake: -1.4562e+01 
20-10-24 14:08:33.977 - INFO: <epoch:557, iter: 196,000, lr:2.500e-05> pix-cb: 3.8051e-02 dtv-l1: 3.8008e-02 contextual: 2.1834e+00 fea-lpips-net-lin-squeeze: 7.3586e-03 l_g_gan: 1.0915e-02 l_d_real: 1.7017e-01 l_d_fake: 1.7337e-01 D_real: 3.0609e+01 D_fake: 2.8594e+01 
20-10-24 14:09:59.546 - INFO: <epoch:558, iter: 196,200, lr:2.500e-05> pix-cb: 7.0075e-02 dtv-l1: 6.2932e-02 contextual: 2.2980e+00 fea-lpips-net-lin-squeeze: 1.0918e-02 l_g_gan: 2.7828e-02 l_d_real: 8.3328e-03 l_d_fake: 1.0259e-02 D_real: 3.5594e+01 D_fake: 3.0047e+01 
20-10-24 14:11:22.055 - INFO: <epoch:558, iter: 196,400, lr:2.500e-05> pix-cb: 2.0946e-02 dtv-l1: 3.2803e-02 contextual: 8.6021e-01 fea-lpips-net-lin-squeeze: 4.2763e-03 l_g_gan: 3.9596e-02 l_d_real: 6.7567e-04 l_d_fake: 6.4461e-04 D_real: 8.5469e+00 D_fake: 6.2988e-01 
20-10-24 14:12:48.497 - INFO: <epoch:559, iter: 196,600, lr:2.500e-05> pix-cb: 1.1865e-02 dtv-l1: 1.4597e-02 contextual: 1.1005e+00 fea-lpips-net-lin-squeeze: 5.0545e-03 l_g_gan: 2.1411e-02 l_d_real: 2.1769e-02 l_d_fake: 2.5381e-02 D_real: 3.0742e+00 D_fake: -1.1846e+00 
20-10-24 14:14:14.775 - INFO: <epoch:560, iter: 196,800, lr:2.500e-05> pix-cb: 4.2399e-02 dtv-l1: 4.3192e-02 contextual: 2.3150e+00 fea-lpips-net-lin-squeeze: 7.9346e-03 l_g_gan: 4.4891e-02 l_d_real: 6.4745e-04 l_d_fake: 2.0165e-04 D_real: 3.2438e+01 D_fake: 2.3453e+01 
20-10-24 14:15:37.866 - INFO: <epoch:560, iter: 197,000, lr:2.500e-05> pix-cb: 2.0175e-02 dtv-l1: 2.7902e-02 contextual: 7.4843e-01 fea-lpips-net-lin-squeeze: 4.1237e-03 l_g_gan: 3.2009e-02 l_d_real: 4.8089e-03 l_d_fake: 2.3143e-03 D_real: 8.1797e+00 D_fake: 1.7793e+00 
20-10-24 14:17:04.225 - INFO: <epoch:561, iter: 197,200, lr:2.500e-05> pix-cb: 1.5505e-02 dtv-l1: 1.9382e-02 contextual: 1.1338e+00 fea-lpips-net-lin-squeeze: 5.1003e-03 l_g_gan: 1.7826e-02 l_d_real: 3.9921e-02 l_d_fake: 3.8395e-02 D_real: -2.4668e+00 D_fake: -5.9922e+00 
20-10-24 14:18:30.688 - INFO: <epoch:561, iter: 197,400, lr:2.500e-05> pix-cb: 9.7565e-03 dtv-l1: 1.3492e-02 contextual: 1.2410e+00 fea-lpips-net-lin-squeeze: 6.5842e-03 l_g_gan: 4.8517e-02 l_d_real: 8.9230e-05 l_d_fake: 8.0295e-05 D_real: 7.1562e+00 D_fake: -2.5469e+00 
20-10-24 14:19:57.872 - INFO: # Validation # PSNR: 27.158, SSIM: 0.85118, LPIPS: 0.056227
20-10-24 14:19:57.873 - INFO: <epoch:562, iter: 197,500> PSNR: 27.158, SSIM: 0.85118, LPIPS: 0.056227
20-10-24 14:20:40.843 - INFO: <epoch:562, iter: 197,600, lr:2.500e-05> pix-cb: 1.4653e-02 dtv-l1: 2.1653e-02 contextual: 7.8907e-01 fea-lpips-net-lin-squeeze: 4.7684e-03 l_g_gan: 2.1372e-02 l_d_real: 1.9953e-02 l_d_fake: 2.7161e-02 D_real: 5.9883e+00 D_fake: 1.7373e+00 
20-10-24 14:22:09.044 - INFO: <epoch:562, iter: 197,800, lr:2.500e-05> pix-cb: 9.5381e-03 dtv-l1: 1.4752e-02 contextual: 9.4579e-01 fea-lpips-net-lin-squeeze: 3.3035e-03 l_g_gan: 2.3240e-02 l_d_real: 1.2216e-02 l_d_fake: 1.2451e-02 D_real: 1.1560e-01 D_fake: -4.5195e+00 
20-10-24 14:23:40.911 - INFO: <epoch:563, iter: 198,000, lr:2.500e-05> pix-cb: 1.7465e-02 dtv-l1: 2.1383e-02 contextual: 8.6577e-01 fea-lpips-net-lin-squeeze: 4.7150e-03 l_g_gan: 2.8930e-02 l_d_real: 7.8866e-03 l_d_fake: 8.4098e-03 D_real: 3.2422e+00 D_fake: -2.5352e+00 
20-10-24 14:25:11.811 - INFO: <epoch:564, iter: 198,200, lr:2.500e-05> pix-cb: 1.2136e-02 dtv-l1: 1.2014e-02 contextual: 1.8364e+00 fea-lpips-net-lin-squeeze: 7.2784e-03 l_g_gan: 3.3575e-02 l_d_real: 1.8339e-03 l_d_fake: 1.6091e-03 D_real: 9.2656e+00 D_fake: 2.5508e+00 
20-10-24 14:26:34.582 - INFO: <epoch:564, iter: 198,400, lr:2.500e-05> pix-cb: 1.8969e-02 dtv-l1: 2.3030e-02 contextual: 8.8311e-01 fea-lpips-net-lin-squeeze: 4.2267e-03 l_g_gan: 2.3171e-02 l_d_real: 1.4529e-02 l_d_fake: 1.3616e-02 D_real: 1.0445e+01 D_fake: 5.8242e+00 
20-10-24 14:28:01.974 - INFO: <epoch:565, iter: 198,600, lr:2.500e-05> pix-cb: 5.0279e-02 dtv-l1: 4.1296e-02 contextual: 2.4180e+00 fea-lpips-net-lin-squeeze: 1.5610e-02 l_g_gan: 6.4377e-02 l_d_real: 4.8065e-06 l_d_fake: 5.3227e-06 D_real: 2.6531e+01 D_fake: 1.3656e+01 
20-10-24 14:29:25.258 - INFO: <epoch:565, iter: 198,800, lr:2.500e-05> pix-cb: 1.0256e-02 dtv-l1: 1.3499e-02 contextual: 1.3971e+00 fea-lpips-net-lin-squeeze: 5.9433e-03 l_g_gan: 3.9298e-02 l_d_real: 4.6576e-04 l_d_fake: 5.5129e-04 D_real: 1.1828e+01 D_fake: 3.9688e+00 
20-10-24 14:30:52.780 - INFO: <epoch:566, iter: 199,000, lr:2.500e-05> pix-cb: 3.0456e-02 dtv-l1: 3.0546e-02 contextual: 1.4792e+00 fea-lpips-net-lin-squeeze: 6.4240e-03 l_g_gan: 2.0350e-02 l_d_real: 2.8553e-02 l_d_fake: 3.0213e-02 D_real: 1.4492e+01 D_fake: 1.0453e+01 
20-10-24 14:32:15.611 - INFO: <epoch:566, iter: 199,200, lr:2.500e-05> pix-cb: 9.2560e-03 dtv-l1: 1.4181e-02 contextual: 1.0325e+00 fea-lpips-net-lin-squeeze: 1.8883e-03 l_g_gan: 3.1218e-03 l_d_real: 9.2018e-01 l_d_fake: 9.1518e-01 D_real: -4.5469e+00 D_fake: -4.2539e+00 
20-10-24 14:33:42.980 - INFO: <epoch:567, iter: 199,400, lr:2.500e-05> pix-cb: 7.2510e-03 dtv-l1: 1.2705e-02 contextual: 7.2433e-01 fea-lpips-net-lin-squeeze: 2.2011e-03 l_g_gan: 1.6325e-02 l_d_real: 5.8540e-02 l_d_fake: 5.8821e-02 D_real: -6.6055e+00 D_fake: -9.8125e+00 
20-10-24 14:35:12.481 - INFO: <epoch:568, iter: 199,600, lr:2.500e-05> pix-cb: 1.8981e-02 dtv-l1: 2.5092e-02 contextual: 8.1279e-01 fea-lpips-net-lin-squeeze: 4.8409e-03 l_g_gan: 2.3296e-02 l_d_real: 1.4267e-02 l_d_fake: 1.2467e-02 D_real: 8.6328e+00 D_fake: 3.9883e+00 
20-10-24 14:36:34.598 - INFO: <epoch:568, iter: 199,800, lr:2.500e-05> pix-cb: 1.4434e-02 dtv-l1: 2.0980e-02 contextual: 1.0362e+00 fea-lpips-net-lin-squeeze: 3.4866e-03 l_g_gan: 2.0836e-03 l_d_real: 1.3363e+00 l_d_fake: 1.3406e+00 D_real: -1.7324e+00 D_fake: -8.1055e-01 
20-10-24 14:38:00.756 - INFO: <epoch:569, iter: 200,000, lr:2.500e-05> pix-cb: 1.5901e-02 dtv-l1: 2.0460e-02 contextual: 9.2758e-01 fea-lpips-net-lin-squeeze: 3.3951e-03 l_g_gan: 2.4449e-03 l_d_real: 1.2007e+00 l_d_fake: 1.2046e+00 D_real: -1.9500e+01 D_fake: -1.8781e+01 
20-10-24 14:38:01.204 - INFO: Models and training states saved.
20-10-24 14:38:40.511 - INFO: # Validation # PSNR: 26.617, SSIM: 0.8398, LPIPS: 0.055395
20-10-24 14:38:40.511 - INFO: <epoch:569, iter: 200,000> PSNR: 26.617, SSIM: 0.8398, LPIPS: 0.055395
20-10-24 14:40:04.602 - INFO: <epoch:569, iter: 200,200, lr:1.250e-05> pix-cb: 1.0122e-02 dtv-l1: 1.7983e-02 contextual: 9.0805e-01 fea-lpips-net-lin-squeeze: 2.6569e-03 l_g_gan: 1.8092e-02 l_d_real: 3.6126e-02 l_d_fake: 3.4009e-02 D_real: -1.2441e+00 D_fake: -4.8281e+00 
20-10-24 14:41:34.726 - INFO: <epoch:570, iter: 200,400, lr:1.250e-05> pix-cb: 2.2338e-02 dtv-l1: 2.6474e-02 contextual: 1.2971e+00 fea-lpips-net-lin-squeeze: 6.1569e-03 l_g_gan: 1.6936e-02 l_d_real: 4.4697e-02 l_d_fake: 4.5627e-02 D_real: 6.9531e+00 D_fake: 3.6113e+00 
20-10-24 14:43:00.052 - INFO: <epoch:570, iter: 200,600, lr:1.250e-05> pix-cb: 2.7297e-02 dtv-l1: 2.9335e-02 contextual: 1.4237e+00 fea-lpips-net-lin-squeeze: 6.3705e-03 l_g_gan: 4.6247e-02 l_d_real: 2.1773e-04 l_d_fake: 1.6731e-04 D_real: 1.8719e+01 D_fake: 9.4688e+00 
20-10-24 14:44:29.493 - INFO: <epoch:571, iter: 200,800, lr:1.250e-05> pix-cb: 2.0490e-02 dtv-l1: 2.4373e-02 contextual: 9.3971e-01 fea-lpips-net-lin-squeeze: 4.8218e-03 l_g_gan: 2.1920e-02 l_d_real: 1.7501e-02 l_d_fake: 1.7526e-02 D_real: 3.4824e+00 D_fake: -8.8379e-01 
20-10-24 14:45:57.739 - INFO: <epoch:572, iter: 201,000, lr:1.250e-05> pix-cb: 3.6908e-02 dtv-l1: 3.9267e-02 contextual: 1.2033e+00 fea-lpips-net-lin-squeeze: 7.4883e-03 l_g_gan: 3.6076e-02 l_d_real: 1.1829e-03 l_d_fake: 1.2274e-03 D_real: 1.3922e+01 D_fake: 6.7070e+00 
20-10-24 14:47:23.688 - INFO: <epoch:572, iter: 201,200, lr:1.250e-05> pix-cb: 9.6197e-03 dtv-l1: 1.1957e-02 contextual: 1.0433e+00 fea-lpips-net-lin-squeeze: 5.7487e-03 l_g_gan: 4.4811e-02 l_d_real: 1.5911e-04 l_d_fake: 1.5855e-04 D_real: -2.2520e+00 D_fake: -1.1211e+01 
20-10-24 14:48:52.144 - INFO: <epoch:573, iter: 201,400, lr:1.250e-05> pix-cb: 9.6840e-03 dtv-l1: 1.8361e-02 contextual: 8.4515e-01 fea-lpips-net-lin-squeeze: 2.0714e-03 l_g_gan: 3.7943e-03 l_d_real: 8.3444e-01 l_d_fake: 8.4992e-01 D_real: -1.8125e+01 D_fake: -1.8047e+01 
20-10-24 14:50:18.875 - INFO: <epoch:573, iter: 201,600, lr:1.250e-05> pix-cb: 1.8547e-02 dtv-l1: 2.1270e-02 contextual: 1.1844e+00 fea-lpips-net-lin-squeeze: 8.4915e-03 l_g_gan: 4.9886e-02 l_d_real: 6.4725e-05 l_d_fake: 6.4431e-05 D_real: 1.4430e+01 D_fake: 4.4531e+00 
20-10-24 14:51:46.890 - INFO: <epoch:574, iter: 201,800, lr:1.250e-05> pix-cb: 3.0825e-02 dtv-l1: 3.3197e-02 contextual: 1.2559e+00 fea-lpips-net-lin-squeeze: 6.5536e-03 l_g_gan: 3.6113e-02 l_d_real: 1.1208e-03 l_d_fake: 1.1421e-03 D_real: 1.4547e+01 D_fake: 7.3242e+00 
20-10-24 14:53:11.134 - INFO: <epoch:574, iter: 202,000, lr:1.250e-05> pix-cb: 1.9827e-02 dtv-l1: 2.1930e-02 contextual: 1.8198e+00 fea-lpips-net-lin-squeeze: 3.5458e-03 l_g_gan: 1.3759e-02 l_d_real: 8.7102e-02 l_d_fake: 8.5603e-02 D_real: 4.1055e+00 D_fake: 1.4404e+00 
20-10-24 14:54:39.022 - INFO: <epoch:575, iter: 202,200, lr:1.250e-05> pix-cb: 6.2497e-03 dtv-l1: 1.2732e-02 contextual: 7.8406e-01 fea-lpips-net-lin-squeeze: 1.1435e-03 l_g_gan: 1.2820e-02 l_d_real: 9.4249e-02 l_d_fake: 9.6368e-02 D_real: -1.1102e+01 D_fake: -1.3570e+01 
20-10-24 14:56:08.542 - INFO: <epoch:576, iter: 202,400, lr:1.250e-05> pix-cb: 1.7785e-02 dtv-l1: 2.1312e-02 contextual: 1.0149e+00 fea-lpips-net-lin-squeeze: 3.4351e-03 l_g_gan: 1.6433e-02 l_d_real: 5.6804e-02 l_d_fake: 5.7314e-02 D_real: 4.5703e+00 D_fake: 1.3398e+00 
20-10-24 14:57:30.943 - INFO: # Validation # PSNR: 27.188, SSIM: 0.85143, LPIPS: 0.056746
20-10-24 14:57:30.944 - INFO: <epoch:576, iter: 202,500> PSNR: 27.188, SSIM: 0.85143, LPIPS: 0.056746
20-10-24 14:58:13.516 - INFO: <epoch:576, iter: 202,600, lr:1.250e-05> pix-cb: 1.9828e-02 dtv-l1: 2.1879e-02 contextual: 1.1973e+00 fea-lpips-net-lin-squeeze: 5.6114e-03 l_g_gan: 3.5042e-02 l_d_real: 1.2027e-03 l_d_fake: 1.4990e-03 D_real: 1.2938e+01 D_fake: 5.9297e+00 
20-10-24 14:59:41.849 - INFO: <epoch:577, iter: 202,800, lr:1.250e-05> pix-cb: 2.3889e-02 dtv-l1: 2.8256e-02 contextual: 1.4157e+00 fea-lpips-net-lin-squeeze: 5.6305e-03 l_g_gan: 4.6275e-03 l_d_real: 6.6247e-01 l_d_fake: 6.6418e-01 D_real: 4.8477e+00 D_fake: 4.5859e+00 
20-10-24 15:01:06.764 - INFO: <epoch:577, iter: 203,000, lr:1.250e-05> pix-cb: 2.6242e-02 dtv-l1: 2.5641e-02 contextual: 1.3599e+00 fea-lpips-net-lin-squeeze: 7.4196e-03 l_g_gan: 5.8065e-02 l_d_real: 1.4269e-05 l_d_fake: 1.2507e-05 D_real: 1.3672e+01 D_fake: 2.0586e+00 
20-10-24 15:02:30.422 - INFO: Training interrupted. Latest models and training states saved.