2026-10-23 09:44:16 | Run: blender_lite_256x256_20261023_094359
2026-10-23 09:44:16 | Device: cuda:0 (AMD Instinct MI250X/MI250) | torch 2.9.1+rocm6.4
2026-10-23 09:44:16 | Arguments: {
  "train_file": "./lf_train.txt",
  "val_file": "./lf_validate.txt",
  "data_root": ".",
  "resolution": "256x256",
  "num_workers": 8,
  "no_cache_source": false,
  "hflip_prob": 0.0,
  "max_train_samples": null,
  "max_val_samples": null,
  "architecture": "lite",
  "pose_dims": 3,
  "channels_last": false,
  "compile": false,
  "epochs": 100,
  "batch_size": 32,
  "val_batch_size": 32,
  "grad_accum_steps": 1,
  "optimizer": "soap",
  "lr": 0.0001,
  "betas": [
    0.95,
    0.95
  ],
  "weight_decay": 0.01,
  "eps": 1e-08,
  "precondition_frequency": 10,
  "max_precond_dim": 2048,
  "no_merge_dims": false,
  "precondition_1d": false,
  "soap_min_rank_ratio": 0.5,
  "soap_update_clip": 10.0,
  "grad_clip": 1.0,
  "skip_limit": 25,
  "amp": "bf16",
  "scheduler": "step",
  "warmup_steps": 500,
  "step_size_epochs": 30,
  "gamma": 0.5,
  "min_lr_ratio": 0.01,
  "w_msssim_l1": 1.0,
  "w_l2": 0.1,
  "w_ffl": 1.0,
  "w_vgg": 0.1,
  "w_dino": 0.05,
  "msssim_alpha": 0.84,
  "ffl_alpha": 1.0,
  "ffl_patch_factor": 1,
  "vgg_resize": null,
  "dino_model": "dinov2_vits14",
  "dino_input_size": 224,
  "checkpoint_dir": "./checkpoint",
  "run_name": "blender_lite_256x256_20261023_094359",
  "resume": null,
  "reset_optimizer": false,
  "best_metric": "ms_ssim",
  "no_save_last": false,
  "early_stop_patience": 0,
  "log_dir": "./logs",
  "log_interval": 50,
  "image_log_interval": 200,
  "num_log_images": 4,
  "val_interval": 1,
  "no_val_lpips": false,
  "seed": 42,
  "deterministic": false,
  "miopen_find_mode": "FAST",
  "cudnn_benchmark": "auto",
  "data_parallel": false,
  "height": 256,
  "width": 256
}
2026-10-23 09:44:16 | Train samples: 8928 | Val samples: 1569 | GPUs: 1 | global batch: 32 | steps/epoch: 279
2026-10-23 09:44:17 | Model parameters: 44.51M
2026-10-23 09:44:22 | Active loss terms: msssim_l1, l2, ffl, vgg, dino
2026-10-23 09:44:22 | Starting training at epoch 0 for 100 epochs
2026-10-23 09:46:02 | epoch 1/100 step 50 (50/279) | loss 0.8852 | msssim_l1=0.6244 l2=0.0528 ffl=0.0243 vgg=0.6107 dino=3.4007 | lr 1.02e-05 | grad 0.746 | 15.9 img/s | peak 17.9GB
2026-10-23 09:47:31 | epoch 1/100 step 100 (100/279) | loss 0.8543 | msssim_l1=0.6055 l2=0.0580 ffl=0.0318 vgg=0.5978 dino=3.0278 | lr 2.02e-05 | grad 0.910 | 18.2 img/s | peak 17.9GB
2026-10-23 09:48:58 | epoch 1/100 step 150 (150/279) | loss 0.7887 | msssim_l1=0.5709 l2=0.0513 ffl=0.0254 vgg=0.5968 dino=2.5529 | lr 3.02e-05 | grad 0.863 | 18.2 img/s | peak 17.9GB
2026-10-23 09:50:26 | epoch 1/100 step 200 (200/279) | loss 0.7316 | msssim_l1=0.5369 l2=0.0432 ffl=0.0190 vgg=0.5940 dino=2.2391 | lr 4.02e-05 | grad 0.740 | 18.3 img/s | peak 17.9GB
2026-10-23 09:51:54 | epoch 1/100 step 250 (250/279) | loss 0.6430 | msssim_l1=0.4529 l2=0.0447 ffl=0.0239 vgg=0.5811 dino=2.0714 | lr 5.02e-05 | grad 0.691 | 18.2 img/s | peak 17.9GB
2026-10-23 09:52:45 | epoch 1 finished | mean train loss 0.7834
2026-10-23 09:53:14 | validation epoch 1 | val_loss 0.5340 | ms_ssim 0.5858 | ssim 0.5052 | psnr 15.8188 | lpips 0.5549 | val_msssim_l1 0.3698 | val_l2 0.0283 | val_ffl 0.0105 | val_vgg 0.6195 | val_dino 1.7783
2026-10-23 09:53:16 | ms_ssim improved n/a -> 0.5858; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 09:53:54 | epoch 2/100 step 300 (21/279) | loss 0.4999 | msssim_l1=0.3311 l2=0.0283 ffl=0.0121 vgg=0.6671 dino=1.7423 | lr 6.02e-05 | grad 0.655 | 18.2 img/s | peak 18.7GB
2026-10-23 09:55:22 | epoch 2/100 step 350 (71/279) | loss 0.4384 | msssim_l1=0.2873 l2=0.0167 ffl=0.0042 vgg=0.6373 dino=1.6302 | lr 7.02e-05 | grad 0.383 | 18.2 img/s | peak 18.7GB
2026-10-23 09:56:49 | epoch 2/100 step 400 (121/279) | loss 0.4143 | msssim_l1=0.2729 l2=0.0171 ffl=0.0042 vgg=0.6073 dino=1.4940 | lr 8.02e-05 | grad 0.311 | 18.3 img/s | peak 18.7GB
2026-10-23 09:58:17 | epoch 2/100 step 450 (171/279) | loss 0.3658 | msssim_l1=0.2306 l2=0.0119 ffl=0.0023 vgg=0.6243 dino=1.3843 | lr 9.02e-05 | grad 0.244 | 18.3 img/s | peak 18.7GB
2026-10-23 09:59:44 | epoch 2/100 step 500 (221/279) | loss 0.3812 | msssim_l1=0.2427 l2=0.0241 ffl=0.0121 vgg=0.5944 dino=1.2893 | lr 1.00e-04 | grad 0.160 | 18.3 img/s | peak 18.7GB
2026-10-23 10:01:11 | epoch 2/100 step 550 (271/279) | loss 0.3776 | msssim_l1=0.2465 l2=0.0176 ffl=0.0058 vgg=0.5668 dino=1.3367 | lr 1.00e-04 | grad 0.428 | 18.3 img/s | peak 18.7GB
2026-10-23 10:01:26 | epoch 2 finished | mean train loss 0.4178
2026-10-23 10:01:53 | validation epoch 2 | val_loss 0.3519 | ms_ssim 0.7377 | ssim 0.5930 | psnr 19.9067 | lpips 0.4063 | val_msssim_l1 0.2289 | val_l2 0.0128 | val_ffl 0.0026 | val_vgg 0.5912 | val_dino 1.1991
2026-10-23 10:01:55 | ms_ssim improved 0.5858 -> 0.7377; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:03:11 | epoch 3/100 step 600 (42/279) | loss 0.3793 | msssim_l1=0.2538 l2=0.0144 ffl=0.0041 vgg=0.5539 dino=1.2928 | lr 1.00e-04 | grad 0.401 | 18.4 img/s | peak 18.8GB
2026-10-23 10:04:39 | epoch 3/100 step 650 (92/279) | loss 0.3428 | msssim_l1=0.2231 l2=0.0116 ffl=0.0020 vgg=0.5858 dino=1.1599 | lr 1.00e-04 | grad 0.205 | 18.2 img/s | peak 18.8GB
2026-10-23 10:06:07 | epoch 3/100 step 700 (142/279) | loss 0.3188 | msssim_l1=0.2062 l2=0.0098 ffl=0.0010 vgg=0.5758 dino=1.0613 | lr 1.00e-04 | grad 0.209 | 18.2 img/s | peak 18.8GB
2026-10-23 10:07:35 | epoch 3/100 step 750 (192/279) | loss 0.3704 | msssim_l1=0.2470 l2=0.0163 ffl=0.0038 vgg=0.6095 dino=1.1410 | lr 1.00e-04 | grad 0.186 | 18.2 img/s | peak 18.8GB
2026-10-23 10:09:02 | epoch 3/100 step 800 (242/279) | loss 0.3440 | msssim_l1=0.2266 l2=0.0127 ffl=0.0031 vgg=0.5618 dino=1.1364 | lr 1.00e-04 | grad 0.197 | 18.3 img/s | peak 18.8GB
2026-10-23 10:10:09 | epoch 3 finished | mean train loss 0.3433
2026-10-23 10:10:35 | validation epoch 3 | val_loss 0.3122 | ms_ssim 0.7694 | ssim 0.6154 | psnr 20.8354 | lpips 0.3631 | val_msssim_l1 0.1997 | val_l2 0.0111 | val_ffl 0.0022 | val_vgg 0.5679 | val_dino 1.0479
2026-10-23 10:10:37 | ms_ssim improved 0.7377 -> 0.7694; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:11:02 | epoch 4/100 step 850 (13/279) | loss 0.2779 | msssim_l1=0.1703 l2=0.0084 ffl=0.0010 vgg=0.5632 dino=0.9892 | lr 1.00e-04 | grad 0.292 | 18.8 img/s | peak 18.8GB
2026-10-23 10:12:31 | epoch 4/100 step 900 (63/279) | loss 0.2714 | msssim_l1=0.1657 l2=0.0086 ffl=0.0009 vgg=0.5423 dino=0.9924 | lr 1.00e-04 | grad 0.240 | 18.0 img/s | peak 18.8GB
2026-10-23 10:13:59 | epoch 4/100 step 950 (113/279) | loss 0.2806 | msssim_l1=0.1736 l2=0.0078 ffl=0.0009 vgg=0.5474 dino=1.0118 | lr 1.00e-04 | grad 0.320 | 18.2 img/s | peak 18.8GB
2026-10-23 10:15:26 | epoch 4/100 step 1000 (163/279) | loss 0.2817 | msssim_l1=0.1733 l2=0.0076 ffl=0.0008 vgg=0.5586 dino=1.0190 | lr 1.00e-04 | grad 0.310 | 18.3 img/s | peak 18.8GB
2026-10-23 10:16:55 | epoch 4/100 step 1050 (213/279) | loss 0.2912 | msssim_l1=0.1788 l2=0.0095 ffl=0.0011 vgg=0.5968 dino=1.0127 | lr 1.00e-04 | grad 0.312 | 18.1 img/s | peak 18.8GB
2026-10-23 10:18:23 | epoch 4/100 step 1100 (263/279) | loss 0.3172 | msssim_l1=0.1950 l2=0.0133 ffl=0.0046 vgg=0.5606 dino=1.2047 | lr 1.00e-04 | grad 0.446 | 18.2 img/s | peak 18.8GB
2026-10-23 10:18:53 | epoch 4 finished | mean train loss 0.3030
2026-10-23 10:19:18 | validation epoch 4 | val_loss 0.2716 | ms_ssim 0.8114 | ssim 0.6421 | psnr 21.7345 | lpips 0.3476 | val_msssim_l1 0.1629 | val_l2 0.0095 | val_ffl 0.0019 | val_vgg 0.5561 | val_dino 1.0041
2026-10-23 10:19:21 | ms_ssim improved 0.7694 -> 0.8114; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:20:21 | epoch 5/100 step 1150 (34/279) | loss 0.3514 | msssim_l1=0.2232 l2=0.0193 ffl=0.0074 vgg=0.5886 dino=1.1987 | lr 1.00e-04 | grad 0.316 | 18.8 img/s | peak 18.8GB
2026-10-23 10:21:48 | epoch 5/100 step 1200 (84/279) | loss 0.2778 | msssim_l1=0.1591 l2=0.0203 ffl=0.0139 vgg=0.4964 dino=1.0616 | lr 1.00e-04 | grad 0.300 | 18.3 img/s | peak 18.8GB
2026-10-23 10:23:16 | epoch 5/100 step 1250 (134/279) | loss 0.2528 | msssim_l1=0.1435 l2=0.0087 ffl=0.0014 vgg=0.5670 dino=1.0065 | lr 1.00e-04 | grad 0.427 | 18.2 img/s | peak 18.8GB
2026-10-23 10:24:44 | epoch 5/100 step 1300 (184/279) | loss 0.2457 | msssim_l1=0.1423 l2=0.0076 ffl=0.0008 vgg=0.5292 dino=0.9763 | lr 1.00e-04 | grad 0.623 | 18.3 img/s | peak 18.8GB
2026-10-23 10:26:12 | epoch 5/100 step 1350 (234/279) | loss 0.2641 | msssim_l1=0.1455 l2=0.0207 ffl=0.0129 vgg=0.5273 dino=1.0179 | lr 1.00e-04 | grad 0.333 | 18.2 img/s | peak 18.8GB
2026-10-23 10:27:33 | epoch 5 finished | mean train loss 0.2683
2026-10-23 10:27:59 | validation epoch 5 | val_loss 0.2432 | ms_ssim 0.8394 | ssim 0.6651 | psnr 22.4787 | lpips 0.3345 | val_msssim_l1 0.1387 | val_l2 0.0083 | val_ffl 0.0018 | val_vgg 0.5422 | val_dino 0.9541
2026-10-23 10:28:01 | ms_ssim improved 0.8114 -> 0.8394; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:28:10 | epoch 6/100 step 1400 (5/279) | loss 0.2424 | msssim_l1=0.1351 l2=0.0123 ffl=0.0046 vgg=0.4946 dino=1.0405 | lr 1.00e-04 | grad 0.598 | 23.7 img/s | peak 18.8GB
2026-10-23 10:29:38 | epoch 6/100 step 1450 (55/279) | loss 0.2193 | msssim_l1=0.1202 l2=0.0058 ffl=0.0006 vgg=0.5234 dino=0.9102 | lr 1.00e-04 | grad 0.411 | 18.2 img/s | peak 18.8GB
2026-10-23 10:31:06 | epoch 6/100 step 1500 (105/279) | loss 0.2188 | msssim_l1=0.1180 l2=0.0061 ffl=0.0008 vgg=0.5125 dino=0.9619 | lr 1.00e-04 | grad 0.636 | 18.2 img/s | peak 18.8GB
2026-10-23 10:32:34 | epoch 6/100 step 1550 (155/279) | loss 0.2632 | msssim_l1=0.1530 l2=0.0131 ffl=0.0050 vgg=0.5571 dino=0.9631 | lr 1.00e-04 | grad 0.355 | 18.2 img/s | peak 18.8GB
2026-10-23 10:34:01 | epoch 6/100 step 1600 (205/279) | loss 0.2385 | msssim_l1=0.1353 l2=0.0061 ffl=0.0007 vgg=0.5487 dino=0.9416 | lr 1.00e-04 | grad 0.557 | 18.3 img/s | peak 18.8GB
2026-10-23 10:35:30 | epoch 6/100 step 1650 (255/279) | loss 0.2616 | msssim_l1=0.1518 l2=0.0118 ffl=0.0034 vgg=0.5390 dino=1.0250 | lr 1.00e-04 | grad 0.760 | 18.1 img/s | peak 18.8GB
2026-10-23 10:36:15 | epoch 6 finished | mean train loss 0.2423
2026-10-23 10:36:40 | validation epoch 6 | val_loss 0.2203 | ms_ssim 0.8611 | ssim 0.6866 | psnr 23.1464 | lpips 0.3121 | val_msssim_l1 0.1199 | val_l2 0.0075 | val_ffl 0.0017 | val_vgg 0.5248 | val_dino 0.9079
2026-10-23 10:36:43 | ms_ssim improved 0.8394 -> 0.8611; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:37:28 | epoch 7/100 step 1700 (26/279) | loss 0.2389 | msssim_l1=0.1342 l2=0.0113 ffl=0.0045 vgg=0.5053 dino=0.9698 | lr 1.00e-04 | grad 0.509 | 19.4 img/s | peak 18.8GB
2026-10-23 10:38:56 | epoch 7/100 step 1750 (76/279) | loss 0.1894 | msssim_l1=0.0969 l2=0.0046 ffl=0.0004 vgg=0.4846 dino=0.8624 | lr 1.00e-04 | grad 0.410 | 18.3 img/s | peak 18.8GB
2026-10-23 10:40:23 | epoch 7/100 step 1800 (126/279) | loss 0.2568 | msssim_l1=0.1450 l2=0.0137 ffl=0.0053 vgg=0.5026 dino=1.0969 | lr 1.00e-04 | grad 0.612 | 18.4 img/s | peak 18.8GB
2026-10-23 10:41:51 | epoch 7/100 step 1850 (176/279) | loss 0.2702 | msssim_l1=0.1505 l2=0.0187 ffl=0.0119 vgg=0.5092 dino=1.1003 | lr 1.00e-04 | grad 0.691 | 18.2 img/s | peak 18.8GB
2026-10-23 10:43:18 | epoch 7/100 step 1900 (226/279) | loss 0.2083 | msssim_l1=0.1128 l2=0.0062 ffl=0.0010 vgg=0.4870 dino=0.9041 | lr 1.00e-04 | grad 0.579 | 18.3 img/s | peak 18.8GB
2026-10-23 10:44:45 | epoch 7/100 step 1950 (276/279) | loss 0.1762 | msssim_l1=0.0849 l2=0.0041 ffl=0.0003 vgg=0.5156 dino=0.7800 | lr 1.00e-04 | grad 0.860 | 18.3 img/s | peak 18.8GB
2026-10-23 10:44:54 | epoch 7 finished | mean train loss 0.2223
2026-10-23 10:45:20 | validation epoch 7 | val_loss 0.2035 | ms_ssim 0.8767 | ssim 0.7039 | psnr 23.7144 | lpips 0.2919 | val_msssim_l1 0.1068 | val_l2 0.0069 | val_ffl 0.0016 | val_vgg 0.5099 | val_dino 0.8678
2026-10-23 10:45:22 | ms_ssim improved 0.8611 -> 0.8767; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:46:43 | epoch 8/100 step 2000 (47/279) | loss 0.2277 | msssim_l1=0.1208 l2=0.0107 ffl=0.0046 vgg=0.5138 dino=0.9956 | lr 1.00e-04 | grad 0.392 | 19.0 img/s | peak 18.8GB
2026-10-23 10:48:11 | epoch 8/100 step 2050 (97/279) | loss 0.1859 | msssim_l1=0.0906 l2=0.0059 ffl=0.0010 vgg=0.5026 dino=0.8696 | lr 1.00e-04 | grad 0.769 | 18.2 img/s | peak 18.8GB
2026-10-23 10:49:39 | epoch 8/100 step 2100 (147/279) | loss 0.1881 | msssim_l1=0.0929 l2=0.0063 ffl=0.0008 vgg=0.4966 dino=0.8822 | lr 1.00e-04 | grad 1.044 | 18.3 img/s | peak 18.8GB
2026-10-23 10:51:06 | epoch 8/100 step 2150 (197/279) | loss 0.1814 | msssim_l1=0.0893 l2=0.0043 ffl=0.0003 vgg=0.5081 dino=0.8102 | lr 1.00e-04 | grad 0.703 | 18.3 img/s | peak 18.8GB
2026-10-23 10:52:34 | epoch 8/100 step 2200 (247/279) | loss 0.2091 | msssim_l1=0.1118 l2=0.0054 ffl=0.0006 vgg=0.5333 dino=0.8574 | lr 1.00e-04 | grad 0.840 | 18.3 img/s | peak 18.8GB
2026-10-23 10:53:34 | epoch 8 finished | mean train loss 0.2057
2026-10-23 10:53:59 | validation epoch 8 | val_loss 0.1886 | ms_ssim 0.8906 | ssim 0.7224 | psnr 24.2586 | lpips 0.2808 | val_msssim_l1 0.0947 | val_l2 0.0062 | val_ffl 0.0016 | val_vgg 0.4967 | val_dino 0.8414
2026-10-23 10:54:02 | ms_ssim improved 0.8767 -> 0.8906; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 10:54:32 | epoch 9/100 step 2250 (18/279) | loss 0.1827 | msssim_l1=0.0920 l2=0.0053 ffl=0.0011 vgg=0.4758 dino=0.8299 | lr 1.00e-04 | grad 0.797 | 20.6 img/s | peak 19.5GB
2026-10-23 10:55:59 | epoch 9/100 step 2300 (68/279) | loss 0.1697 | msssim_l1=0.0822 l2=0.0041 ffl=0.0003 vgg=0.4674 dino=0.8002 | lr 1.00e-04 | grad 0.576 | 18.3 img/s | peak 19.5GB
2026-10-23 10:57:27 | epoch 9/100 step 2350 (118/279) | loss 0.1816 | msssim_l1=0.0870 l2=0.0054 ffl=0.0006 vgg=0.5114 dino=0.8462 | lr 1.00e-04 | grad 0.577 | 18.3 img/s | peak 19.5GB
2026-10-23 10:58:54 | epoch 9/100 step 2400 (168/279) | loss 0.1745 | msssim_l1=0.0833 l2=0.0045 ffl=0.0004 vgg=0.5025 dino=0.8031 | lr 1.00e-04 | grad 0.522 | 18.3 img/s | peak 19.5GB
2026-10-23 11:00:23 | epoch 9/100 step 2450 (218/279) | loss 0.1873 | msssim_l1=0.0943 l2=0.0049 ffl=0.0004 vgg=0.5202 dino=0.8019 | lr 1.00e-04 | grad 0.892 | 18.1 img/s | peak 19.5GB
2026-10-23 11:01:50 | epoch 9/100 step 2500 (268/279) | loss 0.1789 | msssim_l1=0.0874 l2=0.0060 ffl=0.0017 vgg=0.4607 dino=0.8632 | lr 1.00e-04 | grad 0.695 | 18.3 img/s | peak 19.5GB
2026-10-23 11:02:14 | epoch 9 finished | mean train loss 0.1926
2026-10-23 11:02:39 | validation epoch 9 | val_loss 0.1780 | ms_ssim 0.8995 | ssim 0.7362 | psnr 24.6218 | lpips 0.2620 | val_msssim_l1 0.0872 | val_l2 0.0059 | val_ffl 0.0015 | val_vgg 0.4832 | val_dino 0.8082
2026-10-23 11:02:42 | ms_ssim improved 0.8906 -> 0.8995; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:03:48 | epoch 10/100 step 2550 (39/279) | loss 0.1879 | msssim_l1=0.0948 l2=0.0051 ffl=0.0008 vgg=0.4997 dino=0.8360 | lr 1.00e-04 | grad 0.813 | 19.4 img/s | peak 20.3GB
2026-10-23 11:05:16 | epoch 10/100 step 2600 (89/279) | loss 0.1890 | msssim_l1=0.0941 l2=0.0063 ffl=0.0011 vgg=0.5039 dino=0.8576 | lr 1.00e-04 | grad 0.570 | 18.3 img/s | peak 20.3GB
2026-10-23 11:06:44 | epoch 10/100 step 2650 (139/279) | loss 0.1684 | msssim_l1=0.0807 l2=0.0041 ffl=0.0004 vgg=0.4761 dino=0.7845 | lr 1.00e-04 | grad 0.589 | 18.2 img/s | peak 20.3GB
2026-10-23 11:08:12 | epoch 10/100 step 2700 (189/279) | loss 0.2164 | msssim_l1=0.1141 l2=0.0109 ffl=0.0047 vgg=0.5327 dino=0.8644 | lr 1.00e-04 | grad 0.576 | 18.2 img/s | peak 20.3GB
2026-10-23 11:09:40 | epoch 10/100 step 2750 (239/279) | loss 0.1719 | msssim_l1=0.0816 l2=0.0053 ffl=0.0008 vgg=0.4997 dino=0.7792 | lr 1.00e-04 | grad 0.804 | 18.2 img/s | peak 20.3GB
2026-10-23 11:10:50 | epoch 10 finished | mean train loss 0.1815
2026-10-23 11:11:15 | validation epoch 10 | val_loss 0.1697 | ms_ssim 0.9057 | ssim 0.7477 | psnr 24.9240 | lpips 0.2488 | val_msssim_l1 0.0819 | val_l2 0.0055 | val_ffl 0.0013 | val_vgg 0.4702 | val_dino 0.7793
2026-10-23 11:11:17 | ms_ssim improved 0.8995 -> 0.9057; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:11:38 | epoch 11/100 step 2800 (10/279) | loss 0.1670 | msssim_l1=0.0783 l2=0.0044 ffl=0.0005 vgg=0.4784 dino=0.7967 | lr 1.00e-04 | grad 0.539 | 17.9 img/s | peak 20.3GB
2026-10-23 11:13:06 | epoch 11/100 step 2850 (60/279) | loss 0.1656 | msssim_l1=0.0782 l2=0.0042 ffl=0.0004 vgg=0.4848 dino=0.7619 | lr 1.00e-04 | grad 0.646 | 18.2 img/s | peak 20.4GB
2026-10-23 11:14:33 | epoch 11/100 step 2900 (110/279) | loss 0.1625 | msssim_l1=0.0739 l2=0.0086 ffl=0.0040 vgg=0.4395 dino=0.7950 | lr 1.00e-04 | grad 0.823 | 18.3 img/s | peak 20.4GB
2026-10-23 11:16:00 | epoch 11/100 step 2950 (160/279) | loss 0.1483 | msssim_l1=0.0655 l2=0.0039 ffl=0.0005 vgg=0.4591 dino=0.7193 | lr 1.00e-04 | grad 0.549 | 18.3 img/s | peak 20.4GB
2026-10-23 11:17:28 | epoch 11/100 step 3000 (210/279) | loss 0.1518 | msssim_l1=0.0664 l2=0.0036 ffl=0.0003 vgg=0.4629 dino=0.7689 | lr 1.00e-04 | grad 0.550 | 18.3 img/s | peak 20.4GB
2026-10-23 11:18:56 | epoch 11/100 step 3050 (260/279) | loss 0.1707 | msssim_l1=0.0822 l2=0.0056 ffl=0.0013 vgg=0.4701 dino=0.7933 | lr 1.00e-04 | grad 0.699 | 18.1 img/s | peak 20.4GB
2026-10-23 11:19:30 | epoch 11 finished | mean train loss 0.1710
2026-10-23 11:19:55 | validation epoch 11 | val_loss 0.1597 | ms_ssim 0.9143 | ssim 0.7640 | psnr 25.3663 | lpips 0.2339 | val_msssim_l1 0.0745 | val_l2 0.0053 | val_ffl 0.0014 | val_vgg 0.4551 | val_dino 0.7541
2026-10-23 11:19:58 | ms_ssim improved 0.9057 -> 0.9143; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:20:54 | epoch 12/100 step 3100 (31/279) | loss 0.1824 | msssim_l1=0.0909 l2=0.0062 ffl=0.0022 vgg=0.3965 dino=0.9812 | lr 1.00e-04 | grad 0.628 | 18.3 img/s | peak 20.4GB
2026-10-23 11:22:22 | epoch 12/100 step 3150 (81/279) | loss 0.1672 | msssim_l1=0.0789 l2=0.0049 ffl=0.0007 vgg=0.4294 dino=0.8817 | lr 1.00e-04 | grad 0.780 | 18.3 img/s | peak 20.4GB
2026-10-23 11:23:50 | epoch 12/100 step 3200 (131/279) | loss 0.1862 | msssim_l1=0.0941 l2=0.0079 ffl=0.0021 vgg=0.4454 dino=0.8937 | lr 1.00e-04 | grad 1.159 | 18.2 img/s | peak 20.4GB
2026-10-23 11:25:18 | epoch 12/100 step 3250 (181/279) | loss 0.1874 | msssim_l1=0.0969 l2=0.0081 ffl=0.0018 vgg=0.4906 dino=0.7773 | lr 1.00e-04 | grad 0.715 | 18.1 img/s | peak 20.4GB
2026-10-23 11:26:45 | epoch 12/100 step 3300 (231/279) | loss 0.1595 | msssim_l1=0.0741 l2=0.0050 ffl=0.0007 vgg=0.4428 dino=0.7980 | lr 1.00e-04 | grad 0.809 | 18.3 img/s | peak 20.4GB
2026-10-23 11:28:10 | epoch 12 finished | mean train loss 0.1613
2026-10-23 11:28:36 | validation epoch 12 | val_loss 0.1506 | ms_ssim 0.9212 | ssim 0.7779 | psnr 25.6568 | lpips 0.2199 | val_msssim_l1 0.0684 | val_l2 0.0048 | val_ffl 0.0011 | val_vgg 0.4424 | val_dino 0.7268
2026-10-23 11:28:38 | ms_ssim improved 0.9143 -> 0.9212; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:28:43 | epoch 13/100 step 3350 (2/279) | loss 0.1384 | msssim_l1=0.0582 l2=0.0043 ffl=0.0005 vgg=0.4289 dino=0.7271 | lr 1.00e-04 | grad 0.446 | 21.5 img/s | peak 20.5GB
2026-10-23 11:30:11 | epoch 13/100 step 3400 (52/279) | loss 0.1385 | msssim_l1=0.0596 l2=0.0032 ffl=0.0002 vgg=0.4391 dino=0.6885 | lr 1.00e-04 | grad 0.788 | 18.3 img/s | peak 21.2GB
2026-10-23 11:31:39 | epoch 13/100 step 3450 (102/279) | loss 0.1780 | msssim_l1=0.0894 l2=0.0091 ffl=0.0042 vgg=0.4612 dino=0.7486 | lr 1.00e-04 | grad 0.843 | 18.1 img/s | peak 21.2GB
2026-10-23 11:33:07 | epoch 13/100 step 3500 (152/279) | loss 0.1403 | msssim_l1=0.0644 l2=0.0033 ffl=0.0002 vgg=0.4414 dino=0.6241 | lr 1.00e-04 | grad 1.967 | 18.2 img/s | peak 21.2GB
2026-10-23 11:34:35 | epoch 13/100 step 3550 (202/279) | loss 0.1334 | msssim_l1=0.0558 l2=0.0031 ffl=0.0003 vgg=0.4320 dino=0.6770 | lr 1.00e-04 | grad 0.968 | 18.3 img/s | peak 21.2GB
2026-10-23 11:36:02 | epoch 13/100 step 3600 (252/279) | loss 0.1424 | msssim_l1=0.0609 l2=0.0057 ffl=0.0012 vgg=0.4415 dino=0.7131 | lr 1.00e-04 | grad 0.606 | 18.3 img/s | peak 21.2GB
2026-10-23 11:36:51 | epoch 13 finished | mean train loss 0.1525
2026-10-23 11:37:17 | validation epoch 13 | val_loss 0.1431 | ms_ssim 0.9272 | ssim 0.7904 | psnr 26.0287 | lpips 0.2111 | val_msssim_l1 0.0632 | val_l2 0.0047 | val_ffl 0.0012 | val_vgg 0.4287 | val_dino 0.7064
2026-10-23 11:37:19 | ms_ssim improved 0.9212 -> 0.9272; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:38:01 | epoch 14/100 step 3650 (23/279) | loss 0.1489 | msssim_l1=0.0658 l2=0.0044 ffl=0.0008 vgg=0.4577 dino=0.7217 | lr 1.00e-04 | grad 1.118 | 18.7 img/s | peak 22.0GB
2026-10-23 11:39:29 | epoch 14/100 step 3700 (73/279) | loss 0.1480 | msssim_l1=0.0650 l2=0.0045 ffl=0.0008 vgg=0.4550 dino=0.7253 | lr 1.00e-04 | grad 0.872 | 18.2 img/s | peak 22.0GB
2026-10-23 11:40:56 | epoch 14/100 step 3750 (123/279) | loss 0.1603 | msssim_l1=0.0748 l2=0.0041 ffl=0.0004 vgg=0.4537 dino=0.7869 | lr 1.00e-04 | grad 0.628 | 18.3 img/s | peak 22.0GB
2026-10-23 11:42:25 | epoch 14/100 step 3800 (173/279) | loss 0.1382 | msssim_l1=0.0601 l2=0.0032 ffl=0.0003 vgg=0.4109 dino=0.7274 | lr 1.00e-04 | grad 1.298 | 18.1 img/s | peak 22.0GB
2026-10-23 11:43:53 | epoch 14/100 step 3850 (223/279) | loss 0.1178 | msssim_l1=0.0457 l2=0.0024 ffl=0.0002 vgg=0.3856 dino=0.6628 | lr 1.00e-04 | grad 0.601 | 18.0 img/s | peak 22.0GB
2026-10-23 11:45:21 | epoch 14/100 step 3900 (273/279) | loss 0.1374 | msssim_l1=0.0614 l2=0.0034 ffl=0.0003 vgg=0.4010 dino=0.7063 | lr 1.00e-04 | grad 0.724 | 18.3 img/s | peak 22.0GB
2026-10-23 11:45:33 | epoch 14 finished | mean train loss 0.1451
2026-10-23 11:45:59 | validation epoch 14 | val_loss 0.1378 | ms_ssim 0.9304 | ssim 0.8000 | psnr 26.2641 | lpips 0.2007 | val_msssim_l1 0.0604 | val_l2 0.0043 | val_ffl 0.0009 | val_vgg 0.4188 | val_dino 0.6843
2026-10-23 11:46:02 | ms_ssim improved 0.9272 -> 0.9304; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:47:20 | epoch 15/100 step 3950 (44/279) | loss 0.1652 | msssim_l1=0.0801 l2=0.0064 ffl=0.0013 vgg=0.4292 dino=0.8047 | lr 1.00e-04 | grad 1.240 | 18.5 img/s | peak 22.0GB
2026-10-23 11:48:49 | epoch 15/100 step 4000 (94/279) | loss 0.1330 | msssim_l1=0.0548 l2=0.0036 ffl=0.0004 vgg=0.4232 dino=0.7020 | lr 1.00e-04 | grad 0.690 | 18.0 img/s | peak 22.0GB
2026-10-23 11:50:19 | epoch 15/100 step 4050 (144/279) | loss 0.1308 | msssim_l1=0.0552 l2=0.0030 ffl=0.0002 vgg=0.4284 dino=0.6436 | lr 1.00e-04 | grad 0.576 | 17.9 img/s | peak 22.0GB
2026-10-23 11:51:46 | epoch 15/100 step 4100 (194/279) | loss 0.1213 | msssim_l1=0.0470 l2=0.0025 ffl=0.0002 vgg=0.4022 dino=0.6732 | lr 1.00e-04 | grad 1.707 | 18.3 img/s | peak 22.0GB
2026-10-23 11:53:14 | epoch 15/100 step 4150 (244/279) | loss 0.1278 | msssim_l1=0.0529 l2=0.0028 ffl=0.0002 vgg=0.4180 dino=0.6532 | lr 1.00e-04 | grad 0.632 | 18.3 img/s | peak 22.0GB
2026-10-23 11:54:17 | epoch 15 finished | mean train loss 0.1384
2026-10-23 11:54:43 | validation epoch 15 | val_loss 0.1314 | ms_ssim 0.9355 | ssim 0.8110 | psnr 26.5467 | lpips 0.1904 | val_msssim_l1 0.0560 | val_l2 0.0041 | val_ffl 0.0009 | val_vgg 0.4078 | val_dino 0.6655
2026-10-23 11:54:45 | ms_ssim improved 0.9304 -> 0.9355; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 11:55:12 | epoch 16/100 step 4200 (15/279) | loss 0.1286 | msssim_l1=0.0512 l2=0.0035 ffl=0.0005 vgg=0.4236 dino=0.6832 | lr 1.00e-04 | grad 1.201 | 19.8 img/s | peak 22.0GB
2026-10-23 11:56:40 | epoch 16/100 step 4250 (65/279) | loss 0.1215 | msssim_l1=0.0498 l2=0.0050 ffl=0.0011 vgg=0.3786 dino=0.6444 | lr 1.00e-04 | grad 0.820 | 18.2 img/s | peak 22.0GB
2026-10-23 11:58:08 | epoch 16/100 step 4300 (115/279) | loss 0.1637 | msssim_l1=0.0846 l2=0.0071 ffl=0.0015 vgg=0.4272 dino=0.6823 | lr 1.00e-04 | grad 0.876 | 18.3 img/s | peak 22.0GB
2026-10-23 11:59:35 | epoch 16/100 step 4350 (165/279) | loss 0.1245 | msssim_l1=0.0515 l2=0.0028 ffl=0.0002 vgg=0.4030 dino=0.6431 | lr 1.00e-04 | grad 0.952 | 18.3 img/s | peak 22.0GB
2026-10-23 12:01:03 | epoch 16/100 step 4400 (215/279) | loss 0.1418 | msssim_l1=0.0613 l2=0.0057 ffl=0.0013 vgg=0.4489 dino=0.6751 | lr 1.00e-04 | grad 0.592 | 18.3 img/s | peak 22.0GB
2026-10-23 12:02:31 | epoch 16/100 step 4450 (265/279) | loss 0.1183 | msssim_l1=0.0445 l2=0.0025 ffl=0.0002 vgg=0.4002 dino=0.6688 | lr 1.00e-04 | grad 0.585 | 18.2 img/s | peak 22.0GB
2026-10-23 12:02:58 | epoch 16 finished | mean train loss 0.1326
2026-10-23 12:03:24 | validation epoch 16 | val_loss 0.1283 | ms_ssim 0.9374 | ssim 0.8176 | psnr 26.8303 | lpips 0.1838 | val_msssim_l1 0.0545 | val_l2 0.0038 | val_ffl 0.0008 | val_vgg 0.3991 | val_dino 0.6547
2026-10-23 12:03:26 | ms_ssim improved 0.9355 -> 0.9374; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:04:29 | epoch 17/100 step 4500 (36/279) | loss 0.1280 | msssim_l1=0.0530 l2=0.0033 ffl=0.0003 vgg=0.4410 dino=0.6062 | lr 1.00e-04 | grad 0.791 | 19.0 img/s | peak 22.8GB
2026-10-23 12:05:57 | epoch 17/100 step 4550 (86/279) | loss 0.1177 | msssim_l1=0.0466 l2=0.0031 ffl=0.0003 vgg=0.3982 dino=0.6140 | lr 1.00e-04 | grad 0.962 | 18.2 img/s | peak 22.8GB
2026-10-23 12:07:25 | epoch 17/100 step 4600 (136/279) | loss 0.1132 | msssim_l1=0.0444 l2=0.0026 ffl=0.0002 vgg=0.3828 dino=0.6007 | lr 1.00e-04 | grad 0.608 | 18.3 img/s | peak 22.8GB
2026-10-23 12:08:53 | epoch 17/100 step 4650 (186/279) | loss 0.1538 | msssim_l1=0.0626 l2=0.0189 ffl=0.0160 vgg=0.3838 dino=0.6985 | lr 1.00e-04 | grad 0.753 | 18.2 img/s | peak 22.8GB
2026-10-23 12:10:20 | epoch 17/100 step 4700 (236/279) | loss 0.1285 | msssim_l1=0.0493 l2=0.0032 ffl=0.0004 vgg=0.4426 dino=0.6861 | lr 1.00e-04 | grad 0.634 | 18.3 img/s | peak 22.8GB
2026-10-23 12:11:39 | epoch 17 finished | mean train loss 0.1274
2026-10-23 12:12:04 | validation epoch 17 | val_loss 0.1237 | ms_ssim 0.9406 | ssim 0.8246 | psnr 26.9691 | lpips 0.1745 | val_msssim_l1 0.0516 | val_l2 0.0036 | val_ffl 0.0007 | val_vgg 0.3911 | val_dino 0.6368
2026-10-23 12:12:07 | ms_ssim improved 0.9374 -> 0.9406; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:12:18 | epoch 18/100 step 4750 (7/279) | loss 0.1188 | msssim_l1=0.0440 l2=0.0027 ffl=0.0003 vgg=0.3968 dino=0.6910 | lr 1.00e-04 | grad 0.722 | 24.0 img/s | peak 22.9GB
2026-10-23 12:13:46 | epoch 18/100 step 4800 (57/279) | loss 0.1103 | msssim_l1=0.0428 l2=0.0028 ffl=0.0003 vgg=0.3740 dino=0.5906 | lr 1.00e-04 | grad 0.803 | 18.2 img/s | peak 23.5GB
2026-10-23 12:15:14 | epoch 18/100 step 4850 (107/279) | loss 0.1167 | msssim_l1=0.0453 l2=0.0026 ffl=0.0002 vgg=0.4066 dino=0.6066 | lr 1.00e-04 | grad 0.745 | 18.1 img/s | peak 23.6GB
2026-10-23 12:16:42 | epoch 18/100 step 4900 (157/279) | loss 0.1043 | msssim_l1=0.0402 l2=0.0031 ffl=0.0004 vgg=0.3513 dino=0.5656 | lr 1.00e-04 | grad 0.975 | 18.3 img/s | peak 23.6GB
2026-10-23 12:18:09 | epoch 18/100 step 4950 (207/279) | loss 0.1217 | msssim_l1=0.0515 l2=0.0029 ffl=0.0006 vgg=0.3866 dino=0.6141 | lr 1.00e-04 | grad 0.541 | 18.3 img/s | peak 23.6GB
2026-10-23 12:19:37 | epoch 18/100 step 5000 (257/279) | loss 0.1007 | msssim_l1=0.0363 l2=0.0025 ffl=0.0002 vgg=0.3658 dino=0.5468 | lr 1.00e-04 | grad 0.395 | 18.3 img/s | peak 23.6GB
2026-10-23 12:20:20 | epoch 18 finished | mean train loss 0.1229
2026-10-23 12:20:45 | validation epoch 18 | val_loss 0.1196 | ms_ssim 0.9432 | ssim 0.8310 | psnr 27.2625 | lpips 0.1646 | val_msssim_l1 0.0498 | val_l2 0.0036 | val_ffl 0.0008 | val_vgg 0.3794 | val_dino 0.6153
2026-10-23 12:20:48 | ms_ssim improved 0.9406 -> 0.9432; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:21:36 | epoch 19/100 step 5050 (28/279) | loss 0.1012 | msssim_l1=0.0340 l2=0.0021 ffl=0.0001 vgg=0.3781 dino=0.5813 | lr 1.00e-04 | grad 0.733 | 19.7 img/s | peak 23.6GB
2026-10-23 12:23:03 | epoch 19/100 step 5100 (78/279) | loss 0.1244 | msssim_l1=0.0495 l2=0.0048 ffl=0.0011 vgg=0.4169 dino=0.6341 | lr 1.00e-04 | grad 1.197 | 18.3 img/s | peak 23.6GB
2026-10-23 12:24:31 | epoch 19/100 step 5150 (128/279) | loss 0.1260 | msssim_l1=0.0500 l2=0.0027 ffl=0.0002 vgg=0.4329 dino=0.6464 | lr 1.00e-04 | grad 0.550 | 18.3 img/s | peak 23.6GB
2026-10-23 12:25:58 | epoch 19/100 step 5200 (178/279) | loss 0.1063 | msssim_l1=0.0405 l2=0.0025 ffl=0.0003 vgg=0.3578 dino=0.5891 | lr 1.00e-04 | grad 0.696 | 18.3 img/s | peak 23.6GB
2026-10-23 12:27:26 | epoch 19/100 step 5250 (228/279) | loss 0.1005 | msssim_l1=0.0370 l2=0.0024 ffl=0.0002 vgg=0.3497 dino=0.5610 | lr 1.00e-04 | grad 1.234 | 18.2 img/s | peak 23.6GB
2026-10-23 12:28:54 | epoch 19/100 step 5300 (278/279) | loss 0.0977 | msssim_l1=0.0342 l2=0.0019 ffl=0.0002 vgg=0.3467 dino=0.5686 | lr 1.00e-04 | grad 0.660 | 18.3 img/s | peak 23.6GB
2026-10-23 12:29:00 | epoch 19 finished | mean train loss 0.1181
2026-10-23 12:29:25 | validation epoch 19 | val_loss 0.1164 | ms_ssim 0.9450 | ssim 0.8367 | psnr 27.4009 | lpips 0.1553 | val_msssim_l1 0.0483 | val_l2 0.0035 | val_ffl 0.0007 | val_vgg 0.3703 | val_dino 0.6011
2026-10-23 12:29:28 | ms_ssim improved 0.9432 -> 0.9450; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:30:52 | epoch 20/100 step 5350 (49/279) | loss 0.1099 | msssim_l1=0.0431 l2=0.0026 ffl=0.0003 vgg=0.3663 dino=0.5926 | lr 1.00e-04 | grad 0.646 | 19.1 img/s | peak 23.6GB
2026-10-23 12:32:20 | epoch 20/100 step 5400 (99/279) | loss 0.1256 | msssim_l1=0.0543 l2=0.0051 ffl=0.0011 vgg=0.3948 dino=0.6039 | lr 1.00e-04 | grad 0.860 | 18.2 img/s | peak 23.6GB
2026-10-23 12:33:48 | epoch 20/100 step 5450 (149/279) | loss 0.1242 | msssim_l1=0.0522 l2=0.0052 ffl=0.0013 vgg=0.3892 dino=0.6245 | lr 1.00e-04 | grad 1.057 | 18.1 img/s | peak 23.6GB
2026-10-23 12:35:15 | epoch 20/100 step 5500 (199/279) | loss 0.1091 | msssim_l1=0.0426 l2=0.0028 ffl=0.0004 vgg=0.3603 dino=0.5964 | lr 1.00e-04 | grad 0.798 | 18.3 img/s | peak 23.6GB
2026-10-23 12:36:43 | epoch 20/100 step 5550 (249/279) | loss 0.1075 | msssim_l1=0.0421 l2=0.0030 ffl=0.0004 vgg=0.3565 dino=0.5806 | lr 1.00e-04 | grad 0.767 | 18.3 img/s | peak 23.6GB
2026-10-23 12:37:36 | epoch 20 finished | mean train loss 0.1148
2026-10-23 12:38:01 | validation epoch 20 | val_loss 0.1140 | ms_ssim 0.9465 | ssim 0.8408 | psnr 27.5629 | lpips 0.1500 | val_msssim_l1 0.0471 | val_l2 0.0033 | val_ffl 0.0007 | val_vgg 0.3635 | val_dino 0.5909
2026-10-23 12:38:04 | ms_ssim improved 0.9450 -> 0.9465; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:38:41 | epoch 21/100 step 5600 (20/279) | loss 0.1334 | msssim_l1=0.0604 l2=0.0070 ffl=0.0028 vgg=0.3866 dino=0.6151 | lr 1.00e-04 | grad 1.496 | 18.0 img/s | peak 23.6GB
2026-10-23 12:40:10 | epoch 21/100 step 5650 (70/279) | loss 0.1137 | msssim_l1=0.0450 l2=0.0026 ffl=0.0002 vgg=0.3894 dino=0.5870 | lr 1.00e-04 | grad 1.037 | 18.1 img/s | peak 23.6GB
2026-10-23 12:41:38 | epoch 21/100 step 5700 (120/279) | loss 0.0996 | msssim_l1=0.0360 l2=0.0019 ffl=0.0001 vgg=0.3587 dino=0.5485 | lr 1.00e-04 | grad 0.764 | 18.2 img/s | peak 23.6GB
2026-10-23 12:43:06 | epoch 21/100 step 5750 (170/279) | loss 0.1140 | msssim_l1=0.0453 l2=0.0028 ffl=0.0004 vgg=0.3652 dino=0.6308 | lr 1.00e-04 | grad 0.743 | 18.2 img/s | peak 23.6GB
2026-10-23 12:44:33 | epoch 21/100 step 5800 (220/279) | loss 0.1370 | msssim_l1=0.0641 l2=0.0075 ffl=0.0021 vgg=0.3628 dino=0.6740 | lr 1.00e-04 | grad 0.998 | 18.3 img/s | peak 23.6GB
2026-10-23 12:46:01 | epoch 21/100 step 5850 (270/279) | loss 0.1152 | msssim_l1=0.0500 l2=0.0027 ffl=0.0004 vgg=0.3507 dino=0.5908 | lr 1.00e-04 | grad 0.728 | 18.2 img/s | peak 23.6GB
2026-10-23 12:46:17 | epoch 21 finished | mean train loss 0.1109
2026-10-23 12:46:43 | validation epoch 21 | val_loss 0.1101 | ms_ssim 0.9491 | ssim 0.8464 | psnr 27.7934 | lpips 0.1399 | val_msssim_l1 0.0449 | val_l2 0.0032 | val_ffl 0.0006 | val_vgg 0.3560 | val_dino 0.5733
2026-10-23 12:46:45 | ms_ssim improved 0.9465 -> 0.9491; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:47:59 | epoch 22/100 step 5900 (41/279) | loss 0.0877 | msssim_l1=0.0301 l2=0.0019 ffl=0.0001 vgg=0.3075 dino=0.5326 | lr 1.00e-04 | grad 0.794 | 18.3 img/s | peak 24.4GB
2026-10-23 12:49:26 | epoch 22/100 step 5950 (91/279) | loss 0.0906 | msssim_l1=0.0303 l2=0.0016 ffl=0.0001 vgg=0.3487 dino=0.5051 | lr 1.00e-04 | grad 0.382 | 18.3 img/s | peak 24.4GB
2026-10-23 12:50:54 | epoch 22/100 step 6000 (141/279) | loss 0.1008 | msssim_l1=0.0401 l2=0.0025 ffl=0.0002 vgg=0.3445 dino=0.5161 | lr 1.00e-04 | grad 0.915 | 18.3 img/s | peak 24.4GB
2026-10-23 12:52:22 | epoch 22/100 step 6050 (191/279) | loss 0.1005 | msssim_l1=0.0377 l2=0.0025 ffl=0.0003 vgg=0.3454 dino=0.5551 | lr 1.00e-04 | grad 0.786 | 18.2 img/s | peak 24.4GB
2026-10-23 12:53:50 | epoch 22/100 step 6100 (241/279) | loss 0.1056 | msssim_l1=0.0411 l2=0.0032 ffl=0.0005 vgg=0.3698 dino=0.5335 | lr 1.00e-04 | grad 0.972 | 18.3 img/s | peak 24.4GB
2026-10-23 12:54:57 | epoch 22 finished | mean train loss 0.1075
2026-10-23 12:55:23 | validation epoch 22 | val_loss 0.1091 | ms_ssim 0.9491 | ssim 0.8492 | psnr 27.8689 | lpips 0.1371 | val_msssim_l1 0.0448 | val_l2 0.0032 | val_ffl 0.0007 | val_vgg 0.3509 | val_dino 0.5652
2026-10-23 12:55:25 | ms_ssim improved 0.9491 -> 0.9491; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 12:55:48 | epoch 23/100 step 6150 (12/279) | loss 0.1003 | msssim_l1=0.0354 l2=0.0022 ffl=0.0003 vgg=0.3723 dino=0.5419 | lr 1.00e-04 | grad 0.898 | 18.6 img/s | peak 24.4GB
2026-10-23 12:57:16 | epoch 23/100 step 6200 (62/279) | loss 0.1098 | msssim_l1=0.0448 l2=0.0029 ffl=0.0003 vgg=0.3692 dino=0.5501 | lr 1.00e-04 | grad 1.734 | 18.2 img/s | peak 24.4GB
2026-10-23 12:58:44 | epoch 23/100 step 6250 (112/279) | loss 0.0930 | msssim_l1=0.0329 l2=0.0040 ffl=0.0010 vgg=0.3335 dino=0.5058 | lr 1.00e-04 | grad 0.533 | 18.2 img/s | peak 24.4GB
2026-10-23 13:00:11 | epoch 23/100 step 6300 (162/279) | loss 0.1211 | msssim_l1=0.0536 l2=0.0064 ffl=0.0019 vgg=0.3585 dino=0.5828 | lr 1.00e-04 | grad 0.844 | 18.3 img/s | peak 24.4GB
2026-10-23 13:01:39 | epoch 23/100 step 6350 (212/279) | loss 0.0852 | msssim_l1=0.0289 l2=0.0018 ffl=0.0001 vgg=0.3262 dino=0.4664 | lr 1.00e-04 | grad 0.778 | 18.3 img/s | peak 24.4GB
2026-10-23 13:03:06 | epoch 23/100 step 6400 (262/279) | loss 0.1150 | msssim_l1=0.0459 l2=0.0032 ffl=0.0005 vgg=0.3809 dino=0.6038 | lr 1.00e-04 | grad 0.612 | 18.3 img/s | peak 24.4GB
2026-10-23 13:03:38 | epoch 23 finished | mean train loss 0.1044
2026-10-23 13:04:04 | validation epoch 23 | val_loss 0.1057 | ms_ssim 0.9514 | ssim 0.8540 | psnr 28.1058 | lpips 0.1280 | val_msssim_l1 0.0428 | val_l2 0.0032 | val_ffl 0.0007 | val_vgg 0.3433 | val_dino 0.5502
2026-10-23 13:04:06 | ms_ssim improved 0.9491 -> 0.9514; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 13:05:05 | epoch 24/100 step 6450 (33/279) | loss 0.1111 | msssim_l1=0.0478 l2=0.0046 ffl=0.0008 vgg=0.3539 dino=0.5335 | lr 1.00e-04 | grad 0.594 | 18.5 img/s | peak 24.4GB
2026-10-23 13:06:33 | epoch 24/100 step 6500 (83/279) | loss 0.0908 | msssim_l1=0.0317 l2=0.0020 ffl=0.0003 vgg=0.3259 dino=0.5214 | lr 1.00e-04 | grad 1.337 | 18.3 img/s | peak 24.4GB
2026-10-23 13:08:01 | epoch 24/100 step 6550 (133/279) | loss 0.0955 | msssim_l1=0.0361 l2=0.0020 ffl=0.0002 vgg=0.3310 dino=0.5181 | lr 1.00e-04 | grad 1.053 | 18.2 img/s | peak 24.4GB
2026-10-23 13:09:29 | epoch 24/100 step 6600 (183/279) | loss 0.1134 | msssim_l1=0.0387 l2=0.0177 ffl=0.0157 vgg=0.2991 dino=0.5460 | lr 1.00e-04 | grad 0.446 | 18.3 img/s | peak 24.4GB
2026-10-23 13:10:57 | epoch 24/100 step 6650 (233/279) | loss 0.1051 | msssim_l1=0.0411 l2=0.0021 ffl=0.0002 vgg=0.3339 dino=0.6028 | lr 1.00e-04 | grad 0.822 | 18.1 img/s | peak 24.4GB
2026-10-23 13:12:20 | epoch 24 finished | mean train loss 0.1018
2026-10-23 13:12:45 | validation epoch 24 | val_loss 0.1035 | ms_ssim 0.9527 | ssim 0.8585 | psnr 28.2580 | lpips 0.1240 | val_msssim_l1 0.0418 | val_l2 0.0030 | val_ffl 0.0006 | val_vgg 0.3378 | val_dino 0.5409
2026-10-23 13:12:48 | ms_ssim improved 0.9514 -> 0.9527; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 13:12:56 | epoch 25/100 step 6700 (4/279) | loss 0.0975 | msssim_l1=0.0357 l2=0.0026 ffl=0.0003 vgg=0.3451 dino=0.5352 | lr 1.00e-04 | grad 0.626 | 23.2 img/s | peak 24.4GB
2026-10-23 13:14:23 | epoch 25/100 step 6750 (54/279) | loss 0.0992 | msssim_l1=0.0360 l2=0.0035 ffl=0.0008 vgg=0.3478 dino=0.5449 | lr 1.00e-04 | grad 0.934 | 18.3 img/s | peak 24.4GB
2026-10-23 13:15:50 | epoch 25/100 step 6800 (104/279) | loss 0.0973 | msssim_l1=0.0386 l2=0.0024 ffl=0.0002 vgg=0.3320 dino=0.5016 | lr 1.00e-04 | grad 0.972 | 18.3 img/s | peak 24.4GB
2026-10-23 13:17:18 | epoch 25/100 step 6850 (154/279) | loss 0.1306 | msssim_l1=0.0600 l2=0.0069 ffl=0.0031 vgg=0.3549 dino=0.6264 | lr 1.00e-04 | grad 0.892 | 18.2 img/s | peak 24.4GB
2026-10-23 13:18:46 | epoch 25/100 step 6900 (204/279) | loss 0.0835 | msssim_l1=0.0291 l2=0.0016 ffl=0.0001 vgg=0.3092 dino=0.4639 | lr 1.00e-04 | grad 0.826 | 18.3 img/s | peak 24.4GB
2026-10-23 13:20:13 | epoch 25/100 step 6950 (254/279) | loss 0.0901 | msssim_l1=0.0320 l2=0.0019 ffl=0.0002 vgg=0.3325 dino=0.4898 | lr 1.00e-04 | grad 1.176 | 18.2 img/s | peak 24.4GB
2026-10-23 13:21:00 | epoch 25 finished | mean train loss 0.0988
2026-10-23 13:21:25 | validation epoch 25 | val_loss 0.1021 | ms_ssim 0.9534 | ssim 0.8601 | psnr 28.4022 | lpips 0.1198 | val_msssim_l1 0.0412 | val_l2 0.0030 | val_ffl 0.0007 | val_vgg 0.3321 | val_dino 0.5331
2026-10-23 13:21:28 | ms_ssim improved 0.9527 -> 0.9534; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 13:22:12 | epoch 26/100 step 7000 (25/279) | loss 0.0988 | msssim_l1=0.0378 l2=0.0020 ffl=0.0001 vgg=0.3573 dino=0.4992 | lr 1.00e-04 | grad 1.010 | 19.2 img/s | peak 25.2GB
2026-10-23 13:23:40 | epoch 26/100 step 7050 (75/279) | loss 0.1069 | msssim_l1=0.0429 l2=0.0047 ffl=0.0012 vgg=0.3241 dino=0.5988 | lr 1.00e-04 | grad 0.753 | 18.2 img/s | peak 25.2GB
2026-10-23 13:25:08 | epoch 26/100 step 7100 (125/279) | loss 0.0960 | msssim_l1=0.0335 l2=0.0022 ffl=0.0001 vgg=0.3692 dino=0.5048 | lr 1.00e-04 | grad 0.561 | 18.3 img/s | peak 25.2GB
2026-10-23 13:26:35 | epoch 26/100 step 7150 (175/279) | loss 0.0857 | msssim_l1=0.0273 l2=0.0019 ffl=0.0003 vgg=0.3140 dino=0.5307 | lr 1.00e-04 | grad 0.830 | 18.3 img/s | peak 25.2GB
2026-10-23 13:28:03 | epoch 26/100 step 7200 (225/279) | loss 0.1109 | msssim_l1=0.0477 l2=0.0042 ffl=0.0008 vgg=0.3227 dino=0.5954 | lr 1.00e-04 | grad 0.677 | 18.3 img/s | peak 25.2GB
2026-10-23 13:29:31 | epoch 26/100 step 7250 (275/279) | loss 0.0870 | msssim_l1=0.0299 l2=0.0033 ffl=0.0009 vgg=0.3130 dino=0.4910 | lr 1.00e-04 | grad 0.666 | 18.1 img/s | peak 25.2GB
2026-10-23 13:29:41 | epoch 26 finished | mean train loss 0.0964
2026-10-23 13:30:06 | validation epoch 26 | val_loss 0.1004 | ms_ssim 0.9546 | ssim 0.8653 | psnr 28.6136 | lpips 0.1145 | val_msssim_l1 0.0405 | val_l2 0.0029 | val_ffl 0.0007 | val_vgg 0.3271 | val_dino 0.5252
2026-10-23 13:30:09 | ms_ssim improved 0.9534 -> 0.9546; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 13:31:29 | epoch 27/100 step 7300 (46/279) | loss 0.1060 | msssim_l1=0.0408 l2=0.0038 ffl=0.0009 vgg=0.3454 dino=0.5878 | lr 1.00e-04 | grad 0.645 | 18.9 img/s | peak 25.2GB
2026-10-23 13:32:56 | epoch 27/100 step 7350 (96/279) | loss 0.0768 | msssim_l1=0.0226 l2=0.0015 ffl=0.0001 vgg=0.3106 dino=0.4587 | lr 1.00e-04 | grad 0.632 | 18.3 img/s | peak 25.2GB
2026-10-23 13:34:24 | epoch 27/100 step 7400 (146/279) | loss 0.0825 | msssim_l1=0.0262 l2=0.0015 ffl=0.0001 vgg=0.3132 dino=0.4950 | lr 1.00e-04 | grad 0.444 | 18.3 img/s | peak 25.2GB
2026-10-23 13:35:52 | epoch 27/100 step 7450 (196/279) | loss 0.0797 | msssim_l1=0.0270 l2=0.0017 ffl=0.0001 vgg=0.3146 dino=0.4196 | lr 1.00e-04 | grad 1.187 | 18.2 img/s | peak 25.2GB
2026-10-23 13:37:19 | epoch 27/100 step 7500 (246/279) | loss 0.1004 | msssim_l1=0.0394 l2=0.0022 ffl=0.0003 vgg=0.3356 dino=0.5374 | lr 1.00e-04 | grad 0.983 | 18.3 img/s | peak 25.2GB
2026-10-23 13:38:21 | epoch 27 finished | mean train loss 0.0937
2026-10-23 13:38:46 | validation epoch 27 | val_loss 0.0988 | ms_ssim 0.9550 | ssim 0.8670 | psnr 28.6715 | lpips 0.1103 | val_msssim_l1 0.0396 | val_l2 0.0029 | val_ffl 0.0007 | val_vgg 0.3224 | val_dino 0.5198
2026-10-23 13:38:48 | ms_ssim improved 0.9546 -> 0.9550; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 13:39:18 | epoch 28/100 step 7550 (17/279) | loss 0.0726 | msssim_l1=0.0204 l2=0.0015 ffl=0.0001 vgg=0.3134 dino=0.4116 | lr 1.00e-04 | grad 0.332 | 20.3 img/s | peak 25.2GB
2026-10-23 13:40:45 | epoch 28/100 step 7600 (67/279) | loss 0.0800 | msssim_l1=0.0257 l2=0.0016 ffl=0.0002 vgg=0.3216 dino=0.4366 | lr 1.00e-04 | grad 0.843 | 18.3 img/s | peak 25.2GB
2026-10-23 13:42:13 | epoch 28/100 step 7650 (117/279) | loss 0.1390 | msssim_l1=0.0694 l2=0.0085 ffl=0.0021 vgg=0.3446 dino=0.6437 | lr 1.00e-04 | grad 0.589 | 18.2 img/s | peak 25.2GB
2026-10-23 13:43:41 | epoch 28/100 step 7700 (167/279) | loss 0.1082 | msssim_l1=0.0471 l2=0.0041 ffl=0.0008 vgg=0.3289 dino=0.5384 | lr 1.00e-04 | grad 0.772 | 18.3 img/s | peak 25.2GB
2026-10-23 13:45:08 | epoch 28/100 step 7750 (217/279) | loss 0.0849 | msssim_l1=0.0295 l2=0.0017 ffl=0.0002 vgg=0.3135 dino=0.4752 | lr 1.00e-04 | grad 0.765 | 18.3 img/s | peak 25.2GB
2026-10-23 13:46:35 | epoch 28/100 step 7800 (267/279) | loss 0.0999 | msssim_l1=0.0391 l2=0.0026 ffl=0.0006 vgg=0.3155 dino=0.5698 | lr 1.00e-04 | grad 0.879 | 18.3 img/s | peak 25.2GB
2026-10-23 13:47:01 | epoch 28 finished | mean train loss 0.0913
2026-10-23 13:47:26 | validation epoch 28 | val_loss 0.0957 | ms_ssim 0.9574 | ssim 0.8723 | psnr 28.9209 | lpips 0.1054 | val_msssim_l1 0.0378 | val_l2 0.0028 | val_ffl 0.0007 | val_vgg 0.3159 | val_dino 0.5070
2026-10-23 13:47:29 | ms_ssim improved 0.9550 -> 0.9574; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 13:48:34 | epoch 29/100 step 7850 (38/279) | loss 0.0923 | msssim_l1=0.0328 l2=0.0022 ffl=0.0003 vgg=0.3122 dino=0.5547 | lr 1.00e-04 | grad 1.003 | 19.3 img/s | peak 25.2GB
2026-10-23 13:50:02 | epoch 29/100 step 7900 (88/279) | loss 0.1016 | msssim_l1=0.0395 l2=0.0033 ffl=0.0006 vgg=0.3310 dino=0.5623 | lr 1.00e-04 | grad 1.095 | 18.3 img/s | peak 25.2GB
2026-10-23 13:51:29 | epoch 29/100 step 7950 (138/279) | loss 0.0930 | msssim_l1=0.0339 l2=0.0037 ffl=0.0008 vgg=0.3195 dino=0.5204 | lr 1.00e-04 | grad 0.855 | 18.3 img/s | peak 25.2GB
2026-10-23 13:52:57 | epoch 29/100 step 8000 (188/279) | loss 0.0820 | msssim_l1=0.0281 l2=0.0017 ffl=0.0001 vgg=0.2993 dino=0.4734 | lr 1.00e-04 | grad 0.605 | 18.3 img/s | peak 25.2GB
2026-10-23 13:54:25 | epoch 29/100 step 8050 (238/279) | loss 0.0945 | msssim_l1=0.0398 l2=0.0030 ffl=0.0004 vgg=0.3000 dino=0.4773 | lr 1.00e-04 | grad 0.806 | 18.2 img/s | peak 25.2GB
2026-10-23 13:55:41 | epoch 29 finished | mean train loss 0.0895
2026-10-23 13:56:07 | validation epoch 29 | val_loss 0.0955 | ms_ssim 0.9564 | ssim 0.8704 | psnr 28.8118 | lpips 0.1006 | val_msssim_l1 0.0383 | val_l2 0.0026 | val_ffl 0.0005 | val_vgg 0.3143 | val_dino 0.5002
2026-10-23 13:56:07 | ms_ssim did not improve (best 0.9574, now 0.9564) | 1 validation(s) without improvement
2026-10-23 13:56:21 | epoch 30/100 step 8100 (9/279) | loss 0.0798 | msssim_l1=0.0259 l2=0.0017 ffl=0.0002 vgg=0.2861 dino=0.5002 | lr 1.00e-04 | grad 0.523 | 24.5 img/s | peak 25.4GB
2026-10-23 13:57:48 | epoch 30/100 step 8150 (59/279) | loss 0.0954 | msssim_l1=0.0355 l2=0.0033 ffl=0.0005 vgg=0.3330 dino=0.5150 | lr 1.00e-04 | grad 0.558 | 18.3 img/s | peak 26.0GB
2026-10-23 13:59:16 | epoch 30/100 step 8200 (109/279) | loss 0.0831 | msssim_l1=0.0290 l2=0.0018 ffl=0.0001 vgg=0.3130 dino=0.4514 | lr 1.00e-04 | grad 0.631 | 18.3 img/s | peak 26.0GB
2026-10-23 14:00:44 | epoch 30/100 step 8250 (159/279) | loss 0.1000 | msssim_l1=0.0361 l2=0.0021 ffl=0.0001 vgg=0.3495 dino=0.5731 | lr 1.00e-04 | grad 0.705 | 18.2 img/s | peak 26.0GB
2026-10-23 14:02:11 | epoch 30/100 step 8300 (209/279) | loss 0.0768 | msssim_l1=0.0268 l2=0.0017 ffl=0.0001 vgg=0.2929 dino=0.4092 | lr 1.00e-04 | grad 1.440 | 18.3 img/s | peak 26.0GB
2026-10-23 14:03:39 | epoch 30/100 step 8350 (259/279) | loss 0.0856 | msssim_l1=0.0306 l2=0.0024 ffl=0.0003 vgg=0.3051 dino=0.4779 | lr 1.00e-04 | grad 0.619 | 18.3 img/s | peak 26.0GB
2026-10-23 14:04:14 | epoch 30 finished | mean train loss 0.0878
2026-10-23 14:04:39 | validation epoch 30 | val_loss 0.0935 | ms_ssim 0.9584 | ssim 0.8746 | psnr 28.9861 | lpips 0.0976 | val_msssim_l1 0.0369 | val_l2 0.0026 | val_ffl 0.0006 | val_vgg 0.3089 | val_dino 0.4967
2026-10-23 14:04:42 | ms_ssim improved 0.9574 -> 0.9584; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 14:05:37 | epoch 31/100 step 8400 (30/279) | loss 0.0642 | msssim_l1=0.0191 l2=0.0011 ffl=0.0001 vgg=0.2533 dino=0.3916 | lr 1.00e-04 | grad 0.740 | 18.1 img/s | peak 26.0GB
2026-10-23 14:07:05 | epoch 31/100 step 8450 (80/279) | loss 0.1124 | msssim_l1=0.0503 l2=0.0038 ffl=0.0009 vgg=0.3167 dino=0.5834 | lr 1.00e-04 | grad 0.783 | 18.2 img/s | peak 26.0GB
2026-10-23 14:08:34 | epoch 31/100 step 8500 (130/279) | loss 0.1206 | msssim_l1=0.0568 l2=0.0066 ffl=0.0017 vgg=0.3192 dino=0.5916 | lr 1.00e-04 | grad 0.813 | 18.1 img/s | peak 26.0GB
2026-10-23 14:10:02 | epoch 31/100 step 8550 (180/279) | loss 0.0856 | msssim_l1=0.0306 l2=0.0016 ffl=0.0002 vgg=0.2978 dino=0.4987 | lr 1.00e-04 | grad 0.839 | 18.1 img/s | peak 26.0GB
2026-10-23 14:11:30 | epoch 31/100 step 8600 (230/279) | loss 0.0826 | msssim_l1=0.0280 l2=0.0016 ffl=0.0001 vgg=0.3120 dino=0.4628 | lr 1.00e-04 | grad 0.574 | 18.2 img/s | peak 26.0GB
2026-10-23 14:12:57 | epoch 31 finished | mean train loss 0.0863
2026-10-23 14:13:22 | validation epoch 31 | val_loss 0.0941 | ms_ssim 0.9572 | ssim 0.8752 | psnr 29.0604 | lpips 0.0943 | val_msssim_l1 0.0380 | val_l2 0.0027 | val_ffl 0.0006 | val_vgg 0.3063 | val_dino 0.4901
2026-10-23 14:13:22 | ms_ssim did not improve (best 0.9584, now 0.9572) | 1 validation(s) without improvement
2026-10-23 14:13:26 | epoch 32/100 step 8650 (1/279) | loss 0.0808 | msssim_l1=0.0260 l2=0.0014 ffl=0.0001 vgg=0.3228 dino=0.4479 | lr 1.00e-04 | grad 0.664 | 19.2 img/s | peak 26.0GB
2026-10-23 14:14:54 | epoch 32/100 step 8700 (51/279) | loss 0.0826 | msssim_l1=0.0268 l2=0.0018 ffl=0.0003 vgg=0.3226 dino=0.4617 | lr 1.00e-04 | grad 0.731 | 18.3 img/s | peak 26.0GB
2026-10-23 14:16:21 | epoch 32/100 step 8750 (101/279) | loss 0.0892 | msssim_l1=0.0316 l2=0.0018 ffl=0.0001 vgg=0.3281 dino=0.4908 | lr 1.00e-04 | grad 0.774 | 18.2 img/s | peak 26.0GB
2026-10-23 14:17:49 | epoch 32/100 step 8800 (151/279) | loss 0.0993 | msssim_l1=0.0431 l2=0.0024 ffl=0.0004 vgg=0.2850 dino=0.5413 | lr 1.00e-04 | grad 0.864 | 18.2 img/s | peak 26.0GB
2026-10-23 14:19:18 | epoch 32/100 step 8850 (201/279) | loss 0.0743 | msssim_l1=0.0244 l2=0.0015 ffl=0.0001 vgg=0.2854 dino=0.4224 | lr 1.00e-04 | grad 1.058 | 18.1 img/s | peak 26.0GB
2026-10-23 14:20:46 | epoch 32/100 step 8900 (251/279) | loss 0.0834 | msssim_l1=0.0310 l2=0.0023 ffl=0.0003 vgg=0.2971 dino=0.4435 | lr 5.00e-05 | grad 0.976 | 18.1 img/s | peak 26.0GB
2026-10-23 14:21:36 | epoch 32 finished | mean train loss 0.0838
2026-10-23 14:22:01 | validation epoch 32 | val_loss 0.0891 | ms_ssim 0.9609 | ssim 0.8806 | psnr 29.3411 | lpips 0.0899 | val_msssim_l1 0.0348 | val_l2 0.0025 | val_ffl 0.0005 | val_vgg 0.2997 | val_dino 0.4711
2026-10-23 14:22:04 | ms_ssim improved 0.9584 -> 0.9609; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 14:22:44 | epoch 33/100 step 8950 (22/279) | loss 0.0909 | msssim_l1=0.0371 l2=0.0032 ffl=0.0004 vgg=0.3112 dino=0.4409 | lr 5.00e-05 | grad 0.845 | 18.5 img/s | peak 26.0GB
2026-10-23 14:24:12 | epoch 33/100 step 9000 (72/279) | loss 0.0731 | msssim_l1=0.0229 l2=0.0016 ffl=0.0001 vgg=0.2903 dino=0.4187 | lr 5.00e-05 | grad 0.695 | 18.3 img/s | peak 26.0GB
2026-10-23 14:25:40 | epoch 33/100 step 9050 (122/279) | loss 0.0696 | msssim_l1=0.0212 l2=0.0012 ffl=0.0001 vgg=0.2898 dino=0.3848 | lr 5.00e-05 | grad 0.431 | 18.2 img/s | peak 26.0GB
2026-10-23 14:27:07 | epoch 33/100 step 9100 (172/279) | loss 0.0745 | msssim_l1=0.0240 l2=0.0015 ffl=0.0001 vgg=0.2839 dino=0.4378 | lr 5.00e-05 | grad 0.463 | 18.3 img/s | peak 26.0GB
2026-10-23 14:28:34 | epoch 33/100 step 9150 (222/279) | loss 0.0954 | msssim_l1=0.0380 l2=0.0026 ffl=0.0003 vgg=0.3258 dino=0.4850 | lr 5.00e-05 | grad 0.550 | 18.3 img/s | peak 26.0GB
2026-10-23 14:30:02 | epoch 33/100 step 9200 (272/279) | loss 0.0794 | msssim_l1=0.0266 l2=0.0015 ffl=0.0001 vgg=0.3042 dino=0.4413 | lr 5.00e-05 | grad 0.595 | 18.3 img/s | peak 26.0GB
2026-10-23 14:30:16 | epoch 33 finished | mean train loss 0.0784
2026-10-23 14:30:41 | validation epoch 33 | val_loss 0.0870 | ms_ssim 0.9621 | ssim 0.8847 | psnr 29.5947 | lpips 0.0885 | val_msssim_l1 0.0337 | val_l2 0.0024 | val_ffl 0.0006 | val_vgg 0.2949 | val_dino 0.4596
2026-10-23 14:30:44 | ms_ssim improved 0.9609 -> 0.9621; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 14:32:00 | epoch 34/100 step 9250 (43/279) | loss 0.0898 | msssim_l1=0.0364 l2=0.0028 ffl=0.0004 vgg=0.2934 dino=0.4673 | lr 5.00e-05 | grad 0.451 | 18.6 img/s | peak 26.0GB
2026-10-23 14:33:28 | epoch 34/100 step 9300 (93/279) | loss 0.0940 | msssim_l1=0.0332 l2=0.0023 ffl=0.0003 vgg=0.3432 dino=0.5183 | lr 5.00e-05 | grad 0.734 | 18.3 img/s | peak 26.0GB
2026-10-23 14:34:55 | epoch 34/100 step 9350 (143/279) | loss 0.0892 | msssim_l1=0.0330 l2=0.0026 ffl=0.0004 vgg=0.3060 dino=0.4980 | lr 5.00e-05 | grad 0.651 | 18.3 img/s | peak 26.0GB
2026-10-23 14:36:22 | epoch 34/100 step 9400 (193/279) | loss 0.0821 | msssim_l1=0.0280 l2=0.0016 ffl=0.0002 vgg=0.3220 dino=0.4321 | lr 5.00e-05 | grad 0.648 | 18.3 img/s | peak 26.0GB
2026-10-23 14:37:50 | epoch 34/100 step 9450 (243/279) | loss 0.0752 | msssim_l1=0.0258 l2=0.0017 ffl=0.0001 vgg=0.2753 dino=0.4312 | lr 5.00e-05 | grad 0.532 | 18.2 img/s | peak 26.0GB
2026-10-23 14:38:55 | epoch 34 finished | mean train loss 0.0762
2026-10-23 14:39:20 | validation epoch 34 | val_loss 0.0862 | ms_ssim 0.9626 | ssim 0.8855 | psnr 29.7178 | lpips 0.0855 | val_msssim_l1 0.0334 | val_l2 0.0024 | val_ffl 0.0005 | val_vgg 0.2927 | val_dino 0.4556
2026-10-23 14:39:23 | ms_ssim improved 0.9621 -> 0.9626; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 14:39:48 | epoch 35/100 step 9500 (14/279) | loss 0.0846 | msssim_l1=0.0297 l2=0.0023 ffl=0.0003 vgg=0.2831 dino=0.5221 | lr 5.00e-05 | grad 0.542 | 19.5 img/s | peak 26.0GB
2026-10-23 14:41:16 | epoch 35/100 step 9550 (64/279) | loss 0.0677 | msssim_l1=0.0200 l2=0.0013 ffl=0.0001 vgg=0.2842 dino=0.3815 | lr 5.00e-05 | grad 0.412 | 18.3 img/s | peak 26.0GB
2026-10-23 14:42:43 | epoch 35/100 step 9600 (114/279) | loss 0.0933 | msssim_l1=0.0396 l2=0.0030 ffl=0.0006 vgg=0.2958 dino=0.4640 | lr 5.00e-05 | grad 0.473 | 18.3 img/s | peak 26.0GB
2026-10-23 14:44:11 | epoch 35/100 step 9650 (164/279) | loss 0.0768 | msssim_l1=0.0242 l2=0.0013 ffl=0.0001 vgg=0.2887 dino=0.4709 | lr 5.00e-05 | grad 0.458 | 18.1 img/s | peak 26.0GB
2026-10-23 14:45:39 | epoch 35/100 step 9700 (214/279) | loss 0.0859 | msssim_l1=0.0350 l2=0.0027 ffl=0.0004 vgg=0.3009 dino=0.4055 | lr 5.00e-05 | grad 0.381 | 18.3 img/s | peak 26.0GB
2026-10-23 14:47:06 | epoch 35/100 step 9750 (264/279) | loss 0.0943 | msssim_l1=0.0362 l2=0.0028 ffl=0.0004 vgg=0.3346 dino=0.4794 | lr 5.00e-05 | grad 0.639 | 18.3 img/s | peak 26.0GB
2026-10-23 14:47:35 | epoch 35 finished | mean train loss 0.0748
2026-10-23 14:48:01 | validation epoch 35 | val_loss 0.0856 | ms_ssim 0.9628 | ssim 0.8867 | psnr 29.6787 | lpips 0.0826 | val_msssim_l1 0.0332 | val_l2 0.0023 | val_ffl 0.0005 | val_vgg 0.2905 | val_dino 0.4529
2026-10-23 14:48:03 | ms_ssim improved 0.9626 -> 0.9628; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 14:49:05 | epoch 36/100 step 9800 (35/279) | loss 0.0814 | msssim_l1=0.0285 l2=0.0018 ffl=0.0003 vgg=0.2896 dino=0.4669 | lr 5.00e-05 | grad 1.117 | 18.9 img/s | peak 26.0GB
2026-10-23 14:50:33 | epoch 36/100 step 9850 (85/279) | loss 0.0720 | msssim_l1=0.0214 l2=0.0017 ffl=0.0001 vgg=0.3071 dino=0.3923 | lr 5.00e-05 | grad 0.551 | 18.2 img/s | peak 26.0GB
2026-10-23 14:52:01 | epoch 36/100 step 9900 (135/279) | loss 0.0655 | msssim_l1=0.0188 l2=0.0012 ffl=0.0001 vgg=0.2829 dino=0.3641 | lr 5.00e-05 | grad 0.599 | 18.3 img/s | peak 26.0GB
2026-10-23 14:53:28 | epoch 36/100 step 9950 (185/279) | loss 0.0714 | msssim_l1=0.0219 l2=0.0014 ffl=0.0001 vgg=0.3014 dino=0.3810 | lr 5.00e-05 | grad 0.598 | 18.3 img/s | peak 26.0GB
2026-10-23 14:54:56 | epoch 36/100 step 10000 (235/279) | loss 0.0702 | msssim_l1=0.0210 l2=0.0013 ffl=0.0001 vgg=0.2890 dino=0.4001 | lr 5.00e-05 | grad 0.777 | 18.3 img/s | peak 26.0GB
2026-10-23 14:56:16 | epoch 36 finished | mean train loss 0.0739
2026-10-23 14:56:42 | validation epoch 36 | val_loss 0.0843 | ms_ssim 0.9638 | ssim 0.8883 | psnr 29.8365 | lpips 0.0809 | val_msssim_l1 0.0323 | val_l2 0.0023 | val_ffl 0.0005 | val_vgg 0.2881 | val_dino 0.4474
2026-10-23 14:56:44 | ms_ssim improved 0.9628 -> 0.9638; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 14:56:54 | epoch 37/100 step 10050 (6/279) | loss 0.0684 | msssim_l1=0.0192 l2=0.0014 ffl=0.0002 vgg=0.2789 dino=0.4187 | lr 5.00e-05 | grad 0.650 | 24.1 img/s | peak 26.0GB
2026-10-23 14:58:22 | epoch 37/100 step 10100 (56/279) | loss 0.0735 | msssim_l1=0.0256 l2=0.0020 ffl=0.0003 vgg=0.2613 dino=0.4260 | lr 5.00e-05 | grad 0.374 | 18.3 img/s | peak 26.0GB
2026-10-23 14:59:49 | epoch 37/100 step 10150 (106/279) | loss 0.0761 | msssim_l1=0.0252 l2=0.0016 ffl=0.0001 vgg=0.2952 dino=0.4229 | lr 5.00e-05 | grad 0.573 | 18.2 img/s | peak 26.0GB
2026-10-23 15:01:17 | epoch 37/100 step 10200 (156/279) | loss 0.0601 | msssim_l1=0.0158 l2=0.0009 ffl=0.0000 vgg=0.2577 dino=0.3673 | lr 5.00e-05 | grad 0.366 | 18.3 img/s | peak 26.0GB
2026-10-23 15:02:45 | epoch 37/100 step 10250 (206/279) | loss 0.0828 | msssim_l1=0.0283 l2=0.0016 ffl=0.0002 vgg=0.2947 dino=0.4939 | lr 5.00e-05 | grad 0.652 | 18.2 img/s | peak 26.0GB
2026-10-23 15:04:13 | epoch 37/100 step 10300 (256/279) | loss 0.0871 | msssim_l1=0.0293 l2=0.0017 ffl=0.0001 vgg=0.3049 dino=0.5404 | lr 5.00e-05 | grad 0.640 | 18.3 img/s | peak 26.0GB
2026-10-23 15:04:57 | epoch 37 finished | mean train loss 0.0727
2026-10-23 15:05:22 | validation epoch 37 | val_loss 0.0846 | ms_ssim 0.9633 | ssim 0.8882 | psnr 29.8259 | lpips 0.0801 | val_msssim_l1 0.0328 | val_l2 0.0024 | val_ffl 0.0006 | val_vgg 0.2870 | val_dino 0.4462
2026-10-23 15:05:22 | ms_ssim did not improve (best 0.9638, now 0.9633) | 1 validation(s) without improvement
2026-10-23 15:06:09 | epoch 38/100 step 10350 (27/279) | loss 0.0687 | msssim_l1=0.0216 l2=0.0015 ffl=0.0001 vgg=0.2700 dino=0.3972 | lr 5.00e-05 | grad 0.446 | 19.5 img/s | peak 26.0GB
2026-10-23 15:07:36 | epoch 38/100 step 10400 (77/279) | loss 0.0614 | msssim_l1=0.0170 l2=0.0010 ffl=0.0001 vgg=0.2568 dino=0.3702 | lr 5.00e-05 | grad 0.515 | 18.3 img/s | peak 26.0GB
2026-10-23 15:09:04 | epoch 38/100 step 10450 (127/279) | loss 0.0692 | msssim_l1=0.0213 l2=0.0013 ffl=0.0000 vgg=0.2888 dino=0.3779 | lr 5.00e-05 | grad 0.508 | 18.2 img/s | peak 26.0GB
2026-10-23 15:10:32 | epoch 38/100 step 10500 (177/279) | loss 0.0664 | msssim_l1=0.0186 l2=0.0011 ffl=0.0000 vgg=0.2791 dino=0.3951 | lr 5.00e-05 | grad 0.603 | 18.3 img/s | peak 26.0GB
2026-10-23 15:11:59 | epoch 38/100 step 10550 (227/279) | loss 0.0634 | msssim_l1=0.0174 l2=0.0012 ffl=0.0001 vgg=0.2595 dino=0.3963 | lr 5.00e-05 | grad 1.062 | 18.3 img/s | peak 26.0GB
2026-10-23 15:13:26 | epoch 38/100 step 10600 (277/279) | loss 0.0719 | msssim_l1=0.0214 l2=0.0015 ffl=0.0001 vgg=0.2756 dino=0.4545 | lr 5.00e-05 | grad 0.817 | 18.3 img/s | peak 26.0GB
2026-10-23 15:13:34 | epoch 38 finished | mean train loss 0.0721
2026-10-23 15:14:00 | validation epoch 38 | val_loss 0.0833 | ms_ssim 0.9641 | ssim 0.8905 | psnr 29.9552 | lpips 0.0796 | val_msssim_l1 0.0320 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2852 | val_dino 0.4422
2026-10-23 15:14:02 | ms_ssim improved 0.9638 -> 0.9641; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 15:15:25 | epoch 39/100 step 10650 (48/279) | loss 0.0694 | msssim_l1=0.0184 l2=0.0035 ffl=0.0020 vgg=0.2422 dino=0.4893 | lr 5.00e-05 | grad 0.784 | 19.1 img/s | peak 26.0GB
2026-10-23 15:16:52 | epoch 39/100 step 10700 (98/279) | loss 0.0704 | msssim_l1=0.0189 l2=0.0013 ffl=0.0001 vgg=0.2930 dino=0.4396 | lr 5.00e-05 | grad 0.403 | 18.3 img/s | peak 26.0GB
2026-10-23 15:18:21 | epoch 39/100 step 10750 (148/279) | loss 0.0754 | msssim_l1=0.0238 l2=0.0017 ffl=0.0002 vgg=0.2929 dino=0.4387 | lr 5.00e-05 | grad 0.567 | 18.0 img/s | peak 26.0GB
2026-10-23 15:19:49 | epoch 39/100 step 10800 (198/279) | loss 0.0770 | msssim_l1=0.0246 l2=0.0019 ffl=0.0002 vgg=0.3073 dino=0.4240 | lr 5.00e-05 | grad 0.851 | 18.3 img/s | peak 26.0GB
2026-10-23 15:21:17 | epoch 39/100 step 10850 (248/279) | loss 0.0677 | msssim_l1=0.0209 l2=0.0013 ffl=0.0001 vgg=0.2613 dino=0.4094 | lr 5.00e-05 | grad 0.645 | 18.2 img/s | peak 26.0GB
2026-10-23 15:22:15 | epoch 39 finished | mean train loss 0.0713
2026-10-23 15:22:41 | validation epoch 39 | val_loss 0.0832 | ms_ssim 0.9641 | ssim 0.8905 | psnr 29.9962 | lpips 0.0771 | val_msssim_l1 0.0322 | val_l2 0.0023 | val_ffl 0.0005 | val_vgg 0.2831 | val_dino 0.4394
2026-10-23 15:22:43 | ms_ssim improved 0.9641 -> 0.9641; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 15:23:15 | epoch 40/100 step 10900 (19/279) | loss 0.0607 | msssim_l1=0.0173 l2=0.0010 ffl=0.0001 vgg=0.2554 dino=0.3535 | lr 5.00e-05 | grad 0.665 | 20.8 img/s | peak 26.0GB
2026-10-23 15:24:43 | epoch 40/100 step 10950 (69/279) | loss 0.0758 | msssim_l1=0.0260 l2=0.0014 ffl=0.0001 vgg=0.2829 dino=0.4262 | lr 5.00e-05 | grad 0.779 | 18.2 img/s | peak 26.0GB
2026-10-23 15:26:10 | epoch 40/100 step 11000 (119/279) | loss 0.0654 | msssim_l1=0.0189 l2=0.0013 ffl=0.0001 vgg=0.2662 dino=0.3929 | lr 5.00e-05 | grad 0.400 | 18.3 img/s | peak 26.0GB
2026-10-23 15:27:39 | epoch 40/100 step 11050 (169/279) | loss 0.0611 | msssim_l1=0.0166 l2=0.0010 ffl=0.0000 vgg=0.2548 dino=0.3769 | lr 5.00e-05 | grad 0.579 | 18.1 img/s | peak 26.0GB
2026-10-23 15:29:06 | epoch 40/100 step 11100 (219/279) | loss 0.0742 | msssim_l1=0.0249 l2=0.0018 ffl=0.0002 vgg=0.2741 dino=0.4315 | lr 5.00e-05 | grad 0.524 | 18.3 img/s | peak 26.0GB
2026-10-23 15:30:34 | epoch 40/100 step 11150 (269/279) | loss 0.0645 | msssim_l1=0.0187 l2=0.0011 ffl=0.0001 vgg=0.2671 dino=0.3792 | lr 5.00e-05 | grad 0.516 | 18.2 img/s | peak 26.0GB
2026-10-23 15:30:51 | epoch 40 finished | mean train loss 0.0702
2026-10-23 15:31:17 | validation epoch 40 | val_loss 0.0838 | ms_ssim 0.9636 | ssim 0.8905 | psnr 29.8876 | lpips 0.0771 | val_msssim_l1 0.0325 | val_l2 0.0023 | val_ffl 0.0006 | val_vgg 0.2831 | val_dino 0.4433
2026-10-23 15:31:17 | ms_ssim did not improve (best 0.9641, now 0.9636) | 1 validation(s) without improvement
2026-10-23 15:32:30 | epoch 41/100 step 11200 (40/279) | loss 0.0726 | msssim_l1=0.0260 l2=0.0014 ffl=0.0002 vgg=0.2543 dino=0.4168 | lr 5.00e-05 | grad 0.867 | 18.1 img/s | peak 26.0GB
2026-10-23 15:33:58 | epoch 41/100 step 11250 (90/279) | loss 0.0713 | msssim_l1=0.0242 l2=0.0015 ffl=0.0001 vgg=0.2623 dino=0.4114 | lr 5.00e-05 | grad 0.558 | 18.2 img/s | peak 26.0GB
2026-10-23 15:35:26 | epoch 41/100 step 11300 (140/279) | loss 0.1077 | msssim_l1=0.0469 l2=0.0041 ffl=0.0007 vgg=0.3061 dino=0.5814 | lr 5.00e-05 | grad 0.674 | 18.2 img/s | peak 26.0GB
2026-10-23 15:36:54 | epoch 41/100 step 11350 (190/279) | loss 0.0609 | msssim_l1=0.0156 l2=0.0011 ffl=0.0001 vgg=0.2608 dino=0.3802 | lr 5.00e-05 | grad 0.666 | 18.2 img/s | peak 26.0GB
2026-10-23 15:38:22 | epoch 41/100 step 11400 (240/279) | loss 0.0591 | msssim_l1=0.0165 l2=0.0009 ffl=0.0001 vgg=0.2239 dino=0.3999 | lr 5.00e-05 | grad 0.602 | 18.3 img/s | peak 26.0GB
2026-10-23 15:39:31 | epoch 41 finished | mean train loss 0.0695
2026-10-23 15:39:56 | validation epoch 41 | val_loss 0.0825 | ms_ssim 0.9643 | ssim 0.8907 | psnr 30.0052 | lpips 0.0747 | val_msssim_l1 0.0319 | val_l2 0.0023 | val_ffl 0.0006 | val_vgg 0.2806 | val_dino 0.4355
2026-10-23 15:39:59 | ms_ssim improved 0.9641 -> 0.9643; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 15:40:20 | epoch 42/100 step 11450 (11/279) | loss 0.0776 | msssim_l1=0.0260 l2=0.0014 ffl=0.0001 vgg=0.3003 dino=0.4274 | lr 5.00e-05 | grad 0.459 | 18.3 img/s | peak 26.0GB
2026-10-23 15:41:48 | epoch 42/100 step 11500 (61/279) | loss 0.0594 | msssim_l1=0.0165 l2=0.0013 ffl=0.0000 vgg=0.2637 dino=0.3269 | lr 5.00e-05 | grad 0.348 | 18.3 img/s | peak 26.0GB
2026-10-23 15:43:15 | epoch 42/100 step 11550 (111/279) | loss 0.0629 | msssim_l1=0.0175 l2=0.0009 ffl=0.0000 vgg=0.2598 dino=0.3847 | lr 5.00e-05 | grad 0.355 | 18.3 img/s | peak 26.0GB
2026-10-23 15:44:43 | epoch 42/100 step 11600 (161/279) | loss 0.0786 | msssim_l1=0.0255 l2=0.0016 ffl=0.0001 vgg=0.3019 dino=0.4517 | lr 5.00e-05 | grad 0.642 | 18.3 img/s | peak 26.0GB
2026-10-23 15:46:11 | epoch 42/100 step 11650 (211/279) | loss 0.0645 | msssim_l1=0.0178 l2=0.0011 ffl=0.0001 vgg=0.2398 dino=0.4510 | lr 5.00e-05 | grad 0.522 | 18.1 img/s | peak 26.0GB
2026-10-23 15:47:39 | epoch 42/100 step 11700 (261/279) | loss 0.0679 | msssim_l1=0.0219 l2=0.0013 ffl=0.0001 vgg=0.2617 dino=0.3918 | lr 5.00e-05 | grad 0.429 | 18.3 img/s | peak 26.0GB
2026-10-23 15:48:11 | epoch 42 finished | mean train loss 0.0686
2026-10-23 15:48:36 | validation epoch 42 | val_loss 0.0814 | ms_ssim 0.9651 | ssim 0.8928 | psnr 30.0820 | lpips 0.0732 | val_msssim_l1 0.0312 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2779 | val_dino 0.4329
2026-10-23 15:48:39 | ms_ssim improved 0.9643 -> 0.9651; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 15:49:37 | epoch 43/100 step 11750 (32/279) | loss 0.0614 | msssim_l1=0.0180 l2=0.0011 ffl=0.0001 vgg=0.2308 dino=0.4015 | lr 5.00e-05 | grad 0.421 | 18.4 img/s | peak 26.0GB
2026-10-23 15:51:05 | epoch 43/100 step 11800 (82/279) | loss 0.0656 | msssim_l1=0.0182 l2=0.0013 ffl=0.0001 vgg=0.2802 dino=0.3825 | lr 5.00e-05 | grad 0.396 | 18.3 img/s | peak 26.0GB
2026-10-23 15:52:33 | epoch 43/100 step 11850 (132/279) | loss 0.0660 | msssim_l1=0.0198 l2=0.0013 ffl=0.0001 vgg=0.2726 dino=0.3742 | lr 5.00e-05 | grad 0.713 | 18.2 img/s | peak 26.0GB
2026-10-23 15:54:00 | epoch 43/100 step 11900 (182/279) | loss 0.0685 | msssim_l1=0.0217 l2=0.0016 ffl=0.0001 vgg=0.2739 dino=0.3824 | lr 5.00e-05 | grad 0.548 | 18.3 img/s | peak 26.0GB
2026-10-23 15:55:27 | epoch 43/100 step 11950 (232/279) | loss 0.0580 | msssim_l1=0.0153 l2=0.0010 ffl=0.0001 vgg=0.2540 dino=0.3424 | lr 5.00e-05 | grad 0.618 | 18.3 img/s | peak 26.0GB
2026-10-23 15:56:51 | epoch 43 finished | mean train loss 0.0680
2026-10-23 15:57:17 | validation epoch 43 | val_loss 0.0804 | ms_ssim 0.9658 | ssim 0.8949 | psnr 30.2342 | lpips 0.0722 | val_msssim_l1 0.0307 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2755 | val_dino 0.4278
2026-10-23 15:57:19 | ms_ssim improved 0.9651 -> 0.9658; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 15:57:26 | epoch 44/100 step 12000 (3/279) | loss 0.0606 | msssim_l1=0.0172 l2=0.0012 ffl=0.0001 vgg=0.2632 dino=0.3375 | lr 5.00e-05 | grad 0.687 | 22.8 img/s | peak 26.0GB
2026-10-23 15:58:54 | epoch 44/100 step 12050 (53/279) | loss 0.0751 | msssim_l1=0.0270 l2=0.0020 ffl=0.0003 vgg=0.2612 dino=0.4284 | lr 5.00e-05 | grad 0.600 | 18.1 img/s | peak 26.0GB
2026-10-23 16:00:22 | epoch 44/100 step 12100 (103/279) | loss 0.0631 | msssim_l1=0.0173 l2=0.0014 ffl=0.0001 vgg=0.2604 dino=0.3914 | lr 5.00e-05 | grad 0.455 | 18.3 img/s | peak 26.0GB
2026-10-23 16:01:50 | epoch 44/100 step 12150 (153/279) | loss 0.0654 | msssim_l1=0.0184 l2=0.0014 ffl=0.0001 vgg=0.2754 dino=0.3826 | lr 5.00e-05 | grad 0.412 | 18.2 img/s | peak 26.0GB
2026-10-23 16:03:17 | epoch 44/100 step 12200 (203/279) | loss 0.0676 | msssim_l1=0.0218 l2=0.0016 ffl=0.0002 vgg=0.2714 dino=0.3670 | lr 5.00e-05 | grad 0.441 | 18.3 img/s | peak 26.0GB
2026-10-23 16:04:45 | epoch 44/100 step 12250 (253/279) | loss 0.0784 | msssim_l1=0.0283 l2=0.0021 ffl=0.0002 vgg=0.2743 dino=0.4447 | lr 5.00e-05 | grad 0.718 | 18.2 img/s | peak 26.0GB
2026-10-23 16:05:33 | epoch 44 finished | mean train loss 0.0672
2026-10-23 16:05:58 | validation epoch 44 | val_loss 0.0805 | ms_ssim 0.9656 | ssim 0.8942 | psnr 30.1755 | lpips 0.0713 | val_msssim_l1 0.0308 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2754 | val_dino 0.4278
2026-10-23 16:05:58 | ms_ssim did not improve (best 0.9658, now 0.9656) | 1 validation(s) without improvement
2026-10-23 16:06:41 | epoch 45/100 step 12300 (24/279) | loss 0.0683 | msssim_l1=0.0210 l2=0.0013 ffl=0.0002 vgg=0.2615 dino=0.4165 | lr 5.00e-05 | grad 0.528 | 19.0 img/s | peak 26.0GB
2026-10-23 16:08:08 | epoch 45/100 step 12350 (74/279) | loss 0.0654 | msssim_l1=0.0195 l2=0.0012 ffl=0.0001 vgg=0.2723 dino=0.3715 | lr 5.00e-05 | grad 0.483 | 18.3 img/s | peak 26.0GB
2026-10-23 16:09:35 | epoch 45/100 step 12400 (124/279) | loss 0.0551 | msssim_l1=0.0152 l2=0.0010 ffl=0.0000 vgg=0.2350 dino=0.3263 | lr 5.00e-05 | grad 0.455 | 18.3 img/s | peak 26.0GB
2026-10-23 16:11:03 | epoch 45/100 step 12450 (174/279) | loss 0.0807 | msssim_l1=0.0271 l2=0.0029 ffl=0.0008 vgg=0.3020 dino=0.4465 | lr 5.00e-05 | grad 0.570 | 18.2 img/s | peak 26.0GB
2026-10-23 16:12:30 | epoch 45/100 step 12500 (224/279) | loss 0.0696 | msssim_l1=0.0205 l2=0.0014 ffl=0.0001 vgg=0.2761 dino=0.4248 | lr 5.00e-05 | grad 0.742 | 18.3 img/s | peak 26.0GB
2026-10-23 16:13:58 | epoch 45/100 step 12550 (274/279) | loss 0.0616 | msssim_l1=0.0180 l2=0.0012 ffl=0.0001 vgg=0.2589 dino=0.3496 | lr 5.00e-05 | grad 0.433 | 18.3 img/s | peak 26.0GB
2026-10-23 16:14:09 | epoch 45 finished | mean train loss 0.0664
2026-10-23 16:14:34 | validation epoch 45 | val_loss 0.0805 | ms_ssim 0.9655 | ssim 0.8947 | psnr 30.2512 | lpips 0.0699 | val_msssim_l1 0.0310 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2738 | val_dino 0.4268
2026-10-23 16:14:34 | ms_ssim did not improve (best 0.9658, now 0.9655) | 2 validation(s) without improvement
2026-10-23 16:15:53 | epoch 46/100 step 12600 (45/279) | loss 0.0663 | msssim_l1=0.0210 l2=0.0012 ffl=0.0001 vgg=0.2556 dino=0.3901 | lr 5.00e-05 | grad 0.794 | 18.8 img/s | peak 26.0GB
2026-10-23 16:17:21 | epoch 46/100 step 12650 (95/279) | loss 0.0565 | msssim_l1=0.0139 l2=0.0009 ffl=0.0001 vgg=0.2538 dino=0.3400 | lr 5.00e-05 | grad 0.472 | 18.2 img/s | peak 26.0GB
2026-10-23 16:18:48 | epoch 46/100 step 12700 (145/279) | loss 0.0814 | msssim_l1=0.0273 l2=0.0021 ffl=0.0002 vgg=0.3070 dino=0.4602 | lr 5.00e-05 | grad 0.768 | 18.3 img/s | peak 26.0GB
2026-10-23 16:20:15 | epoch 46/100 step 12750 (195/279) | loss 0.0638 | msssim_l1=0.0183 l2=0.0012 ffl=0.0001 vgg=0.2565 dino=0.3943 | lr 5.00e-05 | grad 0.424 | 18.4 img/s | peak 26.0GB
2026-10-23 16:21:43 | epoch 46/100 step 12800 (245/279) | loss 0.0652 | msssim_l1=0.0199 l2=0.0011 ffl=0.0000 vgg=0.2771 dino=0.3504 | lr 5.00e-05 | grad 0.482 | 18.3 img/s | peak 26.0GB
2026-10-23 16:22:46 | epoch 46 finished | mean train loss 0.0659
2026-10-23 16:23:11 | validation epoch 46 | val_loss 0.0802 | ms_ssim 0.9655 | ssim 0.8956 | psnr 30.2604 | lpips 0.0693 | val_msssim_l1 0.0309 | val_l2 0.0022 | val_ffl 0.0006 | val_vgg 0.2729 | val_dino 0.4243
2026-10-23 16:23:11 | ms_ssim did not improve (best 0.9658, now 0.9655) | 3 validation(s) without improvement
2026-10-23 16:23:39 | epoch 47/100 step 12850 (16/279) | loss 0.0654 | msssim_l1=0.0188 l2=0.0012 ffl=0.0001 vgg=0.2694 dino=0.3878 | lr 5.00e-05 | grad 0.825 | 20.2 img/s | peak 26.0GB
2026-10-23 16:25:06 | epoch 47/100 step 12900 (66/279) | loss 0.0706 | msssim_l1=0.0215 l2=0.0022 ffl=0.0007 vgg=0.2863 dino=0.3907 | lr 5.00e-05 | grad 0.715 | 18.3 img/s | peak 26.0GB
2026-10-23 16:26:34 | epoch 47/100 step 12950 (116/279) | loss 0.0529 | msssim_l1=0.0138 l2=0.0009 ffl=0.0001 vgg=0.2302 dino=0.3194 | lr 5.00e-05 | grad 0.855 | 18.3 img/s | peak 26.0GB
2026-10-23 16:28:01 | epoch 47/100 step 13000 (166/279) | loss 0.0551 | msssim_l1=0.0145 l2=0.0008 ffl=0.0001 vgg=0.2415 dino=0.3274 | lr 5.00e-05 | grad 0.685 | 18.4 img/s | peak 26.0GB
2026-10-23 16:29:29 | epoch 47/100 step 13050 (216/279) | loss 0.0790 | msssim_l1=0.0299 l2=0.0022 ffl=0.0003 vgg=0.2671 dino=0.4370 | lr 5.00e-05 | grad 0.793 | 18.2 img/s | peak 26.0GB
2026-10-23 16:30:56 | epoch 47/100 step 13100 (266/279) | loss 0.0669 | msssim_l1=0.0218 l2=0.0017 ffl=0.0002 vgg=0.2576 dino=0.3777 | lr 5.00e-05 | grad 0.512 | 18.3 img/s | peak 26.0GB
2026-10-23 16:31:22 | epoch 47 finished | mean train loss 0.0654
2026-10-23 16:31:47 | validation epoch 47 | val_loss 0.0793 | ms_ssim 0.9662 | ssim 0.8972 | psnr 30.3404 | lpips 0.0693 | val_msssim_l1 0.0303 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2707 | val_dino 0.4227
2026-10-23 16:31:50 | ms_ssim improved 0.9658 -> 0.9662; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 16:32:54 | epoch 48/100 step 13150 (37/279) | loss 0.0748 | msssim_l1=0.0238 l2=0.0015 ffl=0.0001 vgg=0.2780 dino=0.4598 | lr 5.00e-05 | grad 0.786 | 19.2 img/s | peak 26.0GB
2026-10-23 16:34:21 | epoch 48/100 step 13200 (87/279) | loss 0.0637 | msssim_l1=0.0180 l2=0.0015 ffl=0.0002 vgg=0.2667 dino=0.3736 | lr 5.00e-05 | grad 0.596 | 18.3 img/s | peak 26.0GB
2026-10-23 16:35:49 | epoch 48/100 step 13250 (137/279) | loss 0.0618 | msssim_l1=0.0173 l2=0.0011 ffl=0.0001 vgg=0.2565 dino=0.3746 | lr 5.00e-05 | grad 0.344 | 18.2 img/s | peak 26.0GB
2026-10-23 16:37:16 | epoch 48/100 step 13300 (187/279) | loss 0.0635 | msssim_l1=0.0208 l2=0.0014 ffl=0.0001 vgg=0.2547 dino=0.3404 | lr 5.00e-05 | grad 0.870 | 18.3 img/s | peak 26.0GB
2026-10-23 16:38:44 | epoch 48/100 step 13350 (237/279) | loss 0.0742 | msssim_l1=0.0266 l2=0.0015 ffl=0.0001 vgg=0.2826 dino=0.3810 | lr 5.00e-05 | grad 0.515 | 18.3 img/s | peak 26.0GB
2026-10-23 16:40:01 | epoch 48 finished | mean train loss 0.0650
2026-10-23 16:40:26 | validation epoch 48 | val_loss 0.0786 | ms_ssim 0.9666 | ssim 0.8975 | psnr 30.3452 | lpips 0.0679 | val_msssim_l1 0.0299 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2698 | val_dino 0.4203
2026-10-23 16:40:29 | ms_ssim improved 0.9662 -> 0.9666; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 16:40:42 | epoch 49/100 step 13400 (8/279) | loss 0.0677 | msssim_l1=0.0208 l2=0.0012 ffl=0.0001 vgg=0.2817 dino=0.3721 | lr 5.00e-05 | grad 0.604 | 24.6 img/s | peak 26.0GB
2026-10-23 16:42:10 | epoch 49/100 step 13450 (58/279) | loss 0.0813 | msssim_l1=0.0316 l2=0.0021 ffl=0.0003 vgg=0.2738 dino=0.4371 | lr 5.00e-05 | grad 0.759 | 18.2 img/s | peak 26.0GB
2026-10-23 16:43:37 | epoch 49/100 step 13500 (108/279) | loss 0.0719 | msssim_l1=0.0285 l2=0.0021 ffl=0.0003 vgg=0.2534 dino=0.3521 | lr 5.00e-05 | grad 0.501 | 18.3 img/s | peak 26.0GB
2026-10-23 16:45:04 | epoch 49/100 step 13550 (158/279) | loss 0.0605 | msssim_l1=0.0174 l2=0.0011 ffl=0.0001 vgg=0.2528 dino=0.3526 | lr 5.00e-05 | grad 0.592 | 18.3 img/s | peak 26.0GB
2026-10-23 16:46:32 | epoch 49/100 step 13600 (208/279) | loss 0.0581 | msssim_l1=0.0153 l2=0.0017 ffl=0.0005 vgg=0.2456 dino=0.3528 | lr 5.00e-05 | grad 0.649 | 18.3 img/s | peak 26.0GB
2026-10-23 16:48:00 | epoch 49/100 step 13650 (258/279) | loss 0.0657 | msssim_l1=0.0209 l2=0.0014 ffl=0.0001 vgg=0.2804 dino=0.3299 | lr 5.00e-05 | grad 0.777 | 18.2 img/s | peak 26.0GB
2026-10-23 16:48:41 | epoch 49 finished | mean train loss 0.0640
2026-10-23 16:49:06 | validation epoch 49 | val_loss 0.0788 | ms_ssim 0.9662 | ssim 0.8975 | psnr 30.3760 | lpips 0.0666 | val_msssim_l1 0.0303 | val_l2 0.0021 | val_ffl 0.0005 | val_vgg 0.2685 | val_dino 0.4191
2026-10-23 16:49:06 | ms_ssim did not improve (best 0.9666, now 0.9662) | 1 validation(s) without improvement
2026-10-23 16:49:55 | epoch 50/100 step 13700 (29/279) | loss 0.0643 | msssim_l1=0.0194 l2=0.0015 ffl=0.0002 vgg=0.2473 dino=0.3951 | lr 5.00e-05 | grad 0.630 | 19.9 img/s | peak 26.0GB
2026-10-23 16:51:23 | epoch 50/100 step 13750 (79/279) | loss 0.0619 | msssim_l1=0.0186 l2=0.0012 ffl=0.0001 vgg=0.2519 dino=0.3581 | lr 5.00e-05 | grad 0.400 | 18.3 img/s | peak 26.0GB
2026-10-23 16:52:50 | epoch 50/100 step 13800 (129/279) | loss 0.0592 | msssim_l1=0.0173 l2=0.0009 ffl=0.0000 vgg=0.2480 dino=0.3382 | lr 5.00e-05 | grad 1.021 | 18.3 img/s | peak 26.0GB
2026-10-23 16:54:19 | epoch 50/100 step 13850 (179/279) | loss 0.0613 | msssim_l1=0.0173 l2=0.0012 ffl=0.0001 vgg=0.2483 dino=0.3799 | lr 5.00e-05 | grad 0.567 | 18.2 img/s | peak 26.0GB
2026-10-23 16:55:46 | epoch 50/100 step 13900 (229/279) | loss 0.0638 | msssim_l1=0.0186 l2=0.0012 ffl=0.0001 vgg=0.2664 dino=0.3678 | lr 5.00e-05 | grad 0.665 | 18.3 img/s | peak 26.0GB
2026-10-23 16:57:14 | epoch 50/100 step 13950 (279/279) | loss 0.0560 | msssim_l1=0.0149 l2=0.0010 ffl=0.0001 vgg=0.2413 dino=0.3345 | lr 5.00e-05 | grad 0.560 | 18.3 img/s | peak 26.0GB
2026-10-23 16:57:14 | epoch 50 finished | mean train loss 0.0633
2026-10-23 16:57:39 | validation epoch 50 | val_loss 0.0783 | ms_ssim 0.9665 | ssim 0.8993 | psnr 30.5042 | lpips 0.0663 | val_msssim_l1 0.0300 | val_l2 0.0022 | val_ffl 0.0006 | val_vgg 0.2668 | val_dino 0.4172
2026-10-23 16:57:39 | ms_ssim did not improve (best 0.9666, now 0.9665) | 2 validation(s) without improvement
2026-10-23 16:59:09 | epoch 51/100 step 14000 (50/279) | loss 0.0710 | msssim_l1=0.0272 l2=0.0020 ffl=0.0002 vgg=0.2568 dino=0.3555 | lr 5.00e-05 | grad 0.643 | 18.2 img/s | peak 26.0GB
2026-10-23 17:00:37 | epoch 51/100 step 14050 (100/279) | loss 0.0725 | msssim_l1=0.0224 l2=0.0014 ffl=0.0001 vgg=0.2879 dino=0.4221 | lr 5.00e-05 | grad 0.525 | 18.2 img/s | peak 26.0GB
2026-10-23 17:02:05 | epoch 51/100 step 14100 (150/279) | loss 0.0609 | msssim_l1=0.0172 l2=0.0012 ffl=0.0001 vgg=0.2662 dino=0.3370 | lr 5.00e-05 | grad 0.776 | 18.3 img/s | peak 26.0GB
2026-10-23 17:03:32 | epoch 51/100 step 14150 (200/279) | loss 0.0605 | msssim_l1=0.0174 l2=0.0013 ffl=0.0001 vgg=0.2542 dino=0.3473 | lr 5.00e-05 | grad 0.406 | 18.3 img/s | peak 26.0GB
2026-10-23 17:05:00 | epoch 51/100 step 14200 (250/279) | loss 0.0658 | msssim_l1=0.0191 l2=0.0013 ffl=0.0001 vgg=0.2796 dino=0.3694 | lr 5.00e-05 | grad 0.457 | 18.3 img/s | peak 26.0GB
2026-10-23 17:05:51 | epoch 51 finished | mean train loss 0.0627
2026-10-23 17:06:17 | validation epoch 51 | val_loss 0.0783 | ms_ssim 0.9663 | ssim 0.8991 | psnr 30.5274 | lpips 0.0655 | val_msssim_l1 0.0302 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2663 | val_dino 0.4143
2026-10-23 17:06:17 | ms_ssim did not improve (best 0.9666, now 0.9663) | 3 validation(s) without improvement
2026-10-23 17:06:58 | epoch 52/100 step 14250 (21/279) | loss 0.0693 | msssim_l1=0.0203 l2=0.0015 ffl=0.0001 vgg=0.2878 dino=0.3980 | lr 5.00e-05 | grad 0.484 | 17.6 img/s | peak 26.0GB
2026-10-23 17:08:25 | epoch 52/100 step 14300 (71/279) | loss 0.0818 | msssim_l1=0.0308 l2=0.0021 ffl=0.0003 vgg=0.2876 dino=0.4368 | lr 5.00e-05 | grad 0.486 | 18.3 img/s | peak 26.0GB
2026-10-23 17:09:53 | epoch 52/100 step 14350 (121/279) | loss 0.0669 | msssim_l1=0.0192 l2=0.0014 ffl=0.0001 vgg=0.2906 dino=0.3682 | lr 5.00e-05 | grad 0.817 | 18.3 img/s | peak 26.0GB
2026-10-23 17:11:20 | epoch 52/100 step 14400 (171/279) | loss 0.0680 | msssim_l1=0.0227 l2=0.0017 ffl=0.0002 vgg=0.2590 dino=0.3814 | lr 5.00e-05 | grad 0.551 | 18.3 img/s | peak 26.0GB
2026-10-23 17:12:49 | epoch 52/100 step 14450 (221/279) | loss 0.0668 | msssim_l1=0.0229 l2=0.0014 ffl=0.0002 vgg=0.2541 dino=0.3640 | lr 5.00e-05 | grad 0.681 | 18.1 img/s | peak 26.0GB
2026-10-23 17:14:17 | epoch 52/100 step 14500 (271/279) | loss 0.0550 | msssim_l1=0.0141 l2=0.0009 ffl=0.0001 vgg=0.2340 dino=0.3479 | lr 5.00e-05 | grad 0.470 | 18.2 img/s | peak 26.0GB
2026-10-23 17:14:32 | epoch 52 finished | mean train loss 0.0623
2026-10-23 17:14:57 | validation epoch 52 | val_loss 0.0781 | ms_ssim 0.9664 | ssim 0.8995 | psnr 30.5471 | lpips 0.0648 | val_msssim_l1 0.0301 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2652 | val_dino 0.4139
2026-10-23 17:14:57 | ms_ssim did not improve (best 0.9666, now 0.9664) | 4 validation(s) without improvement
2026-10-23 17:16:13 | epoch 53/100 step 14550 (42/279) | loss 0.0587 | msssim_l1=0.0159 l2=0.0011 ffl=0.0001 vgg=0.2552 dino=0.3428 | lr 5.00e-05 | grad 0.637 | 18.3 img/s | peak 26.0GB
2026-10-23 17:17:41 | epoch 53/100 step 14600 (92/279) | loss 0.0582 | msssim_l1=0.0149 l2=0.0010 ffl=0.0001 vgg=0.2419 dino=0.3789 | lr 5.00e-05 | grad 0.622 | 18.3 img/s | peak 26.0GB
2026-10-23 17:19:09 | epoch 53/100 step 14650 (142/279) | loss 0.0667 | msssim_l1=0.0217 l2=0.0017 ffl=0.0001 vgg=0.2567 dino=0.3800 | lr 5.00e-05 | grad 0.789 | 18.1 img/s | peak 26.0GB
2026-10-23 17:20:37 | epoch 53/100 step 14700 (192/279) | loss 0.0647 | msssim_l1=0.0197 l2=0.0014 ffl=0.0001 vgg=0.2688 dino=0.3569 | lr 5.00e-05 | grad 0.534 | 18.3 img/s | peak 26.0GB
2026-10-23 17:22:04 | epoch 53/100 step 14750 (242/279) | loss 0.0560 | msssim_l1=0.0142 l2=0.0010 ffl=0.0000 vgg=0.2468 dino=0.3386 | lr 5.00e-05 | grad 0.448 | 18.2 img/s | peak 26.0GB
2026-10-23 17:23:11 | epoch 53 finished | mean train loss 0.0617
2026-10-23 17:23:37 | validation epoch 53 | val_loss 0.0778 | ms_ssim 0.9666 | ssim 0.8998 | psnr 30.5727 | lpips 0.0640 | val_msssim_l1 0.0300 | val_l2 0.0021 | val_ffl 0.0005 | val_vgg 0.2639 | val_dino 0.4124
2026-10-23 17:23:37 | ms_ssim did not improve (best 0.9666, now 0.9666) | 5 validation(s) without improvement
2026-10-23 17:24:02 | epoch 54/100 step 14800 (13/279) | loss 0.0623 | msssim_l1=0.0172 l2=0.0012 ffl=0.0001 vgg=0.2659 dino=0.3650 | lr 5.00e-05 | grad 0.589 | 18.9 img/s | peak 26.0GB
2026-10-23 17:25:32 | epoch 54/100 step 14850 (63/279) | loss 0.0747 | msssim_l1=0.0242 l2=0.0020 ffl=0.0002 vgg=0.2840 dino=0.4323 | lr 5.00e-05 | grad 0.571 | 17.8 img/s | peak 26.0GB
2026-10-23 17:27:00 | epoch 54/100 step 14900 (113/279) | loss 0.0500 | msssim_l1=0.0129 l2=0.0008 ffl=0.0000 vgg=0.2241 dino=0.2916 | lr 5.00e-05 | grad 0.600 | 18.1 img/s | peak 26.0GB
2026-10-23 17:28:28 | epoch 54/100 step 14950 (163/279) | loss 0.0515 | msssim_l1=0.0132 l2=0.0008 ffl=0.0000 vgg=0.2348 dino=0.2948 | lr 5.00e-05 | grad 0.667 | 18.1 img/s | peak 26.0GB
2026-10-23 17:29:56 | epoch 54/100 step 15000 (213/279) | loss 0.0554 | msssim_l1=0.0145 l2=0.0009 ffl=0.0000 vgg=0.2408 dino=0.3335 | lr 5.00e-05 | grad 0.489 | 18.1 img/s | peak 26.0GB
2026-10-23 17:31:25 | epoch 54/100 step 15050 (263/279) | loss 0.0556 | msssim_l1=0.0145 l2=0.0009 ffl=0.0000 vgg=0.2463 dino=0.3265 | lr 5.00e-05 | grad 0.345 | 18.1 img/s | peak 26.0GB
2026-10-23 17:31:55 | epoch 54 finished | mean train loss 0.0612
2026-10-23 17:32:21 | validation epoch 54 | val_loss 0.0776 | ms_ssim 0.9668 | ssim 0.9002 | psnr 30.5208 | lpips 0.0628 | val_msssim_l1 0.0300 | val_l2 0.0021 | val_ffl 0.0006 | val_vgg 0.2633 | val_dino 0.4104
2026-10-23 17:32:23 | ms_ssim improved 0.9666 -> 0.9668; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 17:33:25 | epoch 55/100 step 15100 (34/279) | loss 0.0642 | msssim_l1=0.0199 l2=0.0013 ffl=0.0001 vgg=0.2527 dino=0.3755 | lr 5.00e-05 | grad 0.517 | 18.6 img/s | peak 26.0GB
2026-10-23 17:34:54 | epoch 55/100 step 15150 (84/279) | loss 0.0559 | msssim_l1=0.0148 l2=0.0011 ffl=0.0001 vgg=0.2510 dino=0.3158 | lr 5.00e-05 | grad 0.423 | 18.0 img/s | peak 26.0GB
2026-10-23 17:36:23 | epoch 55/100 step 15200 (134/279) | loss 0.0626 | msssim_l1=0.0175 l2=0.0011 ffl=0.0001 vgg=0.2515 dino=0.3951 | lr 5.00e-05 | grad 0.393 | 18.0 img/s | peak 26.0GB
2026-10-23 17:37:52 | epoch 55/100 step 15250 (184/279) | loss 0.0634 | msssim_l1=0.0195 l2=0.0013 ffl=0.0001 vgg=0.2584 dino=0.3571 | lr 5.00e-05 | grad 0.692 | 17.9 img/s | peak 26.0GB
2026-10-23 17:39:22 | epoch 55/100 step 15300 (234/279) | loss 0.0514 | msssim_l1=0.0126 l2=0.0008 ffl=0.0000 vgg=0.2247 dino=0.3255 | lr 5.00e-05 | grad 0.701 | 17.9 img/s | peak 26.0GB
2026-10-23 17:40:44 | epoch 55 finished | mean train loss 0.0607
2026-10-23 17:41:09 | validation epoch 55 | val_loss 0.0771 | ms_ssim 0.9668 | ssim 0.9014 | psnr 30.6117 | lpips 0.0617 | val_msssim_l1 0.0298 | val_l2 0.0022 | val_ffl 0.0005 | val_vgg 0.2611 | val_dino 0.4082
2026-10-23 17:41:12 | ms_ssim improved 0.9668 -> 0.9668; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 17:41:22 | epoch 56/100 step 15350 (5/279) | loss 0.0651 | msssim_l1=0.0198 l2=0.0015 ffl=0.0001 vgg=0.2637 dino=0.3724 | lr 5.00e-05 | grad 0.523 | 23.3 img/s | peak 26.0GB
2026-10-23 17:42:50 | epoch 56/100 step 15400 (55/279) | loss 0.0635 | msssim_l1=0.0187 l2=0.0012 ffl=0.0001 vgg=0.2559 dino=0.3802 | lr 5.00e-05 | grad 0.429 | 18.2 img/s | peak 26.0GB
2026-10-23 17:44:19 | epoch 56/100 step 15450 (105/279) | loss 0.0698 | msssim_l1=0.0236 l2=0.0014 ffl=0.0001 vgg=0.2762 dino=0.3664 | lr 5.00e-05 | grad 0.670 | 18.0 img/s | peak 26.0GB
2026-10-23 17:45:47 | epoch 56/100 step 15500 (155/279) | loss 0.0563 | msssim_l1=0.0151 l2=0.0010 ffl=0.0001 vgg=0.2522 dino=0.3158 | lr 5.00e-05 | grad 0.547 | 18.0 img/s | peak 26.0GB
2026-10-23 17:47:16 | epoch 56/100 step 15550 (205/279) | loss 0.0546 | msssim_l1=0.0145 l2=0.0010 ffl=0.0001 vgg=0.2322 dino=0.3336 | lr 5.00e-05 | grad 0.701 | 18.1 img/s | peak 26.0GB
2026-10-23 17:48:45 | epoch 56/100 step 15600 (255/279) | loss 0.0591 | msssim_l1=0.0160 l2=0.0014 ffl=0.0001 vgg=0.2672 dino=0.3212 | lr 5.00e-05 | grad 0.715 | 18.0 img/s | peak 26.0GB
2026-10-23 17:49:31 | epoch 56 finished | mean train loss 0.0602
2026-10-23 17:49:56 | validation epoch 56 | val_loss 0.0768 | ms_ssim 0.9671 | ssim 0.9013 | psnr 30.6056 | lpips 0.0617 | val_msssim_l1 0.0296 | val_l2 0.0021 | val_ffl 0.0005 | val_vgg 0.2608 | val_dino 0.4073
2026-10-23 17:49:59 | ms_ssim improved 0.9668 -> 0.9671; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 17:50:46 | epoch 57/100 step 15650 (26/279) | loss 0.0498 | msssim_l1=0.0120 l2=0.0008 ffl=0.0000 vgg=0.2211 dino=0.3120 | lr 5.00e-05 | grad 0.382 | 19.0 img/s | peak 26.0GB
2026-10-23 17:52:15 | epoch 57/100 step 15700 (76/279) | loss 0.0574 | msssim_l1=0.0160 l2=0.0010 ffl=0.0001 vgg=0.2418 dino=0.3428 | lr 5.00e-05 | grad 0.593 | 18.0 img/s | peak 26.0GB
2026-10-23 17:53:43 | epoch 57/100 step 15750 (126/279) | loss 0.0658 | msssim_l1=0.0210 l2=0.0015 ffl=0.0003 vgg=0.2512 dino=0.3838 | lr 5.00e-05 | grad 0.540 | 18.1 img/s | peak 26.0GB
2026-10-23 17:55:12 | epoch 57/100 step 15800 (176/279) | loss 0.0691 | msssim_l1=0.0201 l2=0.0012 ffl=0.0001 vgg=0.2829 dino=0.4096 | lr 5.00e-05 | grad 0.767 | 18.2 img/s | peak 26.0GB
2026-10-23 17:56:40 | epoch 57/100 step 15850 (226/279) | loss 0.0586 | msssim_l1=0.0161 l2=0.0011 ffl=0.0001 vgg=0.2600 dino=0.3253 | lr 5.00e-05 | grad 0.700 | 18.1 img/s | peak 26.0GB
2026-10-23 17:58:09 | epoch 57/100 step 15900 (276/279) | loss 0.0602 | msssim_l1=0.0169 l2=0.0011 ffl=0.0001 vgg=0.2497 dino=0.3640 | lr 5.00e-05 | grad 0.660 | 17.9 img/s | peak 26.0GB
2026-10-23 17:58:18 | epoch 57 finished | mean train loss 0.0599
2026-10-23 17:58:44 | validation epoch 57 | val_loss 0.0758 | ms_ssim 0.9676 | ssim 0.9023 | psnr 30.6609 | lpips 0.0606 | val_msssim_l1 0.0290 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2591 | val_dino 0.4044
2026-10-23 17:58:46 | ms_ssim improved 0.9671 -> 0.9676; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 18:00:08 | epoch 58/100 step 15950 (47/279) | loss 0.0594 | msssim_l1=0.0172 l2=0.0010 ffl=0.0001 vgg=0.2459 dino=0.3471 | lr 5.00e-05 | grad 0.506 | 18.9 img/s | peak 26.0GB
2026-10-23 18:01:43 | epoch 58/100 step 16000 (97/279) | loss 0.0689 | msssim_l1=0.0227 l2=0.0020 ffl=0.0002 vgg=0.2834 dino=0.3494 | lr 5.00e-05 | grad 0.742 | 16.9 img/s | peak 26.0GB
2026-10-23 18:04:02 | epoch 58/100 step 16050 (147/279) | loss 0.0511 | msssim_l1=0.0123 l2=0.0009 ffl=0.0001 vgg=0.2370 dino=0.2982 | lr 5.00e-05 | grad 0.378 | 11.5 img/s | peak 26.0GB
2026-10-23 18:06:35 | epoch 58/100 step 16100 (197/279) | loss 0.0595 | msssim_l1=0.0161 l2=0.0010 ffl=0.0000 vgg=0.2559 dino=0.3517 | lr 5.00e-05 | grad 0.386 | 10.4 img/s | peak 26.0GB
2026-10-23 18:09:10 | epoch 58/100 step 16150 (247/279) | loss 0.0564 | msssim_l1=0.0147 l2=0.0011 ffl=0.0001 vgg=0.2584 dino=0.3138 | lr 5.00e-05 | grad 0.527 | 10.3 img/s | peak 26.0GB
2026-10-23 18:11:00 | epoch 58 finished | mean train loss 0.0594
2026-10-23 18:11:35 | validation epoch 58 | val_loss 0.0761 | ms_ssim 0.9674 | ssim 0.9030 | psnr 30.7091 | lpips 0.0606 | val_msssim_l1 0.0293 | val_l2 0.0021 | val_ffl 0.0005 | val_vgg 0.2586 | val_dino 0.4032
2026-10-23 18:11:35 | ms_ssim did not improve (best 0.9676, now 0.9674) | 1 validation(s) without improvement
2026-10-23 18:12:24 | epoch 59/100 step 16200 (18/279) | loss 0.0610 | msssim_l1=0.0171 l2=0.0009 ffl=0.0000 vgg=0.2533 dino=0.3688 | lr 5.00e-05 | grad 0.438 | 12.4 img/s | peak 26.0GB
2026-10-23 18:14:56 | epoch 59/100 step 16250 (68/279) | loss 0.0480 | msssim_l1=0.0112 l2=0.0007 ffl=0.0000 vgg=0.2008 dino=0.3334 | lr 5.00e-05 | grad 0.731 | 10.5 img/s | peak 26.0GB
2026-10-23 18:17:30 | epoch 59/100 step 16300 (118/279) | loss 0.0551 | msssim_l1=0.0144 l2=0.0010 ffl=0.0001 vgg=0.2317 dino=0.3471 | lr 5.00e-05 | grad 0.587 | 10.4 img/s | peak 26.0GB
2026-10-23 18:20:03 | epoch 59/100 step 16350 (168/279) | loss 0.0568 | msssim_l1=0.0152 l2=0.0012 ffl=0.0001 vgg=0.2482 dino=0.3320 | lr 5.00e-05 | grad 0.641 | 10.5 img/s | peak 26.0GB
2026-10-23 18:22:35 | epoch 59/100 step 16400 (218/279) | loss 0.0555 | msssim_l1=0.0148 l2=0.0008 ffl=0.0000 vgg=0.2432 dino=0.3243 | lr 5.00e-05 | grad 0.372 | 10.5 img/s | peak 26.0GB
2026-10-23 18:25:08 | epoch 59/100 step 16450 (268/279) | loss 0.0492 | msssim_l1=0.0118 l2=0.0009 ffl=0.0000 vgg=0.2266 dino=0.2922 | lr 5.00e-05 | grad 0.285 | 10.4 img/s | peak 26.0GB
2026-10-23 18:25:52 | epoch 59 finished | mean train loss 0.0591
2026-10-23 18:26:26 | validation epoch 59 | val_loss 0.0760 | ms_ssim 0.9674 | ssim 0.9027 | psnr 30.7643 | lpips 0.0600 | val_msssim_l1 0.0293 | val_l2 0.0021 | val_ffl 0.0005 | val_vgg 0.2576 | val_dino 0.4043
2026-10-23 18:26:26 | ms_ssim did not improve (best 0.9676, now 0.9674) | 2 validation(s) without improvement
2026-10-23 18:28:16 | epoch 60/100 step 16500 (39/279) | loss 0.0522 | msssim_l1=0.0138 l2=0.0011 ffl=0.0001 vgg=0.2252 dino=0.3126 | lr 5.00e-05 | grad 0.534 | 11.6 img/s | peak 26.0GB
2026-10-23 18:30:47 | epoch 60/100 step 16550 (89/279) | loss 0.0634 | msssim_l1=0.0186 l2=0.0012 ffl=0.0001 vgg=0.2782 dino=0.3347 | lr 5.00e-05 | grad 0.774 | 10.6 img/s | peak 26.0GB
2026-10-23 18:33:19 | epoch 60/100 step 16600 (139/279) | loss 0.0541 | msssim_l1=0.0142 l2=0.0010 ffl=0.0001 vgg=0.2147 dino=0.3656 | lr 5.00e-05 | grad 0.758 | 10.6 img/s | peak 26.0GB
2026-10-23 18:35:52 | epoch 60/100 step 16650 (189/279) | loss 0.0605 | msssim_l1=0.0172 l2=0.0014 ffl=0.0002 vgg=0.2516 dino=0.3563 | lr 5.00e-05 | grad 0.968 | 10.5 img/s | peak 26.0GB
2026-10-23 18:38:23 | epoch 60/100 step 16700 (239/279) | loss 0.0638 | msssim_l1=0.0211 l2=0.0015 ffl=0.0001 vgg=0.2611 dino=0.3262 | lr 5.00e-05 | grad 0.635 | 10.6 img/s | peak 26.0GB
2026-10-23 18:40:03 | epoch 60 finished | mean train loss 0.0587
2026-10-23 18:40:32 | validation epoch 60 | val_loss 0.0757 | ms_ssim 0.9673 | ssim 0.9035 | psnr 30.7414 | lpips 0.0594 | val_msssim_l1 0.0293 | val_l2 0.0021 | val_ffl 0.0005 | val_vgg 0.2565 | val_dino 0.4004
2026-10-23 18:40:32 | ms_ssim did not improve (best 0.9676, now 0.9673) | 3 validation(s) without improvement
2026-10-23 18:40:54 | epoch 61/100 step 16750 (10/279) | loss 0.0556 | msssim_l1=0.0143 l2=0.0010 ffl=0.0001 vgg=0.2449 dino=0.3339 | lr 5.00e-05 | grad 0.696 | 16.9 img/s | peak 26.0GB
2026-10-23 18:42:39 | epoch 61/100 step 16800 (60/279) | loss 0.0523 | msssim_l1=0.0131 l2=0.0010 ffl=0.0001 vgg=0.2303 dino=0.3200 | lr 5.00e-05 | grad 0.402 | 15.3 img/s | peak 26.0GB
2026-10-23 18:44:24 | epoch 61/100 step 16850 (110/279) | loss 0.0540 | msssim_l1=0.0144 l2=0.0007 ffl=0.0000 vgg=0.2292 dino=0.3314 | lr 5.00e-05 | grad 0.524 | 15.2 img/s | peak 26.0GB
2026-10-23 18:47:13 | epoch 61/100 step 16900 (160/279) | loss 0.0695 | msssim_l1=0.0219 l2=0.0015 ffl=0.0002 vgg=0.2545 dino=0.4381 | lr 5.00e-05 | grad 0.478 | 9.4 img/s | peak 26.0GB
2026-10-23 18:49:50 | epoch 61/100 step 16950 (210/279) | loss 0.0650 | msssim_l1=0.0197 l2=0.0014 ffl=0.0001 vgg=0.2735 dino=0.3533 | lr 5.00e-05 | grad 0.636 | 10.3 img/s | peak 26.0GB
2026-10-23 18:51:30 | epoch 61/100 step 17000 (260/279) | loss 0.0598 | msssim_l1=0.0167 l2=0.0013 ffl=0.0001 vgg=0.2644 dino=0.3265 | lr 5.00e-05 | grad 0.638 | 15.9 img/s | peak 26.0GB
2026-10-23 18:52:08 | epoch 61 finished | mean train loss 0.0585
2026-10-23 18:52:39 | validation epoch 61 | val_loss 0.0753 | ms_ssim 0.9679 | ssim 0.9039 | psnr 30.8232 | lpips 0.0581 | val_msssim_l1 0.0290 | val_l2 0.0021 | val_ffl 0.0006 | val_vgg 0.2552 | val_dino 0.3997
2026-10-23 18:52:42 | ms_ssim improved 0.9676 -> 0.9679; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 18:53:50 | epoch 62/100 step 17050 (31/279) | loss 0.0567 | msssim_l1=0.0156 l2=0.0010 ffl=0.0000 vgg=0.2474 dino=0.3238 | lr 5.00e-05 | grad 0.397 | 15.0 img/s | peak 26.0GB
2026-10-23 18:55:41 | epoch 62/100 step 17100 (81/279) | loss 0.0497 | msssim_l1=0.0128 l2=0.0009 ffl=0.0000 vgg=0.2239 dino=0.2877 | lr 5.00e-05 | grad 0.541 | 14.5 img/s | peak 26.0GB
2026-10-23 18:58:17 | epoch 62/100 step 17150 (131/279) | loss 0.0566 | msssim_l1=0.0154 l2=0.0012 ffl=0.0001 vgg=0.2432 dino=0.3329 | lr 5.00e-05 | grad 0.644 | 10.2 img/s | peak 26.0GB
2026-10-23 19:00:50 | epoch 62/100 step 17200 (181/279) | loss 0.0521 | msssim_l1=0.0132 l2=0.0008 ffl=0.0000 vgg=0.2399 dino=0.2962 | lr 5.00e-05 | grad 0.449 | 10.5 img/s | peak 26.0GB
2026-10-23 19:03:23 | epoch 62/100 step 17250 (231/279) | loss 0.0569 | msssim_l1=0.0158 l2=0.0011 ffl=0.0001 vgg=0.2299 dino=0.3570 | lr 2.50e-05 | grad 0.365 | 10.4 img/s | peak 26.0GB
2026-10-23 19:05:52 | epoch 62 finished | mean train loss 0.0578
2026-10-23 19:06:26 | validation epoch 62 | val_loss 0.0740 | ms_ssim 0.9684 | ssim 0.9055 | psnr 30.9740 | lpips 0.0577 | val_msssim_l1 0.0284 | val_l2 0.0019 | val_ffl 0.0004 | val_vgg 0.2537 | val_dino 0.3925
2026-10-23 19:06:29 | ms_ssim improved 0.9679 -> 0.9684; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 19:06:36 | epoch 63/100 step 17300 (2/279) | loss 0.0485 | msssim_l1=0.0117 l2=0.0008 ffl=0.0000 vgg=0.2269 dino=0.2807 | lr 2.50e-05 | grad 0.507 | 15.5 img/s | peak 26.0GB
2026-10-23 19:09:08 | epoch 63/100 step 17350 (52/279) | loss 0.0614 | msssim_l1=0.0182 l2=0.0015 ffl=0.0001 vgg=0.2522 dino=0.3543 | lr 2.50e-05 | grad 0.570 | 10.6 img/s | peak 26.0GB
2026-10-23 19:11:41 | epoch 63/100 step 17400 (102/279) | loss 0.0560 | msssim_l1=0.0147 l2=0.0011 ffl=0.0001 vgg=0.2615 dino=0.2982 | lr 2.50e-05 | grad 0.446 | 10.5 img/s | peak 26.0GB
2026-10-23 19:14:15 | epoch 63/100 step 17450 (152/279) | loss 0.0557 | msssim_l1=0.0148 l2=0.0010 ffl=0.0001 vgg=0.2365 dino=0.3435 | lr 2.50e-05 | grad 0.306 | 10.4 img/s | peak 26.0GB
2026-10-23 19:16:47 | epoch 63/100 step 17500 (202/279) | loss 0.0662 | msssim_l1=0.0202 l2=0.0013 ffl=0.0001 vgg=0.2538 dino=0.4087 | lr 2.50e-05 | grad 0.455 | 10.5 img/s | peak 26.0GB
2026-10-23 19:19:20 | epoch 63/100 step 17550 (252/279) | loss 0.0543 | msssim_l1=0.0148 l2=0.0008 ffl=0.0000 vgg=0.2357 dino=0.3166 | lr 2.50e-05 | grad 0.445 | 10.5 img/s | peak 26.0GB
2026-10-23 19:20:47 | epoch 63 finished | mean train loss 0.0556
2026-10-23 19:21:21 | validation epoch 63 | val_loss 0.0731 | ms_ssim 0.9690 | ssim 0.9063 | psnr 31.0541 | lpips 0.0560 | val_msssim_l1 0.0279 | val_l2 0.0019 | val_ffl 0.0004 | val_vgg 0.2518 | val_dino 0.3883
2026-10-23 19:21:24 | ms_ssim improved 0.9684 -> 0.9690; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 19:22:34 | epoch 64/100 step 17600 (23/279) | loss 0.0500 | msssim_l1=0.0120 l2=0.0007 ffl=0.0000 vgg=0.2211 dino=0.3156 | lr 2.50e-05 | grad 0.318 | 10.9 img/s | peak 26.0GB
2026-10-23 19:25:07 | epoch 64/100 step 17650 (73/279) | loss 0.0541 | msssim_l1=0.0143 l2=0.0012 ffl=0.0001 vgg=0.2421 dino=0.3091 | lr 2.50e-05 | grad 0.677 | 10.5 img/s | peak 26.0GB
2026-10-23 19:27:39 | epoch 64/100 step 17700 (123/279) | loss 0.0538 | msssim_l1=0.0146 l2=0.0009 ffl=0.0000 vgg=0.2430 dino=0.2957 | lr 2.50e-05 | grad 0.433 | 10.5 img/s | peak 26.0GB
2026-10-23 19:30:12 | epoch 64/100 step 17750 (173/279) | loss 0.0507 | msssim_l1=0.0128 l2=0.0010 ffl=0.0001 vgg=0.2200 dino=0.3137 | lr 2.50e-05 | grad 0.526 | 10.5 img/s | peak 26.0GB
2026-10-23 19:32:32 | epoch 64/100 step 17800 (223/279) | loss 0.0463 | msssim_l1=0.0111 l2=0.0008 ffl=0.0000 vgg=0.2113 dino=0.2793 | lr 2.50e-05 | grad 0.336 | 11.4 img/s | peak 26.0GB
2026-10-23 19:35:20 | epoch 64/100 step 17850 (273/279) | loss 0.0464 | msssim_l1=0.0113 l2=0.0007 ffl=0.0000 vgg=0.2168 dino=0.2669 | lr 2.50e-05 | grad 0.443 | 9.5 img/s | peak 26.0GB
2026-10-23 19:35:45 | epoch 64 finished | mean train loss 0.0549
2026-10-23 19:36:33 | validation epoch 64 | val_loss 0.0730 | ms_ssim 0.9690 | ssim 0.9063 | psnr 31.0256 | lpips 0.0557 | val_msssim_l1 0.0279 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2513 | val_dino 0.3859
2026-10-23 19:36:36 | ms_ssim improved 0.9690 -> 0.9690; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 19:38:12 | epoch 65/100 step 17900 (44/279) | loss 0.0506 | msssim_l1=0.0132 l2=0.0009 ffl=0.0000 vgg=0.2172 dino=0.3113 | lr 2.50e-05 | grad 0.487 | 15.1 img/s | peak 26.0GB
2026-10-23 19:40:05 | epoch 65/100 step 17950 (94/279) | loss 0.0567 | msssim_l1=0.0150 l2=0.0010 ffl=0.0001 vgg=0.2561 dino=0.3186 | lr 2.50e-05 | grad 0.429 | 14.1 img/s | peak 26.0GB
2026-10-23 19:42:42 | epoch 65/100 step 18000 (144/279) | loss 0.0535 | msssim_l1=0.0139 l2=0.0008 ffl=0.0000 vgg=0.2287 dino=0.3325 | lr 2.50e-05 | grad 0.546 | 10.2 img/s | peak 26.0GB
2026-10-23 19:45:19 | epoch 65/100 step 18050 (194/279) | loss 0.0576 | msssim_l1=0.0156 l2=0.0010 ffl=0.0000 vgg=0.2541 dino=0.3291 | lr 2.50e-05 | grad 0.548 | 10.2 img/s | peak 26.0GB
2026-10-23 19:47:54 | epoch 65/100 step 18100 (244/279) | loss 0.0556 | msssim_l1=0.0146 l2=0.0010 ffl=0.0001 vgg=0.2544 dino=0.3086 | lr 2.50e-05 | grad 0.531 | 10.3 img/s | peak 26.0GB
2026-10-23 19:49:48 | epoch 65 finished | mean train loss 0.0545
2026-10-23 19:50:22 | validation epoch 65 | val_loss 0.0730 | ms_ssim 0.9691 | ssim 0.9067 | psnr 31.0090 | lpips 0.0549 | val_msssim_l1 0.0279 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2507 | val_dino 0.3863
2026-10-23 19:50:25 | ms_ssim improved 0.9690 -> 0.9691; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 19:51:09 | epoch 66/100 step 18150 (15/279) | loss 0.0635 | msssim_l1=0.0188 l2=0.0013 ffl=0.0001 vgg=0.2637 dino=0.3611 | lr 2.50e-05 | grad 0.471 | 11.7 img/s | peak 26.0GB
2026-10-23 19:53:45 | epoch 66/100 step 18200 (65/279) | loss 0.0483 | msssim_l1=0.0126 l2=0.0009 ffl=0.0000 vgg=0.2136 dino=0.2847 | lr 2.50e-05 | grad 0.680 | 10.3 img/s | peak 26.0GB
2026-10-23 19:56:21 | epoch 66/100 step 18250 (115/279) | loss 0.0489 | msssim_l1=0.0117 l2=0.0008 ffl=0.0001 vgg=0.2338 dino=0.2735 | lr 2.50e-05 | grad 0.488 | 10.2 img/s | peak 26.0GB
2026-10-23 19:59:23 | epoch 66/100 step 18300 (165/279) | loss 0.0492 | msssim_l1=0.0117 l2=0.0011 ffl=0.0003 vgg=0.2231 dino=0.2973 | lr 2.50e-05 | grad 0.611 | 8.8 img/s | peak 26.0GB
2026-10-23 20:02:54 | epoch 66/100 step 18350 (215/279) | loss 0.0561 | msssim_l1=0.0174 l2=0.0009 ffl=0.0001 vgg=0.2164 dino=0.3371 | lr 2.50e-05 | grad 1.164 | 7.6 img/s | peak 26.0GB
2026-10-23 20:05:57 | epoch 66/100 step 18400 (265/279) | loss 0.0570 | msssim_l1=0.0146 l2=0.0010 ffl=0.0001 vgg=0.2515 dino=0.3429 | lr 2.50e-05 | grad 0.480 | 8.7 img/s | peak 26.0GB
2026-10-23 20:06:46 | epoch 66 finished | mean train loss 0.0541
2026-10-23 20:07:20 | validation epoch 66 | val_loss 0.0726 | ms_ssim 0.9694 | ssim 0.9072 | psnr 31.0733 | lpips 0.0555 | val_msssim_l1 0.0277 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2499 | val_dino 0.3858
2026-10-23 20:07:23 | ms_ssim improved 0.9691 -> 0.9694; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 20:09:11 | epoch 67/100 step 18450 (36/279) | loss 0.0583 | msssim_l1=0.0160 l2=0.0009 ffl=0.0001 vgg=0.2534 dino=0.3353 | lr 2.50e-05 | grad 0.549 | 10.9 img/s | peak 26.0GB
2026-10-23 20:11:48 | epoch 67/100 step 18500 (86/279) | loss 0.0531 | msssim_l1=0.0140 l2=0.0009 ffl=0.0000 vgg=0.2472 dino=0.2849 | lr 2.50e-05 | grad 0.538 | 10.2 img/s | peak 26.0GB
2026-10-23 20:14:22 | epoch 67/100 step 18550 (136/279) | loss 0.0532 | msssim_l1=0.0139 l2=0.0010 ffl=0.0001 vgg=0.2516 dino=0.2793 | lr 2.50e-05 | grad 0.660 | 10.4 img/s | peak 26.0GB
2026-10-23 20:16:55 | epoch 67/100 step 18600 (186/279) | loss 0.0499 | msssim_l1=0.0122 l2=0.0008 ffl=0.0000 vgg=0.2147 dino=0.3219 | lr 2.50e-05 | grad 0.347 | 10.4 img/s | peak 26.0GB
2026-10-23 20:19:44 | epoch 67/100 step 18650 (236/279) | loss 0.0520 | msssim_l1=0.0130 l2=0.0009 ffl=0.0000 vgg=0.2430 dino=0.2910 | lr 2.50e-05 | grad 0.493 | 9.5 img/s | peak 26.0GB
2026-10-23 20:21:36 | epoch 67 finished | mean train loss 0.0539
2026-10-23 20:22:07 | validation epoch 67 | val_loss 0.0730 | ms_ssim 0.9689 | ssim 0.9075 | psnr 31.1182 | lpips 0.0554 | val_msssim_l1 0.0281 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2491 | val_dino 0.3844
2026-10-23 20:22:07 | ms_ssim did not improve (best 0.9694, now 0.9689) | 1 validation(s) without improvement
2026-10-23 20:22:20 | epoch 68/100 step 18700 (7/279) | loss 0.0491 | msssim_l1=0.0121 l2=0.0008 ffl=0.0000 vgg=0.2200 dino=0.2971 | lr 2.50e-05 | grad 0.703 | 20.9 img/s | peak 26.0GB
2026-10-23 20:24:43 | epoch 68/100 step 18750 (57/279) | loss 0.0539 | msssim_l1=0.0140 l2=0.0010 ffl=0.0001 vgg=0.2265 dino=0.3416 | lr 2.50e-05 | grad 0.590 | 11.2 img/s | peak 26.0GB
2026-10-23 20:27:21 | epoch 68/100 step 18800 (107/279) | loss 0.0585 | msssim_l1=0.0162 l2=0.0013 ffl=0.0001 vgg=0.2629 dino=0.3157 | lr 2.50e-05 | grad 0.526 | 10.1 img/s | peak 26.0GB
2026-10-23 20:30:04 | epoch 68/100 step 18850 (157/279) | loss 0.0607 | msssim_l1=0.0177 l2=0.0010 ffl=0.0001 vgg=0.2424 dino=0.3710 | lr 2.50e-05 | grad 0.557 | 9.8 img/s | peak 26.0GB
2026-10-23 20:32:43 | epoch 68/100 step 18900 (207/279) | loss 0.0554 | msssim_l1=0.0152 l2=0.0011 ffl=0.0001 vgg=0.2308 dino=0.3382 | lr 2.50e-05 | grad 0.562 | 10.1 img/s | peak 26.0GB
2026-10-23 20:35:23 | epoch 68/100 step 18950 (257/279) | loss 0.0499 | msssim_l1=0.0131 l2=0.0009 ffl=0.0000 vgg=0.2334 dino=0.2681 | lr 2.50e-05 | grad 0.443 | 10.0 img/s | peak 26.0GB
2026-10-23 20:36:43 | epoch 68 finished | mean train loss 0.0535
2026-10-23 20:37:17 | validation epoch 68 | val_loss 0.0729 | ms_ssim 0.9689 | ssim 0.9071 | psnr 31.1201 | lpips 0.0548 | val_msssim_l1 0.0280 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2494 | val_dino 0.3841
2026-10-23 20:37:17 | ms_ssim did not improve (best 0.9694, now 0.9689) | 2 validation(s) without improvement
2026-10-23 20:38:39 | epoch 69/100 step 19000 (28/279) | loss 0.0538 | msssim_l1=0.0139 l2=0.0010 ffl=0.0001 vgg=0.2504 dino=0.2945 | lr 2.50e-05 | grad 0.338 | 11.3 img/s | peak 26.0GB
2026-10-23 20:41:19 | epoch 69/100 step 19050 (78/279) | loss 0.0550 | msssim_l1=0.0157 l2=0.0010 ffl=0.0001 vgg=0.2400 dino=0.3015 | lr 2.50e-05 | grad 0.476 | 10.0 img/s | peak 26.0GB
2026-10-23 20:43:58 | epoch 69/100 step 19100 (128/279) | loss 0.0604 | msssim_l1=0.0173 l2=0.0015 ffl=0.0002 vgg=0.2403 dino=0.3754 | lr 2.50e-05 | grad 0.431 | 10.1 img/s | peak 26.0GB
2026-10-23 20:46:41 | epoch 69/100 step 19150 (178/279) | loss 0.0519 | msssim_l1=0.0146 l2=0.0008 ffl=0.0001 vgg=0.2198 dino=0.3012 | lr 2.50e-05 | grad 0.382 | 9.8 img/s | peak 26.0GB
2026-10-23 20:49:23 | epoch 69/100 step 19200 (228/279) | loss 0.0529 | msssim_l1=0.0137 l2=0.0010 ffl=0.0001 vgg=0.2435 dino=0.2943 | lr 2.50e-05 | grad 0.515 | 9.9 img/s | peak 26.0GB
2026-10-23 20:52:06 | epoch 69/100 step 19250 (278/279) | loss 0.0451 | msssim_l1=0.0104 l2=0.0007 ffl=0.0000 vgg=0.2075 dino=0.2759 | lr 2.50e-05 | grad 0.441 | 9.8 img/s | peak 26.0GB
2026-10-23 20:52:21 | epoch 69 finished | mean train loss 0.0533
2026-10-23 20:52:56 | validation epoch 69 | val_loss 0.0725 | ms_ssim 0.9692 | ssim 0.9081 | psnr 31.1887 | lpips 0.0543 | val_msssim_l1 0.0278 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2483 | val_dino 0.3842
2026-10-23 20:52:56 | ms_ssim did not improve (best 0.9694, now 0.9692) | 3 validation(s) without improvement
2026-10-23 20:55:25 | epoch 70/100 step 19300 (49/279) | loss 0.0478 | msssim_l1=0.0109 l2=0.0009 ffl=0.0001 vgg=0.2339 dino=0.2672 | lr 2.50e-05 | grad 0.531 | 10.7 img/s | peak 26.0GB
2026-10-23 20:58:06 | epoch 70/100 step 19350 (99/279) | loss 0.0504 | msssim_l1=0.0123 l2=0.0008 ffl=0.0000 vgg=0.2435 dino=0.2721 | lr 2.50e-05 | grad 0.439 | 9.9 img/s | peak 26.0GB
2026-10-23 21:00:43 | epoch 70/100 step 19400 (149/279) | loss 0.0627 | msssim_l1=0.0182 l2=0.0014 ffl=0.0002 vgg=0.2579 dino=0.3676 | lr 2.50e-05 | grad 0.684 | 10.2 img/s | peak 26.0GB
2026-10-23 21:03:30 | epoch 70/100 step 19450 (199/279) | loss 0.0500 | msssim_l1=0.0126 l2=0.0009 ffl=0.0001 vgg=0.2201 dino=0.3052 | lr 2.50e-05 | grad 0.479 | 9.6 img/s | peak 26.0GB
2026-10-23 21:05:59 | epoch 70/100 step 19500 (249/279) | loss 0.0507 | msssim_l1=0.0121 l2=0.0008 ffl=0.0000 vgg=0.2330 dino=0.3035 | lr 2.50e-05 | grad 0.660 | 10.7 img/s | peak 26.0GB
2026-10-23 21:07:07 | epoch 70 finished | mean train loss 0.0531
2026-10-23 21:07:35 | validation epoch 70 | val_loss 0.0731 | ms_ssim 0.9688 | ssim 0.9075 | psnr 31.0726 | lpips 0.0546 | val_msssim_l1 0.0283 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2488 | val_dino 0.3842
2026-10-23 21:07:35 | ms_ssim did not improve (best 0.9694, now 0.9688) | 4 validation(s) without improvement
2026-10-23 21:08:39 | epoch 71/100 step 19550 (20/279) | loss 0.0535 | msssim_l1=0.0131 l2=0.0009 ffl=0.0001 vgg=0.2278 dino=0.3482 | lr 2.50e-05 | grad 0.592 | 10.5 img/s | peak 26.0GB
2026-10-23 21:11:50 | epoch 71/100 step 19600 (70/279) | loss 0.0566 | msssim_l1=0.0150 l2=0.0011 ffl=0.0001 vgg=0.2534 dino=0.3218 | lr 2.50e-05 | grad 0.510 | 8.4 img/s | peak 26.0GB
2026-10-23 21:15:16 | epoch 71/100 step 19650 (120/279) | loss 0.0572 | msssim_l1=0.0158 l2=0.0011 ffl=0.0001 vgg=0.2492 dino=0.3271 | lr 2.50e-05 | grad 0.508 | 7.8 img/s | peak 26.0GB
2026-10-23 21:18:11 | epoch 71/100 step 19700 (170/279) | loss 0.0526 | msssim_l1=0.0143 l2=0.0011 ffl=0.0001 vgg=0.2349 dino=0.2933 | lr 2.50e-05 | grad 0.724 | 9.1 img/s | peak 26.0GB
2026-10-23 21:20:45 | epoch 71/100 step 19750 (220/279) | loss 0.0493 | msssim_l1=0.0117 l2=0.0009 ffl=0.0001 vgg=0.2257 dino=0.2965 | lr 2.50e-05 | grad 0.603 | 10.4 img/s | peak 26.0GB
2026-10-23 21:23:25 | epoch 71/100 step 19800 (270/279) | loss 0.0512 | msssim_l1=0.0133 l2=0.0008 ffl=0.0000 vgg=0.2376 dino=0.2806 | lr 2.50e-05 | grad 0.377 | 10.0 img/s | peak 26.0GB
2026-10-23 21:23:56 | epoch 71 finished | mean train loss 0.0527
2026-10-23 21:24:30 | validation epoch 71 | val_loss 0.0721 | ms_ssim 0.9694 | ssim 0.9085 | psnr 31.2301 | lpips 0.0534 | val_msssim_l1 0.0276 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2466 | val_dino 0.3815
2026-10-23 21:24:33 | ms_ssim improved 0.9694 -> 0.9694; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 21:26:40 | epoch 72/100 step 19850 (41/279) | loss 0.0485 | msssim_l1=0.0121 l2=0.0008 ffl=0.0000 vgg=0.2276 dino=0.2691 | lr 2.50e-05 | grad 0.377 | 10.5 img/s | peak 26.0GB
2026-10-23 21:29:16 | epoch 72/100 step 19900 (91/279) | loss 0.0511 | msssim_l1=0.0131 l2=0.0009 ffl=0.0000 vgg=0.2326 dino=0.2930 | lr 2.50e-05 | grad 0.453 | 10.3 img/s | peak 26.0GB
2026-10-23 21:31:52 | epoch 72/100 step 19950 (141/279) | loss 0.0533 | msssim_l1=0.0135 l2=0.0009 ffl=0.0001 vgg=0.2395 dino=0.3142 | lr 2.50e-05 | grad 0.467 | 10.2 img/s | peak 26.0GB
2026-10-23 21:34:29 | epoch 72/100 step 20000 (191/279) | loss 0.0493 | msssim_l1=0.0116 l2=0.0007 ffl=0.0000 vgg=0.2279 dino=0.2953 | lr 2.50e-05 | grad 0.473 | 10.2 img/s | peak 26.0GB
2026-10-23 21:37:09 | epoch 72/100 step 20050 (241/279) | loss 0.0462 | msssim_l1=0.0116 l2=0.0008 ffl=0.0000 vgg=0.2132 dino=0.2638 | lr 2.50e-05 | grad 0.463 | 10.0 img/s | peak 26.0GB
2026-10-23 21:39:10 | epoch 72 finished | mean train loss 0.0524
2026-10-23 21:39:45 | validation epoch 72 | val_loss 0.0716 | ms_ssim 0.9699 | ssim 0.9093 | psnr 31.2243 | lpips 0.0531 | val_msssim_l1 0.0272 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2462 | val_dino 0.3809
2026-10-23 21:39:48 | ms_ssim improved 0.9694 -> 0.9699; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 21:40:27 | epoch 73/100 step 20100 (12/279) | loss 0.0583 | msssim_l1=0.0163 l2=0.0010 ffl=0.0001 vgg=0.2532 dino=0.3304 | lr 2.50e-05 | grad 0.651 | 10.6 img/s | peak 26.0GB
2026-10-23 21:43:02 | epoch 73/100 step 20150 (62/279) | loss 0.0502 | msssim_l1=0.0124 l2=0.0008 ffl=0.0000 vgg=0.2346 dino=0.2838 | lr 2.50e-05 | grad 0.510 | 10.3 img/s | peak 26.0GB
2026-10-23 21:45:33 | epoch 73/100 step 20200 (112/279) | loss 0.0471 | msssim_l1=0.0117 l2=0.0008 ffl=0.0001 vgg=0.2058 dino=0.2945 | lr 2.50e-05 | grad 0.435 | 10.6 img/s | peak 26.0GB
2026-10-23 21:48:05 | epoch 73/100 step 20250 (162/279) | loss 0.0463 | msssim_l1=0.0105 l2=0.0007 ffl=0.0000 vgg=0.2206 dino=0.2723 | lr 2.50e-05 | grad 0.350 | 10.5 img/s | peak 26.0GB
2026-10-23 21:50:59 | epoch 73/100 step 20300 (212/279) | loss 0.0478 | msssim_l1=0.0115 l2=0.0008 ffl=0.0000 vgg=0.2264 dino=0.2715 | lr 2.50e-05 | grad 0.495 | 9.2 img/s | peak 26.0GB
2026-10-23 21:53:06 | epoch 73/100 step 20350 (262/279) | loss 0.0541 | msssim_l1=0.0154 l2=0.0013 ffl=0.0002 vgg=0.2339 dino=0.3013 | lr 2.50e-05 | grad 0.503 | 12.6 img/s | peak 26.0GB
2026-10-23 21:53:45 | epoch 73 finished | mean train loss 0.0523
2026-10-23 21:54:13 | validation epoch 73 | val_loss 0.0721 | ms_ssim 0.9692 | ssim 0.9083 | psnr 31.1622 | lpips 0.0533 | val_msssim_l1 0.0277 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2469 | val_dino 0.3811
2026-10-23 21:54:13 | ms_ssim did not improve (best 0.9699, now 0.9692) | 1 validation(s) without improvement
2026-10-23 21:55:17 | epoch 74/100 step 20400 (33/279) | loss 0.0536 | msssim_l1=0.0140 l2=0.0011 ffl=0.0001 vgg=0.2516 dino=0.2851 | lr 2.50e-05 | grad 0.324 | 17.3 img/s | peak 26.0GB
2026-10-23 21:57:39 | epoch 74/100 step 20450 (83/279) | loss 0.0554 | msssim_l1=0.0148 l2=0.0010 ffl=0.0001 vgg=0.2439 dino=0.3201 | lr 2.50e-05 | grad 0.413 | 11.3 img/s | peak 26.0GB
2026-10-23 22:00:00 | epoch 74/100 step 20500 (133/279) | loss 0.0615 | msssim_l1=0.0177 l2=0.0016 ffl=0.0002 vgg=0.2570 dino=0.3540 | lr 2.50e-05 | grad 0.453 | 11.4 img/s | peak 26.0GB
2026-10-23 22:02:19 | epoch 74/100 step 20550 (183/279) | loss 0.0511 | msssim_l1=0.0130 l2=0.0009 ffl=0.0000 vgg=0.2385 dino=0.2820 | lr 2.50e-05 | grad 0.472 | 11.5 img/s | peak 26.0GB
2026-10-23 22:04:41 | epoch 74/100 step 20600 (233/279) | loss 0.0523 | msssim_l1=0.0128 l2=0.0008 ffl=0.0001 vgg=0.2324 dino=0.3218 | lr 2.50e-05 | grad 0.457 | 11.3 img/s | peak 26.0GB
2026-10-23 22:06:47 | epoch 74 finished | mean train loss 0.0523
2026-10-23 22:07:23 | validation epoch 74 | val_loss 0.0720 | ms_ssim 0.9695 | ssim 0.9087 | psnr 31.1452 | lpips 0.0535 | val_msssim_l1 0.0277 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2461 | val_dino 0.3807
2026-10-23 22:07:23 | ms_ssim did not improve (best 0.9699, now 0.9695) | 2 validation(s) without improvement
2026-10-23 22:07:33 | epoch 75/100 step 20650 (4/279) | loss 0.0468 | msssim_l1=0.0109 l2=0.0007 ffl=0.0000 vgg=0.2300 dino=0.2570 | lr 2.50e-05 | grad 0.487 | 18.0 img/s | peak 26.0GB
2026-10-23 22:09:51 | epoch 75/100 step 20700 (54/279) | loss 0.0677 | msssim_l1=0.0220 l2=0.0017 ffl=0.0002 vgg=0.2631 dino=0.3804 | lr 2.50e-05 | grad 0.938 | 11.5 img/s | peak 26.0GB
2026-10-23 22:12:00 | epoch 75/100 step 20750 (104/279) | loss 0.0493 | msssim_l1=0.0127 l2=0.0007 ffl=0.0000 vgg=0.2102 dino=0.3089 | lr 2.50e-05 | grad 0.427 | 12.4 img/s | peak 26.0GB
2026-10-23 22:14:16 | epoch 75/100 step 20800 (154/279) | loss 0.0489 | msssim_l1=0.0117 l2=0.0008 ffl=0.0001 vgg=0.2160 dino=0.3081 | lr 2.50e-05 | grad 0.497 | 11.8 img/s | peak 26.0GB
2026-10-23 22:16:24 | epoch 75/100 step 20850 (204/279) | loss 0.0514 | msssim_l1=0.0122 l2=0.0010 ffl=0.0001 vgg=0.2328 dino=0.3147 | lr 2.50e-05 | grad 0.587 | 12.5 img/s | peak 26.0GB
2026-10-23 22:18:31 | epoch 75/100 step 20900 (254/279) | loss 0.0536 | msssim_l1=0.0143 l2=0.0009 ffl=0.0000 vgg=0.2484 dino=0.2872 | lr 2.50e-05 | grad 0.514 | 12.6 img/s | peak 26.0GB
2026-10-23 22:19:39 | epoch 75 finished | mean train loss 0.0519
2026-10-23 22:20:13 | validation epoch 75 | val_loss 0.0716 | ms_ssim 0.9698 | ssim 0.9092 | psnr 31.2697 | lpips 0.0530 | val_msssim_l1 0.0273 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2456 | val_dino 0.3797
2026-10-23 22:20:13 | ms_ssim did not improve (best 0.9699, now 0.9698) | 3 validation(s) without improvement
2026-10-23 22:21:15 | epoch 76/100 step 20950 (25/279) | loss 0.0607 | msssim_l1=0.0181 l2=0.0015 ffl=0.0001 vgg=0.2517 dino=0.3420 | lr 2.50e-05 | grad 0.603 | 13.4 img/s | peak 26.0GB
2026-10-23 22:23:28 | epoch 76/100 step 21000 (75/279) | loss 0.0605 | msssim_l1=0.0165 l2=0.0009 ffl=0.0000 vgg=0.2447 dino=0.3875 | lr 2.50e-05 | grad 0.342 | 12.1 img/s | peak 26.0GB
2026-10-23 22:25:42 | epoch 76/100 step 21050 (125/279) | loss 0.0460 | msssim_l1=0.0113 l2=0.0007 ffl=0.0000 vgg=0.2043 dino=0.2850 | lr 2.50e-05 | grad 0.487 | 12.0 img/s | peak 26.0GB
2026-10-23 22:27:55 | epoch 76/100 step 21100 (175/279) | loss 0.0500 | msssim_l1=0.0138 l2=0.0009 ffl=0.0000 vgg=0.2257 dino=0.2706 | lr 2.50e-05 | grad 0.444 | 12.0 img/s | peak 26.0GB
2026-10-23 22:30:17 | epoch 76/100 step 21150 (225/279) | loss 0.0654 | msssim_l1=0.0193 l2=0.0012 ffl=0.0001 vgg=0.2713 dino=0.3769 | lr 2.50e-05 | grad 0.488 | 11.3 img/s | peak 26.0GB
2026-10-23 22:32:24 | epoch 76/100 step 21200 (275/279) | loss 0.0622 | msssim_l1=0.0170 l2=0.0010 ffl=0.0001 vgg=0.2574 dino=0.3859 | lr 2.50e-05 | grad 0.471 | 12.5 img/s | peak 26.0GB
2026-10-23 22:32:42 | epoch 76 finished | mean train loss 0.0516
2026-10-23 22:33:16 | validation epoch 76 | val_loss 0.0718 | ms_ssim 0.9696 | ssim 0.9094 | psnr 31.2466 | lpips 0.0528 | val_msssim_l1 0.0275 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2450 | val_dino 0.3803
2026-10-23 22:33:16 | ms_ssim did not improve (best 0.9699, now 0.9696) | 4 validation(s) without improvement
2026-10-23 22:35:21 | epoch 77/100 step 21250 (46/279) | loss 0.0546 | msssim_l1=0.0146 l2=0.0010 ffl=0.0000 vgg=0.2548 dino=0.2866 | lr 2.50e-05 | grad 0.351 | 12.1 img/s | peak 26.0GB
2026-10-23 22:37:41 | epoch 77/100 step 21300 (96/279) | loss 0.0539 | msssim_l1=0.0147 l2=0.0012 ffl=0.0000 vgg=0.2493 dino=0.2815 | lr 2.50e-05 | grad 0.439 | 11.4 img/s | peak 26.0GB
2026-10-23 22:40:06 | epoch 77/100 step 21350 (146/279) | loss 0.0536 | msssim_l1=0.0135 l2=0.0010 ffl=0.0000 vgg=0.2379 dino=0.3236 | lr 2.50e-05 | grad 0.322 | 11.0 img/s | peak 26.0GB
2026-10-23 22:42:26 | epoch 77/100 step 21400 (196/279) | loss 0.0458 | msssim_l1=0.0109 l2=0.0006 ffl=0.0000 vgg=0.1953 dino=0.3042 | lr 2.50e-05 | grad 0.278 | 11.5 img/s | peak 26.0GB
2026-10-23 22:44:51 | epoch 77/100 step 21450 (246/279) | loss 0.0466 | msssim_l1=0.0111 l2=0.0008 ffl=0.0000 vgg=0.2219 dino=0.2626 | lr 2.50e-05 | grad 0.613 | 11.0 img/s | peak 26.0GB
2026-10-23 22:46:33 | epoch 77 finished | mean train loss 0.0516
2026-10-23 22:47:08 | validation epoch 77 | val_loss 0.0719 | ms_ssim 0.9694 | ssim 0.9093 | psnr 31.2376 | lpips 0.0523 | val_msssim_l1 0.0277 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2448 | val_dino 0.3796
2026-10-23 22:47:08 | ms_ssim did not improve (best 0.9699, now 0.9694) | 5 validation(s) without improvement
2026-10-23 22:47:47 | epoch 78/100 step 21500 (17/279) | loss 0.0457 | msssim_l1=0.0113 l2=0.0008 ffl=0.0001 vgg=0.2178 dino=0.2505 | lr 2.50e-05 | grad 0.445 | 15.0 img/s | peak 26.0GB
2026-10-23 22:50:12 | epoch 78/100 step 21550 (67/279) | loss 0.0494 | msssim_l1=0.0120 l2=0.0009 ffl=0.0001 vgg=0.2092 dino=0.3268 | lr 2.50e-05 | grad 0.406 | 11.0 img/s | peak 26.0GB
2026-10-23 22:52:48 | epoch 78/100 step 21600 (117/279) | loss 0.0529 | msssim_l1=0.0136 l2=0.0009 ffl=0.0000 vgg=0.2438 dino=0.2957 | lr 2.50e-05 | grad 0.411 | 10.3 img/s | peak 26.0GB
2026-10-23 22:54:21 | epoch 78/100 step 21650 (167/279) | loss 0.0514 | msssim_l1=0.0142 l2=0.0010 ffl=0.0000 vgg=0.2366 dino=0.2665 | lr 2.50e-05 | grad 0.450 | 17.1 img/s | peak 26.0GB
2026-10-23 22:56:01 | epoch 78/100 step 21700 (217/279) | loss 0.0577 | msssim_l1=0.0162 l2=0.0012 ffl=0.0001 vgg=0.2466 dino=0.3337 | lr 2.50e-05 | grad 0.505 | 16.0 img/s | peak 26.0GB
2026-10-23 22:57:39 | epoch 78/100 step 21750 (267/279) | loss 0.0453 | msssim_l1=0.0106 l2=0.0008 ffl=0.0000 vgg=0.2188 dino=0.2542 | lr 2.50e-05 | grad 0.499 | 16.3 img/s | peak 26.0GB
2026-10-23 22:58:23 | epoch 78 finished | mean train loss 0.0512
2026-10-23 22:58:58 | validation epoch 78 | val_loss 0.0710 | ms_ssim 0.9701 | ssim 0.9105 | psnr 31.2976 | lpips 0.0517 | val_msssim_l1 0.0271 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2435 | val_dino 0.3784
2026-10-23 22:59:01 | ms_ssim improved 0.9699 -> 0.9701; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-23 23:00:47 | epoch 79/100 step 21800 (38/279) | loss 0.0538 | msssim_l1=0.0146 l2=0.0010 ffl=0.0001 vgg=0.2338 dino=0.3126 | lr 2.50e-05 | grad 0.520 | 11.7 img/s | peak 26.0GB
2026-10-23 23:03:16 | epoch 79/100 step 21850 (88/279) | loss 0.0569 | msssim_l1=0.0156 l2=0.0014 ffl=0.0001 vgg=0.2512 dino=0.3174 | lr 2.50e-05 | grad 0.625 | 10.7 img/s | peak 26.0GB
2026-10-23 23:05:45 | epoch 79/100 step 21900 (138/279) | loss 0.0541 | msssim_l1=0.0145 l2=0.0009 ffl=0.0001 vgg=0.2401 dino=0.3078 | lr 2.50e-05 | grad 0.533 | 10.8 img/s | peak 26.0GB
2026-10-23 23:08:13 | epoch 79/100 step 21950 (188/279) | loss 0.0511 | msssim_l1=0.0124 l2=0.0009 ffl=0.0001 vgg=0.2345 dino=0.3014 | lr 2.50e-05 | grad 0.444 | 10.8 img/s | peak 26.0GB
2026-10-23 23:10:41 | epoch 79/100 step 22000 (238/279) | loss 0.0477 | msssim_l1=0.0113 l2=0.0007 ffl=0.0000 vgg=0.2182 dino=0.2881 | lr 2.50e-05 | grad 0.471 | 10.8 img/s | peak 26.0GB
2026-10-23 23:12:54 | epoch 79 finished | mean train loss 0.0512
2026-10-23 23:13:29 | validation epoch 79 | val_loss 0.0711 | ms_ssim 0.9699 | ssim 0.9100 | psnr 31.3060 | lpips 0.0517 | val_msssim_l1 0.0272 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2434 | val_dino 0.3771
2026-10-23 23:13:29 | ms_ssim did not improve (best 0.9701, now 0.9699) | 1 validation(s) without improvement
2026-10-23 23:13:48 | epoch 80/100 step 22050 (9/279) | loss 0.0558 | msssim_l1=0.0164 l2=0.0012 ffl=0.0001 vgg=0.2297 dino=0.3244 | lr 2.50e-05 | grad 0.498 | 16.8 img/s | peak 26.0GB
2026-10-23 23:16:18 | epoch 80/100 step 22100 (59/279) | loss 0.0499 | msssim_l1=0.0122 l2=0.0007 ffl=0.0000 vgg=0.2130 dino=0.3254 | lr 2.50e-05 | grad 0.404 | 10.7 img/s | peak 26.0GB
2026-10-23 23:18:47 | epoch 80/100 step 22150 (109/279) | loss 0.0461 | msssim_l1=0.0111 l2=0.0008 ffl=0.0000 vgg=0.2189 dino=0.2596 | lr 2.50e-05 | grad 0.475 | 10.7 img/s | peak 26.0GB
2026-10-23 23:21:15 | epoch 80/100 step 22200 (159/279) | loss 0.0464 | msssim_l1=0.0113 l2=0.0008 ffl=0.0000 vgg=0.2182 dino=0.2627 | lr 2.50e-05 | grad 0.527 | 10.8 img/s | peak 26.0GB
2026-10-23 23:23:45 | epoch 80/100 step 22250 (209/279) | loss 0.0516 | msssim_l1=0.0135 l2=0.0009 ffl=0.0001 vgg=0.2257 dino=0.3078 | lr 2.50e-05 | grad 1.130 | 10.7 img/s | peak 26.0GB
2026-10-23 23:26:14 | epoch 80/100 step 22300 (259/279) | loss 0.0497 | msssim_l1=0.0120 l2=0.0009 ffl=0.0000 vgg=0.2405 dino=0.2706 | lr 2.50e-05 | grad 0.479 | 10.7 img/s | peak 26.0GB
2026-10-23 23:27:13 | epoch 80 finished | mean train loss 0.0510
2026-10-23 23:27:48 | validation epoch 80 | val_loss 0.0713 | ms_ssim 0.9697 | ssim 0.9101 | psnr 31.2901 | lpips 0.0515 | val_msssim_l1 0.0275 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2428 | val_dino 0.3763
2026-10-23 23:27:48 | ms_ssim did not improve (best 0.9701, now 0.9697) | 2 validation(s) without improvement
2026-10-23 23:29:21 | epoch 81/100 step 22350 (30/279) | loss 0.0490 | msssim_l1=0.0117 l2=0.0009 ffl=0.0000 vgg=0.2239 dino=0.2968 | lr 2.50e-05 | grad 0.451 | 10.7 img/s | peak 26.0GB
2026-10-23 23:31:49 | epoch 81/100 step 22400 (80/279) | loss 0.0434 | msssim_l1=0.0099 l2=0.0006 ffl=0.0000 vgg=0.2129 dino=0.2430 | lr 2.50e-05 | grad 0.503 | 10.8 img/s | peak 26.0GB
2026-10-23 23:34:17 | epoch 81/100 step 22450 (130/279) | loss 0.0523 | msssim_l1=0.0136 l2=0.0009 ffl=0.0000 vgg=0.2342 dino=0.3014 | lr 2.50e-05 | grad 0.538 | 10.8 img/s | peak 26.0GB
2026-10-23 23:36:47 | epoch 81/100 step 22500 (180/279) | loss 0.0474 | msssim_l1=0.0109 l2=0.0007 ffl=0.0000 vgg=0.2114 dino=0.3066 | lr 2.50e-05 | grad 0.340 | 10.7 img/s | peak 26.0GB
2026-10-23 23:39:15 | epoch 81/100 step 22550 (230/279) | loss 0.0560 | msssim_l1=0.0157 l2=0.0010 ffl=0.0000 vgg=0.2405 dino=0.3211 | lr 2.50e-05 | grad 0.426 | 10.8 img/s | peak 26.0GB
2026-10-23 23:41:42 | epoch 81 finished | mean train loss 0.0507
2026-10-23 23:42:16 | validation epoch 81 | val_loss 0.0712 | ms_ssim 0.9699 | ssim 0.9104 | psnr 31.2813 | lpips 0.0514 | val_msssim_l1 0.0273 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2429 | val_dino 0.3764
2026-10-23 23:42:16 | ms_ssim did not improve (best 0.9701, now 0.9699) | 3 validation(s) without improvement
2026-10-23 23:42:22 | epoch 82/100 step 22600 (1/279) | loss 0.0478 | msssim_l1=0.0130 l2=0.0009 ffl=0.0001 vgg=0.2203 dino=0.2530 | lr 2.50e-05 | grad 0.634 | 13.3 img/s | peak 26.0GB
2026-10-23 23:44:53 | epoch 82/100 step 22650 (51/279) | loss 0.0559 | msssim_l1=0.0151 l2=0.0010 ffl=0.0000 vgg=0.2582 dino=0.2981 | lr 2.50e-05 | grad 0.550 | 10.5 img/s | peak 26.0GB
2026-10-23 23:47:44 | epoch 82/100 step 22700 (101/279) | loss 0.0490 | msssim_l1=0.0119 l2=0.0009 ffl=0.0001 vgg=0.2171 dino=0.3044 | lr 2.50e-05 | grad 0.556 | 9.4 img/s | peak 26.0GB
2026-10-23 23:49:31 | epoch 82/100 step 22750 (151/279) | loss 0.0524 | msssim_l1=0.0137 l2=0.0010 ffl=0.0001 vgg=0.2368 dino=0.2968 | lr 2.50e-05 | grad 0.416 | 14.9 img/s | peak 26.0GB
2026-10-23 23:51:40 | epoch 82/100 step 22800 (201/279) | loss 0.0548 | msssim_l1=0.0140 l2=0.0010 ffl=0.0001 vgg=0.2457 dino=0.3216 | lr 2.50e-05 | grad 0.432 | 12.3 img/s | peak 26.0GB
2026-10-23 23:54:10 | epoch 82/100 step 22850 (251/279) | loss 0.0517 | msssim_l1=0.0139 l2=0.0007 ffl=0.0001 vgg=0.2259 dino=0.3017 | lr 2.50e-05 | grad 0.412 | 10.7 img/s | peak 26.0GB
2026-10-23 23:55:35 | epoch 82 finished | mean train loss 0.0505
2026-10-23 23:56:10 | validation epoch 82 | val_loss 0.0710 | ms_ssim 0.9699 | ssim 0.9103 | psnr 31.3436 | lpips 0.0517 | val_msssim_l1 0.0272 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2424 | val_dino 0.3764
2026-10-23 23:56:10 | ms_ssim did not improve (best 0.9701, now 0.9699) | 4 validation(s) without improvement
2026-10-23 23:57:16 | epoch 83/100 step 22900 (22/279) | loss 0.0522 | msssim_l1=0.0136 l2=0.0009 ffl=0.0000 vgg=0.2388 dino=0.2905 | lr 2.50e-05 | grad 0.502 | 11.1 img/s | peak 26.0GB
2026-10-23 23:59:45 | epoch 83/100 step 22950 (72/279) | loss 0.0511 | msssim_l1=0.0122 l2=0.0009 ffl=0.0000 vgg=0.2447 dino=0.2863 | lr 2.50e-05 | grad 0.342 | 10.7 img/s | peak 26.0GB
2026-10-24 00:02:14 | epoch 83/100 step 23000 (122/279) | loss 0.0452 | msssim_l1=0.0108 l2=0.0007 ffl=0.0000 vgg=0.2125 dino=0.2607 | lr 2.50e-05 | grad 0.557 | 10.8 img/s | peak 26.0GB
2026-10-24 00:04:44 | epoch 83/100 step 23050 (172/279) | loss 0.0490 | msssim_l1=0.0117 l2=0.0008 ffl=0.0001 vgg=0.2157 dino=0.3109 | lr 2.50e-05 | grad 0.416 | 10.7 img/s | peak 26.0GB
2026-10-24 00:07:13 | epoch 83/100 step 23100 (222/279) | loss 0.0533 | msssim_l1=0.0132 l2=0.0010 ffl=0.0001 vgg=0.2389 dino=0.3201 | lr 2.50e-05 | grad 0.536 | 10.7 img/s | peak 26.0GB
2026-10-24 00:09:42 | epoch 83/100 step 23150 (272/279) | loss 0.0533 | msssim_l1=0.0141 l2=0.0009 ffl=0.0000 vgg=0.2451 dino=0.2908 | lr 2.50e-05 | grad 0.403 | 10.7 img/s | peak 26.0GB
2026-10-24 00:10:07 | epoch 83 finished | mean train loss 0.0503
2026-10-24 00:10:42 | validation epoch 83 | val_loss 0.0709 | ms_ssim 0.9698 | ssim 0.9104 | psnr 31.2880 | lpips 0.0507 | val_msssim_l1 0.0272 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2421 | val_dino 0.3756
2026-10-24 00:10:42 | ms_ssim did not improve (best 0.9701, now 0.9698) | 5 validation(s) without improvement
2026-10-24 00:12:50 | epoch 84/100 step 23200 (43/279) | loss 0.0456 | msssim_l1=0.0109 l2=0.0007 ffl=0.0001 vgg=0.2086 dino=0.2740 | lr 2.50e-05 | grad 0.688 | 11.0 img/s | peak 26.0GB
2026-10-24 00:15:20 | epoch 84/100 step 23250 (93/279) | loss 0.0481 | msssim_l1=0.0116 l2=0.0007 ffl=0.0000 vgg=0.2341 dino=0.2596 | lr 2.50e-05 | grad 0.411 | 10.6 img/s | peak 26.0GB
2026-10-24 00:17:47 | epoch 84/100 step 23300 (143/279) | loss 0.0522 | msssim_l1=0.0131 l2=0.0010 ffl=0.0000 vgg=0.2242 dino=0.3290 | lr 2.50e-05 | grad 0.518 | 10.9 img/s | peak 26.0GB
2026-10-24 00:20:17 | epoch 84/100 step 23350 (193/279) | loss 0.0511 | msssim_l1=0.0127 l2=0.0008 ffl=0.0001 vgg=0.2208 dino=0.3230 | lr 2.50e-05 | grad 0.394 | 10.7 img/s | peak 26.0GB
2026-10-24 00:22:48 | epoch 84/100 step 23400 (243/279) | loss 0.0471 | msssim_l1=0.0116 l2=0.0008 ffl=0.0000 vgg=0.2055 dino=0.2950 | lr 2.50e-05 | grad 0.506 | 10.6 img/s | peak 26.0GB
2026-10-24 00:24:41 | epoch 84 finished | mean train loss 0.0500
2026-10-24 00:25:16 | validation epoch 84 | val_loss 0.0707 | ms_ssim 0.9700 | ssim 0.9110 | psnr 31.4124 | lpips 0.0506 | val_msssim_l1 0.0271 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2409 | val_dino 0.3748
2026-10-24 00:25:16 | ms_ssim did not improve (best 0.9701, now 0.9700) | 6 validation(s) without improvement
2026-10-24 00:25:57 | epoch 85/100 step 23450 (14/279) | loss 0.0503 | msssim_l1=0.0126 l2=0.0010 ffl=0.0001 vgg=0.2325 dino=0.2863 | lr 2.50e-05 | grad 0.730 | 11.8 img/s | peak 26.0GB
2026-10-24 00:28:27 | epoch 85/100 step 23500 (64/279) | loss 0.0560 | msssim_l1=0.0151 l2=0.0010 ffl=0.0001 vgg=0.2508 dino=0.3133 | lr 2.50e-05 | grad 0.689 | 10.7 img/s | peak 26.0GB
2026-10-24 00:30:56 | epoch 85/100 step 23550 (114/279) | loss 0.0580 | msssim_l1=0.0151 l2=0.0010 ffl=0.0001 vgg=0.2446 dino=0.3648 | lr 2.50e-05 | grad 0.497 | 10.7 img/s | peak 26.0GB
2026-10-24 00:33:26 | epoch 85/100 step 23600 (164/279) | loss 0.0506 | msssim_l1=0.0129 l2=0.0009 ffl=0.0000 vgg=0.2316 dino=0.2880 | lr 2.50e-05 | grad 0.381 | 10.6 img/s | peak 26.0GB
2026-10-24 00:35:48 | epoch 85/100 step 23650 (214/279) | loss 0.0496 | msssim_l1=0.0123 l2=0.0009 ffl=0.0000 vgg=0.2334 dino=0.2765 | lr 2.50e-05 | grad 0.365 | 11.3 img/s | peak 26.0GB
2026-10-24 00:38:44 | epoch 85/100 step 23700 (264/279) | loss 0.0449 | msssim_l1=0.0100 l2=0.0007 ffl=0.0000 vgg=0.2030 dino=0.2900 | lr 2.50e-05 | grad 0.429 | 9.1 img/s | peak 26.0GB
2026-10-24 00:39:41 | epoch 85 finished | mean train loss 0.0499
2026-10-24 00:40:12 | validation epoch 85 | val_loss 0.0708 | ms_ssim 0.9699 | ssim 0.9109 | psnr 31.3823 | lpips 0.0502 | val_msssim_l1 0.0272 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2413 | val_dino 0.3735
2026-10-24 00:40:12 | ms_ssim did not improve (best 0.9701, now 0.9699) | 7 validation(s) without improvement
2026-10-24 00:41:27 | epoch 86/100 step 23750 (35/279) | loss 0.0516 | msssim_l1=0.0128 l2=0.0009 ffl=0.0000 vgg=0.2436 dino=0.2855 | lr 2.50e-05 | grad 0.537 | 15.5 img/s | peak 26.0GB
2026-10-24 00:43:38 | epoch 86/100 step 23800 (85/279) | loss 0.0482 | msssim_l1=0.0120 l2=0.0008 ffl=0.0000 vgg=0.2307 dino=0.2585 | lr 2.50e-05 | grad 0.554 | 12.2 img/s | peak 26.0GB
2026-10-24 00:46:08 | epoch 86/100 step 23850 (135/279) | loss 0.0432 | msssim_l1=0.0104 l2=0.0007 ffl=0.0000 vgg=0.2025 dino=0.2497 | lr 2.50e-05 | grad 0.268 | 10.7 img/s | peak 26.0GB
2026-10-24 00:48:37 | epoch 86/100 step 23900 (185/279) | loss 0.0564 | msssim_l1=0.0145 l2=0.0009 ffl=0.0000 vgg=0.2521 dino=0.3305 | lr 2.50e-05 | grad 0.511 | 10.7 img/s | peak 26.0GB
2026-10-24 00:51:05 | epoch 86/100 step 23950 (235/279) | loss 0.0530 | msssim_l1=0.0142 l2=0.0009 ffl=0.0001 vgg=0.2379 dino=0.2979 | lr 2.50e-05 | grad 0.561 | 10.8 img/s | peak 26.0GB
2026-10-24 00:53:21 | epoch 86 finished | mean train loss 0.0499
2026-10-24 00:53:56 | validation epoch 86 | val_loss 0.0707 | ms_ssim 0.9698 | ssim 0.9108 | psnr 31.4021 | lpips 0.0503 | val_msssim_l1 0.0272 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2406 | val_dino 0.3734
2026-10-24 00:53:56 | ms_ssim did not improve (best 0.9701, now 0.9698) | 8 validation(s) without improvement
2026-10-24 00:54:11 | epoch 87/100 step 24000 (6/279) | loss 0.0449 | msssim_l1=0.0104 l2=0.0007 ffl=0.0000 vgg=0.2163 dino=0.2546 | lr 2.50e-05 | grad 0.548 | 16.5 img/s | peak 26.0GB
2026-10-24 00:56:40 | epoch 87/100 step 24050 (56/279) | loss 0.0454 | msssim_l1=0.0107 l2=0.0008 ffl=0.0000 vgg=0.2149 dino=0.2618 | lr 2.50e-05 | grad 0.312 | 10.7 img/s | peak 26.0GB
2026-10-24 00:59:08 | epoch 87/100 step 24100 (106/279) | loss 0.0443 | msssim_l1=0.0099 l2=0.0008 ffl=0.0000 vgg=0.2084 dino=0.2687 | lr 2.50e-05 | grad 0.446 | 10.8 img/s | peak 26.0GB
2026-10-24 01:01:37 | epoch 87/100 step 24150 (156/279) | loss 0.0532 | msssim_l1=0.0137 l2=0.0008 ffl=0.0000 vgg=0.2348 dino=0.3184 | lr 2.50e-05 | grad 0.489 | 10.8 img/s | peak 26.0GB
2026-10-24 01:04:05 | epoch 87/100 step 24200 (206/279) | loss 0.0554 | msssim_l1=0.0144 l2=0.0010 ffl=0.0001 vgg=0.2507 dino=0.3150 | lr 2.50e-05 | grad 0.692 | 10.8 img/s | peak 26.0GB
2026-10-24 01:06:33 | epoch 87/100 step 24250 (256/279) | loss 0.0465 | msssim_l1=0.0112 l2=0.0008 ffl=0.0000 vgg=0.2224 dino=0.2600 | lr 2.50e-05 | grad 0.551 | 10.8 img/s | peak 26.0GB
2026-10-24 01:07:50 | epoch 87 finished | mean train loss 0.0497
2026-10-24 01:08:25 | validation epoch 87 | val_loss 0.0703 | ms_ssim 0.9702 | ssim 0.9115 | psnr 31.4459 | lpips 0.0499 | val_msssim_l1 0.0269 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2399 | val_dino 0.3721
2026-10-24 01:08:27 | ms_ssim improved 0.9701 -> 0.9702; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-24 01:09:41 | epoch 88/100 step 24300 (27/279) | loss 0.0575 | msssim_l1=0.0151 l2=0.0010 ffl=0.0000 vgg=0.2554 dino=0.3333 | lr 2.50e-05 | grad 0.505 | 12.1 img/s | peak 26.0GB
2026-10-24 01:12:09 | epoch 88/100 step 24350 (77/279) | loss 0.0510 | msssim_l1=0.0123 l2=0.0009 ffl=0.0001 vgg=0.2254 dino=0.3195 | lr 2.50e-05 | grad 0.374 | 10.8 img/s | peak 26.0GB
2026-10-24 01:14:39 | epoch 88/100 step 24400 (127/279) | loss 0.0455 | msssim_l1=0.0109 l2=0.0008 ffl=0.0000 vgg=0.2197 dino=0.2495 | lr 2.50e-05 | grad 0.405 | 10.7 img/s | peak 26.0GB
2026-10-24 01:17:08 | epoch 88/100 step 24450 (177/279) | loss 0.0549 | msssim_l1=0.0143 l2=0.0009 ffl=0.0000 vgg=0.2409 dino=0.3281 | lr 2.50e-05 | grad 0.483 | 10.7 img/s | peak 26.0GB
2026-10-24 01:19:36 | epoch 88/100 step 24500 (227/279) | loss 0.0548 | msssim_l1=0.0143 l2=0.0011 ffl=0.0001 vgg=0.2438 dino=0.3191 | lr 2.50e-05 | grad 0.470 | 10.8 img/s | peak 26.0GB
2026-10-24 01:22:05 | epoch 88/100 step 24550 (277/279) | loss 0.0493 | msssim_l1=0.0122 l2=0.0008 ffl=0.0001 vgg=0.2089 dino=0.3219 | lr 2.50e-05 | grad 0.288 | 10.8 img/s | peak 26.0GB
2026-10-24 01:22:19 | epoch 88 finished | mean train loss 0.0495
2026-10-24 01:22:54 | validation epoch 88 | val_loss 0.0702 | ms_ssim 0.9701 | ssim 0.9117 | psnr 31.4341 | lpips 0.0497 | val_msssim_l1 0.0270 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2393 | val_dino 0.3711
2026-10-24 01:22:54 | ms_ssim did not improve (best 0.9702, now 0.9701) | 1 validation(s) without improvement
2026-10-24 01:25:11 | epoch 89/100 step 24600 (48/279) | loss 0.0485 | msssim_l1=0.0116 l2=0.0008 ffl=0.0001 vgg=0.2309 dino=0.2750 | lr 2.50e-05 | grad 0.348 | 11.4 img/s | peak 26.0GB
2026-10-24 01:27:41 | epoch 89/100 step 24650 (98/279) | loss 0.0472 | msssim_l1=0.0125 l2=0.0007 ffl=0.0000 vgg=0.2176 dino=0.2572 | lr 2.50e-05 | grad 0.560 | 10.7 img/s | peak 26.0GB
2026-10-24 01:30:19 | epoch 89/100 step 24700 (148/279) | loss 0.0464 | msssim_l1=0.0112 l2=0.0007 ffl=0.0000 vgg=0.2156 dino=0.2720 | lr 2.50e-05 | grad 0.332 | 10.1 img/s | peak 26.0GB
2026-10-24 01:32:46 | epoch 89/100 step 24750 (198/279) | loss 0.0603 | msssim_l1=0.0179 l2=0.0013 ffl=0.0001 vgg=0.2417 dino=0.3611 | lr 2.50e-05 | grad 0.494 | 10.9 img/s | peak 26.0GB
2026-10-24 01:34:29 | epoch 89/100 step 24800 (248/279) | loss 0.0591 | msssim_l1=0.0160 l2=0.0014 ffl=0.0001 vgg=0.2553 dino=0.3469 | lr 2.50e-05 | grad 0.882 | 15.5 img/s | peak 26.0GB
2026-10-24 01:36:12 | epoch 89 finished | mean train loss 0.0493
2026-10-24 01:36:47 | validation epoch 89 | val_loss 0.0705 | ms_ssim 0.9701 | ssim 0.9114 | psnr 31.4199 | lpips 0.0499 | val_msssim_l1 0.0271 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2396 | val_dino 0.3724
2026-10-24 01:36:47 | ms_ssim did not improve (best 0.9702, now 0.9701) | 2 validation(s) without improvement
2026-10-24 01:37:37 | epoch 90/100 step 24850 (19/279) | loss 0.0459 | msssim_l1=0.0103 l2=0.0008 ffl=0.0000 vgg=0.2252 dino=0.2585 | lr 2.50e-05 | grad 0.313 | 12.9 img/s | peak 26.0GB
2026-10-24 01:40:05 | epoch 90/100 step 24900 (69/279) | loss 0.0468 | msssim_l1=0.0120 l2=0.0008 ffl=0.0001 vgg=0.2182 dino=0.2564 | lr 2.50e-05 | grad 0.656 | 10.8 img/s | peak 26.0GB
2026-10-24 01:42:33 | epoch 90/100 step 24950 (119/279) | loss 0.0438 | msssim_l1=0.0106 l2=0.0007 ffl=0.0000 vgg=0.2023 dino=0.2588 | lr 2.50e-05 | grad 0.356 | 10.8 img/s | peak 26.0GB
2026-10-24 01:45:02 | epoch 90/100 step 25000 (169/279) | loss 0.0527 | msssim_l1=0.0136 l2=0.0010 ffl=0.0001 vgg=0.2313 dino=0.3167 | lr 2.50e-05 | grad 0.439 | 10.8 img/s | peak 26.0GB
2026-10-24 01:47:31 | epoch 90/100 step 25050 (219/279) | loss 0.0498 | msssim_l1=0.0129 l2=0.0008 ffl=0.0000 vgg=0.2304 dino=0.2747 | lr 2.50e-05 | grad 0.263 | 10.7 img/s | peak 26.0GB
2026-10-24 01:50:00 | epoch 90/100 step 25100 (269/279) | loss 0.0493 | msssim_l1=0.0121 l2=0.0007 ffl=0.0000 vgg=0.2221 dino=0.2986 | lr 2.50e-05 | grad 0.477 | 10.8 img/s | peak 26.0GB
2026-10-24 01:50:29 | epoch 90 finished | mean train loss 0.0491
2026-10-24 01:51:05 | validation epoch 90 | val_loss 0.0702 | ms_ssim 0.9701 | ssim 0.9120 | psnr 31.4369 | lpips 0.0492 | val_msssim_l1 0.0270 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2389 | val_dino 0.3716
2026-10-24 01:51:05 | ms_ssim did not improve (best 0.9702, now 0.9701) | 3 validation(s) without improvement
2026-10-24 01:53:07 | epoch 91/100 step 25150 (40/279) | loss 0.0463 | msssim_l1=0.0114 l2=0.0006 ffl=0.0000 vgg=0.2085 dino=0.2784 | lr 2.50e-05 | grad 0.319 | 10.7 img/s | peak 26.0GB
2026-10-24 01:55:35 | epoch 91/100 step 25200 (90/279) | loss 0.0553 | msssim_l1=0.0151 l2=0.0011 ffl=0.0001 vgg=0.2488 dino=0.3027 | lr 2.50e-05 | grad 0.600 | 10.8 img/s | peak 26.0GB
2026-10-24 01:58:04 | epoch 91/100 step 25250 (140/279) | loss 0.0625 | msssim_l1=0.0175 l2=0.0011 ffl=0.0002 vgg=0.2743 dino=0.3446 | lr 2.50e-05 | grad 0.920 | 10.7 img/s | peak 26.0GB
2026-10-24 02:00:32 | epoch 91/100 step 25300 (190/279) | loss 0.0533 | msssim_l1=0.0163 l2=0.0010 ffl=0.0001 vgg=0.2091 dino=0.3193 | lr 2.50e-05 | grad 0.539 | 10.8 img/s | peak 26.0GB
2026-10-24 02:02:59 | epoch 91/100 step 25350 (240/279) | loss 0.0459 | msssim_l1=0.0111 l2=0.0007 ffl=0.0000 vgg=0.2142 dino=0.2661 | lr 2.50e-05 | grad 0.646 | 10.9 img/s | peak 26.0GB
2026-10-24 02:04:56 | epoch 91 finished | mean train loss 0.0490
2026-10-24 02:05:31 | validation epoch 91 | val_loss 0.0700 | ms_ssim 0.9703 | ssim 0.9119 | psnr 31.4170 | lpips 0.0491 | val_msssim_l1 0.0268 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2388 | val_dino 0.3718
2026-10-24 02:05:33 | ms_ssim improved 0.9702 -> 0.9703; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-24 02:06:08 | epoch 92/100 step 25400 (11/279) | loss 0.0445 | msssim_l1=0.0103 l2=0.0007 ffl=0.0000 vgg=0.2070 dino=0.2691 | lr 2.50e-05 | grad 0.451 | 11.0 img/s | peak 26.0GB
2026-10-24 02:08:37 | epoch 92/100 step 25450 (61/279) | loss 0.0510 | msssim_l1=0.0126 l2=0.0010 ffl=0.0001 vgg=0.2478 dino=0.2697 | lr 2.50e-05 | grad 0.587 | 10.7 img/s | peak 26.0GB
2026-10-24 02:11:05 | epoch 92/100 step 25500 (111/279) | loss 0.0444 | msssim_l1=0.0102 l2=0.0006 ffl=0.0000 vgg=0.1942 dino=0.2932 | lr 2.50e-05 | grad 0.538 | 10.8 img/s | peak 26.0GB
2026-10-24 02:13:34 | epoch 92/100 step 25550 (161/279) | loss 0.0452 | msssim_l1=0.0110 l2=0.0009 ffl=0.0001 vgg=0.2166 dino=0.2478 | lr 2.50e-05 | grad 0.485 | 10.8 img/s | peak 26.0GB
2026-10-24 02:16:02 | epoch 92/100 step 25600 (211/279) | loss 0.0487 | msssim_l1=0.0115 l2=0.0008 ffl=0.0001 vgg=0.2118 dino=0.3167 | lr 2.50e-05 | grad 0.473 | 10.8 img/s | peak 26.0GB
2026-10-24 02:18:31 | epoch 92/100 step 25650 (261/279) | loss 0.0484 | msssim_l1=0.0119 l2=0.0008 ffl=0.0001 vgg=0.2118 dino=0.3032 | lr 1.25e-05 | grad 0.455 | 10.7 img/s | peak 26.0GB
2026-10-24 02:19:26 | epoch 92 finished | mean train loss 0.0488
2026-10-24 02:20:02 | validation epoch 92 | val_loss 0.0698 | ms_ssim 0.9704 | ssim 0.9124 | psnr 31.5477 | lpips 0.0485 | val_msssim_l1 0.0269 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2378 | val_dino 0.3683
2026-10-24 02:20:04 | ms_ssim improved 0.9703 -> 0.9704; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-24 02:21:41 | epoch 93/100 step 25700 (32/279) | loss 0.0580 | msssim_l1=0.0159 l2=0.0011 ffl=0.0001 vgg=0.2591 dino=0.3200 | lr 1.25e-05 | grad 0.394 | 10.9 img/s | peak 26.0GB
2026-10-24 02:24:35 | epoch 93/100 step 25750 (82/279) | loss 0.0520 | msssim_l1=0.0131 l2=0.0009 ffl=0.0001 vgg=0.2402 dino=0.2936 | lr 1.25e-05 | grad 0.369 | 9.2 img/s | peak 26.0GB
2026-10-24 02:26:20 | epoch 93/100 step 25800 (132/279) | loss 0.0538 | msssim_l1=0.0138 l2=0.0009 ffl=0.0001 vgg=0.2323 dino=0.3334 | lr 1.25e-05 | grad 0.383 | 15.2 img/s | peak 26.0GB
2026-10-24 02:28:21 | epoch 93/100 step 25850 (182/279) | loss 0.0451 | msssim_l1=0.0106 l2=0.0007 ffl=0.0000 vgg=0.2089 dino=0.2704 | lr 1.25e-05 | grad 0.347 | 13.2 img/s | peak 26.0GB
2026-10-24 02:30:49 | epoch 93/100 step 25900 (232/279) | loss 0.0506 | msssim_l1=0.0134 l2=0.0009 ffl=0.0000 vgg=0.2196 dino=0.3020 | lr 1.25e-05 | grad 0.568 | 10.8 img/s | peak 26.0GB
2026-10-24 02:33:12 | epoch 93 finished | mean train loss 0.0480
2026-10-24 02:33:47 | validation epoch 93 | val_loss 0.0698 | ms_ssim 0.9703 | ssim 0.9127 | psnr 31.4732 | lpips 0.0487 | val_msssim_l1 0.0270 | val_l2 0.0020 | val_ffl 0.0005 | val_vgg 0.2376 | val_dino 0.3666
2026-10-24 02:33:47 | ms_ssim did not improve (best 0.9704, now 0.9703) | 1 validation(s) without improvement
2026-10-24 02:33:56 | epoch 94/100 step 25950 (3/279) | loss 0.0456 | msssim_l1=0.0114 l2=0.0008 ffl=0.0000 vgg=0.2018 dino=0.2780 | lr 1.25e-05 | grad 0.900 | 15.4 img/s | peak 26.0GB
2026-10-24 02:36:25 | epoch 94/100 step 26000 (53/279) | loss 0.0490 | msssim_l1=0.0121 l2=0.0007 ffl=0.0000 vgg=0.2200 dino=0.2951 | lr 1.25e-05 | grad 0.525 | 10.8 img/s | peak 26.0GB
2026-10-24 02:38:53 | epoch 94/100 step 26050 (103/279) | loss 0.0453 | msssim_l1=0.0108 l2=0.0009 ffl=0.0001 vgg=0.2099 dino=0.2650 | lr 1.25e-05 | grad 0.414 | 10.8 img/s | peak 26.0GB
2026-10-24 02:41:20 | epoch 94/100 step 26100 (153/279) | loss 0.0451 | msssim_l1=0.0117 l2=0.0008 ffl=0.0000 vgg=0.2110 dino=0.2432 | lr 1.25e-05 | grad 0.256 | 10.8 img/s | peak 26.0GB
2026-10-24 02:43:48 | epoch 94/100 step 26150 (203/279) | loss 0.0444 | msssim_l1=0.0100 l2=0.0007 ffl=0.0000 vgg=0.2073 dino=0.2714 | lr 1.25e-05 | grad 0.345 | 10.8 img/s | peak 26.0GB
2026-10-24 02:46:16 | epoch 94/100 step 26200 (253/279) | loss 0.0470 | msssim_l1=0.0108 l2=0.0008 ffl=0.0001 vgg=0.2254 dino=0.2714 | lr 1.25e-05 | grad 0.429 | 10.8 img/s | peak 26.0GB
2026-10-24 02:47:38 | epoch 94 finished | mean train loss 0.0476
2026-10-24 02:48:13 | validation epoch 94 | val_loss 0.0693 | ms_ssim 0.9705 | ssim 0.9129 | psnr 31.5488 | lpips 0.0484 | val_msssim_l1 0.0266 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2370 | val_dino 0.3657
2026-10-24 02:48:15 | ms_ssim improved 0.9704 -> 0.9705; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-24 02:49:24 | epoch 95/100 step 26250 (24/279) | loss 0.0510 | msssim_l1=0.0125 l2=0.0007 ffl=0.0000 vgg=0.2160 dino=0.3346 | lr 1.25e-05 | grad 0.497 | 11.5 img/s | peak 26.0GB
2026-10-24 02:51:53 | epoch 95/100 step 26300 (74/279) | loss 0.0490 | msssim_l1=0.0115 l2=0.0009 ffl=0.0001 vgg=0.2386 dino=0.2697 | lr 1.25e-05 | grad 0.437 | 10.7 img/s | peak 26.0GB
2026-10-24 02:54:20 | epoch 95/100 step 26350 (124/279) | loss 0.0498 | msssim_l1=0.0126 l2=0.0008 ffl=0.0000 vgg=0.2297 dino=0.2820 | lr 1.25e-05 | grad 0.356 | 10.9 img/s | peak 26.0GB
2026-10-24 02:56:46 | epoch 95/100 step 26400 (174/279) | loss 0.0403 | msssim_l1=0.0094 l2=0.0005 ffl=0.0000 vgg=0.1888 dino=0.2382 | lr 1.25e-05 | grad 0.432 | 10.9 img/s | peak 26.0GB
2026-10-24 02:59:14 | epoch 95/100 step 26450 (224/279) | loss 0.0569 | msssim_l1=0.0164 l2=0.0015 ffl=0.0001 vgg=0.2353 dino=0.3335 | lr 1.25e-05 | grad 0.557 | 10.8 img/s | peak 26.0GB
2026-10-24 03:01:43 | epoch 95/100 step 26500 (274/279) | loss 0.0466 | msssim_l1=0.0111 l2=0.0007 ffl=0.0000 vgg=0.2190 dino=0.2698 | lr 1.25e-05 | grad 0.326 | 10.8 img/s | peak 26.0GB
2026-10-24 03:02:04 | epoch 95 finished | mean train loss 0.0474
2026-10-24 03:02:39 | validation epoch 95 | val_loss 0.0692 | ms_ssim 0.9707 | ssim 0.9129 | psnr 31.5575 | lpips 0.0480 | val_msssim_l1 0.0265 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2367 | val_dino 0.3654
2026-10-24 03:02:42 | ms_ssim improved 0.9705 -> 0.9707; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-24 03:04:52 | epoch 96/100 step 26550 (45/279) | loss 0.0476 | msssim_l1=0.0116 l2=0.0006 ffl=0.0000 vgg=0.2177 dino=0.2821 | lr 1.25e-05 | grad 0.466 | 11.3 img/s | peak 26.0GB
2026-10-24 03:07:20 | epoch 96/100 step 26600 (95/279) | loss 0.0454 | msssim_l1=0.0111 l2=0.0006 ffl=0.0000 vgg=0.2194 dino=0.2461 | lr 1.25e-05 | grad 0.361 | 10.8 img/s | peak 26.0GB
2026-10-24 03:09:49 | epoch 96/100 step 26650 (145/279) | loss 0.0472 | msssim_l1=0.0119 l2=0.0007 ffl=0.0000 vgg=0.2106 dino=0.2834 | lr 1.25e-05 | grad 0.576 | 10.8 img/s | peak 26.0GB
2026-10-24 03:12:18 | epoch 96/100 step 26700 (195/279) | loss 0.0430 | msssim_l1=0.0098 l2=0.0007 ffl=0.0001 vgg=0.2054 dino=0.2501 | lr 1.25e-05 | grad 0.255 | 10.8 img/s | peak 26.0GB
2026-10-24 03:14:54 | epoch 96/100 step 26750 (245/279) | loss 0.0526 | msssim_l1=0.0130 l2=0.0011 ffl=0.0001 vgg=0.2399 dino=0.3080 | lr 1.25e-05 | grad 0.445 | 10.3 img/s | peak 26.0GB
2026-10-24 03:16:58 | epoch 96 finished | mean train loss 0.0472
2026-10-24 03:17:31 | validation epoch 96 | val_loss 0.0693 | ms_ssim 0.9707 | ssim 0.9128 | psnr 31.5461 | lpips 0.0483 | val_msssim_l1 0.0266 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2369 | val_dino 0.3658
2026-10-24 03:17:31 | ms_ssim did not improve (best 0.9707, now 0.9707) | 1 validation(s) without improvement
2026-10-24 03:18:02 | epoch 97/100 step 26800 (16/279) | loss 0.0501 | msssim_l1=0.0137 l2=0.0009 ffl=0.0000 vgg=0.2267 dino=0.2716 | lr 1.25e-05 | grad 0.428 | 17.7 img/s | peak 26.0GB
2026-10-24 03:19:57 | epoch 97/100 step 26850 (66/279) | loss 0.0525 | msssim_l1=0.0128 l2=0.0009 ffl=0.0001 vgg=0.2446 dino=0.3004 | lr 1.25e-05 | grad 0.397 | 14.0 img/s | peak 26.0GB
2026-10-24 03:22:26 | epoch 97/100 step 26900 (116/279) | loss 0.0394 | msssim_l1=0.0086 l2=0.0006 ffl=0.0000 vgg=0.1958 dino=0.2220 | lr 1.25e-05 | grad 0.387 | 10.7 img/s | peak 26.0GB
2026-10-24 03:24:54 | epoch 97/100 step 26950 (166/279) | loss 0.0473 | msssim_l1=0.0111 l2=0.0007 ffl=0.0000 vgg=0.2246 dino=0.2720 | lr 1.25e-05 | grad 0.477 | 10.8 img/s | peak 26.0GB
2026-10-24 03:27:21 | epoch 97/100 step 27000 (216/279) | loss 0.0486 | msssim_l1=0.0120 l2=0.0009 ffl=0.0001 vgg=0.2281 dino=0.2736 | lr 1.25e-05 | grad 0.691 | 10.8 img/s | peak 26.0GB
2026-10-24 03:29:50 | epoch 97/100 step 27050 (266/279) | loss 0.0492 | msssim_l1=0.0125 l2=0.0008 ffl=0.0000 vgg=0.2230 dino=0.2841 | lr 1.25e-05 | grad 0.297 | 10.8 img/s | peak 26.0GB
2026-10-24 03:30:36 | epoch 97 finished | mean train loss 0.0472
2026-10-24 03:31:11 | validation epoch 97 | val_loss 0.0693 | ms_ssim 0.9707 | ssim 0.9131 | psnr 31.5604 | lpips 0.0484 | val_msssim_l1 0.0266 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2366 | val_dino 0.3659
2026-10-24 03:31:11 | ms_ssim did not improve (best 0.9707, now 0.9707) | 2 validation(s) without improvement
2026-10-24 03:32:56 | epoch 98/100 step 27100 (37/279) | loss 0.0446 | msssim_l1=0.0101 l2=0.0007 ffl=0.0000 vgg=0.2064 dino=0.2761 | lr 1.25e-05 | grad 0.543 | 11.5 img/s | peak 26.0GB
2026-10-24 03:35:24 | epoch 98/100 step 27150 (87/279) | loss 0.0443 | msssim_l1=0.0105 l2=0.0009 ffl=0.0000 vgg=0.2237 dino=0.2259 | lr 1.25e-05 | grad 0.313 | 10.8 img/s | peak 26.0GB
2026-10-24 03:37:52 | epoch 98/100 step 27200 (137/279) | loss 0.0529 | msssim_l1=0.0129 l2=0.0010 ffl=0.0000 vgg=0.2587 dino=0.2795 | lr 1.25e-05 | grad 0.286 | 10.8 img/s | peak 26.0GB
2026-10-24 03:40:20 | epoch 98/100 step 27250 (187/279) | loss 0.0520 | msssim_l1=0.0121 l2=0.0008 ffl=0.0001 vgg=0.2261 dino=0.3435 | lr 1.25e-05 | grad 0.390 | 10.8 img/s | peak 26.0GB
2026-10-24 03:42:48 | epoch 98/100 step 27300 (237/279) | loss 0.0541 | msssim_l1=0.0144 l2=0.0010 ffl=0.0000 vgg=0.2422 dino=0.3069 | lr 1.25e-05 | grad 0.484 | 10.9 img/s | peak 26.0GB
2026-10-24 03:45:01 | epoch 98 finished | mean train loss 0.0470
2026-10-24 03:45:36 | validation epoch 98 | val_loss 0.0692 | ms_ssim 0.9707 | ssim 0.9129 | psnr 31.5451 | lpips 0.0478 | val_msssim_l1 0.0266 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2362 | val_dino 0.3654
2026-10-24 03:45:36 | ms_ssim did not improve (best 0.9707, now 0.9707) | 3 validation(s) without improvement
2026-10-24 03:45:54 | epoch 99/100 step 27350 (8/279) | loss 0.0499 | msssim_l1=0.0123 l2=0.0010 ffl=0.0002 vgg=0.2273 dino=0.2916 | lr 1.25e-05 | grad 0.602 | 16.6 img/s | peak 26.0GB
2026-10-24 03:48:20 | epoch 99/100 step 27400 (58/279) | loss 0.0479 | msssim_l1=0.0117 l2=0.0009 ffl=0.0001 vgg=0.2270 dino=0.2664 | lr 1.25e-05 | grad 0.444 | 10.9 img/s | peak 26.0GB
2026-10-24 03:50:50 | epoch 99/100 step 27450 (108/279) | loss 0.0487 | msssim_l1=0.0123 l2=0.0009 ffl=0.0001 vgg=0.2136 dino=0.2964 | lr 1.25e-05 | grad 0.473 | 10.7 img/s | peak 26.0GB
2026-10-24 03:53:18 | epoch 99/100 step 27500 (158/279) | loss 0.0506 | msssim_l1=0.0126 l2=0.0007 ffl=0.0000 vgg=0.2309 dino=0.2952 | lr 1.25e-05 | grad 0.470 | 10.8 img/s | peak 26.0GB
2026-10-24 03:55:46 | epoch 99/100 step 27550 (208/279) | loss 0.0451 | msssim_l1=0.0110 l2=0.0007 ffl=0.0000 vgg=0.2000 dino=0.2817 | lr 1.25e-05 | grad 0.465 | 10.9 img/s | peak 26.0GB
2026-10-24 03:58:14 | epoch 99/100 step 27600 (258/279) | loss 0.0535 | msssim_l1=0.0140 l2=0.0012 ffl=0.0001 vgg=0.2386 dino=0.3090 | lr 1.25e-05 | grad 0.690 | 10.8 img/s | peak 26.0GB
2026-10-24 03:59:27 | epoch 99 finished | mean train loss 0.0469
2026-10-24 04:00:04 | validation epoch 99 | val_loss 0.0688 | ms_ssim 0.9710 | ssim 0.9137 | psnr 31.6383 | lpips 0.0476 | val_msssim_l1 0.0263 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2352 | val_dino 0.3639
2026-10-24 04:00:06 | ms_ssim improved 0.9707 -> 0.9710; saved ./checkpoint/blender_lite_256x256_20261023_094359/checkpoint_blender_pvsnet_lite_256x256.pth
2026-10-24 04:01:26 | epoch 100/100 step 27650 (29/279) | loss 0.0587 | msssim_l1=0.0155 l2=0.0013 ffl=0.0001 vgg=0.2510 dino=0.3567 | lr 1.25e-05 | grad 0.408 | 12.0 img/s | peak 26.0GB
2026-10-24 04:03:53 | epoch 100/100 step 27700 (79/279) | loss 0.0459 | msssim_l1=0.0109 l2=0.0007 ffl=0.0000 vgg=0.2023 dino=0.2929 | lr 1.25e-05 | grad 0.316 | 10.9 img/s | peak 26.0GB
2026-10-24 04:06:23 | epoch 100/100 step 27750 (129/279) | loss 0.0469 | msssim_l1=0.0109 l2=0.0008 ffl=0.0000 vgg=0.2207 dino=0.2762 | lr 1.25e-05 | grad 0.497 | 10.7 img/s | peak 26.0GB
2026-10-24 04:09:15 | epoch 100/100 step 27800 (179/279) | loss 0.0491 | msssim_l1=0.0130 l2=0.0011 ffl=0.0001 vgg=0.2132 dino=0.2907 | lr 1.25e-05 | grad 0.475 | 9.3 img/s | peak 26.0GB
2026-10-24 04:11:01 | epoch 100/100 step 27850 (229/279) | loss 0.0489 | msssim_l1=0.0112 l2=0.0007 ffl=0.0000 vgg=0.2106 dino=0.3299 | lr 1.25e-05 | grad 0.507 | 15.0 img/s | peak 26.0GB
2026-10-24 04:13:14 | epoch 100/100 step 27900 (279/279) | loss 0.0448 | msssim_l1=0.0103 l2=0.0007 ffl=0.0000 vgg=0.2173 dino=0.2539 | lr 1.25e-05 | grad 0.418 | 12.1 img/s | peak 26.0GB
2026-10-24 04:13:14 | epoch 100 finished | mean train loss 0.0468
2026-10-24 04:13:49 | validation epoch 100 | val_loss 0.0691 | ms_ssim 0.9707 | ssim 0.9135 | psnr 31.6116 | lpips 0.0477 | val_msssim_l1 0.0265 | val_l2 0.0019 | val_ffl 0.0005 | val_vgg 0.2358 | val_dino 0.3645
2026-10-24 04:13:49 | ms_ssim did not improve (best 0.9710, now 0.9707) | 1 validation(s) without improvement
2026-10-24 04:13:52 | Training finished. Best ms_ssim = 0.970977452433436