startup: device=cuda:0 batch_size=32 lr=0.0003 resolved_patch_width=256 patch_stride=64 train_examples=1120 val_examples=280 train_patches=14560 val_patches=3640 ssim_weight=0.850 heartbeat_seconds=10.000 lr_scheduler=cosine min_lr=1e-05 resume_checkpoint=/remote_codex/Freedom-For-All/tmp/audio_quality_classifier/ae_ssim_gpu3090_live_20260408/best_model.pt resumed_from_epoch=136
epoch 1 heartbeat: batch=1/455 avg_train_loss=0.118216 avg_train_ssim=0.8610 run_seconds=0.568
epoch 1 heartbeat: batch=128/455 avg_train_loss=0.118719 avg_train_ssim=0.8605 run_seconds=10.630
epoch 1 heartbeat: batch=255/455 avg_train_loss=0.117824 avg_train_ssim=0.8615 run_seconds=20.656
epoch 1 heartbeat: batch=382/455 avg_train_loss=0.117466 avg_train_ssim=0.8619 run_seconds=30.674
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1: train_loss=0.117462 train_ssim=0.8619 val_loss=0.118913 val_ssim=0.8602 val_psnr=31.78 lr=0.0003 epoch_seconds=39.488 run_seconds=39.488 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2 heartbeat: batch=1/455 avg_train_loss=0.119132 avg_train_ssim=0.8600 run_seconds=40.196
epoch 2 heartbeat: batch=128/455 avg_train_loss=0.117104 avg_train_ssim=0.8624 run_seconds=50.212
epoch 2 heartbeat: batch=255/455 avg_train_loss=0.117261 avg_train_ssim=0.8622 run_seconds=60.233
epoch 2 heartbeat: batch=384/455 avg_train_loss=0.117670 avg_train_ssim=0.8617 run_seconds=70.280
epoch 2: train_loss=0.117646 train_ssim=0.8617 val_loss=0.119152 val_ssim=0.8599 val_psnr=31.84 lr=0.00029982534 epoch_seconds=39.133 run_seconds=79.102 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 3 heartbeat: batch=1/455 avg_train_loss=0.116680 avg_train_ssim=0.8628 run_seconds=79.377
epoch 3 heartbeat: batch=128/455 avg_train_loss=0.117001 avg_train_ssim=0.8625 run_seconds=89.394
epoch 3 heartbeat: batch=255/455 avg_train_loss=0.117110 avg_train_ssim=0.8623 run_seconds=99.404
epoch 3 heartbeat: batch=384/455 avg_train_loss=0.117149 avg_train_ssim=0.8623 run_seconds=109.411
epoch 3: train_loss=0.117030 train_ssim=0.8624 val_loss=0.119166 val_ssim=0.8599 val_psnr=31.79 lr=0.00029930179 epoch_seconds=38.854 run_seconds=117.995 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 4 heartbeat: batch=1/455 avg_train_loss=0.117291 avg_train_ssim=0.8621 run_seconds=118.293
epoch 4 heartbeat: batch=128/455 avg_train_loss=0.116278 avg_train_ssim=0.8633 run_seconds=128.310
epoch 4 heartbeat: batch=255/455 avg_train_loss=0.116506 avg_train_ssim=0.8631 run_seconds=138.324
epoch 4 heartbeat: batch=383/455 avg_train_loss=0.116583 avg_train_ssim=0.8630 run_seconds=148.328
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 4: train_loss=0.116688 train_ssim=0.8628 val_loss=0.118482 val_ssim=0.8607 val_psnr=31.79 lr=0.00029843059 epoch_seconds=39.111 run_seconds=157.145 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 5 heartbeat: batch=1/455 avg_train_loss=0.118162 avg_train_ssim=0.8611 run_seconds=157.799
epoch 5 heartbeat: batch=128/455 avg_train_loss=0.116698 avg_train_ssim=0.8628 run_seconds=167.828
epoch 5 heartbeat: batch=255/455 avg_train_loss=0.117037 avg_train_ssim=0.8624 run_seconds=177.837
epoch 5 heartbeat: batch=384/455 avg_train_loss=0.117098 avg_train_ssim=0.8624 run_seconds=187.842
epoch 5: train_loss=0.117155 train_ssim=0.8623 val_loss=0.119112 val_ssim=0.8600 val_psnr=31.64 lr=0.00029721387 epoch_seconds=39.101 run_seconds=196.664 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 6 heartbeat: batch=1/455 avg_train_loss=0.114007 avg_train_ssim=0.8660 run_seconds=196.931
epoch 6 heartbeat: batch=128/455 avg_train_loss=0.116642 avg_train_ssim=0.8629 run_seconds=206.997
epoch 6 heartbeat: batch=254/455 avg_train_loss=0.116589 avg_train_ssim=0.8630 run_seconds=217.013
epoch 6 heartbeat: batch=383/455 avg_train_loss=0.116683 avg_train_ssim=0.8628 run_seconds=227.027
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 6: train_loss=0.116617 train_ssim=0.8629 val_loss=0.118177 val_ssim=0.8611 val_psnr=31.77 lr=0.00029565453 epoch_seconds=39.239 run_seconds=235.938 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 7 heartbeat: batch=1/455 avg_train_loss=0.116079 avg_train_ssim=0.8635 run_seconds=236.639
epoch 7 heartbeat: batch=128/455 avg_train_loss=0.116964 avg_train_ssim=0.8625 run_seconds=246.649
epoch 7 heartbeat: batch=255/455 avg_train_loss=0.117091 avg_train_ssim=0.8624 run_seconds=256.657
epoch 7 heartbeat: batch=385/455 avg_train_loss=0.117721 avg_train_ssim=0.8616 run_seconds=266.709
epoch 7: train_loss=0.117671 train_ssim=0.8617 val_loss=0.118648 val_ssim=0.8605 val_psnr=31.96 lr=0.00029375635 epoch_seconds=39.120 run_seconds=275.499 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 8 heartbeat: batch=1/455 avg_train_loss=0.115639 avg_train_ssim=0.8641 run_seconds=275.774
epoch 8 heartbeat: batch=129/455 avg_train_loss=0.117096 avg_train_ssim=0.8624 run_seconds=285.852
epoch 8 heartbeat: batch=256/455 avg_train_loss=0.116982 avg_train_ssim=0.8625 run_seconds=295.862
epoch 8 heartbeat: batch=386/455 avg_train_loss=0.116980 avg_train_ssim=0.8625 run_seconds=305.863
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 8: train_loss=0.116826 train_ssim=0.8627 val_loss=0.118100 val_ssim=0.8612 val_psnr=32.07 lr=0.00029152389 epoch_seconds=38.742 run_seconds=314.276 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 9 heartbeat: batch=1/455 avg_train_loss=0.113284 avg_train_ssim=0.8668 run_seconds=314.936
epoch 9 heartbeat: batch=128/455 avg_train_loss=0.116725 avg_train_ssim=0.8628 run_seconds=324.945
epoch 9 heartbeat: batch=255/455 avg_train_loss=0.116975 avg_train_ssim=0.8625 run_seconds=334.956
epoch 9 heartbeat: batch=385/455 avg_train_loss=0.116882 avg_train_ssim=0.8626 run_seconds=344.973
epoch 9: train_loss=0.116845 train_ssim=0.8627 val_loss=0.118707 val_ssim=0.8605 val_psnr=31.17 lr=0.00028896253 epoch_seconds=39.126 run_seconds=353.801 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 10 heartbeat: batch=1/455 avg_train_loss=0.118765 avg_train_ssim=0.8604 run_seconds=354.109
epoch 10 heartbeat: batch=128/455 avg_train_loss=0.116262 avg_train_ssim=0.8633 run_seconds=364.114
epoch 10 heartbeat: batch=255/455 avg_train_loss=0.116533 avg_train_ssim=0.8630 run_seconds=374.120
epoch 10 heartbeat: batch=386/455 avg_train_loss=0.116526 avg_train_ssim=0.8630 run_seconds=384.148
epoch 10: train_loss=0.116464 train_ssim=0.8631 val_loss=0.118180 val_ssim=0.8611 val_psnr=31.99 lr=0.00028607845 epoch_seconds=38.872 run_seconds=392.712 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 11 heartbeat: batch=1/455 avg_train_loss=0.116893 avg_train_ssim=0.8626 run_seconds=392.991
epoch 11 heartbeat: batch=128/455 avg_train_loss=0.115993 avg_train_ssim=0.8637 run_seconds=403.001
epoch 11 heartbeat: batch=255/455 avg_train_loss=0.116293 avg_train_ssim=0.8633 run_seconds=413.014
epoch 11 heartbeat: batch=385/455 avg_train_loss=0.116342 avg_train_ssim=0.8632 run_seconds=423.035
epoch 11: train_loss=0.116286 train_ssim=0.8633 val_loss=0.118268 val_ssim=0.8610 val_psnr=32.02 lr=0.00028287858 epoch_seconds=38.805 run_seconds=431.554 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 12 heartbeat: batch=1/455 avg_train_loss=0.115300 avg_train_ssim=0.8645 run_seconds=431.873
epoch 12 heartbeat: batch=128/455 avg_train_loss=0.116344 avg_train_ssim=0.8632 run_seconds=441.896
epoch 12 heartbeat: batch=255/455 avg_train_loss=0.116377 avg_train_ssim=0.8632 run_seconds=451.905
epoch 12 heartbeat: batch=385/455 avg_train_loss=0.116430 avg_train_ssim=0.8631 run_seconds=461.978
epoch 12: train_loss=0.116441 train_ssim=0.8631 val_loss=0.118527 val_ssim=0.8607 val_psnr=31.90 lr=0.00027937065 epoch_seconds=39.072 run_seconds=470.665 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 13 heartbeat: batch=1/455 avg_train_loss=0.115276 avg_train_ssim=0.8645 run_seconds=470.970
epoch 13 heartbeat: batch=128/455 avg_train_loss=0.116537 avg_train_ssim=0.8630 run_seconds=480.971
epoch 13 heartbeat: batch=255/455 avg_train_loss=0.116388 avg_train_ssim=0.8632 run_seconds=490.985
epoch 13 heartbeat: batch=385/455 avg_train_loss=0.116477 avg_train_ssim=0.8631 run_seconds=501.041
epoch 13: train_loss=0.116401 train_ssim=0.8632 val_loss=0.118208 val_ssim=0.8610 val_psnr=31.97 lr=0.00027556309 epoch_seconds=39.084 run_seconds=509.788 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 14 heartbeat: batch=1/455 avg_train_loss=0.118046 avg_train_ssim=0.8613 run_seconds=510.059
epoch 14 heartbeat: batch=127/455 avg_train_loss=0.115904 avg_train_ssim=0.8638 run_seconds=520.064
epoch 14 heartbeat: batch=253/455 avg_train_loss=0.115912 avg_train_ssim=0.8638 run_seconds=530.067
epoch 14 heartbeat: batch=382/455 avg_train_loss=0.116018 avg_train_ssim=0.8636 run_seconds=540.138
epoch 14: train_loss=0.116334 train_ssim=0.8633 val_loss=0.118899 val_ssim=0.8602 val_psnr=31.47 lr=0.00027146509 epoch_seconds=39.379 run_seconds=549.203 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 15 heartbeat: batch=1/455 avg_train_loss=0.126090 avg_train_ssim=0.8518 run_seconds=549.474
epoch 15 heartbeat: batch=128/455 avg_train_loss=0.117090 avg_train_ssim=0.8624 run_seconds=559.477
epoch 15 heartbeat: batch=255/455 avg_train_loss=0.116489 avg_train_ssim=0.8631 run_seconds=569.492
epoch 15 heartbeat: batch=385/455 avg_train_loss=0.116400 avg_train_ssim=0.8632 run_seconds=579.552
epoch 15: train_loss=0.116354 train_ssim=0.8632 val_loss=0.118490 val_ssim=0.8607 val_psnr=31.69 lr=0.00026708652 epoch_seconds=39.095 run_seconds=588.335 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 16 heartbeat: batch=1/455 avg_train_loss=0.119388 avg_train_ssim=0.8597 run_seconds=588.629
epoch 16 heartbeat: batch=128/455 avg_train_loss=0.116102 avg_train_ssim=0.8635 run_seconds=598.661
epoch 16 heartbeat: batch=255/455 avg_train_loss=0.115985 avg_train_ssim=0.8637 run_seconds=608.705
epoch 16 heartbeat: batch=384/455 avg_train_loss=0.116021 avg_train_ssim=0.8636 run_seconds=618.734
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 16: train_loss=0.116045 train_ssim=0.8636 val_loss=0.117388 val_ssim=0.8620 val_psnr=31.75 lr=0.00026243791 epoch_seconds=38.913 run_seconds=627.283 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 17 heartbeat: batch=1/455 avg_train_loss=0.117701 avg_train_ssim=0.8616 run_seconds=628.012
epoch 17 heartbeat: batch=128/455 avg_train_loss=0.115696 avg_train_ssim=0.8640 run_seconds=638.035
epoch 17 heartbeat: batch=255/455 avg_train_loss=0.116029 avg_train_ssim=0.8636 run_seconds=648.045
epoch 17 heartbeat: batch=385/455 avg_train_loss=0.116008 avg_train_ssim=0.8636 run_seconds=658.073
epoch 17: train_loss=0.115972 train_ssim=0.8637 val_loss=0.118078 val_ssim=0.8612 val_psnr=31.76 lr=0.00025753048 epoch_seconds=38.892 run_seconds=666.667 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 18 heartbeat: batch=1/455 avg_train_loss=0.113235 avg_train_ssim=0.8669 run_seconds=666.934
epoch 18 heartbeat: batch=128/455 avg_train_loss=0.115158 avg_train_ssim=0.8646 run_seconds=676.948
epoch 18 heartbeat: batch=255/455 avg_train_loss=0.116429 avg_train_ssim=0.8631 run_seconds=686.965
epoch 18 heartbeat: batch=385/455 avg_train_loss=0.116761 avg_train_ssim=0.8628 run_seconds=696.984
epoch 18: train_loss=0.116749 train_ssim=0.8628 val_loss=0.118436 val_ssim=0.8608 val_psnr=32.00 lr=0.00025237605 epoch_seconds=38.985 run_seconds=705.688 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 19 heartbeat: batch=1/455 avg_train_loss=0.120987 avg_train_ssim=0.8578 run_seconds=705.985
epoch 19 heartbeat: batch=129/455 avg_train_loss=0.116067 avg_train_ssim=0.8636 run_seconds=716.060
epoch 19 heartbeat: batch=256/455 avg_train_loss=0.115963 avg_train_ssim=0.8637 run_seconds=726.074
epoch 19 heartbeat: batch=386/455 avg_train_loss=0.115847 avg_train_ssim=0.8638 run_seconds=736.122
epoch 19: train_loss=0.115866 train_ssim=0.8638 val_loss=0.118013 val_ssim=0.8613 val_psnr=31.68 lr=0.00024698703 epoch_seconds=39.054 run_seconds=744.778 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 20 heartbeat: batch=1/455 avg_train_loss=0.113401 avg_train_ssim=0.8667 run_seconds=745.052
epoch 20 heartbeat: batch=128/455 avg_train_loss=0.115298 avg_train_ssim=0.8645 run_seconds=755.068
epoch 20 heartbeat: batch=255/455 avg_train_loss=0.115612 avg_train_ssim=0.8641 run_seconds=765.090
epoch 20 heartbeat: batch=385/455 avg_train_loss=0.115521 avg_train_ssim=0.8642 run_seconds=775.132
epoch 20: train_loss=0.115558 train_ssim=0.8642 val_loss=0.117922 val_ssim=0.8614 val_psnr=31.82 lr=0.0002413764 epoch_seconds=39.109 run_seconds=783.925 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 21 heartbeat: batch=1/455 avg_train_loss=0.115533 avg_train_ssim=0.8642 run_seconds=784.191
epoch 21 heartbeat: batch=128/455 avg_train_loss=0.115600 avg_train_ssim=0.8641 run_seconds=794.206
epoch 21 heartbeat: batch=255/455 avg_train_loss=0.115493 avg_train_ssim=0.8642 run_seconds=804.220
epoch 21 heartbeat: batch=385/455 avg_train_loss=0.115415 avg_train_ssim=0.8643 run_seconds=814.265
epoch 21: train_loss=0.115442 train_ssim=0.8643 val_loss=0.117953 val_ssim=0.8613 val_psnr=31.92 lr=0.00023555768 epoch_seconds=39.063 run_seconds=823.024 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 22 heartbeat: batch=1/455 avg_train_loss=0.115222 avg_train_ssim=0.8646 run_seconds=823.332
epoch 22 heartbeat: batch=128/455 avg_train_loss=0.115900 avg_train_ssim=0.8638 run_seconds=833.335
epoch 22 heartbeat: batch=255/455 avg_train_loss=0.115530 avg_train_ssim=0.8642 run_seconds=843.348
epoch 22 heartbeat: batch=385/455 avg_train_loss=0.115436 avg_train_ssim=0.8643 run_seconds=853.388
epoch 22: train_loss=0.115385 train_ssim=0.8644 val_loss=0.117863 val_ssim=0.8614 val_psnr=32.01 lr=0.0002295449 epoch_seconds=39.183 run_seconds=862.245 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 23 heartbeat: batch=1/455 avg_train_loss=0.116836 avg_train_ssim=0.8627 run_seconds=862.509
epoch 23 heartbeat: batch=128/455 avg_train_loss=0.115235 avg_train_ssim=0.8645 run_seconds=872.521
epoch 23 heartbeat: batch=255/455 avg_train_loss=0.115302 avg_train_ssim=0.8645 run_seconds=882.540
epoch 23 heartbeat: batch=386/455 avg_train_loss=0.115258 avg_train_ssim=0.8645 run_seconds=892.607
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 23: train_loss=0.115243 train_ssim=0.8645 val_loss=0.116975 val_ssim=0.8625 val_psnr=32.06 lr=0.00022335253 epoch_seconds=39.098 run_seconds=901.381 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 24 heartbeat: batch=1/455 avg_train_loss=0.115761 avg_train_ssim=0.8639 run_seconds=902.017
epoch 24 heartbeat: batch=128/455 avg_train_loss=0.114766 avg_train_ssim=0.8651 run_seconds=912.045
epoch 24 heartbeat: batch=255/455 avg_train_loss=0.115040 avg_train_ssim=0.8648 run_seconds=922.057
epoch 24 heartbeat: batch=386/455 avg_train_loss=0.114972 avg_train_ssim=0.8649 run_seconds=932.099
epoch 24: train_loss=0.115088 train_ssim=0.8647 val_loss=0.117376 val_ssim=0.8620 val_psnr=32.05 lr=0.00021699549 epoch_seconds=39.113 run_seconds=940.877 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 25 heartbeat: batch=1/455 avg_train_loss=0.115724 avg_train_ssim=0.8640 run_seconds=941.148
epoch 25 heartbeat: batch=128/455 avg_train_loss=0.115110 avg_train_ssim=0.8647 run_seconds=951.165
epoch 25 heartbeat: batch=255/455 avg_train_loss=0.114934 avg_train_ssim=0.8649 run_seconds=961.175
epoch 25 heartbeat: batch=386/455 avg_train_loss=0.115025 avg_train_ssim=0.8648 run_seconds=971.210
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 25: train_loss=0.115030 train_ssim=0.8648 val_loss=0.116851 val_ssim=0.8626 val_psnr=32.09 lr=0.0002104891 epoch_seconds=39.096 run_seconds=980.011 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 26 heartbeat: batch=1/455 avg_train_loss=0.110979 avg_train_ssim=0.8696 run_seconds=980.705
epoch 26 heartbeat: batch=128/455 avg_train_loss=0.115127 avg_train_ssim=0.8647 run_seconds=990.718
epoch 26 heartbeat: batch=255/455 avg_train_loss=0.114974 avg_train_ssim=0.8649 run_seconds=1000.737
epoch 26 heartbeat: batch=389/455 avg_train_loss=0.114951 avg_train_ssim=0.8649 run_seconds=1010.748
epoch 26: train_loss=0.114952 train_ssim=0.8649 val_loss=0.117461 val_ssim=0.8619 val_psnr=31.91 lr=0.00020384903 epoch_seconds=39.013 run_seconds=1019.468 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 27 heartbeat: batch=1/455 avg_train_loss=0.117066 avg_train_ssim=0.8624 run_seconds=1019.744
epoch 27 heartbeat: batch=128/455 avg_train_loss=0.114426 avg_train_ssim=0.8655 run_seconds=1029.769
epoch 27 heartbeat: batch=255/455 avg_train_loss=0.114516 avg_train_ssim=0.8654 run_seconds=1039.775
epoch 27 heartbeat: batch=388/455 avg_train_loss=0.114610 avg_train_ssim=0.8653 run_seconds=1049.794
epoch 27: train_loss=0.114573 train_ssim=0.8653 val_loss=0.117004 val_ssim=0.8625 val_psnr=32.10 lr=0.00019709128 epoch_seconds=39.208 run_seconds=1058.714 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 28 heartbeat: batch=1/455 avg_train_loss=0.111748 avg_train_ssim=0.8686 run_seconds=1059.006
epoch 28 heartbeat: batch=127/455 avg_train_loss=0.114655 avg_train_ssim=0.8652 run_seconds=1069.031
epoch 28 heartbeat: batch=254/455 avg_train_loss=0.114532 avg_train_ssim=0.8654 run_seconds=1079.074
epoch 28 heartbeat: batch=388/455 avg_train_loss=0.114584 avg_train_ssim=0.8653 run_seconds=1089.089
epoch 28: train_loss=0.114593 train_ssim=0.8653 val_loss=0.117004 val_ssim=0.8625 val_psnr=31.84 lr=0.00019023213 epoch_seconds=39.165 run_seconds=1097.916 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 29 heartbeat: batch=1/455 avg_train_loss=0.111403 avg_train_ssim=0.8690 run_seconds=1098.191
epoch 29 heartbeat: batch=128/455 avg_train_loss=0.113781 avg_train_ssim=0.8663 run_seconds=1108.203
epoch 29 heartbeat: batch=255/455 avg_train_loss=0.114452 avg_train_ssim=0.8655 run_seconds=1118.211
epoch 29 heartbeat: batch=391/455 avg_train_loss=0.114495 avg_train_ssim=0.8654 run_seconds=1128.229
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 29: train_loss=0.114533 train_ssim=0.8654 val_loss=0.116321 val_ssim=0.8633 val_psnr=32.13 lr=0.0001832881 epoch_seconds=38.797 run_seconds=1136.749 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 30 heartbeat: batch=1/455 avg_train_loss=0.110879 avg_train_ssim=0.8697 run_seconds=1137.450
epoch 30 heartbeat: batch=128/455 avg_train_loss=0.114542 avg_train_ssim=0.8654 run_seconds=1147.470
epoch 30 heartbeat: batch=255/455 avg_train_loss=0.114529 avg_train_ssim=0.8654 run_seconds=1157.480
epoch 30 heartbeat: batch=389/455 avg_train_loss=0.114512 avg_train_ssim=0.8654 run_seconds=1167.532
epoch 30: train_loss=0.114528 train_ssim=0.8654 val_loss=0.116841 val_ssim=0.8627 val_psnr=31.91 lr=0.00017627592 epoch_seconds=39.094 run_seconds=1176.310 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 31 heartbeat: batch=1/455 avg_train_loss=0.114893 avg_train_ssim=0.8649 run_seconds=1176.581
epoch 31 heartbeat: batch=129/455 avg_train_loss=0.114311 avg_train_ssim=0.8656 run_seconds=1186.654
epoch 31 heartbeat: batch=256/455 avg_train_loss=0.114365 avg_train_ssim=0.8656 run_seconds=1196.658
epoch 31 heartbeat: batch=390/455 avg_train_loss=0.114423 avg_train_ssim=0.8655 run_seconds=1206.731
epoch 31: train_loss=0.114401 train_ssim=0.8655 val_loss=0.116663 val_ssim=0.8629 val_psnr=32.04 lr=0.00016921249 epoch_seconds=39.094 run_seconds=1215.440 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 32 heartbeat: batch=1/455 avg_train_loss=0.110616 avg_train_ssim=0.8700 run_seconds=1215.700
epoch 32 heartbeat: batch=128/455 avg_train_loss=0.114196 avg_train_ssim=0.8658 run_seconds=1225.760
epoch 32 heartbeat: batch=255/455 avg_train_loss=0.114239 avg_train_ssim=0.8657 run_seconds=1235.796
epoch 32 heartbeat: batch=388/455 avg_train_loss=0.114319 avg_train_ssim=0.8656 run_seconds=1245.833
epoch 32: train_loss=0.114345 train_ssim=0.8656 val_loss=0.117047 val_ssim=0.8624 val_psnr=31.91 lr=0.00016211481 epoch_seconds=39.233 run_seconds=1254.709 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 33 heartbeat: batch=1/455 avg_train_loss=0.112670 avg_train_ssim=0.8676 run_seconds=1254.981
epoch 33 heartbeat: batch=127/455 avg_train_loss=0.114219 avg_train_ssim=0.8657 run_seconds=1265.030
epoch 33 heartbeat: batch=254/455 avg_train_loss=0.114296 avg_train_ssim=0.8656 run_seconds=1275.054
epoch 33 heartbeat: batch=387/455 avg_train_loss=0.114159 avg_train_ssim=0.8658 run_seconds=1285.056
epoch 33: train_loss=0.114175 train_ssim=0.8658 val_loss=0.116330 val_ssim=0.8632 val_psnr=32.15 lr=0.000155 epoch_seconds=39.234 run_seconds=1293.981 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 34 heartbeat: batch=1/455 avg_train_loss=0.116046 avg_train_ssim=0.8636 run_seconds=1294.277
epoch 34 heartbeat: batch=128/455 avg_train_loss=0.114004 avg_train_ssim=0.8660 run_seconds=1304.286
epoch 34 heartbeat: batch=256/455 avg_train_loss=0.114173 avg_train_ssim=0.8658 run_seconds=1314.356
epoch 34 heartbeat: batch=389/455 avg_train_loss=0.114202 avg_train_ssim=0.8658 run_seconds=1324.388
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 34: train_loss=0.114148 train_ssim=0.8658 val_loss=0.116315 val_ssim=0.8633 val_psnr=31.92 lr=0.00014788519 epoch_seconds=39.168 run_seconds=1333.187 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 35 heartbeat: batch=1/455 avg_train_loss=0.116075 avg_train_ssim=0.8636 run_seconds=1333.828
epoch 35 heartbeat: batch=128/455 avg_train_loss=0.113972 avg_train_ssim=0.8660 run_seconds=1343.854
epoch 35 heartbeat: batch=255/455 avg_train_loss=0.113916 avg_train_ssim=0.8661 run_seconds=1353.877
epoch 35 heartbeat: batch=390/455 avg_train_loss=0.113976 avg_train_ssim=0.8660 run_seconds=1363.884
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 35: train_loss=0.113955 train_ssim=0.8661 val_loss=0.116171 val_ssim=0.8634 val_psnr=32.10 lr=0.00014078751 epoch_seconds=39.025 run_seconds=1372.610 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 36 heartbeat: batch=1/455 avg_train_loss=0.115914 avg_train_ssim=0.8637 run_seconds=1373.248
epoch 36 heartbeat: batch=128/455 avg_train_loss=0.113947 avg_train_ssim=0.8661 run_seconds=1383.323
epoch 36 heartbeat: batch=255/455 avg_train_loss=0.113819 avg_train_ssim=0.8662 run_seconds=1393.334
epoch 36 heartbeat: batch=389/455 avg_train_loss=0.113797 avg_train_ssim=0.8662 run_seconds=1403.396
epoch 36: train_loss=0.113755 train_ssim=0.8663 val_loss=0.116302 val_ssim=0.8633 val_psnr=32.04 lr=0.00013372408 epoch_seconds=39.084 run_seconds=1412.096 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 37 heartbeat: batch=1/455 avg_train_loss=0.115477 avg_train_ssim=0.8643 run_seconds=1412.357
epoch 37 heartbeat: batch=128/455 avg_train_loss=0.113551 avg_train_ssim=0.8665 run_seconds=1422.404
epoch 37 heartbeat: batch=255/455 avg_train_loss=0.113572 avg_train_ssim=0.8665 run_seconds=1432.472
epoch 37 heartbeat: batch=388/455 avg_train_loss=0.113706 avg_train_ssim=0.8663 run_seconds=1442.474
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 37: train_loss=0.113713 train_ssim=0.8663 val_loss=0.115797 val_ssim=0.8639 val_psnr=32.09 lr=0.0001267119 epoch_seconds=39.155 run_seconds=1451.289 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 38 heartbeat: batch=1/455 avg_train_loss=0.116389 avg_train_ssim=0.8632 run_seconds=1451.933
epoch 38 heartbeat: batch=129/455 avg_train_loss=0.114032 avg_train_ssim=0.8660 run_seconds=1461.991
epoch 38 heartbeat: batch=257/455 avg_train_loss=0.113915 avg_train_ssim=0.8661 run_seconds=1472.063
epoch 38 heartbeat: batch=390/455 avg_train_loss=0.113821 avg_train_ssim=0.8662 run_seconds=1482.088
epoch 38: train_loss=0.113761 train_ssim=0.8663 val_loss=0.116211 val_ssim=0.8634 val_psnr=32.15 lr=0.00011976787 epoch_seconds=39.054 run_seconds=1490.758 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 39 heartbeat: batch=1/455 avg_train_loss=0.115407 avg_train_ssim=0.8643 run_seconds=1491.069
epoch 39 heartbeat: batch=129/455 avg_train_loss=0.113683 avg_train_ssim=0.8664 run_seconds=1501.136
epoch 39 heartbeat: batch=256/455 avg_train_loss=0.113645 avg_train_ssim=0.8664 run_seconds=1511.136
epoch 39 heartbeat: batch=389/455 avg_train_loss=0.113624 avg_train_ssim=0.8664 run_seconds=1521.137
epoch 39: train_loss=0.113547 train_ssim=0.8665 val_loss=0.115868 val_ssim=0.8638 val_psnr=32.17 lr=0.00011290872 epoch_seconds=39.108 run_seconds=1529.904 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 40 heartbeat: batch=1/455 avg_train_loss=0.113528 avg_train_ssim=0.8665 run_seconds=1530.174
epoch 40 heartbeat: batch=128/455 avg_train_loss=0.113248 avg_train_ssim=0.8669 run_seconds=1540.206
epoch 40 heartbeat: batch=255/455 avg_train_loss=0.113548 avg_train_ssim=0.8665 run_seconds=1550.226
epoch 40 heartbeat: batch=392/455 avg_train_loss=0.113525 avg_train_ssim=0.8666 run_seconds=1560.249
epoch 40: train_loss=0.113478 train_ssim=0.8666 val_loss=0.116006 val_ssim=0.8636 val_psnr=32.19 lr=0.00010615097 epoch_seconds=38.856 run_seconds=1568.796 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 41 heartbeat: batch=1/455 avg_train_loss=0.113806 avg_train_ssim=0.8663 run_seconds=1569.060
epoch 41 heartbeat: batch=128/455 avg_train_loss=0.113294 avg_train_ssim=0.8668 run_seconds=1579.113
epoch 41 heartbeat: batch=255/455 avg_train_loss=0.113421 avg_train_ssim=0.8667 run_seconds=1589.165
epoch 41 heartbeat: batch=387/455 avg_train_loss=0.113534 avg_train_ssim=0.8665 run_seconds=1599.166
epoch 41: train_loss=0.113507 train_ssim=0.8666 val_loss=0.115868 val_ssim=0.8638 val_psnr=32.11 lr=9.9510902e-05 epoch_seconds=39.320 run_seconds=1608.152 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 42 heartbeat: batch=1/455 avg_train_loss=0.112208 avg_train_ssim=0.8681 run_seconds=1608.413
epoch 42 heartbeat: batch=129/455 avg_train_loss=0.113318 avg_train_ssim=0.8668 run_seconds=1618.481
epoch 42 heartbeat: batch=256/455 avg_train_loss=0.113377 avg_train_ssim=0.8667 run_seconds=1628.492
epoch 42 heartbeat: batch=389/455 avg_train_loss=0.113310 avg_train_ssim=0.8668 run_seconds=1638.494
epoch 42: train_loss=0.113300 train_ssim=0.8668 val_loss=0.115901 val_ssim=0.8638 val_psnr=31.99 lr=9.3004511e-05 epoch_seconds=39.021 run_seconds=1647.209 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 43 heartbeat: batch=1/455 avg_train_loss=0.108590 avg_train_ssim=0.8723 run_seconds=1647.518
epoch 43 heartbeat: batch=128/455 avg_train_loss=0.113141 avg_train_ssim=0.8670 run_seconds=1657.526
epoch 43 heartbeat: batch=256/455 avg_train_loss=0.113166 avg_train_ssim=0.8670 run_seconds=1667.596
epoch 43 heartbeat: batch=389/455 avg_train_loss=0.113314 avg_train_ssim=0.8668 run_seconds=1677.637
epoch 43: train_loss=0.113286 train_ssim=0.8668 val_loss=0.115891 val_ssim=0.8638 val_psnr=32.11 lr=8.6647473e-05 epoch_seconds=39.180 run_seconds=1686.426 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 44 heartbeat: batch=1/455 avg_train_loss=0.112848 avg_train_ssim=0.8673 run_seconds=1686.682
epoch 44 heartbeat: batch=128/455 avg_train_loss=0.113394 avg_train_ssim=0.8667 run_seconds=1696.685
epoch 44 heartbeat: batch=255/455 avg_train_loss=0.113150 avg_train_ssim=0.8670 run_seconds=1706.686
epoch 44 heartbeat: batch=392/455 avg_train_loss=0.113184 avg_train_ssim=0.8670 run_seconds=1716.733
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 44: train_loss=0.113194 train_ssim=0.8669 val_loss=0.115690 val_ssim=0.8640 val_psnr=32.17 lr=8.0455102e-05 epoch_seconds=38.761 run_seconds=1725.223 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 45 heartbeat: batch=1/455 avg_train_loss=0.113771 avg_train_ssim=0.8663 run_seconds=1725.898
epoch 45 heartbeat: batch=128/455 avg_train_loss=0.113041 avg_train_ssim=0.8671 run_seconds=1735.905
epoch 45 heartbeat: batch=255/455 avg_train_loss=0.113079 avg_train_ssim=0.8671 run_seconds=1745.913
epoch 45 heartbeat: batch=389/455 avg_train_loss=0.113047 avg_train_ssim=0.8671 run_seconds=1755.922
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 45: train_loss=0.113027 train_ssim=0.8671 val_loss=0.115431 val_ssim=0.8643 val_psnr=32.22 lr=7.4442316e-05 epoch_seconds=39.098 run_seconds=1764.741 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 46 heartbeat: batch=1/455 avg_train_loss=0.111876 avg_train_ssim=0.8685 run_seconds=1765.365
epoch 46 heartbeat: batch=129/455 avg_train_loss=0.112636 avg_train_ssim=0.8676 run_seconds=1775.432
epoch 46 heartbeat: batch=256/455 avg_train_loss=0.112793 avg_train_ssim=0.8674 run_seconds=1785.442
epoch 46 heartbeat: batch=389/455 avg_train_loss=0.112962 avg_train_ssim=0.8672 run_seconds=1795.471
epoch 46: train_loss=0.113047 train_ssim=0.8671 val_loss=0.115977 val_ssim=0.8637 val_psnr=32.21 lr=6.8623601e-05 epoch_seconds=39.109 run_seconds=1804.238 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 47 heartbeat: batch=1/455 avg_train_loss=0.113673 avg_train_ssim=0.8664 run_seconds=1804.500
epoch 47 heartbeat: batch=128/455 avg_train_loss=0.112907 avg_train_ssim=0.8673 run_seconds=1814.501
epoch 47 heartbeat: batch=256/455 avg_train_loss=0.112833 avg_train_ssim=0.8674 run_seconds=1824.579
epoch 47 heartbeat: batch=389/455 avg_train_loss=0.112934 avg_train_ssim=0.8672 run_seconds=1834.588
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 47: train_loss=0.112908 train_ssim=0.8673 val_loss=0.115347 val_ssim=0.8644 val_psnr=32.14 lr=6.3012974e-05 epoch_seconds=39.113 run_seconds=1843.388 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 48 heartbeat: batch=1/455 avg_train_loss=0.113084 avg_train_ssim=0.8671 run_seconds=1844.063
epoch 48 heartbeat: batch=128/455 avg_train_loss=0.112953 avg_train_ssim=0.8672 run_seconds=1854.071
epoch 48 heartbeat: batch=256/455 avg_train_loss=0.112857 avg_train_ssim=0.8673 run_seconds=1864.147
epoch 48 heartbeat: batch=389/455 avg_train_loss=0.112890 avg_train_ssim=0.8673 run_seconds=1874.152
epoch 48: train_loss=0.112892 train_ssim=0.8673 val_loss=0.115440 val_ssim=0.8643 val_psnr=32.12 lr=5.7623952e-05 epoch_seconds=39.054 run_seconds=1882.844 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 49 heartbeat: batch=1/455 avg_train_loss=0.118026 avg_train_ssim=0.8613 run_seconds=1883.107
epoch 49 heartbeat: batch=128/455 avg_train_loss=0.112938 avg_train_ssim=0.8672 run_seconds=1893.143
epoch 49 heartbeat: batch=255/455 avg_train_loss=0.112903 avg_train_ssim=0.8673 run_seconds=1903.209
epoch 49 heartbeat: batch=388/455 avg_train_loss=0.112876 avg_train_ssim=0.8673 run_seconds=1913.233
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 49: train_loss=0.112812 train_ssim=0.8674 val_loss=0.115319 val_ssim=0.8644 val_psnr=32.14 lr=5.2469517e-05 epoch_seconds=39.170 run_seconds=1922.052 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 50 heartbeat: batch=1/455 avg_train_loss=0.115828 avg_train_ssim=0.8638 run_seconds=1922.775
epoch 50 heartbeat: batch=129/455 avg_train_loss=0.112966 avg_train_ssim=0.8672 run_seconds=1932.853
epoch 50 heartbeat: batch=256/455 avg_train_loss=0.112867 avg_train_ssim=0.8673 run_seconds=1942.859
epoch 50 heartbeat: batch=388/455 avg_train_loss=0.112713 avg_train_ssim=0.8675 run_seconds=1952.883
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 50: train_loss=0.112751 train_ssim=0.8675 val_loss=0.115311 val_ssim=0.8644 val_psnr=32.23 lr=4.7562087e-05 epoch_seconds=39.187 run_seconds=1961.734 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 51 heartbeat: batch=1/455 avg_train_loss=0.115885 avg_train_ssim=0.8638 run_seconds=1962.393
epoch 51 heartbeat: batch=128/455 avg_train_loss=0.112860 avg_train_ssim=0.8673 run_seconds=1972.416
epoch 51 heartbeat: batch=255/455 avg_train_loss=0.112636 avg_train_ssim=0.8676 run_seconds=1982.418
epoch 51 heartbeat: batch=389/455 avg_train_loss=0.112641 avg_train_ssim=0.8676 run_seconds=1992.433
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 51: train_loss=0.112679 train_ssim=0.8675 val_loss=0.115240 val_ssim=0.8645 val_psnr=32.16 lr=4.2913484e-05 epoch_seconds=39.013 run_seconds=2001.185 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 52 heartbeat: batch=1/455 avg_train_loss=0.110135 avg_train_ssim=0.8705 run_seconds=2001.863
epoch 52 heartbeat: batch=128/455 avg_train_loss=0.112530 avg_train_ssim=0.8677 run_seconds=2011.868
epoch 52 heartbeat: batch=257/455 avg_train_loss=0.112540 avg_train_ssim=0.8677 run_seconds=2021.869
epoch 52 heartbeat: batch=390/455 avg_train_loss=0.112457 avg_train_ssim=0.8678 run_seconds=2031.892
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 52: train_loss=0.112554 train_ssim=0.8677 val_loss=0.115120 val_ssim=0.8647 val_psnr=32.18 lr=3.8534908e-05 epoch_seconds=38.944 run_seconds=2040.582 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=15958 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 53 heartbeat: batch=1/455 avg_train_loss=0.110252 avg_train_ssim=0.8704 run_seconds=2041.288
epoch 53 heartbeat: batch=128/455 avg_train_loss=0.112573 avg_train_ssim=0.8677 run_seconds=2051.318
epoch 53 heartbeat: batch=231/455 avg_train_loss=0.112490 avg_train_ssim=0.8678 run_seconds=2061.359
epoch 53 heartbeat: batch=314/455 avg_train_loss=0.112616 avg_train_ssim=0.8676 run_seconds=2071.420
epoch 53 heartbeat: batch=394/455 avg_train_loss=0.112594 avg_train_ssim=0.8676 run_seconds=2081.476
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 53: train_loss=0.112561 train_ssim=0.8677 val_loss=0.114983 val_ssim=0.8648 val_psnr=32.23 lr=3.4436906e-05 epoch_seconds=53.148 run_seconds=2094.210 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 54 heartbeat: batch=1/455 avg_train_loss=0.112586 avg_train_ssim=0.8677 run_seconds=2094.983
epoch 54 heartbeat: batch=82/455 avg_train_loss=0.113095 avg_train_ssim=0.8671 run_seconds=2105.037
epoch 54 heartbeat: batch=163/455 avg_train_loss=0.112611 avg_train_ssim=0.8676 run_seconds=2115.099
epoch 54 heartbeat: batch=245/455 avg_train_loss=0.112553 avg_train_ssim=0.8677 run_seconds=2125.186
epoch 54 heartbeat: batch=328/455 avg_train_loss=0.112491 avg_train_ssim=0.8678 run_seconds=2135.281
epoch 54 heartbeat: batch=409/455 avg_train_loss=0.112464 avg_train_ssim=0.8678 run_seconds=2145.332
epoch 54: train_loss=0.112475 train_ssim=0.8678 val_loss=0.115172 val_ssim=0.8646 val_psnr=32.14 lr=3.0629352e-05 epoch_seconds=61.492 run_seconds=2156.204 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21302 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 55 heartbeat: batch=1/455 avg_train_loss=0.113790 avg_train_ssim=0.8662 run_seconds=2156.514
epoch 55 heartbeat: batch=82/455 avg_train_loss=0.112411 avg_train_ssim=0.8679 run_seconds=2166.555
epoch 55 heartbeat: batch=163/455 avg_train_loss=0.112653 avg_train_ssim=0.8676 run_seconds=2176.609
epoch 55 heartbeat: batch=245/455 avg_train_loss=0.112484 avg_train_ssim=0.8678 run_seconds=2186.643
epoch 55 heartbeat: batch=328/455 avg_train_loss=0.112452 avg_train_ssim=0.8678 run_seconds=2196.762
epoch 55 heartbeat: batch=409/455 avg_train_loss=0.112490 avg_train_ssim=0.8678 run_seconds=2206.816
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 55: train_loss=0.112480 train_ssim=0.8678 val_loss=0.114953 val_ssim=0.8649 val_psnr=32.23 lr=2.7121417e-05 epoch_seconds=61.445 run_seconds=2217.688 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 56 heartbeat: batch=1/455 avg_train_loss=0.113090 avg_train_ssim=0.8671 run_seconds=2218.473
epoch 56 heartbeat: batch=82/455 avg_train_loss=0.111677 avg_train_ssim=0.8687 run_seconds=2228.486
epoch 56 heartbeat: batch=163/455 avg_train_loss=0.112139 avg_train_ssim=0.8682 run_seconds=2238.536
epoch 56 heartbeat: batch=245/455 avg_train_loss=0.112434 avg_train_ssim=0.8678 run_seconds=2248.626
epoch 56 heartbeat: batch=327/455 avg_train_loss=0.112321 avg_train_ssim=0.8680 run_seconds=2258.646
epoch 56 heartbeat: batch=408/455 avg_train_loss=0.112370 avg_train_ssim=0.8679 run_seconds=2268.705
epoch 56: train_loss=0.112414 train_ssim=0.8679 val_loss=0.114985 val_ssim=0.8648 val_psnr=32.22 lr=2.3921552e-05 epoch_seconds=61.480 run_seconds=2279.667 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 57 heartbeat: batch=1/455 avg_train_loss=0.107482 avg_train_ssim=0.8737 run_seconds=2279.989
epoch 57 heartbeat: batch=82/455 avg_train_loss=0.112738 avg_train_ssim=0.8675 run_seconds=2290.056
epoch 57 heartbeat: batch=163/455 avg_train_loss=0.112532 avg_train_ssim=0.8677 run_seconds=2300.115
epoch 57 heartbeat: batch=245/455 avg_train_loss=0.112397 avg_train_ssim=0.8679 run_seconds=2310.203
epoch 57 heartbeat: batch=328/455 avg_train_loss=0.112263 avg_train_ssim=0.8680 run_seconds=2320.311
epoch 57 heartbeat: batch=410/455 avg_train_loss=0.112337 avg_train_ssim=0.8679 run_seconds=2330.430
epoch 57: train_loss=0.112360 train_ssim=0.8679 val_loss=0.114997 val_ssim=0.8648 val_psnr=32.18 lr=2.1037468e-05 epoch_seconds=61.435 run_seconds=2341.136 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 58 heartbeat: batch=1/455 avg_train_loss=0.112356 avg_train_ssim=0.8679 run_seconds=2341.465
epoch 58 heartbeat: batch=82/455 avg_train_loss=0.112567 avg_train_ssim=0.8677 run_seconds=2351.501
epoch 58 heartbeat: batch=163/455 avg_train_loss=0.112426 avg_train_ssim=0.8678 run_seconds=2361.544
epoch 58 heartbeat: batch=245/455 avg_train_loss=0.112478 avg_train_ssim=0.8678 run_seconds=2371.588
epoch 58 heartbeat: batch=327/455 avg_train_loss=0.112453 avg_train_ssim=0.8678 run_seconds=2381.623
epoch 58 heartbeat: batch=408/455 avg_train_loss=0.112434 avg_train_ssim=0.8678 run_seconds=2391.688
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 58: train_loss=0.112365 train_ssim=0.8679 val_loss=0.114901 val_ssim=0.8649 val_psnr=32.24 lr=1.8476111e-05 epoch_seconds=61.466 run_seconds=2402.639 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21238 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 59 heartbeat: batch=1/455 avg_train_loss=0.115510 avg_train_ssim=0.8642 run_seconds=2403.408
epoch 59 heartbeat: batch=82/455 avg_train_loss=0.112154 avg_train_ssim=0.8682 run_seconds=2413.482
epoch 59 heartbeat: batch=163/455 avg_train_loss=0.112221 avg_train_ssim=0.8681 run_seconds=2423.495
epoch 59 heartbeat: batch=245/455 avg_train_loss=0.112183 avg_train_ssim=0.8681 run_seconds=2433.574
epoch 59 heartbeat: batch=327/455 avg_train_loss=0.112222 avg_train_ssim=0.8681 run_seconds=2443.680
epoch 59 heartbeat: batch=408/455 avg_train_loss=0.112305 avg_train_ssim=0.8680 run_seconds=2453.759
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 59: train_loss=0.112310 train_ssim=0.8680 val_loss=0.114862 val_ssim=0.8650 val_psnr=32.22 lr=1.6243651e-05 epoch_seconds=61.614 run_seconds=2464.719 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 60 heartbeat: batch=1/455 avg_train_loss=0.113864 avg_train_ssim=0.8661 run_seconds=2465.528
epoch 60 heartbeat: batch=82/455 avg_train_loss=0.112419 avg_train_ssim=0.8679 run_seconds=2475.571
epoch 60 heartbeat: batch=163/455 avg_train_loss=0.112276 avg_train_ssim=0.8680 run_seconds=2485.619
epoch 60 heartbeat: batch=245/455 avg_train_loss=0.112321 avg_train_ssim=0.8680 run_seconds=2495.669
epoch 60 heartbeat: batch=327/455 avg_train_loss=0.112289 avg_train_ssim=0.8680 run_seconds=2505.713
epoch 60 heartbeat: batch=409/455 avg_train_loss=0.112288 avg_train_ssim=0.8680 run_seconds=2515.828
epoch 60: train_loss=0.112271 train_ssim=0.8680 val_loss=0.114872 val_ssim=0.8650 val_psnr=32.23 lr=1.4345468e-05 epoch_seconds=61.442 run_seconds=2526.663 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21238 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 61 heartbeat: batch=1/455 avg_train_loss=0.110847 avg_train_ssim=0.8697 run_seconds=2526.991
epoch 61 heartbeat: batch=82/455 avg_train_loss=0.112703 avg_train_ssim=0.8675 run_seconds=2537.052
epoch 61 heartbeat: batch=163/455 avg_train_loss=0.112416 avg_train_ssim=0.8679 run_seconds=2547.115
epoch 61 heartbeat: batch=245/455 avg_train_loss=0.112272 avg_train_ssim=0.8680 run_seconds=2557.137
epoch 61 heartbeat: batch=327/455 avg_train_loss=0.112081 avg_train_ssim=0.8683 run_seconds=2567.200
epoch 61 heartbeat: batch=408/455 avg_train_loss=0.112195 avg_train_ssim=0.8681 run_seconds=2577.300
epoch 61: train_loss=0.112181 train_ssim=0.8681 val_loss=0.114881 val_ssim=0.8650 val_psnr=32.13 lr=1.2786134e-05 epoch_seconds=61.561 run_seconds=2588.263 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 62 heartbeat: batch=1/455 avg_train_loss=0.115863 avg_train_ssim=0.8638 run_seconds=2588.575
epoch 62 heartbeat: batch=82/455 avg_train_loss=0.112257 avg_train_ssim=0.8680 run_seconds=2598.640
epoch 62 heartbeat: batch=163/455 avg_train_loss=0.112153 avg_train_ssim=0.8682 run_seconds=2608.668
epoch 62 heartbeat: batch=245/455 avg_train_loss=0.112194 avg_train_ssim=0.8681 run_seconds=2618.720
epoch 62 heartbeat: batch=327/455 avg_train_loss=0.112226 avg_train_ssim=0.8681 run_seconds=2628.763
epoch 62 heartbeat: batch=408/455 avg_train_loss=0.112256 avg_train_ssim=0.8680 run_seconds=2638.813
epoch 62: train_loss=0.112236 train_ssim=0.8681 val_loss=0.115089 val_ssim=0.8647 val_psnr=32.15 lr=1.1569406e-05 epoch_seconds=61.508 run_seconds=2649.808 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 63 heartbeat: batch=1/455 avg_train_loss=0.114427 avg_train_ssim=0.8655 run_seconds=2650.141
epoch 63 heartbeat: batch=82/455 avg_train_loss=0.111727 avg_train_ssim=0.8687 run_seconds=2660.212
epoch 63 heartbeat: batch=163/455 avg_train_loss=0.112073 avg_train_ssim=0.8683 run_seconds=2670.274
epoch 63 heartbeat: batch=245/455 avg_train_loss=0.112096 avg_train_ssim=0.8682 run_seconds=2680.325
epoch 63 heartbeat: batch=327/455 avg_train_loss=0.112172 avg_train_ssim=0.8681 run_seconds=2690.415
epoch 63 heartbeat: batch=408/455 avg_train_loss=0.112235 avg_train_ssim=0.8681 run_seconds=2700.447
epoch 63: train_loss=0.112259 train_ssim=0.8680 val_loss=0.115428 val_ssim=0.8643 val_psnr=32.21 lr=1.0698215e-05 epoch_seconds=61.604 run_seconds=2711.451 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 64 heartbeat: batch=1/455 avg_train_loss=0.116284 avg_train_ssim=0.8633 run_seconds=2711.771
epoch 64 heartbeat: batch=82/455 avg_train_loss=0.112206 avg_train_ssim=0.8681 run_seconds=2721.838
epoch 64 heartbeat: batch=163/455 avg_train_loss=0.112234 avg_train_ssim=0.8681 run_seconds=2731.904
epoch 64 heartbeat: batch=246/455 avg_train_loss=0.112207 avg_train_ssim=0.8681 run_seconds=2742.019
epoch 64 heartbeat: batch=328/455 avg_train_loss=0.112224 avg_train_ssim=0.8681 run_seconds=2752.097
epoch 64 heartbeat: batch=409/455 avg_train_loss=0.112269 avg_train_ssim=0.8680 run_seconds=2762.152
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 64: train_loss=0.112239 train_ssim=0.8681 val_loss=0.114803 val_ssim=0.8650 val_psnr=32.25 lr=1.0174659e-05 epoch_seconds=61.569 run_seconds=2773.054 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 65 heartbeat: batch=1/455 avg_train_loss=0.119749 avg_train_ssim=0.8593 run_seconds=2773.858
epoch 65 heartbeat: batch=82/455 avg_train_loss=0.112149 avg_train_ssim=0.8682 run_seconds=2783.906
epoch 65 heartbeat: batch=164/455 avg_train_loss=0.112215 avg_train_ssim=0.8681 run_seconds=2794.031
epoch 65 heartbeat: batch=246/455 avg_train_loss=0.112075 avg_train_ssim=0.8683 run_seconds=2804.054
epoch 65 heartbeat: batch=328/455 avg_train_loss=0.112140 avg_train_ssim=0.8682 run_seconds=2814.120
epoch 65 heartbeat: batch=409/455 avg_train_loss=0.112146 avg_train_ssim=0.8682 run_seconds=2824.173
epoch 65: train_loss=0.112136 train_ssim=0.8682 val_loss=0.114901 val_ssim=0.8649 val_psnr=32.24 lr=1e-05 epoch_seconds=61.497 run_seconds=2835.058 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21270 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 66 heartbeat: batch=1/455 avg_train_loss=0.111909 avg_train_ssim=0.8684 run_seconds=2835.375
epoch 66 heartbeat: batch=96/455 avg_train_loss=0.112059 avg_train_ssim=0.8683 run_seconds=2845.436
epoch 66 heartbeat: batch=226/455 avg_train_loss=0.112131 avg_train_ssim=0.8682 run_seconds=2855.502
epoch 66 heartbeat: batch=358/455 avg_train_loss=0.112217 avg_train_ssim=0.8681 run_seconds=2865.525
epoch 66: train_loss=0.112227 train_ssim=0.8681 val_loss=0.114902 val_ssim=0.8649 val_psnr=32.27 lr=1.0174659e-05 epoch_seconds=41.605 run_seconds=2876.699 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 67 heartbeat: batch=1/455 avg_train_loss=0.115872 avg_train_ssim=0.8638 run_seconds=2876.970
epoch 67 heartbeat: batch=127/455 avg_train_loss=0.112338 avg_train_ssim=0.8679 run_seconds=2887.045
epoch 67 heartbeat: batch=258/455 avg_train_loss=0.112205 avg_train_ssim=0.8681 run_seconds=2897.101
epoch 67 heartbeat: batch=386/455 avg_train_loss=0.112110 avg_train_ssim=0.8682 run_seconds=2907.147
epoch 67: train_loss=0.112202 train_ssim=0.8681 val_loss=0.114901 val_ssim=0.8649 val_psnr=32.26 lr=1.0698215e-05 epoch_seconds=39.482 run_seconds=2916.217 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 68 heartbeat: batch=1/455 avg_train_loss=0.110056 avg_train_ssim=0.8706 run_seconds=2916.515
epoch 68 heartbeat: batch=128/455 avg_train_loss=0.111991 avg_train_ssim=0.8684 run_seconds=2926.522
epoch 68 heartbeat: batch=260/455 avg_train_loss=0.112090 avg_train_ssim=0.8682 run_seconds=2936.562
epoch 68 heartbeat: batch=388/455 avg_train_loss=0.112077 avg_train_ssim=0.8683 run_seconds=2946.588
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 68: train_loss=0.112146 train_ssim=0.8682 val_loss=0.114750 val_ssim=0.8651 val_psnr=32.25 lr=1.1569406e-05 epoch_seconds=39.232 run_seconds=2955.485 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 69 heartbeat: batch=1/455 avg_train_loss=0.114747 avg_train_ssim=0.8651 run_seconds=2956.121
epoch 69 heartbeat: batch=128/455 avg_train_loss=0.111913 avg_train_ssim=0.8684 run_seconds=2966.176
epoch 69 heartbeat: batch=261/455 avg_train_loss=0.112057 avg_train_ssim=0.8683 run_seconds=2976.206
epoch 69 heartbeat: batch=388/455 avg_train_loss=0.112075 avg_train_ssim=0.8683 run_seconds=2986.214
epoch 69: train_loss=0.112210 train_ssim=0.8681 val_loss=0.114827 val_ssim=0.8650 val_psnr=32.15 lr=1.2786134e-05 epoch_seconds=39.223 run_seconds=2995.089 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 70 heartbeat: batch=1/455 avg_train_loss=0.111467 avg_train_ssim=0.8690 run_seconds=2995.359
epoch 70 heartbeat: batch=128/455 avg_train_loss=0.112160 avg_train_ssim=0.8682 run_seconds=3005.363
epoch 70 heartbeat: batch=261/455 avg_train_loss=0.112140 avg_train_ssim=0.8682 run_seconds=3015.373
epoch 70 heartbeat: batch=388/455 avg_train_loss=0.112207 avg_train_ssim=0.8681 run_seconds=3025.382
epoch 70: train_loss=0.112236 train_ssim=0.8681 val_loss=0.114881 val_ssim=0.8650 val_psnr=32.22 lr=1.4345468e-05 epoch_seconds=39.084 run_seconds=3034.208 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 71 heartbeat: batch=1/455 avg_train_loss=0.110660 avg_train_ssim=0.8699 run_seconds=3034.478
epoch 71 heartbeat: batch=129/455 avg_train_loss=0.112293 avg_train_ssim=0.8680 run_seconds=3044.546
epoch 71 heartbeat: batch=263/455 avg_train_loss=0.112179 avg_train_ssim=0.8681 run_seconds=3054.596
epoch 71 heartbeat: batch=390/455 avg_train_loss=0.112123 avg_train_ssim=0.8682 run_seconds=3064.597
epoch 71: train_loss=0.112201 train_ssim=0.8681 val_loss=0.114955 val_ssim=0.8649 val_psnr=32.24 lr=1.6243651e-05 epoch_seconds=38.999 run_seconds=3073.245 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 72 heartbeat: batch=1/455 avg_train_loss=0.112805 avg_train_ssim=0.8674 run_seconds=3073.524
epoch 72 heartbeat: batch=128/455 avg_train_loss=0.112079 avg_train_ssim=0.8683 run_seconds=3083.561
epoch 72 heartbeat: batch=262/455 avg_train_loss=0.112410 avg_train_ssim=0.8679 run_seconds=3093.601
epoch 72 heartbeat: batch=389/455 avg_train_loss=0.112337 avg_train_ssim=0.8679 run_seconds=3103.602
epoch 72: train_loss=0.112307 train_ssim=0.8680 val_loss=0.114904 val_ssim=0.8649 val_psnr=32.24 lr=1.8476111e-05 epoch_seconds=39.070 run_seconds=3112.352 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 73 heartbeat: batch=1/455 avg_train_loss=0.114652 avg_train_ssim=0.8652 run_seconds=3112.614
epoch 73 heartbeat: batch=128/455 avg_train_loss=0.112533 avg_train_ssim=0.8677 run_seconds=3122.618
epoch 73 heartbeat: batch=262/455 avg_train_loss=0.112370 avg_train_ssim=0.8679 run_seconds=3132.645
epoch 73 heartbeat: batch=389/455 avg_train_loss=0.112317 avg_train_ssim=0.8680 run_seconds=3142.679
epoch 73: train_loss=0.112352 train_ssim=0.8679 val_loss=0.114898 val_ssim=0.8649 val_psnr=32.18 lr=2.1037468e-05 epoch_seconds=39.079 run_seconds=3151.465 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 74 heartbeat: batch=1/455 avg_train_loss=0.113158 avg_train_ssim=0.8670 run_seconds=3151.759
epoch 74 heartbeat: batch=127/455 avg_train_loss=0.112486 avg_train_ssim=0.8678 run_seconds=3161.762
epoch 74 heartbeat: batch=264/455 avg_train_loss=0.112525 avg_train_ssim=0.8677 run_seconds=3171.810
epoch 74 heartbeat: batch=392/455 avg_train_loss=0.112467 avg_train_ssim=0.8678 run_seconds=3181.886
epoch 74: train_loss=0.112336 train_ssim=0.8680 val_loss=0.114974 val_ssim=0.8648 val_psnr=32.17 lr=2.3921552e-05 epoch_seconds=38.955 run_seconds=3190.455 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 75 heartbeat: batch=1/455 avg_train_loss=0.113370 avg_train_ssim=0.8667 run_seconds=3190.750
epoch 75 heartbeat: batch=129/455 avg_train_loss=0.112115 avg_train_ssim=0.8682 run_seconds=3200.826
epoch 75 heartbeat: batch=263/455 avg_train_loss=0.112333 avg_train_ssim=0.8680 run_seconds=3210.905
epoch 75 heartbeat: batch=391/455 avg_train_loss=0.112242 avg_train_ssim=0.8681 run_seconds=3220.976
epoch 75: train_loss=0.112333 train_ssim=0.8680 val_loss=0.114960 val_ssim=0.8649 val_psnr=32.21 lr=2.7121417e-05 epoch_seconds=39.090 run_seconds=3229.581 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 76 heartbeat: batch=1/455 avg_train_loss=0.108665 avg_train_ssim=0.8723 run_seconds=3229.872
epoch 76 heartbeat: batch=129/455 avg_train_loss=0.112489 avg_train_ssim=0.8678 run_seconds=3239.945
epoch 76 heartbeat: batch=263/455 avg_train_loss=0.112346 avg_train_ssim=0.8679 run_seconds=3250.013
epoch 76 heartbeat: batch=391/455 avg_train_loss=0.112395 avg_train_ssim=0.8679 run_seconds=3260.088
epoch 76: train_loss=0.112399 train_ssim=0.8679 val_loss=0.114985 val_ssim=0.8648 val_psnr=32.24 lr=3.0629352e-05 epoch_seconds=39.082 run_seconds=3268.700 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 77 heartbeat: batch=1/455 avg_train_loss=0.111610 avg_train_ssim=0.8688 run_seconds=3268.963
epoch 77 heartbeat: batch=129/455 avg_train_loss=0.112269 avg_train_ssim=0.8680 run_seconds=3279.030
epoch 77 heartbeat: batch=263/455 avg_train_loss=0.112322 avg_train_ssim=0.8680 run_seconds=3289.082
epoch 77 heartbeat: batch=390/455 avg_train_loss=0.112369 avg_train_ssim=0.8679 run_seconds=3299.091
epoch 77: train_loss=0.112420 train_ssim=0.8679 val_loss=0.115027 val_ssim=0.8648 val_psnr=32.20 lr=3.4436906e-05 epoch_seconds=39.026 run_seconds=3307.763 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 78 heartbeat: batch=1/455 avg_train_loss=0.114820 avg_train_ssim=0.8650 run_seconds=3308.024
epoch 78 heartbeat: batch=128/455 avg_train_loss=0.112375 avg_train_ssim=0.8679 run_seconds=3318.039
epoch 78 heartbeat: batch=261/455 avg_train_loss=0.112411 avg_train_ssim=0.8679 run_seconds=3328.041
epoch 78 heartbeat: batch=388/455 avg_train_loss=0.112570 avg_train_ssim=0.8677 run_seconds=3338.065
epoch 78: train_loss=0.112543 train_ssim=0.8677 val_loss=0.115222 val_ssim=0.8646 val_psnr=32.27 lr=3.8534908e-05 epoch_seconds=39.136 run_seconds=3346.936 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 79 heartbeat: batch=1/455 avg_train_loss=0.112201 avg_train_ssim=0.8681 run_seconds=3347.197
epoch 79 heartbeat: batch=128/455 avg_train_loss=0.112189 avg_train_ssim=0.8681 run_seconds=3357.202
epoch 79 heartbeat: batch=262/455 avg_train_loss=0.112404 avg_train_ssim=0.8679 run_seconds=3367.238
epoch 79 heartbeat: batch=389/455 avg_train_loss=0.112511 avg_train_ssim=0.8677 run_seconds=3377.282
epoch 79: train_loss=0.112507 train_ssim=0.8678 val_loss=0.115246 val_ssim=0.8645 val_psnr=32.23 lr=4.2913484e-05 epoch_seconds=39.047 run_seconds=3386.019 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 80 heartbeat: batch=1/455 avg_train_loss=0.110443 avg_train_ssim=0.8702 run_seconds=3386.294
epoch 80 heartbeat: batch=128/455 avg_train_loss=0.112442 avg_train_ssim=0.8678 run_seconds=3396.303
epoch 80 heartbeat: batch=261/455 avg_train_loss=0.112492 avg_train_ssim=0.8678 run_seconds=3406.308
epoch 80 heartbeat: batch=388/455 avg_train_loss=0.112425 avg_train_ssim=0.8678 run_seconds=3416.346
epoch 80: train_loss=0.112463 train_ssim=0.8678 val_loss=0.115103 val_ssim=0.8647 val_psnr=32.23 lr=4.7562087e-05 epoch_seconds=39.154 run_seconds=3425.213 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 81 heartbeat: batch=1/455 avg_train_loss=0.110047 avg_train_ssim=0.8706 run_seconds=3425.480
epoch 81 heartbeat: batch=129/455 avg_train_loss=0.112785 avg_train_ssim=0.8674 run_seconds=3435.543
epoch 81 heartbeat: batch=262/455 avg_train_loss=0.112591 avg_train_ssim=0.8677 run_seconds=3445.600
epoch 81 heartbeat: batch=388/455 avg_train_loss=0.112638 avg_train_ssim=0.8676 run_seconds=3455.612
epoch 81: train_loss=0.112557 train_ssim=0.8677 val_loss=0.115107 val_ssim=0.8647 val_psnr=32.17 lr=5.2469517e-05 epoch_seconds=39.238 run_seconds=3464.489 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 82 heartbeat: batch=1/455 avg_train_loss=0.114025 avg_train_ssim=0.8660 run_seconds=3464.757
epoch 82 heartbeat: batch=129/455 avg_train_loss=0.113018 avg_train_ssim=0.8672 run_seconds=3474.830
epoch 82 heartbeat: batch=263/455 avg_train_loss=0.112819 avg_train_ssim=0.8674 run_seconds=3484.858
epoch 82 heartbeat: batch=391/455 avg_train_loss=0.112797 avg_train_ssim=0.8674 run_seconds=3494.935
epoch 82: train_loss=0.112731 train_ssim=0.8675 val_loss=0.115489 val_ssim=0.8642 val_psnr=32.11 lr=5.7623952e-05 epoch_seconds=38.970 run_seconds=3503.495 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 83 heartbeat: batch=1/455 avg_train_loss=0.107776 avg_train_ssim=0.8733 run_seconds=3503.777
epoch 83 heartbeat: batch=127/455 avg_train_loss=0.112715 avg_train_ssim=0.8675 run_seconds=3513.782
epoch 83 heartbeat: batch=260/455 avg_train_loss=0.112626 avg_train_ssim=0.8676 run_seconds=3523.803
epoch 83 heartbeat: batch=387/455 avg_train_loss=0.112706 avg_train_ssim=0.8675 run_seconds=3533.808
epoch 83: train_loss=0.112750 train_ssim=0.8675 val_loss=0.115513 val_ssim=0.8642 val_psnr=32.20 lr=6.3012974e-05 epoch_seconds=39.195 run_seconds=3542.727 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 84 heartbeat: batch=1/455 avg_train_loss=0.111492 avg_train_ssim=0.8689 run_seconds=3542.985
epoch 84 heartbeat: batch=129/455 avg_train_loss=0.112903 avg_train_ssim=0.8673 run_seconds=3553.061
epoch 84 heartbeat: batch=263/455 avg_train_loss=0.112902 avg_train_ssim=0.8673 run_seconds=3563.126
epoch 84 heartbeat: batch=390/455 avg_train_loss=0.112900 avg_train_ssim=0.8673 run_seconds=3573.193
epoch 84: train_loss=0.112896 train_ssim=0.8673 val_loss=0.115267 val_ssim=0.8645 val_psnr=32.12 lr=6.8623601e-05 epoch_seconds=39.192 run_seconds=3581.955 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 85 heartbeat: batch=1/455 avg_train_loss=0.111790 avg_train_ssim=0.8686 run_seconds=3582.244
epoch 85 heartbeat: batch=129/455 avg_train_loss=0.113250 avg_train_ssim=0.8669 run_seconds=3592.311
epoch 85 heartbeat: batch=262/455 avg_train_loss=0.112853 avg_train_ssim=0.8673 run_seconds=3602.312
epoch 85 heartbeat: batch=390/455 avg_train_loss=0.112831 avg_train_ssim=0.8674 run_seconds=3612.392
epoch 85: train_loss=0.112808 train_ssim=0.8674 val_loss=0.115685 val_ssim=0.8640 val_psnr=32.14 lr=7.4442316e-05 epoch_seconds=39.110 run_seconds=3621.100 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 86 heartbeat: batch=1/455 avg_train_loss=0.112056 avg_train_ssim=0.8683 run_seconds=3621.408
epoch 86 heartbeat: batch=128/455 avg_train_loss=0.113042 avg_train_ssim=0.8671 run_seconds=3631.419
epoch 86 heartbeat: batch=262/455 avg_train_loss=0.112914 avg_train_ssim=0.8673 run_seconds=3641.492
epoch 86 heartbeat: batch=390/455 avg_train_loss=0.112971 avg_train_ssim=0.8672 run_seconds=3651.569
epoch 86: train_loss=0.112880 train_ssim=0.8673 val_loss=0.115406 val_ssim=0.8643 val_psnr=32.21 lr=8.0455102e-05 epoch_seconds=39.101 run_seconds=3660.238 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 87 heartbeat: batch=1/455 avg_train_loss=0.113116 avg_train_ssim=0.8670 run_seconds=3660.497
epoch 87 heartbeat: batch=127/455 avg_train_loss=0.113009 avg_train_ssim=0.8672 run_seconds=3670.505
epoch 87 heartbeat: batch=260/455 avg_train_loss=0.113004 avg_train_ssim=0.8672 run_seconds=3680.574
epoch 87 heartbeat: batch=388/455 avg_train_loss=0.112888 avg_train_ssim=0.8673 run_seconds=3690.651
epoch 87: train_loss=0.112875 train_ssim=0.8673 val_loss=0.115370 val_ssim=0.8644 val_psnr=32.16 lr=8.6647473e-05 epoch_seconds=39.200 run_seconds=3699.474 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 88 heartbeat: batch=1/455 avg_train_loss=0.111494 avg_train_ssim=0.8689 run_seconds=3699.746
epoch 88 heartbeat: batch=129/455 avg_train_loss=0.113095 avg_train_ssim=0.8671 run_seconds=3709.818
epoch 88 heartbeat: batch=263/455 avg_train_loss=0.113016 avg_train_ssim=0.8672 run_seconds=3719.854
epoch 88 heartbeat: batch=391/455 avg_train_loss=0.112939 avg_train_ssim=0.8672 run_seconds=3729.928
epoch 88: train_loss=0.112844 train_ssim=0.8674 val_loss=0.115684 val_ssim=0.8640 val_psnr=32.21 lr=9.3004511e-05 epoch_seconds=39.017 run_seconds=3738.528 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 89 heartbeat: batch=1/455 avg_train_loss=0.115239 avg_train_ssim=0.8645 run_seconds=3738.823
epoch 89 heartbeat: batch=128/455 avg_train_loss=0.113393 avg_train_ssim=0.8667 run_seconds=3748.828
epoch 89 heartbeat: batch=261/455 avg_train_loss=0.113122 avg_train_ssim=0.8670 run_seconds=3758.842
epoch 89 heartbeat: batch=388/455 avg_train_loss=0.113088 avg_train_ssim=0.8671 run_seconds=3768.877
epoch 89: train_loss=0.113002 train_ssim=0.8672 val_loss=0.115805 val_ssim=0.8639 val_psnr=32.18 lr=9.9510902e-05 epoch_seconds=39.182 run_seconds=3777.750 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 90 heartbeat: batch=1/455 avg_train_loss=0.113233 avg_train_ssim=0.8669 run_seconds=3778.042
epoch 90 heartbeat: batch=128/455 avg_train_loss=0.112876 avg_train_ssim=0.8673 run_seconds=3788.052
epoch 90 heartbeat: batch=264/455 avg_train_loss=0.113001 avg_train_ssim=0.8672 run_seconds=3798.079
epoch 90 heartbeat: batch=391/455 avg_train_loss=0.113050 avg_train_ssim=0.8671 run_seconds=3808.084
epoch 90: train_loss=0.113033 train_ssim=0.8671 val_loss=0.115723 val_ssim=0.8640 val_psnr=32.22 lr=0.00010615097 epoch_seconds=38.924 run_seconds=3816.713 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 91 heartbeat: batch=1/455 avg_train_loss=0.111054 avg_train_ssim=0.8695 run_seconds=3816.972
epoch 91 heartbeat: batch=128/455 avg_train_loss=0.112656 avg_train_ssim=0.8676 run_seconds=3826.978
epoch 91 heartbeat: batch=262/455 avg_train_loss=0.112960 avg_train_ssim=0.8672 run_seconds=3837.035
epoch 91 heartbeat: batch=389/455 avg_train_loss=0.112968 avg_train_ssim=0.8672 run_seconds=3847.075
epoch 91: train_loss=0.112994 train_ssim=0.8672 val_loss=0.115730 val_ssim=0.8640 val_psnr=32.05 lr=0.00011290872 epoch_seconds=39.091 run_seconds=3855.840 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 92 heartbeat: batch=1/455 avg_train_loss=0.113207 avg_train_ssim=0.8669 run_seconds=3856.101
epoch 92 heartbeat: batch=129/455 avg_train_loss=0.112913 avg_train_ssim=0.8673 run_seconds=3866.177
epoch 92 heartbeat: batch=263/455 avg_train_loss=0.112974 avg_train_ssim=0.8672 run_seconds=3876.245
epoch 92 heartbeat: batch=390/455 avg_train_loss=0.113039 avg_train_ssim=0.8671 run_seconds=3886.254
epoch 92: train_loss=0.113081 train_ssim=0.8671 val_loss=0.115862 val_ssim=0.8638 val_psnr=31.67 lr=0.00011976787 epoch_seconds=39.030 run_seconds=3894.906 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 93 heartbeat: batch=1/455 avg_train_loss=0.114451 avg_train_ssim=0.8655 run_seconds=3895.180
epoch 93 heartbeat: batch=128/455 avg_train_loss=0.112988 avg_train_ssim=0.8672 run_seconds=3905.198
epoch 93 heartbeat: batch=262/455 avg_train_loss=0.113005 avg_train_ssim=0.8672 run_seconds=3915.276
epoch 93 heartbeat: batch=389/455 avg_train_loss=0.113077 avg_train_ssim=0.8671 run_seconds=3925.282
epoch 93: train_loss=0.113134 train_ssim=0.8670 val_loss=0.116014 val_ssim=0.8636 val_psnr=32.09 lr=0.0001267119 epoch_seconds=39.112 run_seconds=3934.058 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 94 heartbeat: batch=1/455 avg_train_loss=0.110963 avg_train_ssim=0.8696 run_seconds=3934.330
epoch 94 heartbeat: batch=128/455 avg_train_loss=0.113172 avg_train_ssim=0.8670 run_seconds=3944.366
epoch 94 heartbeat: batch=261/455 avg_train_loss=0.113281 avg_train_ssim=0.8668 run_seconds=3954.385
epoch 94 heartbeat: batch=388/455 avg_train_loss=0.113240 avg_train_ssim=0.8669 run_seconds=3964.422
epoch 94: train_loss=0.113246 train_ssim=0.8669 val_loss=0.115779 val_ssim=0.8639 val_psnr=32.12 lr=0.00013372408 epoch_seconds=39.184 run_seconds=3973.279 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 95 heartbeat: batch=1/455 avg_train_loss=0.115974 avg_train_ssim=0.8637 run_seconds=3973.575
epoch 95 heartbeat: batch=128/455 avg_train_loss=0.113180 avg_train_ssim=0.8670 run_seconds=3983.650
epoch 95 heartbeat: batch=262/455 avg_train_loss=0.113284 avg_train_ssim=0.8668 run_seconds=3993.700
epoch 95 heartbeat: batch=389/455 avg_train_loss=0.113305 avg_train_ssim=0.8668 run_seconds=4003.703
epoch 95: train_loss=0.113312 train_ssim=0.8668 val_loss=0.115930 val_ssim=0.8637 val_psnr=32.05 lr=0.00014078751 epoch_seconds=39.178 run_seconds=4012.494 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 96 heartbeat: batch=1/455 avg_train_loss=0.111543 avg_train_ssim=0.8689 run_seconds=4012.766
epoch 96 heartbeat: batch=128/455 avg_train_loss=0.113605 avg_train_ssim=0.8665 run_seconds=4022.772
epoch 96 heartbeat: batch=262/455 avg_train_loss=0.113341 avg_train_ssim=0.8668 run_seconds=4032.776
epoch 96 heartbeat: batch=389/455 avg_train_loss=0.113421 avg_train_ssim=0.8667 run_seconds=4042.786
epoch 96: train_loss=0.113357 train_ssim=0.8668 val_loss=0.115983 val_ssim=0.8637 val_psnr=32.05 lr=0.00014788519 epoch_seconds=38.993 run_seconds=4051.523 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 97 heartbeat: batch=1/455 avg_train_loss=0.114067 avg_train_ssim=0.8659 run_seconds=4051.792
epoch 97 heartbeat: batch=128/455 avg_train_loss=0.112877 avg_train_ssim=0.8673 run_seconds=4061.807
epoch 97 heartbeat: batch=262/455 avg_train_loss=0.113027 avg_train_ssim=0.8671 run_seconds=4071.850
epoch 97 heartbeat: batch=389/455 avg_train_loss=0.113219 avg_train_ssim=0.8669 run_seconds=4081.853
epoch 97: train_loss=0.113317 train_ssim=0.8668 val_loss=0.115956 val_ssim=0.8637 val_psnr=31.93 lr=0.000155 epoch_seconds=39.031 run_seconds=4090.589 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 98 heartbeat: batch=1/455 avg_train_loss=0.113707 avg_train_ssim=0.8663 run_seconds=4090.894
epoch 98 heartbeat: batch=128/455 avg_train_loss=0.113057 avg_train_ssim=0.8671 run_seconds=4100.901
epoch 98 heartbeat: batch=264/455 avg_train_loss=0.113111 avg_train_ssim=0.8670 run_seconds=4110.940
epoch 98 heartbeat: batch=391/455 avg_train_loss=0.113200 avg_train_ssim=0.8669 run_seconds=4120.944
epoch 98: train_loss=0.113212 train_ssim=0.8669 val_loss=0.116193 val_ssim=0.8634 val_psnr=32.07 lr=0.00016211481 epoch_seconds=38.975 run_seconds=4129.598 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 99 heartbeat: batch=1/455 avg_train_loss=0.112637 avg_train_ssim=0.8676 run_seconds=4129.870
epoch 99 heartbeat: batch=127/455 avg_train_loss=0.113695 avg_train_ssim=0.8664 run_seconds=4139.903
epoch 99 heartbeat: batch=261/455 avg_train_loss=0.113377 avg_train_ssim=0.8667 run_seconds=4149.972
epoch 99 heartbeat: batch=388/455 avg_train_loss=0.113425 avg_train_ssim=0.8667 run_seconds=4159.974
epoch 99: train_loss=0.113453 train_ssim=0.8666 val_loss=0.116103 val_ssim=0.8635 val_psnr=31.97 lr=0.00016921249 epoch_seconds=39.177 run_seconds=4168.813 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 100 heartbeat: batch=1/455 avg_train_loss=0.111259 avg_train_ssim=0.8692 run_seconds=4169.122
epoch 100 heartbeat: batch=129/455 avg_train_loss=0.113523 avg_train_ssim=0.8666 run_seconds=4179.200
epoch 100 heartbeat: batch=262/455 avg_train_loss=0.113515 avg_train_ssim=0.8666 run_seconds=4189.215
epoch 100 heartbeat: batch=389/455 avg_train_loss=0.113434 avg_train_ssim=0.8667 run_seconds=4199.232
epoch 100: train_loss=0.113435 train_ssim=0.8667 val_loss=0.116525 val_ssim=0.8630 val_psnr=32.03 lr=0.00017627592 epoch_seconds=39.221 run_seconds=4208.073 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 101 heartbeat: batch=1/455 avg_train_loss=0.114084 avg_train_ssim=0.8659 run_seconds=4208.348
epoch 101 heartbeat: batch=128/455 avg_train_loss=0.113720 avg_train_ssim=0.8663 run_seconds=4218.352
epoch 101 heartbeat: batch=262/455 avg_train_loss=0.113660 avg_train_ssim=0.8664 run_seconds=4228.427
epoch 101 heartbeat: batch=388/455 avg_train_loss=0.113655 avg_train_ssim=0.8664 run_seconds=4238.428
epoch 101: train_loss=0.113679 train_ssim=0.8664 val_loss=0.116007 val_ssim=0.8636 val_psnr=32.00 lr=0.0001832881 epoch_seconds=39.238 run_seconds=4247.347 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 102 heartbeat: batch=1/455 avg_train_loss=0.112727 avg_train_ssim=0.8675 run_seconds=4247.611
epoch 102 heartbeat: batch=128/455 avg_train_loss=0.114696 avg_train_ssim=0.8652 run_seconds=4257.618
epoch 102 heartbeat: batch=261/455 avg_train_loss=0.114243 avg_train_ssim=0.8657 run_seconds=4267.633
epoch 102 heartbeat: batch=388/455 avg_train_loss=0.114172 avg_train_ssim=0.8658 run_seconds=4277.636
epoch 102: train_loss=0.114039 train_ssim=0.8660 val_loss=0.115963 val_ssim=0.8637 val_psnr=31.98 lr=0.00019023213 epoch_seconds=39.122 run_seconds=4286.505 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 103 heartbeat: batch=1/455 avg_train_loss=0.117833 avg_train_ssim=0.8615 run_seconds=4286.772
epoch 103 heartbeat: batch=129/455 avg_train_loss=0.113878 avg_train_ssim=0.8661 run_seconds=4296.846
epoch 103 heartbeat: batch=263/455 avg_train_loss=0.113792 avg_train_ssim=0.8662 run_seconds=4306.895
epoch 103 heartbeat: batch=390/455 avg_train_loss=0.113570 avg_train_ssim=0.8665 run_seconds=4316.933
epoch 103: train_loss=0.113576 train_ssim=0.8665 val_loss=0.116636 val_ssim=0.8629 val_psnr=31.89 lr=0.00019709128 epoch_seconds=39.080 run_seconds=4325.620 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 104 heartbeat: batch=1/455 avg_train_loss=0.117271 avg_train_ssim=0.8622 run_seconds=4325.882
epoch 104 heartbeat: batch=128/455 avg_train_loss=0.113391 avg_train_ssim=0.8667 run_seconds=4335.882
epoch 104 heartbeat: batch=261/455 avg_train_loss=0.113615 avg_train_ssim=0.8664 run_seconds=4345.886
epoch 104 heartbeat: batch=388/455 avg_train_loss=0.113611 avg_train_ssim=0.8665 run_seconds=4355.886
epoch 104: train_loss=0.113619 train_ssim=0.8664 val_loss=0.115928 val_ssim=0.8637 val_psnr=31.96 lr=0.00020384903 epoch_seconds=39.044 run_seconds=4364.702 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 105 heartbeat: batch=1/455 avg_train_loss=0.118431 avg_train_ssim=0.8608 run_seconds=4365.004
epoch 105 heartbeat: batch=128/455 avg_train_loss=0.113905 avg_train_ssim=0.8661 run_seconds=4375.017
epoch 105 heartbeat: batch=262/455 avg_train_loss=0.113706 avg_train_ssim=0.8663 run_seconds=4385.095
epoch 105 heartbeat: batch=389/455 avg_train_loss=0.113670 avg_train_ssim=0.8664 run_seconds=4395.107
epoch 105: train_loss=0.113611 train_ssim=0.8665 val_loss=0.116306 val_ssim=0.8633 val_psnr=32.14 lr=0.0002104891 epoch_seconds=39.189 run_seconds=4403.927 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 106 heartbeat: batch=1/455 avg_train_loss=0.114473 avg_train_ssim=0.8654 run_seconds=4404.205
epoch 106 heartbeat: batch=128/455 avg_train_loss=0.113847 avg_train_ssim=0.8662 run_seconds=4414.229
epoch 106 heartbeat: batch=260/455 avg_train_loss=0.113762 avg_train_ssim=0.8663 run_seconds=4424.236
epoch 106 heartbeat: batch=387/455 avg_train_loss=0.113701 avg_train_ssim=0.8663 run_seconds=4434.255
epoch 106: train_loss=0.113677 train_ssim=0.8664 val_loss=0.117365 val_ssim=0.8620 val_psnr=31.84 lr=0.00021699549 epoch_seconds=39.200 run_seconds=4443.165 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 107 heartbeat: batch=1/455 avg_train_loss=0.118777 avg_train_ssim=0.8604 run_seconds=4443.427
epoch 107 heartbeat: batch=129/455 avg_train_loss=0.112886 avg_train_ssim=0.8673 run_seconds=4453.499
epoch 107 heartbeat: batch=263/455 avg_train_loss=0.113552 avg_train_ssim=0.8665 run_seconds=4463.577
epoch 107 heartbeat: batch=391/455 avg_train_loss=0.113606 avg_train_ssim=0.8665 run_seconds=4473.653
epoch 107: train_loss=0.113735 train_ssim=0.8663 val_loss=0.118029 val_ssim=0.8613 val_psnr=31.04 lr=0.00022335253 epoch_seconds=39.110 run_seconds=4482.312 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 108 heartbeat: batch=1/455 avg_train_loss=0.114510 avg_train_ssim=0.8654 run_seconds=4482.577
epoch 108 heartbeat: batch=128/455 avg_train_loss=0.113740 avg_train_ssim=0.8663 run_seconds=4492.581
epoch 108 heartbeat: batch=263/455 avg_train_loss=0.113661 avg_train_ssim=0.8664 run_seconds=4502.656
epoch 108 heartbeat: batch=390/455 avg_train_loss=0.113786 avg_train_ssim=0.8662 run_seconds=4512.660
epoch 108: train_loss=0.113840 train_ssim=0.8662 val_loss=0.117543 val_ssim=0.8618 val_psnr=31.96 lr=0.0002295449 epoch_seconds=38.978 run_seconds=4521.325 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 109 heartbeat: batch=1/455 avg_train_loss=0.110710 avg_train_ssim=0.8699 run_seconds=4521.601
epoch 109 heartbeat: batch=128/455 avg_train_loss=0.114211 avg_train_ssim=0.8658 run_seconds=4531.602
epoch 109 heartbeat: batch=262/455 avg_train_loss=0.114273 avg_train_ssim=0.8657 run_seconds=4541.673
epoch 109 heartbeat: batch=389/455 avg_train_loss=0.114172 avg_train_ssim=0.8658 run_seconds=4551.677
epoch 109: train_loss=0.114148 train_ssim=0.8658 val_loss=0.117728 val_ssim=0.8616 val_psnr=31.97 lr=0.00023555768 epoch_seconds=39.084 run_seconds=4560.446 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 110 heartbeat: batch=1/455 avg_train_loss=0.115549 avg_train_ssim=0.8642 run_seconds=4560.726
epoch 110 heartbeat: batch=128/455 avg_train_loss=0.114247 avg_train_ssim=0.8657 run_seconds=4570.739
epoch 110 heartbeat: batch=262/455 avg_train_loss=0.113868 avg_train_ssim=0.8662 run_seconds=4580.783
epoch 110 heartbeat: batch=390/455 avg_train_loss=0.113759 avg_train_ssim=0.8663 run_seconds=4590.860
epoch 110: train_loss=0.113775 train_ssim=0.8663 val_loss=0.116764 val_ssim=0.8627 val_psnr=31.95 lr=0.0002413764 epoch_seconds=39.085 run_seconds=4599.568 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 111 heartbeat: batch=1/455 avg_train_loss=0.113915 avg_train_ssim=0.8661 run_seconds=4599.826
epoch 111 heartbeat: batch=128/455 avg_train_loss=0.113709 avg_train_ssim=0.8663 run_seconds=4609.832
epoch 111 heartbeat: batch=262/455 avg_train_loss=0.113604 avg_train_ssim=0.8665 run_seconds=4619.903
epoch 111 heartbeat: batch=389/455 avg_train_loss=0.113823 avg_train_ssim=0.8662 run_seconds=4629.905
epoch 111: train_loss=0.113783 train_ssim=0.8663 val_loss=0.116068 val_ssim=0.8636 val_psnr=32.17 lr=0.00024698703 epoch_seconds=38.994 run_seconds=4638.599 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 112 heartbeat: batch=1/455 avg_train_loss=0.113752 avg_train_ssim=0.8663 run_seconds=4638.910
epoch 112 heartbeat: batch=129/455 avg_train_loss=0.113856 avg_train_ssim=0.8662 run_seconds=4648.985
epoch 112 heartbeat: batch=263/455 avg_train_loss=0.113801 avg_train_ssim=0.8662 run_seconds=4659.030
epoch 112 heartbeat: batch=390/455 avg_train_loss=0.113956 avg_train_ssim=0.8661 run_seconds=4669.041
epoch 112: train_loss=0.114204 train_ssim=0.8658 val_loss=0.124795 val_ssim=0.8534 val_psnr=28.40 lr=0.00025237605 epoch_seconds=39.057 run_seconds=4677.698 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 113 heartbeat: batch=1/455 avg_train_loss=0.117660 avg_train_ssim=0.8617 run_seconds=4677.973
epoch 113 heartbeat: batch=128/455 avg_train_loss=0.115086 avg_train_ssim=0.8647 run_seconds=4688.031
epoch 113 heartbeat: batch=261/455 avg_train_loss=0.114824 avg_train_ssim=0.8650 run_seconds=4698.065
epoch 113 heartbeat: batch=388/455 avg_train_loss=0.114550 avg_train_ssim=0.8654 run_seconds=4708.081
epoch 113: train_loss=0.114492 train_ssim=0.8654 val_loss=0.116829 val_ssim=0.8627 val_psnr=32.04 lr=0.00025753048 epoch_seconds=39.169 run_seconds=4716.905 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 114 heartbeat: batch=1/455 avg_train_loss=0.113945 avg_train_ssim=0.8661 run_seconds=4717.165
epoch 114 heartbeat: batch=129/455 avg_train_loss=0.113788 avg_train_ssim=0.8662 run_seconds=4727.241
epoch 114 heartbeat: batch=266/455 avg_train_loss=0.114025 avg_train_ssim=0.8660 run_seconds=4737.265
epoch 114 heartbeat: batch=393/455 avg_train_loss=0.114047 avg_train_ssim=0.8659 run_seconds=4747.280
epoch 114: train_loss=0.114060 train_ssim=0.8659 val_loss=0.117177 val_ssim=0.8623 val_psnr=32.01 lr=0.00026243791 epoch_seconds=38.733 run_seconds=4755.672 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 115 heartbeat: batch=1/455 avg_train_loss=0.109790 avg_train_ssim=0.8709 run_seconds=4755.952
epoch 115 heartbeat: batch=129/455 avg_train_loss=0.114453 avg_train_ssim=0.8655 run_seconds=4766.027
epoch 115 heartbeat: batch=262/455 avg_train_loss=0.114491 avg_train_ssim=0.8654 run_seconds=4776.055
epoch 115 heartbeat: batch=389/455 avg_train_loss=0.114334 avg_train_ssim=0.8656 run_seconds=4786.080
epoch 115: train_loss=0.114346 train_ssim=0.8656 val_loss=0.116702 val_ssim=0.8628 val_psnr=32.06 lr=0.00026708652 epoch_seconds=39.111 run_seconds=4794.821 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 116 heartbeat: batch=1/455 avg_train_loss=0.116696 avg_train_ssim=0.8628 run_seconds=4795.103
epoch 116 heartbeat: batch=128/455 avg_train_loss=0.113980 avg_train_ssim=0.8660 run_seconds=4805.113
epoch 116 heartbeat: batch=261/455 avg_train_loss=0.114046 avg_train_ssim=0.8659 run_seconds=4815.118
epoch 116 heartbeat: batch=388/455 avg_train_loss=0.114080 avg_train_ssim=0.8659 run_seconds=4825.145
epoch 116: train_loss=0.114144 train_ssim=0.8658 val_loss=0.117303 val_ssim=0.8621 val_psnr=31.92 lr=0.00027146509 epoch_seconds=39.070 run_seconds=4833.929 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 117 heartbeat: batch=1/455 avg_train_loss=0.111709 avg_train_ssim=0.8687 run_seconds=4834.219
epoch 117 heartbeat: batch=128/455 avg_train_loss=0.113727 avg_train_ssim=0.8663 run_seconds=4844.226
epoch 117 heartbeat: batch=262/455 avg_train_loss=0.113864 avg_train_ssim=0.8662 run_seconds=4854.270
epoch 117 heartbeat: batch=389/455 avg_train_loss=0.113815 avg_train_ssim=0.8662 run_seconds=4864.275
epoch 117: train_loss=0.113925 train_ssim=0.8661 val_loss=0.117128 val_ssim=0.8623 val_psnr=31.50 lr=0.00027556309 epoch_seconds=39.087 run_seconds=4873.054 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 118 heartbeat: batch=1/455 avg_train_loss=0.117258 avg_train_ssim=0.8622 run_seconds=4873.317
epoch 118 heartbeat: batch=129/455 avg_train_loss=0.113516 avg_train_ssim=0.8666 run_seconds=4883.384
epoch 118 heartbeat: batch=262/455 avg_train_loss=0.113884 avg_train_ssim=0.8661 run_seconds=4893.427
epoch 118 heartbeat: batch=389/455 avg_train_loss=0.114135 avg_train_ssim=0.8658 run_seconds=4903.440
epoch 118: train_loss=0.114129 train_ssim=0.8658 val_loss=0.119489 val_ssim=0.8595 val_psnr=31.81 lr=0.00027937065 epoch_seconds=39.035 run_seconds=4912.126 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 119 heartbeat: batch=1/455 avg_train_loss=0.113994 avg_train_ssim=0.8660 run_seconds=4912.388
epoch 119 heartbeat: batch=128/455 avg_train_loss=0.113865 avg_train_ssim=0.8662 run_seconds=4922.388
epoch 119 heartbeat: batch=262/455 avg_train_loss=0.114354 avg_train_ssim=0.8656 run_seconds=4932.409
epoch 119 heartbeat: batch=389/455 avg_train_loss=0.114316 avg_train_ssim=0.8656 run_seconds=4942.413
epoch 119: train_loss=0.114330 train_ssim=0.8656 val_loss=0.117553 val_ssim=0.8618 val_psnr=31.80 lr=0.00028287858 epoch_seconds=39.012 run_seconds=4951.173 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 120 heartbeat: batch=1/455 avg_train_loss=0.113725 avg_train_ssim=0.8663 run_seconds=4951.447
epoch 120 heartbeat: batch=127/455 avg_train_loss=0.113890 avg_train_ssim=0.8661 run_seconds=4961.458
epoch 120 heartbeat: batch=260/455 avg_train_loss=0.114267 avg_train_ssim=0.8657 run_seconds=4971.486
epoch 120 heartbeat: batch=387/455 avg_train_loss=0.114188 avg_train_ssim=0.8658 run_seconds=4981.502
epoch 120: train_loss=0.114250 train_ssim=0.8657 val_loss=0.117320 val_ssim=0.8621 val_psnr=32.09 lr=0.00028607845 epoch_seconds=39.183 run_seconds=4990.394 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 121 heartbeat: batch=1/455 avg_train_loss=0.112510 avg_train_ssim=0.8677 run_seconds=4990.660
epoch 121 heartbeat: batch=128/455 avg_train_loss=0.114266 avg_train_ssim=0.8657 run_seconds=5000.700
epoch 121 heartbeat: batch=261/455 avg_train_loss=0.113962 avg_train_ssim=0.8660 run_seconds=5010.741
epoch 121 heartbeat: batch=388/455 avg_train_loss=0.113974 avg_train_ssim=0.8660 run_seconds=5020.786
epoch 121: train_loss=0.113932 train_ssim=0.8661 val_loss=0.117664 val_ssim=0.8617 val_psnr=32.02 lr=0.00028896253 epoch_seconds=39.192 run_seconds=5029.622 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 122 heartbeat: batch=1/455 avg_train_loss=0.115781 avg_train_ssim=0.8639 run_seconds=5029.941
epoch 122 heartbeat: batch=128/455 avg_train_loss=0.114306 avg_train_ssim=0.8656 run_seconds=5039.948
epoch 122 heartbeat: batch=261/455 avg_train_loss=0.114119 avg_train_ssim=0.8659 run_seconds=5049.967
epoch 122 heartbeat: batch=388/455 avg_train_loss=0.114056 avg_train_ssim=0.8659 run_seconds=5059.983
epoch 122: train_loss=0.113991 train_ssim=0.8660 val_loss=0.116610 val_ssim=0.8629 val_psnr=32.01 lr=0.00029152389 epoch_seconds=39.181 run_seconds=5068.838 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 123 heartbeat: batch=1/455 avg_train_loss=0.109826 avg_train_ssim=0.8709 run_seconds=5069.108
epoch 123 heartbeat: batch=129/455 avg_train_loss=0.114890 avg_train_ssim=0.8650 run_seconds=5079.168
epoch 123 heartbeat: batch=263/455 avg_train_loss=0.114893 avg_train_ssim=0.8649 run_seconds=5089.188
epoch 123 heartbeat: batch=390/455 avg_train_loss=0.114742 avg_train_ssim=0.8651 run_seconds=5099.189
epoch 123: train_loss=0.114652 train_ssim=0.8652 val_loss=0.117821 val_ssim=0.8615 val_psnr=31.63 lr=0.00029375635 epoch_seconds=39.003 run_seconds=5107.877 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 124 heartbeat: batch=1/455 avg_train_loss=0.112827 avg_train_ssim=0.8674 run_seconds=5108.140
epoch 124 heartbeat: batch=128/455 avg_train_loss=0.114473 avg_train_ssim=0.8654 run_seconds=5118.144
epoch 124 heartbeat: batch=262/455 avg_train_loss=0.114386 avg_train_ssim=0.8655 run_seconds=5128.220
epoch 124 heartbeat: batch=389/455 avg_train_loss=0.114521 avg_train_ssim=0.8654 run_seconds=5138.231
epoch 124: train_loss=0.114573 train_ssim=0.8653 val_loss=0.117690 val_ssim=0.8617 val_psnr=31.98 lr=0.00029565453 epoch_seconds=39.061 run_seconds=5146.975 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 125 heartbeat: batch=1/455 avg_train_loss=0.115891 avg_train_ssim=0.8638 run_seconds=5147.242
epoch 125 heartbeat: batch=128/455 avg_train_loss=0.114201 avg_train_ssim=0.8658 run_seconds=5157.251
epoch 125 heartbeat: batch=261/455 avg_train_loss=0.114278 avg_train_ssim=0.8657 run_seconds=5167.253
epoch 125 heartbeat: batch=388/455 avg_train_loss=0.114380 avg_train_ssim=0.8656 run_seconds=5177.260
epoch 125: train_loss=0.114306 train_ssim=0.8656 val_loss=0.116855 val_ssim=0.8626 val_psnr=31.96 lr=0.00029721387 epoch_seconds=39.073 run_seconds=5186.083 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 126 heartbeat: batch=1/455 avg_train_loss=0.110792 avg_train_ssim=0.8698 run_seconds=5186.351
epoch 126 heartbeat: batch=128/455 avg_train_loss=0.114192 avg_train_ssim=0.8658 run_seconds=5196.352
epoch 126 heartbeat: batch=261/455 avg_train_loss=0.114213 avg_train_ssim=0.8657 run_seconds=5206.431
epoch 126 heartbeat: batch=388/455 avg_train_loss=0.114124 avg_train_ssim=0.8659 run_seconds=5216.431
epoch 126: train_loss=0.114196 train_ssim=0.8658 val_loss=0.117429 val_ssim=0.8620 val_psnr=32.00 lr=0.00029843059 epoch_seconds=39.116 run_seconds=5225.237 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 127 heartbeat: batch=1/455 avg_train_loss=0.114776 avg_train_ssim=0.8651 run_seconds=5225.498
epoch 127 heartbeat: batch=128/455 avg_train_loss=0.114332 avg_train_ssim=0.8656 run_seconds=5235.523
epoch 127 heartbeat: batch=261/455 avg_train_loss=0.114347 avg_train_ssim=0.8656 run_seconds=5245.524
epoch 127 heartbeat: batch=388/455 avg_train_loss=0.114344 avg_train_ssim=0.8656 run_seconds=5255.542
epoch 127: train_loss=0.114182 train_ssim=0.8658 val_loss=0.117446 val_ssim=0.8619 val_psnr=31.79 lr=0.00029930179 epoch_seconds=39.120 run_seconds=5264.392 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 128 heartbeat: batch=1/455 avg_train_loss=0.115993 avg_train_ssim=0.8637 run_seconds=5264.680
epoch 128 heartbeat: batch=128/455 avg_train_loss=0.113460 avg_train_ssim=0.8666 run_seconds=5274.698
epoch 128 heartbeat: batch=261/455 avg_train_loss=0.113739 avg_train_ssim=0.8663 run_seconds=5284.708
epoch 128 heartbeat: batch=389/455 avg_train_loss=0.113813 avg_train_ssim=0.8662 run_seconds=5294.784
epoch 128: train_loss=0.113879 train_ssim=0.8661 val_loss=0.117742 val_ssim=0.8616 val_psnr=31.71 lr=0.00029982534 epoch_seconds=39.102 run_seconds=5303.533 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 129 heartbeat: batch=1/455 avg_train_loss=0.111309 avg_train_ssim=0.8692 run_seconds=5303.805
epoch 129 heartbeat: batch=128/455 avg_train_loss=0.114262 avg_train_ssim=0.8657 run_seconds=5313.819
epoch 129 heartbeat: batch=264/455 avg_train_loss=0.114190 avg_train_ssim=0.8658 run_seconds=5323.828
epoch 129 heartbeat: batch=392/455 avg_train_loss=0.114049 avg_train_ssim=0.8659 run_seconds=5333.899
epoch 129: train_loss=0.114111 train_ssim=0.8659 val_loss=0.118062 val_ssim=0.8612 val_psnr=31.35 lr=0.0003 epoch_seconds=38.863 run_seconds=5342.434 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 130 heartbeat: batch=1/455 avg_train_loss=0.117611 avg_train_ssim=0.8617 run_seconds=5342.709
epoch 130 heartbeat: batch=129/455 avg_train_loss=0.114188 avg_train_ssim=0.8658 run_seconds=5352.783
epoch 130 heartbeat: batch=263/455 avg_train_loss=0.113970 avg_train_ssim=0.8660 run_seconds=5362.844
epoch 130 heartbeat: batch=390/455 avg_train_loss=0.113998 avg_train_ssim=0.8660 run_seconds=5372.860
epoch 130: train_loss=0.114001 train_ssim=0.8660 val_loss=0.118426 val_ssim=0.8608 val_psnr=32.07 lr=0.00029982534 epoch_seconds=39.043 run_seconds=5381.513 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 131 heartbeat: batch=1/455 avg_train_loss=0.114227 avg_train_ssim=0.8657 run_seconds=5381.781
epoch 131 heartbeat: batch=128/455 avg_train_loss=0.113709 avg_train_ssim=0.8663 run_seconds=5391.783
epoch 131 heartbeat: batch=262/455 avg_train_loss=0.114984 avg_train_ssim=0.8648 run_seconds=5401.787
epoch 131 heartbeat: batch=389/455 avg_train_loss=0.116209 avg_train_ssim=0.8634 run_seconds=5411.790
epoch 131: train_loss=0.116259 train_ssim=0.8633 val_loss=0.119099 val_ssim=0.8600 val_psnr=31.99 lr=0.00029930179 epoch_seconds=38.972 run_seconds=5420.522 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 132 heartbeat: batch=1/455 avg_train_loss=0.114394 avg_train_ssim=0.8655 run_seconds=5420.834
epoch 132 heartbeat: batch=128/455 avg_train_loss=0.116027 avg_train_ssim=0.8636 run_seconds=5430.844
epoch 132 heartbeat: batch=262/455 avg_train_loss=0.116011 avg_train_ssim=0.8636 run_seconds=5440.910
epoch 132 heartbeat: batch=389/455 avg_train_loss=0.115789 avg_train_ssim=0.8639 run_seconds=5450.911
epoch 132: train_loss=0.115669 train_ssim=0.8640 val_loss=0.118213 val_ssim=0.8610 val_psnr=31.81 lr=0.00029843059 epoch_seconds=39.099 run_seconds=5459.660 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 133 heartbeat: batch=1/455 avg_train_loss=0.117918 avg_train_ssim=0.8614 run_seconds=5459.923
epoch 133 heartbeat: batch=128/455 avg_train_loss=0.115096 avg_train_ssim=0.8647 run_seconds=5469.931
epoch 133 heartbeat: batch=261/455 avg_train_loss=0.114828 avg_train_ssim=0.8650 run_seconds=5479.933
epoch 133 heartbeat: batch=389/455 avg_train_loss=0.114751 avg_train_ssim=0.8651 run_seconds=5490.009
epoch 133: train_loss=0.114699 train_ssim=0.8652 val_loss=0.117606 val_ssim=0.8618 val_psnr=31.94 lr=0.00029721387 epoch_seconds=39.076 run_seconds=5498.773 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 134 heartbeat: batch=1/455 avg_train_loss=0.112623 avg_train_ssim=0.8676 run_seconds=5499.073
epoch 134 heartbeat: batch=128/455 avg_train_loss=0.114426 avg_train_ssim=0.8655 run_seconds=5509.077
epoch 134 heartbeat: batch=261/455 avg_train_loss=0.114437 avg_train_ssim=0.8655 run_seconds=5519.097
epoch 134 heartbeat: batch=388/455 avg_train_loss=0.114297 avg_train_ssim=0.8656 run_seconds=5529.137
epoch 134: train_loss=0.114330 train_ssim=0.8656 val_loss=0.118175 val_ssim=0.8611 val_psnr=32.02 lr=0.00029565453 epoch_seconds=39.114 run_seconds=5537.926 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 135 heartbeat: batch=1/455 avg_train_loss=0.114772 avg_train_ssim=0.8651 run_seconds=5538.189
epoch 135 heartbeat: batch=128/455 avg_train_loss=0.114448 avg_train_ssim=0.8655 run_seconds=5548.191
epoch 135 heartbeat: batch=261/455 avg_train_loss=0.114237 avg_train_ssim=0.8657 run_seconds=5558.242
epoch 135 heartbeat: batch=388/455 avg_train_loss=0.114286 avg_train_ssim=0.8657 run_seconds=5568.248
epoch 135: train_loss=0.114263 train_ssim=0.8657 val_loss=0.117362 val_ssim=0.8620 val_psnr=32.11 lr=0.00029375635 epoch_seconds=39.089 run_seconds=5577.052 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 136 heartbeat: batch=1/455 avg_train_loss=0.115969 avg_train_ssim=0.8637 run_seconds=5577.324
epoch 136 heartbeat: batch=127/455 avg_train_loss=0.113792 avg_train_ssim=0.8662 run_seconds=5587.325
epoch 136 heartbeat: batch=261/455 avg_train_loss=0.113839 avg_train_ssim=0.8662 run_seconds=5597.394
epoch 136 heartbeat: batch=388/455 avg_train_loss=0.113970 avg_train_ssim=0.8660 run_seconds=5607.415
epoch 136: train_loss=0.113978 train_ssim=0.8660 val_loss=0.116943 val_ssim=0.8625 val_psnr=32.13 lr=0.00029152389 epoch_seconds=39.238 run_seconds=5616.327 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 137 heartbeat: batch=1/455 avg_train_loss=0.113649 avg_train_ssim=0.8664 run_seconds=5616.626
epoch 137 heartbeat: batch=128/455 avg_train_loss=0.113657 avg_train_ssim=0.8664 run_seconds=5626.698
epoch 137 heartbeat: batch=261/455 avg_train_loss=0.113637 avg_train_ssim=0.8664 run_seconds=5636.721
epoch 137 heartbeat: batch=388/455 avg_train_loss=0.113667 avg_train_ssim=0.8664 run_seconds=5646.732
epoch 137: train_loss=0.113663 train_ssim=0.8664 val_loss=0.116634 val_ssim=0.8629 val_psnr=32.08 lr=0.00028896253 epoch_seconds=39.201 run_seconds=5655.564 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 138 heartbeat: batch=1/455 avg_train_loss=0.114121 avg_train_ssim=0.8658 run_seconds=5655.825
epoch 138 heartbeat: batch=129/455 avg_train_loss=0.113941 avg_train_ssim=0.8661 run_seconds=5665.893
epoch 138 heartbeat: batch=263/455 avg_train_loss=0.113666 avg_train_ssim=0.8664 run_seconds=5675.960
epoch 138 heartbeat: batch=390/455 avg_train_loss=0.114046 avg_train_ssim=0.8659 run_seconds=5685.968
epoch 138: train_loss=0.114261 train_ssim=0.8657 val_loss=0.117762 val_ssim=0.8616 val_psnr=31.96 lr=0.00028607845 epoch_seconds=39.042 run_seconds=5694.645 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 139 heartbeat: batch=1/455 avg_train_loss=0.115996 avg_train_ssim=0.8637 run_seconds=5694.904
epoch 139 heartbeat: batch=128/455 avg_train_loss=0.114493 avg_train_ssim=0.8654 run_seconds=5704.910
epoch 139 heartbeat: batch=261/455 avg_train_loss=0.114337 avg_train_ssim=0.8656 run_seconds=5714.916
epoch 139 heartbeat: batch=388/455 avg_train_loss=0.114044 avg_train_ssim=0.8659 run_seconds=5724.918
epoch 139: train_loss=0.114091 train_ssim=0.8659 val_loss=0.117031 val_ssim=0.8624 val_psnr=31.98 lr=0.00028287858 epoch_seconds=39.060 run_seconds=5733.740 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 140 heartbeat: batch=1/455 avg_train_loss=0.115453 avg_train_ssim=0.8643 run_seconds=5734.045
epoch 140 heartbeat: batch=128/455 avg_train_loss=0.114119 avg_train_ssim=0.8659 run_seconds=5744.111
epoch 140 heartbeat: batch=260/455 avg_train_loss=0.113917 avg_train_ssim=0.8661 run_seconds=5754.121
epoch 140 heartbeat: batch=387/455 avg_train_loss=0.113930 avg_train_ssim=0.8661 run_seconds=5764.128
epoch 140: train_loss=0.113817 train_ssim=0.8662 val_loss=0.117961 val_ssim=0.8613 val_psnr=31.94 lr=0.00027937065 epoch_seconds=39.261 run_seconds=5773.040 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 141 heartbeat: batch=1/455 avg_train_loss=0.113943 avg_train_ssim=0.8661 run_seconds=5773.306
epoch 141 heartbeat: batch=129/455 avg_train_loss=0.113271 avg_train_ssim=0.8669 run_seconds=5783.382
epoch 141 heartbeat: batch=263/455 avg_train_loss=0.113207 avg_train_ssim=0.8669 run_seconds=5793.401
epoch 141 heartbeat: batch=391/455 avg_train_loss=0.113539 avg_train_ssim=0.8665 run_seconds=5803.476
epoch 141: train_loss=0.113608 train_ssim=0.8665 val_loss=0.117269 val_ssim=0.8622 val_psnr=31.92 lr=0.00027556309 epoch_seconds=39.004 run_seconds=5812.081 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 142 heartbeat: batch=1/455 avg_train_loss=0.112815 avg_train_ssim=0.8674 run_seconds=5812.347
epoch 142 heartbeat: batch=129/455 avg_train_loss=0.113544 avg_train_ssim=0.8665 run_seconds=5822.408
epoch 142 heartbeat: batch=263/455 avg_train_loss=0.113439 avg_train_ssim=0.8667 run_seconds=5832.447
epoch 142 heartbeat: batch=391/455 avg_train_loss=0.113503 avg_train_ssim=0.8666 run_seconds=5842.523
epoch 142: train_loss=0.113421 train_ssim=0.8667 val_loss=0.117082 val_ssim=0.8624 val_psnr=32.10 lr=0.00027146509 epoch_seconds=38.987 run_seconds=5851.104 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 143 heartbeat: batch=1/455 avg_train_loss=0.113255 avg_train_ssim=0.8669 run_seconds=5851.370
epoch 143 heartbeat: batch=128/455 avg_train_loss=0.112701 avg_train_ssim=0.8675 run_seconds=5861.417
epoch 143 heartbeat: batch=261/455 avg_train_loss=0.112906 avg_train_ssim=0.8673 run_seconds=5871.434
epoch 143 heartbeat: batch=387/455 avg_train_loss=0.113118 avg_train_ssim=0.8670 run_seconds=5881.436
epoch 143: train_loss=0.113164 train_ssim=0.8670 val_loss=0.117059 val_ssim=0.8624 val_psnr=31.59 lr=0.00026708652 epoch_seconds=39.224 run_seconds=5890.367 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 144 heartbeat: batch=1/455 avg_train_loss=0.116182 avg_train_ssim=0.8634 run_seconds=5890.623
epoch 144 heartbeat: batch=128/455 avg_train_loss=0.112762 avg_train_ssim=0.8675 run_seconds=5900.642
epoch 144 heartbeat: batch=265/455 avg_train_loss=0.113061 avg_train_ssim=0.8671 run_seconds=5910.716
epoch 144 heartbeat: batch=393/455 avg_train_loss=0.113067 avg_train_ssim=0.8671 run_seconds=5920.787
epoch 144: train_loss=0.113141 train_ssim=0.8670 val_loss=0.116119 val_ssim=0.8635 val_psnr=32.11 lr=0.00026243791 epoch_seconds=38.839 run_seconds=5929.243 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 145 heartbeat: batch=1/455 avg_train_loss=0.109825 avg_train_ssim=0.8709 run_seconds=5929.581
epoch 145 heartbeat: batch=128/455 avg_train_loss=0.113113 avg_train_ssim=0.8670 run_seconds=5939.590
epoch 145 heartbeat: batch=266/455 avg_train_loss=0.113291 avg_train_ssim=0.8668 run_seconds=5949.653
epoch 145 heartbeat: batch=393/455 avg_train_loss=0.113079 avg_train_ssim=0.8671 run_seconds=5959.659
epoch 145: train_loss=0.113038 train_ssim=0.8671 val_loss=0.117263 val_ssim=0.8622 val_psnr=31.73 lr=0.00025753048 epoch_seconds=38.786 run_seconds=5968.065 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 146 heartbeat: batch=1/455 avg_train_loss=0.112300 avg_train_ssim=0.8680 run_seconds=5968.370
epoch 146 heartbeat: batch=129/455 avg_train_loss=0.112674 avg_train_ssim=0.8676 run_seconds=5978.429
epoch 146 heartbeat: batch=263/455 avg_train_loss=0.112738 avg_train_ssim=0.8675 run_seconds=5988.455
epoch 146 heartbeat: batch=390/455 avg_train_loss=0.112857 avg_train_ssim=0.8673 run_seconds=5998.469
epoch 146: train_loss=0.112837 train_ssim=0.8674 val_loss=0.116212 val_ssim=0.8634 val_psnr=32.04 lr=0.00025237605 epoch_seconds=39.054 run_seconds=6007.157 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 147 heartbeat: batch=1/455 avg_train_loss=0.117680 avg_train_ssim=0.8617 run_seconds=6007.423
epoch 147 heartbeat: batch=129/455 avg_train_loss=0.112948 avg_train_ssim=0.8672 run_seconds=6017.502
epoch 147 heartbeat: batch=265/455 avg_train_loss=0.112981 avg_train_ssim=0.8672 run_seconds=6027.551
epoch 147 heartbeat: batch=392/455 avg_train_loss=0.113083 avg_train_ssim=0.8671 run_seconds=6037.558
epoch 147: train_loss=0.113032 train_ssim=0.8671 val_loss=0.115665 val_ssim=0.8640 val_psnr=32.07 lr=0.00024698703 epoch_seconds=38.848 run_seconds=6046.041 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 148 heartbeat: batch=1/455 avg_train_loss=0.112180 avg_train_ssim=0.8681 run_seconds=6046.316
epoch 148 heartbeat: batch=129/455 avg_train_loss=0.113054 avg_train_ssim=0.8671 run_seconds=6056.391
epoch 148 heartbeat: batch=263/455 avg_train_loss=0.113063 avg_train_ssim=0.8671 run_seconds=6066.432
epoch 148 heartbeat: batch=391/455 avg_train_loss=0.112967 avg_train_ssim=0.8672 run_seconds=6076.510
epoch 148: train_loss=0.112909 train_ssim=0.8673 val_loss=0.115800 val_ssim=0.8639 val_psnr=32.00 lr=0.0002413764 epoch_seconds=39.071 run_seconds=6085.151 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 149 heartbeat: batch=1/455 avg_train_loss=0.113253 avg_train_ssim=0.8669 run_seconds=6085.443
epoch 149 heartbeat: batch=128/455 avg_train_loss=0.112364 avg_train_ssim=0.8679 run_seconds=6095.459
epoch 149 heartbeat: batch=262/455 avg_train_loss=0.112643 avg_train_ssim=0.8676 run_seconds=6105.510
epoch 149 heartbeat: batch=388/455 avg_train_loss=0.112651 avg_train_ssim=0.8676 run_seconds=6115.516
epoch 149: train_loss=0.112583 train_ssim=0.8677 val_loss=0.115702 val_ssim=0.8640 val_psnr=32.11 lr=0.00023555768 epoch_seconds=39.149 run_seconds=6124.337 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 150 heartbeat: batch=1/455 avg_train_loss=0.113958 avg_train_ssim=0.8660 run_seconds=6124.604
epoch 150 heartbeat: batch=128/455 avg_train_loss=0.112579 avg_train_ssim=0.8677 run_seconds=6134.605
epoch 150 heartbeat: batch=261/455 avg_train_loss=0.112638 avg_train_ssim=0.8676 run_seconds=6144.612
epoch 150 heartbeat: batch=388/455 avg_train_loss=0.112538 avg_train_ssim=0.8677 run_seconds=6154.615
epoch 150: train_loss=0.112544 train_ssim=0.8677 val_loss=0.115755 val_ssim=0.8639 val_psnr=32.13 lr=0.0002295449 epoch_seconds=39.037 run_seconds=6163.409 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 151 heartbeat: batch=1/455 avg_train_loss=0.111171 avg_train_ssim=0.8693 run_seconds=6163.719
epoch 151 heartbeat: batch=129/455 avg_train_loss=0.112198 avg_train_ssim=0.8681 run_seconds=6173.792
epoch 151 heartbeat: batch=263/455 avg_train_loss=0.112305 avg_train_ssim=0.8680 run_seconds=6183.845
epoch 151 heartbeat: batch=390/455 avg_train_loss=0.112295 avg_train_ssim=0.8680 run_seconds=6193.847
epoch 151: train_loss=0.112340 train_ssim=0.8679 val_loss=0.115579 val_ssim=0.8641 val_psnr=32.01 lr=0.00022335253 epoch_seconds=39.092 run_seconds=6202.538 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 152 heartbeat: batch=1/455 avg_train_loss=0.112818 avg_train_ssim=0.8674 run_seconds=6202.801
epoch 152 heartbeat: batch=129/455 avg_train_loss=0.112616 avg_train_ssim=0.8676 run_seconds=6212.869
epoch 152 heartbeat: batch=263/455 avg_train_loss=0.112448 avg_train_ssim=0.8678 run_seconds=6222.932
epoch 152 heartbeat: batch=390/455 avg_train_loss=0.112372 avg_train_ssim=0.8679 run_seconds=6232.942
epoch 152: train_loss=0.112354 train_ssim=0.8679 val_loss=0.115315 val_ssim=0.8644 val_psnr=32.21 lr=0.00021699549 epoch_seconds=39.026 run_seconds=6241.600 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 153 heartbeat: batch=1/455 avg_train_loss=0.112903 avg_train_ssim=0.8673 run_seconds=6241.869
epoch 153 heartbeat: batch=128/455 avg_train_loss=0.112182 avg_train_ssim=0.8681 run_seconds=6251.894
epoch 153 heartbeat: batch=262/455 avg_train_loss=0.112119 avg_train_ssim=0.8682 run_seconds=6261.928
epoch 153 heartbeat: batch=390/455 avg_train_loss=0.112136 avg_train_ssim=0.8682 run_seconds=6272.003
epoch 153: train_loss=0.112187 train_ssim=0.8681 val_loss=0.115206 val_ssim=0.8646 val_psnr=32.14 lr=0.0002104891 epoch_seconds=39.062 run_seconds=6280.698 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 154 heartbeat: batch=1/455 avg_train_loss=0.111803 avg_train_ssim=0.8686 run_seconds=6280.992
epoch 154 heartbeat: batch=128/455 avg_train_loss=0.111980 avg_train_ssim=0.8684 run_seconds=6290.999
epoch 154 heartbeat: batch=262/455 avg_train_loss=0.112149 avg_train_ssim=0.8682 run_seconds=6301.078
epoch 154 heartbeat: batch=389/455 avg_train_loss=0.112220 avg_train_ssim=0.8681 run_seconds=6311.101
epoch 154: train_loss=0.112226 train_ssim=0.8681 val_loss=0.116943 val_ssim=0.8625 val_psnr=31.94 lr=0.00020384903 epoch_seconds=39.091 run_seconds=6319.827 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 155 heartbeat: batch=1/455 avg_train_loss=0.112867 avg_train_ssim=0.8673 run_seconds=6320.091
epoch 155 heartbeat: batch=129/455 avg_train_loss=0.111875 avg_train_ssim=0.8685 run_seconds=6330.161
epoch 155 heartbeat: batch=263/455 avg_train_loss=0.112022 avg_train_ssim=0.8683 run_seconds=6340.201
epoch 155 heartbeat: batch=390/455 avg_train_loss=0.112010 avg_train_ssim=0.8683 run_seconds=6350.210
epoch 155: train_loss=0.112063 train_ssim=0.8683 val_loss=0.116007 val_ssim=0.8636 val_psnr=31.95 lr=0.00019709128 epoch_seconds=39.059 run_seconds=6358.922 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 156 heartbeat: batch=1/455 avg_train_loss=0.111794 avg_train_ssim=0.8686 run_seconds=6359.218
epoch 156 heartbeat: batch=128/455 avg_train_loss=0.112094 avg_train_ssim=0.8682 run_seconds=6369.227
epoch 156 heartbeat: batch=262/455 avg_train_loss=0.112002 avg_train_ssim=0.8683 run_seconds=6379.269
epoch 156 heartbeat: batch=389/455 avg_train_loss=0.112073 avg_train_ssim=0.8683 run_seconds=6389.273
epoch 156: train_loss=0.112050 train_ssim=0.8683 val_loss=0.115846 val_ssim=0.8638 val_psnr=32.17 lr=0.00019023213 epoch_seconds=39.017 run_seconds=6397.977 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 157 heartbeat: batch=1/455 avg_train_loss=0.108229 avg_train_ssim=0.8728 run_seconds=6398.238
epoch 157 heartbeat: batch=129/455 avg_train_loss=0.111912 avg_train_ssim=0.8685 run_seconds=6408.305
epoch 157 heartbeat: batch=265/455 avg_train_loss=0.111986 avg_train_ssim=0.8684 run_seconds=6418.334
epoch 157 heartbeat: batch=392/455 avg_train_loss=0.112030 avg_train_ssim=0.8683 run_seconds=6428.352
epoch 157: train_loss=0.112119 train_ssim=0.8682 val_loss=0.115633 val_ssim=0.8641 val_psnr=31.79 lr=0.0001832881 epoch_seconds=38.802 run_seconds=6436.814 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 158 heartbeat: batch=1/455 avg_train_loss=0.108843 avg_train_ssim=0.8721 run_seconds=6437.093
epoch 158 heartbeat: batch=127/455 avg_train_loss=0.111492 avg_train_ssim=0.8689 run_seconds=6447.134
epoch 158 heartbeat: batch=261/455 avg_train_loss=0.111869 avg_train_ssim=0.8685 run_seconds=6457.158
epoch 158 heartbeat: batch=388/455 avg_train_loss=0.111899 avg_train_ssim=0.8685 run_seconds=6467.168
epoch 158: train_loss=0.111862 train_ssim=0.8685 val_loss=0.115036 val_ssim=0.8648 val_psnr=32.14 lr=0.00017627592 epoch_seconds=39.157 run_seconds=6476.007 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 159 heartbeat: batch=1/455 avg_train_loss=0.113859 avg_train_ssim=0.8662 run_seconds=6476.288
epoch 159 heartbeat: batch=127/455 avg_train_loss=0.111462 avg_train_ssim=0.8690 run_seconds=6486.301
epoch 159 heartbeat: batch=263/455 avg_train_loss=0.111609 avg_train_ssim=0.8688 run_seconds=6496.311
epoch 159 heartbeat: batch=391/455 avg_train_loss=0.111700 avg_train_ssim=0.8687 run_seconds=6506.391
epoch 159: train_loss=0.111714 train_ssim=0.8687 val_loss=0.114868 val_ssim=0.8650 val_psnr=32.17 lr=0.00016921249 epoch_seconds=38.972 run_seconds=6515.018 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 160 heartbeat: batch=1/455 avg_train_loss=0.106825 avg_train_ssim=0.8744 run_seconds=6515.274
epoch 160 heartbeat: batch=128/455 avg_train_loss=0.111534 avg_train_ssim=0.8689 run_seconds=6525.275
epoch 160 heartbeat: batch=264/455 avg_train_loss=0.111690 avg_train_ssim=0.8687 run_seconds=6535.308
epoch 160 heartbeat: batch=391/455 avg_train_loss=0.111717 avg_train_ssim=0.8687 run_seconds=6545.311
epoch 160: train_loss=0.111772 train_ssim=0.8686 val_loss=0.115323 val_ssim=0.8644 val_psnr=32.10 lr=0.00016211481 epoch_seconds=38.845 run_seconds=6553.898 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 161 heartbeat: batch=1/455 avg_train_loss=0.112178 avg_train_ssim=0.8681 run_seconds=6554.204
epoch 161 heartbeat: batch=129/455 avg_train_loss=0.111729 avg_train_ssim=0.8687 run_seconds=6564.272
epoch 161 heartbeat: batch=263/455 avg_train_loss=0.111563 avg_train_ssim=0.8689 run_seconds=6574.339
epoch 161 heartbeat: batch=390/455 avg_train_loss=0.111604 avg_train_ssim=0.8688 run_seconds=6584.346
epoch 161: train_loss=0.111657 train_ssim=0.8688 val_loss=0.114831 val_ssim=0.8650 val_psnr=32.19 lr=0.000155 epoch_seconds=39.062 run_seconds=6592.996 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 162 heartbeat: batch=1/455 avg_train_loss=0.112716 avg_train_ssim=0.8675 run_seconds=6593.309
epoch 162 heartbeat: batch=127/455 avg_train_loss=0.111196 avg_train_ssim=0.8693 run_seconds=6603.351
epoch 162 heartbeat: batch=260/455 avg_train_loss=0.111378 avg_train_ssim=0.8691 run_seconds=6613.367
epoch 162 heartbeat: batch=387/455 avg_train_loss=0.111503 avg_train_ssim=0.8689 run_seconds=6623.380
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 162: train_loss=0.111503 train_ssim=0.8689 val_loss=0.114574 val_ssim=0.8653 val_psnr=32.09 lr=0.00014788519 epoch_seconds=39.291 run_seconds=6632.324 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 163 heartbeat: batch=1/455 avg_train_loss=0.110217 avg_train_ssim=0.8705 run_seconds=6633.013
epoch 163 heartbeat: batch=129/455 avg_train_loss=0.111367 avg_train_ssim=0.8691 run_seconds=6643.088
epoch 163 heartbeat: batch=262/455 avg_train_loss=0.111355 avg_train_ssim=0.8691 run_seconds=6653.097
epoch 163 heartbeat: batch=390/455 avg_train_loss=0.111458 avg_train_ssim=0.8690 run_seconds=6663.175
epoch 163: train_loss=0.111436 train_ssim=0.8690 val_loss=0.114726 val_ssim=0.8651 val_psnr=32.02 lr=0.00014078751 epoch_seconds=39.041 run_seconds=6671.833 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 164 heartbeat: batch=1/455 avg_train_loss=0.110922 avg_train_ssim=0.8696 run_seconds=6672.128
epoch 164 heartbeat: batch=129/455 avg_train_loss=0.111335 avg_train_ssim=0.8691 run_seconds=6682.202
epoch 164 heartbeat: batch=263/455 avg_train_loss=0.111304 avg_train_ssim=0.8692 run_seconds=6692.236
epoch 164 heartbeat: batch=391/455 avg_train_loss=0.111316 avg_train_ssim=0.8692 run_seconds=6702.309
epoch 164: train_loss=0.111433 train_ssim=0.8690 val_loss=0.114822 val_ssim=0.8650 val_psnr=32.19 lr=0.00013372408 epoch_seconds=39.022 run_seconds=6710.892 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 165 heartbeat: batch=1/455 avg_train_loss=0.107918 avg_train_ssim=0.8731 run_seconds=6711.165
epoch 165 heartbeat: batch=128/455 avg_train_loss=0.110891 avg_train_ssim=0.8696 run_seconds=6721.165
epoch 165 heartbeat: batch=261/455 avg_train_loss=0.111127 avg_train_ssim=0.8694 run_seconds=6731.171
epoch 165 heartbeat: batch=388/455 avg_train_loss=0.111211 avg_train_ssim=0.8693 run_seconds=6741.183
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 165: train_loss=0.111256 train_ssim=0.8692 val_loss=0.114552 val_ssim=0.8653 val_psnr=32.19 lr=0.0001267119 epoch_seconds=39.103 run_seconds=6750.032 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 166 heartbeat: batch=1/455 avg_train_loss=0.112828 avg_train_ssim=0.8674 run_seconds=6750.695
epoch 166 heartbeat: batch=128/455 avg_train_loss=0.111011 avg_train_ssim=0.8695 run_seconds=6760.703
epoch 166 heartbeat: batch=262/455 avg_train_loss=0.111002 avg_train_ssim=0.8695 run_seconds=6770.735
epoch 166 heartbeat: batch=390/455 avg_train_loss=0.111098 avg_train_ssim=0.8694 run_seconds=6780.811
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 166: train_loss=0.111153 train_ssim=0.8693 val_loss=0.114548 val_ssim=0.8653 val_psnr=32.11 lr=0.00011976787 epoch_seconds=39.040 run_seconds=6789.507 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 167 heartbeat: batch=1/455 avg_train_loss=0.114517 avg_train_ssim=0.8654 run_seconds=6790.148
epoch 167 heartbeat: batch=129/455 avg_train_loss=0.111026 avg_train_ssim=0.8695 run_seconds=6800.220
epoch 167 heartbeat: batch=263/455 avg_train_loss=0.110991 avg_train_ssim=0.8695 run_seconds=6810.269
epoch 167 heartbeat: batch=391/455 avg_train_loss=0.111026 avg_train_ssim=0.8695 run_seconds=6820.345
epoch 167: train_loss=0.111079 train_ssim=0.8694 val_loss=0.114614 val_ssim=0.8653 val_psnr=32.19 lr=0.00011290872 epoch_seconds=39.034 run_seconds=6828.953 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 168 heartbeat: batch=1/455 avg_train_loss=0.112247 avg_train_ssim=0.8681 run_seconds=6829.263
epoch 168 heartbeat: batch=129/455 avg_train_loss=0.110708 avg_train_ssim=0.8699 run_seconds=6839.334
epoch 168 heartbeat: batch=265/455 avg_train_loss=0.110737 avg_train_ssim=0.8698 run_seconds=6849.396
epoch 168 heartbeat: batch=392/455 avg_train_loss=0.110917 avg_train_ssim=0.8696 run_seconds=6859.403
epoch 168: train_loss=0.110930 train_ssim=0.8696 val_loss=0.114789 val_ssim=0.8651 val_psnr=32.22 lr=0.00010615097 epoch_seconds=38.928 run_seconds=6867.917 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 169 heartbeat: batch=1/455 avg_train_loss=0.109188 avg_train_ssim=0.8716 run_seconds=6868.175
epoch 169 heartbeat: batch=129/455 avg_train_loss=0.110696 avg_train_ssim=0.8699 run_seconds=6878.247
epoch 169 heartbeat: batch=263/455 avg_train_loss=0.110926 avg_train_ssim=0.8696 run_seconds=6888.288
epoch 169 heartbeat: batch=390/455 avg_train_loss=0.110957 avg_train_ssim=0.8696 run_seconds=6898.300
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 169: train_loss=0.110949 train_ssim=0.8696 val_loss=0.114462 val_ssim=0.8654 val_psnr=32.08 lr=9.9510902e-05 epoch_seconds=39.032 run_seconds=6906.985 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 170 heartbeat: batch=1/455 avg_train_loss=0.112822 avg_train_ssim=0.8674 run_seconds=6907.625
epoch 170 heartbeat: batch=127/455 avg_train_loss=0.110866 avg_train_ssim=0.8697 run_seconds=6917.627
epoch 170 heartbeat: batch=260/455 avg_train_loss=0.110867 avg_train_ssim=0.8697 run_seconds=6927.651
epoch 170 heartbeat: batch=387/455 avg_train_loss=0.110888 avg_train_ssim=0.8697 run_seconds=6937.653
epoch 170: train_loss=0.110839 train_ssim=0.8697 val_loss=0.114616 val_ssim=0.8653 val_psnr=32.21 lr=9.3004511e-05 epoch_seconds=39.146 run_seconds=6946.534 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 171 heartbeat: batch=1/455 avg_train_loss=0.112346 avg_train_ssim=0.8679 run_seconds=6946.824
epoch 171 heartbeat: batch=128/455 avg_train_loss=0.111116 avg_train_ssim=0.8694 run_seconds=6956.843
epoch 171 heartbeat: batch=262/455 avg_train_loss=0.110781 avg_train_ssim=0.8698 run_seconds=6966.881
epoch 171 heartbeat: batch=389/455 avg_train_loss=0.110824 avg_train_ssim=0.8697 run_seconds=6976.894
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 171: train_loss=0.110782 train_ssim=0.8698 val_loss=0.114327 val_ssim=0.8656 val_psnr=32.20 lr=8.6647473e-05 epoch_seconds=39.083 run_seconds=6985.654 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 172 heartbeat: batch=1/455 avg_train_loss=0.111959 avg_train_ssim=0.8684 run_seconds=6986.301
epoch 172 heartbeat: batch=129/455 avg_train_loss=0.110581 avg_train_ssim=0.8700 run_seconds=6996.375
epoch 172 heartbeat: batch=263/455 avg_train_loss=0.110679 avg_train_ssim=0.8699 run_seconds=7006.422
epoch 172 heartbeat: batch=390/455 avg_train_loss=0.110769 avg_train_ssim=0.8698 run_seconds=7016.426
epoch 172: train_loss=0.110753 train_ssim=0.8698 val_loss=0.114949 val_ssim=0.8649 val_psnr=32.22 lr=8.0455102e-05 epoch_seconds=39.048 run_seconds=7025.101 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 173 heartbeat: batch=1/455 avg_train_loss=0.111873 avg_train_ssim=0.8685 run_seconds=7025.393
epoch 173 heartbeat: batch=127/455 avg_train_loss=0.110480 avg_train_ssim=0.8701 run_seconds=7035.432
epoch 173 heartbeat: batch=260/455 avg_train_loss=0.110675 avg_train_ssim=0.8699 run_seconds=7045.444
epoch 173 heartbeat: batch=388/455 avg_train_loss=0.110709 avg_train_ssim=0.8699 run_seconds=7055.515
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 173: train_loss=0.110688 train_ssim=0.8699 val_loss=0.114181 val_ssim=0.8658 val_psnr=32.18 lr=7.4442316e-05 epoch_seconds=39.246 run_seconds=7064.383 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 174 heartbeat: batch=1/455 avg_train_loss=0.112393 avg_train_ssim=0.8679 run_seconds=7064.978
epoch 174 heartbeat: batch=128/455 avg_train_loss=0.110297 avg_train_ssim=0.8703 run_seconds=7075.033
epoch 174 heartbeat: batch=261/455 avg_train_loss=0.110673 avg_train_ssim=0.8699 run_seconds=7085.065
epoch 174 heartbeat: batch=387/455 avg_train_loss=0.110555 avg_train_ssim=0.8700 run_seconds=7095.083
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 174: train_loss=0.110577 train_ssim=0.8700 val_loss=0.114046 val_ssim=0.8659 val_psnr=32.25 lr=6.8623601e-05 epoch_seconds=39.259 run_seconds=7104.010 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 175 heartbeat: batch=1/455 avg_train_loss=0.109785 avg_train_ssim=0.8710 run_seconds=7104.658
epoch 175 heartbeat: batch=130/455 avg_train_loss=0.110599 avg_train_ssim=0.8700 run_seconds=7114.729
epoch 175 heartbeat: batch=266/455 avg_train_loss=0.110468 avg_train_ssim=0.8701 run_seconds=7124.745
epoch 175 heartbeat: batch=393/455 avg_train_loss=0.110476 avg_train_ssim=0.8701 run_seconds=7134.756
epoch 175: train_loss=0.110525 train_ssim=0.8701 val_loss=0.114267 val_ssim=0.8657 val_psnr=32.21 lr=6.3012974e-05 epoch_seconds=38.748 run_seconds=7143.169 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 176 heartbeat: batch=1/455 avg_train_loss=0.111213 avg_train_ssim=0.8693 run_seconds=7143.438
epoch 176 heartbeat: batch=129/455 avg_train_loss=0.110317 avg_train_ssim=0.8703 run_seconds=7153.509
epoch 176 heartbeat: batch=263/455 avg_train_loss=0.110234 avg_train_ssim=0.8704 run_seconds=7163.580
epoch 176 heartbeat: batch=390/455 avg_train_loss=0.110383 avg_train_ssim=0.8702 run_seconds=7173.588
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 176: train_loss=0.110416 train_ssim=0.8702 val_loss=0.113989 val_ssim=0.8660 val_psnr=32.17 lr=5.7623952e-05 epoch_seconds=39.051 run_seconds=7182.259 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 177 heartbeat: batch=1/455 avg_train_loss=0.113015 avg_train_ssim=0.8672 run_seconds=7182.890
epoch 177 heartbeat: batch=130/455 avg_train_loss=0.110597 avg_train_ssim=0.8700 run_seconds=7192.906
epoch 177 heartbeat: batch=262/455 avg_train_loss=0.110541 avg_train_ssim=0.8701 run_seconds=7202.937
epoch 177 heartbeat: batch=390/455 avg_train_loss=0.110523 avg_train_ssim=0.8701 run_seconds=7213.003
epoch 177: train_loss=0.110493 train_ssim=0.8701 val_loss=0.114075 val_ssim=0.8659 val_psnr=32.20 lr=5.2469517e-05 epoch_seconds=39.052 run_seconds=7221.720 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 178 heartbeat: batch=1/455 avg_train_loss=0.109576 avg_train_ssim=0.8712 run_seconds=7221.996
epoch 178 heartbeat: batch=131/455 avg_train_loss=0.110155 avg_train_ssim=0.8705 run_seconds=7232.050
epoch 178 heartbeat: batch=263/455 avg_train_loss=0.110368 avg_train_ssim=0.8703 run_seconds=7242.077
epoch 178 heartbeat: batch=390/455 avg_train_loss=0.110390 avg_train_ssim=0.8702 run_seconds=7252.082
epoch 178: train_loss=0.110316 train_ssim=0.8703 val_loss=0.114082 val_ssim=0.8659 val_psnr=32.28 lr=4.7562087e-05 epoch_seconds=39.065 run_seconds=7260.825 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 179 heartbeat: batch=1/455 avg_train_loss=0.106687 avg_train_ssim=0.8746 run_seconds=7261.082
epoch 179 heartbeat: batch=131/455 avg_train_loss=0.110045 avg_train_ssim=0.8706 run_seconds=7271.138
epoch 179 heartbeat: batch=263/455 avg_train_loss=0.110031 avg_train_ssim=0.8707 run_seconds=7281.202
epoch 179 heartbeat: batch=390/455 avg_train_loss=0.110184 avg_train_ssim=0.8705 run_seconds=7291.210
epoch 179: train_loss=0.110225 train_ssim=0.8704 val_loss=0.114051 val_ssim=0.8659 val_psnr=32.28 lr=4.2913484e-05 epoch_seconds=39.007 run_seconds=7299.867 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 180 heartbeat: batch=1/455 avg_train_loss=0.115677 avg_train_ssim=0.8640 run_seconds=7300.139
epoch 180 heartbeat: batch=130/455 avg_train_loss=0.110048 avg_train_ssim=0.8706 run_seconds=7310.168
epoch 180 heartbeat: batch=262/455 avg_train_loss=0.110024 avg_train_ssim=0.8707 run_seconds=7320.186
epoch 180 heartbeat: batch=389/455 avg_train_loss=0.110104 avg_train_ssim=0.8706 run_seconds=7330.195
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 180: train_loss=0.110185 train_ssim=0.8705 val_loss=0.113804 val_ssim=0.8662 val_psnr=32.17 lr=3.8534908e-05 epoch_seconds=39.026 run_seconds=7338.933 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 181 heartbeat: batch=1/455 avg_train_loss=0.107909 avg_train_ssim=0.8731 run_seconds=7339.556
epoch 181 heartbeat: batch=130/455 avg_train_loss=0.110233 avg_train_ssim=0.8704 run_seconds=7349.595
epoch 181 heartbeat: batch=261/455 avg_train_loss=0.110112 avg_train_ssim=0.8706 run_seconds=7359.596
epoch 181 heartbeat: batch=388/455 avg_train_loss=0.110137 avg_train_ssim=0.8705 run_seconds=7369.604
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 181: train_loss=0.110148 train_ssim=0.8705 val_loss=0.113710 val_ssim=0.8663 val_psnr=32.28 lr=3.4436906e-05 epoch_seconds=39.085 run_seconds=7378.411 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 182 heartbeat: batch=1/455 avg_train_loss=0.114655 avg_train_ssim=0.8652 run_seconds=7379.049
epoch 182 heartbeat: batch=131/455 avg_train_loss=0.109882 avg_train_ssim=0.8708 run_seconds=7389.083
epoch 182 heartbeat: batch=262/455 avg_train_loss=0.110083 avg_train_ssim=0.8706 run_seconds=7399.110
epoch 182 heartbeat: batch=388/455 avg_train_loss=0.110146 avg_train_ssim=0.8705 run_seconds=7409.111
epoch 182: train_loss=0.110119 train_ssim=0.8706 val_loss=0.113750 val_ssim=0.8663 val_psnr=32.28 lr=3.0629352e-05 epoch_seconds=39.187 run_seconds=7417.994 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 183 heartbeat: batch=1/455 avg_train_loss=0.108416 avg_train_ssim=0.8726 run_seconds=7418.304
epoch 183 heartbeat: batch=132/455 avg_train_loss=0.110010 avg_train_ssim=0.8707 run_seconds=7428.363
epoch 183 heartbeat: batch=262/455 avg_train_loss=0.109983 avg_train_ssim=0.8707 run_seconds=7438.413
epoch 183 heartbeat: batch=390/455 avg_train_loss=0.110076 avg_train_ssim=0.8706 run_seconds=7448.490
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 183: train_loss=0.110037 train_ssim=0.8707 val_loss=0.113677 val_ssim=0.8664 val_psnr=32.20 lr=2.7121417e-05 epoch_seconds=39.122 run_seconds=7457.153 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 184 heartbeat: batch=1/455 avg_train_loss=0.106609 avg_train_ssim=0.8747 run_seconds=7457.739
epoch 184 heartbeat: batch=132/455 avg_train_loss=0.110371 avg_train_ssim=0.8703 run_seconds=7467.803
epoch 184 heartbeat: batch=263/455 avg_train_loss=0.110183 avg_train_ssim=0.8705 run_seconds=7477.860
epoch 184 heartbeat: batch=390/455 avg_train_loss=0.110112 avg_train_ssim=0.8706 run_seconds=7487.874
epoch 184: train_loss=0.110072 train_ssim=0.8706 val_loss=0.113744 val_ssim=0.8663 val_psnr=32.22 lr=2.3921552e-05 epoch_seconds=39.015 run_seconds=7496.521 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 185 heartbeat: batch=1/455 avg_train_loss=0.107839 avg_train_ssim=0.8732 run_seconds=7496.825
epoch 185 heartbeat: batch=132/455 avg_train_loss=0.109993 avg_train_ssim=0.8707 run_seconds=7506.861
epoch 185 heartbeat: batch=262/455 avg_train_loss=0.109945 avg_train_ssim=0.8708 run_seconds=7516.911
epoch 185 heartbeat: batch=389/455 avg_train_loss=0.109978 avg_train_ssim=0.8707 run_seconds=7526.917
epoch 185: train_loss=0.110025 train_ssim=0.8707 val_loss=0.113719 val_ssim=0.8663 val_psnr=32.27 lr=2.1037468e-05 epoch_seconds=39.139 run_seconds=7535.698 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 186 heartbeat: batch=1/455 avg_train_loss=0.111127 avg_train_ssim=0.8694 run_seconds=7535.964
epoch 186 heartbeat: batch=132/455 avg_train_loss=0.110127 avg_train_ssim=0.8705 run_seconds=7545.987
epoch 186 heartbeat: batch=263/455 avg_train_loss=0.109927 avg_train_ssim=0.8708 run_seconds=7556.056
epoch 186 heartbeat: batch=390/455 avg_train_loss=0.109983 avg_train_ssim=0.8707 run_seconds=7566.060
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 186: train_loss=0.109981 train_ssim=0.8707 val_loss=0.113656 val_ssim=0.8664 val_psnr=32.28 lr=1.8476111e-05 epoch_seconds=39.005 run_seconds=7574.741 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 187 heartbeat: batch=1/455 avg_train_loss=0.107238 avg_train_ssim=0.8739 run_seconds=7575.428
epoch 187 heartbeat: batch=132/455 avg_train_loss=0.109702 avg_train_ssim=0.8710 run_seconds=7585.442
epoch 187 heartbeat: batch=262/455 avg_train_loss=0.109867 avg_train_ssim=0.8709 run_seconds=7595.515
epoch 187 heartbeat: batch=389/455 avg_train_loss=0.109892 avg_train_ssim=0.8708 run_seconds=7605.588
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 187: train_loss=0.109913 train_ssim=0.8708 val_loss=0.113623 val_ssim=0.8664 val_psnr=32.29 lr=1.6243651e-05 epoch_seconds=39.147 run_seconds=7614.328 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 188 heartbeat: batch=1/455 avg_train_loss=0.108609 avg_train_ssim=0.8723 run_seconds=7615.026
epoch 188 heartbeat: batch=135/455 avg_train_loss=0.109825 avg_train_ssim=0.8709 run_seconds=7625.046
epoch 188 heartbeat: batch=262/455 avg_train_loss=0.109924 avg_train_ssim=0.8708 run_seconds=7635.053
epoch 188 heartbeat: batch=390/455 avg_train_loss=0.109943 avg_train_ssim=0.8708 run_seconds=7645.120
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 188: train_loss=0.109894 train_ssim=0.8708 val_loss=0.113604 val_ssim=0.8665 val_psnr=32.29 lr=1.4345468e-05 epoch_seconds=38.972 run_seconds=7653.773 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 189 heartbeat: batch=1/455 avg_train_loss=0.107475 avg_train_ssim=0.8737 run_seconds=7654.357
epoch 189 heartbeat: batch=135/455 avg_train_loss=0.109981 avg_train_ssim=0.8707 run_seconds=7664.432
epoch 189 heartbeat: batch=263/455 avg_train_loss=0.109934 avg_train_ssim=0.8708 run_seconds=7674.507
epoch 189 heartbeat: batch=391/455 avg_train_loss=0.109887 avg_train_ssim=0.8708 run_seconds=7684.579
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 189: train_loss=0.109878 train_ssim=0.8708 val_loss=0.113498 val_ssim=0.8666 val_psnr=32.26 lr=1.2786134e-05 epoch_seconds=39.057 run_seconds=7693.173 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 190 heartbeat: batch=1/455 avg_train_loss=0.112620 avg_train_ssim=0.8676 run_seconds=7693.725
epoch 190 heartbeat: batch=135/455 avg_train_loss=0.109827 avg_train_ssim=0.8709 run_seconds=7703.789
epoch 190 heartbeat: batch=263/455 avg_train_loss=0.109767 avg_train_ssim=0.8710 run_seconds=7713.862
epoch 190 heartbeat: batch=390/455 avg_train_loss=0.109851 avg_train_ssim=0.8709 run_seconds=7723.863
epoch 190: train_loss=0.109849 train_ssim=0.8709 val_loss=0.113574 val_ssim=0.8665 val_psnr=32.27 lr=1.1569406e-05 epoch_seconds=39.050 run_seconds=7732.550 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 191 heartbeat: batch=1/455 avg_train_loss=0.112456 avg_train_ssim=0.8678 run_seconds=7732.835
epoch 191 heartbeat: batch=137/455 avg_train_loss=0.110049 avg_train_ssim=0.8706 run_seconds=7742.836
epoch 191 heartbeat: batch=264/455 avg_train_loss=0.110158 avg_train_ssim=0.8705 run_seconds=7752.860
epoch 191 heartbeat: batch=392/455 avg_train_loss=0.110001 avg_train_ssim=0.8707 run_seconds=7762.934
epoch 191: train_loss=0.109906 train_ssim=0.8708 val_loss=0.113513 val_ssim=0.8666 val_psnr=32.27 lr=1.0698215e-05 epoch_seconds=38.871 run_seconds=7771.457 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 192 heartbeat: batch=1/455 avg_train_loss=0.113071 avg_train_ssim=0.8671 run_seconds=7771.739
epoch 192 heartbeat: batch=135/455 avg_train_loss=0.109673 avg_train_ssim=0.8711 run_seconds=7781.800
epoch 192 heartbeat: batch=262/455 avg_train_loss=0.109731 avg_train_ssim=0.8710 run_seconds=7791.802
epoch 192 heartbeat: batch=390/455 avg_train_loss=0.109821 avg_train_ssim=0.8709 run_seconds=7801.873
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 192: train_loss=0.109788 train_ssim=0.8709 val_loss=0.113458 val_ssim=0.8666 val_psnr=32.20 lr=1.0174659e-05 epoch_seconds=39.125 run_seconds=7810.619 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 193 heartbeat: batch=1/455 avg_train_loss=0.111671 avg_train_ssim=0.8687 run_seconds=7811.337
epoch 193 heartbeat: batch=135/455 avg_train_loss=0.109928 avg_train_ssim=0.8708 run_seconds=7821.402
epoch 193 heartbeat: batch=262/455 avg_train_loss=0.109835 avg_train_ssim=0.8709 run_seconds=7831.415
epoch 193 heartbeat: batch=389/455 avg_train_loss=0.109807 avg_train_ssim=0.8709 run_seconds=7841.424
epoch 193: train_loss=0.109847 train_ssim=0.8709 val_loss=0.113603 val_ssim=0.8665 val_psnr=32.24 lr=1e-05 epoch_seconds=39.078 run_seconds=7850.181 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 194 heartbeat: batch=1/455 avg_train_loss=0.111873 avg_train_ssim=0.8685 run_seconds=7850.446
epoch 194 heartbeat: batch=135/455 avg_train_loss=0.110032 avg_train_ssim=0.8707 run_seconds=7860.516
epoch 194 heartbeat: batch=262/455 avg_train_loss=0.109932 avg_train_ssim=0.8708 run_seconds=7870.525
epoch 194 heartbeat: batch=389/455 avg_train_loss=0.109918 avg_train_ssim=0.8708 run_seconds=7880.539
epoch 194: train_loss=0.109833 train_ssim=0.8709 val_loss=0.113475 val_ssim=0.8666 val_psnr=32.24 lr=1.0174659e-05 epoch_seconds=39.092 run_seconds=7889.311 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 195 heartbeat: batch=1/455 avg_train_loss=0.106296 avg_train_ssim=0.8750 run_seconds=7889.591
epoch 195 heartbeat: batch=135/455 avg_train_loss=0.109714 avg_train_ssim=0.8710 run_seconds=7899.636
epoch 195 heartbeat: batch=262/455 avg_train_loss=0.109898 avg_train_ssim=0.8708 run_seconds=7909.636
epoch 195 heartbeat: batch=390/455 avg_train_loss=0.109889 avg_train_ssim=0.8708 run_seconds=7919.714
epoch 195: train_loss=0.109830 train_ssim=0.8709 val_loss=0.113591 val_ssim=0.8665 val_psnr=32.31 lr=1.0698215e-05 epoch_seconds=39.017 run_seconds=7928.366 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 196 heartbeat: batch=1/455 avg_train_loss=0.111040 avg_train_ssim=0.8695 run_seconds=7928.645
epoch 196 heartbeat: batch=135/455 avg_train_loss=0.109916 avg_train_ssim=0.8708 run_seconds=7938.693
epoch 196 heartbeat: batch=262/455 avg_train_loss=0.109931 avg_train_ssim=0.8708 run_seconds=7948.696
epoch 196 heartbeat: batch=390/455 avg_train_loss=0.109847 avg_train_ssim=0.8709 run_seconds=7958.767
epoch 196: train_loss=0.109859 train_ssim=0.8709 val_loss=0.113747 val_ssim=0.8663 val_psnr=32.29 lr=1.1569406e-05 epoch_seconds=39.035 run_seconds=7967.439 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 197 heartbeat: batch=1/455 avg_train_loss=0.108372 avg_train_ssim=0.8726 run_seconds=7967.716
epoch 197 heartbeat: batch=134/455 avg_train_loss=0.109618 avg_train_ssim=0.8711 run_seconds=7977.722
epoch 197 heartbeat: batch=261/455 avg_train_loss=0.109684 avg_train_ssim=0.8711 run_seconds=7987.747
epoch 197 heartbeat: batch=388/455 avg_train_loss=0.109856 avg_train_ssim=0.8709 run_seconds=7997.754
epoch 197: train_loss=0.109884 train_ssim=0.8708 val_loss=0.113500 val_ssim=0.8666 val_psnr=32.20 lr=1.2786134e-05 epoch_seconds=39.113 run_seconds=8006.590 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 198 heartbeat: batch=1/455 avg_train_loss=0.110348 avg_train_ssim=0.8703 run_seconds=8006.904
epoch 198 heartbeat: batch=135/455 avg_train_loss=0.109991 avg_train_ssim=0.8707 run_seconds=8016.936
epoch 198 heartbeat: batch=262/455 avg_train_loss=0.109921 avg_train_ssim=0.8708 run_seconds=8026.938
epoch 198 heartbeat: batch=389/455 avg_train_loss=0.109921 avg_train_ssim=0.8708 run_seconds=8036.944
epoch 198: train_loss=0.109854 train_ssim=0.8709 val_loss=0.113689 val_ssim=0.8664 val_psnr=32.31 lr=1.4345468e-05 epoch_seconds=39.040 run_seconds=8045.668 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 199 heartbeat: batch=1/455 avg_train_loss=0.108182 avg_train_ssim=0.8728 run_seconds=8045.984
epoch 199 heartbeat: batch=135/455 avg_train_loss=0.110134 avg_train_ssim=0.8705 run_seconds=8056.022
epoch 199 heartbeat: batch=263/455 avg_train_loss=0.110051 avg_train_ssim=0.8706 run_seconds=8066.099
epoch 199 heartbeat: batch=391/455 avg_train_loss=0.109925 avg_train_ssim=0.8708 run_seconds=8076.176
epoch 199: train_loss=0.109858 train_ssim=0.8709 val_loss=0.113555 val_ssim=0.8665 val_psnr=32.28 lr=1.6243651e-05 epoch_seconds=39.073 run_seconds=8084.779 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 200 heartbeat: batch=1/455 avg_train_loss=0.109305 avg_train_ssim=0.8715 run_seconds=8085.051
epoch 200 heartbeat: batch=134/455 avg_train_loss=0.110067 avg_train_ssim=0.8706 run_seconds=8095.080
epoch 200 heartbeat: batch=262/455 avg_train_loss=0.110026 avg_train_ssim=0.8707 run_seconds=8105.151
epoch 200 heartbeat: batch=390/455 avg_train_loss=0.109925 avg_train_ssim=0.8708 run_seconds=8115.226
epoch 200: train_loss=0.109967 train_ssim=0.8707 val_loss=0.113549 val_ssim=0.8665 val_psnr=32.23 lr=1.8476111e-05 epoch_seconds=39.076 run_seconds=8123.893 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 201 heartbeat: batch=1/455 avg_train_loss=0.108711 avg_train_ssim=0.8722 run_seconds=8124.198
epoch 201 heartbeat: batch=135/455 avg_train_loss=0.110190 avg_train_ssim=0.8705 run_seconds=8134.231
epoch 201 heartbeat: batch=262/455 avg_train_loss=0.110079 avg_train_ssim=0.8706 run_seconds=8144.235
epoch 201 heartbeat: batch=390/455 avg_train_loss=0.110044 avg_train_ssim=0.8706 run_seconds=8154.308
epoch 201: train_loss=0.110028 train_ssim=0.8707 val_loss=0.113939 val_ssim=0.8661 val_psnr=32.29 lr=2.1037468e-05 epoch_seconds=39.057 run_seconds=8162.986 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 202 heartbeat: batch=1/455 avg_train_loss=0.108943 avg_train_ssim=0.8719 run_seconds=8163.264
epoch 202 heartbeat: batch=134/455 avg_train_loss=0.109677 avg_train_ssim=0.8711 run_seconds=8173.274
epoch 202 heartbeat: batch=261/455 avg_train_loss=0.109895 avg_train_ssim=0.8708 run_seconds=8183.292
epoch 202 heartbeat: batch=388/455 avg_train_loss=0.109948 avg_train_ssim=0.8708 run_seconds=8193.300
epoch 202: train_loss=0.109973 train_ssim=0.8707 val_loss=0.113651 val_ssim=0.8664 val_psnr=32.25 lr=2.3921552e-05 epoch_seconds=39.107 run_seconds=8202.129 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 203 heartbeat: batch=1/455 avg_train_loss=0.110443 avg_train_ssim=0.8702 run_seconds=8202.419
epoch 203 heartbeat: batch=134/455 avg_train_loss=0.110111 avg_train_ssim=0.8706 run_seconds=8212.441
epoch 203 heartbeat: batch=262/455 avg_train_loss=0.109968 avg_train_ssim=0.8707 run_seconds=8222.519
epoch 203 heartbeat: batch=389/455 avg_train_loss=0.109994 avg_train_ssim=0.8707 run_seconds=8232.520
epoch 203: train_loss=0.110021 train_ssim=0.8707 val_loss=0.113668 val_ssim=0.8664 val_psnr=32.24 lr=2.7121417e-05 epoch_seconds=39.133 run_seconds=8241.301 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 204 heartbeat: batch=1/455 avg_train_loss=0.111337 avg_train_ssim=0.8691 run_seconds=8241.580
epoch 204 heartbeat: batch=138/455 avg_train_loss=0.110091 avg_train_ssim=0.8706 run_seconds=8251.616
epoch 204 heartbeat: batch=265/455 avg_train_loss=0.110109 avg_train_ssim=0.8706 run_seconds=8261.660
epoch 204 heartbeat: batch=392/455 avg_train_loss=0.110107 avg_train_ssim=0.8706 run_seconds=8271.721
epoch 204: train_loss=0.110089 train_ssim=0.8706 val_loss=0.113822 val_ssim=0.8662 val_psnr=32.29 lr=3.0629352e-05 epoch_seconds=38.944 run_seconds=8280.282 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 205 heartbeat: batch=1/455 avg_train_loss=0.109416 avg_train_ssim=0.8714 run_seconds=8280.588
epoch 205 heartbeat: batch=135/455 avg_train_loss=0.110301 avg_train_ssim=0.8703 run_seconds=8290.618
epoch 205 heartbeat: batch=262/455 avg_train_loss=0.110065 avg_train_ssim=0.8706 run_seconds=8300.635
epoch 205 heartbeat: batch=389/455 avg_train_loss=0.110074 avg_train_ssim=0.8706 run_seconds=8310.648
epoch 205: train_loss=0.110073 train_ssim=0.8706 val_loss=0.113750 val_ssim=0.8663 val_psnr=32.21 lr=3.4436906e-05 epoch_seconds=39.071 run_seconds=8319.391 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 206 heartbeat: batch=1/455 avg_train_loss=0.114180 avg_train_ssim=0.8658 run_seconds=8319.665
epoch 206 heartbeat: batch=135/455 avg_train_loss=0.110125 avg_train_ssim=0.8705 run_seconds=8329.674
epoch 206 heartbeat: batch=262/455 avg_train_loss=0.110293 avg_train_ssim=0.8704 run_seconds=8339.684
epoch 206 heartbeat: batch=389/455 avg_train_loss=0.110151 avg_train_ssim=0.8705 run_seconds=8349.685
epoch 206: train_loss=0.110166 train_ssim=0.8705 val_loss=0.113821 val_ssim=0.8662 val_psnr=32.23 lr=3.8534908e-05 epoch_seconds=38.994 run_seconds=8358.422 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 207 heartbeat: batch=1/455 avg_train_loss=0.106165 avg_train_ssim=0.8752 run_seconds=8358.683
epoch 207 heartbeat: batch=136/455 avg_train_loss=0.109978 avg_train_ssim=0.8707 run_seconds=8368.759
epoch 207 heartbeat: batch=263/455 avg_train_loss=0.110093 avg_train_ssim=0.8706 run_seconds=8378.759
epoch 207 heartbeat: batch=390/455 avg_train_loss=0.110178 avg_train_ssim=0.8705 run_seconds=8388.761
epoch 207: train_loss=0.110126 train_ssim=0.8705 val_loss=0.113962 val_ssim=0.8660 val_psnr=32.26 lr=4.2913484e-05 epoch_seconds=38.982 run_seconds=8397.440 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 208 heartbeat: batch=1/455 avg_train_loss=0.110452 avg_train_ssim=0.8702 run_seconds=8397.705
epoch 208 heartbeat: batch=135/455 avg_train_loss=0.110276 avg_train_ssim=0.8704 run_seconds=8407.713
epoch 208 heartbeat: batch=262/455 avg_train_loss=0.110243 avg_train_ssim=0.8704 run_seconds=8417.723
epoch 208 heartbeat: batch=389/455 avg_train_loss=0.110190 avg_train_ssim=0.8705 run_seconds=8427.726
epoch 208: train_loss=0.110226 train_ssim=0.8704 val_loss=0.113819 val_ssim=0.8662 val_psnr=32.25 lr=4.7562087e-05 epoch_seconds=38.984 run_seconds=8436.462 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 209 heartbeat: batch=1/455 avg_train_loss=0.113266 avg_train_ssim=0.8669 run_seconds=8436.757
epoch 209 heartbeat: batch=135/455 avg_train_loss=0.110503 avg_train_ssim=0.8701 run_seconds=8446.829
epoch 209 heartbeat: batch=262/455 avg_train_loss=0.110240 avg_train_ssim=0.8704 run_seconds=8456.842
epoch 209 heartbeat: batch=389/455 avg_train_loss=0.110259 avg_train_ssim=0.8704 run_seconds=8466.846
epoch 209: train_loss=0.110293 train_ssim=0.8704 val_loss=0.113859 val_ssim=0.8662 val_psnr=32.27 lr=5.2469517e-05 epoch_seconds=39.122 run_seconds=8475.621 gpu_index=0 gpu_util_pct=79 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 210 heartbeat: batch=1/455 avg_train_loss=0.111228 avg_train_ssim=0.8692 run_seconds=8475.893
epoch 210 heartbeat: batch=134/455 avg_train_loss=0.110193 avg_train_ssim=0.8705 run_seconds=8485.906
epoch 210 heartbeat: batch=262/455 avg_train_loss=0.110342 avg_train_ssim=0.8703 run_seconds=8495.979
epoch 210 heartbeat: batch=390/455 avg_train_loss=0.110245 avg_train_ssim=0.8704 run_seconds=8506.055
epoch 210: train_loss=0.110236 train_ssim=0.8704 val_loss=0.113924 val_ssim=0.8661 val_psnr=32.27 lr=5.7623952e-05 epoch_seconds=39.053 run_seconds=8514.712 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 211 heartbeat: batch=1/455 avg_train_loss=0.110415 avg_train_ssim=0.8702 run_seconds=8514.980
epoch 211 heartbeat: batch=135/455 avg_train_loss=0.110223 avg_train_ssim=0.8704 run_seconds=8524.994
epoch 211 heartbeat: batch=262/455 avg_train_loss=0.110175 avg_train_ssim=0.8705 run_seconds=8535.019
epoch 211 heartbeat: batch=390/455 avg_train_loss=0.110211 avg_train_ssim=0.8704 run_seconds=8545.086
epoch 211: train_loss=0.110330 train_ssim=0.8703 val_loss=0.114369 val_ssim=0.8656 val_psnr=32.18 lr=6.3012974e-05 epoch_seconds=39.027 run_seconds=8553.778 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 212 heartbeat: batch=1/455 avg_train_loss=0.111490 avg_train_ssim=0.8689 run_seconds=8554.054
epoch 212 heartbeat: batch=135/455 avg_train_loss=0.110305 avg_train_ssim=0.8703 run_seconds=8564.107
epoch 212 heartbeat: batch=262/455 avg_train_loss=0.110468 avg_train_ssim=0.8701 run_seconds=8574.111
epoch 212 heartbeat: batch=389/455 avg_train_loss=0.110431 avg_train_ssim=0.8702 run_seconds=8584.114
epoch 212: train_loss=0.110392 train_ssim=0.8702 val_loss=0.114061 val_ssim=0.8659 val_psnr=32.28 lr=6.8623601e-05 epoch_seconds=39.040 run_seconds=8592.854 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 213 heartbeat: batch=1/455 avg_train_loss=0.113596 avg_train_ssim=0.8665 run_seconds=8593.116
epoch 213 heartbeat: batch=136/455 avg_train_loss=0.110345 avg_train_ssim=0.8703 run_seconds=8603.190
epoch 213 heartbeat: batch=264/455 avg_train_loss=0.110434 avg_train_ssim=0.8702 run_seconds=8613.266
epoch 213 heartbeat: batch=391/455 avg_train_loss=0.110440 avg_train_ssim=0.8702 run_seconds=8623.279
epoch 213: train_loss=0.110451 train_ssim=0.8702 val_loss=0.114370 val_ssim=0.8656 val_psnr=32.24 lr=7.4442316e-05 epoch_seconds=39.044 run_seconds=8631.934 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 214 heartbeat: batch=1/455 avg_train_loss=0.109097 avg_train_ssim=0.8718 run_seconds=8632.225
epoch 214 heartbeat: batch=135/455 avg_train_loss=0.110611 avg_train_ssim=0.8700 run_seconds=8642.263
epoch 214 heartbeat: batch=261/455 avg_train_loss=0.110641 avg_train_ssim=0.8699 run_seconds=8652.296
epoch 214 heartbeat: batch=387/455 avg_train_loss=0.110596 avg_train_ssim=0.8700 run_seconds=8662.340
epoch 214: train_loss=0.110509 train_ssim=0.8701 val_loss=0.114307 val_ssim=0.8656 val_psnr=32.07 lr=8.0455102e-05 epoch_seconds=39.300 run_seconds=8671.269 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 215 heartbeat: batch=1/455 avg_train_loss=0.111896 avg_train_ssim=0.8685 run_seconds=8671.541
epoch 215 heartbeat: batch=135/455 avg_train_loss=0.110586 avg_train_ssim=0.8700 run_seconds=8681.609
epoch 215 heartbeat: batch=262/455 avg_train_loss=0.110720 avg_train_ssim=0.8698 run_seconds=8691.610
epoch 215 heartbeat: batch=390/455 avg_train_loss=0.110704 avg_train_ssim=0.8699 run_seconds=8701.684
epoch 215: train_loss=0.110619 train_ssim=0.8700 val_loss=0.114340 val_ssim=0.8656 val_psnr=32.26 lr=8.6647473e-05 epoch_seconds=39.112 run_seconds=8710.416 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 216 heartbeat: batch=1/455 avg_train_loss=0.108736 avg_train_ssim=0.8722 run_seconds=8710.716
epoch 216 heartbeat: batch=135/455 avg_train_loss=0.110711 avg_train_ssim=0.8699 run_seconds=8720.795
epoch 216 heartbeat: batch=263/455 avg_train_loss=0.110686 avg_train_ssim=0.8699 run_seconds=8730.862
epoch 216 heartbeat: batch=390/455 avg_train_loss=0.110562 avg_train_ssim=0.8700 run_seconds=8740.900
epoch 216: train_loss=0.110575 train_ssim=0.8700 val_loss=0.114109 val_ssim=0.8659 val_psnr=32.19 lr=9.3004511e-05 epoch_seconds=39.187 run_seconds=8749.640 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 217 heartbeat: batch=1/455 avg_train_loss=0.110136 avg_train_ssim=0.8705 run_seconds=8749.902
epoch 217 heartbeat: batch=135/455 avg_train_loss=0.110501 avg_train_ssim=0.8701 run_seconds=8759.968
epoch 217 heartbeat: batch=263/455 avg_train_loss=0.110478 avg_train_ssim=0.8701 run_seconds=8770.042
epoch 217 heartbeat: batch=390/455 avg_train_loss=0.110548 avg_train_ssim=0.8701 run_seconds=8780.052
epoch 217: train_loss=0.110588 train_ssim=0.8700 val_loss=0.114738 val_ssim=0.8651 val_psnr=32.17 lr=9.9510902e-05 epoch_seconds=39.080 run_seconds=8788.757 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 218 heartbeat: batch=1/455 avg_train_loss=0.113766 avg_train_ssim=0.8663 run_seconds=8789.027
epoch 218 heartbeat: batch=135/455 avg_train_loss=0.110951 avg_train_ssim=0.8696 run_seconds=8799.052
epoch 218 heartbeat: batch=262/455 avg_train_loss=0.110934 avg_train_ssim=0.8696 run_seconds=8809.064
epoch 218 heartbeat: batch=389/455 avg_train_loss=0.110721 avg_train_ssim=0.8698 run_seconds=8819.066
epoch 218: train_loss=0.110669 train_ssim=0.8699 val_loss=0.114165 val_ssim=0.8658 val_psnr=32.13 lr=0.00010615097 epoch_seconds=38.966 run_seconds=8827.759 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 219 heartbeat: batch=1/455 avg_train_loss=0.108176 avg_train_ssim=0.8728 run_seconds=8828.033
epoch 219 heartbeat: batch=135/455 avg_train_loss=0.110586 avg_train_ssim=0.8700 run_seconds=8838.067
epoch 219 heartbeat: batch=263/455 avg_train_loss=0.110839 avg_train_ssim=0.8697 run_seconds=8848.142
epoch 219 heartbeat: batch=391/455 avg_train_loss=0.110790 avg_train_ssim=0.8698 run_seconds=8858.215
epoch 219: train_loss=0.110752 train_ssim=0.8698 val_loss=0.114725 val_ssim=0.8651 val_psnr=32.20 lr=0.00011290872 epoch_seconds=39.059 run_seconds=8866.856 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 220 heartbeat: batch=1/455 avg_train_loss=0.111579 avg_train_ssim=0.8689 run_seconds=8867.152
epoch 220 heartbeat: batch=134/455 avg_train_loss=0.110881 avg_train_ssim=0.8697 run_seconds=8877.185
epoch 220 heartbeat: batch=261/455 avg_train_loss=0.110875 avg_train_ssim=0.8697 run_seconds=8887.185
epoch 220 heartbeat: batch=388/455 avg_train_loss=0.110919 avg_train_ssim=0.8696 run_seconds=8897.196
epoch 220: train_loss=0.110903 train_ssim=0.8696 val_loss=0.114693 val_ssim=0.8652 val_psnr=32.20 lr=0.00011976787 epoch_seconds=39.197 run_seconds=8906.088 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 221 heartbeat: batch=1/455 avg_train_loss=0.110041 avg_train_ssim=0.8706 run_seconds=8906.370
epoch 221 heartbeat: batch=134/455 avg_train_loss=0.110554 avg_train_ssim=0.8700 run_seconds=8916.426
epoch 221 heartbeat: batch=262/455 avg_train_loss=0.110777 avg_train_ssim=0.8698 run_seconds=8926.503
epoch 221 heartbeat: batch=390/455 avg_train_loss=0.110897 avg_train_ssim=0.8696 run_seconds=8936.580
epoch 221: train_loss=0.110878 train_ssim=0.8697 val_loss=0.114382 val_ssim=0.8655 val_psnr=32.14 lr=0.0001267119 epoch_seconds=39.130 run_seconds=8945.255 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 222 heartbeat: batch=1/455 avg_train_loss=0.111445 avg_train_ssim=0.8690 run_seconds=8945.523
epoch 222 heartbeat: batch=135/455 avg_train_loss=0.110839 avg_train_ssim=0.8697 run_seconds=8955.600
epoch 222 heartbeat: batch=263/455 avg_train_loss=0.110675 avg_train_ssim=0.8699 run_seconds=8965.668
epoch 222 heartbeat: batch=390/455 avg_train_loss=0.110817 avg_train_ssim=0.8697 run_seconds=8975.669
epoch 222: train_loss=0.110848 train_ssim=0.8697 val_loss=0.115240 val_ssim=0.8645 val_psnr=32.08 lr=0.00013372408 epoch_seconds=39.033 run_seconds=8984.323 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 223 heartbeat: batch=1/455 avg_train_loss=0.109418 avg_train_ssim=0.8714 run_seconds=8984.594
epoch 223 heartbeat: batch=135/455 avg_train_loss=0.111212 avg_train_ssim=0.8693 run_seconds=8994.667
epoch 223 heartbeat: batch=262/455 avg_train_loss=0.111354 avg_train_ssim=0.8691 run_seconds=9004.699
epoch 223 heartbeat: batch=389/455 avg_train_loss=0.111316 avg_train_ssim=0.8692 run_seconds=9014.708
epoch 223: train_loss=0.111285 train_ssim=0.8692 val_loss=0.114596 val_ssim=0.8653 val_psnr=32.00 lr=0.00014078751 epoch_seconds=39.098 run_seconds=9023.458 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 224 heartbeat: batch=1/455 avg_train_loss=0.112201 avg_train_ssim=0.8681 run_seconds=9023.760
epoch 224 heartbeat: batch=135/455 avg_train_loss=0.110830 avg_train_ssim=0.8697 run_seconds=9033.772
epoch 224 heartbeat: batch=263/455 avg_train_loss=0.110825 avg_train_ssim=0.8697 run_seconds=9043.850
epoch 224 heartbeat: batch=391/455 avg_train_loss=0.110838 avg_train_ssim=0.8697 run_seconds=9053.923
epoch 224: train_loss=0.110942 train_ssim=0.8696 val_loss=0.115044 val_ssim=0.8648 val_psnr=32.18 lr=0.00014788519 epoch_seconds=39.025 run_seconds=9062.520 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 225 heartbeat: batch=1/455 avg_train_loss=0.109254 avg_train_ssim=0.8716 run_seconds=9062.780
epoch 225 heartbeat: batch=135/455 avg_train_loss=0.111325 avg_train_ssim=0.8691 run_seconds=9072.845
epoch 225 heartbeat: batch=262/455 avg_train_loss=0.111109 avg_train_ssim=0.8694 run_seconds=9082.857
epoch 225 heartbeat: batch=389/455 avg_train_loss=0.111065 avg_train_ssim=0.8694 run_seconds=9092.875
epoch 225: train_loss=0.111168 train_ssim=0.8693 val_loss=0.114891 val_ssim=0.8649 val_psnr=31.93 lr=0.000155 epoch_seconds=39.021 run_seconds=9101.577 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 226 heartbeat: batch=1/455 avg_train_loss=0.111289 avg_train_ssim=0.8692 run_seconds=9101.855
epoch 226 heartbeat: batch=135/455 avg_train_loss=0.111284 avg_train_ssim=0.8692 run_seconds=9111.920
epoch 226 heartbeat: batch=262/455 avg_train_loss=0.111138 avg_train_ssim=0.8694 run_seconds=9121.922
epoch 226 heartbeat: batch=389/455 avg_train_loss=0.111058 avg_train_ssim=0.8695 run_seconds=9131.923
epoch 226: train_loss=0.111010 train_ssim=0.8695 val_loss=0.114327 val_ssim=0.8656 val_psnr=32.20 lr=0.00016211481 epoch_seconds=39.084 run_seconds=9140.698 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 227 heartbeat: batch=1/455 avg_train_loss=0.106685 avg_train_ssim=0.8746 run_seconds=9140.994
epoch 227 heartbeat: batch=135/455 avg_train_loss=0.110744 avg_train_ssim=0.8698 run_seconds=9151.016
epoch 227 heartbeat: batch=263/455 avg_train_loss=0.110745 avg_train_ssim=0.8698 run_seconds=9161.091
epoch 227 heartbeat: batch=390/455 avg_train_loss=0.110846 avg_train_ssim=0.8697 run_seconds=9171.092
epoch 227: train_loss=0.110844 train_ssim=0.8697 val_loss=0.114483 val_ssim=0.8654 val_psnr=32.20 lr=0.00016921249 epoch_seconds=39.014 run_seconds=9179.749 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 228 heartbeat: batch=1/455 avg_train_loss=0.112107 avg_train_ssim=0.8682 run_seconds=9180.019
epoch 228 heartbeat: batch=134/455 avg_train_loss=0.111777 avg_train_ssim=0.8686 run_seconds=9190.064
epoch 228 heartbeat: batch=262/455 avg_train_loss=0.111384 avg_train_ssim=0.8691 run_seconds=9200.138
epoch 228 heartbeat: batch=390/455 avg_train_loss=0.111482 avg_train_ssim=0.8690 run_seconds=9210.218
epoch 228: train_loss=0.111442 train_ssim=0.8690 val_loss=0.115013 val_ssim=0.8648 val_psnr=32.05 lr=0.00017627592 epoch_seconds=39.083 run_seconds=9218.869 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 229 heartbeat: batch=1/455 avg_train_loss=0.115426 avg_train_ssim=0.8643 run_seconds=9219.136
epoch 229 heartbeat: batch=135/455 avg_train_loss=0.111129 avg_train_ssim=0.8694 run_seconds=9229.183
epoch 229 heartbeat: batch=262/455 avg_train_loss=0.110874 avg_train_ssim=0.8697 run_seconds=9239.206
epoch 229 heartbeat: batch=389/455 avg_train_loss=0.110935 avg_train_ssim=0.8696 run_seconds=9249.207
epoch 229: train_loss=0.111047 train_ssim=0.8695 val_loss=0.114626 val_ssim=0.8653 val_psnr=32.22 lr=0.0001832881 epoch_seconds=39.053 run_seconds=9257.958 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 230 heartbeat: batch=1/455 avg_train_loss=0.109074 avg_train_ssim=0.8718 run_seconds=9258.262
epoch 230 heartbeat: batch=135/455 avg_train_loss=0.110870 avg_train_ssim=0.8697 run_seconds=9268.330
epoch 230 heartbeat: batch=262/455 avg_train_loss=0.110973 avg_train_ssim=0.8696 run_seconds=9278.332
epoch 230 heartbeat: batch=390/455 avg_train_loss=0.111113 avg_train_ssim=0.8694 run_seconds=9288.404
epoch 230: train_loss=0.111085 train_ssim=0.8694 val_loss=0.114669 val_ssim=0.8652 val_psnr=32.08 lr=0.00019023213 epoch_seconds=39.072 run_seconds=9297.067 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 231 heartbeat: batch=1/455 avg_train_loss=0.113530 avg_train_ssim=0.8665 run_seconds=9297.368
epoch 231 heartbeat: batch=134/455 avg_train_loss=0.110839 avg_train_ssim=0.8697 run_seconds=9307.405
epoch 231 heartbeat: batch=261/455 avg_train_loss=0.110980 avg_train_ssim=0.8695 run_seconds=9317.423
epoch 231 heartbeat: batch=389/455 avg_train_loss=0.111010 avg_train_ssim=0.8695 run_seconds=9327.488
epoch 231: train_loss=0.111129 train_ssim=0.8694 val_loss=0.115422 val_ssim=0.8643 val_psnr=32.10 lr=0.00019709128 epoch_seconds=39.144 run_seconds=9336.246 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 232 heartbeat: batch=1/455 avg_train_loss=0.110348 avg_train_ssim=0.8703 run_seconds=9336.542
epoch 232 heartbeat: batch=135/455 avg_train_loss=0.111740 avg_train_ssim=0.8687 run_seconds=9346.586
epoch 232 heartbeat: batch=263/455 avg_train_loss=0.111363 avg_train_ssim=0.8691 run_seconds=9356.660
epoch 232 heartbeat: batch=390/455 avg_train_loss=0.111418 avg_train_ssim=0.8690 run_seconds=9366.660
epoch 232: train_loss=0.111489 train_ssim=0.8690 val_loss=0.115847 val_ssim=0.8638 val_psnr=31.89 lr=0.00020384903 epoch_seconds=39.091 run_seconds=9375.374 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 233 heartbeat: batch=1/455 avg_train_loss=0.107297 avg_train_ssim=0.8739 run_seconds=9375.641
epoch 233 heartbeat: batch=135/455 avg_train_loss=0.111270 avg_train_ssim=0.8692 run_seconds=9385.690
epoch 233 heartbeat: batch=263/455 avg_train_loss=0.111097 avg_train_ssim=0.8694 run_seconds=9395.762
epoch 233 heartbeat: batch=391/455 avg_train_loss=0.111252 avg_train_ssim=0.8692 run_seconds=9405.831
epoch 233: train_loss=0.111272 train_ssim=0.8692 val_loss=0.114936 val_ssim=0.8649 val_psnr=32.14 lr=0.0002104891 epoch_seconds=39.014 run_seconds=9414.423 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 234 heartbeat: batch=1/455 avg_train_loss=0.114251 avg_train_ssim=0.8657 run_seconds=9414.682
epoch 234 heartbeat: batch=134/455 avg_train_loss=0.111042 avg_train_ssim=0.8695 run_seconds=9424.742
epoch 234 heartbeat: batch=262/455 avg_train_loss=0.111122 avg_train_ssim=0.8694 run_seconds=9434.817
epoch 234 heartbeat: batch=389/455 avg_train_loss=0.111143 avg_train_ssim=0.8694 run_seconds=9444.826
epoch 234: train_loss=0.111127 train_ssim=0.8694 val_loss=0.114725 val_ssim=0.8651 val_psnr=32.11 lr=0.00021699549 epoch_seconds=39.147 run_seconds=9453.607 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 235 heartbeat: batch=1/455 avg_train_loss=0.113526 avg_train_ssim=0.8665 run_seconds=9453.886
epoch 235 heartbeat: batch=134/455 avg_train_loss=0.111358 avg_train_ssim=0.8691 run_seconds=9463.925
epoch 235 heartbeat: batch=261/455 avg_train_loss=0.111281 avg_train_ssim=0.8692 run_seconds=9473.930
epoch 235 heartbeat: batch=388/455 avg_train_loss=0.111237 avg_train_ssim=0.8692 run_seconds=9483.933
epoch 235: train_loss=0.111236 train_ssim=0.8692 val_loss=0.115156 val_ssim=0.8646 val_psnr=31.83 lr=0.00022335253 epoch_seconds=39.140 run_seconds=9492.786 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 236 heartbeat: batch=1/455 avg_train_loss=0.107999 avg_train_ssim=0.8731 run_seconds=9493.057
epoch 236 heartbeat: batch=135/455 avg_train_loss=0.112436 avg_train_ssim=0.8678 run_seconds=9503.092
epoch 236 heartbeat: batch=262/455 avg_train_loss=0.112315 avg_train_ssim=0.8680 run_seconds=9513.110
epoch 236 heartbeat: batch=389/455 avg_train_loss=0.112218 avg_train_ssim=0.8681 run_seconds=9523.128
epoch 236: train_loss=0.112136 train_ssim=0.8682 val_loss=0.115726 val_ssim=0.8640 val_psnr=32.10 lr=0.0002295449 epoch_seconds=39.035 run_seconds=9531.860 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 237 heartbeat: batch=1/455 avg_train_loss=0.112098 avg_train_ssim=0.8682 run_seconds=9532.129
epoch 237 heartbeat: batch=135/455 avg_train_loss=0.111529 avg_train_ssim=0.8689 run_seconds=9542.152
epoch 237 heartbeat: batch=262/455 avg_train_loss=0.111509 avg_train_ssim=0.8689 run_seconds=9552.159
epoch 237 heartbeat: batch=389/455 avg_train_loss=0.111497 avg_train_ssim=0.8689 run_seconds=9562.166
epoch 237: train_loss=0.111462 train_ssim=0.8690 val_loss=0.115061 val_ssim=0.8647 val_psnr=31.99 lr=0.00023555768 epoch_seconds=39.037 run_seconds=9570.935 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 238 heartbeat: batch=1/455 avg_train_loss=0.112441 avg_train_ssim=0.8678 run_seconds=9571.246
epoch 238 heartbeat: batch=134/455 avg_train_loss=0.111236 avg_train_ssim=0.8692 run_seconds=9581.253
epoch 238 heartbeat: batch=261/455 avg_train_loss=0.111145 avg_train_ssim=0.8694 run_seconds=9591.256
epoch 238 heartbeat: batch=388/455 avg_train_loss=0.111252 avg_train_ssim=0.8692 run_seconds=9601.270
epoch 238: train_loss=0.111252 train_ssim=0.8692 val_loss=0.115012 val_ssim=0.8648 val_psnr=32.11 lr=0.0002413764 epoch_seconds=39.188 run_seconds=9610.160 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 239 heartbeat: batch=1/455 avg_train_loss=0.110353 avg_train_ssim=0.8703 run_seconds=9610.431
epoch 239 heartbeat: batch=135/455 avg_train_loss=0.111064 avg_train_ssim=0.8694 run_seconds=9620.501
epoch 239 heartbeat: batch=262/455 avg_train_loss=0.111609 avg_train_ssim=0.8688 run_seconds=9630.504
epoch 239 heartbeat: batch=389/455 avg_train_loss=0.111394 avg_train_ssim=0.8691 run_seconds=9640.509
epoch 239: train_loss=0.111515 train_ssim=0.8689 val_loss=0.116000 val_ssim=0.8636 val_psnr=32.06 lr=0.00024698703 epoch_seconds=39.122 run_seconds=9649.318 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 240 heartbeat: batch=1/455 avg_train_loss=0.108414 avg_train_ssim=0.8726 run_seconds=9649.600
epoch 240 heartbeat: batch=134/455 avg_train_loss=0.111023 avg_train_ssim=0.8695 run_seconds=9659.666
epoch 240 heartbeat: batch=261/455 avg_train_loss=0.111480 avg_train_ssim=0.8690 run_seconds=9669.667
epoch 240 heartbeat: batch=388/455 avg_train_loss=0.111473 avg_train_ssim=0.8690 run_seconds=9679.685
epoch 240: train_loss=0.111500 train_ssim=0.8689 val_loss=0.115368 val_ssim=0.8644 val_psnr=32.12 lr=0.00025237605 epoch_seconds=39.194 run_seconds=9688.548 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 241 heartbeat: batch=1/455 avg_train_loss=0.107444 avg_train_ssim=0.8737 run_seconds=9688.844
epoch 241 heartbeat: batch=134/455 avg_train_loss=0.111519 avg_train_ssim=0.8689 run_seconds=9698.848
epoch 241 heartbeat: batch=261/455 avg_train_loss=0.111879 avg_train_ssim=0.8685 run_seconds=9708.851
epoch 241 heartbeat: batch=388/455 avg_train_loss=0.111681 avg_train_ssim=0.8687 run_seconds=9718.859
epoch 241: train_loss=0.111652 train_ssim=0.8688 val_loss=0.115276 val_ssim=0.8645 val_psnr=32.01 lr=0.00025753048 epoch_seconds=39.115 run_seconds=9727.698 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 242 heartbeat: batch=1/455 avg_train_loss=0.114475 avg_train_ssim=0.8654 run_seconds=9727.962
epoch 242 heartbeat: batch=135/455 avg_train_loss=0.111262 avg_train_ssim=0.8692 run_seconds=9737.985
epoch 242 heartbeat: batch=262/455 avg_train_loss=0.111545 avg_train_ssim=0.8689 run_seconds=9747.995
epoch 242 heartbeat: batch=390/455 avg_train_loss=0.111549 avg_train_ssim=0.8689 run_seconds=9758.064
epoch 242: train_loss=0.111613 train_ssim=0.8688 val_loss=0.116190 val_ssim=0.8634 val_psnr=31.89 lr=0.00026243791 epoch_seconds=38.994 run_seconds=9766.728 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 243 heartbeat: batch=1/455 avg_train_loss=0.108208 avg_train_ssim=0.8728 run_seconds=9767.041
epoch 243 heartbeat: batch=135/455 avg_train_loss=0.111199 avg_train_ssim=0.8693 run_seconds=9777.093
epoch 243 heartbeat: batch=262/455 avg_train_loss=0.111302 avg_train_ssim=0.8692 run_seconds=9787.110
epoch 243 heartbeat: batch=389/455 avg_train_loss=0.111365 avg_train_ssim=0.8691 run_seconds=9797.113
epoch 243: train_loss=0.111474 train_ssim=0.8690 val_loss=0.116540 val_ssim=0.8630 val_psnr=32.08 lr=0.00026708652 epoch_seconds=39.067 run_seconds=9805.832 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 244 heartbeat: batch=1/455 avg_train_loss=0.112761 avg_train_ssim=0.8675 run_seconds=9806.098
epoch 244 heartbeat: batch=137/455 avg_train_loss=0.111646 avg_train_ssim=0.8688 run_seconds=9816.133
epoch 244 heartbeat: batch=265/455 avg_train_loss=0.111666 avg_train_ssim=0.8687 run_seconds=9826.204
epoch 244 heartbeat: batch=392/455 avg_train_loss=0.111520 avg_train_ssim=0.8689 run_seconds=9836.214
epoch 244: train_loss=0.111614 train_ssim=0.8688 val_loss=0.114974 val_ssim=0.8648 val_psnr=32.08 lr=0.00027146509 epoch_seconds=38.866 run_seconds=9844.734 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 245 heartbeat: batch=1/455 avg_train_loss=0.111817 avg_train_ssim=0.8686 run_seconds=9845.002
epoch 245 heartbeat: batch=137/455 avg_train_loss=0.111431 avg_train_ssim=0.8690 run_seconds=9855.037
epoch 245 heartbeat: batch=264/455 avg_train_loss=0.111653 avg_train_ssim=0.8688 run_seconds=9865.040
epoch 245 heartbeat: batch=391/455 avg_train_loss=0.111585 avg_train_ssim=0.8688 run_seconds=9875.040
epoch 245: train_loss=0.111561 train_ssim=0.8689 val_loss=0.115327 val_ssim=0.8644 val_psnr=32.07 lr=0.00027556309 epoch_seconds=38.889 run_seconds=9883.660 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 246 heartbeat: batch=1/455 avg_train_loss=0.116167 avg_train_ssim=0.8635 run_seconds=9883.938
epoch 246 heartbeat: batch=134/455 avg_train_loss=0.111668 avg_train_ssim=0.8687 run_seconds=9893.946
epoch 246 heartbeat: batch=261/455 avg_train_loss=0.111577 avg_train_ssim=0.8688 run_seconds=9903.951
epoch 246 heartbeat: batch=388/455 avg_train_loss=0.111763 avg_train_ssim=0.8686 run_seconds=9913.952
epoch 246: train_loss=0.112015 train_ssim=0.8683 val_loss=0.116705 val_ssim=0.8628 val_psnr=32.04 lr=0.00027937065 epoch_seconds=39.049 run_seconds=9922.750 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 247 heartbeat: batch=1/455 avg_train_loss=0.111767 avg_train_ssim=0.8686 run_seconds=9923.016
epoch 247 heartbeat: batch=135/455 avg_train_loss=0.112209 avg_train_ssim=0.8681 run_seconds=9933.016
epoch 247 heartbeat: batch=263/455 avg_train_loss=0.111967 avg_train_ssim=0.8684 run_seconds=9943.082
epoch 247 heartbeat: batch=390/455 avg_train_loss=0.111952 avg_train_ssim=0.8684 run_seconds=9953.084
epoch 247: train_loss=0.111999 train_ssim=0.8683 val_loss=0.116042 val_ssim=0.8636 val_psnr=32.02 lr=0.00028287858 epoch_seconds=38.994 run_seconds=9961.782 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 248 heartbeat: batch=1/455 avg_train_loss=0.109910 avg_train_ssim=0.8708 run_seconds=9962.058
epoch 248 heartbeat: batch=134/455 avg_train_loss=0.111542 avg_train_ssim=0.8689 run_seconds=9972.060
epoch 248 heartbeat: batch=261/455 avg_train_loss=0.111515 avg_train_ssim=0.8689 run_seconds=9982.064
epoch 248 heartbeat: batch=389/455 avg_train_loss=0.111578 avg_train_ssim=0.8688 run_seconds=9992.136
epoch 248: train_loss=0.111544 train_ssim=0.8689 val_loss=0.115309 val_ssim=0.8645 val_psnr=32.07 lr=0.00028607845 epoch_seconds=39.052 run_seconds=10000.873 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 249 heartbeat: batch=1/455 avg_train_loss=0.111889 avg_train_ssim=0.8685 run_seconds=10001.176
epoch 249 heartbeat: batch=135/455 avg_train_loss=0.111505 avg_train_ssim=0.8689 run_seconds=10011.237
epoch 249 heartbeat: batch=262/455 avg_train_loss=0.111495 avg_train_ssim=0.8689 run_seconds=10021.241
epoch 249 heartbeat: batch=389/455 avg_train_loss=0.111653 avg_train_ssim=0.8688 run_seconds=10031.250
epoch 249: train_loss=0.111677 train_ssim=0.8687 val_loss=0.115169 val_ssim=0.8646 val_psnr=32.12 lr=0.00028896253 epoch_seconds=39.093 run_seconds=10040.004 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 250 heartbeat: batch=1/455 avg_train_loss=0.111703 avg_train_ssim=0.8687 run_seconds=10040.300
epoch 250 heartbeat: batch=135/455 avg_train_loss=0.111821 avg_train_ssim=0.8686 run_seconds=10050.343
epoch 250 heartbeat: batch=262/455 avg_train_loss=0.111695 avg_train_ssim=0.8687 run_seconds=10060.346
epoch 250 heartbeat: batch=389/455 avg_train_loss=0.111679 avg_train_ssim=0.8687 run_seconds=10070.347
epoch 250: train_loss=0.111663 train_ssim=0.8687 val_loss=0.115216 val_ssim=0.8646 val_psnr=32.11 lr=0.00029152389 epoch_seconds=39.177 run_seconds=10079.220 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 251 heartbeat: batch=1/455 avg_train_loss=0.112871 avg_train_ssim=0.8673 run_seconds=10079.490
epoch 251 heartbeat: batch=135/455 avg_train_loss=0.111325 avg_train_ssim=0.8691 run_seconds=10089.515
epoch 251 heartbeat: batch=263/455 avg_train_loss=0.111613 avg_train_ssim=0.8688 run_seconds=10099.589
epoch 251 heartbeat: batch=390/455 avg_train_loss=0.111628 avg_train_ssim=0.8688 run_seconds=10109.597
epoch 251: train_loss=0.111621 train_ssim=0.8688 val_loss=0.115440 val_ssim=0.8643 val_psnr=31.97 lr=0.00029375635 epoch_seconds=39.014 run_seconds=10118.272 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 252 heartbeat: batch=1/455 avg_train_loss=0.109410 avg_train_ssim=0.8714 run_seconds=10118.573
epoch 252 heartbeat: batch=134/455 avg_train_loss=0.111305 avg_train_ssim=0.8692 run_seconds=10128.574
epoch 252 heartbeat: batch=262/455 avg_train_loss=0.111335 avg_train_ssim=0.8691 run_seconds=10138.648
epoch 252 heartbeat: batch=390/455 avg_train_loss=0.111691 avg_train_ssim=0.8687 run_seconds=10148.722
epoch 252: train_loss=0.111690 train_ssim=0.8687 val_loss=0.115635 val_ssim=0.8641 val_psnr=32.01 lr=0.00029565453 epoch_seconds=39.060 run_seconds=10157.371 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 253 heartbeat: batch=1/455 avg_train_loss=0.110861 avg_train_ssim=0.8697 run_seconds=10157.663
epoch 253 heartbeat: batch=135/455 avg_train_loss=0.111350 avg_train_ssim=0.8691 run_seconds=10167.668
epoch 253 heartbeat: batch=263/455 avg_train_loss=0.111217 avg_train_ssim=0.8693 run_seconds=10177.736
epoch 253 heartbeat: batch=390/455 avg_train_loss=0.111370 avg_train_ssim=0.8691 run_seconds=10187.737
epoch 253: train_loss=0.111437 train_ssim=0.8690 val_loss=0.115504 val_ssim=0.8642 val_psnr=31.99 lr=0.00029721387 epoch_seconds=39.010 run_seconds=10196.417 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 254 heartbeat: batch=1/455 avg_train_loss=0.110122 avg_train_ssim=0.8706 run_seconds=10196.719
epoch 254 heartbeat: batch=135/455 avg_train_loss=0.112401 avg_train_ssim=0.8679 run_seconds=10206.773
epoch 254 heartbeat: batch=262/455 avg_train_loss=0.112239 avg_train_ssim=0.8681 run_seconds=10216.782
epoch 254 heartbeat: batch=390/455 avg_train_loss=0.111973 avg_train_ssim=0.8684 run_seconds=10226.859
epoch 254: train_loss=0.111901 train_ssim=0.8685 val_loss=0.115253 val_ssim=0.8645 val_psnr=31.99 lr=0.00029843059 epoch_seconds=39.117 run_seconds=10235.571 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 255 heartbeat: batch=1/455 avg_train_loss=0.107706 avg_train_ssim=0.8734 run_seconds=10235.868
epoch 255 heartbeat: batch=135/455 avg_train_loss=0.111649 avg_train_ssim=0.8688 run_seconds=10245.946
epoch 255 heartbeat: batch=262/455 avg_train_loss=0.111866 avg_train_ssim=0.8685 run_seconds=10255.950
epoch 255 heartbeat: batch=389/455 avg_train_loss=0.111821 avg_train_ssim=0.8686 run_seconds=10265.952
epoch 255: train_loss=0.111778 train_ssim=0.8686 val_loss=0.115592 val_ssim=0.8641 val_psnr=32.10 lr=0.00029930179 epoch_seconds=39.140 run_seconds=10274.748 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 256 heartbeat: batch=1/455 avg_train_loss=0.116363 avg_train_ssim=0.8632 run_seconds=10275.007
epoch 256 heartbeat: batch=135/455 avg_train_loss=0.112040 avg_train_ssim=0.8683 run_seconds=10285.042
epoch 256 heartbeat: batch=263/455 avg_train_loss=0.112111 avg_train_ssim=0.8682 run_seconds=10295.119
epoch 256 heartbeat: batch=391/455 avg_train_loss=0.111816 avg_train_ssim=0.8686 run_seconds=10305.194
epoch 256: train_loss=0.111789 train_ssim=0.8686 val_loss=0.116197 val_ssim=0.8634 val_psnr=32.06 lr=0.00029982534 epoch_seconds=39.024 run_seconds=10313.808 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 257 heartbeat: batch=1/455 avg_train_loss=0.108882 avg_train_ssim=0.8720 run_seconds=10314.070
epoch 257 heartbeat: batch=134/455 avg_train_loss=0.111656 avg_train_ssim=0.8688 run_seconds=10324.100
epoch 257 heartbeat: batch=261/455 avg_train_loss=0.111619 avg_train_ssim=0.8688 run_seconds=10334.119
epoch 257 heartbeat: batch=389/455 avg_train_loss=0.111510 avg_train_ssim=0.8689 run_seconds=10344.190
epoch 257: train_loss=0.111665 train_ssim=0.8687 val_loss=0.116254 val_ssim=0.8634 val_psnr=31.59 lr=0.0003 epoch_seconds=39.082 run_seconds=10352.929 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 258 heartbeat: batch=1/455 avg_train_loss=0.110324 avg_train_ssim=0.8703 run_seconds=10353.204
epoch 258 heartbeat: batch=135/455 avg_train_loss=0.111493 avg_train_ssim=0.8689 run_seconds=10363.231
epoch 258 heartbeat: batch=262/455 avg_train_loss=0.111508 avg_train_ssim=0.8689 run_seconds=10373.233
epoch 258 heartbeat: batch=390/455 avg_train_loss=0.111661 avg_train_ssim=0.8687 run_seconds=10383.309
epoch 258: train_loss=0.111773 train_ssim=0.8686 val_loss=0.115357 val_ssim=0.8644 val_psnr=32.00 lr=0.00029982534 epoch_seconds=39.040 run_seconds=10392.004 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 259 heartbeat: batch=1/455 avg_train_loss=0.112154 avg_train_ssim=0.8682 run_seconds=10392.278
epoch 259 heartbeat: batch=135/455 avg_train_loss=0.111548 avg_train_ssim=0.8689 run_seconds=10402.332
epoch 259 heartbeat: batch=262/455 avg_train_loss=0.111688 avg_train_ssim=0.8687 run_seconds=10412.383
epoch 259 heartbeat: batch=389/455 avg_train_loss=0.111665 avg_train_ssim=0.8687 run_seconds=10422.401
epoch 259: train_loss=0.111650 train_ssim=0.8688 val_loss=0.115641 val_ssim=0.8641 val_psnr=32.03 lr=0.00029930179 epoch_seconds=39.123 run_seconds=10431.167 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 260 heartbeat: batch=1/455 avg_train_loss=0.108869 avg_train_ssim=0.8720 run_seconds=10431.430
epoch 260 heartbeat: batch=135/455 avg_train_loss=0.111410 avg_train_ssim=0.8690 run_seconds=10441.491
epoch 260 heartbeat: batch=263/455 avg_train_loss=0.111391 avg_train_ssim=0.8691 run_seconds=10451.563
epoch 260 heartbeat: batch=390/455 avg_train_loss=0.111254 avg_train_ssim=0.8692 run_seconds=10461.564
epoch 260: train_loss=0.111289 train_ssim=0.8692 val_loss=0.115112 val_ssim=0.8647 val_psnr=31.87 lr=0.00029843059 epoch_seconds=39.060 run_seconds=10470.266 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 261 heartbeat: batch=1/455 avg_train_loss=0.112778 avg_train_ssim=0.8674 run_seconds=10470.542
epoch 261 heartbeat: batch=135/455 avg_train_loss=0.111148 avg_train_ssim=0.8693 run_seconds=10480.579
epoch 261 heartbeat: batch=262/455 avg_train_loss=0.111039 avg_train_ssim=0.8695 run_seconds=10490.581
epoch 261 heartbeat: batch=390/455 avg_train_loss=0.111111 avg_train_ssim=0.8694 run_seconds=10500.656
epoch 261: train_loss=0.111405 train_ssim=0.8690 val_loss=0.132183 val_ssim=0.8446 val_psnr=30.58 lr=0.00029721387 epoch_seconds=39.043 run_seconds=10509.346 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 262 heartbeat: batch=1/455 avg_train_loss=0.113201 avg_train_ssim=0.8669 run_seconds=10509.612
epoch 262 heartbeat: batch=135/455 avg_train_loss=0.113970 avg_train_ssim=0.8660 run_seconds=10519.619
epoch 262 heartbeat: batch=263/455 avg_train_loss=0.112834 avg_train_ssim=0.8674 run_seconds=10529.698
epoch 262 heartbeat: batch=390/455 avg_train_loss=0.112408 avg_train_ssim=0.8679 run_seconds=10539.703
epoch 262: train_loss=0.112280 train_ssim=0.8680 val_loss=0.115240 val_ssim=0.8645 val_psnr=32.04 lr=0.00029565453 epoch_seconds=38.980 run_seconds=10548.365 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 263 heartbeat: batch=1/455 avg_train_loss=0.109046 avg_train_ssim=0.8718 run_seconds=10548.638
epoch 263 heartbeat: batch=134/455 avg_train_loss=0.111295 avg_train_ssim=0.8692 run_seconds=10558.692
epoch 263 heartbeat: batch=261/455 avg_train_loss=0.111500 avg_train_ssim=0.8689 run_seconds=10568.696
epoch 263 heartbeat: batch=389/455 avg_train_loss=0.111633 avg_train_ssim=0.8688 run_seconds=10578.773
epoch 263: train_loss=0.111803 train_ssim=0.8686 val_loss=0.115310 val_ssim=0.8644 val_psnr=32.17 lr=0.00029375635 epoch_seconds=39.172 run_seconds=10587.573 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 264 heartbeat: batch=1/455 avg_train_loss=0.113251 avg_train_ssim=0.8669 run_seconds=10587.877
epoch 264 heartbeat: batch=135/455 avg_train_loss=0.111777 avg_train_ssim=0.8686 run_seconds=10597.938
epoch 264 heartbeat: batch=263/455 avg_train_loss=0.111686 avg_train_ssim=0.8687 run_seconds=10608.015
epoch 264 heartbeat: batch=390/455 avg_train_loss=0.111491 avg_train_ssim=0.8689 run_seconds=10618.018
epoch 264: train_loss=0.111492 train_ssim=0.8689 val_loss=0.115689 val_ssim=0.8640 val_psnr=31.92 lr=0.00029152389 epoch_seconds=39.043 run_seconds=10626.658 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 265 heartbeat: batch=1/455 avg_train_loss=0.111510 avg_train_ssim=0.8689 run_seconds=10626.924
epoch 265 heartbeat: batch=136/455 avg_train_loss=0.111154 avg_train_ssim=0.8693 run_seconds=10636.980
epoch 265 heartbeat: batch=263/455 avg_train_loss=0.111313 avg_train_ssim=0.8692 run_seconds=10647.015
epoch 265 heartbeat: batch=391/455 avg_train_loss=0.111261 avg_train_ssim=0.8692 run_seconds=10657.089
epoch 265: train_loss=0.111260 train_ssim=0.8692 val_loss=0.114935 val_ssim=0.8649 val_psnr=31.89 lr=0.00028896253 epoch_seconds=38.995 run_seconds=10665.692 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 266 heartbeat: batch=1/455 avg_train_loss=0.105425 avg_train_ssim=0.8761 run_seconds=10665.998
epoch 266 heartbeat: batch=135/455 avg_train_loss=0.111361 avg_train_ssim=0.8691 run_seconds=10676.010
epoch 266 heartbeat: batch=262/455 avg_train_loss=0.111073 avg_train_ssim=0.8694 run_seconds=10686.016
epoch 266 heartbeat: batch=389/455 avg_train_loss=0.110975 avg_train_ssim=0.8696 run_seconds=10696.022
epoch 266: train_loss=0.111068 train_ssim=0.8694 val_loss=0.115197 val_ssim=0.8646 val_psnr=32.04 lr=0.00028607845 epoch_seconds=39.036 run_seconds=10704.767 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 267 heartbeat: batch=1/455 avg_train_loss=0.116345 avg_train_ssim=0.8633 run_seconds=10705.036
epoch 267 heartbeat: batch=135/455 avg_train_loss=0.111104 avg_train_ssim=0.8694 run_seconds=10715.042
epoch 267 heartbeat: batch=263/455 avg_train_loss=0.111061 avg_train_ssim=0.8695 run_seconds=10725.119
epoch 267 heartbeat: batch=390/455 avg_train_loss=0.111001 avg_train_ssim=0.8695 run_seconds=10735.122
epoch 267: train_loss=0.111010 train_ssim=0.8695 val_loss=0.114894 val_ssim=0.8649 val_psnr=32.07 lr=0.00028287858 epoch_seconds=38.992 run_seconds=10743.795 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 268 heartbeat: batch=1/455 avg_train_loss=0.115140 avg_train_ssim=0.8647 run_seconds=10744.063
epoch 268 heartbeat: batch=135/455 avg_train_loss=0.111150 avg_train_ssim=0.8693 run_seconds=10754.106
epoch 268 heartbeat: batch=263/455 avg_train_loss=0.111014 avg_train_ssim=0.8695 run_seconds=10764.181
epoch 268 heartbeat: batch=391/455 avg_train_loss=0.111013 avg_train_ssim=0.8695 run_seconds=10774.256
epoch 268: train_loss=0.111016 train_ssim=0.8695 val_loss=0.115098 val_ssim=0.8647 val_psnr=32.01 lr=0.00027937065 epoch_seconds=39.010 run_seconds=10782.840 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 269 heartbeat: batch=1/455 avg_train_loss=0.112705 avg_train_ssim=0.8675 run_seconds=10783.135
epoch 269 heartbeat: batch=135/455 avg_train_loss=0.111485 avg_train_ssim=0.8690 run_seconds=10793.208
epoch 269 heartbeat: batch=263/455 avg_train_loss=0.111470 avg_train_ssim=0.8690 run_seconds=10803.284
epoch 269 heartbeat: batch=391/455 avg_train_loss=0.111253 avg_train_ssim=0.8692 run_seconds=10813.357
epoch 269: train_loss=0.111160 train_ssim=0.8693 val_loss=0.114515 val_ssim=0.8654 val_psnr=32.14 lr=0.00027556309 epoch_seconds=39.112 run_seconds=10821.988 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 270 heartbeat: batch=1/455 avg_train_loss=0.113033 avg_train_ssim=0.8671 run_seconds=10822.272
epoch 270 heartbeat: batch=135/455 avg_train_loss=0.110806 avg_train_ssim=0.8698 run_seconds=10832.286
epoch 270 heartbeat: batch=262/455 avg_train_loss=0.111018 avg_train_ssim=0.8695 run_seconds=10842.296
epoch 270 heartbeat: batch=389/455 avg_train_loss=0.110946 avg_train_ssim=0.8696 run_seconds=10852.304
epoch 270: train_loss=0.110926 train_ssim=0.8696 val_loss=0.114701 val_ssim=0.8652 val_psnr=32.04 lr=0.00027146509 epoch_seconds=39.104 run_seconds=10861.129 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 271 heartbeat: batch=1/455 avg_train_loss=0.109546 avg_train_ssim=0.8712 run_seconds=10861.392
epoch 271 heartbeat: batch=135/455 avg_train_loss=0.110971 avg_train_ssim=0.8696 run_seconds=10871.440
epoch 271 heartbeat: batch=262/455 avg_train_loss=0.110921 avg_train_ssim=0.8696 run_seconds=10881.452
epoch 271 heartbeat: batch=389/455 avg_train_loss=0.112077 avg_train_ssim=0.8683 run_seconds=10891.466
epoch 271: train_loss=0.112114 train_ssim=0.8682 val_loss=0.115672 val_ssim=0.8640 val_psnr=31.89 lr=0.00026708652 epoch_seconds=39.086 run_seconds=10900.251 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 272 heartbeat: batch=1/455 avg_train_loss=0.117323 avg_train_ssim=0.8621 run_seconds=10900.534
epoch 272 heartbeat: batch=135/455 avg_train_loss=0.111159 avg_train_ssim=0.8693 run_seconds=10910.587
epoch 272 heartbeat: batch=262/455 avg_train_loss=0.111455 avg_train_ssim=0.8690 run_seconds=10920.594
epoch 272 heartbeat: batch=389/455 avg_train_loss=0.111552 avg_train_ssim=0.8689 run_seconds=10930.598
epoch 272: train_loss=0.111552 train_ssim=0.8689 val_loss=0.115188 val_ssim=0.8646 val_psnr=32.17 lr=0.00026243791 epoch_seconds=39.149 run_seconds=10939.438 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 273 heartbeat: batch=1/455 avg_train_loss=0.114892 avg_train_ssim=0.8650 run_seconds=10939.674
epoch 273 heartbeat: batch=137/455 avg_train_loss=0.110980 avg_train_ssim=0.8695 run_seconds=10949.743
epoch 273 heartbeat: batch=264/455 avg_train_loss=0.111160 avg_train_ssim=0.8693 run_seconds=10959.744
epoch 273 heartbeat: batch=391/455 avg_train_loss=0.111232 avg_train_ssim=0.8692 run_seconds=10969.757
epoch 273: train_loss=0.111231 train_ssim=0.8693 val_loss=0.114949 val_ssim=0.8649 val_psnr=32.12 lr=0.00025753048 epoch_seconds=38.879 run_seconds=10978.354 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 274 heartbeat: batch=1/455 avg_train_loss=0.111442 avg_train_ssim=0.8690 run_seconds=10978.651
epoch 274 heartbeat: batch=135/455 avg_train_loss=0.111002 avg_train_ssim=0.8695 run_seconds=10988.686
epoch 274 heartbeat: batch=262/455 avg_train_loss=0.111002 avg_train_ssim=0.8695 run_seconds=10998.690
epoch 274 heartbeat: batch=390/455 avg_train_loss=0.110976 avg_train_ssim=0.8696 run_seconds=11008.769
epoch 274: train_loss=0.110960 train_ssim=0.8696 val_loss=0.114932 val_ssim=0.8649 val_psnr=32.10 lr=0.00025237605 epoch_seconds=39.136 run_seconds=11017.526 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 275 heartbeat: batch=1/455 avg_train_loss=0.111487 avg_train_ssim=0.8689 run_seconds=11017.785
epoch 275 heartbeat: batch=135/455 avg_train_loss=0.111205 avg_train_ssim=0.8693 run_seconds=11027.841
epoch 275 heartbeat: batch=262/455 avg_train_loss=0.110957 avg_train_ssim=0.8696 run_seconds=11037.846
epoch 275 heartbeat: batch=389/455 avg_train_loss=0.111056 avg_train_ssim=0.8695 run_seconds=11047.858
epoch 275: train_loss=0.111078 train_ssim=0.8694 val_loss=0.115245 val_ssim=0.8645 val_psnr=32.09 lr=0.00024698703 epoch_seconds=39.067 run_seconds=11056.629 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 276 heartbeat: batch=1/455 avg_train_loss=0.116328 avg_train_ssim=0.8633 run_seconds=11056.891
epoch 276 heartbeat: batch=134/455 avg_train_loss=0.110866 avg_train_ssim=0.8697 run_seconds=11066.908
epoch 276 heartbeat: batch=261/455 avg_train_loss=0.110851 avg_train_ssim=0.8697 run_seconds=11076.916
epoch 276 heartbeat: batch=389/455 avg_train_loss=0.110870 avg_train_ssim=0.8697 run_seconds=11086.986
epoch 276: train_loss=0.110915 train_ssim=0.8696 val_loss=0.115086 val_ssim=0.8647 val_psnr=32.09 lr=0.0002413764 epoch_seconds=39.086 run_seconds=11095.751 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 277 heartbeat: batch=1/455 avg_train_loss=0.115114 avg_train_ssim=0.8647 run_seconds=11095.994
epoch 277 heartbeat: batch=134/455 avg_train_loss=0.110714 avg_train_ssim=0.8699 run_seconds=11106.033
epoch 277 heartbeat: batch=262/455 avg_train_loss=0.110656 avg_train_ssim=0.8699 run_seconds=11116.107
epoch 277 heartbeat: batch=389/455 avg_train_loss=0.110596 avg_train_ssim=0.8700 run_seconds=11126.110
epoch 277: train_loss=0.110521 train_ssim=0.8701 val_loss=0.114732 val_ssim=0.8651 val_psnr=31.97 lr=0.00023555768 epoch_seconds=39.082 run_seconds=11134.868 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 278 heartbeat: batch=1/455 avg_train_loss=0.111504 avg_train_ssim=0.8689 run_seconds=11135.240
epoch 278 heartbeat: batch=133/455 avg_train_loss=0.110376 avg_train_ssim=0.8703 run_seconds=11145.270
epoch 278 heartbeat: batch=260/455 avg_train_loss=0.110677 avg_train_ssim=0.8699 run_seconds=11155.278
epoch 278 heartbeat: batch=387/455 avg_train_loss=0.110595 avg_train_ssim=0.8700 run_seconds=11165.286
epoch 278: train_loss=0.110580 train_ssim=0.8700 val_loss=0.114482 val_ssim=0.8654 val_psnr=32.01 lr=0.0002295449 epoch_seconds=39.317 run_seconds=11174.220 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 279 heartbeat: batch=1/455 avg_train_loss=0.111499 avg_train_ssim=0.8689 run_seconds=11174.524
epoch 279 heartbeat: batch=133/455 avg_train_loss=0.110832 avg_train_ssim=0.8697 run_seconds=11184.546
epoch 279 heartbeat: batch=260/455 avg_train_loss=0.110402 avg_train_ssim=0.8702 run_seconds=11194.616
epoch 279 heartbeat: batch=387/455 avg_train_loss=0.110490 avg_train_ssim=0.8701 run_seconds=11204.669
epoch 279: train_loss=0.110455 train_ssim=0.8702 val_loss=0.114510 val_ssim=0.8654 val_psnr=32.01 lr=0.00022335253 epoch_seconds=39.395 run_seconds=11213.650 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 280 heartbeat: batch=1/455 avg_train_loss=0.111664 avg_train_ssim=0.8688 run_seconds=11213.925
epoch 280 heartbeat: batch=133/455 avg_train_loss=0.109906 avg_train_ssim=0.8708 run_seconds=11223.930
epoch 280 heartbeat: batch=261/455 avg_train_loss=0.109953 avg_train_ssim=0.8708 run_seconds=11234.011
epoch 280 heartbeat: batch=389/455 avg_train_loss=0.110105 avg_train_ssim=0.8706 run_seconds=11244.081
epoch 280: train_loss=0.110186 train_ssim=0.8705 val_loss=0.114514 val_ssim=0.8654 val_psnr=32.19 lr=0.00021699549 epoch_seconds=39.186 run_seconds=11252.872 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 281 heartbeat: batch=1/455 avg_train_loss=0.109694 avg_train_ssim=0.8711 run_seconds=11253.141
epoch 281 heartbeat: batch=133/455 avg_train_loss=0.110326 avg_train_ssim=0.8703 run_seconds=11263.182
epoch 281 heartbeat: batch=260/455 avg_train_loss=0.110086 avg_train_ssim=0.8706 run_seconds=11273.193
epoch 281 heartbeat: batch=387/455 avg_train_loss=0.110177 avg_train_ssim=0.8705 run_seconds=11283.203
epoch 281: train_loss=0.110246 train_ssim=0.8704 val_loss=0.114333 val_ssim=0.8656 val_psnr=32.04 lr=0.0002104891 epoch_seconds=39.210 run_seconds=11292.117 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 282 heartbeat: batch=1/455 avg_train_loss=0.113439 avg_train_ssim=0.8666 run_seconds=11292.416
epoch 282 heartbeat: batch=133/455 avg_train_loss=0.110583 avg_train_ssim=0.8700 run_seconds=11302.458
epoch 282 heartbeat: batch=261/455 avg_train_loss=0.110369 avg_train_ssim=0.8703 run_seconds=11312.534
epoch 282 heartbeat: batch=388/455 avg_train_loss=0.110443 avg_train_ssim=0.8702 run_seconds=11322.541
epoch 282: train_loss=0.110340 train_ssim=0.8703 val_loss=0.114192 val_ssim=0.8658 val_psnr=32.16 lr=0.00020384903 epoch_seconds=39.204 run_seconds=11331.357 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 283 heartbeat: batch=1/455 avg_train_loss=0.107776 avg_train_ssim=0.8733 run_seconds=11331.666
epoch 283 heartbeat: batch=133/455 avg_train_loss=0.109987 avg_train_ssim=0.8707 run_seconds=11341.682
epoch 283 heartbeat: batch=260/455 avg_train_loss=0.110164 avg_train_ssim=0.8705 run_seconds=11351.686
epoch 283 heartbeat: batch=387/455 avg_train_loss=0.110123 avg_train_ssim=0.8706 run_seconds=11361.695
epoch 283: train_loss=0.110120 train_ssim=0.8706 val_loss=0.114132 val_ssim=0.8658 val_psnr=32.21 lr=0.00019709128 epoch_seconds=39.232 run_seconds=11370.632 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 284 heartbeat: batch=1/455 avg_train_loss=0.112622 avg_train_ssim=0.8676 run_seconds=11370.911
epoch 284 heartbeat: batch=133/455 avg_train_loss=0.109713 avg_train_ssim=0.8710 run_seconds=11380.952
epoch 284 heartbeat: batch=260/455 avg_train_loss=0.109840 avg_train_ssim=0.8709 run_seconds=11390.999
epoch 284 heartbeat: batch=387/455 avg_train_loss=0.109851 avg_train_ssim=0.8709 run_seconds=11401.039
epoch 284: train_loss=0.109995 train_ssim=0.8707 val_loss=0.114791 val_ssim=0.8651 val_psnr=32.12 lr=0.00019023213 epoch_seconds=39.350 run_seconds=11410.032 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 285 heartbeat: batch=1/455 avg_train_loss=0.110671 avg_train_ssim=0.8699 run_seconds=11410.292
epoch 285 heartbeat: batch=133/455 avg_train_loss=0.109993 avg_train_ssim=0.8707 run_seconds=11420.335
epoch 285 heartbeat: batch=261/455 avg_train_loss=0.110071 avg_train_ssim=0.8706 run_seconds=11430.409
epoch 285 heartbeat: batch=388/455 avg_train_loss=0.110139 avg_train_ssim=0.8705 run_seconds=11440.410
epoch 285: train_loss=0.110093 train_ssim=0.8706 val_loss=0.114436 val_ssim=0.8655 val_psnr=32.16 lr=0.0001832881 epoch_seconds=39.182 run_seconds=11449.257 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 286 heartbeat: batch=1/455 avg_train_loss=0.109666 avg_train_ssim=0.8711 run_seconds=11449.571
epoch 286 heartbeat: batch=133/455 avg_train_loss=0.110212 avg_train_ssim=0.8704 run_seconds=11459.582
epoch 286 heartbeat: batch=260/455 avg_train_loss=0.110110 avg_train_ssim=0.8706 run_seconds=11469.592
epoch 286 heartbeat: batch=387/455 avg_train_loss=0.109924 avg_train_ssim=0.8708 run_seconds=11479.594
epoch 286: train_loss=0.109932 train_ssim=0.8708 val_loss=0.113933 val_ssim=0.8661 val_psnr=31.72 lr=0.00017627592 epoch_seconds=39.263 run_seconds=11488.558 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 287 heartbeat: batch=1/455 avg_train_loss=0.114635 avg_train_ssim=0.8653 run_seconds=11488.859
epoch 287 heartbeat: batch=133/455 avg_train_loss=0.109913 avg_train_ssim=0.8708 run_seconds=11498.874
epoch 287 heartbeat: batch=259/455 avg_train_loss=0.109843 avg_train_ssim=0.8709 run_seconds=11508.886
epoch 287 heartbeat: batch=386/455 avg_train_loss=0.109884 avg_train_ssim=0.8708 run_seconds=11518.891
epoch 287: train_loss=0.109870 train_ssim=0.8708 val_loss=0.114185 val_ssim=0.8658 val_psnr=32.02 lr=0.00016921249 epoch_seconds=39.339 run_seconds=11527.932 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 288 heartbeat: batch=1/455 avg_train_loss=0.113652 avg_train_ssim=0.8664 run_seconds=11528.241
epoch 288 heartbeat: batch=134/455 avg_train_loss=0.109755 avg_train_ssim=0.8710 run_seconds=11538.293
epoch 288 heartbeat: batch=261/455 avg_train_loss=0.109747 avg_train_ssim=0.8710 run_seconds=11548.295
epoch 288 heartbeat: batch=388/455 avg_train_loss=0.109773 avg_train_ssim=0.8710 run_seconds=11558.297
epoch 288: train_loss=0.109759 train_ssim=0.8710 val_loss=0.114023 val_ssim=0.8660 val_psnr=32.09 lr=0.00016211481 epoch_seconds=39.160 run_seconds=11567.129 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 289 heartbeat: batch=1/455 avg_train_loss=0.109271 avg_train_ssim=0.8716 run_seconds=11567.449
epoch 289 heartbeat: batch=133/455 avg_train_loss=0.109738 avg_train_ssim=0.8710 run_seconds=11577.521
epoch 289 heartbeat: batch=261/455 avg_train_loss=0.109677 avg_train_ssim=0.8711 run_seconds=11587.593
epoch 289 heartbeat: batch=388/455 avg_train_loss=0.109726 avg_train_ssim=0.8710 run_seconds=11597.601
epoch 289: train_loss=0.109660 train_ssim=0.8711 val_loss=0.114315 val_ssim=0.8656 val_psnr=32.11 lr=0.000155 epoch_seconds=39.286 run_seconds=11606.455 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 290 heartbeat: batch=1/455 avg_train_loss=0.107172 avg_train_ssim=0.8740 run_seconds=11606.750
epoch 290 heartbeat: batch=133/455 avg_train_loss=0.109562 avg_train_ssim=0.8712 run_seconds=11616.781
epoch 290 heartbeat: batch=260/455 avg_train_loss=0.109743 avg_train_ssim=0.8710 run_seconds=11626.789
epoch 290 heartbeat: batch=387/455 avg_train_loss=0.109515 avg_train_ssim=0.8713 run_seconds=11636.797
epoch 290: train_loss=0.109572 train_ssim=0.8712 val_loss=0.113575 val_ssim=0.8665 val_psnr=32.19 lr=0.00014788519 epoch_seconds=39.141 run_seconds=11645.637 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 291 heartbeat: batch=1/455 avg_train_loss=0.108693 avg_train_ssim=0.8722 run_seconds=11645.914
epoch 291 heartbeat: batch=133/455 avg_train_loss=0.109521 avg_train_ssim=0.8713 run_seconds=11655.949
epoch 291 heartbeat: batch=261/455 avg_train_loss=0.109483 avg_train_ssim=0.8713 run_seconds=11666.025
epoch 291 heartbeat: batch=389/455 avg_train_loss=0.109489 avg_train_ssim=0.8713 run_seconds=11676.104
epoch 291: train_loss=0.109509 train_ssim=0.8713 val_loss=0.113933 val_ssim=0.8661 val_psnr=32.07 lr=0.00014078751 epoch_seconds=39.127 run_seconds=11684.799 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 292 heartbeat: batch=1/455 avg_train_loss=0.108458 avg_train_ssim=0.8725 run_seconds=11685.098
epoch 292 heartbeat: batch=133/455 avg_train_loss=0.109848 avg_train_ssim=0.8709 run_seconds=11695.162
epoch 292 heartbeat: batch=260/455 avg_train_loss=0.109609 avg_train_ssim=0.8712 run_seconds=11705.239
epoch 292 heartbeat: batch=387/455 avg_train_loss=0.109496 avg_train_ssim=0.8713 run_seconds=11715.257
epoch 292: train_loss=0.109567 train_ssim=0.8712 val_loss=0.113758 val_ssim=0.8663 val_psnr=32.15 lr=0.00013372408 epoch_seconds=39.249 run_seconds=11724.083 gpu_index=0 gpu_util_pct=79 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 293 heartbeat: batch=1/455 avg_train_loss=0.109865 avg_train_ssim=0.8709 run_seconds=11724.357
epoch 293 heartbeat: batch=133/455 avg_train_loss=0.109273 avg_train_ssim=0.8716 run_seconds=11734.400
epoch 293 heartbeat: batch=261/455 avg_train_loss=0.109173 avg_train_ssim=0.8717 run_seconds=11744.476
epoch 293 heartbeat: batch=388/455 avg_train_loss=0.109370 avg_train_ssim=0.8714 run_seconds=11754.479
epoch 293: train_loss=0.109420 train_ssim=0.8714 val_loss=0.113471 val_ssim=0.8666 val_psnr=32.19 lr=0.0001267119 epoch_seconds=39.071 run_seconds=11763.193 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 294 heartbeat: batch=1/455 avg_train_loss=0.104831 avg_train_ssim=0.8768 run_seconds=11763.465
epoch 294 heartbeat: batch=133/455 avg_train_loss=0.109154 avg_train_ssim=0.8717 run_seconds=11773.493
epoch 294 heartbeat: batch=260/455 avg_train_loss=0.109189 avg_train_ssim=0.8716 run_seconds=11783.498
epoch 294 heartbeat: batch=387/455 avg_train_loss=0.109244 avg_train_ssim=0.8716 run_seconds=11793.509
epoch 294: train_loss=0.109332 train_ssim=0.8715 val_loss=0.113715 val_ssim=0.8663 val_psnr=32.20 lr=0.00011976787 epoch_seconds=39.150 run_seconds=11802.383 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 295 heartbeat: batch=1/455 avg_train_loss=0.108403 avg_train_ssim=0.8726 run_seconds=11802.688
epoch 295 heartbeat: batch=133/455 avg_train_loss=0.109289 avg_train_ssim=0.8715 run_seconds=11812.743
epoch 295 heartbeat: batch=261/455 avg_train_loss=0.109168 avg_train_ssim=0.8717 run_seconds=11822.812
epoch 295 heartbeat: batch=388/455 avg_train_loss=0.109189 avg_train_ssim=0.8716 run_seconds=11832.817
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 295: train_loss=0.109268 train_ssim=0.8716 val_loss=0.113428 val_ssim=0.8667 val_psnr=32.22 lr=0.00011290872 epoch_seconds=39.132 run_seconds=11841.552 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 296 heartbeat: batch=1/455 avg_train_loss=0.111298 avg_train_ssim=0.8692 run_seconds=11842.221
epoch 296 heartbeat: batch=132/455 avg_train_loss=0.108846 avg_train_ssim=0.8721 run_seconds=11852.232
epoch 296 heartbeat: batch=259/455 avg_train_loss=0.109111 avg_train_ssim=0.8717 run_seconds=11862.243
epoch 296 heartbeat: batch=386/455 avg_train_loss=0.109042 avg_train_ssim=0.8718 run_seconds=11872.250
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 296: train_loss=0.109084 train_ssim=0.8718 val_loss=0.113170 val_ssim=0.8670 val_psnr=32.28 lr=0.00010615097 epoch_seconds=39.060 run_seconds=11881.044 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 297 heartbeat: batch=1/455 avg_train_loss=0.104081 avg_train_ssim=0.8777 run_seconds=11881.715
epoch 297 heartbeat: batch=132/455 avg_train_loss=0.108956 avg_train_ssim=0.8719 run_seconds=11891.744
epoch 297 heartbeat: batch=260/455 avg_train_loss=0.109151 avg_train_ssim=0.8717 run_seconds=11901.816
epoch 297 heartbeat: batch=388/455 avg_train_loss=0.109187 avg_train_ssim=0.8717 run_seconds=11911.893
epoch 297: train_loss=0.109167 train_ssim=0.8717 val_loss=0.113451 val_ssim=0.8666 val_psnr=32.31 lr=9.9510902e-05 epoch_seconds=39.066 run_seconds=11920.534 gpu_index=0 gpu_util_pct=82 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 298 heartbeat: batch=1/455 avg_train_loss=0.105556 avg_train_ssim=0.8759 run_seconds=11920.837
epoch 298 heartbeat: batch=132/455 avg_train_loss=0.109184 avg_train_ssim=0.8717 run_seconds=11930.866
epoch 298 heartbeat: batch=259/455 avg_train_loss=0.108951 avg_train_ssim=0.8719 run_seconds=11940.868
epoch 298 heartbeat: batch=386/455 avg_train_loss=0.109121 avg_train_ssim=0.8717 run_seconds=11950.869
epoch 298: train_loss=0.109084 train_ssim=0.8718 val_loss=0.113352 val_ssim=0.8667 val_psnr=32.27 lr=9.3004511e-05 epoch_seconds=39.044 run_seconds=11959.615 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 299 heartbeat: batch=1/455 avg_train_loss=0.110937 avg_train_ssim=0.8696 run_seconds=11959.882
epoch 299 heartbeat: batch=131/455 avg_train_loss=0.108942 avg_train_ssim=0.8719 run_seconds=11969.919
epoch 299 heartbeat: batch=259/455 avg_train_loss=0.109049 avg_train_ssim=0.8718 run_seconds=11979.995
epoch 299 heartbeat: batch=386/455 avg_train_loss=0.109020 avg_train_ssim=0.8718 run_seconds=11989.997
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 299: train_loss=0.108990 train_ssim=0.8719 val_loss=0.113162 val_ssim=0.8670 val_psnr=32.26 lr=8.6647473e-05 epoch_seconds=39.086 run_seconds=11998.737 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 300 heartbeat: batch=1/455 avg_train_loss=0.108264 avg_train_ssim=0.8727 run_seconds=11999.511
epoch 300 heartbeat: batch=130/455 avg_train_loss=0.109005 avg_train_ssim=0.8719 run_seconds=12009.572
epoch 300 heartbeat: batch=258/455 avg_train_loss=0.108810 avg_train_ssim=0.8721 run_seconds=12019.634
epoch 300 heartbeat: batch=385/455 avg_train_loss=0.108850 avg_train_ssim=0.8720 run_seconds=12029.641
epoch 300: train_loss=0.108870 train_ssim=0.8720 val_loss=0.113269 val_ssim=0.8669 val_psnr=32.14 lr=8.0455102e-05 epoch_seconds=39.157 run_seconds=12038.405 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 301 heartbeat: batch=1/455 avg_train_loss=0.105294 avg_train_ssim=0.8762 run_seconds=12038.685
epoch 301 heartbeat: batch=131/455 avg_train_loss=0.108716 avg_train_ssim=0.8722 run_seconds=12048.750
epoch 301 heartbeat: batch=258/455 avg_train_loss=0.108817 avg_train_ssim=0.8721 run_seconds=12058.756
epoch 301 heartbeat: batch=385/455 avg_train_loss=0.108896 avg_train_ssim=0.8720 run_seconds=12068.760
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 301: train_loss=0.108824 train_ssim=0.8721 val_loss=0.113055 val_ssim=0.8671 val_psnr=32.24 lr=7.4442316e-05 epoch_seconds=39.032 run_seconds=12077.474 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 302 heartbeat: batch=1/455 avg_train_loss=0.110542 avg_train_ssim=0.8701 run_seconds=12078.121
epoch 302 heartbeat: batch=128/455 avg_train_loss=0.108886 avg_train_ssim=0.8720 run_seconds=12088.131
epoch 302 heartbeat: batch=256/455 avg_train_loss=0.108877 avg_train_ssim=0.8720 run_seconds=12098.205
epoch 302 heartbeat: batch=383/455 avg_train_loss=0.108802 avg_train_ssim=0.8721 run_seconds=12108.215
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 302: train_loss=0.108799 train_ssim=0.8721 val_loss=0.113004 val_ssim=0.8672 val_psnr=32.26 lr=6.8623601e-05 epoch_seconds=39.154 run_seconds=12116.989 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 303 heartbeat: batch=1/455 avg_train_loss=0.109568 avg_train_ssim=0.8712 run_seconds=12117.686
epoch 303 heartbeat: batch=128/455 avg_train_loss=0.108922 avg_train_ssim=0.8720 run_seconds=12127.699
epoch 303 heartbeat: batch=255/455 avg_train_loss=0.108790 avg_train_ssim=0.8721 run_seconds=12137.715
epoch 303 heartbeat: batch=383/455 avg_train_loss=0.108729 avg_train_ssim=0.8722 run_seconds=12147.788
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 303: train_loss=0.108731 train_ssim=0.8722 val_loss=0.112869 val_ssim=0.8673 val_psnr=32.23 lr=6.3012974e-05 epoch_seconds=39.110 run_seconds=12156.562 gpu_index=0 gpu_util_pct=77 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 304 heartbeat: batch=1/455 avg_train_loss=0.108755 avg_train_ssim=0.8722 run_seconds=12157.279
epoch 304 heartbeat: batch=128/455 avg_train_loss=0.108627 avg_train_ssim=0.8723 run_seconds=12167.313
epoch 304 heartbeat: batch=254/455 avg_train_loss=0.108528 avg_train_ssim=0.8724 run_seconds=12177.320
epoch 304 heartbeat: batch=381/455 avg_train_loss=0.108577 avg_train_ssim=0.8724 run_seconds=12187.324
epoch 304: train_loss=0.108583 train_ssim=0.8724 val_loss=0.112903 val_ssim=0.8673 val_psnr=32.26 lr=5.7623952e-05 epoch_seconds=39.158 run_seconds=12196.177 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 305 heartbeat: batch=1/455 avg_train_loss=0.110376 avg_train_ssim=0.8703 run_seconds=12196.449
epoch 305 heartbeat: batch=128/455 avg_train_loss=0.108522 avg_train_ssim=0.8724 run_seconds=12206.452
epoch 305 heartbeat: batch=255/455 avg_train_loss=0.108674 avg_train_ssim=0.8723 run_seconds=12216.454
epoch 305 heartbeat: batch=382/455 avg_train_loss=0.108612 avg_train_ssim=0.8723 run_seconds=12226.470
epoch 305: train_loss=0.108590 train_ssim=0.8724 val_loss=0.112983 val_ssim=0.8672 val_psnr=32.26 lr=5.2469517e-05 epoch_seconds=39.155 run_seconds=12235.369 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 306 heartbeat: batch=1/455 avg_train_loss=0.109718 avg_train_ssim=0.8710 run_seconds=12235.675
epoch 306 heartbeat: batch=128/455 avg_train_loss=0.108568 avg_train_ssim=0.8724 run_seconds=12245.677
epoch 306 heartbeat: batch=255/455 avg_train_loss=0.108463 avg_train_ssim=0.8725 run_seconds=12255.679
epoch 306 heartbeat: batch=382/455 avg_train_loss=0.108501 avg_train_ssim=0.8725 run_seconds=12265.683
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 306: train_loss=0.108506 train_ssim=0.8725 val_loss=0.112808 val_ssim=0.8674 val_psnr=32.22 lr=4.7562087e-05 epoch_seconds=39.165 run_seconds=12274.570 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 307 heartbeat: batch=1/455 avg_train_loss=0.107517 avg_train_ssim=0.8736 run_seconds=12275.163
epoch 307 heartbeat: batch=128/455 avg_train_loss=0.108583 avg_train_ssim=0.8724 run_seconds=12285.168
epoch 307 heartbeat: batch=255/455 avg_train_loss=0.108394 avg_train_ssim=0.8726 run_seconds=12295.173
epoch 307 heartbeat: batch=382/455 avg_train_loss=0.108474 avg_train_ssim=0.8725 run_seconds=12305.180
epoch 307: train_loss=0.108541 train_ssim=0.8724 val_loss=0.112888 val_ssim=0.8673 val_psnr=32.32 lr=4.2913484e-05 epoch_seconds=39.069 run_seconds=12314.004 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 308 heartbeat: batch=1/455 avg_train_loss=0.106991 avg_train_ssim=0.8742 run_seconds=12314.300
epoch 308 heartbeat: batch=128/455 avg_train_loss=0.108487 avg_train_ssim=0.8725 run_seconds=12324.313
epoch 308 heartbeat: batch=255/455 avg_train_loss=0.108518 avg_train_ssim=0.8724 run_seconds=12334.318
epoch 308 heartbeat: batch=382/455 avg_train_loss=0.108452 avg_train_ssim=0.8725 run_seconds=12344.370
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 308: train_loss=0.108497 train_ssim=0.8725 val_loss=0.112665 val_ssim=0.8676 val_psnr=32.30 lr=3.8534908e-05 epoch_seconds=39.246 run_seconds=12353.289 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 309 heartbeat: batch=1/455 avg_train_loss=0.105887 avg_train_ssim=0.8755 run_seconds=12353.886
epoch 309 heartbeat: batch=128/455 avg_train_loss=0.108220 avg_train_ssim=0.8728 run_seconds=12363.899
epoch 309 heartbeat: batch=255/455 avg_train_loss=0.108384 avg_train_ssim=0.8726 run_seconds=12373.908
epoch 309 heartbeat: batch=383/455 avg_train_loss=0.108326 avg_train_ssim=0.8727 run_seconds=12383.984
epoch 309: train_loss=0.108407 train_ssim=0.8726 val_loss=0.112750 val_ssim=0.8675 val_psnr=32.26 lr=3.4436906e-05 epoch_seconds=39.111 run_seconds=12392.778 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 310 heartbeat: batch=1/455 avg_train_loss=0.108358 avg_train_ssim=0.8726 run_seconds=12393.046
epoch 310 heartbeat: batch=128/455 avg_train_loss=0.108542 avg_train_ssim=0.8724 run_seconds=12403.063
epoch 310 heartbeat: batch=255/455 avg_train_loss=0.108614 avg_train_ssim=0.8723 run_seconds=12413.071
epoch 310 heartbeat: batch=382/455 avg_train_loss=0.108459 avg_train_ssim=0.8725 run_seconds=12423.094
epoch 310: train_loss=0.108382 train_ssim=0.8726 val_loss=0.112714 val_ssim=0.8675 val_psnr=32.29 lr=3.0629352e-05 epoch_seconds=39.143 run_seconds=12431.956 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 311 heartbeat: batch=1/455 avg_train_loss=0.109101 avg_train_ssim=0.8717 run_seconds=12432.230
epoch 311 heartbeat: batch=128/455 avg_train_loss=0.108220 avg_train_ssim=0.8728 run_seconds=12442.234
epoch 311 heartbeat: batch=256/455 avg_train_loss=0.108249 avg_train_ssim=0.8728 run_seconds=12452.312
epoch 311 heartbeat: batch=383/455 avg_train_loss=0.108337 avg_train_ssim=0.8726 run_seconds=12462.328
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 311: train_loss=0.108309 train_ssim=0.8727 val_loss=0.112643 val_ssim=0.8676 val_psnr=32.25 lr=2.7121417e-05 epoch_seconds=39.262 run_seconds=12471.256 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 312 heartbeat: batch=1/455 avg_train_loss=0.107615 avg_train_ssim=0.8735 run_seconds=12471.966
epoch 312 heartbeat: batch=128/455 avg_train_loss=0.108411 avg_train_ssim=0.8726 run_seconds=12482.003
epoch 312 heartbeat: batch=255/455 avg_train_loss=0.108209 avg_train_ssim=0.8728 run_seconds=12492.009
epoch 312 heartbeat: batch=383/455 avg_train_loss=0.108241 avg_train_ssim=0.8728 run_seconds=12502.087
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 312: train_loss=0.108279 train_ssim=0.8727 val_loss=0.112639 val_ssim=0.8676 val_psnr=32.27 lr=2.3921552e-05 epoch_seconds=39.124 run_seconds=12510.837 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 313 heartbeat: batch=1/455 avg_train_loss=0.109603 avg_train_ssim=0.8712 run_seconds=12511.429
epoch 313 heartbeat: batch=128/455 avg_train_loss=0.108302 avg_train_ssim=0.8727 run_seconds=12521.442
epoch 313 heartbeat: batch=255/455 avg_train_loss=0.108207 avg_train_ssim=0.8728 run_seconds=12531.458
epoch 313 heartbeat: batch=383/455 avg_train_loss=0.108227 avg_train_ssim=0.8728 run_seconds=12541.529
epoch 313: train_loss=0.108257 train_ssim=0.8727 val_loss=0.112690 val_ssim=0.8675 val_psnr=32.30 lr=2.1037468e-05 epoch_seconds=39.087 run_seconds=12550.261 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 314 heartbeat: batch=1/455 avg_train_loss=0.109732 avg_train_ssim=0.8710 run_seconds=12550.525
epoch 314 heartbeat: batch=129/455 avg_train_loss=0.108364 avg_train_ssim=0.8726 run_seconds=12560.599
epoch 314 heartbeat: batch=257/455 avg_train_loss=0.108242 avg_train_ssim=0.8728 run_seconds=12570.676
epoch 314 heartbeat: batch=384/455 avg_train_loss=0.108208 avg_train_ssim=0.8728 run_seconds=12580.678
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 314: train_loss=0.108225 train_ssim=0.8728 val_loss=0.112609 val_ssim=0.8676 val_psnr=32.25 lr=1.8476111e-05 epoch_seconds=39.079 run_seconds=12589.377 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 315 heartbeat: batch=1/455 avg_train_loss=0.109435 avg_train_ssim=0.8714 run_seconds=12590.075
epoch 315 heartbeat: batch=128/455 avg_train_loss=0.108191 avg_train_ssim=0.8728 run_seconds=12600.076
epoch 315 heartbeat: batch=255/455 avg_train_loss=0.108235 avg_train_ssim=0.8728 run_seconds=12610.076
epoch 315 heartbeat: batch=384/455 avg_train_loss=0.108269 avg_train_ssim=0.8727 run_seconds=12620.106
epoch 315: train_loss=0.108228 train_ssim=0.8728 val_loss=0.112623 val_ssim=0.8676 val_psnr=32.22 lr=1.6243651e-05 epoch_seconds=39.085 run_seconds=12628.931 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 316 heartbeat: batch=1/455 avg_train_loss=0.110233 avg_train_ssim=0.8704 run_seconds=12629.206
epoch 316 heartbeat: batch=129/455 avg_train_loss=0.108314 avg_train_ssim=0.8727 run_seconds=12639.278
epoch 316 heartbeat: batch=256/455 avg_train_loss=0.108344 avg_train_ssim=0.8726 run_seconds=12649.296
epoch 316 heartbeat: batch=385/455 avg_train_loss=0.108203 avg_train_ssim=0.8728 run_seconds=12659.323
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 316: train_loss=0.108119 train_ssim=0.8729 val_loss=0.112463 val_ssim=0.8678 val_psnr=32.29 lr=1.4345468e-05 epoch_seconds=39.149 run_seconds=12668.119 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 317 heartbeat: batch=1/455 avg_train_loss=0.108740 avg_train_ssim=0.8722 run_seconds=12668.783
epoch 317 heartbeat: batch=129/455 avg_train_loss=0.108280 avg_train_ssim=0.8727 run_seconds=12678.852
epoch 317 heartbeat: batch=256/455 avg_train_loss=0.108105 avg_train_ssim=0.8729 run_seconds=12688.853
epoch 317 heartbeat: batch=386/455 avg_train_loss=0.108140 avg_train_ssim=0.8729 run_seconds=12698.858
epoch 317: train_loss=0.108146 train_ssim=0.8729 val_loss=0.112615 val_ssim=0.8676 val_psnr=32.24 lr=1.2786134e-05 epoch_seconds=38.965 run_seconds=12707.520 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 318 heartbeat: batch=1/455 avg_train_loss=0.110275 avg_train_ssim=0.8704 run_seconds=12707.796
epoch 318 heartbeat: batch=128/455 avg_train_loss=0.108037 avg_train_ssim=0.8730 run_seconds=12717.814
epoch 318 heartbeat: batch=255/455 avg_train_loss=0.108213 avg_train_ssim=0.8728 run_seconds=12727.820
epoch 318 heartbeat: batch=385/455 avg_train_loss=0.108228 avg_train_ssim=0.8728 run_seconds=12737.858
epoch 318: train_loss=0.108212 train_ssim=0.8728 val_loss=0.112465 val_ssim=0.8678 val_psnr=32.26 lr=1.1569406e-05 epoch_seconds=39.006 run_seconds=12746.563 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 319 heartbeat: batch=1/455 avg_train_loss=0.105970 avg_train_ssim=0.8754 run_seconds=12746.836
epoch 319 heartbeat: batch=129/455 avg_train_loss=0.108264 avg_train_ssim=0.8727 run_seconds=12756.904
epoch 319 heartbeat: batch=256/455 avg_train_loss=0.108039 avg_train_ssim=0.8730 run_seconds=12766.910
epoch 319 heartbeat: batch=386/455 avg_train_loss=0.108092 avg_train_ssim=0.8729 run_seconds=12776.936
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 319: train_loss=0.108118 train_ssim=0.8729 val_loss=0.112457 val_ssim=0.8678 val_psnr=32.30 lr=1.0698215e-05 epoch_seconds=39.039 run_seconds=12785.640 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 320 heartbeat: batch=1/455 avg_train_loss=0.107047 avg_train_ssim=0.8742 run_seconds=12786.325
epoch 320 heartbeat: batch=128/455 avg_train_loss=0.108013 avg_train_ssim=0.8730 run_seconds=12796.331
epoch 320 heartbeat: batch=256/455 avg_train_loss=0.108126 avg_train_ssim=0.8729 run_seconds=12806.408
epoch 320 heartbeat: batch=387/455 avg_train_loss=0.108112 avg_train_ssim=0.8729 run_seconds=12816.447
epoch 320: train_loss=0.108136 train_ssim=0.8729 val_loss=0.112663 val_ssim=0.8676 val_psnr=32.37 lr=1.0174659e-05 epoch_seconds=39.003 run_seconds=12825.104 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 321 heartbeat: batch=1/455 avg_train_loss=0.106521 avg_train_ssim=0.8748 run_seconds=12825.394
epoch 321 heartbeat: batch=128/455 avg_train_loss=0.107788 avg_train_ssim=0.8733 run_seconds=12835.413
epoch 321 heartbeat: batch=255/455 avg_train_loss=0.107915 avg_train_ssim=0.8731 run_seconds=12845.423
epoch 321 heartbeat: batch=386/455 avg_train_loss=0.108075 avg_train_ssim=0.8730 run_seconds=12855.472
epoch 321: train_loss=0.108144 train_ssim=0.8729 val_loss=0.112579 val_ssim=0.8677 val_psnr=32.30 lr=1e-05 epoch_seconds=38.978 run_seconds=12864.119 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 322 heartbeat: batch=1/455 avg_train_loss=0.103573 avg_train_ssim=0.8782 run_seconds=12864.399
epoch 322 heartbeat: batch=128/455 avg_train_loss=0.108068 avg_train_ssim=0.8730 run_seconds=12874.414
epoch 322 heartbeat: batch=255/455 avg_train_loss=0.108081 avg_train_ssim=0.8730 run_seconds=12884.416
epoch 322 heartbeat: batch=385/455 avg_train_loss=0.108108 avg_train_ssim=0.8729 run_seconds=12894.423
epoch 322: train_loss=0.108133 train_ssim=0.8729 val_loss=0.112483 val_ssim=0.8678 val_psnr=32.30 lr=1.0174659e-05 epoch_seconds=39.147 run_seconds=12903.305 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 323 heartbeat: batch=1/455 avg_train_loss=0.109829 avg_train_ssim=0.8709 run_seconds=12903.568
epoch 323 heartbeat: batch=128/455 avg_train_loss=0.107979 avg_train_ssim=0.8731 run_seconds=12913.576
epoch 323 heartbeat: batch=255/455 avg_train_loss=0.108022 avg_train_ssim=0.8730 run_seconds=12923.583
epoch 323 heartbeat: batch=385/455 avg_train_loss=0.108041 avg_train_ssim=0.8730 run_seconds=12933.633
epoch 323: train_loss=0.108157 train_ssim=0.8729 val_loss=0.112606 val_ssim=0.8676 val_psnr=32.31 lr=1.0698215e-05 epoch_seconds=39.091 run_seconds=12942.434 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 324 heartbeat: batch=1/455 avg_train_loss=0.106645 avg_train_ssim=0.8746 run_seconds=12942.700
epoch 324 heartbeat: batch=129/455 avg_train_loss=0.108052 avg_train_ssim=0.8730 run_seconds=12952.767
epoch 324 heartbeat: batch=257/455 avg_train_loss=0.108135 avg_train_ssim=0.8729 run_seconds=12962.847
epoch 324 heartbeat: batch=388/455 avg_train_loss=0.108245 avg_train_ssim=0.8728 run_seconds=12972.896
epoch 324: train_loss=0.108162 train_ssim=0.8729 val_loss=0.112580 val_ssim=0.8677 val_psnr=32.33 lr=1.1569406e-05 epoch_seconds=39.079 run_seconds=12981.548 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 325 heartbeat: batch=1/455 avg_train_loss=0.109955 avg_train_ssim=0.8707 run_seconds=12981.811
epoch 325 heartbeat: batch=128/455 avg_train_loss=0.107867 avg_train_ssim=0.8732 run_seconds=12991.827
epoch 325 heartbeat: batch=255/455 avg_train_loss=0.108236 avg_train_ssim=0.8728 run_seconds=13001.843
epoch 325 heartbeat: batch=385/455 avg_train_loss=0.108188 avg_train_ssim=0.8728 run_seconds=13011.866
epoch 325: train_loss=0.108154 train_ssim=0.8729 val_loss=0.112545 val_ssim=0.8677 val_psnr=32.31 lr=1.2786134e-05 epoch_seconds=39.159 run_seconds=13020.744 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 326 heartbeat: batch=1/455 avg_train_loss=0.110314 avg_train_ssim=0.8703 run_seconds=13021.012
epoch 326 heartbeat: batch=128/455 avg_train_loss=0.108032 avg_train_ssim=0.8730 run_seconds=13031.015
epoch 326 heartbeat: batch=256/455 avg_train_loss=0.108169 avg_train_ssim=0.8728 run_seconds=13041.093
epoch 326 heartbeat: batch=387/455 avg_train_loss=0.108177 avg_train_ssim=0.8728 run_seconds=13051.164
epoch 326: train_loss=0.108215 train_ssim=0.8728 val_loss=0.112571 val_ssim=0.8677 val_psnr=32.27 lr=1.4345468e-05 epoch_seconds=39.088 run_seconds=13059.871 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 327 heartbeat: batch=1/455 avg_train_loss=0.107847 avg_train_ssim=0.8732 run_seconds=13060.146
epoch 327 heartbeat: batch=129/455 avg_train_loss=0.107957 avg_train_ssim=0.8731 run_seconds=13070.213
epoch 327 heartbeat: batch=256/455 avg_train_loss=0.107898 avg_train_ssim=0.8732 run_seconds=13080.214
epoch 327 heartbeat: batch=387/455 avg_train_loss=0.108051 avg_train_ssim=0.8730 run_seconds=13090.269
epoch 327: train_loss=0.108132 train_ssim=0.8729 val_loss=0.112533 val_ssim=0.8677 val_psnr=32.30 lr=1.6243651e-05 epoch_seconds=39.150 run_seconds=13099.057 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 328 heartbeat: batch=1/455 avg_train_loss=0.107393 avg_train_ssim=0.8738 run_seconds=13099.373
epoch 328 heartbeat: batch=128/455 avg_train_loss=0.108153 avg_train_ssim=0.8729 run_seconds=13109.378
epoch 328 heartbeat: batch=255/455 avg_train_loss=0.108249 avg_train_ssim=0.8728 run_seconds=13119.379
epoch 328 heartbeat: batch=386/455 avg_train_loss=0.108257 avg_train_ssim=0.8727 run_seconds=13129.407
epoch 328: train_loss=0.108262 train_ssim=0.8727 val_loss=0.112562 val_ssim=0.8677 val_psnr=32.31 lr=1.8476111e-05 epoch_seconds=39.102 run_seconds=13138.196 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 329 heartbeat: batch=1/455 avg_train_loss=0.113866 avg_train_ssim=0.8661 run_seconds=13138.456
epoch 329 heartbeat: batch=129/455 avg_train_loss=0.108120 avg_train_ssim=0.8729 run_seconds=13148.536
epoch 329 heartbeat: batch=257/455 avg_train_loss=0.108067 avg_train_ssim=0.8730 run_seconds=13158.612
epoch 329 heartbeat: batch=388/455 avg_train_loss=0.108178 avg_train_ssim=0.8728 run_seconds=13168.660
epoch 329: train_loss=0.108226 train_ssim=0.8728 val_loss=0.112721 val_ssim=0.8675 val_psnr=32.26 lr=2.1037468e-05 epoch_seconds=39.098 run_seconds=13177.331 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 330 heartbeat: batch=1/455 avg_train_loss=0.106919 avg_train_ssim=0.8743 run_seconds=13177.612
epoch 330 heartbeat: batch=128/455 avg_train_loss=0.108244 avg_train_ssim=0.8728 run_seconds=13187.657
epoch 330 heartbeat: batch=255/455 avg_train_loss=0.108342 avg_train_ssim=0.8726 run_seconds=13197.657
epoch 330 heartbeat: batch=386/455 avg_train_loss=0.108322 avg_train_ssim=0.8727 run_seconds=13207.676
epoch 330: train_loss=0.108290 train_ssim=0.8727 val_loss=0.112567 val_ssim=0.8677 val_psnr=32.28 lr=2.3921552e-05 epoch_seconds=39.097 run_seconds=13216.467 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 331 heartbeat: batch=1/455 avg_train_loss=0.104464 avg_train_ssim=0.8772 run_seconds=13216.749
epoch 331 heartbeat: batch=129/455 avg_train_loss=0.107930 avg_train_ssim=0.8731 run_seconds=13226.814
epoch 331 heartbeat: batch=256/455 avg_train_loss=0.108220 avg_train_ssim=0.8728 run_seconds=13236.855
epoch 331 heartbeat: batch=388/455 avg_train_loss=0.108191 avg_train_ssim=0.8728 run_seconds=13246.919
epoch 331: train_loss=0.108270 train_ssim=0.8727 val_loss=0.112581 val_ssim=0.8677 val_psnr=32.27 lr=2.7121417e-05 epoch_seconds=38.893 run_seconds=13255.395 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 332 heartbeat: batch=1/455 avg_train_loss=0.105580 avg_train_ssim=0.8759 run_seconds=13255.686
epoch 332 heartbeat: batch=128/455 avg_train_loss=0.108230 avg_train_ssim=0.8728 run_seconds=13265.688
epoch 332 heartbeat: batch=255/455 avg_train_loss=0.108237 avg_train_ssim=0.8728 run_seconds=13275.695
epoch 332 heartbeat: batch=386/455 avg_train_loss=0.108225 avg_train_ssim=0.8728 run_seconds=13285.737
epoch 332: train_loss=0.108305 train_ssim=0.8727 val_loss=0.112668 val_ssim=0.8676 val_psnr=32.24 lr=3.0629352e-05 epoch_seconds=39.146 run_seconds=13294.580 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 333 heartbeat: batch=1/455 avg_train_loss=0.107166 avg_train_ssim=0.8740 run_seconds=13294.855
epoch 333 heartbeat: batch=128/455 avg_train_loss=0.108202 avg_train_ssim=0.8728 run_seconds=13304.892
epoch 333 heartbeat: batch=255/455 avg_train_loss=0.108195 avg_train_ssim=0.8728 run_seconds=13314.910
epoch 333 heartbeat: batch=386/455 avg_train_loss=0.108283 avg_train_ssim=0.8727 run_seconds=13324.943
epoch 333: train_loss=0.108393 train_ssim=0.8726 val_loss=0.112853 val_ssim=0.8673 val_psnr=32.24 lr=3.4436906e-05 epoch_seconds=39.257 run_seconds=13333.874 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 334 heartbeat: batch=1/455 avg_train_loss=0.107454 avg_train_ssim=0.8737 run_seconds=13334.151
epoch 334 heartbeat: batch=128/455 avg_train_loss=0.108522 avg_train_ssim=0.8724 run_seconds=13344.217
epoch 334 heartbeat: batch=255/455 avg_train_loss=0.108407 avg_train_ssim=0.8726 run_seconds=13354.273
epoch 334 heartbeat: batch=386/455 avg_train_loss=0.108527 avg_train_ssim=0.8724 run_seconds=13364.319
epoch 334: train_loss=0.108478 train_ssim=0.8725 val_loss=0.112878 val_ssim=0.8673 val_psnr=32.29 lr=3.8534908e-05 epoch_seconds=39.254 run_seconds=13373.165 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 335 heartbeat: batch=1/455 avg_train_loss=0.105948 avg_train_ssim=0.8755 run_seconds=13373.452
epoch 335 heartbeat: batch=129/455 avg_train_loss=0.108117 avg_train_ssim=0.8729 run_seconds=13383.519
epoch 335 heartbeat: batch=256/455 avg_train_loss=0.108400 avg_train_ssim=0.8726 run_seconds=13393.525
epoch 335 heartbeat: batch=387/455 avg_train_loss=0.108436 avg_train_ssim=0.8725 run_seconds=13403.532
epoch 335: train_loss=0.108432 train_ssim=0.8725 val_loss=0.112716 val_ssim=0.8675 val_psnr=32.18 lr=4.2913484e-05 epoch_seconds=39.104 run_seconds=13412.306 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 336 heartbeat: batch=1/455 avg_train_loss=0.110463 avg_train_ssim=0.8702 run_seconds=13412.581
epoch 336 heartbeat: batch=128/455 avg_train_loss=0.108326 avg_train_ssim=0.8727 run_seconds=13422.593
epoch 336 heartbeat: batch=255/455 avg_train_loss=0.108548 avg_train_ssim=0.8724 run_seconds=13432.604
epoch 336 heartbeat: batch=386/455 avg_train_loss=0.108447 avg_train_ssim=0.8725 run_seconds=13442.606
epoch 336: train_loss=0.108510 train_ssim=0.8724 val_loss=0.113036 val_ssim=0.8671 val_psnr=32.26 lr=4.7562087e-05 epoch_seconds=39.095 run_seconds=13451.438 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 337 heartbeat: batch=1/455 avg_train_loss=0.108532 avg_train_ssim=0.8724 run_seconds=13451.741
epoch 337 heartbeat: batch=128/455 avg_train_loss=0.108663 avg_train_ssim=0.8723 run_seconds=13461.744
epoch 337 heartbeat: batch=255/455 avg_train_loss=0.108575 avg_train_ssim=0.8724 run_seconds=13471.745
epoch 337 heartbeat: batch=389/455 avg_train_loss=0.108622 avg_train_ssim=0.8723 run_seconds=13481.789
epoch 337: train_loss=0.108601 train_ssim=0.8723 val_loss=0.112906 val_ssim=0.8673 val_psnr=32.20 lr=5.2469517e-05 epoch_seconds=39.089 run_seconds=13490.562 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 338 heartbeat: batch=1/455 avg_train_loss=0.108772 avg_train_ssim=0.8721 run_seconds=13490.854
epoch 338 heartbeat: batch=129/455 avg_train_loss=0.108524 avg_train_ssim=0.8724 run_seconds=13500.929
epoch 338 heartbeat: batch=256/455 avg_train_loss=0.108465 avg_train_ssim=0.8725 run_seconds=13510.931
epoch 338 heartbeat: batch=390/455 avg_train_loss=0.108565 avg_train_ssim=0.8724 run_seconds=13520.960
epoch 338: train_loss=0.108565 train_ssim=0.8724 val_loss=0.112798 val_ssim=0.8674 val_psnr=32.23 lr=5.7623952e-05 epoch_seconds=39.112 run_seconds=13529.712 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 339 heartbeat: batch=1/455 avg_train_loss=0.110125 avg_train_ssim=0.8705 run_seconds=13529.993
epoch 339 heartbeat: batch=128/455 avg_train_loss=0.108439 avg_train_ssim=0.8725 run_seconds=13540.013
epoch 339 heartbeat: batch=256/455 avg_train_loss=0.108686 avg_train_ssim=0.8722 run_seconds=13550.088
epoch 339 heartbeat: batch=390/455 avg_train_loss=0.108589 avg_train_ssim=0.8724 run_seconds=13560.114
epoch 339: train_loss=0.108603 train_ssim=0.8723 val_loss=0.113091 val_ssim=0.8671 val_psnr=32.33 lr=6.3012974e-05 epoch_seconds=39.151 run_seconds=13568.898 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 340 heartbeat: batch=1/455 avg_train_loss=0.106808 avg_train_ssim=0.8744 run_seconds=13569.175
epoch 340 heartbeat: batch=128/455 avg_train_loss=0.109040 avg_train_ssim=0.8718 run_seconds=13579.186
epoch 340 heartbeat: batch=256/455 avg_train_loss=0.108761 avg_train_ssim=0.8722 run_seconds=13589.263
epoch 340 heartbeat: batch=390/455 avg_train_loss=0.108649 avg_train_ssim=0.8723 run_seconds=13599.265
epoch 340: train_loss=0.108663 train_ssim=0.8723 val_loss=0.113066 val_ssim=0.8671 val_psnr=32.28 lr=6.8623601e-05 epoch_seconds=39.027 run_seconds=13607.962 gpu_index=0 gpu_util_pct=86 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 341 heartbeat: batch=1/455 avg_train_loss=0.105967 avg_train_ssim=0.8754 run_seconds=13608.229
epoch 341 heartbeat: batch=128/455 avg_train_loss=0.109086 avg_train_ssim=0.8718 run_seconds=13618.274
epoch 341 heartbeat: batch=255/455 avg_train_loss=0.108763 avg_train_ssim=0.8721 run_seconds=13628.346
epoch 341 heartbeat: batch=388/455 avg_train_loss=0.108728 avg_train_ssim=0.8722 run_seconds=13638.395
epoch 341: train_loss=0.108687 train_ssim=0.8722 val_loss=0.113063 val_ssim=0.8671 val_psnr=32.26 lr=7.4442316e-05 epoch_seconds=39.265 run_seconds=13647.263 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 342 heartbeat: batch=1/455 avg_train_loss=0.106327 avg_train_ssim=0.8750 run_seconds=13647.539
epoch 342 heartbeat: batch=129/455 avg_train_loss=0.108715 avg_train_ssim=0.8722 run_seconds=13657.612
epoch 342 heartbeat: batch=257/455 avg_train_loss=0.108816 avg_train_ssim=0.8721 run_seconds=13667.688
epoch 342 heartbeat: batch=390/455 avg_train_loss=0.108738 avg_train_ssim=0.8722 run_seconds=13677.703
epoch 342: train_loss=0.108790 train_ssim=0.8721 val_loss=0.113036 val_ssim=0.8671 val_psnr=32.28 lr=8.0455102e-05 epoch_seconds=39.093 run_seconds=13686.396 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 343 heartbeat: batch=1/455 avg_train_loss=0.109946 avg_train_ssim=0.8708 run_seconds=13686.670
epoch 343 heartbeat: batch=128/455 avg_train_loss=0.109121 avg_train_ssim=0.8717 run_seconds=13696.681
epoch 343 heartbeat: batch=255/455 avg_train_loss=0.108977 avg_train_ssim=0.8719 run_seconds=13706.692
epoch 343 heartbeat: batch=388/455 avg_train_loss=0.108960 avg_train_ssim=0.8719 run_seconds=13716.704
epoch 343: train_loss=0.108930 train_ssim=0.8720 val_loss=0.113405 val_ssim=0.8667 val_psnr=32.26 lr=8.6647473e-05 epoch_seconds=39.126 run_seconds=13725.557 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 344 heartbeat: batch=1/455 avg_train_loss=0.112135 avg_train_ssim=0.8682 run_seconds=13725.854
epoch 344 heartbeat: batch=129/455 avg_train_loss=0.109145 avg_train_ssim=0.8717 run_seconds=13735.921
epoch 344 heartbeat: batch=257/455 avg_train_loss=0.109076 avg_train_ssim=0.8718 run_seconds=13745.996
epoch 344 heartbeat: batch=391/455 avg_train_loss=0.108925 avg_train_ssim=0.8720 run_seconds=13756.034
epoch 344: train_loss=0.108908 train_ssim=0.8720 val_loss=0.113652 val_ssim=0.8664 val_psnr=32.25 lr=9.3004511e-05 epoch_seconds=39.006 run_seconds=13764.603 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 345 heartbeat: batch=1/455 avg_train_loss=0.106953 avg_train_ssim=0.8743 run_seconds=13764.868
epoch 345 heartbeat: batch=128/455 avg_train_loss=0.109131 avg_train_ssim=0.8717 run_seconds=13774.907
epoch 345 heartbeat: batch=255/455 avg_train_loss=0.109188 avg_train_ssim=0.8717 run_seconds=13784.927
epoch 345 heartbeat: batch=389/455 avg_train_loss=0.108899 avg_train_ssim=0.8720 run_seconds=13794.982
epoch 345: train_loss=0.108947 train_ssim=0.8719 val_loss=0.113396 val_ssim=0.8667 val_psnr=32.07 lr=9.9510902e-05 epoch_seconds=39.114 run_seconds=13803.754 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 346 heartbeat: batch=1/455 avg_train_loss=0.108537 avg_train_ssim=0.8724 run_seconds=13804.031
epoch 346 heartbeat: batch=128/455 avg_train_loss=0.108861 avg_train_ssim=0.8720 run_seconds=13814.039
epoch 346 heartbeat: batch=255/455 avg_train_loss=0.108772 avg_train_ssim=0.8721 run_seconds=13824.041
epoch 346 heartbeat: batch=389/455 avg_train_loss=0.108971 avg_train_ssim=0.8719 run_seconds=13834.100
epoch 346: train_loss=0.108993 train_ssim=0.8719 val_loss=0.113277 val_ssim=0.8668 val_psnr=32.17 lr=0.00010615097 epoch_seconds=39.153 run_seconds=13842.941 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 347 heartbeat: batch=1/455 avg_train_loss=0.109262 avg_train_ssim=0.8716 run_seconds=13843.211
epoch 347 heartbeat: batch=129/455 avg_train_loss=0.109269 avg_train_ssim=0.8716 run_seconds=13853.279
epoch 347 heartbeat: batch=256/455 avg_train_loss=0.109180 avg_train_ssim=0.8717 run_seconds=13863.279
epoch 347 heartbeat: batch=390/455 avg_train_loss=0.109027 avg_train_ssim=0.8718 run_seconds=13873.288
epoch 347: train_loss=0.108987 train_ssim=0.8719 val_loss=0.113499 val_ssim=0.8666 val_psnr=32.10 lr=0.00011290872 epoch_seconds=39.049 run_seconds=13882.027 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 348 heartbeat: batch=1/455 avg_train_loss=0.108923 avg_train_ssim=0.8720 run_seconds=13882.305
epoch 348 heartbeat: batch=128/455 avg_train_loss=0.108774 avg_train_ssim=0.8721 run_seconds=13892.319
epoch 348 heartbeat: batch=255/455 avg_train_loss=0.108882 avg_train_ssim=0.8720 run_seconds=13902.328
epoch 348 heartbeat: batch=389/455 avg_train_loss=0.109133 avg_train_ssim=0.8717 run_seconds=13912.363
epoch 348: train_loss=0.109094 train_ssim=0.8718 val_loss=0.113556 val_ssim=0.8665 val_psnr=32.26 lr=0.00011976787 epoch_seconds=39.050 run_seconds=13921.114 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 349 heartbeat: batch=1/455 avg_train_loss=0.109956 avg_train_ssim=0.8707 run_seconds=13921.440
epoch 349 heartbeat: batch=127/455 avg_train_loss=0.109126 avg_train_ssim=0.8717 run_seconds=13931.455
epoch 349 heartbeat: batch=254/455 avg_train_loss=0.109122 avg_train_ssim=0.8717 run_seconds=13941.478
epoch 349 heartbeat: batch=388/455 avg_train_loss=0.109161 avg_train_ssim=0.8717 run_seconds=13951.522
epoch 349: train_loss=0.109118 train_ssim=0.8717 val_loss=0.113657 val_ssim=0.8664 val_psnr=32.18 lr=0.0001267119 epoch_seconds=39.207 run_seconds=13960.357 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 350 heartbeat: batch=1/455 avg_train_loss=0.105885 avg_train_ssim=0.8755 run_seconds=13960.642
epoch 350 heartbeat: batch=127/455 avg_train_loss=0.109131 avg_train_ssim=0.8717 run_seconds=13970.656
epoch 350 heartbeat: batch=254/455 avg_train_loss=0.109099 avg_train_ssim=0.8718 run_seconds=13980.711
epoch 350 heartbeat: batch=391/455 avg_train_loss=0.109246 avg_train_ssim=0.8716 run_seconds=13990.785
epoch 350: train_loss=0.109336 train_ssim=0.8715 val_loss=0.113885 val_ssim=0.8661 val_psnr=32.21 lr=0.00013372408 epoch_seconds=39.049 run_seconds=13999.444 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 351 heartbeat: batch=1/455 avg_train_loss=0.112425 avg_train_ssim=0.8678 run_seconds=13999.705
epoch 351 heartbeat: batch=129/455 avg_train_loss=0.109376 avg_train_ssim=0.8714 run_seconds=14009.768
epoch 351 heartbeat: batch=257/455 avg_train_loss=0.109301 avg_train_ssim=0.8715 run_seconds=14019.847
epoch 351 heartbeat: batch=390/455 avg_train_loss=0.109460 avg_train_ssim=0.8713 run_seconds=14029.877
epoch 351: train_loss=0.109451 train_ssim=0.8713 val_loss=0.113960 val_ssim=0.8660 val_psnr=32.20 lr=0.00014078751 epoch_seconds=39.082 run_seconds=14038.563 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 352 heartbeat: batch=1/455 avg_train_loss=0.108002 avg_train_ssim=0.8730 run_seconds=14038.826
epoch 352 heartbeat: batch=129/455 avg_train_loss=0.110621 avg_train_ssim=0.8700 run_seconds=14048.904
epoch 352 heartbeat: batch=256/455 avg_train_loss=0.110013 avg_train_ssim=0.8707 run_seconds=14058.912
epoch 352 heartbeat: batch=390/455 avg_train_loss=0.109801 avg_train_ssim=0.8709 run_seconds=14068.976
epoch 352: train_loss=0.109740 train_ssim=0.8710 val_loss=0.113956 val_ssim=0.8660 val_psnr=32.25 lr=0.00014788519 epoch_seconds=39.069 run_seconds=14077.667 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 353 heartbeat: batch=1/455 avg_train_loss=0.108023 avg_train_ssim=0.8730 run_seconds=14077.946
epoch 353 heartbeat: batch=126/455 avg_train_loss=0.109659 avg_train_ssim=0.8711 run_seconds=14087.950
epoch 353 heartbeat: batch=254/455 avg_train_loss=0.109479 avg_train_ssim=0.8713 run_seconds=14098.025
epoch 353 heartbeat: batch=390/455 avg_train_loss=0.109410 avg_train_ssim=0.8714 run_seconds=14108.026
epoch 353: train_loss=0.109447 train_ssim=0.8713 val_loss=0.113746 val_ssim=0.8663 val_psnr=31.88 lr=0.000155 epoch_seconds=38.955 run_seconds=14116.661 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 354 heartbeat: batch=1/455 avg_train_loss=0.108401 avg_train_ssim=0.8726 run_seconds=14116.933
epoch 354 heartbeat: batch=128/455 avg_train_loss=0.109505 avg_train_ssim=0.8713 run_seconds=14126.944
epoch 354 heartbeat: batch=255/455 avg_train_loss=0.109401 avg_train_ssim=0.8714 run_seconds=14136.947
epoch 354 heartbeat: batch=388/455 avg_train_loss=0.109465 avg_train_ssim=0.8713 run_seconds=14146.955
epoch 354: train_loss=0.109417 train_ssim=0.8714 val_loss=0.113558 val_ssim=0.8665 val_psnr=32.17 lr=0.00016211481 epoch_seconds=39.105 run_seconds=14155.801 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 355 heartbeat: batch=1/455 avg_train_loss=0.107862 avg_train_ssim=0.8732 run_seconds=14156.070
epoch 355 heartbeat: batch=129/455 avg_train_loss=0.109449 avg_train_ssim=0.8713 run_seconds=14166.146
epoch 355 heartbeat: batch=256/455 avg_train_loss=0.109379 avg_train_ssim=0.8714 run_seconds=14176.148
epoch 355 heartbeat: batch=389/455 avg_train_loss=0.109486 avg_train_ssim=0.8713 run_seconds=14186.153
epoch 355: train_loss=0.109465 train_ssim=0.8713 val_loss=0.113686 val_ssim=0.8664 val_psnr=32.17 lr=0.00016921249 epoch_seconds=39.067 run_seconds=14194.907 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 356 heartbeat: batch=1/455 avg_train_loss=0.114830 avg_train_ssim=0.8650 run_seconds=14195.171
epoch 356 heartbeat: batch=128/455 avg_train_loss=0.109273 avg_train_ssim=0.8716 run_seconds=14205.184
epoch 356 heartbeat: batch=256/455 avg_train_loss=0.109215 avg_train_ssim=0.8716 run_seconds=14215.258
epoch 356 heartbeat: batch=392/455 avg_train_loss=0.109297 avg_train_ssim=0.8715 run_seconds=14225.274
epoch 356: train_loss=0.109388 train_ssim=0.8714 val_loss=0.114013 val_ssim=0.8660 val_psnr=32.17 lr=0.00017627592 epoch_seconds=38.888 run_seconds=14233.830 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 357 heartbeat: batch=1/455 avg_train_loss=0.111173 avg_train_ssim=0.8693 run_seconds=14234.108
epoch 357 heartbeat: batch=129/455 avg_train_loss=0.109383 avg_train_ssim=0.8714 run_seconds=14244.183
epoch 357 heartbeat: batch=257/455 avg_train_loss=0.109456 avg_train_ssim=0.8713 run_seconds=14254.259
epoch 357 heartbeat: batch=393/455 avg_train_loss=0.109627 avg_train_ssim=0.8711 run_seconds=14264.319
epoch 357: train_loss=0.109598 train_ssim=0.8712 val_loss=0.114023 val_ssim=0.8660 val_psnr=32.17 lr=0.0001832881 epoch_seconds=39.000 run_seconds=14272.867 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 358 heartbeat: batch=1/455 avg_train_loss=0.105661 avg_train_ssim=0.8758 run_seconds=14273.180
epoch 358 heartbeat: batch=127/455 avg_train_loss=0.109447 avg_train_ssim=0.8713 run_seconds=14283.199
epoch 358 heartbeat: batch=253/455 avg_train_loss=0.109456 avg_train_ssim=0.8713 run_seconds=14293.260
epoch 358 heartbeat: batch=386/455 avg_train_loss=0.109555 avg_train_ssim=0.8712 run_seconds=14303.300
epoch 358: train_loss=0.109591 train_ssim=0.8712 val_loss=0.113849 val_ssim=0.8662 val_psnr=32.14 lr=0.00019023213 epoch_seconds=39.419 run_seconds=14312.320 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 359 heartbeat: batch=1/455 avg_train_loss=0.108303 avg_train_ssim=0.8727 run_seconds=14312.606
epoch 359 heartbeat: batch=128/455 avg_train_loss=0.109594 avg_train_ssim=0.8712 run_seconds=14322.654
epoch 359 heartbeat: batch=255/455 avg_train_loss=0.109553 avg_train_ssim=0.8712 run_seconds=14332.671
epoch 359 heartbeat: batch=388/455 avg_train_loss=0.109654 avg_train_ssim=0.8711 run_seconds=14342.709
epoch 359: train_loss=0.109659 train_ssim=0.8711 val_loss=0.113959 val_ssim=0.8660 val_psnr=32.15 lr=0.00019709128 epoch_seconds=39.227 run_seconds=14351.584 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 360 heartbeat: batch=1/455 avg_train_loss=0.109282 avg_train_ssim=0.8715 run_seconds=14351.884
epoch 360 heartbeat: batch=129/455 avg_train_loss=0.109731 avg_train_ssim=0.8710 run_seconds=14361.946
epoch 360 heartbeat: batch=256/455 avg_train_loss=0.109893 avg_train_ssim=0.8708 run_seconds=14371.949
epoch 360 heartbeat: batch=389/455 avg_train_loss=0.109898 avg_train_ssim=0.8708 run_seconds=14381.972
epoch 360: train_loss=0.109954 train_ssim=0.8708 val_loss=0.114362 val_ssim=0.8656 val_psnr=32.11 lr=0.00020384903 epoch_seconds=39.097 run_seconds=14390.720 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 361 heartbeat: batch=1/455 avg_train_loss=0.108418 avg_train_ssim=0.8726 run_seconds=14390.991
epoch 361 heartbeat: batch=128/455 avg_train_loss=0.110035 avg_train_ssim=0.8707 run_seconds=14400.995
epoch 361 heartbeat: batch=255/455 avg_train_loss=0.110138 avg_train_ssim=0.8705 run_seconds=14410.996
epoch 361 heartbeat: batch=389/455 avg_train_loss=0.110132 avg_train_ssim=0.8705 run_seconds=14421.063
epoch 361: train_loss=0.110124 train_ssim=0.8706 val_loss=0.114437 val_ssim=0.8655 val_psnr=32.10 lr=0.0002104891 epoch_seconds=39.087 run_seconds=14429.844 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 362 heartbeat: batch=1/455 avg_train_loss=0.108171 avg_train_ssim=0.8728 run_seconds=14430.154
epoch 362 heartbeat: batch=129/455 avg_train_loss=0.109768 avg_train_ssim=0.8710 run_seconds=14440.231
epoch 362 heartbeat: batch=256/455 avg_train_loss=0.109834 avg_train_ssim=0.8709 run_seconds=14450.233
epoch 362 heartbeat: batch=390/455 avg_train_loss=0.109928 avg_train_ssim=0.8708 run_seconds=14460.306
epoch 362: train_loss=0.109882 train_ssim=0.8708 val_loss=0.114316 val_ssim=0.8656 val_psnr=32.09 lr=0.00021699549 epoch_seconds=39.125 run_seconds=14469.009 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 363 heartbeat: batch=1/455 avg_train_loss=0.111632 avg_train_ssim=0.8688 run_seconds=14469.312
epoch 363 heartbeat: batch=128/455 avg_train_loss=0.110064 avg_train_ssim=0.8706 run_seconds=14479.317
epoch 363 heartbeat: batch=255/455 avg_train_loss=0.109830 avg_train_ssim=0.8709 run_seconds=14489.326
epoch 363 heartbeat: batch=389/455 avg_train_loss=0.109787 avg_train_ssim=0.8709 run_seconds=14499.393
epoch 363: train_loss=0.109813 train_ssim=0.8709 val_loss=0.114329 val_ssim=0.8656 val_psnr=32.18 lr=0.00022335253 epoch_seconds=39.104 run_seconds=14508.148 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 364 heartbeat: batch=1/455 avg_train_loss=0.111619 avg_train_ssim=0.8688 run_seconds=14508.414
epoch 364 heartbeat: batch=128/455 avg_train_loss=0.109571 avg_train_ssim=0.8712 run_seconds=14518.424
epoch 364 heartbeat: batch=255/455 avg_train_loss=0.109985 avg_train_ssim=0.8707 run_seconds=14528.427
epoch 364 heartbeat: batch=389/455 avg_train_loss=0.109925 avg_train_ssim=0.8708 run_seconds=14538.476
epoch 364: train_loss=0.109918 train_ssim=0.8708 val_loss=0.114611 val_ssim=0.8653 val_psnr=32.18 lr=0.0002295449 epoch_seconds=39.132 run_seconds=14547.319 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 365 heartbeat: batch=1/455 avg_train_loss=0.113308 avg_train_ssim=0.8668 run_seconds=14547.603
epoch 365 heartbeat: batch=128/455 avg_train_loss=0.110038 avg_train_ssim=0.8707 run_seconds=14557.660
epoch 365 heartbeat: batch=255/455 avg_train_loss=0.109879 avg_train_ssim=0.8708 run_seconds=14567.728
epoch 365 heartbeat: batch=388/455 avg_train_loss=0.112716 avg_train_ssim=0.8675 run_seconds=14577.762
epoch 365: train_loss=0.113047 train_ssim=0.8671 val_loss=0.117017 val_ssim=0.8624 val_psnr=31.94 lr=0.00023555768 epoch_seconds=39.310 run_seconds=14586.668 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 366 heartbeat: batch=1/455 avg_train_loss=0.115324 avg_train_ssim=0.8644 run_seconds=14586.939
epoch 366 heartbeat: batch=128/455 avg_train_loss=0.112803 avg_train_ssim=0.8674 run_seconds=14596.955
epoch 366 heartbeat: batch=256/455 avg_train_loss=0.112495 avg_train_ssim=0.8678 run_seconds=14607.033
epoch 366 heartbeat: batch=389/455 avg_train_loss=0.112450 avg_train_ssim=0.8678 run_seconds=14617.083
epoch 366: train_loss=0.112367 train_ssim=0.8679 val_loss=0.115669 val_ssim=0.8640 val_psnr=31.91 lr=0.0002413764 epoch_seconds=39.137 run_seconds=14625.842 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 367 heartbeat: batch=1/455 avg_train_loss=0.108103 avg_train_ssim=0.8729 run_seconds=14626.124
epoch 367 heartbeat: batch=128/455 avg_train_loss=0.110692 avg_train_ssim=0.8699 run_seconds=14636.166
epoch 367 heartbeat: batch=255/455 avg_train_loss=0.110486 avg_train_ssim=0.8701 run_seconds=14646.173
epoch 367 heartbeat: batch=388/455 avg_train_loss=0.110296 avg_train_ssim=0.8703 run_seconds=14656.209
epoch 367: train_loss=0.110327 train_ssim=0.8703 val_loss=0.114328 val_ssim=0.8656 val_psnr=32.10 lr=0.00024698703 epoch_seconds=39.116 run_seconds=14664.995 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 368 heartbeat: batch=1/455 avg_train_loss=0.108991 avg_train_ssim=0.8719 run_seconds=14665.273
epoch 368 heartbeat: batch=129/455 avg_train_loss=0.110391 avg_train_ssim=0.8702 run_seconds=14675.344
epoch 368 heartbeat: batch=257/455 avg_train_loss=0.110231 avg_train_ssim=0.8704 run_seconds=14685.420
epoch 368 heartbeat: batch=390/455 avg_train_loss=0.110134 avg_train_ssim=0.8705 run_seconds=14695.444
epoch 368: train_loss=0.110161 train_ssim=0.8705 val_loss=0.114603 val_ssim=0.8653 val_psnr=32.21 lr=0.00025237605 epoch_seconds=39.059 run_seconds=14704.092 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 369 heartbeat: batch=1/455 avg_train_loss=0.109142 avg_train_ssim=0.8717 run_seconds=14704.369
epoch 369 heartbeat: batch=129/455 avg_train_loss=0.110291 avg_train_ssim=0.8704 run_seconds=14714.445
epoch 369 heartbeat: batch=257/455 avg_train_loss=0.110063 avg_train_ssim=0.8706 run_seconds=14724.512
epoch 369 heartbeat: batch=391/455 avg_train_loss=0.110049 avg_train_ssim=0.8706 run_seconds=14734.581
epoch 369: train_loss=0.110071 train_ssim=0.8706 val_loss=0.114246 val_ssim=0.8657 val_psnr=32.18 lr=0.00025753048 epoch_seconds=39.051 run_seconds=14743.181 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 370 heartbeat: batch=1/455 avg_train_loss=0.109096 avg_train_ssim=0.8718 run_seconds=14743.442
epoch 370 heartbeat: batch=129/455 avg_train_loss=0.110643 avg_train_ssim=0.8699 run_seconds=14753.520
epoch 370 heartbeat: batch=256/455 avg_train_loss=0.110536 avg_train_ssim=0.8701 run_seconds=14763.526
epoch 370 heartbeat: batch=389/455 avg_train_loss=0.110346 avg_train_ssim=0.8703 run_seconds=14773.556
epoch 370: train_loss=0.110384 train_ssim=0.8702 val_loss=0.115124 val_ssim=0.8647 val_psnr=32.08 lr=0.00026243791 epoch_seconds=39.174 run_seconds=14782.393 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 371 heartbeat: batch=1/455 avg_train_loss=0.120686 avg_train_ssim=0.8582 run_seconds=14782.654
epoch 371 heartbeat: batch=128/455 avg_train_loss=0.110188 avg_train_ssim=0.8705 run_seconds=14792.657
epoch 371 heartbeat: batch=255/455 avg_train_loss=0.110156 avg_train_ssim=0.8705 run_seconds=14802.661
epoch 371 heartbeat: batch=388/455 avg_train_loss=0.110087 avg_train_ssim=0.8706 run_seconds=14812.666
epoch 371: train_loss=0.110112 train_ssim=0.8706 val_loss=0.114636 val_ssim=0.8652 val_psnr=32.14 lr=0.00026708652 epoch_seconds=39.080 run_seconds=14821.508 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 372 heartbeat: batch=1/455 avg_train_loss=0.109336 avg_train_ssim=0.8715 run_seconds=14821.813
epoch 372 heartbeat: batch=127/455 avg_train_loss=0.110107 avg_train_ssim=0.8706 run_seconds=14831.820
epoch 372 heartbeat: batch=255/455 avg_train_loss=0.110313 avg_train_ssim=0.8703 run_seconds=14841.887
epoch 372 heartbeat: batch=389/455 avg_train_loss=0.110160 avg_train_ssim=0.8705 run_seconds=14851.947
epoch 372: train_loss=0.110110 train_ssim=0.8706 val_loss=0.114772 val_ssim=0.8651 val_psnr=31.99 lr=0.00027146509 epoch_seconds=39.135 run_seconds=14860.683 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 373 heartbeat: batch=1/455 avg_train_loss=0.110970 avg_train_ssim=0.8696 run_seconds=14860.964
epoch 373 heartbeat: batch=129/455 avg_train_loss=0.110029 avg_train_ssim=0.8707 run_seconds=14871.033
epoch 373 heartbeat: batch=257/455 avg_train_loss=0.110270 avg_train_ssim=0.8704 run_seconds=14881.109
epoch 373 heartbeat: batch=391/455 avg_train_loss=0.110141 avg_train_ssim=0.8705 run_seconds=14891.122
epoch 373: train_loss=0.110160 train_ssim=0.8705 val_loss=0.114312 val_ssim=0.8656 val_psnr=32.22 lr=0.00027556309 epoch_seconds=39.026 run_seconds=14899.745 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 374 heartbeat: batch=1/455 avg_train_loss=0.104319 avg_train_ssim=0.8774 run_seconds=14900.020
epoch 374 heartbeat: batch=128/455 avg_train_loss=0.110005 avg_train_ssim=0.8707 run_seconds=14910.056
epoch 374 heartbeat: batch=255/455 avg_train_loss=0.110271 avg_train_ssim=0.8704 run_seconds=14920.085
epoch 374 heartbeat: batch=389/455 avg_train_loss=0.110463 avg_train_ssim=0.8702 run_seconds=14930.163
epoch 374: train_loss=0.110375 train_ssim=0.8703 val_loss=0.114721 val_ssim=0.8651 val_psnr=32.06 lr=0.00027937065 epoch_seconds=39.213 run_seconds=14938.994 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 375 heartbeat: batch=1/455 avg_train_loss=0.109675 avg_train_ssim=0.8711 run_seconds=14939.263
epoch 375 heartbeat: batch=129/455 avg_train_loss=0.110196 avg_train_ssim=0.8705 run_seconds=14949.325
epoch 375 heartbeat: batch=256/455 avg_train_loss=0.110574 avg_train_ssim=0.8700 run_seconds=14959.326
epoch 375 heartbeat: batch=390/455 avg_train_loss=0.110420 avg_train_ssim=0.8702 run_seconds=14969.394
epoch 375: train_loss=0.110439 train_ssim=0.8702 val_loss=0.115002 val_ssim=0.8648 val_psnr=31.85 lr=0.00028287858 epoch_seconds=39.025 run_seconds=14978.055 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 376 heartbeat: batch=1/455 avg_train_loss=0.110640 avg_train_ssim=0.8699 run_seconds=14978.363
epoch 376 heartbeat: batch=127/455 avg_train_loss=0.111270 avg_train_ssim=0.8692 run_seconds=14988.420
epoch 376 heartbeat: batch=253/455 avg_train_loss=0.111009 avg_train_ssim=0.8695 run_seconds=14998.426
epoch 376 heartbeat: batch=387/455 avg_train_loss=0.110686 avg_train_ssim=0.8699 run_seconds=15008.482
epoch 376: train_loss=0.110572 train_ssim=0.8700 val_loss=0.114880 val_ssim=0.8650 val_psnr=31.94 lr=0.00028607845 epoch_seconds=39.301 run_seconds=15017.392 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 377 heartbeat: batch=1/455 avg_train_loss=0.108987 avg_train_ssim=0.8719 run_seconds=15017.655
epoch 377 heartbeat: batch=129/455 avg_train_loss=0.110189 avg_train_ssim=0.8705 run_seconds=15027.728
epoch 377 heartbeat: batch=257/455 avg_train_loss=0.110185 avg_train_ssim=0.8705 run_seconds=15037.805
epoch 377 heartbeat: batch=391/455 avg_train_loss=0.110219 avg_train_ssim=0.8704 run_seconds=15047.836
epoch 377: train_loss=0.110293 train_ssim=0.8704 val_loss=0.117118 val_ssim=0.8624 val_psnr=31.16 lr=0.00028896253 epoch_seconds=38.997 run_seconds=15056.425 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 378 heartbeat: batch=1/455 avg_train_loss=0.115426 avg_train_ssim=0.8643 run_seconds=15056.694
epoch 378 heartbeat: batch=128/455 avg_train_loss=0.112561 avg_train_ssim=0.8677 run_seconds=15066.744
epoch 378 heartbeat: batch=255/455 avg_train_loss=0.111648 avg_train_ssim=0.8688 run_seconds=15076.766
epoch 378 heartbeat: batch=388/455 avg_train_loss=0.111516 avg_train_ssim=0.8689 run_seconds=15086.794
epoch 378: train_loss=0.111442 train_ssim=0.8690 val_loss=0.115369 val_ssim=0.8644 val_psnr=31.31 lr=0.00029152389 epoch_seconds=39.215 run_seconds=15095.676 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 379 heartbeat: batch=1/455 avg_train_loss=0.110611 avg_train_ssim=0.8700 run_seconds=15095.974
epoch 379 heartbeat: batch=129/455 avg_train_loss=0.110668 avg_train_ssim=0.8699 run_seconds=15106.042
epoch 379 heartbeat: batch=256/455 avg_train_loss=0.110772 avg_train_ssim=0.8698 run_seconds=15116.046
epoch 379 heartbeat: batch=390/455 avg_train_loss=0.110570 avg_train_ssim=0.8700 run_seconds=15126.127
epoch 379: train_loss=0.110584 train_ssim=0.8700 val_loss=0.114782 val_ssim=0.8651 val_psnr=32.09 lr=0.00029375635 epoch_seconds=39.190 run_seconds=15134.902 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 380 heartbeat: batch=1/455 avg_train_loss=0.106278 avg_train_ssim=0.8751 run_seconds=15135.182
epoch 380 heartbeat: batch=128/455 avg_train_loss=0.110264 avg_train_ssim=0.8704 run_seconds=15145.241
epoch 380 heartbeat: batch=255/455 avg_train_loss=0.110400 avg_train_ssim=0.8702 run_seconds=15155.288
epoch 380 heartbeat: batch=389/455 avg_train_loss=0.110435 avg_train_ssim=0.8702 run_seconds=15165.296
epoch 380: train_loss=0.110384 train_ssim=0.8702 val_loss=0.114904 val_ssim=0.8649 val_psnr=32.12 lr=0.00029565453 epoch_seconds=39.088 run_seconds=15174.027 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 381 heartbeat: batch=1/455 avg_train_loss=0.105922 avg_train_ssim=0.8755 run_seconds=15174.295
epoch 381 heartbeat: batch=128/455 avg_train_loss=0.110504 avg_train_ssim=0.8701 run_seconds=15184.299
epoch 381 heartbeat: batch=256/455 avg_train_loss=0.110563 avg_train_ssim=0.8700 run_seconds=15194.371
epoch 381 heartbeat: batch=390/455 avg_train_loss=0.110418 avg_train_ssim=0.8702 run_seconds=15204.382
epoch 381: train_loss=0.110418 train_ssim=0.8702 val_loss=0.114326 val_ssim=0.8656 val_psnr=31.97 lr=0.00029721387 epoch_seconds=38.989 run_seconds=15213.053 gpu_index=0 gpu_util_pct=88 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 382 heartbeat: batch=1/455 avg_train_loss=0.110061 avg_train_ssim=0.8706 run_seconds=15213.327
epoch 382 heartbeat: batch=128/455 avg_train_loss=0.110304 avg_train_ssim=0.8703 run_seconds=15223.334
epoch 382 heartbeat: batch=255/455 avg_train_loss=0.110416 avg_train_ssim=0.8702 run_seconds=15233.344
epoch 382 heartbeat: batch=388/455 avg_train_loss=0.110369 avg_train_ssim=0.8703 run_seconds=15243.346
epoch 382: train_loss=0.110458 train_ssim=0.8702 val_loss=0.115044 val_ssim=0.8648 val_psnr=31.85 lr=0.00029843059 epoch_seconds=39.091 run_seconds=15252.182 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 383 heartbeat: batch=1/455 avg_train_loss=0.110861 avg_train_ssim=0.8697 run_seconds=15252.470
epoch 383 heartbeat: batch=128/455 avg_train_loss=0.110891 avg_train_ssim=0.8697 run_seconds=15262.480
epoch 383 heartbeat: batch=255/455 avg_train_loss=0.110661 avg_train_ssim=0.8699 run_seconds=15272.487
epoch 383 heartbeat: batch=388/455 avg_train_loss=0.110574 avg_train_ssim=0.8700 run_seconds=15282.490
epoch 383: train_loss=0.110447 train_ssim=0.8702 val_loss=0.114636 val_ssim=0.8652 val_psnr=32.12 lr=0.00029930179 epoch_seconds=39.168 run_seconds=15291.388 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 384 heartbeat: batch=1/455 avg_train_loss=0.110467 avg_train_ssim=0.8701 run_seconds=15291.672
epoch 384 heartbeat: batch=128/455 avg_train_loss=0.110076 avg_train_ssim=0.8706 run_seconds=15301.683
epoch 384 heartbeat: batch=256/455 avg_train_loss=0.110175 avg_train_ssim=0.8705 run_seconds=15311.760
epoch 384 heartbeat: batch=390/455 avg_train_loss=0.110148 avg_train_ssim=0.8705 run_seconds=15321.819
epoch 384: train_loss=0.110152 train_ssim=0.8705 val_loss=0.115126 val_ssim=0.8647 val_psnr=32.03 lr=0.00029982534 epoch_seconds=39.060 run_seconds=15330.483 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 385 heartbeat: batch=1/455 avg_train_loss=0.111537 avg_train_ssim=0.8689 run_seconds=15330.749
epoch 385 heartbeat: batch=129/455 avg_train_loss=0.110309 avg_train_ssim=0.8703 run_seconds=15340.821
epoch 385 heartbeat: batch=256/455 avg_train_loss=0.110160 avg_train_ssim=0.8705 run_seconds=15350.825
epoch 385 heartbeat: batch=389/455 avg_train_loss=0.110131 avg_train_ssim=0.8705 run_seconds=15360.848
epoch 385: train_loss=0.110129 train_ssim=0.8705 val_loss=0.114979 val_ssim=0.8648 val_psnr=31.97 lr=0.0003 epoch_seconds=39.069 run_seconds=15369.590 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 386 heartbeat: batch=1/455 avg_train_loss=0.118277 avg_train_ssim=0.8610 run_seconds=15369.872
epoch 386 heartbeat: batch=128/455 avg_train_loss=0.110179 avg_train_ssim=0.8705 run_seconds=15379.924
epoch 386 heartbeat: batch=255/455 avg_train_loss=0.110161 avg_train_ssim=0.8705 run_seconds=15389.970
epoch 386 heartbeat: batch=388/455 avg_train_loss=0.110147 avg_train_ssim=0.8705 run_seconds=15399.983
epoch 386: train_loss=0.110123 train_ssim=0.8706 val_loss=0.114371 val_ssim=0.8656 val_psnr=32.19 lr=0.00029982534 epoch_seconds=39.263 run_seconds=15408.894 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 387 heartbeat: batch=1/455 avg_train_loss=0.106281 avg_train_ssim=0.8751 run_seconds=15409.207
epoch 387 heartbeat: batch=128/455 avg_train_loss=0.110453 avg_train_ssim=0.8702 run_seconds=15419.228
epoch 387 heartbeat: batch=255/455 avg_train_loss=0.110618 avg_train_ssim=0.8700 run_seconds=15429.232
epoch 387 heartbeat: batch=388/455 avg_train_loss=0.110587 avg_train_ssim=0.8700 run_seconds=15439.275
epoch 387: train_loss=0.110504 train_ssim=0.8701 val_loss=0.114679 val_ssim=0.8652 val_psnr=32.09 lr=0.00029930179 epoch_seconds=39.189 run_seconds=15448.123 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 388 heartbeat: batch=1/455 avg_train_loss=0.110648 avg_train_ssim=0.8699 run_seconds=15448.384
epoch 388 heartbeat: batch=129/455 avg_train_loss=0.109872 avg_train_ssim=0.8708 run_seconds=15458.451
epoch 388 heartbeat: batch=256/455 avg_train_loss=0.110057 avg_train_ssim=0.8706 run_seconds=15468.459
epoch 388 heartbeat: batch=390/455 avg_train_loss=0.110077 avg_train_ssim=0.8706 run_seconds=15478.481
epoch 388: train_loss=0.110081 train_ssim=0.8706 val_loss=0.114518 val_ssim=0.8654 val_psnr=31.80 lr=0.00029843059 epoch_seconds=38.986 run_seconds=15487.145 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 389 heartbeat: batch=1/455 avg_train_loss=0.108704 avg_train_ssim=0.8722 run_seconds=15487.437
epoch 389 heartbeat: batch=129/455 avg_train_loss=0.110311 avg_train_ssim=0.8703 run_seconds=15497.505
epoch 389 heartbeat: batch=256/455 avg_train_loss=0.110509 avg_train_ssim=0.8701 run_seconds=15507.513
epoch 389 heartbeat: batch=390/455 avg_train_loss=0.110535 avg_train_ssim=0.8701 run_seconds=15517.586
epoch 389: train_loss=0.110584 train_ssim=0.8700 val_loss=0.117039 val_ssim=0.8624 val_psnr=31.87 lr=0.00029721387 epoch_seconds=39.135 run_seconds=15526.315 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 390 heartbeat: batch=1/455 avg_train_loss=0.111848 avg_train_ssim=0.8685 run_seconds=15526.583
epoch 390 heartbeat: batch=128/455 avg_train_loss=0.111927 avg_train_ssim=0.8684 run_seconds=15536.593
epoch 390 heartbeat: batch=255/455 avg_train_loss=0.111323 avg_train_ssim=0.8691 run_seconds=15546.600
epoch 390 heartbeat: batch=391/455 avg_train_loss=0.110913 avg_train_ssim=0.8696 run_seconds=15556.656
epoch 390: train_loss=0.110789 train_ssim=0.8698 val_loss=0.114411 val_ssim=0.8655 val_psnr=32.13 lr=0.00029565453 epoch_seconds=38.934 run_seconds=15565.286 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 391 heartbeat: batch=1/455 avg_train_loss=0.114760 avg_train_ssim=0.8651 run_seconds=15565.595
epoch 391 heartbeat: batch=128/455 avg_train_loss=0.110415 avg_train_ssim=0.8702 run_seconds=15575.608
epoch 391 heartbeat: batch=255/455 avg_train_loss=0.110568 avg_train_ssim=0.8700 run_seconds=15585.618
epoch 391 heartbeat: batch=389/455 avg_train_loss=0.110512 avg_train_ssim=0.8701 run_seconds=15595.693
epoch 391: train_loss=0.110428 train_ssim=0.8702 val_loss=0.115052 val_ssim=0.8648 val_psnr=32.06 lr=0.00029375635 epoch_seconds=39.131 run_seconds=15604.454 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 392 heartbeat: batch=1/455 avg_train_loss=0.109926 avg_train_ssim=0.8708 run_seconds=15604.738
epoch 392 heartbeat: batch=128/455 avg_train_loss=0.110221 avg_train_ssim=0.8704 run_seconds=15614.814
epoch 392 heartbeat: batch=256/455 avg_train_loss=0.110177 avg_train_ssim=0.8705 run_seconds=15624.885
epoch 392 heartbeat: batch=389/455 avg_train_loss=0.110194 avg_train_ssim=0.8705 run_seconds=15634.907
epoch 392: train_loss=0.110295 train_ssim=0.8704 val_loss=0.115111 val_ssim=0.8647 val_psnr=32.10 lr=0.00029152389 epoch_seconds=39.168 run_seconds=15643.658 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 393 heartbeat: batch=1/455 avg_train_loss=0.111118 avg_train_ssim=0.8694 run_seconds=15643.922
epoch 393 heartbeat: batch=128/455 avg_train_loss=0.110294 avg_train_ssim=0.8704 run_seconds=15653.928
epoch 393 heartbeat: batch=255/455 avg_train_loss=0.110221 avg_train_ssim=0.8704 run_seconds=15663.939
epoch 393 heartbeat: batch=392/455 avg_train_loss=0.110443 avg_train_ssim=0.8702 run_seconds=15673.952
epoch 393: train_loss=0.110377 train_ssim=0.8703 val_loss=0.114271 val_ssim=0.8657 val_psnr=32.22 lr=0.00028896253 epoch_seconds=38.849 run_seconds=15682.543 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 394 heartbeat: batch=1/455 avg_train_loss=0.109977 avg_train_ssim=0.8707 run_seconds=15682.832
epoch 394 heartbeat: batch=128/455 avg_train_loss=0.109841 avg_train_ssim=0.8709 run_seconds=15692.873
epoch 394 heartbeat: batch=256/455 avg_train_loss=0.109801 avg_train_ssim=0.8709 run_seconds=15702.947
epoch 394 heartbeat: batch=389/455 avg_train_loss=0.109931 avg_train_ssim=0.8708 run_seconds=15712.966
epoch 394: train_loss=0.109917 train_ssim=0.8708 val_loss=0.114689 val_ssim=0.8652 val_psnr=31.96 lr=0.00028607845 epoch_seconds=39.160 run_seconds=15721.741 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 395 heartbeat: batch=1/455 avg_train_loss=0.109160 avg_train_ssim=0.8717 run_seconds=15722.020
epoch 395 heartbeat: batch=128/455 avg_train_loss=0.110040 avg_train_ssim=0.8707 run_seconds=15732.086
epoch 395 heartbeat: batch=255/455 avg_train_loss=0.110050 avg_train_ssim=0.8706 run_seconds=15742.143
epoch 395 heartbeat: batch=388/455 avg_train_loss=0.109986 avg_train_ssim=0.8707 run_seconds=15752.180
epoch 395: train_loss=0.110022 train_ssim=0.8707 val_loss=0.114754 val_ssim=0.8651 val_psnr=32.07 lr=0.00028287858 epoch_seconds=39.308 run_seconds=15761.085 gpu_index=0 gpu_util_pct=87 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 396 heartbeat: batch=1/455 avg_train_loss=0.108482 avg_train_ssim=0.8725 run_seconds=15761.349
epoch 396 heartbeat: batch=128/455 avg_train_loss=0.109821 avg_train_ssim=0.8709 run_seconds=15771.365
epoch 396 heartbeat: batch=254/455 avg_train_loss=0.109817 avg_train_ssim=0.8709 run_seconds=15781.378
epoch 396 heartbeat: batch=388/455 avg_train_loss=0.109829 avg_train_ssim=0.8709 run_seconds=15791.442
epoch 396: train_loss=0.109898 train_ssim=0.8708 val_loss=0.114720 val_ssim=0.8651 val_psnr=32.07 lr=0.00027937065 epoch_seconds=39.134 run_seconds=15800.254 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 397 heartbeat: batch=1/455 avg_train_loss=0.111262 avg_train_ssim=0.8692 run_seconds=15800.539
epoch 397 heartbeat: batch=129/455 avg_train_loss=0.109933 avg_train_ssim=0.8708 run_seconds=15810.601
epoch 397 heartbeat: batch=256/455 avg_train_loss=0.109682 avg_train_ssim=0.8711 run_seconds=15820.619
epoch 397 heartbeat: batch=391/455 avg_train_loss=0.109836 avg_train_ssim=0.8709 run_seconds=15830.686
epoch 397: train_loss=0.109834 train_ssim=0.8709 val_loss=0.114595 val_ssim=0.8653 val_psnr=31.99 lr=0.00027556309 epoch_seconds=38.979 run_seconds=15839.272 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 398 heartbeat: batch=1/455 avg_train_loss=0.109040 avg_train_ssim=0.8718 run_seconds=15839.536
epoch 398 heartbeat: batch=129/455 avg_train_loss=0.110029 avg_train_ssim=0.8707 run_seconds=15849.607
epoch 398 heartbeat: batch=257/455 avg_train_loss=0.109785 avg_train_ssim=0.8709 run_seconds=15859.685
epoch 398 heartbeat: batch=391/455 avg_train_loss=0.109936 avg_train_ssim=0.8708 run_seconds=15869.737
epoch 398: train_loss=0.109920 train_ssim=0.8708 val_loss=0.114223 val_ssim=0.8657 val_psnr=32.25 lr=0.00027146509 epoch_seconds=39.022 run_seconds=15878.331 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 399 heartbeat: batch=1/455 avg_train_loss=0.110534 avg_train_ssim=0.8701 run_seconds=15878.632
epoch 399 heartbeat: batch=128/455 avg_train_loss=0.109874 avg_train_ssim=0.8708 run_seconds=15888.636
epoch 399 heartbeat: batch=255/455 avg_train_loss=0.109925 avg_train_ssim=0.8708 run_seconds=15898.639
epoch 399 heartbeat: batch=389/455 avg_train_loss=0.109758 avg_train_ssim=0.8710 run_seconds=15908.709
epoch 399: train_loss=0.109827 train_ssim=0.8709 val_loss=0.114457 val_ssim=0.8655 val_psnr=32.07 lr=0.00026708652 epoch_seconds=39.161 run_seconds=15917.527 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 400 heartbeat: batch=1/455 avg_train_loss=0.110689 avg_train_ssim=0.8699 run_seconds=15917.833
epoch 400 heartbeat: batch=128/455 avg_train_loss=0.109894 avg_train_ssim=0.8708 run_seconds=15927.843
epoch 400 heartbeat: batch=255/455 avg_train_loss=0.109938 avg_train_ssim=0.8708 run_seconds=15937.881
epoch 400 heartbeat: batch=389/455 avg_train_loss=0.109788 avg_train_ssim=0.8709 run_seconds=15947.958
epoch 400: train_loss=0.109840 train_ssim=0.8709 val_loss=0.115120 val_ssim=0.8647 val_psnr=32.03 lr=0.00026243791 epoch_seconds=39.133 run_seconds=15956.699 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 401 heartbeat: batch=1/455 avg_train_loss=0.115074 avg_train_ssim=0.8647 run_seconds=15957.014
epoch 401 heartbeat: batch=128/455 avg_train_loss=0.109910 avg_train_ssim=0.8708 run_seconds=15967.033
epoch 401 heartbeat: batch=256/455 avg_train_loss=0.109786 avg_train_ssim=0.8710 run_seconds=15977.111
epoch 401 heartbeat: batch=393/455 avg_train_loss=0.110144 avg_train_ssim=0.8705 run_seconds=15987.133
epoch 401: train_loss=0.110074 train_ssim=0.8706 val_loss=0.114239 val_ssim=0.8657 val_psnr=32.04 lr=0.00025753048 epoch_seconds=38.823 run_seconds=15995.557 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 402 heartbeat: batch=1/455 avg_train_loss=0.110118 avg_train_ssim=0.8706 run_seconds=15995.818
epoch 402 heartbeat: batch=128/455 avg_train_loss=0.109426 avg_train_ssim=0.8714 run_seconds=16005.827
epoch 402 heartbeat: batch=256/455 avg_train_loss=0.109434 avg_train_ssim=0.8714 run_seconds=16015.909
epoch 402 heartbeat: batch=389/455 avg_train_loss=0.109565 avg_train_ssim=0.8712 run_seconds=16025.947
epoch 402: train_loss=0.109590 train_ssim=0.8712 val_loss=0.114254 val_ssim=0.8657 val_psnr=32.18 lr=0.00025237605 epoch_seconds=39.106 run_seconds=16034.699 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 403 heartbeat: batch=1/455 avg_train_loss=0.109791 avg_train_ssim=0.8710 run_seconds=16034.986
epoch 403 heartbeat: batch=126/455 avg_train_loss=0.109562 avg_train_ssim=0.8712 run_seconds=16044.989
epoch 403 heartbeat: batch=254/455 avg_train_loss=0.109569 avg_train_ssim=0.8712 run_seconds=16055.061
epoch 403 heartbeat: batch=387/455 avg_train_loss=0.109872 avg_train_ssim=0.8708 run_seconds=16065.062
epoch 403: train_loss=0.109910 train_ssim=0.8708 val_loss=0.114848 val_ssim=0.8650 val_psnr=32.09 lr=0.00024698703 epoch_seconds=39.273 run_seconds=16074.009 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 404 heartbeat: batch=1/455 avg_train_loss=0.112488 avg_train_ssim=0.8678 run_seconds=16074.285
epoch 404 heartbeat: batch=129/455 avg_train_loss=0.109764 avg_train_ssim=0.8710 run_seconds=16084.363
epoch 404 heartbeat: batch=256/455 avg_train_loss=0.109846 avg_train_ssim=0.8709 run_seconds=16094.379
epoch 404 heartbeat: batch=390/455 avg_train_loss=0.109823 avg_train_ssim=0.8709 run_seconds=16104.437
epoch 404: train_loss=0.109691 train_ssim=0.8711 val_loss=0.114240 val_ssim=0.8657 val_psnr=32.24 lr=0.0002413764 epoch_seconds=39.084 run_seconds=16113.130 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 405 heartbeat: batch=1/455 avg_train_loss=0.108520 avg_train_ssim=0.8724 run_seconds=16113.405
epoch 405 heartbeat: batch=128/455 avg_train_loss=0.109565 avg_train_ssim=0.8712 run_seconds=16123.408
epoch 405 heartbeat: batch=255/455 avg_train_loss=0.109407 avg_train_ssim=0.8714 run_seconds=16133.409
epoch 405 heartbeat: batch=388/455 avg_train_loss=0.109583 avg_train_ssim=0.8712 run_seconds=16143.452
epoch 405: train_loss=0.109536 train_ssim=0.8712 val_loss=0.114758 val_ssim=0.8651 val_psnr=32.16 lr=0.00023555768 epoch_seconds=39.201 run_seconds=16152.368 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 406 heartbeat: batch=1/455 avg_train_loss=0.110035 avg_train_ssim=0.8707 run_seconds=16152.643
epoch 406 heartbeat: batch=128/455 avg_train_loss=0.109257 avg_train_ssim=0.8716 run_seconds=16162.672
epoch 406 heartbeat: batch=255/455 avg_train_loss=0.109249 avg_train_ssim=0.8716 run_seconds=16172.682
epoch 406 heartbeat: batch=389/455 avg_train_loss=0.109736 avg_train_ssim=0.8710 run_seconds=16182.718
epoch 406: train_loss=0.109935 train_ssim=0.8708 val_loss=0.114508 val_ssim=0.8654 val_psnr=32.16 lr=0.0002295449 epoch_seconds=39.107 run_seconds=16191.509 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 407 heartbeat: batch=1/455 avg_train_loss=0.111735 avg_train_ssim=0.8687 run_seconds=16191.782
epoch 407 heartbeat: batch=128/455 avg_train_loss=0.110073 avg_train_ssim=0.8706 run_seconds=16201.840
epoch 407 heartbeat: batch=255/455 avg_train_loss=0.109763 avg_train_ssim=0.8710 run_seconds=16211.888
epoch 407 heartbeat: batch=389/455 avg_train_loss=0.109693 avg_train_ssim=0.8711 run_seconds=16221.959
epoch 407: train_loss=0.109683 train_ssim=0.8711 val_loss=0.114264 val_ssim=0.8657 val_psnr=32.22 lr=0.00022335253 epoch_seconds=39.179 run_seconds=16230.726 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 408 heartbeat: batch=1/455 avg_train_loss=0.108670 avg_train_ssim=0.8723 run_seconds=16231.037
epoch 408 heartbeat: batch=128/455 avg_train_loss=0.109377 avg_train_ssim=0.8714 run_seconds=16241.054
epoch 408 heartbeat: batch=256/455 avg_train_loss=0.109500 avg_train_ssim=0.8713 run_seconds=16251.130
epoch 408 heartbeat: batch=389/455 avg_train_loss=0.109396 avg_train_ssim=0.8714 run_seconds=16261.199
epoch 408: train_loss=0.109406 train_ssim=0.8714 val_loss=0.113933 val_ssim=0.8661 val_psnr=32.19 lr=0.00021699549 epoch_seconds=39.227 run_seconds=16269.989 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 409 heartbeat: batch=1/455 avg_train_loss=0.108049 avg_train_ssim=0.8730 run_seconds=16270.296
epoch 409 heartbeat: batch=128/455 avg_train_loss=0.108893 avg_train_ssim=0.8720 run_seconds=16280.305
epoch 409 heartbeat: batch=255/455 avg_train_loss=0.109033 avg_train_ssim=0.8718 run_seconds=16290.309
epoch 409 heartbeat: batch=388/455 avg_train_loss=0.109224 avg_train_ssim=0.8716 run_seconds=16300.321
epoch 409: train_loss=0.109173 train_ssim=0.8717 val_loss=0.113624 val_ssim=0.8664 val_psnr=32.24 lr=0.0002104891 epoch_seconds=39.124 run_seconds=16309.148 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 410 heartbeat: batch=1/455 avg_train_loss=0.109229 avg_train_ssim=0.8716 run_seconds=16309.447
epoch 410 heartbeat: batch=127/455 avg_train_loss=0.109342 avg_train_ssim=0.8715 run_seconds=16319.454
epoch 410 heartbeat: batch=255/455 avg_train_loss=0.109288 avg_train_ssim=0.8715 run_seconds=16329.532
epoch 410 heartbeat: batch=392/455 avg_train_loss=0.109290 avg_train_ssim=0.8715 run_seconds=16339.603
epoch 410: train_loss=0.109320 train_ssim=0.8715 val_loss=0.114309 val_ssim=0.8656 val_psnr=32.01 lr=0.00020384903 epoch_seconds=38.898 run_seconds=16348.085 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 411 heartbeat: batch=1/455 avg_train_loss=0.110486 avg_train_ssim=0.8701 run_seconds=16348.354
epoch 411 heartbeat: batch=128/455 avg_train_loss=0.109282 avg_train_ssim=0.8715 run_seconds=16358.418
epoch 411 heartbeat: batch=255/455 avg_train_loss=0.109154 avg_train_ssim=0.8717 run_seconds=16368.432
epoch 411 heartbeat: batch=389/455 avg_train_loss=0.109084 avg_train_ssim=0.8718 run_seconds=16378.491
epoch 411: train_loss=0.109197 train_ssim=0.8716 val_loss=0.114023 val_ssim=0.8660 val_psnr=32.20 lr=0.00019709128 epoch_seconds=39.148 run_seconds=16387.270 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 412 heartbeat: batch=1/455 avg_train_loss=0.109713 avg_train_ssim=0.8710 run_seconds=16387.541
epoch 412 heartbeat: batch=128/455 avg_train_loss=0.109056 avg_train_ssim=0.8718 run_seconds=16397.601
epoch 412 heartbeat: batch=255/455 avg_train_loss=0.109155 avg_train_ssim=0.8717 run_seconds=16407.641
epoch 412 heartbeat: batch=389/455 avg_train_loss=0.109103 avg_train_ssim=0.8718 run_seconds=16417.694
epoch 412: train_loss=0.109128 train_ssim=0.8717 val_loss=0.114060 val_ssim=0.8659 val_psnr=32.09 lr=0.00019023213 epoch_seconds=39.142 run_seconds=16426.449 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 413 heartbeat: batch=1/455 avg_train_loss=0.109476 avg_train_ssim=0.8713 run_seconds=16426.724
epoch 413 heartbeat: batch=127/455 avg_train_loss=0.108970 avg_train_ssim=0.8719 run_seconds=16436.728
epoch 413 heartbeat: batch=255/455 avg_train_loss=0.109031 avg_train_ssim=0.8718 run_seconds=16446.795
epoch 413 heartbeat: batch=389/455 avg_train_loss=0.109092 avg_train_ssim=0.8718 run_seconds=16456.866
epoch 413: train_loss=0.109077 train_ssim=0.8718 val_loss=0.114118 val_ssim=0.8659 val_psnr=32.05 lr=0.0001832881 epoch_seconds=39.185 run_seconds=16465.671 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 414 heartbeat: batch=1/455 avg_train_loss=0.108899 avg_train_ssim=0.8720 run_seconds=16465.958
epoch 414 heartbeat: batch=127/455 avg_train_loss=0.108735 avg_train_ssim=0.8722 run_seconds=16475.985
epoch 414 heartbeat: batch=254/455 avg_train_loss=0.108828 avg_train_ssim=0.8721 run_seconds=16486.000
epoch 414 heartbeat: batch=388/455 avg_train_loss=0.108898 avg_train_ssim=0.8720 run_seconds=16496.038
epoch 414: train_loss=0.108927 train_ssim=0.8720 val_loss=0.114098 val_ssim=0.8659 val_psnr=32.21 lr=0.00017627592 epoch_seconds=39.178 run_seconds=16504.887 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 415 heartbeat: batch=1/455 avg_train_loss=0.109071 avg_train_ssim=0.8718 run_seconds=16505.182
epoch 415 heartbeat: batch=129/455 avg_train_loss=0.108859 avg_train_ssim=0.8720 run_seconds=16515.258
epoch 415 heartbeat: batch=257/455 avg_train_loss=0.108775 avg_train_ssim=0.8721 run_seconds=16525.336
epoch 415 heartbeat: batch=393/455 avg_train_loss=0.108929 avg_train_ssim=0.8720 run_seconds=16535.385
epoch 415: train_loss=0.108951 train_ssim=0.8719 val_loss=0.113889 val_ssim=0.8661 val_psnr=32.15 lr=0.00016921249 epoch_seconds=38.900 run_seconds=16543.823 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 416 heartbeat: batch=1/455 avg_train_loss=0.107387 avg_train_ssim=0.8738 run_seconds=16544.120
epoch 416 heartbeat: batch=129/455 avg_train_loss=0.109011 avg_train_ssim=0.8719 run_seconds=16554.194
epoch 416 heartbeat: batch=257/455 avg_train_loss=0.109133 avg_train_ssim=0.8717 run_seconds=16564.269
epoch 416 heartbeat: batch=390/455 avg_train_loss=0.108921 avg_train_ssim=0.8720 run_seconds=16574.301
epoch 416: train_loss=0.108852 train_ssim=0.8720 val_loss=0.113527 val_ssim=0.8666 val_psnr=32.02 lr=0.00016211481 epoch_seconds=39.090 run_seconds=16582.950 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 417 heartbeat: batch=1/455 avg_train_loss=0.110322 avg_train_ssim=0.8703 run_seconds=16583.250
epoch 417 heartbeat: batch=129/455 avg_train_loss=0.108674 avg_train_ssim=0.8723 run_seconds=16593.326
epoch 417 heartbeat: batch=256/455 avg_train_loss=0.108790 avg_train_ssim=0.8721 run_seconds=16603.331
epoch 417 heartbeat: batch=390/455 avg_train_loss=0.108807 avg_train_ssim=0.8721 run_seconds=16613.393
epoch 417: train_loss=0.108835 train_ssim=0.8721 val_loss=0.114085 val_ssim=0.8659 val_psnr=31.99 lr=0.000155 epoch_seconds=39.072 run_seconds=16622.058 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 418 heartbeat: batch=1/455 avg_train_loss=0.108408 avg_train_ssim=0.8726 run_seconds=16622.320
epoch 418 heartbeat: batch=128/455 avg_train_loss=0.108675 avg_train_ssim=0.8723 run_seconds=16632.332
epoch 418 heartbeat: batch=255/455 avg_train_loss=0.108831 avg_train_ssim=0.8721 run_seconds=16642.340
epoch 418 heartbeat: batch=389/455 avg_train_loss=0.108790 avg_train_ssim=0.8721 run_seconds=16652.404
epoch 418: train_loss=0.108766 train_ssim=0.8721 val_loss=0.113521 val_ssim=0.8666 val_psnr=32.14 lr=0.00014788519 epoch_seconds=39.042 run_seconds=16661.134 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 419 heartbeat: batch=1/455 avg_train_loss=0.109764 avg_train_ssim=0.8710 run_seconds=16661.397
epoch 419 heartbeat: batch=129/455 avg_train_loss=0.108979 avg_train_ssim=0.8719 run_seconds=16671.459
epoch 419 heartbeat: batch=257/455 avg_train_loss=0.108685 avg_train_ssim=0.8722 run_seconds=16681.538
epoch 419 heartbeat: batch=390/455 avg_train_loss=0.108652 avg_train_ssim=0.8723 run_seconds=16691.572
epoch 419: train_loss=0.108665 train_ssim=0.8723 val_loss=0.113210 val_ssim=0.8669 val_psnr=32.19 lr=0.00014078751 epoch_seconds=39.078 run_seconds=16700.248 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 420 heartbeat: batch=1/455 avg_train_loss=0.111965 avg_train_ssim=0.8684 run_seconds=16700.529
epoch 420 heartbeat: batch=128/455 avg_train_loss=0.108650 avg_train_ssim=0.8723 run_seconds=16710.567
epoch 420 heartbeat: batch=255/455 avg_train_loss=0.108445 avg_train_ssim=0.8725 run_seconds=16720.578
epoch 420 heartbeat: batch=389/455 avg_train_loss=0.108445 avg_train_ssim=0.8725 run_seconds=16730.641
epoch 420: train_loss=0.108499 train_ssim=0.8725 val_loss=0.113613 val_ssim=0.8664 val_psnr=32.23 lr=0.00013372408 epoch_seconds=39.102 run_seconds=16739.386 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 421 heartbeat: batch=1/455 avg_train_loss=0.114227 avg_train_ssim=0.8657 run_seconds=16739.656
epoch 421 heartbeat: batch=129/455 avg_train_loss=0.108742 avg_train_ssim=0.8722 run_seconds=16749.731
epoch 421 heartbeat: batch=256/455 avg_train_loss=0.108649 avg_train_ssim=0.8723 run_seconds=16759.736
epoch 421 heartbeat: batch=393/455 avg_train_loss=0.108566 avg_train_ssim=0.8724 run_seconds=16769.780
epoch 421: train_loss=0.108557 train_ssim=0.8724 val_loss=0.113909 val_ssim=0.8661 val_psnr=32.20 lr=0.0001267119 epoch_seconds=38.817 run_seconds=16778.240 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 422 heartbeat: batch=1/455 avg_train_loss=0.109095 avg_train_ssim=0.8718 run_seconds=16778.564
epoch 422 heartbeat: batch=128/455 avg_train_loss=0.108427 avg_train_ssim=0.8725 run_seconds=16788.586
epoch 422 heartbeat: batch=255/455 avg_train_loss=0.108442 avg_train_ssim=0.8725 run_seconds=16798.594
epoch 422 heartbeat: batch=389/455 avg_train_loss=0.108341 avg_train_ssim=0.8726 run_seconds=16808.652
epoch 422: train_loss=0.108387 train_ssim=0.8726 val_loss=0.113388 val_ssim=0.8667 val_psnr=32.28 lr=0.00011976787 epoch_seconds=39.147 run_seconds=16817.424 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 423 heartbeat: batch=1/455 avg_train_loss=0.105538 avg_train_ssim=0.8759 run_seconds=16817.695
epoch 423 heartbeat: batch=128/455 avg_train_loss=0.108172 avg_train_ssim=0.8728 run_seconds=16827.756
epoch 423 heartbeat: batch=255/455 avg_train_loss=0.108296 avg_train_ssim=0.8727 run_seconds=16837.786
epoch 423 heartbeat: batch=388/455 avg_train_loss=0.108328 avg_train_ssim=0.8727 run_seconds=16847.794
epoch 423: train_loss=0.108312 train_ssim=0.8727 val_loss=0.113481 val_ssim=0.8666 val_psnr=32.22 lr=0.00011290872 epoch_seconds=39.159 run_seconds=16856.619 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 424 heartbeat: batch=1/455 avg_train_loss=0.108415 avg_train_ssim=0.8726 run_seconds=16856.896
epoch 424 heartbeat: batch=129/455 avg_train_loss=0.108473 avg_train_ssim=0.8725 run_seconds=16866.969
epoch 424 heartbeat: batch=256/455 avg_train_loss=0.108423 avg_train_ssim=0.8725 run_seconds=16877.031
epoch 424 heartbeat: batch=390/455 avg_train_loss=0.108296 avg_train_ssim=0.8727 run_seconds=16887.090
epoch 424: train_loss=0.108279 train_ssim=0.8727 val_loss=0.112966 val_ssim=0.8672 val_psnr=32.13 lr=0.00010615097 epoch_seconds=39.153 run_seconds=16895.809 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 425 heartbeat: batch=1/455 avg_train_loss=0.106566 avg_train_ssim=0.8747 run_seconds=16896.097
epoch 425 heartbeat: batch=129/455 avg_train_loss=0.108536 avg_train_ssim=0.8724 run_seconds=16906.163
epoch 425 heartbeat: batch=256/455 avg_train_loss=0.108467 avg_train_ssim=0.8725 run_seconds=16916.167
epoch 425 heartbeat: batch=390/455 avg_train_loss=0.108237 avg_train_ssim=0.8728 run_seconds=16926.210
epoch 425: train_loss=0.108208 train_ssim=0.8728 val_loss=0.113055 val_ssim=0.8671 val_psnr=32.27 lr=9.9510902e-05 epoch_seconds=39.079 run_seconds=16934.923 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 426 heartbeat: batch=1/455 avg_train_loss=0.107516 avg_train_ssim=0.8736 run_seconds=16935.222
epoch 426 heartbeat: batch=128/455 avg_train_loss=0.108117 avg_train_ssim=0.8729 run_seconds=16945.253
epoch 426 heartbeat: batch=255/455 avg_train_loss=0.108099 avg_train_ssim=0.8729 run_seconds=16955.309
epoch 426 heartbeat: batch=388/455 avg_train_loss=0.108075 avg_train_ssim=0.8730 run_seconds=16965.311
epoch 426: train_loss=0.108069 train_ssim=0.8730 val_loss=0.112928 val_ssim=0.8672 val_psnr=32.26 lr=9.3004511e-05 epoch_seconds=39.238 run_seconds=16974.198 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 427 heartbeat: batch=1/455 avg_train_loss=0.109764 avg_train_ssim=0.8710 run_seconds=16974.467
epoch 427 heartbeat: batch=128/455 avg_train_loss=0.108082 avg_train_ssim=0.8729 run_seconds=16984.495
epoch 427 heartbeat: batch=254/455 avg_train_loss=0.108067 avg_train_ssim=0.8730 run_seconds=16994.505
epoch 427 heartbeat: batch=388/455 avg_train_loss=0.108058 avg_train_ssim=0.8730 run_seconds=17004.573
epoch 427: train_loss=0.108042 train_ssim=0.8730 val_loss=0.113264 val_ssim=0.8669 val_psnr=32.25 lr=8.6647473e-05 epoch_seconds=39.189 run_seconds=17013.427 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 428 heartbeat: batch=1/455 avg_train_loss=0.110062 avg_train_ssim=0.8706 run_seconds=17013.707
epoch 428 heartbeat: batch=129/455 avg_train_loss=0.107927 avg_train_ssim=0.8731 run_seconds=17023.780
epoch 428 heartbeat: batch=257/455 avg_train_loss=0.107948 avg_train_ssim=0.8731 run_seconds=17033.851
epoch 428 heartbeat: batch=391/455 avg_train_loss=0.107902 avg_train_ssim=0.8732 run_seconds=17043.929
epoch 428: train_loss=0.107983 train_ssim=0.8731 val_loss=0.112718 val_ssim=0.8675 val_psnr=32.28 lr=8.0455102e-05 epoch_seconds=39.098 run_seconds=17052.563 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 429 heartbeat: batch=1/455 avg_train_loss=0.104759 avg_train_ssim=0.8769 run_seconds=17052.845
epoch 429 heartbeat: batch=128/455 avg_train_loss=0.107917 avg_train_ssim=0.8731 run_seconds=17062.914
epoch 429 heartbeat: batch=255/455 avg_train_loss=0.107916 avg_train_ssim=0.8731 run_seconds=17072.932
epoch 429 heartbeat: batch=388/455 avg_train_loss=0.107836 avg_train_ssim=0.8732 run_seconds=17083.010
epoch 429: train_loss=0.107919 train_ssim=0.8731 val_loss=0.113646 val_ssim=0.8664 val_psnr=32.30 lr=7.4442316e-05 epoch_seconds=39.217 run_seconds=17091.816 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 430 heartbeat: batch=1/455 avg_train_loss=0.110666 avg_train_ssim=0.8699 run_seconds=17092.090
epoch 430 heartbeat: batch=128/455 avg_train_loss=0.107965 avg_train_ssim=0.8731 run_seconds=17102.114
epoch 430 heartbeat: batch=255/455 avg_train_loss=0.107708 avg_train_ssim=0.8734 run_seconds=17112.117
epoch 430 heartbeat: batch=388/455 avg_train_loss=0.107736 avg_train_ssim=0.8734 run_seconds=17122.131
epoch 430: train_loss=0.107829 train_ssim=0.8732 val_loss=0.112906 val_ssim=0.8673 val_psnr=32.28 lr=6.8623601e-05 epoch_seconds=39.114 run_seconds=17130.969 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 431 heartbeat: batch=1/455 avg_train_loss=0.105287 avg_train_ssim=0.8762 run_seconds=17131.236
epoch 431 heartbeat: batch=128/455 avg_train_loss=0.107774 avg_train_ssim=0.8733 run_seconds=17141.271
epoch 431 heartbeat: batch=254/455 avg_train_loss=0.107733 avg_train_ssim=0.8734 run_seconds=17151.278
epoch 431 heartbeat: batch=388/455 avg_train_loss=0.107752 avg_train_ssim=0.8733 run_seconds=17161.338
epoch 431: train_loss=0.107747 train_ssim=0.8733 val_loss=0.112776 val_ssim=0.8674 val_psnr=32.28 lr=6.3012974e-05 epoch_seconds=39.175 run_seconds=17170.182 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 432 heartbeat: batch=1/455 avg_train_loss=0.105286 avg_train_ssim=0.8762 run_seconds=17170.454
epoch 432 heartbeat: batch=128/455 avg_train_loss=0.107747 avg_train_ssim=0.8733 run_seconds=17180.491
epoch 432 heartbeat: batch=256/455 avg_train_loss=0.107656 avg_train_ssim=0.8735 run_seconds=17190.563
epoch 432 heartbeat: batch=389/455 avg_train_loss=0.107649 avg_train_ssim=0.8735 run_seconds=17200.573
epoch 432: train_loss=0.107718 train_ssim=0.8734 val_loss=0.112791 val_ssim=0.8674 val_psnr=32.27 lr=5.7623952e-05 epoch_seconds=39.106 run_seconds=17209.325 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 433 heartbeat: batch=1/455 avg_train_loss=0.107535 avg_train_ssim=0.8736 run_seconds=17209.642
epoch 433 heartbeat: batch=129/455 avg_train_loss=0.107854 avg_train_ssim=0.8732 run_seconds=17219.701
epoch 433 heartbeat: batch=256/455 avg_train_loss=0.107701 avg_train_ssim=0.8734 run_seconds=17229.712
epoch 433 heartbeat: batch=389/455 avg_train_loss=0.107713 avg_train_ssim=0.8734 run_seconds=17239.725
epoch 433: train_loss=0.107676 train_ssim=0.8734 val_loss=0.112566 val_ssim=0.8677 val_psnr=32.24 lr=5.2469517e-05 epoch_seconds=39.097 run_seconds=17248.460 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 434 heartbeat: batch=1/455 avg_train_loss=0.108919 avg_train_ssim=0.8720 run_seconds=17248.733
epoch 434 heartbeat: batch=128/455 avg_train_loss=0.107565 avg_train_ssim=0.8736 run_seconds=17258.736
epoch 434 heartbeat: batch=256/455 avg_train_loss=0.107753 avg_train_ssim=0.8733 run_seconds=17268.813
epoch 434 heartbeat: batch=389/455 avg_train_loss=0.107627 avg_train_ssim=0.8735 run_seconds=17278.836
epoch 434: train_loss=0.107626 train_ssim=0.8735 val_loss=0.112672 val_ssim=0.8675 val_psnr=32.30 lr=4.7562087e-05 epoch_seconds=39.105 run_seconds=17287.600 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 435 heartbeat: batch=1/455 avg_train_loss=0.104301 avg_train_ssim=0.8774 run_seconds=17287.872
epoch 435 heartbeat: batch=128/455 avg_train_loss=0.107586 avg_train_ssim=0.8735 run_seconds=17297.935
epoch 435 heartbeat: batch=255/455 avg_train_loss=0.107361 avg_train_ssim=0.8738 run_seconds=17308.004
epoch 435 heartbeat: batch=388/455 avg_train_loss=0.107569 avg_train_ssim=0.8736 run_seconds=17318.054
epoch 435: train_loss=0.107606 train_ssim=0.8735 val_loss=0.112486 val_ssim=0.8678 val_psnr=32.26 lr=4.2913484e-05 epoch_seconds=39.256 run_seconds=17326.891 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 436 heartbeat: batch=1/455 avg_train_loss=0.108028 avg_train_ssim=0.8730 run_seconds=17327.172
epoch 436 heartbeat: batch=128/455 avg_train_loss=0.107497 avg_train_ssim=0.8736 run_seconds=17337.191
epoch 436 heartbeat: batch=255/455 avg_train_loss=0.107447 avg_train_ssim=0.8737 run_seconds=17347.256
epoch 436 heartbeat: batch=388/455 avg_train_loss=0.107389 avg_train_ssim=0.8738 run_seconds=17357.283
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 436: train_loss=0.107497 train_ssim=0.8736 val_loss=0.112450 val_ssim=0.8678 val_psnr=32.25 lr=3.8534908e-05 epoch_seconds=39.210 run_seconds=17366.141 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 437 heartbeat: batch=1/455 avg_train_loss=0.104207 avg_train_ssim=0.8775 run_seconds=17366.814
epoch 437 heartbeat: batch=128/455 avg_train_loss=0.107538 avg_train_ssim=0.8736 run_seconds=17376.881
epoch 437 heartbeat: batch=256/455 avg_train_loss=0.107573 avg_train_ssim=0.8735 run_seconds=17386.906
epoch 437 heartbeat: batch=389/455 avg_train_loss=0.107497 avg_train_ssim=0.8736 run_seconds=17396.958
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 437: train_loss=0.107467 train_ssim=0.8737 val_loss=0.112373 val_ssim=0.8679 val_psnr=32.33 lr=3.4436906e-05 epoch_seconds=39.133 run_seconds=17405.712 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 438 heartbeat: batch=1/455 avg_train_loss=0.108756 avg_train_ssim=0.8722 run_seconds=17406.275
epoch 438 heartbeat: batch=128/455 avg_train_loss=0.107504 avg_train_ssim=0.8736 run_seconds=17416.339
epoch 438 heartbeat: batch=256/455 avg_train_loss=0.107422 avg_train_ssim=0.8737 run_seconds=17426.350
epoch 438 heartbeat: batch=389/455 avg_train_loss=0.107531 avg_train_ssim=0.8736 run_seconds=17436.428
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 438: train_loss=0.107466 train_ssim=0.8737 val_loss=0.112362 val_ssim=0.8679 val_psnr=32.28 lr=3.0629352e-05 epoch_seconds=39.157 run_seconds=17445.200 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 439 heartbeat: batch=1/455 avg_train_loss=0.109767 avg_train_ssim=0.8710 run_seconds=17445.870
epoch 439 heartbeat: batch=128/455 avg_train_loss=0.107335 avg_train_ssim=0.8738 run_seconds=17455.922
epoch 439 heartbeat: batch=257/455 avg_train_loss=0.107356 avg_train_ssim=0.8738 run_seconds=17465.958
epoch 439 heartbeat: batch=388/455 avg_train_loss=0.107259 avg_train_ssim=0.8739 run_seconds=17475.999
epoch 439: train_loss=0.107374 train_ssim=0.8738 val_loss=0.112524 val_ssim=0.8677 val_psnr=32.28 lr=2.7121417e-05 epoch_seconds=39.252 run_seconds=17484.861 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 440 heartbeat: batch=1/455 avg_train_loss=0.104802 avg_train_ssim=0.8768 run_seconds=17485.129
epoch 440 heartbeat: batch=128/455 avg_train_loss=0.107246 avg_train_ssim=0.8739 run_seconds=17495.188
epoch 440 heartbeat: batch=257/455 avg_train_loss=0.107336 avg_train_ssim=0.8738 run_seconds=17505.210
epoch 440 heartbeat: batch=392/455 avg_train_loss=0.107318 avg_train_ssim=0.8738 run_seconds=17515.279
epoch 440: train_loss=0.107339 train_ssim=0.8738 val_loss=0.112445 val_ssim=0.8678 val_psnr=32.33 lr=2.3921552e-05 epoch_seconds=38.925 run_seconds=17523.823 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 441 heartbeat: batch=1/455 avg_train_loss=0.107771 avg_train_ssim=0.8733 run_seconds=17524.087
epoch 441 heartbeat: batch=129/455 avg_train_loss=0.107183 avg_train_ssim=0.8740 run_seconds=17534.162
epoch 441 heartbeat: batch=259/455 avg_train_loss=0.107145 avg_train_ssim=0.8741 run_seconds=17544.233
epoch 441 heartbeat: batch=390/455 avg_train_loss=0.107326 avg_train_ssim=0.8738 run_seconds=17554.267
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 441: train_loss=0.107309 train_ssim=0.8739 val_loss=0.112269 val_ssim=0.8680 val_psnr=32.31 lr=2.1037468e-05 epoch_seconds=39.119 run_seconds=17562.977 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 442 heartbeat: batch=1/455 avg_train_loss=0.104479 avg_train_ssim=0.8772 run_seconds=17563.699
epoch 442 heartbeat: batch=129/455 avg_train_loss=0.107442 avg_train_ssim=0.8737 run_seconds=17573.772
epoch 442 heartbeat: batch=260/455 avg_train_loss=0.107268 avg_train_ssim=0.8739 run_seconds=17583.841
epoch 442 heartbeat: batch=390/455 avg_train_loss=0.107298 avg_train_ssim=0.8739 run_seconds=17593.846
epoch 442: train_loss=0.107270 train_ssim=0.8739 val_loss=0.112438 val_ssim=0.8678 val_psnr=32.34 lr=1.8476111e-05 epoch_seconds=39.068 run_seconds=17602.517 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 443 heartbeat: batch=1/455 avg_train_loss=0.107907 avg_train_ssim=0.8732 run_seconds=17602.825
epoch 443 heartbeat: batch=127/455 avg_train_loss=0.106868 avg_train_ssim=0.8744 run_seconds=17612.855
epoch 443 heartbeat: batch=257/455 avg_train_loss=0.107192 avg_train_ssim=0.8740 run_seconds=17622.899
epoch 443 heartbeat: batch=388/455 avg_train_loss=0.107245 avg_train_ssim=0.8739 run_seconds=17632.949
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 443: train_loss=0.107242 train_ssim=0.8739 val_loss=0.112259 val_ssim=0.8680 val_psnr=32.33 lr=1.6243651e-05 epoch_seconds=39.275 run_seconds=17641.829 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 444 heartbeat: batch=1/455 avg_train_loss=0.103897 avg_train_ssim=0.8779 run_seconds=17642.523
epoch 444 heartbeat: batch=128/455 avg_train_loss=0.107328 avg_train_ssim=0.8738 run_seconds=17652.528
epoch 444 heartbeat: batch=259/455 avg_train_loss=0.107217 avg_train_ssim=0.8740 run_seconds=17662.542
epoch 444 heartbeat: batch=389/455 avg_train_loss=0.107202 avg_train_ssim=0.8740 run_seconds=17672.596
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 444: train_loss=0.107240 train_ssim=0.8739 val_loss=0.112217 val_ssim=0.8681 val_psnr=32.30 lr=1.4345468e-05 epoch_seconds=39.103 run_seconds=17681.401 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 445 heartbeat: batch=1/455 avg_train_loss=0.109915 avg_train_ssim=0.8708 run_seconds=17682.132
epoch 445 heartbeat: batch=127/455 avg_train_loss=0.107193 avg_train_ssim=0.8740 run_seconds=17692.158
epoch 445 heartbeat: batch=261/455 avg_train_loss=0.107065 avg_train_ssim=0.8741 run_seconds=17702.174
epoch 445 heartbeat: batch=388/455 avg_train_loss=0.107231 avg_train_ssim=0.8739 run_seconds=17712.191
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 445: train_loss=0.107250 train_ssim=0.8739 val_loss=0.112214 val_ssim=0.8681 val_psnr=32.31 lr=1.2786134e-05 epoch_seconds=39.160 run_seconds=17721.025 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 446 heartbeat: batch=1/455 avg_train_loss=0.106806 avg_train_ssim=0.8744 run_seconds=17721.754
epoch 446 heartbeat: batch=129/455 avg_train_loss=0.107113 avg_train_ssim=0.8741 run_seconds=17731.827
epoch 446 heartbeat: batch=262/455 avg_train_loss=0.107152 avg_train_ssim=0.8740 run_seconds=17741.844
epoch 446 heartbeat: batch=388/455 avg_train_loss=0.107184 avg_train_ssim=0.8740 run_seconds=17751.919
epoch 446: train_loss=0.107230 train_ssim=0.8740 val_loss=0.112494 val_ssim=0.8678 val_psnr=32.32 lr=1.1569406e-05 epoch_seconds=39.269 run_seconds=17760.781 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 447 heartbeat: batch=1/455 avg_train_loss=0.108609 avg_train_ssim=0.8723 run_seconds=17761.046
epoch 447 heartbeat: batch=128/455 avg_train_loss=0.107048 avg_train_ssim=0.8742 run_seconds=17771.080
epoch 447 heartbeat: batch=262/455 avg_train_loss=0.107076 avg_train_ssim=0.8741 run_seconds=17781.145
epoch 447 heartbeat: batch=389/455 avg_train_loss=0.107157 avg_train_ssim=0.8740 run_seconds=17791.156
epoch 447: train_loss=0.107236 train_ssim=0.8739 val_loss=0.112299 val_ssim=0.8680 val_psnr=32.32 lr=1.0698215e-05 epoch_seconds=39.126 run_seconds=17799.944 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 448 heartbeat: batch=1/455 avg_train_loss=0.107843 avg_train_ssim=0.8732 run_seconds=17800.221
epoch 448 heartbeat: batch=128/455 avg_train_loss=0.107419 avg_train_ssim=0.8737 run_seconds=17810.283
epoch 448 heartbeat: batch=265/455 avg_train_loss=0.107385 avg_train_ssim=0.8738 run_seconds=17820.295
epoch 448 heartbeat: batch=392/455 avg_train_loss=0.107279 avg_train_ssim=0.8739 run_seconds=17830.298
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 448: train_loss=0.107233 train_ssim=0.8739 val_loss=0.112191 val_ssim=0.8681 val_psnr=32.30 lr=1.0174659e-05 epoch_seconds=38.894 run_seconds=17838.876 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 449 heartbeat: batch=1/455 avg_train_loss=0.107149 avg_train_ssim=0.8741 run_seconds=17839.573
epoch 449 heartbeat: batch=128/455 avg_train_loss=0.106962 avg_train_ssim=0.8743 run_seconds=17849.576
epoch 449 heartbeat: batch=261/455 avg_train_loss=0.106994 avg_train_ssim=0.8742 run_seconds=17859.613
epoch 449 heartbeat: batch=387/455 avg_train_loss=0.107179 avg_train_ssim=0.8740 run_seconds=17869.615
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 449: train_loss=0.107241 train_ssim=0.8739 val_loss=0.112166 val_ssim=0.8681 val_psnr=32.25 lr=1e-05 epoch_seconds=39.188 run_seconds=17878.499 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 450 heartbeat: batch=1/455 avg_train_loss=0.106954 avg_train_ssim=0.8743 run_seconds=17879.147
epoch 450 heartbeat: batch=127/455 avg_train_loss=0.107242 avg_train_ssim=0.8739 run_seconds=17889.170
epoch 450 heartbeat: batch=260/455 avg_train_loss=0.107185 avg_train_ssim=0.8740 run_seconds=17899.172
epoch 450 heartbeat: batch=387/455 avg_train_loss=0.107237 avg_train_ssim=0.8739 run_seconds=17909.184
epoch 450: train_loss=0.107217 train_ssim=0.8740 val_loss=0.112252 val_ssim=0.8680 val_psnr=32.33 lr=1.0174659e-05 epoch_seconds=39.239 run_seconds=17918.117 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 451 heartbeat: batch=1/455 avg_train_loss=0.107280 avg_train_ssim=0.8739 run_seconds=17918.407
epoch 451 heartbeat: batch=128/455 avg_train_loss=0.106961 avg_train_ssim=0.8743 run_seconds=17928.411
epoch 451 heartbeat: batch=263/455 avg_train_loss=0.106997 avg_train_ssim=0.8742 run_seconds=17938.469
epoch 451 heartbeat: batch=390/455 avg_train_loss=0.107099 avg_train_ssim=0.8741 run_seconds=17948.476
epoch 451: train_loss=0.107149 train_ssim=0.8740 val_loss=0.112211 val_ssim=0.8681 val_psnr=32.23 lr=1.0698215e-05 epoch_seconds=38.960 run_seconds=17957.113 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 452 heartbeat: batch=1/455 avg_train_loss=0.110728 avg_train_ssim=0.8698 run_seconds=17957.409
epoch 452 heartbeat: batch=129/455 avg_train_loss=0.107265 avg_train_ssim=0.8739 run_seconds=17967.484
epoch 452 heartbeat: batch=262/455 avg_train_loss=0.107393 avg_train_ssim=0.8738 run_seconds=17977.496
epoch 452 heartbeat: batch=389/455 avg_train_loss=0.107243 avg_train_ssim=0.8739 run_seconds=17987.503
epoch 452: train_loss=0.107234 train_ssim=0.8739 val_loss=0.112267 val_ssim=0.8680 val_psnr=32.32 lr=1.1569406e-05 epoch_seconds=39.106 run_seconds=17996.256 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 453 heartbeat: batch=1/455 avg_train_loss=0.107878 avg_train_ssim=0.8732 run_seconds=17996.523
epoch 453 heartbeat: batch=129/455 avg_train_loss=0.107365 avg_train_ssim=0.8738 run_seconds=18006.595
epoch 453 heartbeat: batch=262/455 avg_train_loss=0.107282 avg_train_ssim=0.8739 run_seconds=18016.615
epoch 453 heartbeat: batch=390/455 avg_train_loss=0.107198 avg_train_ssim=0.8740 run_seconds=18026.696
epoch 453: train_loss=0.107227 train_ssim=0.8740 val_loss=0.112207 val_ssim=0.8681 val_psnr=32.35 lr=1.2786134e-05 epoch_seconds=39.050 run_seconds=18035.342 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 454 heartbeat: batch=1/455 avg_train_loss=0.105368 avg_train_ssim=0.8761 run_seconds=18035.646
epoch 454 heartbeat: batch=128/455 avg_train_loss=0.107204 avg_train_ssim=0.8740 run_seconds=18045.724
epoch 454 heartbeat: batch=262/455 avg_train_loss=0.107261 avg_train_ssim=0.8739 run_seconds=18055.763
epoch 454 heartbeat: batch=389/455 avg_train_loss=0.107250 avg_train_ssim=0.8739 run_seconds=18065.768
epoch 454: train_loss=0.107240 train_ssim=0.8739 val_loss=0.112281 val_ssim=0.8680 val_psnr=32.28 lr=1.4345468e-05 epoch_seconds=39.170 run_seconds=18074.547 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 455 heartbeat: batch=1/455 avg_train_loss=0.106367 avg_train_ssim=0.8750 run_seconds=18074.830
epoch 455 heartbeat: batch=129/455 avg_train_loss=0.107236 avg_train_ssim=0.8739 run_seconds=18084.900
epoch 455 heartbeat: batch=263/455 avg_train_loss=0.107202 avg_train_ssim=0.8740 run_seconds=18094.939
epoch 455 heartbeat: batch=390/455 avg_train_loss=0.107265 avg_train_ssim=0.8739 run_seconds=18104.939
epoch 455: train_loss=0.107291 train_ssim=0.8739 val_loss=0.112175 val_ssim=0.8681 val_psnr=32.35 lr=1.6243651e-05 epoch_seconds=38.986 run_seconds=18113.569 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 456 heartbeat: batch=1/455 avg_train_loss=0.109260 avg_train_ssim=0.8716 run_seconds=18113.871
epoch 456 heartbeat: batch=129/455 avg_train_loss=0.107451 avg_train_ssim=0.8737 run_seconds=18123.945
epoch 456 heartbeat: batch=262/455 avg_train_loss=0.107243 avg_train_ssim=0.8739 run_seconds=18133.995
epoch 456 heartbeat: batch=389/455 avg_train_loss=0.107229 avg_train_ssim=0.8740 run_seconds=18144.016
epoch 456: train_loss=0.107250 train_ssim=0.8739 val_loss=0.112398 val_ssim=0.8679 val_psnr=32.32 lr=1.8476111e-05 epoch_seconds=39.180 run_seconds=18152.787 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 457 heartbeat: batch=1/455 avg_train_loss=0.107422 avg_train_ssim=0.8737 run_seconds=18153.057
epoch 457 heartbeat: batch=128/455 avg_train_loss=0.107299 avg_train_ssim=0.8739 run_seconds=18163.061
epoch 457 heartbeat: batch=261/455 avg_train_loss=0.107378 avg_train_ssim=0.8738 run_seconds=18173.061
epoch 457 heartbeat: batch=389/455 avg_train_loss=0.107335 avg_train_ssim=0.8738 run_seconds=18183.136
epoch 457: train_loss=0.107291 train_ssim=0.8739 val_loss=0.112176 val_ssim=0.8681 val_psnr=32.27 lr=2.1037468e-05 epoch_seconds=39.025 run_seconds=18191.853 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 458 heartbeat: batch=1/455 avg_train_loss=0.110627 avg_train_ssim=0.8700 run_seconds=18192.134
epoch 458 heartbeat: batch=128/455 avg_train_loss=0.107336 avg_train_ssim=0.8738 run_seconds=18202.151
epoch 458 heartbeat: batch=261/455 avg_train_loss=0.107219 avg_train_ssim=0.8740 run_seconds=18212.163
epoch 458 heartbeat: batch=387/455 avg_train_loss=0.107338 avg_train_ssim=0.8738 run_seconds=18222.185
epoch 458: train_loss=0.107315 train_ssim=0.8738 val_loss=0.112403 val_ssim=0.8679 val_psnr=32.30 lr=2.3921552e-05 epoch_seconds=39.251 run_seconds=18231.140 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 459 heartbeat: batch=1/455 avg_train_loss=0.113086 avg_train_ssim=0.8671 run_seconds=18231.443
epoch 459 heartbeat: batch=129/455 avg_train_loss=0.107227 avg_train_ssim=0.8740 run_seconds=18241.513
epoch 459 heartbeat: batch=262/455 avg_train_loss=0.107254 avg_train_ssim=0.8739 run_seconds=18251.571
epoch 459 heartbeat: batch=388/455 avg_train_loss=0.107397 avg_train_ssim=0.8738 run_seconds=18261.600
epoch 459: train_loss=0.107357 train_ssim=0.8738 val_loss=0.112340 val_ssim=0.8679 val_psnr=32.32 lr=2.7121417e-05 epoch_seconds=39.305 run_seconds=18270.482 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 460 heartbeat: batch=1/455 avg_train_loss=0.106246 avg_train_ssim=0.8751 run_seconds=18270.748
epoch 460 heartbeat: batch=129/455 avg_train_loss=0.107258 avg_train_ssim=0.8739 run_seconds=18280.829
epoch 460 heartbeat: batch=263/455 avg_train_loss=0.107268 avg_train_ssim=0.8739 run_seconds=18290.884
epoch 460 heartbeat: batch=390/455 avg_train_loss=0.107366 avg_train_ssim=0.8738 run_seconds=18300.892
epoch 460: train_loss=0.107390 train_ssim=0.8738 val_loss=0.112341 val_ssim=0.8679 val_psnr=32.30 lr=3.0629352e-05 epoch_seconds=39.048 run_seconds=18309.567 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 461 heartbeat: batch=1/455 avg_train_loss=0.106617 avg_train_ssim=0.8747 run_seconds=18309.836
epoch 461 heartbeat: batch=129/455 avg_train_loss=0.107367 avg_train_ssim=0.8738 run_seconds=18319.912
epoch 461 heartbeat: batch=263/455 avg_train_loss=0.107242 avg_train_ssim=0.8739 run_seconds=18329.977
epoch 461 heartbeat: batch=390/455 avg_train_loss=0.107400 avg_train_ssim=0.8738 run_seconds=18339.985
epoch 461: train_loss=0.107411 train_ssim=0.8737 val_loss=0.112527 val_ssim=0.8677 val_psnr=32.22 lr=3.4436906e-05 epoch_seconds=39.043 run_seconds=18348.646 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 462 heartbeat: batch=1/455 avg_train_loss=0.106123 avg_train_ssim=0.8753 run_seconds=18348.951
epoch 462 heartbeat: batch=125/455 avg_train_loss=0.107388 avg_train_ssim=0.8738 run_seconds=18358.960
epoch 462 heartbeat: batch=258/455 avg_train_loss=0.107295 avg_train_ssim=0.8739 run_seconds=18368.992
epoch 462 heartbeat: batch=385/455 avg_train_loss=0.107433 avg_train_ssim=0.8737 run_seconds=18378.993
epoch 462: train_loss=0.107665 train_ssim=0.8734 val_loss=0.112637 val_ssim=0.8676 val_psnr=32.31 lr=3.8534908e-05 epoch_seconds=39.383 run_seconds=18388.066 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 463 heartbeat: batch=1/455 avg_train_loss=0.106750 avg_train_ssim=0.8745 run_seconds=18388.349
epoch 463 heartbeat: batch=128/455 avg_train_loss=0.107382 avg_train_ssim=0.8738 run_seconds=18398.416
epoch 463 heartbeat: batch=261/455 avg_train_loss=0.107543 avg_train_ssim=0.8736 run_seconds=18408.439
epoch 463 heartbeat: batch=388/455 avg_train_loss=0.107515 avg_train_ssim=0.8736 run_seconds=18418.448
epoch 463: train_loss=0.107548 train_ssim=0.8736 val_loss=0.112505 val_ssim=0.8677 val_psnr=32.29 lr=4.2913484e-05 epoch_seconds=39.202 run_seconds=18427.307 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 464 heartbeat: batch=1/455 avg_train_loss=0.108025 avg_train_ssim=0.8730 run_seconds=18427.591
epoch 464 heartbeat: batch=128/455 avg_train_loss=0.107657 avg_train_ssim=0.8734 run_seconds=18437.606
epoch 464 heartbeat: batch=262/455 avg_train_loss=0.107516 avg_train_ssim=0.8736 run_seconds=18447.652
epoch 464 heartbeat: batch=389/455 avg_train_loss=0.107490 avg_train_ssim=0.8736 run_seconds=18457.658
epoch 464: train_loss=0.107484 train_ssim=0.8737 val_loss=0.112522 val_ssim=0.8677 val_psnr=32.31 lr=4.7562087e-05 epoch_seconds=39.111 run_seconds=18466.455 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 465 heartbeat: batch=1/455 avg_train_loss=0.110064 avg_train_ssim=0.8706 run_seconds=18466.728
epoch 465 heartbeat: batch=127/455 avg_train_loss=0.107478 avg_train_ssim=0.8737 run_seconds=18476.765
epoch 465 heartbeat: batch=260/455 avg_train_loss=0.107478 avg_train_ssim=0.8737 run_seconds=18486.814
epoch 465 heartbeat: batch=387/455 avg_train_loss=0.107475 avg_train_ssim=0.8737 run_seconds=18496.827
epoch 465: train_loss=0.107505 train_ssim=0.8736 val_loss=0.112527 val_ssim=0.8677 val_psnr=32.30 lr=5.2469517e-05 epoch_seconds=39.289 run_seconds=18505.780 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 466 heartbeat: batch=1/455 avg_train_loss=0.107591 avg_train_ssim=0.8735 run_seconds=18506.050
epoch 466 heartbeat: batch=128/455 avg_train_loss=0.107277 avg_train_ssim=0.8739 run_seconds=18516.104
epoch 466 heartbeat: batch=261/455 avg_train_loss=0.107312 avg_train_ssim=0.8739 run_seconds=18526.116
epoch 466 heartbeat: batch=388/455 avg_train_loss=0.107556 avg_train_ssim=0.8736 run_seconds=18536.128
epoch 466: train_loss=0.107587 train_ssim=0.8735 val_loss=0.112538 val_ssim=0.8677 val_psnr=32.30 lr=5.7623952e-05 epoch_seconds=39.173 run_seconds=18544.988 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 467 heartbeat: batch=1/455 avg_train_loss=0.109148 avg_train_ssim=0.8717 run_seconds=18545.284
epoch 467 heartbeat: batch=128/455 avg_train_loss=0.107563 avg_train_ssim=0.8736 run_seconds=18555.322
epoch 467 heartbeat: batch=262/455 avg_train_loss=0.107687 avg_train_ssim=0.8734 run_seconds=18565.392
epoch 467 heartbeat: batch=389/455 avg_train_loss=0.107726 avg_train_ssim=0.8734 run_seconds=18575.425
epoch 467: train_loss=0.107681 train_ssim=0.8734 val_loss=0.112538 val_ssim=0.8677 val_psnr=32.27 lr=6.3012974e-05 epoch_seconds=39.145 run_seconds=18584.172 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 468 heartbeat: batch=1/455 avg_train_loss=0.106662 avg_train_ssim=0.8746 run_seconds=18584.455
epoch 468 heartbeat: batch=128/455 avg_train_loss=0.107705 avg_train_ssim=0.8734 run_seconds=18594.491
epoch 468 heartbeat: batch=261/455 avg_train_loss=0.107582 avg_train_ssim=0.8735 run_seconds=18604.492
epoch 468 heartbeat: batch=388/455 avg_train_loss=0.107666 avg_train_ssim=0.8734 run_seconds=18614.496
epoch 468: train_loss=0.107689 train_ssim=0.8734 val_loss=0.112685 val_ssim=0.8675 val_psnr=32.28 lr=6.8623601e-05 epoch_seconds=39.222 run_seconds=18623.433 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 469 heartbeat: batch=1/455 avg_train_loss=0.109075 avg_train_ssim=0.8718 run_seconds=18623.706
epoch 469 heartbeat: batch=128/455 avg_train_loss=0.107473 avg_train_ssim=0.8737 run_seconds=18633.784
epoch 469 heartbeat: batch=265/455 avg_train_loss=0.107766 avg_train_ssim=0.8733 run_seconds=18643.841
epoch 469 heartbeat: batch=393/455 avg_train_loss=0.107710 avg_train_ssim=0.8734 run_seconds=18653.908
epoch 469: train_loss=0.107710 train_ssim=0.8734 val_loss=0.112611 val_ssim=0.8676 val_psnr=32.19 lr=7.4442316e-05 epoch_seconds=38.864 run_seconds=18662.333 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 470 heartbeat: batch=1/455 avg_train_loss=0.109629 avg_train_ssim=0.8711 run_seconds=18662.603
epoch 470 heartbeat: batch=128/455 avg_train_loss=0.107429 avg_train_ssim=0.8737 run_seconds=18672.616
epoch 470 heartbeat: batch=261/455 avg_train_loss=0.107638 avg_train_ssim=0.8735 run_seconds=18682.660
epoch 470 heartbeat: batch=387/455 avg_train_loss=0.107762 avg_train_ssim=0.8733 run_seconds=18692.701
epoch 470: train_loss=0.107715 train_ssim=0.8734 val_loss=0.112902 val_ssim=0.8673 val_psnr=32.24 lr=8.0455102e-05 epoch_seconds=39.308 run_seconds=18701.677 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 471 heartbeat: batch=1/455 avg_train_loss=0.105490 avg_train_ssim=0.8760 run_seconds=18701.958
epoch 471 heartbeat: batch=128/455 avg_train_loss=0.108109 avg_train_ssim=0.8729 run_seconds=18712.007
epoch 471 heartbeat: batch=261/455 avg_train_loss=0.107850 avg_train_ssim=0.8732 run_seconds=18722.052
epoch 471 heartbeat: batch=388/455 avg_train_loss=0.107894 avg_train_ssim=0.8732 run_seconds=18732.065
epoch 471: train_loss=0.107796 train_ssim=0.8733 val_loss=0.112935 val_ssim=0.8672 val_psnr=32.19 lr=8.6647473e-05 epoch_seconds=39.200 run_seconds=18740.915 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 472 heartbeat: batch=1/455 avg_train_loss=0.106790 avg_train_ssim=0.8745 run_seconds=18741.183
epoch 472 heartbeat: batch=129/455 avg_train_loss=0.108003 avg_train_ssim=0.8730 run_seconds=18751.247
epoch 472 heartbeat: batch=263/455 avg_train_loss=0.107931 avg_train_ssim=0.8731 run_seconds=18761.301
epoch 472 heartbeat: batch=390/455 avg_train_loss=0.107892 avg_train_ssim=0.8732 run_seconds=18771.320
epoch 472: train_loss=0.107896 train_ssim=0.8732 val_loss=0.112996 val_ssim=0.8672 val_psnr=32.27 lr=9.3004511e-05 epoch_seconds=39.117 run_seconds=18780.071 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 473 heartbeat: batch=1/455 avg_train_loss=0.104465 avg_train_ssim=0.8772 run_seconds=18780.344
epoch 473 heartbeat: batch=129/455 avg_train_loss=0.107929 avg_train_ssim=0.8731 run_seconds=18790.416
epoch 473 heartbeat: batch=262/455 avg_train_loss=0.107876 avg_train_ssim=0.8732 run_seconds=18800.417
epoch 473 heartbeat: batch=389/455 avg_train_loss=0.107863 avg_train_ssim=0.8732 run_seconds=18810.422
epoch 473: train_loss=0.107935 train_ssim=0.8731 val_loss=0.113055 val_ssim=0.8671 val_psnr=32.28 lr=9.9510902e-05 epoch_seconds=39.085 run_seconds=18819.192 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 474 heartbeat: batch=1/455 avg_train_loss=0.106539 avg_train_ssim=0.8748 run_seconds=18819.467
epoch 474 heartbeat: batch=129/455 avg_train_loss=0.108120 avg_train_ssim=0.8729 run_seconds=18829.535
epoch 474 heartbeat: batch=263/455 avg_train_loss=0.108022 avg_train_ssim=0.8730 run_seconds=18839.609
epoch 474 heartbeat: batch=390/455 avg_train_loss=0.107973 avg_train_ssim=0.8731 run_seconds=18849.611
epoch 474: train_loss=0.107967 train_ssim=0.8731 val_loss=0.112873 val_ssim=0.8673 val_psnr=32.28 lr=0.00010615097 epoch_seconds=39.064 run_seconds=18858.294 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 475 heartbeat: batch=1/455 avg_train_loss=0.109705 avg_train_ssim=0.8710 run_seconds=18858.565
epoch 475 heartbeat: batch=129/455 avg_train_loss=0.107798 avg_train_ssim=0.8733 run_seconds=18868.640
epoch 475 heartbeat: batch=263/455 avg_train_loss=0.107721 avg_train_ssim=0.8734 run_seconds=18878.694
epoch 475 heartbeat: batch=390/455 avg_train_loss=0.107983 avg_train_ssim=0.8731 run_seconds=18888.772
epoch 475: train_loss=0.108132 train_ssim=0.8729 val_loss=0.113170 val_ssim=0.8670 val_psnr=32.25 lr=0.00011290872 epoch_seconds=39.119 run_seconds=18897.450 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 476 heartbeat: batch=1/455 avg_train_loss=0.106833 avg_train_ssim=0.8744 run_seconds=18897.749
epoch 476 heartbeat: batch=129/455 avg_train_loss=0.108221 avg_train_ssim=0.8728 run_seconds=18907.824
epoch 476 heartbeat: batch=263/455 avg_train_loss=0.108128 avg_train_ssim=0.8729 run_seconds=18917.849
epoch 476 heartbeat: batch=391/455 avg_train_loss=0.108110 avg_train_ssim=0.8729 run_seconds=18927.922
epoch 476: train_loss=0.108199 train_ssim=0.8728 val_loss=0.113462 val_ssim=0.8666 val_psnr=32.05 lr=0.00011976787 epoch_seconds=39.080 run_seconds=18936.565 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 477 heartbeat: batch=1/455 avg_train_loss=0.107931 avg_train_ssim=0.8731 run_seconds=18936.827
epoch 477 heartbeat: batch=128/455 avg_train_loss=0.108190 avg_train_ssim=0.8728 run_seconds=18946.832
epoch 477 heartbeat: batch=262/455 avg_train_loss=0.108260 avg_train_ssim=0.8727 run_seconds=18956.898
epoch 477 heartbeat: batch=390/455 avg_train_loss=0.108252 avg_train_ssim=0.8728 run_seconds=18966.977
epoch 477: train_loss=0.108201 train_ssim=0.8728 val_loss=0.113218 val_ssim=0.8669 val_psnr=32.26 lr=0.0001267119 epoch_seconds=39.065 run_seconds=18975.668 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 478 heartbeat: batch=1/455 avg_train_loss=0.109741 avg_train_ssim=0.8710 run_seconds=18975.930
epoch 478 heartbeat: batch=129/455 avg_train_loss=0.108202 avg_train_ssim=0.8728 run_seconds=18985.996
epoch 478 heartbeat: batch=263/455 avg_train_loss=0.108252 avg_train_ssim=0.8728 run_seconds=18996.068
epoch 478 heartbeat: batch=390/455 avg_train_loss=0.108233 avg_train_ssim=0.8728 run_seconds=19006.071
epoch 478: train_loss=0.108154 train_ssim=0.8729 val_loss=0.113302 val_ssim=0.8668 val_psnr=32.12 lr=0.00013372408 epoch_seconds=39.065 run_seconds=19014.771 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 479 heartbeat: batch=1/455 avg_train_loss=0.105816 avg_train_ssim=0.8756 run_seconds=19015.042
epoch 479 heartbeat: batch=128/455 avg_train_loss=0.108093 avg_train_ssim=0.8729 run_seconds=19025.044
epoch 479 heartbeat: batch=264/455 avg_train_loss=0.108106 avg_train_ssim=0.8729 run_seconds=19035.097
epoch 479 heartbeat: batch=391/455 avg_train_loss=0.108233 avg_train_ssim=0.8728 run_seconds=19045.136
epoch 479: train_loss=0.108286 train_ssim=0.8727 val_loss=0.113200 val_ssim=0.8669 val_psnr=32.26 lr=0.00014078751 epoch_seconds=38.934 run_seconds=19053.743 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 480 heartbeat: batch=1/455 avg_train_loss=0.111422 avg_train_ssim=0.8690 run_seconds=19054.004
epoch 480 heartbeat: batch=128/455 avg_train_loss=0.108049 avg_train_ssim=0.8730 run_seconds=19064.010
epoch 480 heartbeat: batch=262/455 avg_train_loss=0.108192 avg_train_ssim=0.8728 run_seconds=19074.028
epoch 480 heartbeat: batch=389/455 avg_train_loss=0.108259 avg_train_ssim=0.8727 run_seconds=19084.037
epoch 480: train_loss=0.108273 train_ssim=0.8727 val_loss=0.113004 val_ssim=0.8672 val_psnr=32.24 lr=0.00014788519 epoch_seconds=39.045 run_seconds=19092.824 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 481 heartbeat: batch=1/455 avg_train_loss=0.108425 avg_train_ssim=0.8725 run_seconds=19093.090
epoch 481 heartbeat: batch=128/455 avg_train_loss=0.108367 avg_train_ssim=0.8726 run_seconds=19103.094
epoch 481 heartbeat: batch=261/455 avg_train_loss=0.108391 avg_train_ssim=0.8726 run_seconds=19113.111
epoch 481 heartbeat: batch=388/455 avg_train_loss=0.108395 avg_train_ssim=0.8726 run_seconds=19123.149
epoch 481: train_loss=0.108478 train_ssim=0.8725 val_loss=0.114292 val_ssim=0.8657 val_psnr=31.99 lr=0.000155 epoch_seconds=39.185 run_seconds=19132.045 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 482 heartbeat: batch=1/455 avg_train_loss=0.109672 avg_train_ssim=0.8711 run_seconds=19132.315
epoch 482 heartbeat: batch=128/455 avg_train_loss=0.108316 avg_train_ssim=0.8727 run_seconds=19142.362
epoch 482 heartbeat: batch=262/455 avg_train_loss=0.108401 avg_train_ssim=0.8726 run_seconds=19152.369
epoch 482 heartbeat: batch=390/455 avg_train_loss=0.108406 avg_train_ssim=0.8726 run_seconds=19162.449
epoch 482: train_loss=0.108437 train_ssim=0.8725 val_loss=0.113497 val_ssim=0.8666 val_psnr=32.18 lr=0.00016211481 epoch_seconds=39.057 run_seconds=19171.139 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 483 heartbeat: batch=1/455 avg_train_loss=0.105960 avg_train_ssim=0.8755 run_seconds=19171.403
epoch 483 heartbeat: batch=128/455 avg_train_loss=0.108277 avg_train_ssim=0.8727 run_seconds=19181.407
epoch 483 heartbeat: batch=261/455 avg_train_loss=0.108471 avg_train_ssim=0.8725 run_seconds=19191.476
epoch 483 heartbeat: batch=388/455 avg_train_loss=0.108685 avg_train_ssim=0.8722 run_seconds=19201.488
epoch 483: train_loss=0.108653 train_ssim=0.8723 val_loss=0.113228 val_ssim=0.8669 val_psnr=32.26 lr=0.00016921249 epoch_seconds=39.204 run_seconds=19210.380 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 484 heartbeat: batch=1/455 avg_train_loss=0.111072 avg_train_ssim=0.8694 run_seconds=19210.657
epoch 484 heartbeat: batch=128/455 avg_train_loss=0.108200 avg_train_ssim=0.8728 run_seconds=19220.730
epoch 484 heartbeat: batch=261/455 avg_train_loss=0.108279 avg_train_ssim=0.8727 run_seconds=19230.738
epoch 484 heartbeat: batch=388/455 avg_train_loss=0.108341 avg_train_ssim=0.8726 run_seconds=19240.774
epoch 484: train_loss=0.108457 train_ssim=0.8725 val_loss=0.113338 val_ssim=0.8668 val_psnr=32.20 lr=0.00017627592 epoch_seconds=39.207 run_seconds=19249.625 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 485 heartbeat: batch=1/455 avg_train_loss=0.106692 avg_train_ssim=0.8746 run_seconds=19249.901
epoch 485 heartbeat: batch=128/455 avg_train_loss=0.108366 avg_train_ssim=0.8726 run_seconds=19259.911
epoch 485 heartbeat: batch=264/455 avg_train_loss=0.108667 avg_train_ssim=0.8723 run_seconds=19269.923
epoch 485 heartbeat: batch=391/455 avg_train_loss=0.108519 avg_train_ssim=0.8724 run_seconds=19279.933
epoch 485: train_loss=0.108495 train_ssim=0.8725 val_loss=0.113672 val_ssim=0.8664 val_psnr=31.81 lr=0.0001832881 epoch_seconds=38.852 run_seconds=19288.512 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 486 heartbeat: batch=1/455 avg_train_loss=0.112969 avg_train_ssim=0.8672 run_seconds=19288.778
epoch 486 heartbeat: batch=128/455 avg_train_loss=0.108875 avg_train_ssim=0.8720 run_seconds=19298.788
epoch 486 heartbeat: batch=262/455 avg_train_loss=0.108704 avg_train_ssim=0.8722 run_seconds=19308.867
epoch 486 heartbeat: batch=389/455 avg_train_loss=0.108674 avg_train_ssim=0.8723 run_seconds=19318.869
epoch 486: train_loss=0.108708 train_ssim=0.8722 val_loss=0.113799 val_ssim=0.8662 val_psnr=32.22 lr=0.00019023213 epoch_seconds=39.039 run_seconds=19327.587 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 487 heartbeat: batch=1/455 avg_train_loss=0.113284 avg_train_ssim=0.8668 run_seconds=19327.865
epoch 487 heartbeat: batch=128/455 avg_train_loss=0.108645 avg_train_ssim=0.8723 run_seconds=19337.886
epoch 487 heartbeat: batch=262/455 avg_train_loss=0.108804 avg_train_ssim=0.8721 run_seconds=19347.931
epoch 487 heartbeat: batch=389/455 avg_train_loss=0.108706 avg_train_ssim=0.8722 run_seconds=19357.960
epoch 487: train_loss=0.108586 train_ssim=0.8724 val_loss=0.113647 val_ssim=0.8664 val_psnr=32.29 lr=0.00019709128 epoch_seconds=39.072 run_seconds=19366.697 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 488 heartbeat: batch=1/455 avg_train_loss=0.110189 avg_train_ssim=0.8705 run_seconds=19366.964
epoch 488 heartbeat: batch=129/455 avg_train_loss=0.108844 avg_train_ssim=0.8721 run_seconds=19377.041
epoch 488 heartbeat: batch=263/455 avg_train_loss=0.108838 avg_train_ssim=0.8721 run_seconds=19387.069
epoch 488 heartbeat: batch=390/455 avg_train_loss=0.108696 avg_train_ssim=0.8722 run_seconds=19397.088
epoch 488: train_loss=0.108717 train_ssim=0.8722 val_loss=0.113649 val_ssim=0.8664 val_psnr=32.09 lr=0.00020384903 epoch_seconds=39.043 run_seconds=19405.775 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 489 heartbeat: batch=1/455 avg_train_loss=0.109238 avg_train_ssim=0.8716 run_seconds=19406.056
epoch 489 heartbeat: batch=127/455 avg_train_loss=0.108873 avg_train_ssim=0.8720 run_seconds=19416.074
epoch 489 heartbeat: batch=260/455 avg_train_loss=0.108677 avg_train_ssim=0.8723 run_seconds=19426.097
epoch 489 heartbeat: batch=387/455 avg_train_loss=0.108738 avg_train_ssim=0.8722 run_seconds=19436.111
epoch 489: train_loss=0.108766 train_ssim=0.8721 val_loss=0.114108 val_ssim=0.8659 val_psnr=32.28 lr=0.0002104891 epoch_seconds=39.217 run_seconds=19445.027 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 490 heartbeat: batch=1/455 avg_train_loss=0.109147 avg_train_ssim=0.8717 run_seconds=19445.297
epoch 490 heartbeat: batch=128/455 avg_train_loss=0.108828 avg_train_ssim=0.8721 run_seconds=19455.302
epoch 490 heartbeat: batch=261/455 avg_train_loss=0.108726 avg_train_ssim=0.8722 run_seconds=19465.306
epoch 490 heartbeat: batch=388/455 avg_train_loss=0.108703 avg_train_ssim=0.8722 run_seconds=19475.311
epoch 490: train_loss=0.108765 train_ssim=0.8721 val_loss=0.113620 val_ssim=0.8664 val_psnr=31.82 lr=0.00021699549 epoch_seconds=39.094 run_seconds=19484.157 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 491 heartbeat: batch=1/455 avg_train_loss=0.109876 avg_train_ssim=0.8708 run_seconds=19484.450
epoch 491 heartbeat: batch=128/455 avg_train_loss=0.108857 avg_train_ssim=0.8720 run_seconds=19494.473
epoch 491 heartbeat: batch=262/455 avg_train_loss=0.108740 avg_train_ssim=0.8722 run_seconds=19504.537
epoch 491 heartbeat: batch=389/455 avg_train_loss=0.108726 avg_train_ssim=0.8722 run_seconds=19514.540
epoch 491: train_loss=0.108722 train_ssim=0.8722 val_loss=0.113686 val_ssim=0.8664 val_psnr=32.18 lr=0.00022335253 epoch_seconds=39.093 run_seconds=19523.285 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 492 heartbeat: batch=1/455 avg_train_loss=0.112594 avg_train_ssim=0.8677 run_seconds=19523.598
epoch 492 heartbeat: batch=128/455 avg_train_loss=0.108744 avg_train_ssim=0.8722 run_seconds=19533.663
epoch 492 heartbeat: batch=261/455 avg_train_loss=0.108727 avg_train_ssim=0.8722 run_seconds=19543.691
epoch 492 heartbeat: batch=389/455 avg_train_loss=0.109026 avg_train_ssim=0.8718 run_seconds=19553.767
epoch 492: train_loss=0.109080 train_ssim=0.8718 val_loss=0.114102 val_ssim=0.8659 val_psnr=31.94 lr=0.0002295449 epoch_seconds=39.192 run_seconds=19562.513 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 493 heartbeat: batch=1/455 avg_train_loss=0.108077 avg_train_ssim=0.8730 run_seconds=19562.787
epoch 493 heartbeat: batch=129/455 avg_train_loss=0.109514 avg_train_ssim=0.8713 run_seconds=19572.851
epoch 493 heartbeat: batch=263/455 avg_train_loss=0.109087 avg_train_ssim=0.8718 run_seconds=19582.866
epoch 493 heartbeat: batch=390/455 avg_train_loss=0.108941 avg_train_ssim=0.8719 run_seconds=19592.889
epoch 493: train_loss=0.108927 train_ssim=0.8720 val_loss=0.113903 val_ssim=0.8661 val_psnr=32.09 lr=0.00023555768 epoch_seconds=39.041 run_seconds=19601.592 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 494 heartbeat: batch=1/455 avg_train_loss=0.111122 avg_train_ssim=0.8694 run_seconds=19601.887
epoch 494 heartbeat: batch=129/455 avg_train_loss=0.108835 avg_train_ssim=0.8721 run_seconds=19611.954
epoch 494 heartbeat: batch=263/455 avg_train_loss=0.108870 avg_train_ssim=0.8720 run_seconds=19621.980
epoch 494 heartbeat: batch=390/455 avg_train_loss=0.108953 avg_train_ssim=0.8719 run_seconds=19631.996
epoch 494: train_loss=0.108938 train_ssim=0.8719 val_loss=0.114617 val_ssim=0.8653 val_psnr=32.13 lr=0.0002413764 epoch_seconds=39.048 run_seconds=19640.677 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 495 heartbeat: batch=1/455 avg_train_loss=0.106141 avg_train_ssim=0.8752 run_seconds=19640.946
epoch 495 heartbeat: batch=129/455 avg_train_loss=0.108944 avg_train_ssim=0.8719 run_seconds=19651.021
epoch 495 heartbeat: batch=262/455 avg_train_loss=0.108847 avg_train_ssim=0.8721 run_seconds=19661.025
epoch 495 heartbeat: batch=389/455 avg_train_loss=0.109019 avg_train_ssim=0.8719 run_seconds=19671.035
epoch 495: train_loss=0.109023 train_ssim=0.8718 val_loss=0.113654 val_ssim=0.8664 val_psnr=32.22 lr=0.00024698703 epoch_seconds=39.075 run_seconds=19679.788 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 496 heartbeat: batch=1/455 avg_train_loss=0.110090 avg_train_ssim=0.8706 run_seconds=19680.061
epoch 496 heartbeat: batch=129/455 avg_train_loss=0.109023 avg_train_ssim=0.8718 run_seconds=19690.137
epoch 496 heartbeat: batch=263/455 avg_train_loss=0.108893 avg_train_ssim=0.8720 run_seconds=19700.211
epoch 496 heartbeat: batch=390/455 avg_train_loss=0.108880 avg_train_ssim=0.8720 run_seconds=19710.235
epoch 496: train_loss=0.108849 train_ssim=0.8721 val_loss=0.113703 val_ssim=0.8663 val_psnr=32.15 lr=0.00025237605 epoch_seconds=39.117 run_seconds=19718.944 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 497 heartbeat: batch=1/455 avg_train_loss=0.113030 avg_train_ssim=0.8671 run_seconds=19719.216
epoch 497 heartbeat: batch=129/455 avg_train_loss=0.108921 avg_train_ssim=0.8720 run_seconds=19729.289
epoch 497 heartbeat: batch=262/455 avg_train_loss=0.109061 avg_train_ssim=0.8718 run_seconds=19739.314
epoch 497 heartbeat: batch=389/455 avg_train_loss=0.109107 avg_train_ssim=0.8717 run_seconds=19749.321
epoch 497: train_loss=0.109047 train_ssim=0.8718 val_loss=0.113861 val_ssim=0.8662 val_psnr=32.20 lr=0.00025753048 epoch_seconds=39.069 run_seconds=19758.050 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 498 heartbeat: batch=1/455 avg_train_loss=0.109630 avg_train_ssim=0.8711 run_seconds=19758.313
epoch 498 heartbeat: batch=129/455 avg_train_loss=0.109609 avg_train_ssim=0.8712 run_seconds=19768.393
epoch 498 heartbeat: batch=263/455 avg_train_loss=0.109556 avg_train_ssim=0.8712 run_seconds=19778.438
epoch 498 heartbeat: batch=390/455 avg_train_loss=0.109429 avg_train_ssim=0.8714 run_seconds=19788.441
epoch 498: train_loss=0.109349 train_ssim=0.8715 val_loss=0.114672 val_ssim=0.8652 val_psnr=32.15 lr=0.00026243791 epoch_seconds=39.030 run_seconds=19797.120 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 499 heartbeat: batch=1/455 avg_train_loss=0.105901 avg_train_ssim=0.8755 run_seconds=19797.427
epoch 499 heartbeat: batch=129/455 avg_train_loss=0.109215 avg_train_ssim=0.8716 run_seconds=19807.498
epoch 499 heartbeat: batch=262/455 avg_train_loss=0.109043 avg_train_ssim=0.8718 run_seconds=19817.528
epoch 499 heartbeat: batch=389/455 avg_train_loss=0.109188 avg_train_ssim=0.8717 run_seconds=19827.535
epoch 499: train_loss=0.109355 train_ssim=0.8715 val_loss=0.114334 val_ssim=0.8656 val_psnr=31.89 lr=0.00026708652 epoch_seconds=39.125 run_seconds=19836.282 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 500 heartbeat: batch=1/455 avg_train_loss=0.111994 avg_train_ssim=0.8683 run_seconds=19836.550
epoch 500 heartbeat: batch=129/455 avg_train_loss=0.109094 avg_train_ssim=0.8718 run_seconds=19846.629
epoch 500 heartbeat: batch=266/455 avg_train_loss=0.109115 avg_train_ssim=0.8717 run_seconds=19856.685
epoch 500 heartbeat: batch=393/455 avg_train_loss=0.109110 avg_train_ssim=0.8717 run_seconds=19866.703
epoch 500: train_loss=0.109089 train_ssim=0.8718 val_loss=0.114146 val_ssim=0.8658 val_psnr=32.15 lr=0.00027146509 epoch_seconds=38.870 run_seconds=19875.188 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 501 heartbeat: batch=1/455 avg_train_loss=0.105428 avg_train_ssim=0.8761 run_seconds=19875.465
epoch 501 heartbeat: batch=128/455 avg_train_loss=0.109200 avg_train_ssim=0.8716 run_seconds=19885.525
epoch 501 heartbeat: batch=265/455 avg_train_loss=0.109272 avg_train_ssim=0.8716 run_seconds=19895.602
epoch 501 heartbeat: batch=392/455 avg_train_loss=0.109226 avg_train_ssim=0.8716 run_seconds=19905.607
epoch 501: train_loss=0.110624 train_ssim=0.8700 val_loss=0.117267 val_ssim=0.8622 val_psnr=32.02 lr=0.00027556309 epoch_seconds=38.936 run_seconds=19914.162 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 502 heartbeat: batch=1/455 avg_train_loss=0.111348 avg_train_ssim=0.8691 run_seconds=19914.429
epoch 502 heartbeat: batch=129/455 avg_train_loss=0.110885 avg_train_ssim=0.8697 run_seconds=19924.500
epoch 502 heartbeat: batch=263/455 avg_train_loss=0.110328 avg_train_ssim=0.8703 run_seconds=19934.580
epoch 502 heartbeat: batch=390/455 avg_train_loss=0.110345 avg_train_ssim=0.8703 run_seconds=19944.590
epoch 502: train_loss=0.110300 train_ssim=0.8703 val_loss=0.114575 val_ssim=0.8653 val_psnr=31.75 lr=0.00027937065 epoch_seconds=39.104 run_seconds=19953.301 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 503 heartbeat: batch=1/455 avg_train_loss=0.112457 avg_train_ssim=0.8678 run_seconds=19953.576
epoch 503 heartbeat: batch=128/455 avg_train_loss=0.109599 avg_train_ssim=0.8712 run_seconds=19963.598
epoch 503 heartbeat: batch=262/455 avg_train_loss=0.109447 avg_train_ssim=0.8713 run_seconds=19973.642
epoch 503 heartbeat: batch=389/455 avg_train_loss=0.109399 avg_train_ssim=0.8714 run_seconds=19983.648
epoch 503: train_loss=0.109384 train_ssim=0.8714 val_loss=0.114283 val_ssim=0.8657 val_psnr=32.09 lr=0.00028287858 epoch_seconds=39.065 run_seconds=19992.405 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 504 heartbeat: batch=1/455 avg_train_loss=0.105546 avg_train_ssim=0.8759 run_seconds=19992.665
epoch 504 heartbeat: batch=129/455 avg_train_loss=0.109462 avg_train_ssim=0.8713 run_seconds=20002.736
epoch 504 heartbeat: batch=263/455 avg_train_loss=0.109389 avg_train_ssim=0.8714 run_seconds=20012.755
epoch 504 heartbeat: batch=390/455 avg_train_loss=0.109400 avg_train_ssim=0.8714 run_seconds=20022.760
epoch 504: train_loss=0.109496 train_ssim=0.8713 val_loss=0.114563 val_ssim=0.8653 val_psnr=32.11 lr=0.00028607845 epoch_seconds=38.979 run_seconds=20031.420 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 505 heartbeat: batch=1/455 avg_train_loss=0.110061 avg_train_ssim=0.8706 run_seconds=20031.688
epoch 505 heartbeat: batch=128/455 avg_train_loss=0.109290 avg_train_ssim=0.8715 run_seconds=20041.706
epoch 505 heartbeat: batch=262/455 avg_train_loss=0.109023 avg_train_ssim=0.8718 run_seconds=20051.758
epoch 505 heartbeat: batch=390/455 avg_train_loss=0.109091 avg_train_ssim=0.8718 run_seconds=20061.833
epoch 505: train_loss=0.109129 train_ssim=0.8717 val_loss=0.114239 val_ssim=0.8657 val_psnr=32.08 lr=0.00028896253 epoch_seconds=39.076 run_seconds=20070.534 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 506 heartbeat: batch=1/455 avg_train_loss=0.116472 avg_train_ssim=0.8631 run_seconds=20070.803
epoch 506 heartbeat: batch=128/455 avg_train_loss=0.109493 avg_train_ssim=0.8713 run_seconds=20080.814
epoch 506 heartbeat: batch=262/455 avg_train_loss=0.109375 avg_train_ssim=0.8714 run_seconds=20090.850
epoch 506 heartbeat: batch=389/455 avg_train_loss=0.109255 avg_train_ssim=0.8716 run_seconds=20100.862
epoch 506: train_loss=0.109255 train_ssim=0.8716 val_loss=0.114431 val_ssim=0.8655 val_psnr=32.15 lr=0.00029152389 epoch_seconds=39.102 run_seconds=20109.672 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 507 heartbeat: batch=1/455 avg_train_loss=0.106582 avg_train_ssim=0.8747 run_seconds=20109.953
epoch 507 heartbeat: batch=127/455 avg_train_loss=0.109364 avg_train_ssim=0.8714 run_seconds=20119.959
epoch 507 heartbeat: batch=260/455 avg_train_loss=0.109614 avg_train_ssim=0.8712 run_seconds=20129.959
epoch 507 heartbeat: batch=387/455 avg_train_loss=0.109451 avg_train_ssim=0.8713 run_seconds=20139.963
epoch 507: train_loss=0.109662 train_ssim=0.8711 val_loss=0.114754 val_ssim=0.8651 val_psnr=32.16 lr=0.00029375635 epoch_seconds=39.180 run_seconds=20148.889 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 508 heartbeat: batch=1/455 avg_train_loss=0.110152 avg_train_ssim=0.8705 run_seconds=20149.199
epoch 508 heartbeat: batch=128/455 avg_train_loss=0.109484 avg_train_ssim=0.8713 run_seconds=20159.261
epoch 508 heartbeat: batch=261/455 avg_train_loss=0.109233 avg_train_ssim=0.8716 run_seconds=20169.269
epoch 508 heartbeat: batch=388/455 avg_train_loss=0.109304 avg_train_ssim=0.8715 run_seconds=20179.286
epoch 508: train_loss=0.109356 train_ssim=0.8715 val_loss=0.114366 val_ssim=0.8656 val_psnr=32.12 lr=0.00029565453 epoch_seconds=39.161 run_seconds=20188.092 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 509 heartbeat: batch=1/455 avg_train_loss=0.111922 avg_train_ssim=0.8684 run_seconds=20188.370
epoch 509 heartbeat: batch=129/455 avg_train_loss=0.108955 avg_train_ssim=0.8719 run_seconds=20198.443
epoch 509 heartbeat: batch=263/455 avg_train_loss=0.109242 avg_train_ssim=0.8716 run_seconds=20208.504
epoch 509 heartbeat: batch=390/455 avg_train_loss=0.109273 avg_train_ssim=0.8716 run_seconds=20218.515
epoch 509: train_loss=0.109193 train_ssim=0.8716 val_loss=0.113945 val_ssim=0.8661 val_psnr=32.09 lr=0.00029721387 epoch_seconds=39.041 run_seconds=20227.170 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 510 heartbeat: batch=1/455 avg_train_loss=0.110299 avg_train_ssim=0.8703 run_seconds=20227.471
epoch 510 heartbeat: batch=129/455 avg_train_loss=0.108974 avg_train_ssim=0.8719 run_seconds=20237.552
epoch 510 heartbeat: batch=262/455 avg_train_loss=0.109094 avg_train_ssim=0.8718 run_seconds=20247.596
epoch 510 heartbeat: batch=390/455 avg_train_loss=0.109142 avg_train_ssim=0.8717 run_seconds=20257.669
epoch 510: train_loss=0.109289 train_ssim=0.8715 val_loss=0.114316 val_ssim=0.8656 val_psnr=32.22 lr=0.00029843059 epoch_seconds=39.107 run_seconds=20266.312 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 511 heartbeat: batch=1/455 avg_train_loss=0.113094 avg_train_ssim=0.8671 run_seconds=20266.578
epoch 511 heartbeat: batch=128/455 avg_train_loss=0.109814 avg_train_ssim=0.8709 run_seconds=20276.583
epoch 511 heartbeat: batch=262/455 avg_train_loss=0.109633 avg_train_ssim=0.8711 run_seconds=20286.640
epoch 511 heartbeat: batch=389/455 avg_train_loss=0.109528 avg_train_ssim=0.8713 run_seconds=20296.648
epoch 511: train_loss=0.109511 train_ssim=0.8713 val_loss=0.115119 val_ssim=0.8647 val_psnr=31.94 lr=0.00029930179 epoch_seconds=39.106 run_seconds=20305.455 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 512 heartbeat: batch=1/455 avg_train_loss=0.109175 avg_train_ssim=0.8717 run_seconds=20305.763
epoch 512 heartbeat: batch=128/455 avg_train_loss=0.109541 avg_train_ssim=0.8712 run_seconds=20315.763
epoch 512 heartbeat: batch=261/455 avg_train_loss=0.109285 avg_train_ssim=0.8715 run_seconds=20325.808
epoch 512 heartbeat: batch=388/455 avg_train_loss=0.109492 avg_train_ssim=0.8713 run_seconds=20335.864
epoch 512: train_loss=0.109565 train_ssim=0.8712 val_loss=0.114335 val_ssim=0.8656 val_psnr=32.20 lr=0.00029982534 epoch_seconds=39.262 run_seconds=20344.753 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 513 heartbeat: batch=1/455 avg_train_loss=0.107471 avg_train_ssim=0.8737 run_seconds=20345.034
epoch 513 heartbeat: batch=128/455 avg_train_loss=0.108820 avg_train_ssim=0.8721 run_seconds=20355.045
epoch 513 heartbeat: batch=261/455 avg_train_loss=0.109054 avg_train_ssim=0.8718 run_seconds=20365.066
epoch 513 heartbeat: batch=389/455 avg_train_loss=0.108973 avg_train_ssim=0.8719 run_seconds=20375.139
epoch 513: train_loss=0.108976 train_ssim=0.8719 val_loss=0.114025 val_ssim=0.8660 val_psnr=31.96 lr=0.0003 epoch_seconds=39.109 run_seconds=20383.897 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 514 heartbeat: batch=1/455 avg_train_loss=0.110479 avg_train_ssim=0.8701 run_seconds=20384.181
epoch 514 heartbeat: batch=127/455 avg_train_loss=0.109088 avg_train_ssim=0.8718 run_seconds=20394.182
epoch 514 heartbeat: batch=261/455 avg_train_loss=0.109009 avg_train_ssim=0.8719 run_seconds=20404.198
epoch 514 heartbeat: batch=388/455 avg_train_loss=0.109051 avg_train_ssim=0.8718 run_seconds=20414.203
epoch 514: train_loss=0.109087 train_ssim=0.8718 val_loss=0.114594 val_ssim=0.8653 val_psnr=32.02 lr=0.00029982534 epoch_seconds=39.129 run_seconds=20423.066 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 515 heartbeat: batch=1/455 avg_train_loss=0.108732 avg_train_ssim=0.8722 run_seconds=20423.335
epoch 515 heartbeat: batch=128/455 avg_train_loss=0.108984 avg_train_ssim=0.8719 run_seconds=20433.351
epoch 515 heartbeat: batch=262/455 avg_train_loss=0.108961 avg_train_ssim=0.8719 run_seconds=20443.427
epoch 515 heartbeat: batch=390/455 avg_train_loss=0.108992 avg_train_ssim=0.8719 run_seconds=20453.501
epoch 515: train_loss=0.108927 train_ssim=0.8720 val_loss=0.114033 val_ssim=0.8660 val_psnr=32.12 lr=0.00029930179 epoch_seconds=39.094 run_seconds=20462.199 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 516 heartbeat: batch=1/455 avg_train_loss=0.108297 avg_train_ssim=0.8727 run_seconds=20462.470
epoch 516 heartbeat: batch=127/455 avg_train_loss=0.109074 avg_train_ssim=0.8718 run_seconds=20472.473
epoch 516 heartbeat: batch=261/455 avg_train_loss=0.108869 avg_train_ssim=0.8720 run_seconds=20482.535
epoch 516 heartbeat: batch=388/455 avg_train_loss=0.108883 avg_train_ssim=0.8720 run_seconds=20492.560
epoch 516: train_loss=0.108992 train_ssim=0.8719 val_loss=0.114219 val_ssim=0.8657 val_psnr=32.21 lr=0.00029843059 epoch_seconds=39.194 run_seconds=20501.428 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 517 heartbeat: batch=1/455 avg_train_loss=0.110227 avg_train_ssim=0.8705 run_seconds=20501.692
epoch 517 heartbeat: batch=128/455 avg_train_loss=0.109538 avg_train_ssim=0.8712 run_seconds=20511.770
epoch 517 heartbeat: batch=262/455 avg_train_loss=0.110350 avg_train_ssim=0.8703 run_seconds=20521.829
epoch 517 heartbeat: batch=389/455 avg_train_loss=0.110232 avg_train_ssim=0.8704 run_seconds=20531.831
epoch 517: train_loss=0.110134 train_ssim=0.8705 val_loss=0.114269 val_ssim=0.8657 val_psnr=32.12 lr=0.00029721387 epoch_seconds=39.134 run_seconds=20540.598 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 518 heartbeat: batch=1/455 avg_train_loss=0.106657 avg_train_ssim=0.8746 run_seconds=20540.865
epoch 518 heartbeat: batch=129/455 avg_train_loss=0.109050 avg_train_ssim=0.8718 run_seconds=20550.939
epoch 518 heartbeat: batch=264/455 avg_train_loss=0.108950 avg_train_ssim=0.8719 run_seconds=20560.995
epoch 518 heartbeat: batch=391/455 avg_train_loss=0.108974 avg_train_ssim=0.8719 run_seconds=20570.998
epoch 518: train_loss=0.108971 train_ssim=0.8719 val_loss=0.114083 val_ssim=0.8659 val_psnr=32.13 lr=0.00029565453 epoch_seconds=38.974 run_seconds=20579.609 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 519 heartbeat: batch=1/455 avg_train_loss=0.111152 avg_train_ssim=0.8693 run_seconds=20579.902
epoch 519 heartbeat: batch=128/455 avg_train_loss=0.108975 avg_train_ssim=0.8719 run_seconds=20589.906
epoch 519 heartbeat: batch=262/455 avg_train_loss=0.108828 avg_train_ssim=0.8721 run_seconds=20599.978
epoch 519 heartbeat: batch=389/455 avg_train_loss=0.108828 avg_train_ssim=0.8721 run_seconds=20609.990
epoch 519: train_loss=0.108874 train_ssim=0.8720 val_loss=0.113662 val_ssim=0.8664 val_psnr=32.19 lr=0.00029375635 epoch_seconds=39.102 run_seconds=20618.747 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 520 heartbeat: batch=1/455 avg_train_loss=0.102717 avg_train_ssim=0.8792 run_seconds=20619.045
epoch 520 heartbeat: batch=128/455 avg_train_loss=0.108856 avg_train_ssim=0.8720 run_seconds=20629.124
epoch 520 heartbeat: batch=262/455 avg_train_loss=0.108931 avg_train_ssim=0.8720 run_seconds=20639.163
epoch 520 heartbeat: batch=389/455 avg_train_loss=0.108967 avg_train_ssim=0.8719 run_seconds=20649.168
epoch 520: train_loss=0.108922 train_ssim=0.8720 val_loss=0.113966 val_ssim=0.8660 val_psnr=32.18 lr=0.00029152389 epoch_seconds=39.147 run_seconds=20657.929 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 521 heartbeat: batch=1/455 avg_train_loss=0.108711 avg_train_ssim=0.8722 run_seconds=20658.193
epoch 521 heartbeat: batch=129/455 avg_train_loss=0.108610 avg_train_ssim=0.8723 run_seconds=20668.252
epoch 521 heartbeat: batch=262/455 avg_train_loss=0.108955 avg_train_ssim=0.8719 run_seconds=20678.272
epoch 521 heartbeat: batch=389/455 avg_train_loss=0.109021 avg_train_ssim=0.8718 run_seconds=20688.276
epoch 521: train_loss=0.109009 train_ssim=0.8719 val_loss=0.113577 val_ssim=0.8665 val_psnr=32.00 lr=0.00028896253 epoch_seconds=39.108 run_seconds=20697.072 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 522 heartbeat: batch=1/455 avg_train_loss=0.105442 avg_train_ssim=0.8761 run_seconds=20697.374
epoch 522 heartbeat: batch=130/455 avg_train_loss=0.108920 avg_train_ssim=0.8720 run_seconds=20707.400
epoch 522 heartbeat: batch=263/455 avg_train_loss=0.108715 avg_train_ssim=0.8722 run_seconds=20717.478
epoch 522 heartbeat: batch=390/455 avg_train_loss=0.108893 avg_train_ssim=0.8720 run_seconds=20727.485
epoch 522: train_loss=0.108876 train_ssim=0.8720 val_loss=0.114073 val_ssim=0.8659 val_psnr=32.02 lr=0.00028607845 epoch_seconds=39.014 run_seconds=20736.123 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 523 heartbeat: batch=1/455 avg_train_loss=0.110543 avg_train_ssim=0.8701 run_seconds=20736.395
epoch 523 heartbeat: batch=129/455 avg_train_loss=0.108825 avg_train_ssim=0.8721 run_seconds=20746.411
epoch 523 heartbeat: batch=262/455 avg_train_loss=0.108838 avg_train_ssim=0.8721 run_seconds=20756.485
epoch 523 heartbeat: batch=389/455 avg_train_loss=0.108730 avg_train_ssim=0.8722 run_seconds=20766.490
epoch 523: train_loss=0.108720 train_ssim=0.8722 val_loss=0.113990 val_ssim=0.8660 val_psnr=32.13 lr=0.00028287858 epoch_seconds=39.106 run_seconds=20775.266 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 524 heartbeat: batch=1/455 avg_train_loss=0.107806 avg_train_ssim=0.8733 run_seconds=20775.545
epoch 524 heartbeat: batch=130/455 avg_train_loss=0.108535 avg_train_ssim=0.8724 run_seconds=20785.565
epoch 524 heartbeat: batch=262/455 avg_train_loss=0.108704 avg_train_ssim=0.8722 run_seconds=20795.584
epoch 524 heartbeat: batch=389/455 avg_train_loss=0.108693 avg_train_ssim=0.8722 run_seconds=20805.600
epoch 524: train_loss=0.108683 train_ssim=0.8722 val_loss=0.113824 val_ssim=0.8662 val_psnr=32.21 lr=0.00027937065 epoch_seconds=39.043 run_seconds=20814.345 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 525 heartbeat: batch=1/455 avg_train_loss=0.111368 avg_train_ssim=0.8691 run_seconds=20814.654
epoch 525 heartbeat: batch=130/455 avg_train_loss=0.108604 avg_train_ssim=0.8723 run_seconds=20824.681
epoch 525 heartbeat: batch=262/455 avg_train_loss=0.108591 avg_train_ssim=0.8724 run_seconds=20834.741
epoch 525 heartbeat: batch=389/455 avg_train_loss=0.108565 avg_train_ssim=0.8724 run_seconds=20844.747
epoch 525: train_loss=0.108769 train_ssim=0.8721 val_loss=0.114497 val_ssim=0.8654 val_psnr=32.01 lr=0.00027556309 epoch_seconds=39.106 run_seconds=20853.489 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 526 heartbeat: batch=1/455 avg_train_loss=0.110331 avg_train_ssim=0.8703 run_seconds=20853.782
epoch 526 heartbeat: batch=131/455 avg_train_loss=0.109086 avg_train_ssim=0.8718 run_seconds=20863.856
epoch 526 heartbeat: batch=263/455 avg_train_loss=0.108753 avg_train_ssim=0.8722 run_seconds=20873.897
epoch 526 heartbeat: batch=390/455 avg_train_loss=0.108712 avg_train_ssim=0.8722 run_seconds=20883.906
epoch 526: train_loss=0.108696 train_ssim=0.8722 val_loss=0.113834 val_ssim=0.8662 val_psnr=32.15 lr=0.00027146509 epoch_seconds=39.045 run_seconds=20892.575 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 527 heartbeat: batch=1/455 avg_train_loss=0.108376 avg_train_ssim=0.8726 run_seconds=20892.853
epoch 527 heartbeat: batch=130/455 avg_train_loss=0.108809 avg_train_ssim=0.8721 run_seconds=20902.864
epoch 527 heartbeat: batch=262/455 avg_train_loss=0.108638 avg_train_ssim=0.8723 run_seconds=20912.926
epoch 527 heartbeat: batch=389/455 avg_train_loss=0.108562 avg_train_ssim=0.8724 run_seconds=20922.938
epoch 527: train_loss=0.108520 train_ssim=0.8724 val_loss=0.113469 val_ssim=0.8666 val_psnr=32.25 lr=0.00026708652 epoch_seconds=39.142 run_seconds=20931.753 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 528 heartbeat: batch=1/455 avg_train_loss=0.106924 avg_train_ssim=0.8743 run_seconds=20932.019
epoch 528 heartbeat: batch=130/455 avg_train_loss=0.108447 avg_train_ssim=0.8725 run_seconds=20942.039
epoch 528 heartbeat: batch=262/455 avg_train_loss=0.108535 avg_train_ssim=0.8724 run_seconds=20952.083
epoch 528 heartbeat: batch=389/455 avg_train_loss=0.108794 avg_train_ssim=0.8721 run_seconds=20962.121
epoch 528: train_loss=0.108810 train_ssim=0.8721 val_loss=0.113512 val_ssim=0.8666 val_psnr=32.13 lr=0.00026243791 epoch_seconds=39.120 run_seconds=20970.909 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 529 heartbeat: batch=1/455 avg_train_loss=0.107354 avg_train_ssim=0.8738 run_seconds=20971.181
epoch 529 heartbeat: batch=130/455 avg_train_loss=0.108590 avg_train_ssim=0.8724 run_seconds=20981.199
epoch 529 heartbeat: batch=261/455 avg_train_loss=0.108528 avg_train_ssim=0.8724 run_seconds=20991.209
epoch 529 heartbeat: batch=388/455 avg_train_loss=0.108447 avg_train_ssim=0.8725 run_seconds=21001.224
epoch 529: train_loss=0.108458 train_ssim=0.8725 val_loss=0.113788 val_ssim=0.8662 val_psnr=31.94 lr=0.00025753048 epoch_seconds=39.107 run_seconds=21010.053 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 530 heartbeat: batch=1/455 avg_train_loss=0.110946 avg_train_ssim=0.8696 run_seconds=21010.382
epoch 530 heartbeat: batch=130/455 avg_train_loss=0.108423 avg_train_ssim=0.8726 run_seconds=21020.386
epoch 530 heartbeat: batch=262/455 avg_train_loss=0.108525 avg_train_ssim=0.8724 run_seconds=21030.464
epoch 530 heartbeat: batch=389/455 avg_train_loss=0.108358 avg_train_ssim=0.8726 run_seconds=21040.468
epoch 530: train_loss=0.108420 train_ssim=0.8726 val_loss=0.113207 val_ssim=0.8669 val_psnr=32.18 lr=0.00025237605 epoch_seconds=39.135 run_seconds=21049.223 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 531 heartbeat: batch=1/455 avg_train_loss=0.108005 avg_train_ssim=0.8730 run_seconds=21049.508
epoch 531 heartbeat: batch=131/455 avg_train_loss=0.108302 avg_train_ssim=0.8727 run_seconds=21059.568
epoch 531 heartbeat: batch=262/455 avg_train_loss=0.108444 avg_train_ssim=0.8725 run_seconds=21069.575
epoch 531 heartbeat: batch=389/455 avg_train_loss=0.108453 avg_train_ssim=0.8725 run_seconds=21079.592
epoch 531: train_loss=0.108404 train_ssim=0.8726 val_loss=0.113424 val_ssim=0.8667 val_psnr=32.25 lr=0.00024698703 epoch_seconds=39.063 run_seconds=21088.325 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 532 heartbeat: batch=1/455 avg_train_loss=0.110147 avg_train_ssim=0.8705 run_seconds=21088.602
epoch 532 heartbeat: batch=131/455 avg_train_loss=0.108633 avg_train_ssim=0.8723 run_seconds=21098.671
epoch 532 heartbeat: batch=263/455 avg_train_loss=0.108440 avg_train_ssim=0.8725 run_seconds=21108.730
epoch 532 heartbeat: batch=390/455 avg_train_loss=0.108397 avg_train_ssim=0.8726 run_seconds=21118.745
epoch 532: train_loss=0.108319 train_ssim=0.8727 val_loss=0.113489 val_ssim=0.8666 val_psnr=32.08 lr=0.0002413764 epoch_seconds=39.069 run_seconds=21127.432 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 533 heartbeat: batch=1/455 avg_train_loss=0.107944 avg_train_ssim=0.8731 run_seconds=21127.702
epoch 533 heartbeat: batch=131/455 avg_train_loss=0.108142 avg_train_ssim=0.8729 run_seconds=21137.758
epoch 533 heartbeat: batch=262/455 avg_train_loss=0.108553 avg_train_ssim=0.8724 run_seconds=21147.791
epoch 533 heartbeat: batch=389/455 avg_train_loss=0.108466 avg_train_ssim=0.8725 run_seconds=21157.791
epoch 533: train_loss=0.108454 train_ssim=0.8725 val_loss=0.113501 val_ssim=0.8666 val_psnr=32.21 lr=0.00023555768 epoch_seconds=39.120 run_seconds=21166.588 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 534 heartbeat: batch=1/455 avg_train_loss=0.107638 avg_train_ssim=0.8735 run_seconds=21166.896
epoch 534 heartbeat: batch=131/455 avg_train_loss=0.108117 avg_train_ssim=0.8729 run_seconds=21176.945
epoch 534 heartbeat: batch=262/455 avg_train_loss=0.112954 avg_train_ssim=0.8673 run_seconds=21186.973
epoch 534 heartbeat: batch=390/455 avg_train_loss=0.114521 avg_train_ssim=0.8654 run_seconds=21197.051
epoch 534: train_loss=0.114652 train_ssim=0.8653 val_loss=0.114743 val_ssim=0.8651 val_psnr=32.12 lr=0.0002295449 epoch_seconds=39.121 run_seconds=21205.745 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 535 heartbeat: batch=1/455 avg_train_loss=0.114126 avg_train_ssim=0.8659 run_seconds=21206.014
epoch 535 heartbeat: batch=131/455 avg_train_loss=0.114467 avg_train_ssim=0.8655 run_seconds=21216.050
epoch 535 heartbeat: batch=262/455 avg_train_loss=0.114022 avg_train_ssim=0.8660 run_seconds=21226.068
epoch 535 heartbeat: batch=389/455 avg_train_loss=0.114159 avg_train_ssim=0.8659 run_seconds=21236.073
epoch 535: train_loss=0.114015 train_ssim=0.8660 val_loss=0.121070 val_ssim=0.8578 val_psnr=30.07 lr=0.00022335253 epoch_seconds=39.061 run_seconds=21244.843 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 536 heartbeat: batch=1/455 avg_train_loss=0.112162 avg_train_ssim=0.8682 run_seconds=21245.123
epoch 536 heartbeat: batch=131/455 avg_train_loss=0.112652 avg_train_ssim=0.8676 run_seconds=21255.175
epoch 536 heartbeat: batch=262/455 avg_train_loss=0.112633 avg_train_ssim=0.8676 run_seconds=21265.212
epoch 536 heartbeat: batch=389/455 avg_train_loss=0.112644 avg_train_ssim=0.8676 run_seconds=21275.220
epoch 536: train_loss=0.112705 train_ssim=0.8676 val_loss=0.115807 val_ssim=0.8639 val_psnr=31.55 lr=0.00021699549 epoch_seconds=39.031 run_seconds=21283.912 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 537 heartbeat: batch=1/455 avg_train_loss=0.116393 avg_train_ssim=0.8632 run_seconds=21284.182
epoch 537 heartbeat: batch=131/455 avg_train_loss=0.112127 avg_train_ssim=0.8682 run_seconds=21294.221
epoch 537 heartbeat: batch=262/455 avg_train_loss=0.112283 avg_train_ssim=0.8680 run_seconds=21304.231
epoch 537 heartbeat: batch=390/455 avg_train_loss=0.112126 avg_train_ssim=0.8682 run_seconds=21314.305
epoch 537: train_loss=0.112134 train_ssim=0.8682 val_loss=0.117984 val_ssim=0.8613 val_psnr=30.98 lr=0.0002104891 epoch_seconds=39.025 run_seconds=21322.977 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 538 heartbeat: batch=1/455 avg_train_loss=0.114604 avg_train_ssim=0.8653 run_seconds=21323.257
epoch 538 heartbeat: batch=129/455 avg_train_loss=0.112078 avg_train_ssim=0.8683 run_seconds=21333.257
epoch 538 heartbeat: batch=260/455 avg_train_loss=0.111629 avg_train_ssim=0.8688 run_seconds=21343.327
epoch 538 heartbeat: batch=388/455 avg_train_loss=0.111637 avg_train_ssim=0.8688 run_seconds=21353.397
epoch 538: train_loss=0.111618 train_ssim=0.8688 val_loss=0.114683 val_ssim=0.8652 val_psnr=32.10 lr=0.00020384903 epoch_seconds=39.213 run_seconds=21362.228 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 539 heartbeat: batch=1/455 avg_train_loss=0.109053 avg_train_ssim=0.8718 run_seconds=21362.498
epoch 539 heartbeat: batch=131/455 avg_train_loss=0.111342 avg_train_ssim=0.8691 run_seconds=21372.524
epoch 539 heartbeat: batch=262/455 avg_train_loss=0.111187 avg_train_ssim=0.8693 run_seconds=21382.530
epoch 539 heartbeat: batch=389/455 avg_train_loss=0.111313 avg_train_ssim=0.8692 run_seconds=21392.543
epoch 539: train_loss=0.111269 train_ssim=0.8692 val_loss=0.114777 val_ssim=0.8651 val_psnr=32.02 lr=0.00019709128 epoch_seconds=39.015 run_seconds=21401.278 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 540 heartbeat: batch=1/455 avg_train_loss=0.108485 avg_train_ssim=0.8725 run_seconds=21401.548
epoch 540 heartbeat: batch=130/455 avg_train_loss=0.112129 avg_train_ssim=0.8682 run_seconds=21411.612
epoch 540 heartbeat: batch=261/455 avg_train_loss=0.111916 avg_train_ssim=0.8685 run_seconds=21421.632
epoch 540 heartbeat: batch=388/455 avg_train_loss=0.111695 avg_train_ssim=0.8687 run_seconds=21431.647
epoch 540: train_loss=0.111541 train_ssim=0.8689 val_loss=0.114626 val_ssim=0.8653 val_psnr=31.97 lr=0.00019023213 epoch_seconds=39.134 run_seconds=21440.447 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 541 heartbeat: batch=1/455 avg_train_loss=0.110925 avg_train_ssim=0.8696 run_seconds=21440.717
epoch 541 heartbeat: batch=131/455 avg_train_loss=0.110606 avg_train_ssim=0.8700 run_seconds=21450.775
epoch 541 heartbeat: batch=262/455 avg_train_loss=0.110922 avg_train_ssim=0.8696 run_seconds=21460.803
epoch 541 heartbeat: batch=389/455 avg_train_loss=0.110850 avg_train_ssim=0.8697 run_seconds=21470.827
epoch 541: train_loss=0.110748 train_ssim=0.8698 val_loss=0.113846 val_ssim=0.8662 val_psnr=32.10 lr=0.0001832881 epoch_seconds=39.085 run_seconds=21479.571 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 542 heartbeat: batch=1/455 avg_train_loss=0.109754 avg_train_ssim=0.8710 run_seconds=21479.838
epoch 542 heartbeat: batch=131/455 avg_train_loss=0.110322 avg_train_ssim=0.8703 run_seconds=21489.870
epoch 542 heartbeat: batch=262/455 avg_train_loss=0.110424 avg_train_ssim=0.8702 run_seconds=21499.934
epoch 542 heartbeat: batch=390/455 avg_train_loss=0.110376 avg_train_ssim=0.8703 run_seconds=21510.009
epoch 542: train_loss=0.110636 train_ssim=0.8700 val_loss=0.115596 val_ssim=0.8641 val_psnr=31.75 lr=0.00017627592 epoch_seconds=39.019 run_seconds=21518.627 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 543 heartbeat: batch=1/455 avg_train_loss=0.113722 avg_train_ssim=0.8663 run_seconds=21518.915
epoch 543 heartbeat: batch=131/455 avg_train_loss=0.110955 avg_train_ssim=0.8696 run_seconds=21528.934
epoch 543 heartbeat: batch=262/455 avg_train_loss=0.110857 avg_train_ssim=0.8697 run_seconds=21538.951
epoch 543 heartbeat: batch=390/455 avg_train_loss=0.110729 avg_train_ssim=0.8699 run_seconds=21549.025
epoch 543: train_loss=0.110744 train_ssim=0.8698 val_loss=0.113892 val_ssim=0.8661 val_psnr=32.09 lr=0.00016921249 epoch_seconds=39.031 run_seconds=21557.693 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 544 heartbeat: batch=1/455 avg_train_loss=0.113889 avg_train_ssim=0.8662 run_seconds=21557.995
epoch 544 heartbeat: batch=131/455 avg_train_loss=0.110651 avg_train_ssim=0.8700 run_seconds=21568.038
epoch 544 heartbeat: batch=262/455 avg_train_loss=0.110471 avg_train_ssim=0.8702 run_seconds=21578.064
epoch 544 heartbeat: batch=389/455 avg_train_loss=0.110439 avg_train_ssim=0.8702 run_seconds=21588.070
epoch 544: train_loss=0.110406 train_ssim=0.8702 val_loss=0.115497 val_ssim=0.8642 val_psnr=31.63 lr=0.00016211481 epoch_seconds=39.076 run_seconds=21596.809 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 545 heartbeat: batch=1/455 avg_train_loss=0.106592 avg_train_ssim=0.8747 run_seconds=21597.079
epoch 545 heartbeat: batch=131/455 avg_train_loss=0.110194 avg_train_ssim=0.8705 run_seconds=21607.088
epoch 545 heartbeat: batch=263/455 avg_train_loss=0.109977 avg_train_ssim=0.8707 run_seconds=21617.165
epoch 545 heartbeat: batch=390/455 avg_train_loss=0.109950 avg_train_ssim=0.8708 run_seconds=21627.173
epoch 545: train_loss=0.109966 train_ssim=0.8708 val_loss=0.114263 val_ssim=0.8657 val_psnr=31.94 lr=0.000155 epoch_seconds=38.991 run_seconds=21635.836 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 546 heartbeat: batch=1/455 avg_train_loss=0.113128 avg_train_ssim=0.8670 run_seconds=21636.109
epoch 546 heartbeat: batch=131/455 avg_train_loss=0.109910 avg_train_ssim=0.8708 run_seconds=21646.115
epoch 546 heartbeat: batch=262/455 avg_train_loss=0.109929 avg_train_ssim=0.8708 run_seconds=21656.155
epoch 546 heartbeat: batch=389/455 avg_train_loss=0.110356 avg_train_ssim=0.8703 run_seconds=21666.162
epoch 546: train_loss=0.110499 train_ssim=0.8701 val_loss=0.114833 val_ssim=0.8650 val_psnr=31.83 lr=0.00014788519 epoch_seconds=39.028 run_seconds=21674.901 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 547 heartbeat: batch=1/455 avg_train_loss=0.108669 avg_train_ssim=0.8723 run_seconds=21675.166
epoch 547 heartbeat: batch=131/455 avg_train_loss=0.110689 avg_train_ssim=0.8699 run_seconds=21685.200
epoch 547 heartbeat: batch=262/455 avg_train_loss=0.110547 avg_train_ssim=0.8701 run_seconds=21695.217
epoch 547 heartbeat: batch=389/455 avg_train_loss=0.110440 avg_train_ssim=0.8702 run_seconds=21705.226
epoch 547: train_loss=0.110361 train_ssim=0.8703 val_loss=0.114427 val_ssim=0.8655 val_psnr=31.92 lr=0.00014078751 epoch_seconds=39.036 run_seconds=21713.973 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 548 heartbeat: batch=1/455 avg_train_loss=0.108744 avg_train_ssim=0.8722 run_seconds=21714.236
epoch 548 heartbeat: batch=131/455 avg_train_loss=0.110161 avg_train_ssim=0.8705 run_seconds=21724.279
epoch 548 heartbeat: batch=266/455 avg_train_loss=0.109767 avg_train_ssim=0.8710 run_seconds=21734.287
epoch 548 heartbeat: batch=393/455 avg_train_loss=0.109756 avg_train_ssim=0.8710 run_seconds=21744.305
epoch 548: train_loss=0.109762 train_ssim=0.8710 val_loss=0.113729 val_ssim=0.8663 val_psnr=31.96 lr=0.00013372408 epoch_seconds=38.727 run_seconds=21752.735 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 549 heartbeat: batch=1/455 avg_train_loss=0.110540 avg_train_ssim=0.8701 run_seconds=21753.008
epoch 549 heartbeat: batch=130/455 avg_train_loss=0.109233 avg_train_ssim=0.8716 run_seconds=21763.016
epoch 549 heartbeat: batch=262/455 avg_train_loss=0.109593 avg_train_ssim=0.8712 run_seconds=21773.070
epoch 549 heartbeat: batch=390/455 avg_train_loss=0.109588 avg_train_ssim=0.8712 run_seconds=21783.144
epoch 549: train_loss=0.109604 train_ssim=0.8712 val_loss=0.113476 val_ssim=0.8666 val_psnr=31.91 lr=0.0001267119 epoch_seconds=38.992 run_seconds=21791.766 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 550 heartbeat: batch=1/455 avg_train_loss=0.109835 avg_train_ssim=0.8709 run_seconds=21792.044
epoch 550 heartbeat: batch=131/455 avg_train_loss=0.109308 avg_train_ssim=0.8715 run_seconds=21802.113
epoch 550 heartbeat: batch=265/455 avg_train_loss=0.109524 avg_train_ssim=0.8713 run_seconds=21812.176
epoch 550 heartbeat: batch=392/455 avg_train_loss=0.109468 avg_train_ssim=0.8713 run_seconds=21822.181
epoch 550: train_loss=0.109564 train_ssim=0.8712 val_loss=0.113640 val_ssim=0.8664 val_psnr=32.03 lr=0.00011976787 epoch_seconds=38.984 run_seconds=21830.789 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 551 heartbeat: batch=1/455 avg_train_loss=0.112880 avg_train_ssim=0.8673 run_seconds=21831.051
epoch 551 heartbeat: batch=130/455 avg_train_loss=0.109422 avg_train_ssim=0.8714 run_seconds=21841.061
epoch 551 heartbeat: batch=263/455 avg_train_loss=0.109314 avg_train_ssim=0.8715 run_seconds=21851.130
epoch 551 heartbeat: batch=390/455 avg_train_loss=0.109386 avg_train_ssim=0.8714 run_seconds=21861.132
epoch 551: train_loss=0.109302 train_ssim=0.8715 val_loss=0.113269 val_ssim=0.8668 val_psnr=32.20 lr=0.00011290872 epoch_seconds=38.969 run_seconds=21869.794 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 552 heartbeat: batch=1/455 avg_train_loss=0.113878 avg_train_ssim=0.8662 run_seconds=21870.101
epoch 552 heartbeat: batch=130/455 avg_train_loss=0.108937 avg_train_ssim=0.8720 run_seconds=21880.120
epoch 552 heartbeat: batch=262/455 avg_train_loss=0.108940 avg_train_ssim=0.8720 run_seconds=21890.193
epoch 552 heartbeat: batch=389/455 avg_train_loss=0.108971 avg_train_ssim=0.8719 run_seconds=21900.223
epoch 552: train_loss=0.109109 train_ssim=0.8718 val_loss=0.113325 val_ssim=0.8668 val_psnr=32.09 lr=0.00010615097 epoch_seconds=39.165 run_seconds=21908.998 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 553 heartbeat: batch=1/455 avg_train_loss=0.113420 avg_train_ssim=0.8667 run_seconds=21909.267
epoch 553 heartbeat: batch=130/455 avg_train_loss=0.109182 avg_train_ssim=0.8717 run_seconds=21919.289
epoch 553 heartbeat: batch=262/455 avg_train_loss=0.109309 avg_train_ssim=0.8715 run_seconds=21929.292
epoch 553 heartbeat: batch=389/455 avg_train_loss=0.109209 avg_train_ssim=0.8716 run_seconds=21939.295
epoch 553: train_loss=0.109226 train_ssim=0.8716 val_loss=0.115742 val_ssim=0.8640 val_psnr=31.42 lr=9.9510902e-05 epoch_seconds=39.102 run_seconds=21948.137 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 554 heartbeat: batch=1/455 avg_train_loss=0.106385 avg_train_ssim=0.8749 run_seconds=21948.403
epoch 554 heartbeat: batch=130/455 avg_train_loss=0.108930 avg_train_ssim=0.8720 run_seconds=21958.405
epoch 554 heartbeat: batch=263/455 avg_train_loss=0.109265 avg_train_ssim=0.8716 run_seconds=21968.477
epoch 554 heartbeat: batch=391/455 avg_train_loss=0.109344 avg_train_ssim=0.8715 run_seconds=21978.552
epoch 554: train_loss=0.109352 train_ssim=0.8715 val_loss=0.114024 val_ssim=0.8660 val_psnr=31.93 lr=9.3004511e-05 epoch_seconds=38.954 run_seconds=21987.127 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 555 heartbeat: batch=1/455 avg_train_loss=0.108112 avg_train_ssim=0.8729 run_seconds=21987.402
epoch 555 heartbeat: batch=130/455 avg_train_loss=0.108903 avg_train_ssim=0.8720 run_seconds=21997.418
epoch 555 heartbeat: batch=262/455 avg_train_loss=0.108862 avg_train_ssim=0.8720 run_seconds=22007.483
epoch 555 heartbeat: batch=389/455 avg_train_loss=0.108929 avg_train_ssim=0.8720 run_seconds=22017.489
epoch 555: train_loss=0.108963 train_ssim=0.8719 val_loss=0.113120 val_ssim=0.8670 val_psnr=32.04 lr=8.6647473e-05 epoch_seconds=39.066 run_seconds=22026.229 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 556 heartbeat: batch=1/455 avg_train_loss=0.106529 avg_train_ssim=0.8748 run_seconds=22026.501
epoch 556 heartbeat: batch=130/455 avg_train_loss=0.108803 avg_train_ssim=0.8721 run_seconds=22036.501
epoch 556 heartbeat: batch=262/455 avg_train_loss=0.108769 avg_train_ssim=0.8722 run_seconds=22046.524
epoch 556 heartbeat: batch=389/455 avg_train_loss=0.108789 avg_train_ssim=0.8721 run_seconds=22056.536
epoch 556: train_loss=0.108772 train_ssim=0.8721 val_loss=0.113167 val_ssim=0.8670 val_psnr=32.03 lr=8.0455102e-05 epoch_seconds=38.974 run_seconds=22065.242 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 557 heartbeat: batch=1/455 avg_train_loss=0.108725 avg_train_ssim=0.8722 run_seconds=22065.545
epoch 557 heartbeat: batch=130/455 avg_train_loss=0.108689 avg_train_ssim=0.8722 run_seconds=22075.564
epoch 557 heartbeat: batch=262/455 avg_train_loss=0.108835 avg_train_ssim=0.8721 run_seconds=22085.640
epoch 557 heartbeat: batch=390/455 avg_train_loss=0.108801 avg_train_ssim=0.8721 run_seconds=22095.713
epoch 557: train_loss=0.108785 train_ssim=0.8721 val_loss=0.113307 val_ssim=0.8668 val_psnr=32.11 lr=7.4442316e-05 epoch_seconds=39.135 run_seconds=22104.415 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 558 heartbeat: batch=1/455 avg_train_loss=0.110530 avg_train_ssim=0.8701 run_seconds=22104.684
epoch 558 heartbeat: batch=130/455 avg_train_loss=0.108976 avg_train_ssim=0.8719 run_seconds=22114.707
epoch 558 heartbeat: batch=261/455 avg_train_loss=0.108759 avg_train_ssim=0.8722 run_seconds=22124.712
epoch 558 heartbeat: batch=388/455 avg_train_loss=0.108741 avg_train_ssim=0.8722 run_seconds=22134.712
epoch 558: train_loss=0.108700 train_ssim=0.8722 val_loss=0.113597 val_ssim=0.8665 val_psnr=32.04 lr=6.8623601e-05 epoch_seconds=39.134 run_seconds=22143.586 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 559 heartbeat: batch=1/455 avg_train_loss=0.107553 avg_train_ssim=0.8736 run_seconds=22143.878
epoch 559 heartbeat: batch=130/455 avg_train_loss=0.108578 avg_train_ssim=0.8724 run_seconds=22153.945
epoch 559 heartbeat: batch=262/455 avg_train_loss=0.108604 avg_train_ssim=0.8723 run_seconds=22164.010
epoch 559 heartbeat: batch=389/455 avg_train_loss=0.108759 avg_train_ssim=0.8722 run_seconds=22174.012
epoch 559: train_loss=0.108772 train_ssim=0.8721 val_loss=0.113480 val_ssim=0.8666 val_psnr=32.01 lr=6.3012974e-05 epoch_seconds=39.167 run_seconds=22182.791 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 560 heartbeat: batch=1/455 avg_train_loss=0.110486 avg_train_ssim=0.8701 run_seconds=22183.105
epoch 560 heartbeat: batch=130/455 avg_train_loss=0.108788 avg_train_ssim=0.8721 run_seconds=22193.170
epoch 560 heartbeat: batch=262/455 avg_train_loss=0.108492 avg_train_ssim=0.8725 run_seconds=22203.228
epoch 560 heartbeat: batch=389/455 avg_train_loss=0.108554 avg_train_ssim=0.8724 run_seconds=22213.236
epoch 560: train_loss=0.108577 train_ssim=0.8724 val_loss=0.112951 val_ssim=0.8672 val_psnr=32.11 lr=5.7623952e-05 epoch_seconds=39.175 run_seconds=22222.003 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 561 heartbeat: batch=1/455 avg_train_loss=0.107949 avg_train_ssim=0.8731 run_seconds=22222.276
epoch 561 heartbeat: batch=129/455 avg_train_loss=0.108647 avg_train_ssim=0.8723 run_seconds=22232.305
epoch 561 heartbeat: batch=263/455 avg_train_loss=0.108404 avg_train_ssim=0.8726 run_seconds=22242.335
epoch 561 heartbeat: batch=390/455 avg_train_loss=0.108546 avg_train_ssim=0.8724 run_seconds=22252.336
epoch 561: train_loss=0.108555 train_ssim=0.8724 val_loss=0.113705 val_ssim=0.8663 val_psnr=31.97 lr=5.2469517e-05 epoch_seconds=38.951 run_seconds=22260.990 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 562 heartbeat: batch=1/455 avg_train_loss=0.106100 avg_train_ssim=0.8753 run_seconds=22261.261
epoch 562 heartbeat: batch=130/455 avg_train_loss=0.108254 avg_train_ssim=0.8728 run_seconds=22271.284
epoch 562 heartbeat: batch=262/455 avg_train_loss=0.108412 avg_train_ssim=0.8726 run_seconds=22281.351
epoch 562 heartbeat: batch=389/455 avg_train_loss=0.108481 avg_train_ssim=0.8725 run_seconds=22291.362
epoch 562: train_loss=0.108494 train_ssim=0.8725 val_loss=0.113211 val_ssim=0.8669 val_psnr=32.03 lr=4.7562087e-05 epoch_seconds=39.137 run_seconds=22300.162 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 563 heartbeat: batch=1/455 avg_train_loss=0.108944 avg_train_ssim=0.8719 run_seconds=22300.438
epoch 563 heartbeat: batch=131/455 avg_train_loss=0.108223 avg_train_ssim=0.8728 run_seconds=22310.507
epoch 563 heartbeat: batch=263/455 avg_train_loss=0.108410 avg_train_ssim=0.8726 run_seconds=22320.565
epoch 563 heartbeat: batch=390/455 avg_train_loss=0.108214 avg_train_ssim=0.8728 run_seconds=22330.571
epoch 563: train_loss=0.108280 train_ssim=0.8727 val_loss=0.112745 val_ssim=0.8675 val_psnr=32.16 lr=4.2913484e-05 epoch_seconds=39.057 run_seconds=22339.257 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 564 heartbeat: batch=1/455 avg_train_loss=0.107193 avg_train_ssim=0.8740 run_seconds=22339.562
epoch 564 heartbeat: batch=131/455 avg_train_loss=0.108446 avg_train_ssim=0.8725 run_seconds=22349.612
epoch 564 heartbeat: batch=263/455 avg_train_loss=0.108265 avg_train_ssim=0.8727 run_seconds=22359.660
epoch 564 heartbeat: batch=390/455 avg_train_loss=0.108234 avg_train_ssim=0.8728 run_seconds=22369.668
epoch 564: train_loss=0.108266 train_ssim=0.8727 val_loss=0.112977 val_ssim=0.8672 val_psnr=32.16 lr=3.8534908e-05 epoch_seconds=39.083 run_seconds=22378.381 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 565 heartbeat: batch=1/455 avg_train_loss=0.107609 avg_train_ssim=0.8735 run_seconds=22378.653
epoch 565 heartbeat: batch=129/455 avg_train_loss=0.108384 avg_train_ssim=0.8726 run_seconds=22388.680
epoch 565 heartbeat: batch=260/455 avg_train_loss=0.108113 avg_train_ssim=0.8729 run_seconds=22398.694
epoch 565 heartbeat: batch=387/455 avg_train_loss=0.108628 avg_train_ssim=0.8723 run_seconds=22408.755
epoch 565: train_loss=0.108696 train_ssim=0.8722 val_loss=0.112795 val_ssim=0.8674 val_psnr=32.20 lr=3.4436906e-05 epoch_seconds=39.221 run_seconds=22417.640 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 566 heartbeat: batch=1/455 avg_train_loss=0.108512 avg_train_ssim=0.8725 run_seconds=22417.922
epoch 566 heartbeat: batch=131/455 avg_train_loss=0.108787 avg_train_ssim=0.8721 run_seconds=22427.989
epoch 566 heartbeat: batch=263/455 avg_train_loss=0.108556 avg_train_ssim=0.8724 run_seconds=22438.007
epoch 566 heartbeat: batch=390/455 avg_train_loss=0.108427 avg_train_ssim=0.8726 run_seconds=22448.026
epoch 566: train_loss=0.108359 train_ssim=0.8726 val_loss=0.112894 val_ssim=0.8673 val_psnr=32.10 lr=3.0629352e-05 epoch_seconds=39.007 run_seconds=22456.682 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 567 heartbeat: batch=1/455 avg_train_loss=0.108099 avg_train_ssim=0.8729 run_seconds=22456.997
epoch 567 heartbeat: batch=130/455 avg_train_loss=0.108441 avg_train_ssim=0.8725 run_seconds=22467.029
epoch 567 heartbeat: batch=262/455 avg_train_loss=0.108270 avg_train_ssim=0.8727 run_seconds=22477.093
epoch 567 heartbeat: batch=390/455 avg_train_loss=0.108185 avg_train_ssim=0.8728 run_seconds=22487.168
epoch 567: train_loss=0.108181 train_ssim=0.8728 val_loss=0.112684 val_ssim=0.8675 val_psnr=32.15 lr=2.7121417e-05 epoch_seconds=39.137 run_seconds=22495.855 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 568 heartbeat: batch=1/455 avg_train_loss=0.108697 avg_train_ssim=0.8722 run_seconds=22496.125
epoch 568 heartbeat: batch=131/455 avg_train_loss=0.108118 avg_train_ssim=0.8729 run_seconds=22506.183
epoch 568 heartbeat: batch=261/455 avg_train_loss=0.108078 avg_train_ssim=0.8730 run_seconds=22516.193
epoch 568 heartbeat: batch=388/455 avg_train_loss=0.108111 avg_train_ssim=0.8729 run_seconds=22526.209
epoch 568: train_loss=0.108117 train_ssim=0.8729 val_loss=0.112408 val_ssim=0.8679 val_psnr=32.20 lr=2.3921552e-05 epoch_seconds=39.146 run_seconds=22535.035 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 569 heartbeat: batch=1/455 avg_train_loss=0.104561 avg_train_ssim=0.8771 run_seconds=22535.304
epoch 569 heartbeat: batch=131/455 avg_train_loss=0.107842 avg_train_ssim=0.8732 run_seconds=22545.371
epoch 569 heartbeat: batch=262/455 avg_train_loss=0.108013 avg_train_ssim=0.8730 run_seconds=22555.395
epoch 569 heartbeat: batch=389/455 avg_train_loss=0.107965 avg_train_ssim=0.8731 run_seconds=22565.401
epoch 569: train_loss=0.107955 train_ssim=0.8731 val_loss=0.112641 val_ssim=0.8676 val_psnr=32.22 lr=2.1037468e-05 epoch_seconds=39.092 run_seconds=22574.166 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 570 heartbeat: batch=1/455 avg_train_loss=0.103499 avg_train_ssim=0.8783 run_seconds=22574.445
epoch 570 heartbeat: batch=130/455 avg_train_loss=0.107811 avg_train_ssim=0.8733 run_seconds=22584.477
epoch 570 heartbeat: batch=262/455 avg_train_loss=0.108048 avg_train_ssim=0.8730 run_seconds=22594.532
epoch 570 heartbeat: batch=389/455 avg_train_loss=0.107998 avg_train_ssim=0.8731 run_seconds=22604.540
epoch 570: train_loss=0.107985 train_ssim=0.8731 val_loss=0.112709 val_ssim=0.8675 val_psnr=32.17 lr=1.8476111e-05 epoch_seconds=39.137 run_seconds=22613.340 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 571 heartbeat: batch=1/455 avg_train_loss=0.111637 avg_train_ssim=0.8688 run_seconds=22613.609
epoch 571 heartbeat: batch=131/455 avg_train_loss=0.107813 avg_train_ssim=0.8733 run_seconds=22623.664
epoch 571 heartbeat: batch=262/455 avg_train_loss=0.107841 avg_train_ssim=0.8732 run_seconds=22633.673
epoch 571 heartbeat: batch=389/455 avg_train_loss=0.107952 avg_train_ssim=0.8731 run_seconds=22643.681
epoch 571: train_loss=0.107937 train_ssim=0.8731 val_loss=0.112605 val_ssim=0.8676 val_psnr=32.21 lr=1.6243651e-05 epoch_seconds=39.093 run_seconds=22652.473 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 572 heartbeat: batch=1/455 avg_train_loss=0.109282 avg_train_ssim=0.8715 run_seconds=22652.756
epoch 572 heartbeat: batch=129/455 avg_train_loss=0.108145 avg_train_ssim=0.8729 run_seconds=22662.771
epoch 572 heartbeat: batch=261/455 avg_train_loss=0.108093 avg_train_ssim=0.8729 run_seconds=22672.838
epoch 572 heartbeat: batch=388/455 avg_train_loss=0.107917 avg_train_ssim=0.8732 run_seconds=22682.840
epoch 572: train_loss=0.107871 train_ssim=0.8732 val_loss=0.112660 val_ssim=0.8676 val_psnr=32.12 lr=1.4345468e-05 epoch_seconds=39.173 run_seconds=22691.689 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 573 heartbeat: batch=1/455 avg_train_loss=0.110789 avg_train_ssim=0.8698 run_seconds=22691.967
epoch 573 heartbeat: batch=130/455 avg_train_loss=0.107516 avg_train_ssim=0.8736 run_seconds=22701.972
epoch 573 heartbeat: batch=264/455 avg_train_loss=0.107871 avg_train_ssim=0.8732 run_seconds=22712.010
epoch 573 heartbeat: batch=391/455 avg_train_loss=0.107912 avg_train_ssim=0.8732 run_seconds=22722.015
epoch 573: train_loss=0.107922 train_ssim=0.8731 val_loss=0.112565 val_ssim=0.8677 val_psnr=32.14 lr=1.2786134e-05 epoch_seconds=38.878 run_seconds=22730.604 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 574 heartbeat: batch=1/455 avg_train_loss=0.108913 avg_train_ssim=0.8720 run_seconds=22730.871
epoch 574 heartbeat: batch=130/455 avg_train_loss=0.108055 avg_train_ssim=0.8730 run_seconds=22740.895
epoch 574 heartbeat: batch=262/455 avg_train_loss=0.108041 avg_train_ssim=0.8730 run_seconds=22750.937
epoch 574 heartbeat: batch=390/455 avg_train_loss=0.108042 avg_train_ssim=0.8730 run_seconds=22761.010
epoch 574: train_loss=0.107960 train_ssim=0.8731 val_loss=0.112998 val_ssim=0.8672 val_psnr=32.08 lr=1.1569406e-05 epoch_seconds=39.120 run_seconds=22769.760 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 575 heartbeat: batch=1/455 avg_train_loss=0.111122 avg_train_ssim=0.8694 run_seconds=22770.039
epoch 575 heartbeat: batch=130/455 avg_train_loss=0.107869 avg_train_ssim=0.8732 run_seconds=22780.082
epoch 575 heartbeat: batch=261/455 avg_train_loss=0.107842 avg_train_ssim=0.8732 run_seconds=22790.113
epoch 575 heartbeat: batch=388/455 avg_train_loss=0.107814 avg_train_ssim=0.8733 run_seconds=22800.122
epoch 575: train_loss=0.107831 train_ssim=0.8733 val_loss=0.112378 val_ssim=0.8679 val_psnr=32.29 lr=1.0698215e-05 epoch_seconds=39.125 run_seconds=22808.923 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 576 heartbeat: batch=1/455 avg_train_loss=0.104708 avg_train_ssim=0.8769 run_seconds=22809.196
epoch 576 heartbeat: batch=131/455 avg_train_loss=0.107928 avg_train_ssim=0.8731 run_seconds=22819.245
epoch 576 heartbeat: batch=263/455 avg_train_loss=0.108013 avg_train_ssim=0.8730 run_seconds=22829.317
epoch 576 heartbeat: batch=390/455 avg_train_loss=0.107892 avg_train_ssim=0.8732 run_seconds=22839.330
epoch 576: train_loss=0.107886 train_ssim=0.8732 val_loss=0.112404 val_ssim=0.8679 val_psnr=32.24 lr=1.0174659e-05 epoch_seconds=39.065 run_seconds=22848.028 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 577 heartbeat: batch=1/455 avg_train_loss=0.107289 avg_train_ssim=0.8739 run_seconds=22848.306
epoch 577 heartbeat: batch=130/455 avg_train_loss=0.108069 avg_train_ssim=0.8730 run_seconds=22858.310
epoch 577 heartbeat: batch=261/455 avg_train_loss=0.107996 avg_train_ssim=0.8731 run_seconds=22868.319
epoch 577 heartbeat: batch=389/455 avg_train_loss=0.107992 avg_train_ssim=0.8731 run_seconds=22878.390
epoch 577: train_loss=0.107924 train_ssim=0.8731 val_loss=0.112689 val_ssim=0.8675 val_psnr=32.09 lr=1e-05 epoch_seconds=39.109 run_seconds=22887.174 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 578 heartbeat: batch=1/455 avg_train_loss=0.106081 avg_train_ssim=0.8753 run_seconds=22887.447
epoch 578 heartbeat: batch=131/455 avg_train_loss=0.107587 avg_train_ssim=0.8735 run_seconds=22897.510
epoch 578 heartbeat: batch=263/455 avg_train_loss=0.107802 avg_train_ssim=0.8733 run_seconds=22907.575
epoch 578 heartbeat: batch=390/455 avg_train_loss=0.107897 avg_train_ssim=0.8732 run_seconds=22917.588
epoch 578: train_loss=0.107876 train_ssim=0.8732 val_loss=0.112651 val_ssim=0.8676 val_psnr=32.05 lr=1.0174659e-05 epoch_seconds=39.032 run_seconds=22926.243 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 579 heartbeat: batch=1/455 avg_train_loss=0.105073 avg_train_ssim=0.8765 run_seconds=22926.520
epoch 579 heartbeat: batch=131/455 avg_train_loss=0.107965 avg_train_ssim=0.8731 run_seconds=22936.584
epoch 579 heartbeat: batch=265/455 avg_train_loss=0.107667 avg_train_ssim=0.8734 run_seconds=22946.646
epoch 579 heartbeat: batch=393/455 avg_train_loss=0.107783 avg_train_ssim=0.8733 run_seconds=22956.724
epoch 579: train_loss=0.107913 train_ssim=0.8732 val_loss=0.112684 val_ssim=0.8675 val_psnr=32.17 lr=1.0698215e-05 epoch_seconds=38.897 run_seconds=22965.176 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 580 heartbeat: batch=1/455 avg_train_loss=0.110623 avg_train_ssim=0.8700 run_seconds=22965.452
epoch 580 heartbeat: batch=130/455 avg_train_loss=0.107837 avg_train_ssim=0.8732 run_seconds=22975.456
epoch 580 heartbeat: batch=261/455 avg_train_loss=0.107723 avg_train_ssim=0.8734 run_seconds=22985.464
epoch 580 heartbeat: batch=388/455 avg_train_loss=0.107880 avg_train_ssim=0.8732 run_seconds=22995.483
epoch 580: train_loss=0.107899 train_ssim=0.8732 val_loss=0.112612 val_ssim=0.8676 val_psnr=32.16 lr=1.1569406e-05 epoch_seconds=39.115 run_seconds=23004.327 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 581 heartbeat: batch=1/455 avg_train_loss=0.106884 avg_train_ssim=0.8744 run_seconds=23004.600
epoch 581 heartbeat: batch=129/455 avg_train_loss=0.108076 avg_train_ssim=0.8730 run_seconds=23014.621
epoch 581 heartbeat: batch=260/455 avg_train_loss=0.107845 avg_train_ssim=0.8732 run_seconds=23024.622
epoch 581 heartbeat: batch=387/455 avg_train_loss=0.107871 avg_train_ssim=0.8732 run_seconds=23034.660
epoch 581: train_loss=0.107902 train_ssim=0.8732 val_loss=0.112502 val_ssim=0.8678 val_psnr=32.20 lr=1.2786134e-05 epoch_seconds=39.296 run_seconds=23043.659 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 582 heartbeat: batch=1/455 avg_train_loss=0.109848 avg_train_ssim=0.8709 run_seconds=23043.926
epoch 582 heartbeat: batch=131/455 avg_train_loss=0.107864 avg_train_ssim=0.8732 run_seconds=23053.950
epoch 582 heartbeat: batch=262/455 avg_train_loss=0.107840 avg_train_ssim=0.8732 run_seconds=23063.976
epoch 582 heartbeat: batch=389/455 avg_train_loss=0.107929 avg_train_ssim=0.8731 run_seconds=23073.982
epoch 582: train_loss=0.107910 train_ssim=0.8732 val_loss=0.112548 val_ssim=0.8677 val_psnr=32.16 lr=1.4345468e-05 epoch_seconds=39.066 run_seconds=23082.764 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 583 heartbeat: batch=1/455 avg_train_loss=0.106357 avg_train_ssim=0.8750 run_seconds=23083.079
epoch 583 heartbeat: batch=130/455 avg_train_loss=0.108081 avg_train_ssim=0.8730 run_seconds=23093.119
epoch 583 heartbeat: batch=262/455 avg_train_loss=0.108130 avg_train_ssim=0.8729 run_seconds=23103.168
epoch 583 heartbeat: batch=389/455 avg_train_loss=0.108004 avg_train_ssim=0.8730 run_seconds=23113.190
epoch 583: train_loss=0.107960 train_ssim=0.8731 val_loss=0.113072 val_ssim=0.8671 val_psnr=32.06 lr=1.6243651e-05 epoch_seconds=39.164 run_seconds=23121.962 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 584 heartbeat: batch=1/455 avg_train_loss=0.107304 avg_train_ssim=0.8739 run_seconds=23122.233
epoch 584 heartbeat: batch=131/455 avg_train_loss=0.108012 avg_train_ssim=0.8730 run_seconds=23132.306
epoch 584 heartbeat: batch=262/455 avg_train_loss=0.107911 avg_train_ssim=0.8732 run_seconds=23142.338
epoch 584 heartbeat: batch=389/455 avg_train_loss=0.107973 avg_train_ssim=0.8731 run_seconds=23152.350
epoch 584: train_loss=0.107938 train_ssim=0.8731 val_loss=0.112499 val_ssim=0.8678 val_psnr=32.23 lr=1.8476111e-05 epoch_seconds=39.121 run_seconds=23161.120 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 585 heartbeat: batch=1/455 avg_train_loss=0.108054 avg_train_ssim=0.8730 run_seconds=23161.391
epoch 585 heartbeat: batch=131/455 avg_train_loss=0.107884 avg_train_ssim=0.8732 run_seconds=23171.430
epoch 585 heartbeat: batch=262/455 avg_train_loss=0.107816 avg_train_ssim=0.8733 run_seconds=23181.446
epoch 585 heartbeat: batch=389/455 avg_train_loss=0.107965 avg_train_ssim=0.8731 run_seconds=23191.448
epoch 585: train_loss=0.108002 train_ssim=0.8731 val_loss=0.112878 val_ssim=0.8673 val_psnr=32.10 lr=2.1037468e-05 epoch_seconds=39.069 run_seconds=23200.226 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 586 heartbeat: batch=1/455 avg_train_loss=0.108788 avg_train_ssim=0.8721 run_seconds=23200.488
epoch 586 heartbeat: batch=131/455 avg_train_loss=0.108164 avg_train_ssim=0.8729 run_seconds=23210.535
epoch 586 heartbeat: batch=261/455 avg_train_loss=0.108064 avg_train_ssim=0.8730 run_seconds=23220.557
epoch 586 heartbeat: batch=388/455 avg_train_loss=0.107965 avg_train_ssim=0.8731 run_seconds=23230.583
epoch 586: train_loss=0.108020 train_ssim=0.8730 val_loss=0.112523 val_ssim=0.8677 val_psnr=32.19 lr=2.3921552e-05 epoch_seconds=39.167 run_seconds=23239.428 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 587 heartbeat: batch=1/455 avg_train_loss=0.107561 avg_train_ssim=0.8736 run_seconds=23239.702
epoch 587 heartbeat: batch=131/455 avg_train_loss=0.108073 avg_train_ssim=0.8730 run_seconds=23249.768
epoch 587 heartbeat: batch=262/455 avg_train_loss=0.108132 avg_train_ssim=0.8729 run_seconds=23259.842
epoch 587 heartbeat: batch=389/455 avg_train_loss=0.108098 avg_train_ssim=0.8729 run_seconds=23269.889
epoch 587: train_loss=0.108049 train_ssim=0.8730 val_loss=0.113193 val_ssim=0.8669 val_psnr=32.07 lr=2.7121417e-05 epoch_seconds=39.191 run_seconds=23278.655 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 588 heartbeat: batch=1/455 avg_train_loss=0.107452 avg_train_ssim=0.8737 run_seconds=23278.966
epoch 588 heartbeat: batch=131/455 avg_train_loss=0.108143 avg_train_ssim=0.8729 run_seconds=23288.976
epoch 588 heartbeat: batch=262/455 avg_train_loss=0.108054 avg_train_ssim=0.8730 run_seconds=23299.045
epoch 588 heartbeat: batch=388/455 avg_train_loss=0.108017 avg_train_ssim=0.8730 run_seconds=23309.045
epoch 588: train_loss=0.108083 train_ssim=0.8730 val_loss=0.113166 val_ssim=0.8670 val_psnr=32.01 lr=3.0629352e-05 epoch_seconds=39.173 run_seconds=23317.864 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 589 heartbeat: batch=1/455 avg_train_loss=0.108601 avg_train_ssim=0.8723 run_seconds=23318.142
epoch 589 heartbeat: batch=131/455 avg_train_loss=0.107966 avg_train_ssim=0.8731 run_seconds=23328.186
epoch 589 heartbeat: batch=262/455 avg_train_loss=0.108064 avg_train_ssim=0.8730 run_seconds=23338.190
epoch 589 heartbeat: batch=389/455 avg_train_loss=0.108123 avg_train_ssim=0.8729 run_seconds=23348.192
epoch 589: train_loss=0.108180 train_ssim=0.8728 val_loss=0.113138 val_ssim=0.8670 val_psnr=32.09 lr=3.4436906e-05 epoch_seconds=39.038 run_seconds=23356.940 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 590 heartbeat: batch=1/455 avg_train_loss=0.105672 avg_train_ssim=0.8758 run_seconds=23357.207
epoch 590 heartbeat: batch=131/455 avg_train_loss=0.108201 avg_train_ssim=0.8728 run_seconds=23367.219
epoch 590 heartbeat: batch=262/455 avg_train_loss=0.107944 avg_train_ssim=0.8731 run_seconds=23377.254
epoch 590 heartbeat: batch=389/455 avg_train_loss=0.108051 avg_train_ssim=0.8730 run_seconds=23387.263
epoch 590: train_loss=0.107997 train_ssim=0.8731 val_loss=0.112726 val_ssim=0.8675 val_psnr=32.19 lr=3.8534908e-05 epoch_seconds=39.087 run_seconds=23396.066 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 591 heartbeat: batch=1/455 avg_train_loss=0.107949 avg_train_ssim=0.8731 run_seconds=23396.343
epoch 591 heartbeat: batch=131/455 avg_train_loss=0.108374 avg_train_ssim=0.8726 run_seconds=23406.412
epoch 591 heartbeat: batch=265/455 avg_train_loss=0.108128 avg_train_ssim=0.8729 run_seconds=23416.469
epoch 591 heartbeat: batch=392/455 avg_train_loss=0.107993 avg_train_ssim=0.8731 run_seconds=23426.477
epoch 591: train_loss=0.108019 train_ssim=0.8730 val_loss=0.112574 val_ssim=0.8677 val_psnr=32.24 lr=4.2913484e-05 epoch_seconds=38.908 run_seconds=23435.013 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 592 heartbeat: batch=1/455 avg_train_loss=0.113120 avg_train_ssim=0.8670 run_seconds=23435.291
epoch 592 heartbeat: batch=131/455 avg_train_loss=0.108105 avg_train_ssim=0.8729 run_seconds=23445.349
epoch 592 heartbeat: batch=263/455 avg_train_loss=0.108231 avg_train_ssim=0.8728 run_seconds=23455.397
epoch 592 heartbeat: batch=390/455 avg_train_loss=0.108235 avg_train_ssim=0.8728 run_seconds=23465.402
epoch 592: train_loss=0.108192 train_ssim=0.8728 val_loss=0.112962 val_ssim=0.8672 val_psnr=32.09 lr=4.7562087e-05 epoch_seconds=39.007 run_seconds=23474.059 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 593 heartbeat: batch=1/455 avg_train_loss=0.106356 avg_train_ssim=0.8750 run_seconds=23474.376
epoch 593 heartbeat: batch=131/455 avg_train_loss=0.108150 avg_train_ssim=0.8729 run_seconds=23484.393
epoch 593 heartbeat: batch=262/455 avg_train_loss=0.108188 avg_train_ssim=0.8728 run_seconds=23494.468
epoch 593 heartbeat: batch=389/455 avg_train_loss=0.108233 avg_train_ssim=0.8728 run_seconds=23504.530
epoch 593: train_loss=0.108220 train_ssim=0.8728 val_loss=0.112408 val_ssim=0.8679 val_psnr=32.30 lr=5.2469517e-05 epoch_seconds=39.159 run_seconds=23513.255 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 594 heartbeat: batch=1/455 avg_train_loss=0.108828 avg_train_ssim=0.8721 run_seconds=23513.558
epoch 594 heartbeat: batch=130/455 avg_train_loss=0.108234 avg_train_ssim=0.8728 run_seconds=23523.605
epoch 594 heartbeat: batch=262/455 avg_train_loss=0.108263 avg_train_ssim=0.8727 run_seconds=23533.644
epoch 594 heartbeat: batch=389/455 avg_train_loss=0.108260 avg_train_ssim=0.8727 run_seconds=23543.646
epoch 594: train_loss=0.108218 train_ssim=0.8728 val_loss=0.112851 val_ssim=0.8673 val_psnr=32.17 lr=5.7623952e-05 epoch_seconds=39.107 run_seconds=23552.399 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 595 heartbeat: batch=1/455 avg_train_loss=0.108062 avg_train_ssim=0.8730 run_seconds=23552.661
epoch 595 heartbeat: batch=131/455 avg_train_loss=0.108667 avg_train_ssim=0.8723 run_seconds=23562.738
epoch 595 heartbeat: batch=265/455 avg_train_loss=0.108369 avg_train_ssim=0.8726 run_seconds=23572.789
epoch 595 heartbeat: batch=393/455 avg_train_loss=0.108347 avg_train_ssim=0.8726 run_seconds=23582.862
epoch 595: train_loss=0.108361 train_ssim=0.8726 val_loss=0.112896 val_ssim=0.8673 val_psnr=32.17 lr=6.3012974e-05 epoch_seconds=38.870 run_seconds=23591.306 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 596 heartbeat: batch=1/455 avg_train_loss=0.108168 avg_train_ssim=0.8729 run_seconds=23591.604
epoch 596 heartbeat: batch=129/455 avg_train_loss=0.108264 avg_train_ssim=0.8727 run_seconds=23601.637
epoch 596 heartbeat: batch=261/455 avg_train_loss=0.108482 avg_train_ssim=0.8725 run_seconds=23611.683
epoch 596 heartbeat: batch=389/455 avg_train_loss=0.108416 avg_train_ssim=0.8726 run_seconds=23621.758
epoch 596: train_loss=0.108370 train_ssim=0.8726 val_loss=0.112694 val_ssim=0.8675 val_psnr=32.20 lr=6.8623601e-05 epoch_seconds=39.191 run_seconds=23630.533 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 597 heartbeat: batch=1/455 avg_train_loss=0.106813 avg_train_ssim=0.8744 run_seconds=23630.808
epoch 597 heartbeat: batch=128/455 avg_train_loss=0.109030 avg_train_ssim=0.8718 run_seconds=23640.857
epoch 597 heartbeat: batch=260/455 avg_train_loss=0.108812 avg_train_ssim=0.8721 run_seconds=23650.918
epoch 597 heartbeat: batch=387/455 avg_train_loss=0.108722 avg_train_ssim=0.8722 run_seconds=23660.929
epoch 597: train_loss=0.108636 train_ssim=0.8723 val_loss=0.112768 val_ssim=0.8674 val_psnr=32.24 lr=7.4442316e-05 epoch_seconds=39.279 run_seconds=23669.850 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 598 heartbeat: batch=1/455 avg_train_loss=0.112256 avg_train_ssim=0.8681 run_seconds=23670.115
epoch 598 heartbeat: batch=130/455 avg_train_loss=0.108507 avg_train_ssim=0.8725 run_seconds=23680.130
epoch 598 heartbeat: batch=262/455 avg_train_loss=0.108470 avg_train_ssim=0.8725 run_seconds=23690.207
epoch 598 heartbeat: batch=389/455 avg_train_loss=0.108457 avg_train_ssim=0.8725 run_seconds=23700.223
epoch 598: train_loss=0.108443 train_ssim=0.8725 val_loss=0.112870 val_ssim=0.8673 val_psnr=32.15 lr=8.0455102e-05 epoch_seconds=39.114 run_seconds=23709.000 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 599 heartbeat: batch=1/455 avg_train_loss=0.109718 avg_train_ssim=0.8710 run_seconds=23709.322
epoch 599 heartbeat: batch=130/455 avg_train_loss=0.108096 avg_train_ssim=0.8729 run_seconds=23719.338
epoch 599 heartbeat: batch=261/455 avg_train_loss=0.108440 avg_train_ssim=0.8725 run_seconds=23729.357
epoch 599 heartbeat: batch=388/455 avg_train_loss=0.108496 avg_train_ssim=0.8725 run_seconds=23739.390
epoch 599: train_loss=0.108512 train_ssim=0.8725 val_loss=0.113246 val_ssim=0.8669 val_psnr=32.10 lr=8.6647473e-05 epoch_seconds=39.148 run_seconds=23748.190 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 600 heartbeat: batch=1/455 avg_train_loss=0.108062 avg_train_ssim=0.8730 run_seconds=23748.460
epoch 600 heartbeat: batch=131/455 avg_train_loss=0.108290 avg_train_ssim=0.8727 run_seconds=23758.532
epoch 600 heartbeat: batch=261/455 avg_train_loss=0.108463 avg_train_ssim=0.8725 run_seconds=23768.545
epoch 600 heartbeat: batch=388/455 avg_train_loss=0.108513 avg_train_ssim=0.8725 run_seconds=23778.547
epoch 600: train_loss=0.108633 train_ssim=0.8723 val_loss=0.112906 val_ssim=0.8673 val_psnr=32.24 lr=9.3004511e-05 epoch_seconds=39.097 run_seconds=23787.329 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 601 heartbeat: batch=1/455 avg_train_loss=0.107698 avg_train_ssim=0.8734 run_seconds=23787.600
epoch 601 heartbeat: batch=130/455 avg_train_loss=0.108232 avg_train_ssim=0.8728 run_seconds=23797.608
epoch 601 heartbeat: batch=261/455 avg_train_loss=0.109168 avg_train_ssim=0.8717 run_seconds=23807.637
epoch 601 heartbeat: batch=389/455 avg_train_loss=0.109420 avg_train_ssim=0.8714 run_seconds=23817.715
epoch 601: train_loss=0.109455 train_ssim=0.8713 val_loss=0.113480 val_ssim=0.8666 val_psnr=32.15 lr=9.9510902e-05 epoch_seconds=39.109 run_seconds=23826.474 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 602 heartbeat: batch=1/455 avg_train_loss=0.108245 avg_train_ssim=0.8728 run_seconds=23826.733
epoch 602 heartbeat: batch=131/455 avg_train_loss=0.109006 avg_train_ssim=0.8719 run_seconds=23836.796
epoch 602 heartbeat: batch=263/455 avg_train_loss=0.108924 avg_train_ssim=0.8720 run_seconds=23846.857
epoch 602 heartbeat: batch=390/455 avg_train_loss=0.108952 avg_train_ssim=0.8719 run_seconds=23856.862
epoch 602: train_loss=0.108964 train_ssim=0.8719 val_loss=0.113989 val_ssim=0.8660 val_psnr=31.96 lr=0.00010615097 epoch_seconds=39.046 run_seconds=23865.558 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 603 heartbeat: batch=1/455 avg_train_loss=0.109907 avg_train_ssim=0.8708 run_seconds=23865.854
epoch 603 heartbeat: batch=131/455 avg_train_loss=0.109397 avg_train_ssim=0.8714 run_seconds=23875.924
epoch 603 heartbeat: batch=263/455 avg_train_loss=0.109360 avg_train_ssim=0.8715 run_seconds=23885.973
epoch 603 heartbeat: batch=390/455 avg_train_loss=0.109246 avg_train_ssim=0.8716 run_seconds=23896.000
epoch 603: train_loss=0.109194 train_ssim=0.8717 val_loss=0.113296 val_ssim=0.8668 val_psnr=32.05 lr=0.00011290872 epoch_seconds=39.064 run_seconds=23904.658 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 604 heartbeat: batch=1/455 avg_train_loss=0.109572 avg_train_ssim=0.8712 run_seconds=23904.922
epoch 604 heartbeat: batch=131/455 avg_train_loss=0.108386 avg_train_ssim=0.8726 run_seconds=23914.974
epoch 604 heartbeat: batch=263/455 avg_train_loss=0.108673 avg_train_ssim=0.8723 run_seconds=23925.021
epoch 604 heartbeat: batch=390/455 avg_train_loss=0.109050 avg_train_ssim=0.8718 run_seconds=23935.037
epoch 604: train_loss=0.109086 train_ssim=0.8718 val_loss=0.113962 val_ssim=0.8660 val_psnr=31.90 lr=0.00011976787 epoch_seconds=38.995 run_seconds=23943.690 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 605 heartbeat: batch=1/455 avg_train_loss=0.109940 avg_train_ssim=0.8708 run_seconds=23943.961
epoch 605 heartbeat: batch=131/455 avg_train_loss=0.108686 avg_train_ssim=0.8722 run_seconds=23953.988
epoch 605 heartbeat: batch=262/455 avg_train_loss=0.108778 avg_train_ssim=0.8721 run_seconds=23964.047
epoch 605 heartbeat: batch=389/455 avg_train_loss=0.108845 avg_train_ssim=0.8721 run_seconds=23974.049
epoch 605: train_loss=0.108880 train_ssim=0.8720 val_loss=0.113910 val_ssim=0.8661 val_psnr=32.00 lr=0.0001267119 epoch_seconds=39.118 run_seconds=23982.844 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 606 heartbeat: batch=1/455 avg_train_loss=0.106546 avg_train_ssim=0.8748 run_seconds=23983.114
epoch 606 heartbeat: batch=130/455 avg_train_loss=0.108670 avg_train_ssim=0.8723 run_seconds=23993.126
epoch 606 heartbeat: batch=260/455 avg_train_loss=0.108879 avg_train_ssim=0.8720 run_seconds=24003.144
epoch 606 heartbeat: batch=387/455 avg_train_loss=0.109032 avg_train_ssim=0.8718 run_seconds=24013.161
epoch 606: train_loss=0.109033 train_ssim=0.8718 val_loss=0.113175 val_ssim=0.8670 val_psnr=32.18 lr=0.00013372408 epoch_seconds=39.193 run_seconds=24022.073 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 607 heartbeat: batch=1/455 avg_train_loss=0.111046 avg_train_ssim=0.8695 run_seconds=24022.349
epoch 607 heartbeat: batch=131/455 avg_train_loss=0.108891 avg_train_ssim=0.8720 run_seconds=24032.380
epoch 607 heartbeat: batch=262/455 avg_train_loss=0.108842 avg_train_ssim=0.8721 run_seconds=24042.431
epoch 607 heartbeat: batch=389/455 avg_train_loss=0.108916 avg_train_ssim=0.8720 run_seconds=24052.438
epoch 607: train_loss=0.108904 train_ssim=0.8720 val_loss=0.113597 val_ssim=0.8665 val_psnr=32.09 lr=0.00014078751 epoch_seconds=39.100 run_seconds=24061.211 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 608 heartbeat: batch=1/455 avg_train_loss=0.107859 avg_train_ssim=0.8732 run_seconds=24061.483
epoch 608 heartbeat: batch=130/455 avg_train_loss=0.109329 avg_train_ssim=0.8715 run_seconds=24071.524
epoch 608 heartbeat: batch=261/455 avg_train_loss=0.109033 avg_train_ssim=0.8718 run_seconds=24081.597
epoch 608 heartbeat: batch=388/455 avg_train_loss=0.108976 avg_train_ssim=0.8719 run_seconds=24091.647
epoch 608: train_loss=0.109024 train_ssim=0.8719 val_loss=0.114136 val_ssim=0.8658 val_psnr=31.72 lr=0.00014788519 epoch_seconds=39.241 run_seconds=24100.487 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 609 heartbeat: batch=1/455 avg_train_loss=0.115242 avg_train_ssim=0.8645 run_seconds=24100.756
epoch 609 heartbeat: batch=130/455 avg_train_loss=0.108917 avg_train_ssim=0.8720 run_seconds=24110.829
epoch 609 heartbeat: batch=260/455 avg_train_loss=0.108985 avg_train_ssim=0.8719 run_seconds=24120.837
epoch 609 heartbeat: batch=387/455 avg_train_loss=0.108839 avg_train_ssim=0.8721 run_seconds=24130.843
epoch 609: train_loss=0.108754 train_ssim=0.8722 val_loss=0.113178 val_ssim=0.8670 val_psnr=32.16 lr=0.000155 epoch_seconds=39.308 run_seconds=24139.833 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 610 heartbeat: batch=1/455 avg_train_loss=0.107519 avg_train_ssim=0.8736 run_seconds=24140.095
epoch 610 heartbeat: batch=131/455 avg_train_loss=0.108987 avg_train_ssim=0.8719 run_seconds=24150.107
epoch 610 heartbeat: batch=265/455 avg_train_loss=0.108868 avg_train_ssim=0.8720 run_seconds=24160.134
epoch 610 heartbeat: batch=392/455 avg_train_loss=0.109172 avg_train_ssim=0.8717 run_seconds=24170.140
epoch 610: train_loss=0.109196 train_ssim=0.8717 val_loss=0.116905 val_ssim=0.8626 val_psnr=31.39 lr=0.00016211481 epoch_seconds=38.873 run_seconds=24178.741 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 611 heartbeat: batch=1/455 avg_train_loss=0.110152 avg_train_ssim=0.8705 run_seconds=24179.013
epoch 611 heartbeat: batch=131/455 avg_train_loss=0.109532 avg_train_ssim=0.8713 run_seconds=24189.063
epoch 611 heartbeat: batch=262/455 avg_train_loss=0.109320 avg_train_ssim=0.8715 run_seconds=24199.108
epoch 611 heartbeat: batch=389/455 avg_train_loss=0.109110 avg_train_ssim=0.8718 run_seconds=24209.113
epoch 611: train_loss=0.109159 train_ssim=0.8717 val_loss=0.113879 val_ssim=0.8661 val_psnr=32.12 lr=0.00016921249 epoch_seconds=39.124 run_seconds=24217.901 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 612 heartbeat: batch=1/455 avg_train_loss=0.109370 avg_train_ssim=0.8714 run_seconds=24218.171
epoch 612 heartbeat: batch=131/455 avg_train_loss=0.109318 avg_train_ssim=0.8715 run_seconds=24228.173
epoch 612 heartbeat: batch=261/455 avg_train_loss=0.109159 avg_train_ssim=0.8717 run_seconds=24238.232
epoch 612 heartbeat: batch=389/455 avg_train_loss=0.109190 avg_train_ssim=0.8717 run_seconds=24248.312
epoch 612: train_loss=0.109138 train_ssim=0.8717 val_loss=0.113714 val_ssim=0.8663 val_psnr=32.18 lr=0.00017627592 epoch_seconds=39.141 run_seconds=24257.079 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 613 heartbeat: batch=1/455 avg_train_loss=0.105266 avg_train_ssim=0.8763 run_seconds=24257.361
epoch 613 heartbeat: batch=130/455 avg_train_loss=0.109619 avg_train_ssim=0.8712 run_seconds=24267.394
epoch 613 heartbeat: batch=261/455 avg_train_loss=0.110630 avg_train_ssim=0.8700 run_seconds=24277.433
epoch 613 heartbeat: batch=388/455 avg_train_loss=0.110670 avg_train_ssim=0.8699 run_seconds=24287.487
epoch 613: train_loss=0.110601 train_ssim=0.8700 val_loss=0.114082 val_ssim=0.8659 val_psnr=32.06 lr=0.0001832881 epoch_seconds=39.203 run_seconds=24296.319 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 614 heartbeat: batch=1/455 avg_train_loss=0.107814 avg_train_ssim=0.8733 run_seconds=24296.582
epoch 614 heartbeat: batch=131/455 avg_train_loss=0.109781 avg_train_ssim=0.8710 run_seconds=24306.610
epoch 614 heartbeat: batch=262/455 avg_train_loss=0.109896 avg_train_ssim=0.8708 run_seconds=24316.649
epoch 614 heartbeat: batch=389/455 avg_train_loss=0.110046 avg_train_ssim=0.8707 run_seconds=24326.665
epoch 614: train_loss=0.109935 train_ssim=0.8708 val_loss=0.114337 val_ssim=0.8656 val_psnr=31.93 lr=0.00019023213 epoch_seconds=39.098 run_seconds=24335.452 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 615 heartbeat: batch=1/455 avg_train_loss=0.113070 avg_train_ssim=0.8671 run_seconds=24335.719
epoch 615 heartbeat: batch=130/455 avg_train_loss=0.109449 avg_train_ssim=0.8714 run_seconds=24345.720
epoch 615 heartbeat: batch=261/455 avg_train_loss=0.109448 avg_train_ssim=0.8714 run_seconds=24355.754
epoch 615 heartbeat: batch=388/455 avg_train_loss=0.109560 avg_train_ssim=0.8712 run_seconds=24365.756
epoch 615: train_loss=0.109598 train_ssim=0.8712 val_loss=0.114797 val_ssim=0.8651 val_psnr=31.94 lr=0.00019709128 epoch_seconds=39.116 run_seconds=24374.605 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 616 heartbeat: batch=1/455 avg_train_loss=0.114122 avg_train_ssim=0.8659 run_seconds=24374.884
epoch 616 heartbeat: batch=131/455 avg_train_loss=0.109361 avg_train_ssim=0.8715 run_seconds=24384.931
epoch 616 heartbeat: batch=262/455 avg_train_loss=0.109499 avg_train_ssim=0.8713 run_seconds=24394.978
epoch 616 heartbeat: batch=389/455 avg_train_loss=0.109584 avg_train_ssim=0.8712 run_seconds=24404.991
epoch 616: train_loss=0.109562 train_ssim=0.8712 val_loss=0.114639 val_ssim=0.8652 val_psnr=31.93 lr=0.00020384903 epoch_seconds=39.081 run_seconds=24413.725 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 617 heartbeat: batch=1/455 avg_train_loss=0.108175 avg_train_ssim=0.8728 run_seconds=24413.997
epoch 617 heartbeat: batch=131/455 avg_train_loss=0.109196 avg_train_ssim=0.8716 run_seconds=24424.005
epoch 617 heartbeat: batch=262/455 avg_train_loss=0.109478 avg_train_ssim=0.8713 run_seconds=24434.035
epoch 617 heartbeat: batch=389/455 avg_train_loss=0.109646 avg_train_ssim=0.8711 run_seconds=24444.048
epoch 617: train_loss=0.109544 train_ssim=0.8712 val_loss=0.114121 val_ssim=0.8659 val_psnr=31.95 lr=0.0002104891 epoch_seconds=39.045 run_seconds=24452.806 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 618 heartbeat: batch=1/455 avg_train_loss=0.106625 avg_train_ssim=0.8747 run_seconds=24453.074
epoch 618 heartbeat: batch=131/455 avg_train_loss=0.109160 avg_train_ssim=0.8717 run_seconds=24463.080
epoch 618 heartbeat: batch=261/455 avg_train_loss=0.109029 avg_train_ssim=0.8718 run_seconds=24473.129
epoch 618 heartbeat: batch=388/455 avg_train_loss=0.108898 avg_train_ssim=0.8720 run_seconds=24483.146
epoch 618: train_loss=0.108827 train_ssim=0.8721 val_loss=0.113711 val_ssim=0.8663 val_psnr=32.11 lr=0.00021699549 epoch_seconds=39.186 run_seconds=24492.028 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 619 heartbeat: batch=1/455 avg_train_loss=0.106066 avg_train_ssim=0.8753 run_seconds=24492.304
epoch 619 heartbeat: batch=130/455 avg_train_loss=0.108515 avg_train_ssim=0.8724 run_seconds=24502.311
epoch 619 heartbeat: batch=264/455 avg_train_loss=0.108435 avg_train_ssim=0.8725 run_seconds=24512.350
epoch 619 heartbeat: batch=391/455 avg_train_loss=0.109035 avg_train_ssim=0.8718 run_seconds=24522.355
epoch 619: train_loss=0.109551 train_ssim=0.8712 val_loss=0.115252 val_ssim=0.8645 val_psnr=32.21 lr=0.00022335253 epoch_seconds=38.877 run_seconds=24530.942 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 620 heartbeat: batch=1/455 avg_train_loss=0.109219 avg_train_ssim=0.8716 run_seconds=24531.208
epoch 620 heartbeat: batch=131/455 avg_train_loss=0.109658 avg_train_ssim=0.8711 run_seconds=24541.229
epoch 620 heartbeat: batch=262/455 avg_train_loss=0.109413 avg_train_ssim=0.8714 run_seconds=24551.276
epoch 620 heartbeat: batch=389/455 avg_train_loss=0.109208 avg_train_ssim=0.8716 run_seconds=24561.278
epoch 620: train_loss=0.109116 train_ssim=0.8717 val_loss=0.113594 val_ssim=0.8665 val_psnr=32.10 lr=0.0002295449 epoch_seconds=39.071 run_seconds=24570.048 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 621 heartbeat: batch=1/455 avg_train_loss=0.107103 avg_train_ssim=0.8741 run_seconds=24570.335
epoch 621 heartbeat: batch=130/455 avg_train_loss=0.108764 avg_train_ssim=0.8722 run_seconds=24580.367
epoch 621 heartbeat: batch=264/455 avg_train_loss=0.108624 avg_train_ssim=0.8723 run_seconds=24590.424
epoch 621 heartbeat: batch=392/455 avg_train_loss=0.108715 avg_train_ssim=0.8722 run_seconds=24600.501
epoch 621: train_loss=0.108727 train_ssim=0.8722 val_loss=0.114150 val_ssim=0.8658 val_psnr=32.19 lr=0.00023555768 epoch_seconds=38.952 run_seconds=24609.037 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 622 heartbeat: batch=1/455 avg_train_loss=0.105021 avg_train_ssim=0.8766 run_seconds=24609.333
epoch 622 heartbeat: batch=131/455 avg_train_loss=0.108720 avg_train_ssim=0.8722 run_seconds=24619.383
epoch 622 heartbeat: batch=262/455 avg_train_loss=0.108924 avg_train_ssim=0.8720 run_seconds=24629.424
epoch 622 heartbeat: batch=390/455 avg_train_loss=0.108887 avg_train_ssim=0.8720 run_seconds=24639.496
epoch 622: train_loss=0.108838 train_ssim=0.8721 val_loss=0.114233 val_ssim=0.8657 val_psnr=32.21 lr=0.0002413764 epoch_seconds=39.177 run_seconds=24648.255 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 623 heartbeat: batch=1/455 avg_train_loss=0.107055 avg_train_ssim=0.8742 run_seconds=24648.561
epoch 623 heartbeat: batch=129/455 avg_train_loss=0.108582 avg_train_ssim=0.8724 run_seconds=24658.618
epoch 623 heartbeat: batch=260/455 avg_train_loss=0.108498 avg_train_ssim=0.8725 run_seconds=24668.654
epoch 623 heartbeat: batch=388/455 avg_train_loss=0.108554 avg_train_ssim=0.8724 run_seconds=24678.734
epoch 623: train_loss=0.108546 train_ssim=0.8724 val_loss=0.113745 val_ssim=0.8663 val_psnr=32.22 lr=0.00024698703 epoch_seconds=39.274 run_seconds=24687.568 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 624 heartbeat: batch=1/455 avg_train_loss=0.108954 avg_train_ssim=0.8719 run_seconds=24687.875
epoch 624 heartbeat: batch=132/455 avg_train_loss=0.108322 avg_train_ssim=0.8727 run_seconds=24697.948
epoch 624 heartbeat: batch=263/455 avg_train_loss=0.108509 avg_train_ssim=0.8724 run_seconds=24707.977
epoch 624 heartbeat: batch=390/455 avg_train_loss=0.108449 avg_train_ssim=0.8725 run_seconds=24717.981
epoch 624: train_loss=0.108469 train_ssim=0.8725 val_loss=0.114008 val_ssim=0.8660 val_psnr=32.15 lr=0.00025237605 epoch_seconds=39.089 run_seconds=24726.695 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 625 heartbeat: batch=1/455 avg_train_loss=0.112634 avg_train_ssim=0.8676 run_seconds=24726.989
epoch 625 heartbeat: batch=131/455 avg_train_loss=0.108164 avg_train_ssim=0.8729 run_seconds=24737.052
epoch 625 heartbeat: batch=262/455 avg_train_loss=0.108377 avg_train_ssim=0.8726 run_seconds=24747.098
epoch 625 heartbeat: batch=389/455 avg_train_loss=0.108419 avg_train_ssim=0.8726 run_seconds=24757.141
epoch 625: train_loss=0.108632 train_ssim=0.8723 val_loss=0.114139 val_ssim=0.8658 val_psnr=32.16 lr=0.00025753048 epoch_seconds=39.180 run_seconds=24765.911 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 626 heartbeat: batch=1/455 avg_train_loss=0.107712 avg_train_ssim=0.8734 run_seconds=24766.187
epoch 626 heartbeat: batch=131/455 avg_train_loss=0.108632 avg_train_ssim=0.8723 run_seconds=24776.234
epoch 626 heartbeat: batch=262/455 avg_train_loss=0.108472 avg_train_ssim=0.8725 run_seconds=24786.282
epoch 626 heartbeat: batch=389/455 avg_train_loss=0.108454 avg_train_ssim=0.8725 run_seconds=24796.286
epoch 626: train_loss=0.108529 train_ssim=0.8724 val_loss=0.114276 val_ssim=0.8657 val_psnr=32.11 lr=0.00026243791 epoch_seconds=39.104 run_seconds=24805.053 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 627 heartbeat: batch=1/455 avg_train_loss=0.106029 avg_train_ssim=0.8754 run_seconds=24805.322
epoch 627 heartbeat: batch=132/455 avg_train_loss=0.108735 avg_train_ssim=0.8722 run_seconds=24815.362
epoch 627 heartbeat: batch=263/455 avg_train_loss=0.108795 avg_train_ssim=0.8721 run_seconds=24825.406
epoch 627 heartbeat: batch=390/455 avg_train_loss=0.108631 avg_train_ssim=0.8723 run_seconds=24835.412
epoch 627: train_loss=0.108643 train_ssim=0.8723 val_loss=0.114340 val_ssim=0.8656 val_psnr=31.96 lr=0.00026708652 epoch_seconds=38.985 run_seconds=24844.075 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 628 heartbeat: batch=1/455 avg_train_loss=0.112075 avg_train_ssim=0.8683 run_seconds=24844.340
epoch 628 heartbeat: batch=131/455 avg_train_loss=0.108628 avg_train_ssim=0.8723 run_seconds=24854.350
epoch 628 heartbeat: batch=261/455 avg_train_loss=0.108414 avg_train_ssim=0.8726 run_seconds=24864.353
epoch 628 heartbeat: batch=389/455 avg_train_loss=0.109383 avg_train_ssim=0.8714 run_seconds=24874.428
epoch 628: train_loss=0.109448 train_ssim=0.8713 val_loss=0.114883 val_ssim=0.8650 val_psnr=31.92 lr=0.00027146509 epoch_seconds=39.085 run_seconds=24883.198 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 629 heartbeat: batch=1/455 avg_train_loss=0.109773 avg_train_ssim=0.8710 run_seconds=24883.492
epoch 629 heartbeat: batch=132/455 avg_train_loss=0.109644 avg_train_ssim=0.8711 run_seconds=24893.565
epoch 629 heartbeat: batch=262/455 avg_train_loss=0.109348 avg_train_ssim=0.8715 run_seconds=24903.574
epoch 629 heartbeat: batch=389/455 avg_train_loss=0.109213 avg_train_ssim=0.8716 run_seconds=24913.583
epoch 629: train_loss=0.109185 train_ssim=0.8717 val_loss=0.114142 val_ssim=0.8658 val_psnr=32.21 lr=0.00027556309 epoch_seconds=39.164 run_seconds=24922.400 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 630 heartbeat: batch=1/455 avg_train_loss=0.106831 avg_train_ssim=0.8744 run_seconds=24922.672
epoch 630 heartbeat: batch=131/455 avg_train_loss=0.109045 avg_train_ssim=0.8718 run_seconds=24932.680
epoch 630 heartbeat: batch=260/455 avg_train_loss=0.108980 avg_train_ssim=0.8719 run_seconds=24942.697
epoch 630 heartbeat: batch=387/455 avg_train_loss=0.108882 avg_train_ssim=0.8720 run_seconds=24952.710
epoch 630: train_loss=0.108785 train_ssim=0.8721 val_loss=0.114014 val_ssim=0.8660 val_psnr=32.27 lr=0.00027937065 epoch_seconds=39.198 run_seconds=24961.634 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 631 heartbeat: batch=1/455 avg_train_loss=0.111088 avg_train_ssim=0.8694 run_seconds=24961.899
epoch 631 heartbeat: batch=132/455 avg_train_loss=0.108374 avg_train_ssim=0.8726 run_seconds=24971.909
epoch 631 heartbeat: batch=262/455 avg_train_loss=0.108424 avg_train_ssim=0.8726 run_seconds=24981.921
epoch 631 heartbeat: batch=390/455 avg_train_loss=0.108575 avg_train_ssim=0.8724 run_seconds=24991.999
epoch 631: train_loss=0.108561 train_ssim=0.8724 val_loss=0.114252 val_ssim=0.8657 val_psnr=32.11 lr=0.00028287858 epoch_seconds=38.983 run_seconds=25000.652 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 632 heartbeat: batch=1/455 avg_train_loss=0.111037 avg_train_ssim=0.8695 run_seconds=25000.932
epoch 632 heartbeat: batch=131/455 avg_train_loss=0.108418 avg_train_ssim=0.8726 run_seconds=25010.971
epoch 632 heartbeat: batch=261/455 avg_train_loss=0.108492 avg_train_ssim=0.8725 run_seconds=25021.004
epoch 632 heartbeat: batch=388/455 avg_train_loss=0.108585 avg_train_ssim=0.8724 run_seconds=25031.009
epoch 632: train_loss=0.108584 train_ssim=0.8724 val_loss=0.113684 val_ssim=0.8664 val_psnr=32.07 lr=0.00028607845 epoch_seconds=39.206 run_seconds=25039.896 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 633 heartbeat: batch=1/455 avg_train_loss=0.108964 avg_train_ssim=0.8719 run_seconds=25040.159
epoch 633 heartbeat: batch=132/455 avg_train_loss=0.108680 avg_train_ssim=0.8722 run_seconds=25050.204
epoch 633 heartbeat: batch=262/455 avg_train_loss=0.108880 avg_train_ssim=0.8720 run_seconds=25060.217
epoch 633 heartbeat: batch=389/455 avg_train_loss=0.108840 avg_train_ssim=0.8721 run_seconds=25070.217
epoch 633: train_loss=0.108772 train_ssim=0.8721 val_loss=0.113967 val_ssim=0.8660 val_psnr=32.19 lr=0.00028896253 epoch_seconds=39.036 run_seconds=25078.969 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 634 heartbeat: batch=1/455 avg_train_loss=0.111257 avg_train_ssim=0.8692 run_seconds=25079.254
epoch 634 heartbeat: batch=132/455 avg_train_loss=0.108377 avg_train_ssim=0.8726 run_seconds=25089.325
epoch 634 heartbeat: batch=262/455 avg_train_loss=0.108523 avg_train_ssim=0.8724 run_seconds=25099.336
epoch 634 heartbeat: batch=390/455 avg_train_loss=0.108465 avg_train_ssim=0.8725 run_seconds=25109.405
epoch 634: train_loss=0.108494 train_ssim=0.8725 val_loss=0.114051 val_ssim=0.8659 val_psnr=31.98 lr=0.00029152389 epoch_seconds=39.061 run_seconds=25118.067 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 635 heartbeat: batch=1/455 avg_train_loss=0.103311 avg_train_ssim=0.8786 run_seconds=25118.329
epoch 635 heartbeat: batch=132/455 avg_train_loss=0.108205 avg_train_ssim=0.8728 run_seconds=25128.380
epoch 635 heartbeat: batch=262/455 avg_train_loss=0.108373 avg_train_ssim=0.8726 run_seconds=25138.430
epoch 635 heartbeat: batch=390/455 avg_train_loss=0.108511 avg_train_ssim=0.8724 run_seconds=25148.504
epoch 635: train_loss=0.108508 train_ssim=0.8725 val_loss=0.113844 val_ssim=0.8662 val_psnr=32.16 lr=0.00029375635 epoch_seconds=39.099 run_seconds=25157.206 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 636 heartbeat: batch=1/455 avg_train_loss=0.107269 avg_train_ssim=0.8739 run_seconds=25157.513
epoch 636 heartbeat: batch=131/455 avg_train_loss=0.108464 avg_train_ssim=0.8725 run_seconds=25167.563
epoch 636 heartbeat: batch=261/455 avg_train_loss=0.108576 avg_train_ssim=0.8724 run_seconds=25177.593
epoch 636 heartbeat: batch=388/455 avg_train_loss=0.108588 avg_train_ssim=0.8724 run_seconds=25187.602
epoch 636: train_loss=0.108583 train_ssim=0.8724 val_loss=0.114577 val_ssim=0.8653 val_psnr=32.15 lr=0.00029565453 epoch_seconds=39.210 run_seconds=25196.456 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 637 heartbeat: batch=1/455 avg_train_loss=0.109046 avg_train_ssim=0.8718 run_seconds=25196.750
epoch 637 heartbeat: batch=133/455 avg_train_loss=0.108675 avg_train_ssim=0.8723 run_seconds=25206.805
epoch 637 heartbeat: batch=263/455 avg_train_loss=0.108712 avg_train_ssim=0.8722 run_seconds=25216.861
epoch 637 heartbeat: batch=390/455 avg_train_loss=0.108761 avg_train_ssim=0.8722 run_seconds=25226.876
epoch 637: train_loss=0.108790 train_ssim=0.8721 val_loss=0.113814 val_ssim=0.8662 val_psnr=31.78 lr=0.00029721387 epoch_seconds=39.071 run_seconds=25235.564 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 638 heartbeat: batch=1/455 avg_train_loss=0.110604 avg_train_ssim=0.8700 run_seconds=25235.881
epoch 638 heartbeat: batch=132/455 avg_train_loss=0.108476 avg_train_ssim=0.8725 run_seconds=25245.945
epoch 638 heartbeat: batch=262/455 avg_train_loss=0.108521 avg_train_ssim=0.8724 run_seconds=25256.000
epoch 638 heartbeat: batch=389/455 avg_train_loss=0.108688 avg_train_ssim=0.8722 run_seconds=25266.011
epoch 638: train_loss=0.108683 train_ssim=0.8722 val_loss=0.113649 val_ssim=0.8664 val_psnr=32.19 lr=0.00029843059 epoch_seconds=39.189 run_seconds=25274.791 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 639 heartbeat: batch=1/455 avg_train_loss=0.111024 avg_train_ssim=0.8695 run_seconds=25275.075
epoch 639 heartbeat: batch=131/455 avg_train_loss=0.108721 avg_train_ssim=0.8722 run_seconds=25285.133
epoch 639 heartbeat: batch=261/455 avg_train_loss=0.108582 avg_train_ssim=0.8724 run_seconds=25295.204
epoch 639 heartbeat: batch=389/455 avg_train_loss=0.108517 avg_train_ssim=0.8724 run_seconds=25305.279
epoch 639: train_loss=0.108537 train_ssim=0.8724 val_loss=0.113857 val_ssim=0.8662 val_psnr=32.05 lr=0.00029930179 epoch_seconds=39.181 run_seconds=25314.012 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 640 heartbeat: batch=1/455 avg_train_loss=0.113178 avg_train_ssim=0.8670 run_seconds=25314.316
epoch 640 heartbeat: batch=133/455 avg_train_loss=0.108437 avg_train_ssim=0.8725 run_seconds=25324.375
epoch 640 heartbeat: batch=263/455 avg_train_loss=0.108612 avg_train_ssim=0.8723 run_seconds=25334.409
epoch 640 heartbeat: batch=390/455 avg_train_loss=0.108624 avg_train_ssim=0.8723 run_seconds=25344.427
epoch 640: train_loss=0.108591 train_ssim=0.8724 val_loss=0.114266 val_ssim=0.8657 val_psnr=32.03 lr=0.00029982534 epoch_seconds=39.115 run_seconds=25353.164 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 641 heartbeat: batch=1/455 avg_train_loss=0.108920 avg_train_ssim=0.8720 run_seconds=25353.448
epoch 641 heartbeat: batch=132/455 avg_train_loss=0.108478 avg_train_ssim=0.8725 run_seconds=25363.480
epoch 641 heartbeat: batch=262/455 avg_train_loss=0.108456 avg_train_ssim=0.8725 run_seconds=25373.523
epoch 641 heartbeat: batch=389/455 avg_train_loss=0.108397 avg_train_ssim=0.8726 run_seconds=25383.541
epoch 641: train_loss=0.108421 train_ssim=0.8726 val_loss=0.113482 val_ssim=0.8666 val_psnr=32.24 lr=0.0003 epoch_seconds=39.089 run_seconds=25392.289 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 642 heartbeat: batch=1/455 avg_train_loss=0.113887 avg_train_ssim=0.8661 run_seconds=25392.561
epoch 642 heartbeat: batch=131/455 avg_train_loss=0.108509 avg_train_ssim=0.8725 run_seconds=25402.584
epoch 642 heartbeat: batch=261/455 avg_train_loss=0.108651 avg_train_ssim=0.8723 run_seconds=25412.637
epoch 642 heartbeat: batch=388/455 avg_train_loss=0.108512 avg_train_ssim=0.8724 run_seconds=25422.642
epoch 642: train_loss=0.108427 train_ssim=0.8725 val_loss=0.113565 val_ssim=0.8665 val_psnr=32.05 lr=0.00029982534 epoch_seconds=39.154 run_seconds=25431.480 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 643 heartbeat: batch=1/455 avg_train_loss=0.111469 avg_train_ssim=0.8690 run_seconds=25431.747
epoch 643 heartbeat: batch=132/455 avg_train_loss=0.107902 avg_train_ssim=0.8732 run_seconds=25441.762
epoch 643 heartbeat: batch=262/455 avg_train_loss=0.108807 avg_train_ssim=0.8721 run_seconds=25451.800
epoch 643 heartbeat: batch=389/455 avg_train_loss=0.108907 avg_train_ssim=0.8720 run_seconds=25461.807
epoch 643: train_loss=0.108971 train_ssim=0.8719 val_loss=0.114065 val_ssim=0.8659 val_psnr=32.00 lr=0.00029930179 epoch_seconds=39.063 run_seconds=25470.579 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 644 heartbeat: batch=1/455 avg_train_loss=0.108913 avg_train_ssim=0.8720 run_seconds=25470.844
epoch 644 heartbeat: batch=132/455 avg_train_loss=0.108647 avg_train_ssim=0.8723 run_seconds=25480.871
epoch 644 heartbeat: batch=265/455 avg_train_loss=0.108565 avg_train_ssim=0.8724 run_seconds=25490.914
epoch 644 heartbeat: batch=392/455 avg_train_loss=0.108630 avg_train_ssim=0.8723 run_seconds=25500.917
epoch 644: train_loss=0.108724 train_ssim=0.8722 val_loss=0.114042 val_ssim=0.8659 val_psnr=32.17 lr=0.00029843059 epoch_seconds=38.831 run_seconds=25509.447 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 645 heartbeat: batch=1/455 avg_train_loss=0.110081 avg_train_ssim=0.8706 run_seconds=25509.776
epoch 645 heartbeat: batch=132/455 avg_train_loss=0.108395 avg_train_ssim=0.8726 run_seconds=25519.830
epoch 645 heartbeat: batch=262/455 avg_train_loss=0.108446 avg_train_ssim=0.8725 run_seconds=25529.859
epoch 645 heartbeat: batch=389/455 avg_train_loss=0.108420 avg_train_ssim=0.8726 run_seconds=25539.864
epoch 645: train_loss=0.108572 train_ssim=0.8724 val_loss=0.113871 val_ssim=0.8661 val_psnr=32.23 lr=0.00029721387 epoch_seconds=39.152 run_seconds=25548.636 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 646 heartbeat: batch=1/455 avg_train_loss=0.109990 avg_train_ssim=0.8707 run_seconds=25548.907
epoch 646 heartbeat: batch=132/455 avg_train_loss=0.108533 avg_train_ssim=0.8724 run_seconds=25558.941
epoch 646 heartbeat: batch=263/455 avg_train_loss=0.108371 avg_train_ssim=0.8726 run_seconds=25569.013
epoch 646 heartbeat: batch=390/455 avg_train_loss=0.108402 avg_train_ssim=0.8726 run_seconds=25579.014
epoch 646: train_loss=0.108411 train_ssim=0.8726 val_loss=0.113593 val_ssim=0.8665 val_psnr=32.24 lr=0.00029565453 epoch_seconds=39.025 run_seconds=25587.700 gpu_index=0 gpu_util_pct=84 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 647 heartbeat: batch=1/455 avg_train_loss=0.110764 avg_train_ssim=0.8698 run_seconds=25587.966
epoch 647 heartbeat: batch=132/455 avg_train_loss=0.108512 avg_train_ssim=0.8724 run_seconds=25597.986
epoch 647 heartbeat: batch=262/455 avg_train_loss=0.108409 avg_train_ssim=0.8726 run_seconds=25608.003
epoch 647 heartbeat: batch=389/455 avg_train_loss=0.108479 avg_train_ssim=0.8725 run_seconds=25618.007
epoch 647: train_loss=0.108437 train_ssim=0.8725 val_loss=0.114427 val_ssim=0.8655 val_psnr=31.91 lr=0.00029375635 epoch_seconds=39.021 run_seconds=25626.756 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 648 heartbeat: batch=1/455 avg_train_loss=0.108215 avg_train_ssim=0.8728 run_seconds=25627.022
epoch 648 heartbeat: batch=132/455 avg_train_loss=0.108068 avg_train_ssim=0.8730 run_seconds=25637.079
epoch 648 heartbeat: batch=262/455 avg_train_loss=0.108158 avg_train_ssim=0.8729 run_seconds=25647.146
epoch 648 heartbeat: batch=389/455 avg_train_loss=0.108317 avg_train_ssim=0.8727 run_seconds=25657.179
epoch 648: train_loss=0.108282 train_ssim=0.8727 val_loss=0.113258 val_ssim=0.8669 val_psnr=31.98 lr=0.00029152389 epoch_seconds=39.145 run_seconds=25665.937 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 649 heartbeat: batch=1/455 avg_train_loss=0.105374 avg_train_ssim=0.8761 run_seconds=25666.241
epoch 649 heartbeat: batch=132/455 avg_train_loss=0.108191 avg_train_ssim=0.8728 run_seconds=25676.270
epoch 649 heartbeat: batch=263/455 avg_train_loss=0.108193 avg_train_ssim=0.8728 run_seconds=25686.343
epoch 649 heartbeat: batch=390/455 avg_train_loss=0.108184 avg_train_ssim=0.8728 run_seconds=25696.369
epoch 649: train_loss=0.108258 train_ssim=0.8727 val_loss=0.113868 val_ssim=0.8662 val_psnr=31.96 lr=0.00028896253 epoch_seconds=39.084 run_seconds=25705.061 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 650 heartbeat: batch=1/455 avg_train_loss=0.108121 avg_train_ssim=0.8729 run_seconds=25705.370
epoch 650 heartbeat: batch=132/455 avg_train_loss=0.108001 avg_train_ssim=0.8730 run_seconds=25715.408
epoch 650 heartbeat: batch=262/455 avg_train_loss=0.108129 avg_train_ssim=0.8729 run_seconds=25725.450
epoch 650 heartbeat: batch=389/455 avg_train_loss=0.108154 avg_train_ssim=0.8729 run_seconds=25735.456
epoch 650: train_loss=0.108164 train_ssim=0.8729 val_loss=0.113479 val_ssim=0.8666 val_psnr=31.79 lr=0.00028607845 epoch_seconds=39.165 run_seconds=25744.261 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 651 heartbeat: batch=1/455 avg_train_loss=0.111090 avg_train_ssim=0.8694 run_seconds=25744.561
epoch 651 heartbeat: batch=132/455 avg_train_loss=0.108474 avg_train_ssim=0.8725 run_seconds=25754.573
epoch 651 heartbeat: batch=266/455 avg_train_loss=0.108280 avg_train_ssim=0.8727 run_seconds=25764.641
epoch 651 heartbeat: batch=393/455 avg_train_loss=0.108155 avg_train_ssim=0.8729 run_seconds=25774.645
epoch 651: train_loss=0.108107 train_ssim=0.8729 val_loss=0.113193 val_ssim=0.8669 val_psnr=32.26 lr=0.00028287858 epoch_seconds=38.835 run_seconds=25783.133 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 652 heartbeat: batch=1/455 avg_train_loss=0.111514 avg_train_ssim=0.8689 run_seconds=25783.436
epoch 652 heartbeat: batch=132/455 avg_train_loss=0.107620 avg_train_ssim=0.8735 run_seconds=25793.473
epoch 652 heartbeat: batch=262/455 avg_train_loss=0.107649 avg_train_ssim=0.8735 run_seconds=25803.512
epoch 652 heartbeat: batch=389/455 avg_train_loss=0.107773 avg_train_ssim=0.8733 run_seconds=25813.518
epoch 652: train_loss=0.107879 train_ssim=0.8732 val_loss=0.114574 val_ssim=0.8653 val_psnr=31.75 lr=0.00027937065 epoch_seconds=39.171 run_seconds=25822.342 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 653 heartbeat: batch=1/455 avg_train_loss=0.106571 avg_train_ssim=0.8747 run_seconds=25822.636
epoch 653 heartbeat: batch=132/455 avg_train_loss=0.107962 avg_train_ssim=0.8731 run_seconds=25832.636
epoch 653 heartbeat: batch=262/455 avg_train_loss=0.107684 avg_train_ssim=0.8734 run_seconds=25842.688
epoch 653 heartbeat: batch=390/455 avg_train_loss=0.107831 avg_train_ssim=0.8732 run_seconds=25852.764
epoch 653: train_loss=0.107888 train_ssim=0.8732 val_loss=0.113825 val_ssim=0.8662 val_psnr=32.18 lr=0.00027556309 epoch_seconds=39.108 run_seconds=25861.489 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 654 heartbeat: batch=1/455 avg_train_loss=0.107751 avg_train_ssim=0.8733 run_seconds=25861.765
epoch 654 heartbeat: batch=132/455 avg_train_loss=0.107189 avg_train_ssim=0.8740 run_seconds=25871.799
epoch 654 heartbeat: batch=261/455 avg_train_loss=0.107765 avg_train_ssim=0.8733 run_seconds=25881.805
epoch 654 heartbeat: batch=388/455 avg_train_loss=0.107810 avg_train_ssim=0.8733 run_seconds=25891.814
epoch 654: train_loss=0.107818 train_ssim=0.8733 val_loss=0.112983 val_ssim=0.8672 val_psnr=31.69 lr=0.00027146509 epoch_seconds=39.105 run_seconds=25900.632 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 655 heartbeat: batch=1/455 avg_train_loss=0.111244 avg_train_ssim=0.8692 run_seconds=25900.902
epoch 655 heartbeat: batch=132/455 avg_train_loss=0.107964 avg_train_ssim=0.8731 run_seconds=25910.925
epoch 655 heartbeat: batch=262/455 avg_train_loss=0.107939 avg_train_ssim=0.8731 run_seconds=25920.987
epoch 655 heartbeat: batch=389/455 avg_train_loss=0.107732 avg_train_ssim=0.8734 run_seconds=25930.992
epoch 655: train_loss=0.107815 train_ssim=0.8733 val_loss=0.112727 val_ssim=0.8675 val_psnr=32.13 lr=0.00026708652 epoch_seconds=39.062 run_seconds=25939.731 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 656 heartbeat: batch=1/455 avg_train_loss=0.108382 avg_train_ssim=0.8726 run_seconds=25940.041
epoch 656 heartbeat: batch=131/455 avg_train_loss=0.107698 avg_train_ssim=0.8734 run_seconds=25950.041
epoch 656 heartbeat: batch=261/455 avg_train_loss=0.107716 avg_train_ssim=0.8734 run_seconds=25960.082
epoch 656 heartbeat: batch=388/455 avg_train_loss=0.107672 avg_train_ssim=0.8734 run_seconds=25970.087
epoch 656: train_loss=0.107653 train_ssim=0.8735 val_loss=0.112852 val_ssim=0.8673 val_psnr=32.12 lr=0.00026243791 epoch_seconds=39.147 run_seconds=25978.915 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 657 heartbeat: batch=1/455 avg_train_loss=0.106739 avg_train_ssim=0.8745 run_seconds=25979.180
epoch 657 heartbeat: batch=132/455 avg_train_loss=0.107703 avg_train_ssim=0.8734 run_seconds=25989.188
epoch 657 heartbeat: batch=263/455 avg_train_loss=0.107674 avg_train_ssim=0.8734 run_seconds=25999.192
epoch 657 heartbeat: batch=391/455 avg_train_loss=0.107641 avg_train_ssim=0.8735 run_seconds=26009.270
epoch 657: train_loss=0.107605 train_ssim=0.8735 val_loss=0.113062 val_ssim=0.8671 val_psnr=32.10 lr=0.00025753048 epoch_seconds=38.953 run_seconds=26017.903 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 658 heartbeat: batch=1/455 avg_train_loss=0.110258 avg_train_ssim=0.8704 run_seconds=26018.205
epoch 658 heartbeat: batch=132/455 avg_train_loss=0.107358 avg_train_ssim=0.8738 run_seconds=26028.205
epoch 658 heartbeat: batch=262/455 avg_train_loss=0.107289 avg_train_ssim=0.8739 run_seconds=26038.262
epoch 658 heartbeat: batch=389/455 avg_train_loss=0.107450 avg_train_ssim=0.8737 run_seconds=26048.279
epoch 658: train_loss=0.107515 train_ssim=0.8736 val_loss=0.113067 val_ssim=0.8671 val_psnr=32.23 lr=0.00025237605 epoch_seconds=39.121 run_seconds=26057.059 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 659 heartbeat: batch=1/455 avg_train_loss=0.112876 avg_train_ssim=0.8673 run_seconds=26057.334
epoch 659 heartbeat: batch=132/455 avg_train_loss=0.107417 avg_train_ssim=0.8737 run_seconds=26067.345
epoch 659 heartbeat: batch=262/455 avg_train_loss=0.107491 avg_train_ssim=0.8736 run_seconds=26077.406
epoch 659 heartbeat: batch=390/455 avg_train_loss=0.107474 avg_train_ssim=0.8737 run_seconds=26087.476
epoch 659: train_loss=0.107523 train_ssim=0.8736 val_loss=0.112965 val_ssim=0.8672 val_psnr=32.22 lr=0.00024698703 epoch_seconds=39.090 run_seconds=26096.185 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 660 heartbeat: batch=1/455 avg_train_loss=0.105466 avg_train_ssim=0.8760 run_seconds=26096.487
epoch 660 heartbeat: batch=132/455 avg_train_loss=0.110828 avg_train_ssim=0.8698 run_seconds=26106.500
epoch 660 heartbeat: batch=262/455 avg_train_loss=0.112699 avg_train_ssim=0.8676 run_seconds=26116.549
epoch 660 heartbeat: batch=390/455 avg_train_loss=0.112618 avg_train_ssim=0.8677 run_seconds=26126.625
epoch 660: train_loss=0.112427 train_ssim=0.8679 val_loss=0.121313 val_ssim=0.8575 val_psnr=30.25 lr=0.0002413764 epoch_seconds=39.117 run_seconds=26135.339 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 661 heartbeat: batch=1/455 avg_train_loss=0.114485 avg_train_ssim=0.8655 run_seconds=26135.646
epoch 661 heartbeat: batch=133/455 avg_train_loss=0.110510 avg_train_ssim=0.8701 run_seconds=26145.681
epoch 661 heartbeat: batch=262/455 avg_train_loss=0.110254 avg_train_ssim=0.8704 run_seconds=26155.706
epoch 661 heartbeat: batch=389/455 avg_train_loss=0.110097 avg_train_ssim=0.8706 run_seconds=26165.719
epoch 661: train_loss=0.110091 train_ssim=0.8706 val_loss=0.120778 val_ssim=0.8581 val_psnr=30.03 lr=0.00023555768 epoch_seconds=39.103 run_seconds=26174.478 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 662 heartbeat: batch=1/455 avg_train_loss=0.111662 avg_train_ssim=0.8688 run_seconds=26174.743
epoch 662 heartbeat: batch=133/455 avg_train_loss=0.109632 avg_train_ssim=0.8711 run_seconds=26184.792
epoch 662 heartbeat: batch=262/455 avg_train_loss=0.109811 avg_train_ssim=0.8709 run_seconds=26194.867
epoch 662 heartbeat: batch=389/455 avg_train_loss=0.109832 avg_train_ssim=0.8709 run_seconds=26204.889
epoch 662: train_loss=0.109812 train_ssim=0.8709 val_loss=0.119110 val_ssim=0.8600 val_psnr=30.62 lr=0.0002295449 epoch_seconds=39.152 run_seconds=26213.668 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 663 heartbeat: batch=1/455 avg_train_loss=0.110723 avg_train_ssim=0.8699 run_seconds=26213.942
epoch 663 heartbeat: batch=133/455 avg_train_loss=0.110624 avg_train_ssim=0.8700 run_seconds=26223.979
epoch 663 heartbeat: batch=261/455 avg_train_loss=0.111370 avg_train_ssim=0.8691 run_seconds=26234.009
epoch 663 heartbeat: batch=388/455 avg_train_loss=0.111034 avg_train_ssim=0.8695 run_seconds=26244.044
epoch 663: train_loss=0.110910 train_ssim=0.8696 val_loss=0.113998 val_ssim=0.8660 val_psnr=31.99 lr=0.00022335253 epoch_seconds=39.177 run_seconds=26252.882 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 664 heartbeat: batch=1/455 avg_train_loss=0.105172 avg_train_ssim=0.8764 run_seconds=26253.148
epoch 664 heartbeat: batch=134/455 avg_train_loss=0.110233 avg_train_ssim=0.8704 run_seconds=26263.176
epoch 664 heartbeat: batch=262/455 avg_train_loss=0.110210 avg_train_ssim=0.8705 run_seconds=26273.190
epoch 664 heartbeat: batch=389/455 avg_train_loss=0.109976 avg_train_ssim=0.8707 run_seconds=26283.191
epoch 664: train_loss=0.109840 train_ssim=0.8709 val_loss=0.113687 val_ssim=0.8664 val_psnr=32.02 lr=0.00021699549 epoch_seconds=39.023 run_seconds=26291.942 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 665 heartbeat: batch=1/455 avg_train_loss=0.107826 avg_train_ssim=0.8732 run_seconds=26292.217
epoch 665 heartbeat: batch=134/455 avg_train_loss=0.109567 avg_train_ssim=0.8712 run_seconds=26302.236
epoch 665 heartbeat: batch=263/455 avg_train_loss=0.109465 avg_train_ssim=0.8713 run_seconds=26312.300
epoch 665 heartbeat: batch=390/455 avg_train_loss=0.109379 avg_train_ssim=0.8714 run_seconds=26322.306
epoch 665: train_loss=0.109311 train_ssim=0.8715 val_loss=0.113290 val_ssim=0.8668 val_psnr=32.13 lr=0.0002104891 epoch_seconds=38.992 run_seconds=26330.972 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 666 heartbeat: batch=1/455 avg_train_loss=0.106527 avg_train_ssim=0.8748 run_seconds=26331.239
epoch 666 heartbeat: batch=133/455 avg_train_loss=0.109264 avg_train_ssim=0.8716 run_seconds=26341.269
epoch 666 heartbeat: batch=262/455 avg_train_loss=0.109248 avg_train_ssim=0.8716 run_seconds=26351.293
epoch 666 heartbeat: batch=389/455 avg_train_loss=0.109157 avg_train_ssim=0.8717 run_seconds=26361.301
epoch 666: train_loss=0.109095 train_ssim=0.8718 val_loss=0.113927 val_ssim=0.8661 val_psnr=31.83 lr=0.00020384903 epoch_seconds=39.091 run_seconds=26370.099 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 667 heartbeat: batch=1/455 avg_train_loss=0.105536 avg_train_ssim=0.8759 run_seconds=26370.365
epoch 667 heartbeat: batch=133/455 avg_train_loss=0.109308 avg_train_ssim=0.8715 run_seconds=26380.382
epoch 667 heartbeat: batch=262/455 avg_train_loss=0.108988 avg_train_ssim=0.8719 run_seconds=26390.427
epoch 667 heartbeat: batch=389/455 avg_train_loss=0.108854 avg_train_ssim=0.8721 run_seconds=26400.435
epoch 667: train_loss=0.108788 train_ssim=0.8721 val_loss=0.122430 val_ssim=0.8562 val_psnr=30.09 lr=0.00019709128 epoch_seconds=39.053 run_seconds=26409.189 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 668 heartbeat: batch=1/455 avg_train_loss=0.111387 avg_train_ssim=0.8691 run_seconds=26409.486
epoch 668 heartbeat: batch=134/455 avg_train_loss=0.108662 avg_train_ssim=0.8723 run_seconds=26419.510
epoch 668 heartbeat: batch=262/455 avg_train_loss=0.108835 avg_train_ssim=0.8721 run_seconds=26429.555
epoch 668 heartbeat: batch=389/455 avg_train_loss=0.108713 avg_train_ssim=0.8722 run_seconds=26439.562
epoch 668: train_loss=0.108528 train_ssim=0.8724 val_loss=0.112828 val_ssim=0.8674 val_psnr=32.01 lr=0.00019023213 epoch_seconds=39.093 run_seconds=26448.319 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 669 heartbeat: batch=1/455 avg_train_loss=0.111708 avg_train_ssim=0.8687 run_seconds=26448.588
epoch 669 heartbeat: batch=135/455 avg_train_loss=0.107446 avg_train_ssim=0.8737 run_seconds=26458.646
epoch 669 heartbeat: batch=263/455 avg_train_loss=0.107340 avg_train_ssim=0.8738 run_seconds=26468.679
epoch 669 heartbeat: batch=390/455 avg_train_loss=0.107394 avg_train_ssim=0.8738 run_seconds=26478.710
epoch 669: train_loss=0.107370 train_ssim=0.8738 val_loss=0.112914 val_ssim=0.8673 val_psnr=32.29 lr=0.0001832881 epoch_seconds=39.040 run_seconds=26487.397 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 670 heartbeat: batch=1/455 avg_train_loss=0.106273 avg_train_ssim=0.8751 run_seconds=26487.690
epoch 670 heartbeat: batch=133/455 avg_train_loss=0.107352 avg_train_ssim=0.8738 run_seconds=26497.748
epoch 670 heartbeat: batch=263/455 avg_train_loss=0.107308 avg_train_ssim=0.8739 run_seconds=26507.818
epoch 670 heartbeat: batch=390/455 avg_train_loss=0.107229 avg_train_ssim=0.8740 run_seconds=26517.832
epoch 670: train_loss=0.107205 train_ssim=0.8740 val_loss=0.112291 val_ssim=0.8680 val_psnr=32.30 lr=0.00017627592 epoch_seconds=39.116 run_seconds=26526.549 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 671 heartbeat: batch=1/455 avg_train_loss=0.106218 avg_train_ssim=0.8751 run_seconds=26526.856
epoch 671 heartbeat: batch=131/455 avg_train_loss=0.106676 avg_train_ssim=0.8746 run_seconds=26536.886
epoch 671 heartbeat: batch=261/455 avg_train_loss=0.106846 avg_train_ssim=0.8744 run_seconds=26546.958
epoch 671 heartbeat: batch=388/455 avg_train_loss=0.106977 avg_train_ssim=0.8742 run_seconds=26556.961
epoch 671: train_loss=0.106970 train_ssim=0.8743 val_loss=0.112358 val_ssim=0.8679 val_psnr=32.22 lr=0.00016921249 epoch_seconds=39.228 run_seconds=26565.815 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 672 heartbeat: batch=1/455 avg_train_loss=0.108228 avg_train_ssim=0.8728 run_seconds=26566.089
epoch 672 heartbeat: batch=134/455 avg_train_loss=0.106935 avg_train_ssim=0.8743 run_seconds=26576.106
epoch 672 heartbeat: batch=262/455 avg_train_loss=0.106929 avg_train_ssim=0.8743 run_seconds=26586.148
epoch 672 heartbeat: batch=389/455 avg_train_loss=0.107018 avg_train_ssim=0.8742 run_seconds=26596.151
epoch 672: train_loss=0.107075 train_ssim=0.8741 val_loss=0.112321 val_ssim=0.8680 val_psnr=32.29 lr=0.00016211481 epoch_seconds=39.032 run_seconds=26604.884 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 673 heartbeat: batch=1/455 avg_train_loss=0.107796 avg_train_ssim=0.8733 run_seconds=26605.164
epoch 673 heartbeat: batch=134/455 avg_train_loss=0.106834 avg_train_ssim=0.8744 run_seconds=26615.166
epoch 673 heartbeat: batch=265/455 avg_train_loss=0.106925 avg_train_ssim=0.8743 run_seconds=26625.171
epoch 673 heartbeat: batch=392/455 avg_train_loss=0.107026 avg_train_ssim=0.8742 run_seconds=26635.192
epoch 673: train_loss=0.106957 train_ssim=0.8743 val_loss=0.112167 val_ssim=0.8681 val_psnr=32.33 lr=0.000155 epoch_seconds=38.750 run_seconds=26643.674 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 674 heartbeat: batch=1/455 avg_train_loss=0.110105 avg_train_ssim=0.8706 run_seconds=26643.965
epoch 674 heartbeat: batch=132/455 avg_train_loss=0.106632 avg_train_ssim=0.8747 run_seconds=26653.983
epoch 674 heartbeat: batch=262/455 avg_train_loss=0.106625 avg_train_ssim=0.8747 run_seconds=26664.045
epoch 674 heartbeat: batch=389/455 avg_train_loss=0.106801 avg_train_ssim=0.8745 run_seconds=26674.046
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 674: train_loss=0.106778 train_ssim=0.8745 val_loss=0.112021 val_ssim=0.8683 val_psnr=32.14 lr=0.00014788519 epoch_seconds=39.070 run_seconds=26682.784 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 675 heartbeat: batch=1/455 avg_train_loss=0.104329 avg_train_ssim=0.8774 run_seconds=26683.481
epoch 675 heartbeat: batch=134/455 avg_train_loss=0.106576 avg_train_ssim=0.8747 run_seconds=26693.498
epoch 675 heartbeat: batch=262/455 avg_train_loss=0.106742 avg_train_ssim=0.8745 run_seconds=26703.566
epoch 675 heartbeat: batch=390/455 avg_train_loss=0.106749 avg_train_ssim=0.8745 run_seconds=26713.636
epoch 675: train_loss=0.106737 train_ssim=0.8745 val_loss=0.112054 val_ssim=0.8683 val_psnr=32.31 lr=0.00014078751 epoch_seconds=39.072 run_seconds=26722.331 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 676 heartbeat: batch=1/455 avg_train_loss=0.107994 avg_train_ssim=0.8731 run_seconds=26722.626
epoch 676 heartbeat: batch=135/455 avg_train_loss=0.106690 avg_train_ssim=0.8746 run_seconds=26732.634
epoch 676 heartbeat: batch=265/455 avg_train_loss=0.106687 avg_train_ssim=0.8746 run_seconds=26742.646
epoch 676 heartbeat: batch=392/455 avg_train_loss=0.106627 avg_train_ssim=0.8747 run_seconds=26752.658
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 676: train_loss=0.106663 train_ssim=0.8746 val_loss=0.111947 val_ssim=0.8684 val_psnr=32.32 lr=0.00013372408 epoch_seconds=38.843 run_seconds=26761.210 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 677 heartbeat: batch=1/455 avg_train_loss=0.104798 avg_train_ssim=0.8768 run_seconds=26761.855
epoch 677 heartbeat: batch=135/455 avg_train_loss=0.106566 avg_train_ssim=0.8747 run_seconds=26771.905
epoch 677 heartbeat: batch=262/455 avg_train_loss=0.106608 avg_train_ssim=0.8747 run_seconds=26781.908
epoch 677 heartbeat: batch=389/455 avg_train_loss=0.106536 avg_train_ssim=0.8748 run_seconds=26791.912
epoch 677: train_loss=0.106576 train_ssim=0.8747 val_loss=0.112109 val_ssim=0.8682 val_psnr=32.24 lr=0.0001267119 epoch_seconds=39.078 run_seconds=26800.678 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 678 heartbeat: batch=1/455 avg_train_loss=0.108548 avg_train_ssim=0.8724 run_seconds=26800.978
epoch 678 heartbeat: batch=135/455 avg_train_loss=0.106555 avg_train_ssim=0.8747 run_seconds=26811.030
epoch 678 heartbeat: batch=262/455 avg_train_loss=0.106591 avg_train_ssim=0.8747 run_seconds=26821.031
epoch 678 heartbeat: batch=389/455 avg_train_loss=0.106693 avg_train_ssim=0.8746 run_seconds=26831.039
epoch 678: train_loss=0.106663 train_ssim=0.8746 val_loss=0.112010 val_ssim=0.8683 val_psnr=32.25 lr=0.00011976787 epoch_seconds=39.069 run_seconds=26839.783 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 679 heartbeat: batch=1/455 avg_train_loss=0.103034 avg_train_ssim=0.8789 run_seconds=26840.048
epoch 679 heartbeat: batch=135/455 avg_train_loss=0.106699 avg_train_ssim=0.8746 run_seconds=26850.126
epoch 679 heartbeat: batch=262/455 avg_train_loss=0.106628 avg_train_ssim=0.8747 run_seconds=26860.129
epoch 679 heartbeat: batch=390/455 avg_train_loss=0.106470 avg_train_ssim=0.8748 run_seconds=26870.204
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 679: train_loss=0.106490 train_ssim=0.8748 val_loss=0.111908 val_ssim=0.8684 val_psnr=32.31 lr=0.00011290872 epoch_seconds=39.043 run_seconds=26878.863 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 680 heartbeat: batch=1/455 avg_train_loss=0.109602 avg_train_ssim=0.8712 run_seconds=26879.501
epoch 680 heartbeat: batch=137/455 avg_train_loss=0.106732 avg_train_ssim=0.8745 run_seconds=26889.542
epoch 680 heartbeat: batch=265/455 avg_train_loss=0.106562 avg_train_ssim=0.8747 run_seconds=26899.614
epoch 680 heartbeat: batch=393/455 avg_train_loss=0.106483 avg_train_ssim=0.8748 run_seconds=26909.685
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 680: train_loss=0.106439 train_ssim=0.8749 val_loss=0.111770 val_ssim=0.8686 val_psnr=32.29 lr=0.00010615097 epoch_seconds=38.913 run_seconds=26918.188 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 681 heartbeat: batch=1/455 avg_train_loss=0.103313 avg_train_ssim=0.8786 run_seconds=26918.839
epoch 681 heartbeat: batch=134/455 avg_train_loss=0.106462 avg_train_ssim=0.8749 run_seconds=26928.885
epoch 681 heartbeat: batch=261/455 avg_train_loss=0.106392 avg_train_ssim=0.8749 run_seconds=26938.896
epoch 681 heartbeat: batch=388/455 avg_train_loss=0.106468 avg_train_ssim=0.8748 run_seconds=26948.904
epoch 681: train_loss=0.106407 train_ssim=0.8749 val_loss=0.111820 val_ssim=0.8686 val_psnr=32.19 lr=9.9510902e-05 epoch_seconds=39.171 run_seconds=26957.762 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 682 heartbeat: batch=1/455 avg_train_loss=0.109632 avg_train_ssim=0.8711 run_seconds=26958.034
epoch 682 heartbeat: batch=135/455 avg_train_loss=0.106185 avg_train_ssim=0.8752 run_seconds=26968.083
epoch 682 heartbeat: batch=262/455 avg_train_loss=0.106259 avg_train_ssim=0.8751 run_seconds=26978.084
epoch 682 heartbeat: batch=389/455 avg_train_loss=0.106276 avg_train_ssim=0.8751 run_seconds=26988.090
epoch 682: train_loss=0.106276 train_ssim=0.8751 val_loss=0.111789 val_ssim=0.8686 val_psnr=32.21 lr=9.3004511e-05 epoch_seconds=39.068 run_seconds=26996.869 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 683 heartbeat: batch=1/455 avg_train_loss=0.106682 avg_train_ssim=0.8746 run_seconds=26997.130
epoch 683 heartbeat: batch=134/455 avg_train_loss=0.106303 avg_train_ssim=0.8750 run_seconds=27007.139
epoch 683 heartbeat: batch=261/455 avg_train_loss=0.106281 avg_train_ssim=0.8751 run_seconds=27017.142
epoch 683 heartbeat: batch=388/455 avg_train_loss=0.106195 avg_train_ssim=0.8752 run_seconds=27027.157
epoch 683: train_loss=0.106232 train_ssim=0.8751 val_loss=0.114183 val_ssim=0.8658 val_psnr=32.23 lr=8.6647473e-05 epoch_seconds=39.063 run_seconds=27035.969 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 684 heartbeat: batch=1/455 avg_train_loss=0.104436 avg_train_ssim=0.8772 run_seconds=27036.239
epoch 684 heartbeat: batch=135/455 avg_train_loss=0.107000 avg_train_ssim=0.8742 run_seconds=27046.297
epoch 684 heartbeat: batch=262/455 avg_train_loss=0.106744 avg_train_ssim=0.8745 run_seconds=27056.300
epoch 684 heartbeat: batch=390/455 avg_train_loss=0.106521 avg_train_ssim=0.8748 run_seconds=27066.375
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 684: train_loss=0.106411 train_ssim=0.8749 val_loss=0.111608 val_ssim=0.8688 val_psnr=32.33 lr=8.0455102e-05 epoch_seconds=39.086 run_seconds=27075.091 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 685 heartbeat: batch=1/455 avg_train_loss=0.102530 avg_train_ssim=0.8795 run_seconds=27075.812
epoch 685 heartbeat: batch=135/455 avg_train_loss=0.106151 avg_train_ssim=0.8752 run_seconds=27085.838
epoch 685 heartbeat: batch=263/455 avg_train_loss=0.106068 avg_train_ssim=0.8753 run_seconds=27095.917
epoch 685 heartbeat: batch=391/455 avg_train_loss=0.106127 avg_train_ssim=0.8752 run_seconds=27105.990
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 685: train_loss=0.106121 train_ssim=0.8753 val_loss=0.111578 val_ssim=0.8688 val_psnr=32.32 lr=7.4442316e-05 epoch_seconds=39.002 run_seconds=27114.589 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 686 heartbeat: batch=1/455 avg_train_loss=0.106087 avg_train_ssim=0.8753 run_seconds=27115.266
epoch 686 heartbeat: batch=135/455 avg_train_loss=0.106281 avg_train_ssim=0.8751 run_seconds=27125.300
epoch 686 heartbeat: batch=263/455 avg_train_loss=0.106269 avg_train_ssim=0.8751 run_seconds=27135.380
epoch 686 heartbeat: batch=390/455 avg_train_loss=0.106041 avg_train_ssim=0.8753 run_seconds=27145.385
epoch 686: train_loss=0.105999 train_ssim=0.8754 val_loss=0.111692 val_ssim=0.8687 val_psnr=32.34 lr=6.8623601e-05 epoch_seconds=39.016 run_seconds=27154.029 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 687 heartbeat: batch=1/455 avg_train_loss=0.106994 avg_train_ssim=0.8742 run_seconds=27154.331
epoch 687 heartbeat: batch=134/455 avg_train_loss=0.106071 avg_train_ssim=0.8753 run_seconds=27164.385
epoch 687 heartbeat: batch=262/455 avg_train_loss=0.105946 avg_train_ssim=0.8755 run_seconds=27174.462
epoch 687 heartbeat: batch=390/455 avg_train_loss=0.106011 avg_train_ssim=0.8754 run_seconds=27184.538
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 687: train_loss=0.105983 train_ssim=0.8754 val_loss=0.111507 val_ssim=0.8689 val_psnr=32.31 lr=6.3012974e-05 epoch_seconds=39.117 run_seconds=27193.182 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 688 heartbeat: batch=1/455 avg_train_loss=0.104257 avg_train_ssim=0.8774 run_seconds=27193.890
epoch 688 heartbeat: batch=137/455 avg_train_loss=0.105741 avg_train_ssim=0.8757 run_seconds=27203.906
epoch 688 heartbeat: batch=264/455 avg_train_loss=0.105798 avg_train_ssim=0.8756 run_seconds=27213.921
epoch 688 heartbeat: batch=391/455 avg_train_loss=0.105915 avg_train_ssim=0.8755 run_seconds=27223.926
epoch 688: train_loss=0.105916 train_ssim=0.8755 val_loss=0.111599 val_ssim=0.8688 val_psnr=32.20 lr=5.7623952e-05 epoch_seconds=38.907 run_seconds=27232.554 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 689 heartbeat: batch=1/455 avg_train_loss=0.104808 avg_train_ssim=0.8768 run_seconds=27232.834
epoch 689 heartbeat: batch=135/455 avg_train_loss=0.105862 avg_train_ssim=0.8756 run_seconds=27242.910
epoch 689 heartbeat: batch=263/455 avg_train_loss=0.105922 avg_train_ssim=0.8755 run_seconds=27252.987
epoch 689 heartbeat: batch=390/455 avg_train_loss=0.105947 avg_train_ssim=0.8755 run_seconds=27262.991
epoch 689: train_loss=0.105897 train_ssim=0.8755 val_loss=0.111595 val_ssim=0.8688 val_psnr=32.34 lr=5.2469517e-05 epoch_seconds=39.068 run_seconds=27271.659 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 690 heartbeat: batch=1/455 avg_train_loss=0.105144 avg_train_ssim=0.8764 run_seconds=27271.933
epoch 690 heartbeat: batch=135/455 avg_train_loss=0.106093 avg_train_ssim=0.8753 run_seconds=27281.969
epoch 690 heartbeat: batch=262/455 avg_train_loss=0.106110 avg_train_ssim=0.8753 run_seconds=27291.991
epoch 690 heartbeat: batch=389/455 avg_train_loss=0.105989 avg_train_ssim=0.8754 run_seconds=27301.994
epoch 690: train_loss=0.105943 train_ssim=0.8755 val_loss=0.111572 val_ssim=0.8688 val_psnr=32.25 lr=4.7562087e-05 epoch_seconds=39.115 run_seconds=27310.811 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 691 heartbeat: batch=1/455 avg_train_loss=0.103719 avg_train_ssim=0.8781 run_seconds=27311.083
epoch 691 heartbeat: batch=135/455 avg_train_loss=0.105828 avg_train_ssim=0.8756 run_seconds=27321.160
epoch 691 heartbeat: batch=262/455 avg_train_loss=0.105670 avg_train_ssim=0.8758 run_seconds=27331.166
epoch 691 heartbeat: batch=389/455 avg_train_loss=0.105750 avg_train_ssim=0.8757 run_seconds=27341.170
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 691: train_loss=0.105752 train_ssim=0.8757 val_loss=0.111264 val_ssim=0.8692 val_psnr=32.29 lr=4.2913484e-05 epoch_seconds=39.128 run_seconds=27349.975 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 692 heartbeat: batch=1/455 avg_train_loss=0.105735 avg_train_ssim=0.8757 run_seconds=27350.663
epoch 692 heartbeat: batch=135/455 avg_train_loss=0.105602 avg_train_ssim=0.8759 run_seconds=27360.692
epoch 692 heartbeat: batch=262/455 avg_train_loss=0.105590 avg_train_ssim=0.8759 run_seconds=27370.698
epoch 692 heartbeat: batch=389/455 avg_train_loss=0.105673 avg_train_ssim=0.8758 run_seconds=27380.701
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 692: train_loss=0.105694 train_ssim=0.8758 val_loss=0.111182 val_ssim=0.8693 val_psnr=32.30 lr=3.8534908e-05 epoch_seconds=39.059 run_seconds=27389.444 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 693 heartbeat: batch=1/455 avg_train_loss=0.106661 avg_train_ssim=0.8746 run_seconds=27390.090
epoch 693 heartbeat: batch=134/455 avg_train_loss=0.105691 avg_train_ssim=0.8758 run_seconds=27400.156
epoch 693 heartbeat: batch=261/455 avg_train_loss=0.105677 avg_train_ssim=0.8758 run_seconds=27410.159
epoch 693 heartbeat: batch=388/455 avg_train_loss=0.105661 avg_train_ssim=0.8758 run_seconds=27420.163
epoch 693: train_loss=0.105650 train_ssim=0.8758 val_loss=0.111239 val_ssim=0.8692 val_psnr=32.31 lr=3.4436906e-05 epoch_seconds=39.116 run_seconds=27428.969 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 694 heartbeat: batch=1/455 avg_train_loss=0.106660 avg_train_ssim=0.8746 run_seconds=27429.289
epoch 694 heartbeat: batch=135/455 avg_train_loss=0.105924 avg_train_ssim=0.8755 run_seconds=27439.323
epoch 694 heartbeat: batch=262/455 avg_train_loss=0.105735 avg_train_ssim=0.8757 run_seconds=27449.339
epoch 694 heartbeat: batch=389/455 avg_train_loss=0.105576 avg_train_ssim=0.8759 run_seconds=27459.347
epoch 694: train_loss=0.105598 train_ssim=0.8759 val_loss=0.111261 val_ssim=0.8692 val_psnr=32.34 lr=3.0629352e-05 epoch_seconds=39.096 run_seconds=27468.102 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 695 heartbeat: batch=1/455 avg_train_loss=0.100380 avg_train_ssim=0.8820 run_seconds=27468.382
epoch 695 heartbeat: batch=135/455 avg_train_loss=0.105773 avg_train_ssim=0.8757 run_seconds=27478.409
epoch 695 heartbeat: batch=263/455 avg_train_loss=0.105730 avg_train_ssim=0.8757 run_seconds=27488.486
epoch 695 heartbeat: batch=390/455 avg_train_loss=0.105591 avg_train_ssim=0.8759 run_seconds=27498.488
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 695: train_loss=0.105594 train_ssim=0.8759 val_loss=0.111167 val_ssim=0.8693 val_psnr=32.26 lr=2.7121417e-05 epoch_seconds=39.020 run_seconds=27507.158 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 696 heartbeat: batch=1/455 avg_train_loss=0.100257 avg_train_ssim=0.8821 run_seconds=27507.867
epoch 696 heartbeat: batch=135/455 avg_train_loss=0.105707 avg_train_ssim=0.8757 run_seconds=27517.904
epoch 696 heartbeat: batch=262/455 avg_train_loss=0.105538 avg_train_ssim=0.8759 run_seconds=27527.914
epoch 696 heartbeat: batch=389/455 avg_train_loss=0.105519 avg_train_ssim=0.8760 run_seconds=27537.916
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 696: train_loss=0.105559 train_ssim=0.8759 val_loss=0.111082 val_ssim=0.8694 val_psnr=32.36 lr=2.3921552e-05 epoch_seconds=39.101 run_seconds=27546.711 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 697 heartbeat: batch=1/455 avg_train_loss=0.103127 avg_train_ssim=0.8788 run_seconds=27547.436
epoch 697 heartbeat: batch=133/455 avg_train_loss=0.105428 avg_train_ssim=0.8761 run_seconds=27557.489
epoch 697 heartbeat: batch=260/455 avg_train_loss=0.105449 avg_train_ssim=0.8760 run_seconds=27567.491
epoch 697 heartbeat: batch=387/455 avg_train_loss=0.105496 avg_train_ssim=0.8760 run_seconds=27577.506
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 697: train_loss=0.105495 train_ssim=0.8760 val_loss=0.111059 val_ssim=0.8694 val_psnr=32.34 lr=2.1037468e-05 epoch_seconds=39.285 run_seconds=27586.489 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 698 heartbeat: batch=1/455 avg_train_loss=0.106107 avg_train_ssim=0.8753 run_seconds=27587.099
epoch 698 heartbeat: batch=133/455 avg_train_loss=0.105518 avg_train_ssim=0.8760 run_seconds=27597.148
epoch 698 heartbeat: batch=260/455 avg_train_loss=0.105536 avg_train_ssim=0.8759 run_seconds=27607.153
epoch 698 heartbeat: batch=388/455 avg_train_loss=0.105455 avg_train_ssim=0.8760 run_seconds=27617.231
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 698: train_loss=0.105458 train_ssim=0.8760 val_loss=0.111040 val_ssim=0.8695 val_psnr=32.35 lr=1.8476111e-05 epoch_seconds=39.139 run_seconds=27625.988 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 699 heartbeat: batch=1/455 avg_train_loss=0.102950 avg_train_ssim=0.8790 run_seconds=27626.635
epoch 699 heartbeat: batch=135/455 avg_train_loss=0.105383 avg_train_ssim=0.8761 run_seconds=27636.660
epoch 699 heartbeat: batch=262/455 avg_train_loss=0.105541 avg_train_ssim=0.8759 run_seconds=27646.662
epoch 699 heartbeat: batch=390/455 avg_train_loss=0.105520 avg_train_ssim=0.8760 run_seconds=27656.740
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 699: train_loss=0.105504 train_ssim=0.8760 val_loss=0.110976 val_ssim=0.8695 val_psnr=32.34 lr=1.6243651e-05 epoch_seconds=38.868 run_seconds=27665.238 gpu_index=0 gpu_util_pct=64 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 700 heartbeat: batch=1/455 avg_train_loss=0.106489 avg_train_ssim=0.8748 run_seconds=27666.007
epoch 700 heartbeat: batch=132/455 avg_train_loss=0.105578 avg_train_ssim=0.8759 run_seconds=27676.069
epoch 700 heartbeat: batch=259/455 avg_train_loss=0.105708 avg_train_ssim=0.8757 run_seconds=27686.074
epoch 700 heartbeat: batch=386/455 avg_train_loss=0.105570 avg_train_ssim=0.8759 run_seconds=27696.081
epoch 700: train_loss=0.105527 train_ssim=0.8760 val_loss=0.111033 val_ssim=0.8695 val_psnr=32.37 lr=1.4345468e-05 epoch_seconds=39.105 run_seconds=27704.847 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 701 heartbeat: batch=1/455 avg_train_loss=0.107401 avg_train_ssim=0.8737 run_seconds=27705.152
epoch 701 heartbeat: batch=132/455 avg_train_loss=0.105467 avg_train_ssim=0.8760 run_seconds=27715.209
epoch 701 heartbeat: batch=260/455 avg_train_loss=0.105483 avg_train_ssim=0.8760 run_seconds=27725.287
epoch 701 heartbeat: batch=387/455 avg_train_loss=0.105455 avg_train_ssim=0.8760 run_seconds=27735.289
epoch 701: train_loss=0.105442 train_ssim=0.8761 val_loss=0.111027 val_ssim=0.8695 val_psnr=32.29 lr=1.2786134e-05 epoch_seconds=39.188 run_seconds=27744.072 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 702 heartbeat: batch=1/455 avg_train_loss=0.107278 avg_train_ssim=0.8739 run_seconds=27744.392
epoch 702 heartbeat: batch=132/455 avg_train_loss=0.105144 avg_train_ssim=0.8764 run_seconds=27754.444
epoch 702 heartbeat: batch=259/455 avg_train_loss=0.105249 avg_train_ssim=0.8763 run_seconds=27764.480
epoch 702 heartbeat: batch=387/455 avg_train_loss=0.105416 avg_train_ssim=0.8761 run_seconds=27774.548
epoch 702: train_loss=0.105381 train_ssim=0.8761 val_loss=0.110994 val_ssim=0.8695 val_psnr=32.33 lr=1.1569406e-05 epoch_seconds=39.065 run_seconds=27783.177 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 703 heartbeat: batch=1/455 avg_train_loss=0.104424 avg_train_ssim=0.8773 run_seconds=27783.483
epoch 703 heartbeat: batch=132/455 avg_train_loss=0.105341 avg_train_ssim=0.8762 run_seconds=27793.529
epoch 703 heartbeat: batch=260/455 avg_train_loss=0.105413 avg_train_ssim=0.8761 run_seconds=27803.606
epoch 703 heartbeat: batch=388/455 avg_train_loss=0.105429 avg_train_ssim=0.8761 run_seconds=27813.676
epoch 703: train_loss=0.105366 train_ssim=0.8761 val_loss=0.111037 val_ssim=0.8695 val_psnr=32.34 lr=1.0698215e-05 epoch_seconds=39.054 run_seconds=27822.269 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 704 heartbeat: batch=1/455 avg_train_loss=0.105030 avg_train_ssim=0.8765 run_seconds=27822.565
epoch 704 heartbeat: batch=131/455 avg_train_loss=0.105457 avg_train_ssim=0.8760 run_seconds=27832.586
epoch 704 heartbeat: batch=258/455 avg_train_loss=0.105474 avg_train_ssim=0.8760 run_seconds=27842.593
epoch 704 heartbeat: batch=386/455 avg_train_loss=0.105316 avg_train_ssim=0.8762 run_seconds=27852.667
epoch 704: train_loss=0.105388 train_ssim=0.8761 val_loss=0.111028 val_ssim=0.8695 val_psnr=32.30 lr=1.0174659e-05 epoch_seconds=39.068 run_seconds=27861.381 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 705 heartbeat: batch=1/455 avg_train_loss=0.107848 avg_train_ssim=0.8732 run_seconds=27861.685
epoch 705 heartbeat: batch=132/455 avg_train_loss=0.105348 avg_train_ssim=0.8762 run_seconds=27871.734
epoch 705 heartbeat: batch=259/455 avg_train_loss=0.105388 avg_train_ssim=0.8761 run_seconds=27881.737
epoch 705 heartbeat: batch=386/455 avg_train_loss=0.105380 avg_train_ssim=0.8761 run_seconds=27891.744
epoch 705: train_loss=0.105376 train_ssim=0.8761 val_loss=0.110986 val_ssim=0.8695 val_psnr=32.33 lr=1e-05 epoch_seconds=39.060 run_seconds=27900.478 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 706 heartbeat: batch=1/455 avg_train_loss=0.101691 avg_train_ssim=0.8805 run_seconds=27900.799
epoch 706 heartbeat: batch=132/455 avg_train_loss=0.105567 avg_train_ssim=0.8759 run_seconds=27910.867
epoch 706 heartbeat: batch=260/455 avg_train_loss=0.105387 avg_train_ssim=0.8761 run_seconds=27920.947
epoch 706 heartbeat: batch=387/455 avg_train_loss=0.105400 avg_train_ssim=0.8761 run_seconds=27930.958
epoch 706: train_loss=0.105392 train_ssim=0.8761 val_loss=0.111118 val_ssim=0.8694 val_psnr=32.36 lr=1.0174659e-05 epoch_seconds=39.051 run_seconds=27939.567 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 707 heartbeat: batch=1/455 avg_train_loss=0.107057 avg_train_ssim=0.8741 run_seconds=27939.870
epoch 707 heartbeat: batch=131/455 avg_train_loss=0.105469 avg_train_ssim=0.8760 run_seconds=27949.909
epoch 707 heartbeat: batch=258/455 avg_train_loss=0.105451 avg_train_ssim=0.8760 run_seconds=27959.951
epoch 707 heartbeat: batch=386/455 avg_train_loss=0.105357 avg_train_ssim=0.8762 run_seconds=27970.030
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 707: train_loss=0.105332 train_ssim=0.8762 val_loss=0.110955 val_ssim=0.8696 val_psnr=32.33 lr=1.0698215e-05 epoch_seconds=39.048 run_seconds=27978.651 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 708 heartbeat: batch=1/455 avg_train_loss=0.107822 avg_train_ssim=0.8733 run_seconds=27979.368
epoch 708 heartbeat: batch=131/455 avg_train_loss=0.105352 avg_train_ssim=0.8762 run_seconds=27989.382
epoch 708 heartbeat: batch=258/455 avg_train_loss=0.105241 avg_train_ssim=0.8763 run_seconds=27999.388
epoch 708 heartbeat: batch=385/455 avg_train_loss=0.105332 avg_train_ssim=0.8762 run_seconds=28009.389
epoch 708: train_loss=0.105379 train_ssim=0.8761 val_loss=0.111152 val_ssim=0.8693 val_psnr=32.33 lr=1.1569406e-05 epoch_seconds=38.944 run_seconds=28018.043 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 709 heartbeat: batch=1/455 avg_train_loss=0.105997 avg_train_ssim=0.8754 run_seconds=28018.347
epoch 709 heartbeat: batch=131/455 avg_train_loss=0.105245 avg_train_ssim=0.8763 run_seconds=28028.384
epoch 709 heartbeat: batch=258/455 avg_train_loss=0.105273 avg_train_ssim=0.8763 run_seconds=28038.392
epoch 709 heartbeat: batch=385/455 avg_train_loss=0.105383 avg_train_ssim=0.8761 run_seconds=28048.395
epoch 709: train_loss=0.105429 train_ssim=0.8761 val_loss=0.110982 val_ssim=0.8695 val_psnr=32.32 lr=1.2786134e-05 epoch_seconds=38.965 run_seconds=28057.046 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 710 heartbeat: batch=1/455 avg_train_loss=0.106253 avg_train_ssim=0.8751 run_seconds=28057.360
epoch 710 heartbeat: batch=131/455 avg_train_loss=0.105634 avg_train_ssim=0.8758 run_seconds=28067.413
epoch 710 heartbeat: batch=258/455 avg_train_loss=0.105471 avg_train_ssim=0.8760 run_seconds=28077.423
epoch 710 heartbeat: batch=385/455 avg_train_loss=0.105429 avg_train_ssim=0.8761 run_seconds=28087.428
epoch 710: train_loss=0.105417 train_ssim=0.8761 val_loss=0.111008 val_ssim=0.8695 val_psnr=32.34 lr=1.4345468e-05 epoch_seconds=39.016 run_seconds=28096.099 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 711 heartbeat: batch=1/455 avg_train_loss=0.102280 avg_train_ssim=0.8798 run_seconds=28096.373
epoch 711 heartbeat: batch=130/455 avg_train_loss=0.105543 avg_train_ssim=0.8759 run_seconds=28106.384
epoch 711 heartbeat: batch=257/455 avg_train_loss=0.105403 avg_train_ssim=0.8761 run_seconds=28116.388
epoch 711 heartbeat: batch=384/455 avg_train_loss=0.105421 avg_train_ssim=0.8761 run_seconds=28126.391
epoch 711: train_loss=0.105417 train_ssim=0.8761 val_loss=0.111102 val_ssim=0.8694 val_psnr=32.36 lr=1.6243651e-05 epoch_seconds=38.911 run_seconds=28135.053 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 712 heartbeat: batch=1/455 avg_train_loss=0.104230 avg_train_ssim=0.8775 run_seconds=28135.315
epoch 712 heartbeat: batch=130/455 avg_train_loss=0.105389 avg_train_ssim=0.8761 run_seconds=28145.360
epoch 712 heartbeat: batch=257/455 avg_train_loss=0.105426 avg_train_ssim=0.8761 run_seconds=28155.361
epoch 712 heartbeat: batch=384/455 avg_train_loss=0.105459 avg_train_ssim=0.8760 run_seconds=28165.380
epoch 712: train_loss=0.105396 train_ssim=0.8761 val_loss=0.110963 val_ssim=0.8696 val_psnr=32.37 lr=1.8476111e-05 epoch_seconds=38.958 run_seconds=28174.048 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 713 heartbeat: batch=1/455 avg_train_loss=0.105278 avg_train_ssim=0.8762 run_seconds=28174.307
epoch 713 heartbeat: batch=130/455 avg_train_loss=0.105495 avg_train_ssim=0.8760 run_seconds=28184.365
epoch 713 heartbeat: batch=257/455 avg_train_loss=0.105365 avg_train_ssim=0.8761 run_seconds=28194.376
epoch 713 heartbeat: batch=385/455 avg_train_loss=0.105478 avg_train_ssim=0.8760 run_seconds=28204.455
epoch 713: train_loss=0.105459 train_ssim=0.8760 val_loss=0.111065 val_ssim=0.8694 val_psnr=32.30 lr=2.1037468e-05 epoch_seconds=39.117 run_seconds=28213.202 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 714 heartbeat: batch=1/455 avg_train_loss=0.106979 avg_train_ssim=0.8742 run_seconds=28213.469
epoch 714 heartbeat: batch=132/455 avg_train_loss=0.105557 avg_train_ssim=0.8759 run_seconds=28223.529
epoch 714 heartbeat: batch=260/455 avg_train_loss=0.105617 avg_train_ssim=0.8758 run_seconds=28233.602
epoch 714 heartbeat: batch=387/455 avg_train_loss=0.105548 avg_train_ssim=0.8759 run_seconds=28243.613
epoch 714: train_loss=0.105504 train_ssim=0.8760 val_loss=0.111078 val_ssim=0.8694 val_psnr=32.32 lr=2.3921552e-05 epoch_seconds=38.883 run_seconds=28252.125 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 715 heartbeat: batch=1/455 avg_train_loss=0.103576 avg_train_ssim=0.8783 run_seconds=28252.433
epoch 715 heartbeat: batch=131/455 avg_train_loss=0.105375 avg_train_ssim=0.8761 run_seconds=28262.507
epoch 715 heartbeat: batch=258/455 avg_train_loss=0.105589 avg_train_ssim=0.8759 run_seconds=28272.507
epoch 715 heartbeat: batch=385/455 avg_train_loss=0.105576 avg_train_ssim=0.8759 run_seconds=28282.516
epoch 715: train_loss=0.105526 train_ssim=0.8760 val_loss=0.111098 val_ssim=0.8694 val_psnr=32.33 lr=2.7121417e-05 epoch_seconds=39.005 run_seconds=28291.171 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 716 heartbeat: batch=1/455 avg_train_loss=0.104327 avg_train_ssim=0.8774 run_seconds=28291.466
epoch 716 heartbeat: batch=130/455 avg_train_loss=0.105503 avg_train_ssim=0.8760 run_seconds=28301.484
epoch 716 heartbeat: batch=258/455 avg_train_loss=0.105601 avg_train_ssim=0.8759 run_seconds=28311.556
epoch 716 heartbeat: batch=385/455 avg_train_loss=0.105557 avg_train_ssim=0.8759 run_seconds=28321.562
epoch 716: train_loss=0.105545 train_ssim=0.8759 val_loss=0.111088 val_ssim=0.8694 val_psnr=32.34 lr=3.0629352e-05 epoch_seconds=38.999 run_seconds=28330.210 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 717 heartbeat: batch=1/455 avg_train_loss=0.100895 avg_train_ssim=0.8814 run_seconds=28330.451
epoch 717 heartbeat: batch=133/455 avg_train_loss=0.105498 avg_train_ssim=0.8760 run_seconds=28340.489
epoch 717 heartbeat: batch=260/455 avg_train_loss=0.105524 avg_train_ssim=0.8760 run_seconds=28350.489
epoch 717 heartbeat: batch=387/455 avg_train_loss=0.105494 avg_train_ssim=0.8760 run_seconds=28360.491
epoch 717: train_loss=0.105578 train_ssim=0.8759 val_loss=0.111091 val_ssim=0.8694 val_psnr=32.34 lr=3.4436906e-05 epoch_seconds=38.825 run_seconds=28369.073 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 718 heartbeat: batch=1/455 avg_train_loss=0.107586 avg_train_ssim=0.8735 run_seconds=28369.349
epoch 718 heartbeat: batch=131/455 avg_train_loss=0.105453 avg_train_ssim=0.8760 run_seconds=28379.384
epoch 718 heartbeat: batch=258/455 avg_train_loss=0.105568 avg_train_ssim=0.8759 run_seconds=28389.399
epoch 718 heartbeat: batch=386/455 avg_train_loss=0.105609 avg_train_ssim=0.8759 run_seconds=28399.479
epoch 718: train_loss=0.105545 train_ssim=0.8759 val_loss=0.111151 val_ssim=0.8693 val_psnr=32.36 lr=3.8534908e-05 epoch_seconds=39.098 run_seconds=28408.211 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 719 heartbeat: batch=1/455 avg_train_loss=0.108216 avg_train_ssim=0.8728 run_seconds=28408.525
epoch 719 heartbeat: batch=130/455 avg_train_loss=0.105721 avg_train_ssim=0.8757 run_seconds=28418.528
epoch 719 heartbeat: batch=257/455 avg_train_loss=0.105599 avg_train_ssim=0.8759 run_seconds=28428.532
epoch 719 heartbeat: batch=384/455 avg_train_loss=0.105531 avg_train_ssim=0.8759 run_seconds=28438.534
epoch 719: train_loss=0.105593 train_ssim=0.8759 val_loss=0.111167 val_ssim=0.8693 val_psnr=32.31 lr=4.2913484e-05 epoch_seconds=39.101 run_seconds=28447.346 gpu_index=0 gpu_util_pct=88 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 720 heartbeat: batch=1/455 avg_train_loss=0.111067 avg_train_ssim=0.8694 run_seconds=28447.608
epoch 720 heartbeat: batch=131/455 avg_train_loss=0.105895 avg_train_ssim=0.8755 run_seconds=28457.681
epoch 720 heartbeat: batch=258/455 avg_train_loss=0.105740 avg_train_ssim=0.8757 run_seconds=28467.688
epoch 720 heartbeat: batch=386/455 avg_train_loss=0.105650 avg_train_ssim=0.8758 run_seconds=28477.763
epoch 720: train_loss=0.105664 train_ssim=0.8758 val_loss=0.111332 val_ssim=0.8691 val_psnr=32.31 lr=4.7562087e-05 epoch_seconds=38.988 run_seconds=28486.372 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 721 heartbeat: batch=1/455 avg_train_loss=0.108156 avg_train_ssim=0.8729 run_seconds=28486.619
epoch 721 heartbeat: batch=130/455 avg_train_loss=0.105689 avg_train_ssim=0.8758 run_seconds=28496.656
epoch 721 heartbeat: batch=257/455 avg_train_loss=0.105728 avg_train_ssim=0.8757 run_seconds=28506.657
epoch 721 heartbeat: batch=385/455 avg_train_loss=0.105742 avg_train_ssim=0.8757 run_seconds=28516.729
epoch 721: train_loss=0.105707 train_ssim=0.8757 val_loss=0.111232 val_ssim=0.8692 val_psnr=32.26 lr=5.2469517e-05 epoch_seconds=38.960 run_seconds=28525.367 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 722 heartbeat: batch=1/455 avg_train_loss=0.097986 avg_train_ssim=0.8848 run_seconds=28525.602
epoch 722 heartbeat: batch=133/455 avg_train_loss=0.105563 avg_train_ssim=0.8759 run_seconds=28535.677
epoch 722 heartbeat: batch=260/455 avg_train_loss=0.105638 avg_train_ssim=0.8758 run_seconds=28545.690
epoch 722 heartbeat: batch=387/455 avg_train_loss=0.105736 avg_train_ssim=0.8757 run_seconds=28555.699
epoch 722: train_loss=0.105682 train_ssim=0.8758 val_loss=0.111207 val_ssim=0.8693 val_psnr=32.33 lr=5.7623952e-05 epoch_seconds=38.944 run_seconds=28564.349 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 723 heartbeat: batch=1/455 avg_train_loss=0.105440 avg_train_ssim=0.8761 run_seconds=28564.630
epoch 723 heartbeat: batch=129/455 avg_train_loss=0.105546 avg_train_ssim=0.8759 run_seconds=28574.660
epoch 723 heartbeat: batch=255/455 avg_train_loss=0.105724 avg_train_ssim=0.8757 run_seconds=28584.679
epoch 723 heartbeat: batch=382/455 avg_train_loss=0.105821 avg_train_ssim=0.8756 run_seconds=28594.680
epoch 723: train_loss=0.105796 train_ssim=0.8756 val_loss=0.111277 val_ssim=0.8692 val_psnr=32.30 lr=6.3012974e-05 epoch_seconds=39.148 run_seconds=28603.536 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 724 heartbeat: batch=1/455 avg_train_loss=0.107531 avg_train_ssim=0.8736 run_seconds=28603.811
epoch 724 heartbeat: batch=131/455 avg_train_loss=0.105866 avg_train_ssim=0.8756 run_seconds=28613.865
epoch 724 heartbeat: batch=259/455 avg_train_loss=0.105735 avg_train_ssim=0.8757 run_seconds=28623.937
epoch 724 heartbeat: batch=386/455 avg_train_loss=0.105788 avg_train_ssim=0.8756 run_seconds=28633.939
epoch 724: train_loss=0.105736 train_ssim=0.8757 val_loss=0.111441 val_ssim=0.8690 val_psnr=32.15 lr=6.8623601e-05 epoch_seconds=38.949 run_seconds=28642.524 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 725 heartbeat: batch=1/455 avg_train_loss=0.109293 avg_train_ssim=0.8715 run_seconds=28642.798
epoch 725 heartbeat: batch=131/455 avg_train_loss=0.105826 avg_train_ssim=0.8756 run_seconds=28652.843
epoch 725 heartbeat: batch=258/455 avg_train_loss=0.105877 avg_train_ssim=0.8755 run_seconds=28662.845
epoch 725 heartbeat: batch=385/455 avg_train_loss=0.105781 avg_train_ssim=0.8757 run_seconds=28672.851
epoch 725: train_loss=0.105804 train_ssim=0.8756 val_loss=0.111471 val_ssim=0.8690 val_psnr=32.36 lr=7.4442316e-05 epoch_seconds=38.933 run_seconds=28681.497 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 726 heartbeat: batch=1/455 avg_train_loss=0.105195 avg_train_ssim=0.8763 run_seconds=28681.768
epoch 726 heartbeat: batch=131/455 avg_train_loss=0.106333 avg_train_ssim=0.8750 run_seconds=28691.827
epoch 726 heartbeat: batch=258/455 avg_train_loss=0.106176 avg_train_ssim=0.8752 run_seconds=28701.838
epoch 726 heartbeat: batch=386/455 avg_train_loss=0.105960 avg_train_ssim=0.8754 run_seconds=28711.918
epoch 726: train_loss=0.105958 train_ssim=0.8754 val_loss=0.111454 val_ssim=0.8690 val_psnr=32.31 lr=8.0455102e-05 epoch_seconds=38.967 run_seconds=28720.503 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 727 heartbeat: batch=1/455 avg_train_loss=0.102812 avg_train_ssim=0.8791 run_seconds=28720.761
epoch 727 heartbeat: batch=131/455 avg_train_loss=0.105923 avg_train_ssim=0.8755 run_seconds=28730.817
epoch 727 heartbeat: batch=258/455 avg_train_loss=0.105771 avg_train_ssim=0.8757 run_seconds=28740.826
epoch 727 heartbeat: batch=385/455 avg_train_loss=0.105848 avg_train_ssim=0.8756 run_seconds=28750.833
epoch 727: train_loss=0.105881 train_ssim=0.8755 val_loss=0.111501 val_ssim=0.8689 val_psnr=32.23 lr=8.6647473e-05 epoch_seconds=38.887 run_seconds=28759.426 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 728 heartbeat: batch=1/455 avg_train_loss=0.105781 avg_train_ssim=0.8756 run_seconds=28759.694
epoch 728 heartbeat: batch=130/455 avg_train_loss=0.106168 avg_train_ssim=0.8752 run_seconds=28769.717
epoch 728 heartbeat: batch=258/455 avg_train_loss=0.105949 avg_train_ssim=0.8755 run_seconds=28779.794
epoch 728 heartbeat: batch=385/455 avg_train_loss=0.105912 avg_train_ssim=0.8755 run_seconds=28789.802
epoch 728: train_loss=0.105895 train_ssim=0.8755 val_loss=0.111503 val_ssim=0.8689 val_psnr=32.26 lr=9.3004511e-05 epoch_seconds=39.030 run_seconds=28798.496 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 729 heartbeat: batch=1/455 avg_train_loss=0.105939 avg_train_ssim=0.8755 run_seconds=28798.743
epoch 729 heartbeat: batch=130/455 avg_train_loss=0.105987 avg_train_ssim=0.8754 run_seconds=28808.768
epoch 729 heartbeat: batch=257/455 avg_train_loss=0.105882 avg_train_ssim=0.8755 run_seconds=28818.778
epoch 729 heartbeat: batch=385/455 avg_train_loss=0.105865 avg_train_ssim=0.8756 run_seconds=28828.855
epoch 729: train_loss=0.105915 train_ssim=0.8755 val_loss=0.111607 val_ssim=0.8688 val_psnr=32.26 lr=9.9510902e-05 epoch_seconds=38.971 run_seconds=28837.504 gpu_index=0 gpu_util_pct=87 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 730 heartbeat: batch=1/455 avg_train_loss=0.106057 avg_train_ssim=0.8753 run_seconds=28837.808
epoch 730 heartbeat: batch=129/455 avg_train_loss=0.106075 avg_train_ssim=0.8753 run_seconds=28847.842
epoch 730 heartbeat: batch=256/455 avg_train_loss=0.106176 avg_train_ssim=0.8752 run_seconds=28857.855
epoch 730 heartbeat: batch=383/455 avg_train_loss=0.106287 avg_train_ssim=0.8751 run_seconds=28867.859
epoch 730: train_loss=0.106181 train_ssim=0.8752 val_loss=0.111628 val_ssim=0.8688 val_psnr=32.29 lr=0.00010615097 epoch_seconds=39.075 run_seconds=28876.620 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 731 heartbeat: batch=1/455 avg_train_loss=0.105599 avg_train_ssim=0.8759 run_seconds=28876.872
epoch 731 heartbeat: batch=128/455 avg_train_loss=0.105752 avg_train_ssim=0.8757 run_seconds=28886.947
epoch 731 heartbeat: batch=255/455 avg_train_loss=0.105849 avg_train_ssim=0.8756 run_seconds=28896.949
epoch 731 heartbeat: batch=383/455 avg_train_loss=0.106077 avg_train_ssim=0.8753 run_seconds=28907.023
epoch 731: train_loss=0.106054 train_ssim=0.8753 val_loss=0.111370 val_ssim=0.8691 val_psnr=32.33 lr=0.00011290872 epoch_seconds=39.263 run_seconds=28915.920 gpu_index=0 gpu_util_pct=63 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 732 heartbeat: batch=1/455 avg_train_loss=0.107562 avg_train_ssim=0.8736 run_seconds=28916.230
epoch 732 heartbeat: batch=128/455 avg_train_loss=0.106050 avg_train_ssim=0.8753 run_seconds=28926.232
epoch 732 heartbeat: batch=255/455 avg_train_loss=0.106054 avg_train_ssim=0.8753 run_seconds=28936.253
epoch 732 heartbeat: batch=382/455 avg_train_loss=0.105904 avg_train_ssim=0.8755 run_seconds=28946.259
epoch 732: train_loss=0.105959 train_ssim=0.8754 val_loss=0.111730 val_ssim=0.8687 val_psnr=32.31 lr=0.00011976787 epoch_seconds=39.257 run_seconds=28955.211 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 733 heartbeat: batch=1/455 avg_train_loss=0.106244 avg_train_ssim=0.8751 run_seconds=28955.544
epoch 733 heartbeat: batch=128/455 avg_train_loss=0.106061 avg_train_ssim=0.8753 run_seconds=28965.582
epoch 733 heartbeat: batch=255/455 avg_train_loss=0.105998 avg_train_ssim=0.8754 run_seconds=28975.627
epoch 733 heartbeat: batch=382/455 avg_train_loss=0.106115 avg_train_ssim=0.8753 run_seconds=28985.679
epoch 733: train_loss=0.106108 train_ssim=0.8753 val_loss=0.112061 val_ssim=0.8683 val_psnr=32.33 lr=0.0001267119 epoch_seconds=39.208 run_seconds=28994.474 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 734 heartbeat: batch=1/455 avg_train_loss=0.106739 avg_train_ssim=0.8745 run_seconds=28994.810
epoch 734 heartbeat: batch=128/455 avg_train_loss=0.106241 avg_train_ssim=0.8751 run_seconds=29004.813
epoch 734 heartbeat: batch=256/455 avg_train_loss=0.106110 avg_train_ssim=0.8753 run_seconds=29014.892
epoch 734 heartbeat: batch=384/455 avg_train_loss=0.105951 avg_train_ssim=0.8755 run_seconds=29024.968
epoch 734: train_loss=0.106045 train_ssim=0.8753 val_loss=0.111554 val_ssim=0.8689 val_psnr=32.21 lr=0.00013372408 epoch_seconds=39.057 run_seconds=29033.589 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 735 heartbeat: batch=1/455 avg_train_loss=0.105474 avg_train_ssim=0.8760 run_seconds=29033.903
epoch 735 heartbeat: batch=127/455 avg_train_loss=0.105897 avg_train_ssim=0.8755 run_seconds=29043.961
epoch 735 heartbeat: batch=254/455 avg_train_loss=0.106032 avg_train_ssim=0.8754 run_seconds=29054.006
epoch 735 heartbeat: batch=381/455 avg_train_loss=0.106024 avg_train_ssim=0.8754 run_seconds=29064.025
epoch 735: train_loss=0.106072 train_ssim=0.8753 val_loss=0.112262 val_ssim=0.8680 val_psnr=32.25 lr=0.00014078751 epoch_seconds=39.267 run_seconds=29072.891 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 736 heartbeat: batch=1/455 avg_train_loss=0.108910 avg_train_ssim=0.8720 run_seconds=29073.182
epoch 736 heartbeat: batch=128/455 avg_train_loss=0.106144 avg_train_ssim=0.8752 run_seconds=29083.183
epoch 736 heartbeat: batch=255/455 avg_train_loss=0.106235 avg_train_ssim=0.8751 run_seconds=29093.191
epoch 736 heartbeat: batch=382/455 avg_train_loss=0.106219 avg_train_ssim=0.8751 run_seconds=29103.206
epoch 736: train_loss=0.106245 train_ssim=0.8751 val_loss=0.111528 val_ssim=0.8689 val_psnr=32.15 lr=0.00014788519 epoch_seconds=39.148 run_seconds=29112.080 gpu_index=0 gpu_util_pct=86 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 737 heartbeat: batch=1/455 avg_train_loss=0.106274 avg_train_ssim=0.8751 run_seconds=29112.351
epoch 737 heartbeat: batch=128/455 avg_train_loss=0.106197 avg_train_ssim=0.8752 run_seconds=29122.360
epoch 737 heartbeat: batch=255/455 avg_train_loss=0.106211 avg_train_ssim=0.8751 run_seconds=29132.365
epoch 737 heartbeat: batch=382/455 avg_train_loss=0.106179 avg_train_ssim=0.8752 run_seconds=29142.378
epoch 737: train_loss=0.106205 train_ssim=0.8752 val_loss=0.111967 val_ssim=0.8684 val_psnr=32.18 lr=0.000155 epoch_seconds=39.061 run_seconds=29151.180 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 738 heartbeat: batch=1/455 avg_train_loss=0.109031 avg_train_ssim=0.8718 run_seconds=29151.465
epoch 738 heartbeat: batch=128/455 avg_train_loss=0.105810 avg_train_ssim=0.8756 run_seconds=29161.467
epoch 738 heartbeat: batch=255/455 avg_train_loss=0.106077 avg_train_ssim=0.8753 run_seconds=29171.480
epoch 738 heartbeat: batch=382/455 avg_train_loss=0.106120 avg_train_ssim=0.8753 run_seconds=29181.483
epoch 738: train_loss=0.106150 train_ssim=0.8752 val_loss=0.111989 val_ssim=0.8684 val_psnr=32.30 lr=0.00016211481 epoch_seconds=39.007 run_seconds=29190.236 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 739 heartbeat: batch=1/455 avg_train_loss=0.104768 avg_train_ssim=0.8768 run_seconds=29190.544
epoch 739 heartbeat: batch=127/455 avg_train_loss=0.106187 avg_train_ssim=0.8752 run_seconds=29200.578
epoch 739 heartbeat: batch=254/455 avg_train_loss=0.106375 avg_train_ssim=0.8750 run_seconds=29210.630
epoch 739 heartbeat: batch=381/455 avg_train_loss=0.106216 avg_train_ssim=0.8751 run_seconds=29220.676
epoch 739: train_loss=0.106231 train_ssim=0.8751 val_loss=0.111995 val_ssim=0.8683 val_psnr=32.29 lr=0.00016921249 epoch_seconds=39.437 run_seconds=29229.716 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 740 heartbeat: batch=1/455 avg_train_loss=0.106226 avg_train_ssim=0.8751 run_seconds=29230.044
epoch 740 heartbeat: batch=129/455 avg_train_loss=0.106278 avg_train_ssim=0.8751 run_seconds=29240.113
epoch 740 heartbeat: batch=257/455 avg_train_loss=0.106364 avg_train_ssim=0.8750 run_seconds=29250.190
epoch 740 heartbeat: batch=385/455 avg_train_loss=0.106380 avg_train_ssim=0.8750 run_seconds=29260.261
epoch 740: train_loss=0.106338 train_ssim=0.8750 val_loss=0.111728 val_ssim=0.8687 val_psnr=32.27 lr=0.00017627592 epoch_seconds=39.061 run_seconds=29268.824 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 741 heartbeat: batch=1/455 avg_train_loss=0.106926 avg_train_ssim=0.8743 run_seconds=29269.104
epoch 741 heartbeat: batch=128/455 avg_train_loss=0.105973 avg_train_ssim=0.8754 run_seconds=29279.105
epoch 741 heartbeat: batch=255/455 avg_train_loss=0.106135 avg_train_ssim=0.8752 run_seconds=29289.112
epoch 741 heartbeat: batch=382/455 avg_train_loss=0.106234 avg_train_ssim=0.8751 run_seconds=29299.120
epoch 741: train_loss=0.106309 train_ssim=0.8750 val_loss=0.111940 val_ssim=0.8684 val_psnr=32.14 lr=0.0001832881 epoch_seconds=39.187 run_seconds=29308.064 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 742 heartbeat: batch=1/455 avg_train_loss=0.105928 avg_train_ssim=0.8755 run_seconds=29308.343
epoch 742 heartbeat: batch=129/455 avg_train_loss=0.107083 avg_train_ssim=0.8741 run_seconds=29318.416
epoch 742 heartbeat: batch=256/455 avg_train_loss=0.106989 avg_train_ssim=0.8742 run_seconds=29328.422
epoch 742 heartbeat: batch=384/455 avg_train_loss=0.106700 avg_train_ssim=0.8746 run_seconds=29338.497
epoch 742: train_loss=0.106654 train_ssim=0.8746 val_loss=0.111863 val_ssim=0.8685 val_psnr=32.28 lr=0.00019023213 epoch_seconds=39.255 run_seconds=29347.356 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 743 heartbeat: batch=1/455 avg_train_loss=0.107441 avg_train_ssim=0.8737 run_seconds=29347.683
epoch 743 heartbeat: batch=129/455 avg_train_loss=0.106681 avg_train_ssim=0.8746 run_seconds=29357.758
epoch 743 heartbeat: batch=256/455 avg_train_loss=0.106575 avg_train_ssim=0.8747 run_seconds=29367.769
epoch 743 heartbeat: batch=383/455 avg_train_loss=0.106521 avg_train_ssim=0.8748 run_seconds=29377.791
epoch 743: train_loss=0.106460 train_ssim=0.8749 val_loss=0.112055 val_ssim=0.8683 val_psnr=32.24 lr=0.00019709128 epoch_seconds=39.142 run_seconds=29386.552 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 744 heartbeat: batch=1/455 avg_train_loss=0.105838 avg_train_ssim=0.8756 run_seconds=29386.874
epoch 744 heartbeat: batch=128/455 avg_train_loss=0.106658 avg_train_ssim=0.8746 run_seconds=29396.881
epoch 744 heartbeat: batch=255/455 avg_train_loss=0.106489 avg_train_ssim=0.8748 run_seconds=29406.886
epoch 744 heartbeat: batch=382/455 avg_train_loss=0.106360 avg_train_ssim=0.8750 run_seconds=29416.891
epoch 744: train_loss=0.106365 train_ssim=0.8750 val_loss=0.112282 val_ssim=0.8680 val_psnr=32.14 lr=0.00020384903 epoch_seconds=39.121 run_seconds=29425.730 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 745 heartbeat: batch=1/455 avg_train_loss=0.110602 avg_train_ssim=0.8700 run_seconds=29426.023
epoch 745 heartbeat: batch=129/455 avg_train_loss=0.106254 avg_train_ssim=0.8751 run_seconds=29436.092
epoch 745 heartbeat: batch=257/455 avg_train_loss=0.106344 avg_train_ssim=0.8750 run_seconds=29446.167
epoch 745 heartbeat: batch=385/455 avg_train_loss=0.106444 avg_train_ssim=0.8749 run_seconds=29456.243
epoch 745: train_loss=0.106422 train_ssim=0.8749 val_loss=0.112959 val_ssim=0.8672 val_psnr=32.17 lr=0.0002104891 epoch_seconds=39.099 run_seconds=29464.871 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 746 heartbeat: batch=1/455 avg_train_loss=0.105499 avg_train_ssim=0.8760 run_seconds=29465.177
epoch 746 heartbeat: batch=128/455 avg_train_loss=0.106248 avg_train_ssim=0.8751 run_seconds=29475.178
epoch 746 heartbeat: batch=255/455 avg_train_loss=0.106394 avg_train_ssim=0.8749 run_seconds=29485.183
epoch 746 heartbeat: batch=382/455 avg_train_loss=0.106599 avg_train_ssim=0.8747 run_seconds=29495.194
epoch 746: train_loss=0.106592 train_ssim=0.8747 val_loss=0.112185 val_ssim=0.8681 val_psnr=32.16 lr=0.00021699549 epoch_seconds=39.176 run_seconds=29504.080 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 747 heartbeat: batch=1/455 avg_train_loss=0.109483 avg_train_ssim=0.8713 run_seconds=29504.352
epoch 747 heartbeat: batch=129/455 avg_train_loss=0.106728 avg_train_ssim=0.8745 run_seconds=29514.430
epoch 747 heartbeat: batch=256/455 avg_train_loss=0.106581 avg_train_ssim=0.8747 run_seconds=29524.435
epoch 747 heartbeat: batch=383/455 avg_train_loss=0.106579 avg_train_ssim=0.8747 run_seconds=29534.439
epoch 747: train_loss=0.106569 train_ssim=0.8747 val_loss=0.112113 val_ssim=0.8682 val_psnr=32.30 lr=0.00022335253 epoch_seconds=39.241 run_seconds=29543.367 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 748 heartbeat: batch=1/455 avg_train_loss=0.106638 avg_train_ssim=0.8746 run_seconds=29543.664
epoch 748 heartbeat: batch=128/455 avg_train_loss=0.106510 avg_train_ssim=0.8748 run_seconds=29553.676
epoch 748 heartbeat: batch=256/455 avg_train_loss=0.106955 avg_train_ssim=0.8743 run_seconds=29563.754
epoch 748 heartbeat: batch=383/455 avg_train_loss=0.106932 avg_train_ssim=0.8743 run_seconds=29573.757
epoch 748: train_loss=0.106941 train_ssim=0.8743 val_loss=0.112409 val_ssim=0.8679 val_psnr=32.28 lr=0.0002295449 epoch_seconds=39.093 run_seconds=29582.503 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 749 heartbeat: batch=1/455 avg_train_loss=0.109141 avg_train_ssim=0.8717 run_seconds=29582.767
epoch 749 heartbeat: batch=128/455 avg_train_loss=0.107001 avg_train_ssim=0.8742 run_seconds=29592.787
epoch 749 heartbeat: batch=255/455 avg_train_loss=0.106687 avg_train_ssim=0.8746 run_seconds=29602.793
epoch 749 heartbeat: batch=383/455 avg_train_loss=0.106746 avg_train_ssim=0.8745 run_seconds=29612.870
epoch 749: train_loss=0.106755 train_ssim=0.8745 val_loss=0.112711 val_ssim=0.8675 val_psnr=32.10 lr=0.00023555768 epoch_seconds=39.306 run_seconds=29621.843 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 750 heartbeat: batch=1/455 avg_train_loss=0.104208 avg_train_ssim=0.8775 run_seconds=29622.081
epoch 750 heartbeat: batch=128/455 avg_train_loss=0.106632 avg_train_ssim=0.8747 run_seconds=29632.103
epoch 750 heartbeat: batch=255/455 avg_train_loss=0.106609 avg_train_ssim=0.8747 run_seconds=29642.118
epoch 750 heartbeat: batch=383/455 avg_train_loss=0.106675 avg_train_ssim=0.8746 run_seconds=29652.192
epoch 750: train_loss=0.106658 train_ssim=0.8746 val_loss=0.112085 val_ssim=0.8682 val_psnr=32.25 lr=0.0002413764 epoch_seconds=39.326 run_seconds=29661.207 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 751 heartbeat: batch=1/455 avg_train_loss=0.107843 avg_train_ssim=0.8732 run_seconds=29661.485
epoch 751 heartbeat: batch=128/455 avg_train_loss=0.106777 avg_train_ssim=0.8745 run_seconds=29671.495
epoch 751 heartbeat: batch=255/455 avg_train_loss=0.106583 avg_train_ssim=0.8747 run_seconds=29681.515
epoch 751 heartbeat: batch=383/455 avg_train_loss=0.106705 avg_train_ssim=0.8746 run_seconds=29691.596
epoch 751: train_loss=0.106699 train_ssim=0.8746 val_loss=0.112035 val_ssim=0.8683 val_psnr=32.17 lr=0.00024698703 epoch_seconds=39.153 run_seconds=29700.393 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 752 heartbeat: batch=1/455 avg_train_loss=0.107706 avg_train_ssim=0.8734 run_seconds=29700.725
epoch 752 heartbeat: batch=128/455 avg_train_loss=0.106562 avg_train_ssim=0.8747 run_seconds=29710.739
epoch 752 heartbeat: batch=255/455 avg_train_loss=0.106639 avg_train_ssim=0.8746 run_seconds=29720.745
epoch 752 heartbeat: batch=382/455 avg_train_loss=0.106732 avg_train_ssim=0.8745 run_seconds=29730.756
epoch 752: train_loss=0.106835 train_ssim=0.8744 val_loss=0.112287 val_ssim=0.8680 val_psnr=32.28 lr=0.00025237605 epoch_seconds=39.076 run_seconds=29739.516 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 753 heartbeat: batch=1/455 avg_train_loss=0.107039 avg_train_ssim=0.8742 run_seconds=29739.831
epoch 753 heartbeat: batch=129/455 avg_train_loss=0.107332 avg_train_ssim=0.8738 run_seconds=29749.904
epoch 753 heartbeat: batch=257/455 avg_train_loss=0.107278 avg_train_ssim=0.8739 run_seconds=29759.977
epoch 753 heartbeat: batch=384/455 avg_train_loss=0.107186 avg_train_ssim=0.8740 run_seconds=29769.986
epoch 753: train_loss=0.107123 train_ssim=0.8741 val_loss=0.112705 val_ssim=0.8675 val_psnr=32.01 lr=0.00025753048 epoch_seconds=39.021 run_seconds=29778.576 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 754 heartbeat: batch=1/455 avg_train_loss=0.107151 avg_train_ssim=0.8740 run_seconds=29778.868
epoch 754 heartbeat: batch=129/455 avg_train_loss=0.106894 avg_train_ssim=0.8743 run_seconds=29788.940
epoch 754 heartbeat: batch=256/455 avg_train_loss=0.106672 avg_train_ssim=0.8746 run_seconds=29798.949
epoch 754 heartbeat: batch=383/455 avg_train_loss=0.106637 avg_train_ssim=0.8746 run_seconds=29808.950
epoch 754: train_loss=0.106661 train_ssim=0.8746 val_loss=0.112695 val_ssim=0.8675 val_psnr=32.27 lr=0.00026243791 epoch_seconds=38.975 run_seconds=29817.590 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 755 heartbeat: batch=1/455 avg_train_loss=0.109520 avg_train_ssim=0.8713 run_seconds=29817.903
epoch 755 heartbeat: batch=128/455 avg_train_loss=0.106716 avg_train_ssim=0.8746 run_seconds=29827.908
epoch 755 heartbeat: batch=255/455 avg_train_loss=0.106716 avg_train_ssim=0.8746 run_seconds=29837.917
epoch 755 heartbeat: batch=383/455 avg_train_loss=0.106800 avg_train_ssim=0.8745 run_seconds=29847.994
epoch 755: train_loss=0.106890 train_ssim=0.8744 val_loss=0.112216 val_ssim=0.8681 val_psnr=32.26 lr=0.00026708652 epoch_seconds=38.998 run_seconds=29856.624 gpu_index=0 gpu_util_pct=71 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 756 heartbeat: batch=1/455 avg_train_loss=0.107020 avg_train_ssim=0.8742 run_seconds=29856.896
epoch 756 heartbeat: batch=128/455 avg_train_loss=0.106892 avg_train_ssim=0.8744 run_seconds=29866.933
epoch 756 heartbeat: batch=256/455 avg_train_loss=0.106637 avg_train_ssim=0.8746 run_seconds=29877.008
epoch 756 heartbeat: batch=383/455 avg_train_loss=0.106745 avg_train_ssim=0.8745 run_seconds=29887.015
epoch 756: train_loss=0.106734 train_ssim=0.8745 val_loss=0.112049 val_ssim=0.8683 val_psnr=32.30 lr=0.00027146509 epoch_seconds=39.107 run_seconds=29895.769 gpu_index=0 gpu_util_pct=76 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 757 heartbeat: batch=1/455 avg_train_loss=0.105436 avg_train_ssim=0.8761 run_seconds=29896.034
epoch 757 heartbeat: batch=128/455 avg_train_loss=0.106729 avg_train_ssim=0.8745 run_seconds=29906.092
epoch 757 heartbeat: batch=255/455 avg_train_loss=0.106683 avg_train_ssim=0.8746 run_seconds=29916.132
epoch 757 heartbeat: batch=383/455 avg_train_loss=0.106703 avg_train_ssim=0.8746 run_seconds=29926.204
epoch 757: train_loss=0.106834 train_ssim=0.8744 val_loss=0.112243 val_ssim=0.8681 val_psnr=32.11 lr=0.00027556309 epoch_seconds=39.162 run_seconds=29934.969 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 758 heartbeat: batch=1/455 avg_train_loss=0.109673 avg_train_ssim=0.8711 run_seconds=29935.244
epoch 758 heartbeat: batch=128/455 avg_train_loss=0.106635 avg_train_ssim=0.8747 run_seconds=29945.251
epoch 758 heartbeat: batch=255/455 avg_train_loss=0.106863 avg_train_ssim=0.8744 run_seconds=29955.258
epoch 758 heartbeat: batch=382/455 avg_train_loss=0.106850 avg_train_ssim=0.8744 run_seconds=29965.261
epoch 758: train_loss=0.106818 train_ssim=0.8744 val_loss=0.111887 val_ssim=0.8685 val_psnr=32.22 lr=0.00027937065 epoch_seconds=39.080 run_seconds=29974.086 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 759 heartbeat: batch=1/455 avg_train_loss=0.106076 avg_train_ssim=0.8753 run_seconds=29974.371
epoch 759 heartbeat: batch=127/455 avg_train_loss=0.106633 avg_train_ssim=0.8747 run_seconds=29984.393
epoch 759 heartbeat: batch=254/455 avg_train_loss=0.106835 avg_train_ssim=0.8744 run_seconds=29994.440
epoch 759 heartbeat: batch=381/455 avg_train_loss=0.106894 avg_train_ssim=0.8743 run_seconds=30004.442
epoch 759: train_loss=0.106823 train_ssim=0.8744 val_loss=0.112353 val_ssim=0.8679 val_psnr=32.28 lr=0.00028287858 epoch_seconds=39.281 run_seconds=30013.404 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 760 heartbeat: batch=1/455 avg_train_loss=0.105950 avg_train_ssim=0.8755 run_seconds=30013.691
epoch 760 heartbeat: batch=128/455 avg_train_loss=0.106757 avg_train_ssim=0.8745 run_seconds=30023.702
epoch 760 heartbeat: batch=256/455 avg_train_loss=0.106999 avg_train_ssim=0.8742 run_seconds=30033.774
epoch 760 heartbeat: batch=384/455 avg_train_loss=0.106919 avg_train_ssim=0.8743 run_seconds=30043.852
epoch 760: train_loss=0.107027 train_ssim=0.8742 val_loss=0.112667 val_ssim=0.8676 val_psnr=32.05 lr=0.00028607845 epoch_seconds=39.097 run_seconds=30052.538 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 761 heartbeat: batch=1/455 avg_train_loss=0.112080 avg_train_ssim=0.8683 run_seconds=30052.813
epoch 761 heartbeat: batch=128/455 avg_train_loss=0.106899 avg_train_ssim=0.8743 run_seconds=30062.823
epoch 761 heartbeat: batch=255/455 avg_train_loss=0.106699 avg_train_ssim=0.8746 run_seconds=30072.834
epoch 761 heartbeat: batch=382/455 avg_train_loss=0.106850 avg_train_ssim=0.8744 run_seconds=30082.849
epoch 761: train_loss=0.106728 train_ssim=0.8745 val_loss=0.112468 val_ssim=0.8678 val_psnr=32.11 lr=0.00028896253 epoch_seconds=39.093 run_seconds=30091.668 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 762 heartbeat: batch=1/455 avg_train_loss=0.104444 avg_train_ssim=0.8772 run_seconds=30091.983
epoch 762 heartbeat: batch=128/455 avg_train_loss=0.106940 avg_train_ssim=0.8743 run_seconds=30101.995
epoch 762 heartbeat: batch=256/455 avg_train_loss=0.106914 avg_train_ssim=0.8743 run_seconds=30112.067
epoch 762 heartbeat: batch=383/455 avg_train_loss=0.106793 avg_train_ssim=0.8745 run_seconds=30122.070
epoch 762: train_loss=0.106824 train_ssim=0.8744 val_loss=0.112824 val_ssim=0.8674 val_psnr=32.18 lr=0.00029152389 epoch_seconds=38.853 run_seconds=30130.560 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 763 heartbeat: batch=1/455 avg_train_loss=0.104877 avg_train_ssim=0.8767 run_seconds=30130.823
epoch 763 heartbeat: batch=128/455 avg_train_loss=0.116830 avg_train_ssim=0.8627 run_seconds=30140.825
epoch 763 heartbeat: batch=255/455 avg_train_loss=0.112953 avg_train_ssim=0.8673 run_seconds=30150.833
epoch 763 heartbeat: batch=382/455 avg_train_loss=0.111177 avg_train_ssim=0.8693 run_seconds=30160.835
epoch 763: train_loss=0.110738 train_ssim=0.8698 val_loss=0.113013 val_ssim=0.8672 val_psnr=32.19 lr=0.00029375635 epoch_seconds=39.142 run_seconds=30169.738 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 764 heartbeat: batch=1/455 avg_train_loss=0.107626 avg_train_ssim=0.8735 run_seconds=30170.007
epoch 764 heartbeat: batch=129/455 avg_train_loss=0.107570 avg_train_ssim=0.8736 run_seconds=30180.082
epoch 764 heartbeat: batch=257/455 avg_train_loss=0.107500 avg_train_ssim=0.8736 run_seconds=30190.158
epoch 764 heartbeat: batch=384/455 avg_train_loss=0.107464 avg_train_ssim=0.8737 run_seconds=30200.159
epoch 764: train_loss=0.107473 train_ssim=0.8737 val_loss=0.112716 val_ssim=0.8675 val_psnr=32.17 lr=0.00029565453 epoch_seconds=39.001 run_seconds=30208.775 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 765 heartbeat: batch=1/455 avg_train_loss=0.103680 avg_train_ssim=0.8781 run_seconds=30209.075
epoch 765 heartbeat: batch=129/455 avg_train_loss=0.107406 avg_train_ssim=0.8737 run_seconds=30219.153
epoch 765 heartbeat: batch=256/455 avg_train_loss=0.107542 avg_train_ssim=0.8736 run_seconds=30229.161
epoch 765 heartbeat: batch=383/455 avg_train_loss=0.107429 avg_train_ssim=0.8737 run_seconds=30239.180
epoch 765: train_loss=0.107434 train_ssim=0.8737 val_loss=0.112522 val_ssim=0.8677 val_psnr=32.28 lr=0.00029721387 epoch_seconds=39.222 run_seconds=30248.033 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 766 heartbeat: batch=1/455 avg_train_loss=0.107691 avg_train_ssim=0.8734 run_seconds=30248.304
epoch 766 heartbeat: batch=128/455 avg_train_loss=0.107741 avg_train_ssim=0.8734 run_seconds=30258.334
epoch 766 heartbeat: batch=255/455 avg_train_loss=0.107811 avg_train_ssim=0.8733 run_seconds=30268.350
epoch 766 heartbeat: batch=382/455 avg_train_loss=0.107639 avg_train_ssim=0.8735 run_seconds=30278.354
epoch 766: train_loss=0.107632 train_ssim=0.8735 val_loss=0.112919 val_ssim=0.8673 val_psnr=31.98 lr=0.00029843059 epoch_seconds=39.120 run_seconds=30287.190 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 767 heartbeat: batch=1/455 avg_train_loss=0.104977 avg_train_ssim=0.8766 run_seconds=30287.477
epoch 767 heartbeat: batch=128/455 avg_train_loss=0.107585 avg_train_ssim=0.8735 run_seconds=30297.528
epoch 767 heartbeat: batch=255/455 avg_train_loss=0.107229 avg_train_ssim=0.8740 run_seconds=30307.529
epoch 767 heartbeat: batch=382/455 avg_train_loss=0.107144 avg_train_ssim=0.8741 run_seconds=30317.548
epoch 767: train_loss=0.107112 train_ssim=0.8741 val_loss=0.112418 val_ssim=0.8678 val_psnr=32.26 lr=0.00029930179 epoch_seconds=39.152 run_seconds=30326.377 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 768 heartbeat: batch=1/455 avg_train_loss=0.107138 avg_train_ssim=0.8741 run_seconds=30326.678
epoch 768 heartbeat: batch=129/455 avg_train_loss=0.106820 avg_train_ssim=0.8744 run_seconds=30336.750
epoch 768 heartbeat: batch=256/455 avg_train_loss=0.106828 avg_train_ssim=0.8744 run_seconds=30346.754
epoch 768 heartbeat: batch=384/455 avg_train_loss=0.107092 avg_train_ssim=0.8741 run_seconds=30356.832
epoch 768: train_loss=0.107073 train_ssim=0.8741 val_loss=0.112069 val_ssim=0.8683 val_psnr=32.09 lr=0.00029982534 epoch_seconds=39.095 run_seconds=30365.509 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 769 heartbeat: batch=1/455 avg_train_loss=0.105348 avg_train_ssim=0.8762 run_seconds=30365.806
epoch 769 heartbeat: batch=128/455 avg_train_loss=0.106685 avg_train_ssim=0.8746 run_seconds=30375.813
epoch 769 heartbeat: batch=255/455 avg_train_loss=0.106855 avg_train_ssim=0.8744 run_seconds=30385.817
epoch 769 heartbeat: batch=383/455 avg_train_loss=0.106900 avg_train_ssim=0.8743 run_seconds=30395.894
epoch 769: train_loss=0.106931 train_ssim=0.8743 val_loss=0.112396 val_ssim=0.8679 val_psnr=32.25 lr=0.0003 epoch_seconds=39.173 run_seconds=30404.718 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 770 heartbeat: batch=1/455 avg_train_loss=0.103136 avg_train_ssim=0.8788 run_seconds=30404.993
epoch 770 heartbeat: batch=128/455 avg_train_loss=0.106826 avg_train_ssim=0.8744 run_seconds=30415.026
epoch 770 heartbeat: batch=255/455 avg_train_loss=0.106730 avg_train_ssim=0.8745 run_seconds=30425.039
epoch 770 heartbeat: batch=382/455 avg_train_loss=0.106953 avg_train_ssim=0.8743 run_seconds=30435.053
epoch 770: train_loss=0.106975 train_ssim=0.8743 val_loss=0.112428 val_ssim=0.8678 val_psnr=32.23 lr=0.00029982534 epoch_seconds=39.166 run_seconds=30443.922 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 771 heartbeat: batch=1/455 avg_train_loss=0.104350 avg_train_ssim=0.8773 run_seconds=30444.187
epoch 771 heartbeat: batch=128/455 avg_train_loss=0.107161 avg_train_ssim=0.8740 run_seconds=30454.246
epoch 771 heartbeat: batch=255/455 avg_train_loss=0.107093 avg_train_ssim=0.8741 run_seconds=30464.249
epoch 771 heartbeat: batch=383/455 avg_train_loss=0.107013 avg_train_ssim=0.8742 run_seconds=30474.330
epoch 771: train_loss=0.106947 train_ssim=0.8743 val_loss=0.112197 val_ssim=0.8681 val_psnr=32.32 lr=0.00029930179 epoch_seconds=39.242 run_seconds=30483.199 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 772 heartbeat: batch=1/455 avg_train_loss=0.104700 avg_train_ssim=0.8769 run_seconds=30483.465
epoch 772 heartbeat: batch=128/455 avg_train_loss=0.106942 avg_train_ssim=0.8743 run_seconds=30493.467
epoch 772 heartbeat: batch=255/455 avg_train_loss=0.106722 avg_train_ssim=0.8745 run_seconds=30503.484
epoch 772 heartbeat: batch=382/455 avg_train_loss=0.106711 avg_train_ssim=0.8746 run_seconds=30513.489
epoch 772: train_loss=0.106763 train_ssim=0.8745 val_loss=0.113149 val_ssim=0.8670 val_psnr=32.19 lr=0.00029843059 epoch_seconds=39.169 run_seconds=30522.404 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 773 heartbeat: batch=1/455 avg_train_loss=0.105861 avg_train_ssim=0.8756 run_seconds=30522.699
epoch 773 heartbeat: batch=128/455 avg_train_loss=0.106648 avg_train_ssim=0.8746 run_seconds=30532.703
epoch 773 heartbeat: batch=255/455 avg_train_loss=0.106764 avg_train_ssim=0.8745 run_seconds=30542.712
epoch 773 heartbeat: batch=382/455 avg_train_loss=0.107099 avg_train_ssim=0.8741 run_seconds=30552.728
epoch 773: train_loss=0.107121 train_ssim=0.8741 val_loss=0.112462 val_ssim=0.8678 val_psnr=32.17 lr=0.00029721387 epoch_seconds=39.307 run_seconds=30561.747 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 774 heartbeat: batch=1/455 avg_train_loss=0.105891 avg_train_ssim=0.8755 run_seconds=30562.019
epoch 774 heartbeat: batch=128/455 avg_train_loss=0.106614 avg_train_ssim=0.8747 run_seconds=30572.020
epoch 774 heartbeat: batch=255/455 avg_train_loss=0.106813 avg_train_ssim=0.8744 run_seconds=30582.040
epoch 774 heartbeat: batch=382/455 avg_train_loss=0.106853 avg_train_ssim=0.8744 run_seconds=30592.055
epoch 774: train_loss=0.106855 train_ssim=0.8744 val_loss=0.112388 val_ssim=0.8679 val_psnr=31.99 lr=0.00029565453 epoch_seconds=39.206 run_seconds=30600.988 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 775 heartbeat: batch=1/455 avg_train_loss=0.112097 avg_train_ssim=0.8682 run_seconds=30601.256
epoch 775 heartbeat: batch=128/455 avg_train_loss=0.107073 avg_train_ssim=0.8741 run_seconds=30611.281
epoch 775 heartbeat: batch=255/455 avg_train_loss=0.106879 avg_train_ssim=0.8744 run_seconds=30621.294
epoch 775 heartbeat: batch=382/455 avg_train_loss=0.106944 avg_train_ssim=0.8743 run_seconds=30631.296
epoch 775: train_loss=0.106851 train_ssim=0.8744 val_loss=0.112746 val_ssim=0.8675 val_psnr=32.14 lr=0.00029375635 epoch_seconds=39.212 run_seconds=30640.237 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 776 heartbeat: batch=1/455 avg_train_loss=0.110746 avg_train_ssim=0.8698 run_seconds=30640.533
epoch 776 heartbeat: batch=128/455 avg_train_loss=0.106384 avg_train_ssim=0.8749 run_seconds=30650.540
epoch 776 heartbeat: batch=255/455 avg_train_loss=0.106511 avg_train_ssim=0.8748 run_seconds=30660.580
epoch 776 heartbeat: batch=382/455 avg_train_loss=0.106602 avg_train_ssim=0.8747 run_seconds=30670.596
epoch 776: train_loss=0.106685 train_ssim=0.8746 val_loss=0.112393 val_ssim=0.8679 val_psnr=32.28 lr=0.00029152389 epoch_seconds=39.359 run_seconds=30679.633 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 777 heartbeat: batch=1/455 avg_train_loss=0.108379 avg_train_ssim=0.8726 run_seconds=30679.907
epoch 777 heartbeat: batch=128/455 avg_train_loss=0.106674 avg_train_ssim=0.8746 run_seconds=30689.929
epoch 777 heartbeat: batch=255/455 avg_train_loss=0.106751 avg_train_ssim=0.8745 run_seconds=30699.939
epoch 777 heartbeat: batch=382/455 avg_train_loss=0.106780 avg_train_ssim=0.8745 run_seconds=30709.975
epoch 777: train_loss=0.106753 train_ssim=0.8745 val_loss=0.112480 val_ssim=0.8678 val_psnr=32.01 lr=0.00028896253 epoch_seconds=39.297 run_seconds=30718.970 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 778 heartbeat: batch=1/455 avg_train_loss=0.103366 avg_train_ssim=0.8785 run_seconds=30719.274
epoch 778 heartbeat: batch=128/455 avg_train_loss=0.106851 avg_train_ssim=0.8744 run_seconds=30729.338
epoch 778 heartbeat: batch=255/455 avg_train_loss=0.106693 avg_train_ssim=0.8746 run_seconds=30739.385
epoch 778 heartbeat: batch=382/455 avg_train_loss=0.106766 avg_train_ssim=0.8745 run_seconds=30749.387
epoch 778: train_loss=0.106743 train_ssim=0.8745 val_loss=0.112387 val_ssim=0.8679 val_psnr=32.03 lr=0.00028607845 epoch_seconds=39.276 run_seconds=30758.283 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 779 heartbeat: batch=1/455 avg_train_loss=0.105889 avg_train_ssim=0.8755 run_seconds=30758.551
epoch 779 heartbeat: batch=129/455 avg_train_loss=0.106821 avg_train_ssim=0.8744 run_seconds=30768.625
epoch 779 heartbeat: batch=257/455 avg_train_loss=0.106565 avg_train_ssim=0.8747 run_seconds=30778.700
epoch 779 heartbeat: batch=385/455 avg_train_loss=0.106631 avg_train_ssim=0.8747 run_seconds=30788.776
epoch 779: train_loss=0.106671 train_ssim=0.8746 val_loss=0.112542 val_ssim=0.8677 val_psnr=32.14 lr=0.00028287858 epoch_seconds=38.992 run_seconds=30797.313 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 780 heartbeat: batch=1/455 avg_train_loss=0.105906 avg_train_ssim=0.8755 run_seconds=30797.590
epoch 780 heartbeat: batch=128/455 avg_train_loss=0.106644 avg_train_ssim=0.8746 run_seconds=30807.656
epoch 780 heartbeat: batch=255/455 avg_train_loss=0.106638 avg_train_ssim=0.8746 run_seconds=30817.688
epoch 780 heartbeat: batch=382/455 avg_train_loss=0.106629 avg_train_ssim=0.8747 run_seconds=30827.706
epoch 780: train_loss=0.106633 train_ssim=0.8747 val_loss=0.111977 val_ssim=0.8684 val_psnr=32.15 lr=0.00027937065 epoch_seconds=39.264 run_seconds=30836.617 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 781 heartbeat: batch=1/455 avg_train_loss=0.106600 avg_train_ssim=0.8747 run_seconds=30836.920
epoch 781 heartbeat: batch=128/455 avg_train_loss=0.106579 avg_train_ssim=0.8747 run_seconds=30846.923
epoch 781 heartbeat: batch=256/455 avg_train_loss=0.106411 avg_train_ssim=0.8749 run_seconds=30856.993
epoch 781 heartbeat: batch=383/455 avg_train_loss=0.106566 avg_train_ssim=0.8747 run_seconds=30866.994
epoch 781: train_loss=0.106520 train_ssim=0.8748 val_loss=0.111888 val_ssim=0.8685 val_psnr=32.26 lr=0.00027556309 epoch_seconds=39.284 run_seconds=30875.939 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 782 heartbeat: batch=1/455 avg_train_loss=0.104968 avg_train_ssim=0.8766 run_seconds=30876.214
epoch 782 heartbeat: batch=128/455 avg_train_loss=0.106913 avg_train_ssim=0.8743 run_seconds=30886.214
epoch 782 heartbeat: batch=255/455 avg_train_loss=0.106705 avg_train_ssim=0.8746 run_seconds=30896.223
epoch 782 heartbeat: batch=382/455 avg_train_loss=0.106564 avg_train_ssim=0.8747 run_seconds=30906.226
epoch 782: train_loss=0.106999 train_ssim=0.8742 val_loss=0.116618 val_ssim=0.8629 val_psnr=31.86 lr=0.00027146509 epoch_seconds=39.229 run_seconds=30915.205 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 783 heartbeat: batch=1/455 avg_train_loss=0.108371 avg_train_ssim=0.8726 run_seconds=30915.472
epoch 783 heartbeat: batch=128/455 avg_train_loss=0.108075 avg_train_ssim=0.8730 run_seconds=30925.475
epoch 783 heartbeat: batch=255/455 avg_train_loss=0.107720 avg_train_ssim=0.8734 run_seconds=30935.485
epoch 783 heartbeat: batch=382/455 avg_train_loss=0.107405 avg_train_ssim=0.8737 run_seconds=30945.503
epoch 783: train_loss=0.107363 train_ssim=0.8738 val_loss=0.112315 val_ssim=0.8680 val_psnr=32.32 lr=0.00026708652 epoch_seconds=39.313 run_seconds=30954.556 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 784 heartbeat: batch=1/455 avg_train_loss=0.105300 avg_train_ssim=0.8762 run_seconds=30954.827
epoch 784 heartbeat: batch=128/455 avg_train_loss=0.106570 avg_train_ssim=0.8747 run_seconds=30964.842
epoch 784 heartbeat: batch=255/455 avg_train_loss=0.106557 avg_train_ssim=0.8747 run_seconds=30974.862
epoch 784 heartbeat: batch=382/455 avg_train_loss=0.106827 avg_train_ssim=0.8744 run_seconds=30984.863
epoch 784: train_loss=0.106859 train_ssim=0.8744 val_loss=0.112429 val_ssim=0.8678 val_psnr=32.22 lr=0.00026243791 epoch_seconds=39.184 run_seconds=30993.777 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 785 heartbeat: batch=1/455 avg_train_loss=0.106598 avg_train_ssim=0.8747 run_seconds=30994.042
epoch 785 heartbeat: batch=129/455 avg_train_loss=0.106497 avg_train_ssim=0.8748 run_seconds=31004.116
epoch 785 heartbeat: batch=256/455 avg_train_loss=0.106542 avg_train_ssim=0.8748 run_seconds=31014.117
epoch 785 heartbeat: batch=383/455 avg_train_loss=0.106539 avg_train_ssim=0.8748 run_seconds=31024.131
epoch 785: train_loss=0.106571 train_ssim=0.8747 val_loss=0.112806 val_ssim=0.8674 val_psnr=32.19 lr=0.00025753048 epoch_seconds=39.181 run_seconds=31032.995 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 786 heartbeat: batch=1/455 avg_train_loss=0.106968 avg_train_ssim=0.8743 run_seconds=31033.268
epoch 786 heartbeat: batch=129/455 avg_train_loss=0.106406 avg_train_ssim=0.8749 run_seconds=31043.343
epoch 786 heartbeat: batch=257/455 avg_train_loss=0.106388 avg_train_ssim=0.8749 run_seconds=31053.422
epoch 786 heartbeat: batch=384/455 avg_train_loss=0.106453 avg_train_ssim=0.8749 run_seconds=31063.453
epoch 786: train_loss=0.106434 train_ssim=0.8749 val_loss=0.112291 val_ssim=0.8680 val_psnr=31.96 lr=0.00025237605 epoch_seconds=39.201 run_seconds=31072.232 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 787 heartbeat: batch=1/455 avg_train_loss=0.106505 avg_train_ssim=0.8748 run_seconds=31072.500
epoch 787 heartbeat: batch=129/455 avg_train_loss=0.106479 avg_train_ssim=0.8748 run_seconds=31082.568
epoch 787 heartbeat: batch=256/455 avg_train_loss=0.106472 avg_train_ssim=0.8748 run_seconds=31092.579
epoch 787 heartbeat: batch=384/455 avg_train_loss=0.106493 avg_train_ssim=0.8748 run_seconds=31102.659
epoch 787: train_loss=0.106412 train_ssim=0.8749 val_loss=0.111783 val_ssim=0.8686 val_psnr=32.20 lr=0.00024698703 epoch_seconds=39.165 run_seconds=31111.433 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 788 heartbeat: batch=1/455 avg_train_loss=0.112056 avg_train_ssim=0.8683 run_seconds=31111.692
epoch 788 heartbeat: batch=128/455 avg_train_loss=0.106495 avg_train_ssim=0.8748 run_seconds=31121.697
epoch 788 heartbeat: batch=255/455 avg_train_loss=0.106698 avg_train_ssim=0.8746 run_seconds=31131.724
epoch 788 heartbeat: batch=382/455 avg_train_loss=0.106579 avg_train_ssim=0.8747 run_seconds=31141.728
epoch 788: train_loss=0.106585 train_ssim=0.8747 val_loss=0.111785 val_ssim=0.8686 val_psnr=32.14 lr=0.0002413764 epoch_seconds=39.155 run_seconds=31150.624 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 789 heartbeat: batch=1/455 avg_train_loss=0.101861 avg_train_ssim=0.8803 run_seconds=31150.918
epoch 789 heartbeat: batch=128/455 avg_train_loss=0.106463 avg_train_ssim=0.8749 run_seconds=31160.923
epoch 789 heartbeat: batch=255/455 avg_train_loss=0.106482 avg_train_ssim=0.8748 run_seconds=31170.929
epoch 789 heartbeat: batch=382/455 avg_train_loss=0.106465 avg_train_ssim=0.8749 run_seconds=31180.934
epoch 789: train_loss=0.106400 train_ssim=0.8749 val_loss=0.112303 val_ssim=0.8680 val_psnr=32.24 lr=0.00023555768 epoch_seconds=39.076 run_seconds=31189.736 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 790 heartbeat: batch=1/455 avg_train_loss=0.105679 avg_train_ssim=0.8758 run_seconds=31190.024
epoch 790 heartbeat: batch=128/455 avg_train_loss=0.106212 avg_train_ssim=0.8751 run_seconds=31200.041
epoch 790 heartbeat: batch=255/455 avg_train_loss=0.106294 avg_train_ssim=0.8751 run_seconds=31210.047
epoch 790 heartbeat: batch=382/455 avg_train_loss=0.106244 avg_train_ssim=0.8751 run_seconds=31220.062
epoch 790: train_loss=0.106224 train_ssim=0.8751 val_loss=0.111924 val_ssim=0.8684 val_psnr=32.00 lr=0.0002295449 epoch_seconds=39.085 run_seconds=31228.858 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 791 heartbeat: batch=1/455 avg_train_loss=0.105109 avg_train_ssim=0.8765 run_seconds=31229.126
epoch 791 heartbeat: batch=128/455 avg_train_loss=0.105976 avg_train_ssim=0.8754 run_seconds=31239.131
epoch 791 heartbeat: batch=255/455 avg_train_loss=0.106108 avg_train_ssim=0.8753 run_seconds=31249.139
epoch 791 heartbeat: batch=382/455 avg_train_loss=0.106072 avg_train_ssim=0.8753 run_seconds=31259.151
epoch 791: train_loss=0.106077 train_ssim=0.8753 val_loss=0.111869 val_ssim=0.8685 val_psnr=32.17 lr=0.00022335253 epoch_seconds=39.086 run_seconds=31267.982 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 792 heartbeat: batch=1/455 avg_train_loss=0.103598 avg_train_ssim=0.8782 run_seconds=31268.278
epoch 792 heartbeat: batch=128/455 avg_train_loss=0.105742 avg_train_ssim=0.8757 run_seconds=31278.296
epoch 792 heartbeat: batch=255/455 avg_train_loss=0.105998 avg_train_ssim=0.8754 run_seconds=31288.304
epoch 792 heartbeat: batch=382/455 avg_train_loss=0.106073 avg_train_ssim=0.8753 run_seconds=31298.336
epoch 792: train_loss=0.106097 train_ssim=0.8753 val_loss=0.111892 val_ssim=0.8685 val_psnr=32.17 lr=0.00021699549 epoch_seconds=39.142 run_seconds=31307.158 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 793 heartbeat: batch=1/455 avg_train_loss=0.105463 avg_train_ssim=0.8760 run_seconds=31307.425
epoch 793 heartbeat: batch=129/455 avg_train_loss=0.105687 avg_train_ssim=0.8758 run_seconds=31317.497
epoch 793 heartbeat: batch=256/455 avg_train_loss=0.105857 avg_train_ssim=0.8756 run_seconds=31327.503
epoch 793 heartbeat: batch=383/455 avg_train_loss=0.105926 avg_train_ssim=0.8755 run_seconds=31337.512
epoch 793: train_loss=0.106022 train_ssim=0.8754 val_loss=0.112449 val_ssim=0.8678 val_psnr=32.16 lr=0.0002104891 epoch_seconds=39.086 run_seconds=31346.279 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 794 heartbeat: batch=1/455 avg_train_loss=0.101754 avg_train_ssim=0.8804 run_seconds=31346.565
epoch 794 heartbeat: batch=128/455 avg_train_loss=0.105563 avg_train_ssim=0.8759 run_seconds=31356.630
epoch 794 heartbeat: batch=255/455 avg_train_loss=0.105927 avg_train_ssim=0.8755 run_seconds=31366.646
epoch 794 heartbeat: batch=382/455 avg_train_loss=0.106047 avg_train_ssim=0.8753 run_seconds=31376.658
epoch 794: train_loss=0.106015 train_ssim=0.8754 val_loss=0.111499 val_ssim=0.8689 val_psnr=32.25 lr=0.00020384903 epoch_seconds=39.130 run_seconds=31385.447 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 795 heartbeat: batch=1/455 avg_train_loss=0.104150 avg_train_ssim=0.8776 run_seconds=31385.714
epoch 795 heartbeat: batch=128/455 avg_train_loss=0.105674 avg_train_ssim=0.8758 run_seconds=31395.716
epoch 795 heartbeat: batch=255/455 avg_train_loss=0.105882 avg_train_ssim=0.8755 run_seconds=31405.724
epoch 795 heartbeat: batch=382/455 avg_train_loss=0.105956 avg_train_ssim=0.8754 run_seconds=31415.736
epoch 795: train_loss=0.105903 train_ssim=0.8755 val_loss=0.111823 val_ssim=0.8685 val_psnr=32.30 lr=0.00019709128 epoch_seconds=39.063 run_seconds=31424.546 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 796 heartbeat: batch=1/455 avg_train_loss=0.102816 avg_train_ssim=0.8791 run_seconds=31424.813
epoch 796 heartbeat: batch=128/455 avg_train_loss=0.105835 avg_train_ssim=0.8756 run_seconds=31434.832
epoch 796 heartbeat: batch=255/455 avg_train_loss=0.105792 avg_train_ssim=0.8756 run_seconds=31444.839
epoch 796 heartbeat: batch=383/455 avg_train_loss=0.105957 avg_train_ssim=0.8754 run_seconds=31454.916
epoch 796: train_loss=0.105950 train_ssim=0.8755 val_loss=0.111765 val_ssim=0.8686 val_psnr=32.23 lr=0.00019023213 epoch_seconds=39.097 run_seconds=31463.679 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 797 heartbeat: batch=1/455 avg_train_loss=0.106432 avg_train_ssim=0.8749 run_seconds=31463.957
epoch 797 heartbeat: batch=128/455 avg_train_loss=0.105767 avg_train_ssim=0.8757 run_seconds=31473.963
epoch 797 heartbeat: batch=255/455 avg_train_loss=0.105821 avg_train_ssim=0.8756 run_seconds=31483.966
epoch 797 heartbeat: batch=382/455 avg_train_loss=0.105871 avg_train_ssim=0.8755 run_seconds=31493.969
epoch 797: train_loss=0.105850 train_ssim=0.8756 val_loss=0.111569 val_ssim=0.8688 val_psnr=32.31 lr=0.0001832881 epoch_seconds=39.181 run_seconds=31502.896 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 798 heartbeat: batch=1/455 avg_train_loss=0.109345 avg_train_ssim=0.8715 run_seconds=31503.165
epoch 798 heartbeat: batch=129/455 avg_train_loss=0.105854 avg_train_ssim=0.8756 run_seconds=31513.237
epoch 798 heartbeat: batch=256/455 avg_train_loss=0.105918 avg_train_ssim=0.8755 run_seconds=31523.244
epoch 798 heartbeat: batch=383/455 avg_train_loss=0.105924 avg_train_ssim=0.8755 run_seconds=31533.279
epoch 798: train_loss=0.105853 train_ssim=0.8756 val_loss=0.111565 val_ssim=0.8689 val_psnr=32.24 lr=0.00017627592 epoch_seconds=39.083 run_seconds=31542.016 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 799 heartbeat: batch=1/455 avg_train_loss=0.103003 avg_train_ssim=0.8789 run_seconds=31542.284
epoch 799 heartbeat: batch=128/455 avg_train_loss=0.106003 avg_train_ssim=0.8754 run_seconds=31552.288
epoch 799 heartbeat: batch=255/455 avg_train_loss=0.105904 avg_train_ssim=0.8755 run_seconds=31562.315
epoch 799 heartbeat: batch=383/455 avg_train_loss=0.105760 avg_train_ssim=0.8757 run_seconds=31572.395
epoch 799: train_loss=0.105719 train_ssim=0.8757 val_loss=0.111822 val_ssim=0.8685 val_psnr=32.30 lr=0.00016921249 epoch_seconds=39.068 run_seconds=31581.121 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 800 heartbeat: batch=1/455 avg_train_loss=0.105211 avg_train_ssim=0.8763 run_seconds=31581.422
epoch 800 heartbeat: batch=128/455 avg_train_loss=0.105862 avg_train_ssim=0.8756 run_seconds=31591.426
epoch 800 heartbeat: batch=255/455 avg_train_loss=0.105769 avg_train_ssim=0.8757 run_seconds=31601.452
epoch 800 heartbeat: batch=382/455 avg_train_loss=0.105711 avg_train_ssim=0.8757 run_seconds=31611.454
epoch 800: train_loss=0.105714 train_ssim=0.8757 val_loss=0.111736 val_ssim=0.8687 val_psnr=32.32 lr=0.00016211481 epoch_seconds=39.148 run_seconds=31620.304 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 801 heartbeat: batch=1/455 avg_train_loss=0.104419 avg_train_ssim=0.8773 run_seconds=31620.589
epoch 801 heartbeat: batch=128/455 avg_train_loss=0.105384 avg_train_ssim=0.8761 run_seconds=31630.633
epoch 801 heartbeat: batch=255/455 avg_train_loss=0.105576 avg_train_ssim=0.8759 run_seconds=31640.635
epoch 801 heartbeat: batch=382/455 avg_train_loss=0.105575 avg_train_ssim=0.8759 run_seconds=31650.640
epoch 801: train_loss=0.105583 train_ssim=0.8759 val_loss=0.111245 val_ssim=0.8692 val_psnr=32.35 lr=0.000155 epoch_seconds=39.139 run_seconds=31659.482 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 802 heartbeat: batch=1/455 avg_train_loss=0.102314 avg_train_ssim=0.8797 run_seconds=31659.753
epoch 802 heartbeat: batch=128/455 avg_train_loss=0.105616 avg_train_ssim=0.8758 run_seconds=31669.776
epoch 802 heartbeat: batch=256/455 avg_train_loss=0.105503 avg_train_ssim=0.8760 run_seconds=31679.855
epoch 802 heartbeat: batch=383/455 avg_train_loss=0.105547 avg_train_ssim=0.8759 run_seconds=31689.865
epoch 802: train_loss=0.105575 train_ssim=0.8759 val_loss=0.111560 val_ssim=0.8689 val_psnr=31.97 lr=0.00014788519 epoch_seconds=39.063 run_seconds=31698.582 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 803 heartbeat: batch=1/455 avg_train_loss=0.102710 avg_train_ssim=0.8793 run_seconds=31698.859
epoch 803 heartbeat: batch=128/455 avg_train_loss=0.105467 avg_train_ssim=0.8760 run_seconds=31708.864
epoch 803 heartbeat: batch=256/455 avg_train_loss=0.105529 avg_train_ssim=0.8760 run_seconds=31718.939
epoch 803 heartbeat: batch=383/455 avg_train_loss=0.105565 avg_train_ssim=0.8759 run_seconds=31728.948
epoch 803: train_loss=0.105525 train_ssim=0.8760 val_loss=0.111288 val_ssim=0.8692 val_psnr=32.32 lr=0.00014078751 epoch_seconds=39.054 run_seconds=31737.674 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 804 heartbeat: batch=1/455 avg_train_loss=0.106688 avg_train_ssim=0.8746 run_seconds=31737.942
epoch 804 heartbeat: batch=128/455 avg_train_loss=0.105314 avg_train_ssim=0.8762 run_seconds=31747.958
epoch 804 heartbeat: batch=255/455 avg_train_loss=0.105397 avg_train_ssim=0.8761 run_seconds=31757.964
epoch 804 heartbeat: batch=382/455 avg_train_loss=0.105414 avg_train_ssim=0.8761 run_seconds=31767.977
epoch 804: train_loss=0.105464 train_ssim=0.8760 val_loss=0.111611 val_ssim=0.8688 val_psnr=32.23 lr=0.00013372408 epoch_seconds=38.913 run_seconds=31776.625 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 805 heartbeat: batch=1/455 avg_train_loss=0.109729 avg_train_ssim=0.8710 run_seconds=31776.900
epoch 805 heartbeat: batch=128/455 avg_train_loss=0.105093 avg_train_ssim=0.8765 run_seconds=31786.967
epoch 805 heartbeat: batch=255/455 avg_train_loss=0.105397 avg_train_ssim=0.8761 run_seconds=31796.972
epoch 805 heartbeat: batch=382/455 avg_train_loss=0.105390 avg_train_ssim=0.8761 run_seconds=31806.986
epoch 805: train_loss=0.105386 train_ssim=0.8761 val_loss=0.111375 val_ssim=0.8691 val_psnr=32.20 lr=0.0001267119 epoch_seconds=39.214 run_seconds=31815.880 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 806 heartbeat: batch=1/455 avg_train_loss=0.105988 avg_train_ssim=0.8754 run_seconds=31816.153
epoch 806 heartbeat: batch=128/455 avg_train_loss=0.105043 avg_train_ssim=0.8765 run_seconds=31826.184
epoch 806 heartbeat: batch=255/455 avg_train_loss=0.105130 avg_train_ssim=0.8764 run_seconds=31836.214
epoch 806 heartbeat: batch=382/455 avg_train_loss=0.105283 avg_train_ssim=0.8762 run_seconds=31846.221
epoch 806: train_loss=0.105268 train_ssim=0.8763 val_loss=0.111141 val_ssim=0.8694 val_psnr=32.18 lr=0.00011976787 epoch_seconds=39.182 run_seconds=31855.099 gpu_index=0 gpu_util_pct=87 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 807 heartbeat: batch=1/455 avg_train_loss=0.106053 avg_train_ssim=0.8753 run_seconds=31855.400
epoch 807 heartbeat: batch=129/455 avg_train_loss=0.105251 avg_train_ssim=0.8763 run_seconds=31865.477
epoch 807 heartbeat: batch=257/455 avg_train_loss=0.105233 avg_train_ssim=0.8763 run_seconds=31875.553
epoch 807 heartbeat: batch=385/455 avg_train_loss=0.105133 avg_train_ssim=0.8764 run_seconds=31885.557
epoch 807: train_loss=0.105215 train_ssim=0.8763 val_loss=0.111006 val_ssim=0.8695 val_psnr=32.36 lr=0.00011290872 epoch_seconds=39.142 run_seconds=31894.278 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 808 heartbeat: batch=1/455 avg_train_loss=0.101649 avg_train_ssim=0.8805 run_seconds=31894.545
epoch 808 heartbeat: batch=128/455 avg_train_loss=0.104896 avg_train_ssim=0.8767 run_seconds=31904.559
epoch 808 heartbeat: batch=255/455 avg_train_loss=0.105170 avg_train_ssim=0.8764 run_seconds=31914.570
epoch 808 heartbeat: batch=384/455 avg_train_loss=0.105080 avg_train_ssim=0.8765 run_seconds=31924.609
epoch 808: train_loss=0.105112 train_ssim=0.8764 val_loss=0.111278 val_ssim=0.8692 val_psnr=32.26 lr=0.00010615097 epoch_seconds=39.146 run_seconds=31933.462 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 809 heartbeat: batch=1/455 avg_train_loss=0.104030 avg_train_ssim=0.8777 run_seconds=31933.738
epoch 809 heartbeat: batch=129/455 avg_train_loss=0.105167 avg_train_ssim=0.8764 run_seconds=31943.814
epoch 809 heartbeat: batch=256/455 avg_train_loss=0.104989 avg_train_ssim=0.8766 run_seconds=31953.838
epoch 809 heartbeat: batch=385/455 avg_train_loss=0.105106 avg_train_ssim=0.8764 run_seconds=31963.872
epoch 809: train_loss=0.105165 train_ssim=0.8764 val_loss=0.110970 val_ssim=0.8696 val_psnr=32.27 lr=9.9510902e-05 epoch_seconds=39.116 run_seconds=31972.615 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 810 heartbeat: batch=1/455 avg_train_loss=0.106901 avg_train_ssim=0.8743 run_seconds=31972.929
epoch 810 heartbeat: batch=128/455 avg_train_loss=0.105089 avg_train_ssim=0.8765 run_seconds=31982.964
epoch 810 heartbeat: batch=255/455 avg_train_loss=0.105025 avg_train_ssim=0.8765 run_seconds=31992.993
epoch 810 heartbeat: batch=384/455 avg_train_loss=0.105078 avg_train_ssim=0.8765 run_seconds=32003.020
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 810: train_loss=0.105053 train_ssim=0.8765 val_loss=0.110846 val_ssim=0.8697 val_psnr=32.33 lr=9.3004511e-05 epoch_seconds=39.172 run_seconds=32011.827 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 811 heartbeat: batch=1/455 avg_train_loss=0.109351 avg_train_ssim=0.8715 run_seconds=32012.473
epoch 811 heartbeat: batch=128/455 avg_train_loss=0.104779 avg_train_ssim=0.8768 run_seconds=32022.488
epoch 811 heartbeat: batch=255/455 avg_train_loss=0.104920 avg_train_ssim=0.8767 run_seconds=32032.497
epoch 811 heartbeat: batch=385/455 avg_train_loss=0.104942 avg_train_ssim=0.8766 run_seconds=32042.555
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 811: train_loss=0.104972 train_ssim=0.8766 val_loss=0.110773 val_ssim=0.8698 val_psnr=32.29 lr=8.6647473e-05 epoch_seconds=39.162 run_seconds=32051.402 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 812 heartbeat: batch=1/455 avg_train_loss=0.105551 avg_train_ssim=0.8759 run_seconds=32051.993
epoch 812 heartbeat: batch=128/455 avg_train_loss=0.105218 avg_train_ssim=0.8763 run_seconds=32062.011
epoch 812 heartbeat: batch=255/455 avg_train_loss=0.105256 avg_train_ssim=0.8763 run_seconds=32072.030
epoch 812 heartbeat: batch=386/455 avg_train_loss=0.105033 avg_train_ssim=0.8765 run_seconds=32082.098
epoch 812: train_loss=0.105041 train_ssim=0.8765 val_loss=0.110819 val_ssim=0.8697 val_psnr=32.32 lr=8.0455102e-05 epoch_seconds=39.176 run_seconds=32090.917 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 813 heartbeat: batch=1/455 avg_train_loss=0.105592 avg_train_ssim=0.8759 run_seconds=32091.187
epoch 813 heartbeat: batch=128/455 avg_train_loss=0.104648 avg_train_ssim=0.8770 run_seconds=32101.201
epoch 813 heartbeat: batch=255/455 avg_train_loss=0.105027 avg_train_ssim=0.8765 run_seconds=32111.211
epoch 813 heartbeat: batch=385/455 avg_train_loss=0.104978 avg_train_ssim=0.8766 run_seconds=32121.212
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 813: train_loss=0.104916 train_ssim=0.8767 val_loss=0.110773 val_ssim=0.8698 val_psnr=32.27 lr=7.4442316e-05 epoch_seconds=39.143 run_seconds=32130.096 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 814 heartbeat: batch=1/455 avg_train_loss=0.105158 avg_train_ssim=0.8764 run_seconds=32130.811
epoch 814 heartbeat: batch=128/455 avg_train_loss=0.104621 avg_train_ssim=0.8770 run_seconds=32140.816
epoch 814 heartbeat: batch=255/455 avg_train_loss=0.104701 avg_train_ssim=0.8769 run_seconds=32150.822
epoch 814 heartbeat: batch=386/455 avg_train_loss=0.104805 avg_train_ssim=0.8768 run_seconds=32160.832
epoch 814: train_loss=0.104832 train_ssim=0.8768 val_loss=0.110858 val_ssim=0.8697 val_psnr=32.34 lr=6.8623601e-05 epoch_seconds=39.081 run_seconds=32169.625 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 815 heartbeat: batch=1/455 avg_train_loss=0.101429 avg_train_ssim=0.8808 run_seconds=32169.924
epoch 815 heartbeat: batch=128/455 avg_train_loss=0.104899 avg_train_ssim=0.8767 run_seconds=32179.931
epoch 815 heartbeat: batch=255/455 avg_train_loss=0.104858 avg_train_ssim=0.8767 run_seconds=32189.956
epoch 815 heartbeat: batch=387/455 avg_train_loss=0.104930 avg_train_ssim=0.8767 run_seconds=32200.032
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 815: train_loss=0.104836 train_ssim=0.8768 val_loss=0.110671 val_ssim=0.8699 val_psnr=32.32 lr=6.3012974e-05 epoch_seconds=39.087 run_seconds=32208.748 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 816 heartbeat: batch=1/455 avg_train_loss=0.102363 avg_train_ssim=0.8797 run_seconds=32209.472
epoch 816 heartbeat: batch=128/455 avg_train_loss=0.104799 avg_train_ssim=0.8768 run_seconds=32219.520
epoch 816 heartbeat: batch=256/455 avg_train_loss=0.104753 avg_train_ssim=0.8769 run_seconds=32229.597
epoch 816 heartbeat: batch=389/455 avg_train_loss=0.104809 avg_train_ssim=0.8768 run_seconds=32239.611
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 816: train_loss=0.104814 train_ssim=0.8768 val_loss=0.110552 val_ssim=0.8700 val_psnr=32.28 lr=5.7623952e-05 epoch_seconds=39.190 run_seconds=32248.383 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 817 heartbeat: batch=1/455 avg_train_loss=0.103057 avg_train_ssim=0.8789 run_seconds=32249.099
epoch 817 heartbeat: batch=128/455 avg_train_loss=0.104689 avg_train_ssim=0.8769 run_seconds=32259.109
epoch 817 heartbeat: batch=254/455 avg_train_loss=0.104587 avg_train_ssim=0.8771 run_seconds=32269.116
epoch 817 heartbeat: batch=386/455 avg_train_loss=0.104676 avg_train_ssim=0.8770 run_seconds=32279.119
epoch 817: train_loss=0.104731 train_ssim=0.8769 val_loss=0.110603 val_ssim=0.8700 val_psnr=32.38 lr=5.2469517e-05 epoch_seconds=39.280 run_seconds=32288.148 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 818 heartbeat: batch=1/455 avg_train_loss=0.105351 avg_train_ssim=0.8762 run_seconds=32288.410
epoch 818 heartbeat: batch=129/455 avg_train_loss=0.104645 avg_train_ssim=0.8770 run_seconds=32298.487
epoch 818 heartbeat: batch=256/455 avg_train_loss=0.104748 avg_train_ssim=0.8769 run_seconds=32308.495
epoch 818 heartbeat: batch=390/455 avg_train_loss=0.104679 avg_train_ssim=0.8769 run_seconds=32318.560
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 818: train_loss=0.104733 train_ssim=0.8769 val_loss=0.110501 val_ssim=0.8701 val_psnr=32.33 lr=4.7562087e-05 epoch_seconds=39.146 run_seconds=32327.330 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 819 heartbeat: batch=1/455 avg_train_loss=0.105335 avg_train_ssim=0.8762 run_seconds=32327.977
epoch 819 heartbeat: batch=129/455 avg_train_loss=0.104422 avg_train_ssim=0.8773 run_seconds=32338.052
epoch 819 heartbeat: batch=257/455 avg_train_loss=0.104425 avg_train_ssim=0.8772 run_seconds=32348.126
epoch 819 heartbeat: batch=391/455 avg_train_loss=0.104563 avg_train_ssim=0.8771 run_seconds=32358.159
epoch 819: train_loss=0.104623 train_ssim=0.8770 val_loss=0.110548 val_ssim=0.8700 val_psnr=32.38 lr=4.2913484e-05 epoch_seconds=39.089 run_seconds=32366.801 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 820 heartbeat: batch=1/455 avg_train_loss=0.104994 avg_train_ssim=0.8766 run_seconds=32367.100
epoch 820 heartbeat: batch=128/455 avg_train_loss=0.104274 avg_train_ssim=0.8774 run_seconds=32377.172
epoch 820 heartbeat: batch=255/455 avg_train_loss=0.104592 avg_train_ssim=0.8771 run_seconds=32387.176
epoch 820 heartbeat: batch=389/455 avg_train_loss=0.104603 avg_train_ssim=0.8770 run_seconds=32397.177
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 820: train_loss=0.104543 train_ssim=0.8771 val_loss=0.110491 val_ssim=0.8701 val_psnr=32.38 lr=3.8534908e-05 epoch_seconds=39.118 run_seconds=32405.957 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 821 heartbeat: batch=1/455 avg_train_loss=0.105671 avg_train_ssim=0.8758 run_seconds=32406.671
epoch 821 heartbeat: batch=126/455 avg_train_loss=0.104613 avg_train_ssim=0.8770 run_seconds=32416.676
epoch 821 heartbeat: batch=253/455 avg_train_loss=0.104478 avg_train_ssim=0.8772 run_seconds=32426.716
epoch 821 heartbeat: batch=387/455 avg_train_loss=0.104550 avg_train_ssim=0.8771 run_seconds=32436.747
epoch 821: train_loss=0.104558 train_ssim=0.8771 val_loss=0.110500 val_ssim=0.8701 val_psnr=32.38 lr=3.4436906e-05 epoch_seconds=39.243 run_seconds=32445.672 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 822 heartbeat: batch=1/455 avg_train_loss=0.101458 avg_train_ssim=0.8807 run_seconds=32445.954
epoch 822 heartbeat: batch=127/455 avg_train_loss=0.104569 avg_train_ssim=0.8771 run_seconds=32456.001
epoch 822 heartbeat: batch=254/455 avg_train_loss=0.104622 avg_train_ssim=0.8770 run_seconds=32466.044
epoch 822 heartbeat: batch=388/455 avg_train_loss=0.104536 avg_train_ssim=0.8771 run_seconds=32476.091
epoch 822: train_loss=0.104553 train_ssim=0.8771 val_loss=0.110493 val_ssim=0.8701 val_psnr=32.36 lr=3.0629352e-05 epoch_seconds=39.195 run_seconds=32484.905 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 823 heartbeat: batch=1/455 avg_train_loss=0.104445 avg_train_ssim=0.8772 run_seconds=32485.207
epoch 823 heartbeat: batch=128/455 avg_train_loss=0.104522 avg_train_ssim=0.8771 run_seconds=32495.221
epoch 823 heartbeat: batch=255/455 avg_train_loss=0.104465 avg_train_ssim=0.8772 run_seconds=32505.235
epoch 823 heartbeat: batch=389/455 avg_train_loss=0.104464 avg_train_ssim=0.8772 run_seconds=32515.262
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 823: train_loss=0.104498 train_ssim=0.8772 val_loss=0.110345 val_ssim=0.8703 val_psnr=32.34 lr=2.7121417e-05 epoch_seconds=39.079 run_seconds=32524.021 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 824 heartbeat: batch=1/455 avg_train_loss=0.107439 avg_train_ssim=0.8737 run_seconds=32524.704
epoch 824 heartbeat: batch=128/455 avg_train_loss=0.104420 avg_train_ssim=0.8773 run_seconds=32534.712
epoch 824 heartbeat: batch=255/455 avg_train_loss=0.104574 avg_train_ssim=0.8771 run_seconds=32544.718
epoch 824 heartbeat: batch=389/455 avg_train_loss=0.104432 avg_train_ssim=0.8772 run_seconds=32554.760
epoch 824: train_loss=0.104450 train_ssim=0.8772 val_loss=0.110559 val_ssim=0.8700 val_psnr=32.30 lr=2.3921552e-05 epoch_seconds=39.049 run_seconds=32563.524 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 825 heartbeat: batch=1/455 avg_train_loss=0.105407 avg_train_ssim=0.8761 run_seconds=32563.824
epoch 825 heartbeat: batch=129/455 avg_train_loss=0.104415 avg_train_ssim=0.8773 run_seconds=32573.896
epoch 825 heartbeat: batch=256/455 avg_train_loss=0.104493 avg_train_ssim=0.8772 run_seconds=32583.900
epoch 825 heartbeat: batch=390/455 avg_train_loss=0.104442 avg_train_ssim=0.8772 run_seconds=32593.950
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 825: train_loss=0.104461 train_ssim=0.8772 val_loss=0.110280 val_ssim=0.8704 val_psnr=32.33 lr=2.1037468e-05 epoch_seconds=39.181 run_seconds=32602.744 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 826 heartbeat: batch=1/455 avg_train_loss=0.108602 avg_train_ssim=0.8723 run_seconds=32603.388
epoch 826 heartbeat: batch=128/455 avg_train_loss=0.104607 avg_train_ssim=0.8770 run_seconds=32613.415
epoch 826 heartbeat: batch=255/455 avg_train_loss=0.104285 avg_train_ssim=0.8774 run_seconds=32623.441
epoch 826 heartbeat: batch=388/455 avg_train_loss=0.104385 avg_train_ssim=0.8773 run_seconds=32633.457
epoch 826: train_loss=0.104390 train_ssim=0.8773 val_loss=0.110361 val_ssim=0.8703 val_psnr=32.38 lr=1.8476111e-05 epoch_seconds=39.215 run_seconds=32642.327 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 827 heartbeat: batch=1/455 avg_train_loss=0.105843 avg_train_ssim=0.8756 run_seconds=32642.621
epoch 827 heartbeat: batch=128/455 avg_train_loss=0.104424 avg_train_ssim=0.8772 run_seconds=32652.661
epoch 827 heartbeat: batch=255/455 avg_train_loss=0.104316 avg_train_ssim=0.8774 run_seconds=32662.713
epoch 827 heartbeat: batch=389/455 avg_train_loss=0.104366 avg_train_ssim=0.8773 run_seconds=32672.776
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 827: train_loss=0.104390 train_ssim=0.8773 val_loss=0.110248 val_ssim=0.8704 val_psnr=32.31 lr=1.6243651e-05 epoch_seconds=39.228 run_seconds=32681.592 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 828 heartbeat: batch=1/455 avg_train_loss=0.102822 avg_train_ssim=0.8791 run_seconds=32682.219
epoch 828 heartbeat: batch=128/455 avg_train_loss=0.104184 avg_train_ssim=0.8775 run_seconds=32692.253
epoch 828 heartbeat: batch=256/455 avg_train_loss=0.104245 avg_train_ssim=0.8775 run_seconds=32702.331
epoch 828 heartbeat: batch=392/455 avg_train_loss=0.104240 avg_train_ssim=0.8775 run_seconds=32712.382
epoch 828: train_loss=0.104338 train_ssim=0.8773 val_loss=0.110276 val_ssim=0.8704 val_psnr=32.39 lr=1.4345468e-05 epoch_seconds=38.956 run_seconds=32720.945 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 829 heartbeat: batch=1/455 avg_train_loss=0.103701 avg_train_ssim=0.8781 run_seconds=32721.211
epoch 829 heartbeat: batch=129/455 avg_train_loss=0.104301 avg_train_ssim=0.8774 run_seconds=32731.284
epoch 829 heartbeat: batch=256/455 avg_train_loss=0.104380 avg_train_ssim=0.8773 run_seconds=32741.284
epoch 829 heartbeat: batch=392/455 avg_train_loss=0.104420 avg_train_ssim=0.8773 run_seconds=32751.349
epoch 829: train_loss=0.104364 train_ssim=0.8773 val_loss=0.110338 val_ssim=0.8703 val_psnr=32.34 lr=1.2786134e-05 epoch_seconds=38.931 run_seconds=32759.913 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 830 heartbeat: batch=1/455 avg_train_loss=0.104556 avg_train_ssim=0.8771 run_seconds=32760.222
epoch 830 heartbeat: batch=129/455 avg_train_loss=0.104212 avg_train_ssim=0.8775 run_seconds=32770.298
epoch 830 heartbeat: batch=256/455 avg_train_loss=0.104376 avg_train_ssim=0.8773 run_seconds=32780.315
epoch 830 heartbeat: batch=390/455 avg_train_loss=0.104318 avg_train_ssim=0.8774 run_seconds=32790.383
epoch 830: train_loss=0.104318 train_ssim=0.8774 val_loss=0.110259 val_ssim=0.8704 val_psnr=32.33 lr=1.1569406e-05 epoch_seconds=39.157 run_seconds=32799.109 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 831 heartbeat: batch=1/455 avg_train_loss=0.102792 avg_train_ssim=0.8792 run_seconds=32799.378
epoch 831 heartbeat: batch=128/455 avg_train_loss=0.104219 avg_train_ssim=0.8775 run_seconds=32809.380
epoch 831 heartbeat: batch=255/455 avg_train_loss=0.104270 avg_train_ssim=0.8774 run_seconds=32819.385
epoch 831 heartbeat: batch=388/455 avg_train_loss=0.104328 avg_train_ssim=0.8774 run_seconds=32829.408
epoch 831: train_loss=0.104314 train_ssim=0.8774 val_loss=0.110272 val_ssim=0.8704 val_psnr=32.37 lr=1.0698215e-05 epoch_seconds=39.089 run_seconds=32838.235 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 832 heartbeat: batch=1/455 avg_train_loss=0.104678 avg_train_ssim=0.8770 run_seconds=32838.539
epoch 832 heartbeat: batch=129/455 avg_train_loss=0.104164 avg_train_ssim=0.8776 run_seconds=32848.616
epoch 832 heartbeat: batch=256/455 avg_train_loss=0.104285 avg_train_ssim=0.8774 run_seconds=32858.638
epoch 832 heartbeat: batch=390/455 avg_train_loss=0.104326 avg_train_ssim=0.8774 run_seconds=32868.679
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 832: train_loss=0.104330 train_ssim=0.8774 val_loss=0.110205 val_ssim=0.8705 val_psnr=32.35 lr=1.0174659e-05 epoch_seconds=39.096 run_seconds=32877.367 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 833 heartbeat: batch=1/455 avg_train_loss=0.100996 avg_train_ssim=0.8813 run_seconds=32878.066
epoch 833 heartbeat: batch=128/455 avg_train_loss=0.104275 avg_train_ssim=0.8774 run_seconds=32888.089
epoch 833 heartbeat: batch=255/455 avg_train_loss=0.104301 avg_train_ssim=0.8774 run_seconds=32898.107
epoch 833 heartbeat: batch=388/455 avg_train_loss=0.104270 avg_train_ssim=0.8774 run_seconds=32908.109
epoch 833: train_loss=0.104292 train_ssim=0.8774 val_loss=0.110297 val_ssim=0.8703 val_psnr=32.34 lr=1e-05 epoch_seconds=39.105 run_seconds=32916.930 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 834 heartbeat: batch=1/455 avg_train_loss=0.105293 avg_train_ssim=0.8762 run_seconds=32917.195
epoch 834 heartbeat: batch=128/455 avg_train_loss=0.104559 avg_train_ssim=0.8771 run_seconds=32927.205
epoch 834 heartbeat: batch=255/455 avg_train_loss=0.104451 avg_train_ssim=0.8772 run_seconds=32937.232
epoch 834 heartbeat: batch=389/455 avg_train_loss=0.104386 avg_train_ssim=0.8773 run_seconds=32947.257
epoch 834: train_loss=0.104302 train_ssim=0.8774 val_loss=0.110298 val_ssim=0.8703 val_psnr=32.37 lr=1.0174659e-05 epoch_seconds=39.090 run_seconds=32956.055 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 835 heartbeat: batch=1/455 avg_train_loss=0.109204 avg_train_ssim=0.8717 run_seconds=32956.325
epoch 835 heartbeat: batch=128/455 avg_train_loss=0.104264 avg_train_ssim=0.8774 run_seconds=32966.339
epoch 835 heartbeat: batch=255/455 avg_train_loss=0.104264 avg_train_ssim=0.8774 run_seconds=32976.354
epoch 835 heartbeat: batch=389/455 avg_train_loss=0.104320 avg_train_ssim=0.8774 run_seconds=32986.421
epoch 835: train_loss=0.104320 train_ssim=0.8774 val_loss=0.110265 val_ssim=0.8704 val_psnr=32.35 lr=1.0698215e-05 epoch_seconds=39.113 run_seconds=32995.204 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 836 heartbeat: batch=1/455 avg_train_loss=0.106285 avg_train_ssim=0.8751 run_seconds=32995.507
epoch 836 heartbeat: batch=129/455 avg_train_loss=0.104177 avg_train_ssim=0.8775 run_seconds=33005.587
epoch 836 heartbeat: batch=256/455 avg_train_loss=0.104246 avg_train_ssim=0.8775 run_seconds=33015.592
epoch 836 heartbeat: batch=390/455 avg_train_loss=0.104289 avg_train_ssim=0.8774 run_seconds=33025.643
epoch 836: train_loss=0.104366 train_ssim=0.8773 val_loss=0.110261 val_ssim=0.8704 val_psnr=32.32 lr=1.1569406e-05 epoch_seconds=39.068 run_seconds=33034.309 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 837 heartbeat: batch=1/455 avg_train_loss=0.107402 avg_train_ssim=0.8737 run_seconds=33034.613
epoch 837 heartbeat: batch=128/455 avg_train_loss=0.104269 avg_train_ssim=0.8774 run_seconds=33044.645
epoch 837 heartbeat: batch=254/455 avg_train_loss=0.104321 avg_train_ssim=0.8774 run_seconds=33054.659
epoch 837 heartbeat: batch=388/455 avg_train_loss=0.104294 avg_train_ssim=0.8774 run_seconds=33064.708
epoch 837: train_loss=0.104306 train_ssim=0.8774 val_loss=0.110251 val_ssim=0.8704 val_psnr=32.40 lr=1.2786134e-05 epoch_seconds=39.203 run_seconds=33073.548 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 838 heartbeat: batch=1/455 avg_train_loss=0.104192 avg_train_ssim=0.8775 run_seconds=33073.874
epoch 838 heartbeat: batch=128/455 avg_train_loss=0.104531 avg_train_ssim=0.8771 run_seconds=33083.908
epoch 838 heartbeat: batch=256/455 avg_train_loss=0.104383 avg_train_ssim=0.8773 run_seconds=33093.951
epoch 838 heartbeat: batch=389/455 avg_train_loss=0.104297 avg_train_ssim=0.8774 run_seconds=33103.990
epoch 838: train_loss=0.104333 train_ssim=0.8774 val_loss=0.110273 val_ssim=0.8704 val_psnr=32.35 lr=1.4345468e-05 epoch_seconds=39.204 run_seconds=33112.793 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 839 heartbeat: batch=1/455 avg_train_loss=0.103496 avg_train_ssim=0.8783 run_seconds=33113.072
epoch 839 heartbeat: batch=128/455 avg_train_loss=0.104301 avg_train_ssim=0.8774 run_seconds=33123.103
epoch 839 heartbeat: batch=257/455 avg_train_loss=0.104290 avg_train_ssim=0.8774 run_seconds=33133.116
epoch 839 heartbeat: batch=392/455 avg_train_loss=0.104353 avg_train_ssim=0.8773 run_seconds=33143.178
epoch 839: train_loss=0.104326 train_ssim=0.8774 val_loss=0.110306 val_ssim=0.8703 val_psnr=32.30 lr=1.6243651e-05 epoch_seconds=38.882 run_seconds=33151.713 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 840 heartbeat: batch=1/455 avg_train_loss=0.106305 avg_train_ssim=0.8750 run_seconds=33151.983
epoch 840 heartbeat: batch=127/455 avg_train_loss=0.104293 avg_train_ssim=0.8774 run_seconds=33161.986
epoch 840 heartbeat: batch=254/455 avg_train_loss=0.104404 avg_train_ssim=0.8773 run_seconds=33171.998
epoch 840 heartbeat: batch=387/455 avg_train_loss=0.104348 avg_train_ssim=0.8773 run_seconds=33182.065
epoch 840: train_loss=0.104369 train_ssim=0.8773 val_loss=0.110287 val_ssim=0.8704 val_psnr=32.35 lr=1.8476111e-05 epoch_seconds=39.233 run_seconds=33190.983 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 841 heartbeat: batch=1/455 avg_train_loss=0.102716 avg_train_ssim=0.8793 run_seconds=33191.263
epoch 841 heartbeat: batch=128/455 avg_train_loss=0.104308 avg_train_ssim=0.8774 run_seconds=33201.331
epoch 841 heartbeat: batch=255/455 avg_train_loss=0.104338 avg_train_ssim=0.8773 run_seconds=33211.369
epoch 841 heartbeat: batch=389/455 avg_train_loss=0.104394 avg_train_ssim=0.8773 run_seconds=33221.444
epoch 841: train_loss=0.104396 train_ssim=0.8773 val_loss=0.110335 val_ssim=0.8703 val_psnr=32.30 lr=2.1037468e-05 epoch_seconds=39.196 run_seconds=33230.218 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 842 heartbeat: batch=1/455 avg_train_loss=0.105175 avg_train_ssim=0.8764 run_seconds=33230.494
epoch 842 heartbeat: batch=128/455 avg_train_loss=0.104528 avg_train_ssim=0.8771 run_seconds=33240.512
epoch 842 heartbeat: batch=257/455 avg_train_loss=0.104472 avg_train_ssim=0.8772 run_seconds=33250.553
epoch 842 heartbeat: batch=389/455 avg_train_loss=0.104426 avg_train_ssim=0.8772 run_seconds=33260.589
epoch 842: train_loss=0.104446 train_ssim=0.8772 val_loss=0.110351 val_ssim=0.8703 val_psnr=32.40 lr=2.3921552e-05 epoch_seconds=39.125 run_seconds=33269.381 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 843 heartbeat: batch=1/455 avg_train_loss=0.102320 avg_train_ssim=0.8797 run_seconds=33269.690
epoch 843 heartbeat: batch=129/455 avg_train_loss=0.104158 avg_train_ssim=0.8776 run_seconds=33279.769
epoch 843 heartbeat: batch=258/455 avg_train_loss=0.104326 avg_train_ssim=0.8774 run_seconds=33289.783
epoch 843 heartbeat: batch=389/455 avg_train_loss=0.104355 avg_train_ssim=0.8773 run_seconds=33299.811
epoch 843: train_loss=0.104427 train_ssim=0.8772 val_loss=0.110328 val_ssim=0.8703 val_psnr=32.39 lr=2.7121417e-05 epoch_seconds=39.183 run_seconds=33308.599 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 844 heartbeat: batch=1/455 avg_train_loss=0.107178 avg_train_ssim=0.8740 run_seconds=33308.870
epoch 844 heartbeat: batch=128/455 avg_train_loss=0.104380 avg_train_ssim=0.8773 run_seconds=33318.877
epoch 844 heartbeat: batch=257/455 avg_train_loss=0.104441 avg_train_ssim=0.8772 run_seconds=33328.882
epoch 844 heartbeat: batch=389/455 avg_train_loss=0.104432 avg_train_ssim=0.8772 run_seconds=33338.930
epoch 844: train_loss=0.104449 train_ssim=0.8772 val_loss=0.110547 val_ssim=0.8700 val_psnr=32.39 lr=3.0629352e-05 epoch_seconds=39.080 run_seconds=33347.716 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 845 heartbeat: batch=1/455 avg_train_loss=0.103075 avg_train_ssim=0.8788 run_seconds=33347.984
epoch 845 heartbeat: batch=128/455 avg_train_loss=0.105017 avg_train_ssim=0.8766 run_seconds=33357.988
epoch 845 heartbeat: batch=257/455 avg_train_loss=0.104671 avg_train_ssim=0.8770 run_seconds=33368.021
epoch 845 heartbeat: batch=388/455 avg_train_loss=0.104575 avg_train_ssim=0.8771 run_seconds=33378.021
epoch 845: train_loss=0.104522 train_ssim=0.8771 val_loss=0.110391 val_ssim=0.8702 val_psnr=32.32 lr=3.4436906e-05 epoch_seconds=39.151 run_seconds=33386.903 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 846 heartbeat: batch=1/455 avg_train_loss=0.104649 avg_train_ssim=0.8770 run_seconds=33387.182
epoch 846 heartbeat: batch=128/455 avg_train_loss=0.104450 avg_train_ssim=0.8772 run_seconds=33397.218
epoch 846 heartbeat: batch=257/455 avg_train_loss=0.104402 avg_train_ssim=0.8773 run_seconds=33407.221
epoch 846 heartbeat: batch=389/455 avg_train_loss=0.104503 avg_train_ssim=0.8772 run_seconds=33417.296
epoch 846: train_loss=0.104510 train_ssim=0.8771 val_loss=0.110401 val_ssim=0.8702 val_psnr=32.28 lr=3.8534908e-05 epoch_seconds=39.128 run_seconds=33426.067 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 847 heartbeat: batch=1/455 avg_train_loss=0.103301 avg_train_ssim=0.8786 run_seconds=33426.367
epoch 847 heartbeat: batch=128/455 avg_train_loss=0.104591 avg_train_ssim=0.8771 run_seconds=33436.407
epoch 847 heartbeat: batch=258/455 avg_train_loss=0.104622 avg_train_ssim=0.8770 run_seconds=33446.462
epoch 847 heartbeat: batch=389/455 avg_train_loss=0.104621 avg_train_ssim=0.8770 run_seconds=33456.519
epoch 847: train_loss=0.104611 train_ssim=0.8770 val_loss=0.110446 val_ssim=0.8702 val_psnr=32.34 lr=4.2913484e-05 epoch_seconds=39.261 run_seconds=33465.366 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 848 heartbeat: batch=1/455 avg_train_loss=0.106029 avg_train_ssim=0.8754 run_seconds=33465.670
epoch 848 heartbeat: batch=128/455 avg_train_loss=0.104595 avg_train_ssim=0.8770 run_seconds=33475.743
epoch 848 heartbeat: batch=258/455 avg_train_loss=0.104611 avg_train_ssim=0.8770 run_seconds=33485.805
epoch 848 heartbeat: batch=389/455 avg_train_loss=0.104594 avg_train_ssim=0.8770 run_seconds=33495.868
epoch 848: train_loss=0.104644 train_ssim=0.8770 val_loss=0.110490 val_ssim=0.8701 val_psnr=32.41 lr=4.7562087e-05 epoch_seconds=39.233 run_seconds=33504.636 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 849 heartbeat: batch=1/455 avg_train_loss=0.104824 avg_train_ssim=0.8768 run_seconds=33504.918
epoch 849 heartbeat: batch=128/455 avg_train_loss=0.104439 avg_train_ssim=0.8772 run_seconds=33514.987
epoch 849 heartbeat: batch=258/455 avg_train_loss=0.104513 avg_train_ssim=0.8771 run_seconds=33525.034
epoch 849 heartbeat: batch=389/455 avg_train_loss=0.104626 avg_train_ssim=0.8770 run_seconds=33535.060
epoch 849: train_loss=0.104631 train_ssim=0.8770 val_loss=0.110590 val_ssim=0.8700 val_psnr=32.40 lr=5.2469517e-05 epoch_seconds=39.132 run_seconds=33543.805 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 850 heartbeat: batch=1/455 avg_train_loss=0.104195 avg_train_ssim=0.8775 run_seconds=33544.071
epoch 850 heartbeat: batch=128/455 avg_train_loss=0.104837 avg_train_ssim=0.8768 run_seconds=33554.072
epoch 850 heartbeat: batch=258/455 avg_train_loss=0.104662 avg_train_ssim=0.8770 run_seconds=33564.093
epoch 850 heartbeat: batch=390/455 avg_train_loss=0.104738 avg_train_ssim=0.8769 run_seconds=33574.146
epoch 850: train_loss=0.104677 train_ssim=0.8770 val_loss=0.110604 val_ssim=0.8700 val_psnr=32.31 lr=5.7623952e-05 epoch_seconds=38.987 run_seconds=33582.831 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 851 heartbeat: batch=1/455 avg_train_loss=0.099290 avg_train_ssim=0.8833 run_seconds=33583.099
epoch 851 heartbeat: batch=128/455 avg_train_loss=0.104470 avg_train_ssim=0.8772 run_seconds=33593.119
epoch 851 heartbeat: batch=257/455 avg_train_loss=0.104576 avg_train_ssim=0.8771 run_seconds=33603.190
epoch 851 heartbeat: batch=387/455 avg_train_loss=0.104609 avg_train_ssim=0.8770 run_seconds=33613.221
epoch 851: train_loss=0.104661 train_ssim=0.8770 val_loss=0.110586 val_ssim=0.8700 val_psnr=32.23 lr=6.3012974e-05 epoch_seconds=39.332 run_seconds=33622.199 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 852 heartbeat: batch=1/455 avg_train_loss=0.107529 avg_train_ssim=0.8736 run_seconds=33622.481
epoch 852 heartbeat: batch=128/455 avg_train_loss=0.104843 avg_train_ssim=0.8768 run_seconds=33632.491
epoch 852 heartbeat: batch=258/455 avg_train_loss=0.104752 avg_train_ssim=0.8769 run_seconds=33642.515
epoch 852 heartbeat: batch=389/455 avg_train_loss=0.104726 avg_train_ssim=0.8769 run_seconds=33652.549
epoch 852: train_loss=0.104752 train_ssim=0.8769 val_loss=0.110586 val_ssim=0.8700 val_psnr=32.37 lr=6.8623601e-05 epoch_seconds=39.114 run_seconds=33661.351 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 853 heartbeat: batch=1/455 avg_train_loss=0.106319 avg_train_ssim=0.8750 run_seconds=33661.659
epoch 853 heartbeat: batch=129/455 avg_train_loss=0.105072 avg_train_ssim=0.8765 run_seconds=33671.728
epoch 853 heartbeat: batch=259/455 avg_train_loss=0.104867 avg_train_ssim=0.8767 run_seconds=33681.777
epoch 853 heartbeat: batch=390/455 avg_train_loss=0.104759 avg_train_ssim=0.8769 run_seconds=33691.831
epoch 853: train_loss=0.104804 train_ssim=0.8768 val_loss=0.110567 val_ssim=0.8700 val_psnr=32.27 lr=7.4442316e-05 epoch_seconds=39.269 run_seconds=33700.658 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 854 heartbeat: batch=1/455 avg_train_loss=0.103977 avg_train_ssim=0.8778 run_seconds=33700.960
epoch 854 heartbeat: batch=128/455 avg_train_loss=0.104495 avg_train_ssim=0.8772 run_seconds=33710.972
epoch 854 heartbeat: batch=258/455 avg_train_loss=0.104852 avg_train_ssim=0.8767 run_seconds=33720.994
epoch 854 heartbeat: batch=389/455 avg_train_loss=0.104907 avg_train_ssim=0.8767 run_seconds=33731.033
epoch 854: train_loss=0.104823 train_ssim=0.8768 val_loss=0.110668 val_ssim=0.8699 val_psnr=32.17 lr=8.0455102e-05 epoch_seconds=39.171 run_seconds=33739.867 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 855 heartbeat: batch=1/455 avg_train_loss=0.105440 avg_train_ssim=0.8760 run_seconds=33740.134
epoch 855 heartbeat: batch=128/455 avg_train_loss=0.104809 avg_train_ssim=0.8768 run_seconds=33750.150
epoch 855 heartbeat: batch=258/455 avg_train_loss=0.104792 avg_train_ssim=0.8768 run_seconds=33760.164
epoch 855 heartbeat: batch=388/455 avg_train_loss=0.104818 avg_train_ssim=0.8768 run_seconds=33770.194
epoch 855: train_loss=0.104862 train_ssim=0.8767 val_loss=0.111047 val_ssim=0.8695 val_psnr=32.27 lr=8.6647473e-05 epoch_seconds=39.107 run_seconds=33779.013 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 856 heartbeat: batch=1/455 avg_train_loss=0.103329 avg_train_ssim=0.8785 run_seconds=33779.315
epoch 856 heartbeat: batch=128/455 avg_train_loss=0.105001 avg_train_ssim=0.8766 run_seconds=33789.391
epoch 856 heartbeat: batch=258/455 avg_train_loss=0.104812 avg_train_ssim=0.8768 run_seconds=33799.434
epoch 856 heartbeat: batch=389/455 avg_train_loss=0.104882 avg_train_ssim=0.8767 run_seconds=33809.487
epoch 856: train_loss=0.104886 train_ssim=0.8767 val_loss=0.110768 val_ssim=0.8698 val_psnr=32.33 lr=9.3004511e-05 epoch_seconds=39.289 run_seconds=33818.338 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 857 heartbeat: batch=1/455 avg_train_loss=0.104947 avg_train_ssim=0.8766 run_seconds=33818.619
epoch 857 heartbeat: batch=128/455 avg_train_loss=0.104887 avg_train_ssim=0.8767 run_seconds=33828.624
epoch 857 heartbeat: batch=259/455 avg_train_loss=0.104993 avg_train_ssim=0.8766 run_seconds=33838.676
epoch 857 heartbeat: batch=389/455 avg_train_loss=0.105029 avg_train_ssim=0.8765 run_seconds=33848.700
epoch 857: train_loss=0.104946 train_ssim=0.8766 val_loss=0.110931 val_ssim=0.8696 val_psnr=32.27 lr=9.9510902e-05 epoch_seconds=39.213 run_seconds=33857.587 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 858 heartbeat: batch=1/455 avg_train_loss=0.103154 avg_train_ssim=0.8787 run_seconds=33857.883
epoch 858 heartbeat: batch=129/455 avg_train_loss=0.104862 avg_train_ssim=0.8767 run_seconds=33867.958
epoch 858 heartbeat: batch=260/455 avg_train_loss=0.104965 avg_train_ssim=0.8766 run_seconds=33877.987
epoch 858 heartbeat: batch=390/455 avg_train_loss=0.104955 avg_train_ssim=0.8766 run_seconds=33888.046
epoch 858: train_loss=0.104979 train_ssim=0.8766 val_loss=0.110895 val_ssim=0.8696 val_psnr=32.24 lr=0.00010615097 epoch_seconds=39.150 run_seconds=33896.773 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 859 heartbeat: batch=1/455 avg_train_loss=0.103199 avg_train_ssim=0.8787 run_seconds=33897.039
epoch 859 heartbeat: batch=129/455 avg_train_loss=0.105318 avg_train_ssim=0.8762 run_seconds=33907.104
epoch 859 heartbeat: batch=260/455 avg_train_loss=0.105002 avg_train_ssim=0.8766 run_seconds=33917.140
epoch 859 heartbeat: batch=390/455 avg_train_loss=0.105026 avg_train_ssim=0.8765 run_seconds=33927.157
epoch 859: train_loss=0.105042 train_ssim=0.8765 val_loss=0.110755 val_ssim=0.8698 val_psnr=32.27 lr=0.00011290872 epoch_seconds=39.002 run_seconds=33935.813 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 860 heartbeat: batch=1/455 avg_train_loss=0.107893 avg_train_ssim=0.8732 run_seconds=33936.084
epoch 860 heartbeat: batch=128/455 avg_train_loss=0.104971 avg_train_ssim=0.8766 run_seconds=33946.091
epoch 860 heartbeat: batch=259/455 avg_train_loss=0.105081 avg_train_ssim=0.8765 run_seconds=33956.130
epoch 860 heartbeat: batch=389/455 avg_train_loss=0.105091 avg_train_ssim=0.8765 run_seconds=33966.163
epoch 860: train_loss=0.105120 train_ssim=0.8764 val_loss=0.110981 val_ssim=0.8695 val_psnr=32.26 lr=0.00011976787 epoch_seconds=39.092 run_seconds=33974.942 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 861 heartbeat: batch=1/455 avg_train_loss=0.102430 avg_train_ssim=0.8796 run_seconds=33975.212
epoch 861 heartbeat: batch=128/455 avg_train_loss=0.105015 avg_train_ssim=0.8766 run_seconds=33985.263
epoch 861 heartbeat: batch=259/455 avg_train_loss=0.104961 avg_train_ssim=0.8766 run_seconds=33995.305
epoch 861 heartbeat: batch=389/455 avg_train_loss=0.105140 avg_train_ssim=0.8764 run_seconds=34005.333
epoch 861: train_loss=0.105195 train_ssim=0.8763 val_loss=0.111547 val_ssim=0.8689 val_psnr=32.29 lr=0.0001267119 epoch_seconds=39.158 run_seconds=34014.135 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 862 heartbeat: batch=1/455 avg_train_loss=0.108348 avg_train_ssim=0.8726 run_seconds=34014.428
epoch 862 heartbeat: batch=128/455 avg_train_loss=0.105160 avg_train_ssim=0.8764 run_seconds=34024.462
epoch 862 heartbeat: batch=259/455 avg_train_loss=0.105237 avg_train_ssim=0.8763 run_seconds=34034.533
epoch 862 heartbeat: batch=389/455 avg_train_loss=0.105190 avg_train_ssim=0.8763 run_seconds=34044.576
epoch 862: train_loss=0.105226 train_ssim=0.8763 val_loss=0.111255 val_ssim=0.8692 val_psnr=32.08 lr=0.00013372408 epoch_seconds=39.211 run_seconds=34053.383 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 863 heartbeat: batch=1/455 avg_train_loss=0.106544 avg_train_ssim=0.8748 run_seconds=34053.663
epoch 863 heartbeat: batch=128/455 avg_train_loss=0.106054 avg_train_ssim=0.8753 run_seconds=34063.665
epoch 863 heartbeat: batch=259/455 avg_train_loss=0.105864 avg_train_ssim=0.8756 run_seconds=34073.715
epoch 863 heartbeat: batch=389/455 avg_train_loss=0.105755 avg_train_ssim=0.8757 run_seconds=34083.784
epoch 863: train_loss=0.105724 train_ssim=0.8757 val_loss=0.111288 val_ssim=0.8692 val_psnr=32.29 lr=0.00014078751 epoch_seconds=39.125 run_seconds=34092.546 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 864 heartbeat: batch=1/455 avg_train_loss=0.104424 avg_train_ssim=0.8772 run_seconds=34092.815
epoch 864 heartbeat: batch=128/455 avg_train_loss=0.105403 avg_train_ssim=0.8761 run_seconds=34102.819
epoch 864 heartbeat: batch=259/455 avg_train_loss=0.105510 avg_train_ssim=0.8760 run_seconds=34112.856
epoch 864 heartbeat: batch=387/455 avg_train_loss=0.105503 avg_train_ssim=0.8760 run_seconds=34122.890
epoch 864: train_loss=0.105499 train_ssim=0.8760 val_loss=0.111231 val_ssim=0.8692 val_psnr=32.36 lr=0.00014788519 epoch_seconds=39.247 run_seconds=34131.828 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 865 heartbeat: batch=1/455 avg_train_loss=0.109447 avg_train_ssim=0.8714 run_seconds=34132.099
epoch 865 heartbeat: batch=128/455 avg_train_loss=0.105628 avg_train_ssim=0.8758 run_seconds=34142.107
epoch 865 heartbeat: batch=259/455 avg_train_loss=0.105443 avg_train_ssim=0.8761 run_seconds=34152.107
epoch 865 heartbeat: batch=388/455 avg_train_loss=0.105457 avg_train_ssim=0.8760 run_seconds=34162.164
epoch 865: train_loss=0.105410 train_ssim=0.8761 val_loss=0.111445 val_ssim=0.8690 val_psnr=32.24 lr=0.000155 epoch_seconds=39.129 run_seconds=34170.996 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 866 heartbeat: batch=1/455 avg_train_loss=0.107971 avg_train_ssim=0.8731 run_seconds=34171.293
epoch 866 heartbeat: batch=128/455 avg_train_loss=0.105636 avg_train_ssim=0.8758 run_seconds=34181.302
epoch 866 heartbeat: batch=261/455 avg_train_loss=0.105504 avg_train_ssim=0.8760 run_seconds=34191.306
epoch 866 heartbeat: batch=388/455 avg_train_loss=0.105492 avg_train_ssim=0.8760 run_seconds=34201.312
epoch 866: train_loss=0.105448 train_ssim=0.8760 val_loss=0.110906 val_ssim=0.8696 val_psnr=32.33 lr=0.00016211481 epoch_seconds=39.111 run_seconds=34210.145 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 867 heartbeat: batch=1/455 avg_train_loss=0.106844 avg_train_ssim=0.8744 run_seconds=34210.411
epoch 867 heartbeat: batch=128/455 avg_train_loss=0.105533 avg_train_ssim=0.8759 run_seconds=34220.416
epoch 867 heartbeat: batch=261/455 avg_train_loss=0.105460 avg_train_ssim=0.8760 run_seconds=34230.427
epoch 867 heartbeat: batch=388/455 avg_train_loss=0.105423 avg_train_ssim=0.8761 run_seconds=34240.471
epoch 867: train_loss=0.105413 train_ssim=0.8761 val_loss=0.111249 val_ssim=0.8692 val_psnr=32.37 lr=0.00016921249 epoch_seconds=39.151 run_seconds=34249.332 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 868 heartbeat: batch=1/455 avg_train_loss=0.106283 avg_train_ssim=0.8751 run_seconds=34249.619
epoch 868 heartbeat: batch=128/455 avg_train_loss=0.105616 avg_train_ssim=0.8758 run_seconds=34259.633
epoch 868 heartbeat: batch=262/455 avg_train_loss=0.105526 avg_train_ssim=0.8760 run_seconds=34269.638
epoch 868 heartbeat: batch=389/455 avg_train_loss=0.105628 avg_train_ssim=0.8758 run_seconds=34279.649
epoch 868: train_loss=0.105739 train_ssim=0.8757 val_loss=0.111700 val_ssim=0.8687 val_psnr=32.20 lr=0.00017627592 epoch_seconds=39.038 run_seconds=34288.408 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 869 heartbeat: batch=1/455 avg_train_loss=0.107301 avg_train_ssim=0.8739 run_seconds=34288.709
epoch 869 heartbeat: batch=128/455 avg_train_loss=0.105646 avg_train_ssim=0.8758 run_seconds=34298.724
epoch 869 heartbeat: batch=262/455 avg_train_loss=0.105750 avg_train_ssim=0.8757 run_seconds=34308.787
epoch 869 heartbeat: batch=389/455 avg_train_loss=0.105626 avg_train_ssim=0.8758 run_seconds=34318.819
epoch 869: train_loss=0.105612 train_ssim=0.8759 val_loss=0.111540 val_ssim=0.8689 val_psnr=32.20 lr=0.0001832881 epoch_seconds=39.189 run_seconds=34327.632 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 870 heartbeat: batch=1/455 avg_train_loss=0.105263 avg_train_ssim=0.8763 run_seconds=34327.899
epoch 870 heartbeat: batch=129/455 avg_train_loss=0.105126 avg_train_ssim=0.8764 run_seconds=34337.962
epoch 870 heartbeat: batch=263/455 avg_train_loss=0.105281 avg_train_ssim=0.8762 run_seconds=34347.990
epoch 870 heartbeat: batch=390/455 avg_train_loss=0.105493 avg_train_ssim=0.8760 run_seconds=34358.004
epoch 870: train_loss=0.105492 train_ssim=0.8760 val_loss=0.111534 val_ssim=0.8689 val_psnr=32.21 lr=0.00019023213 epoch_seconds=39.011 run_seconds=34366.680 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 871 heartbeat: batch=1/455 avg_train_loss=0.105687 avg_train_ssim=0.8758 run_seconds=34366.941
epoch 871 heartbeat: batch=128/455 avg_train_loss=0.105367 avg_train_ssim=0.8761 run_seconds=34376.957
epoch 871 heartbeat: batch=262/455 avg_train_loss=0.105583 avg_train_ssim=0.8759 run_seconds=34387.008
epoch 871 heartbeat: batch=389/455 avg_train_loss=0.105599 avg_train_ssim=0.8759 run_seconds=34397.021
epoch 871: train_loss=0.105720 train_ssim=0.8757 val_loss=0.111490 val_ssim=0.8689 val_psnr=32.13 lr=0.00019709128 epoch_seconds=39.059 run_seconds=34405.775 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 872 heartbeat: batch=1/455 avg_train_loss=0.108955 avg_train_ssim=0.8719 run_seconds=34406.040
epoch 872 heartbeat: batch=128/455 avg_train_loss=0.105993 avg_train_ssim=0.8754 run_seconds=34416.044
epoch 872 heartbeat: batch=262/455 avg_train_loss=0.105683 avg_train_ssim=0.8758 run_seconds=34426.080
epoch 872 heartbeat: batch=389/455 avg_train_loss=0.105728 avg_train_ssim=0.8757 run_seconds=34436.107
epoch 872: train_loss=0.105714 train_ssim=0.8757 val_loss=0.111521 val_ssim=0.8689 val_psnr=32.01 lr=0.00020384903 epoch_seconds=39.081 run_seconds=34444.895 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 873 heartbeat: batch=1/455 avg_train_loss=0.103510 avg_train_ssim=0.8783 run_seconds=34445.173
epoch 873 heartbeat: batch=128/455 avg_train_loss=0.105784 avg_train_ssim=0.8757 run_seconds=34455.192
epoch 873 heartbeat: batch=262/455 avg_train_loss=0.105789 avg_train_ssim=0.8756 run_seconds=34465.193
epoch 873 heartbeat: batch=388/455 avg_train_loss=0.105793 avg_train_ssim=0.8756 run_seconds=34475.230
epoch 873: train_loss=0.105770 train_ssim=0.8757 val_loss=0.111398 val_ssim=0.8691 val_psnr=32.23 lr=0.0002104891 epoch_seconds=39.135 run_seconds=34484.068 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 874 heartbeat: batch=1/455 avg_train_loss=0.106610 avg_train_ssim=0.8747 run_seconds=34484.340
epoch 874 heartbeat: batch=129/455 avg_train_loss=0.105959 avg_train_ssim=0.8754 run_seconds=34494.418
epoch 874 heartbeat: batch=263/455 avg_train_loss=0.105760 avg_train_ssim=0.8757 run_seconds=34504.436
epoch 874 heartbeat: batch=389/455 avg_train_loss=0.105841 avg_train_ssim=0.8756 run_seconds=34514.459
epoch 874: train_loss=0.105799 train_ssim=0.8756 val_loss=0.111499 val_ssim=0.8689 val_psnr=32.27 lr=0.00021699549 epoch_seconds=39.126 run_seconds=34523.234 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 875 heartbeat: batch=1/455 avg_train_loss=0.103995 avg_train_ssim=0.8778 run_seconds=34523.547
epoch 875 heartbeat: batch=128/455 avg_train_loss=0.105696 avg_train_ssim=0.8758 run_seconds=34533.548
epoch 875 heartbeat: batch=262/455 avg_train_loss=0.105730 avg_train_ssim=0.8757 run_seconds=34543.611
epoch 875 heartbeat: batch=389/455 avg_train_loss=0.105652 avg_train_ssim=0.8758 run_seconds=34553.655
epoch 875: train_loss=0.105680 train_ssim=0.8758 val_loss=0.111715 val_ssim=0.8687 val_psnr=32.24 lr=0.00022335253 epoch_seconds=39.177 run_seconds=34562.449 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 876 heartbeat: batch=1/455 avg_train_loss=0.107212 avg_train_ssim=0.8740 run_seconds=34562.707
epoch 876 heartbeat: batch=128/455 avg_train_loss=0.106253 avg_train_ssim=0.8751 run_seconds=34572.724
epoch 876 heartbeat: batch=261/455 avg_train_loss=0.106190 avg_train_ssim=0.8752 run_seconds=34582.755
epoch 876 heartbeat: batch=388/455 avg_train_loss=0.106076 avg_train_ssim=0.8753 run_seconds=34592.812
epoch 876: train_loss=0.106044 train_ssim=0.8753 val_loss=0.111943 val_ssim=0.8684 val_psnr=32.28 lr=0.0002295449 epoch_seconds=39.233 run_seconds=34601.720 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 877 heartbeat: batch=1/455 avg_train_loss=0.107340 avg_train_ssim=0.8738 run_seconds=34602.016
epoch 877 heartbeat: batch=129/455 avg_train_loss=0.105762 avg_train_ssim=0.8757 run_seconds=34612.088
epoch 877 heartbeat: batch=262/455 avg_train_loss=0.105741 avg_train_ssim=0.8757 run_seconds=34622.094
epoch 877 heartbeat: batch=388/455 avg_train_loss=0.105790 avg_train_ssim=0.8756 run_seconds=34632.157
epoch 877: train_loss=0.105790 train_ssim=0.8756 val_loss=0.111882 val_ssim=0.8685 val_psnr=32.23 lr=0.00023555768 epoch_seconds=39.220 run_seconds=34640.976 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 878 heartbeat: batch=1/455 avg_train_loss=0.104300 avg_train_ssim=0.8774 run_seconds=34641.286
epoch 878 heartbeat: batch=128/455 avg_train_loss=0.105845 avg_train_ssim=0.8756 run_seconds=34651.297
epoch 878 heartbeat: batch=262/455 avg_train_loss=0.105807 avg_train_ssim=0.8756 run_seconds=34661.371
epoch 878 heartbeat: batch=389/455 avg_train_loss=0.105782 avg_train_ssim=0.8757 run_seconds=34671.373
epoch 878: train_loss=0.105821 train_ssim=0.8756 val_loss=0.111654 val_ssim=0.8687 val_psnr=32.27 lr=0.0002413764 epoch_seconds=39.166 run_seconds=34680.178 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 879 heartbeat: batch=1/455 avg_train_loss=0.110654 avg_train_ssim=0.8699 run_seconds=34680.443
epoch 879 heartbeat: batch=128/455 avg_train_loss=0.105551 avg_train_ssim=0.8759 run_seconds=34690.457
epoch 879 heartbeat: batch=266/455 avg_train_loss=0.106096 avg_train_ssim=0.8753 run_seconds=34700.459
epoch 879 heartbeat: batch=393/455 avg_train_loss=0.106542 avg_train_ssim=0.8748 run_seconds=34710.487
epoch 879: train_loss=0.106618 train_ssim=0.8747 val_loss=0.112394 val_ssim=0.8679 val_psnr=32.02 lr=0.00024698703 epoch_seconds=38.755 run_seconds=34718.968 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 880 heartbeat: batch=1/455 avg_train_loss=0.107599 avg_train_ssim=0.8735 run_seconds=34719.236
epoch 880 heartbeat: batch=128/455 avg_train_loss=0.106174 avg_train_ssim=0.8752 run_seconds=34729.246
epoch 880 heartbeat: batch=261/455 avg_train_loss=0.106122 avg_train_ssim=0.8753 run_seconds=34739.257
epoch 880 heartbeat: batch=388/455 avg_train_loss=0.106208 avg_train_ssim=0.8752 run_seconds=34749.277
epoch 880: train_loss=0.106204 train_ssim=0.8752 val_loss=0.111796 val_ssim=0.8686 val_psnr=32.12 lr=0.00025237605 epoch_seconds=39.064 run_seconds=34758.067 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 881 heartbeat: batch=1/455 avg_train_loss=0.108105 avg_train_ssim=0.8729 run_seconds=34758.334
epoch 881 heartbeat: batch=129/455 avg_train_loss=0.106337 avg_train_ssim=0.8750 run_seconds=34768.407
epoch 881 heartbeat: batch=262/455 avg_train_loss=0.106008 avg_train_ssim=0.8754 run_seconds=34778.408
epoch 881 heartbeat: batch=389/455 avg_train_loss=0.106053 avg_train_ssim=0.8753 run_seconds=34788.437
epoch 881: train_loss=0.106065 train_ssim=0.8753 val_loss=0.112303 val_ssim=0.8680 val_psnr=32.08 lr=0.00025753048 epoch_seconds=39.089 run_seconds=34797.194 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 882 heartbeat: batch=1/455 avg_train_loss=0.107616 avg_train_ssim=0.8735 run_seconds=34797.472
epoch 882 heartbeat: batch=129/455 avg_train_loss=0.105984 avg_train_ssim=0.8754 run_seconds=34807.546
epoch 882 heartbeat: batch=263/455 avg_train_loss=0.105945 avg_train_ssim=0.8755 run_seconds=34817.625
epoch 882 heartbeat: batch=390/455 avg_train_loss=0.106026 avg_train_ssim=0.8754 run_seconds=34827.630
epoch 882: train_loss=0.105961 train_ssim=0.8754 val_loss=0.111631 val_ssim=0.8688 val_psnr=32.27 lr=0.00026243791 epoch_seconds=39.061 run_seconds=34836.292 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 883 heartbeat: batch=1/455 avg_train_loss=0.106492 avg_train_ssim=0.8748 run_seconds=34836.552
epoch 883 heartbeat: batch=128/455 avg_train_loss=0.106003 avg_train_ssim=0.8754 run_seconds=34846.566
epoch 883 heartbeat: batch=262/455 avg_train_loss=0.105998 avg_train_ssim=0.8754 run_seconds=34856.611
epoch 883 heartbeat: batch=389/455 avg_train_loss=0.105951 avg_train_ssim=0.8755 run_seconds=34866.619
epoch 883: train_loss=0.105907 train_ssim=0.8755 val_loss=0.112341 val_ssim=0.8679 val_psnr=32.26 lr=0.00026708652 epoch_seconds=39.038 run_seconds=34875.365 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 884 heartbeat: batch=1/455 avg_train_loss=0.103350 avg_train_ssim=0.8785 run_seconds=34875.628
epoch 884 heartbeat: batch=128/455 avg_train_loss=0.105995 avg_train_ssim=0.8754 run_seconds=34885.662
epoch 884 heartbeat: batch=266/455 avg_train_loss=0.105939 avg_train_ssim=0.8755 run_seconds=34895.701
epoch 884 heartbeat: batch=394/455 avg_train_loss=0.106062 avg_train_ssim=0.8753 run_seconds=34905.779
epoch 884: train_loss=0.106013 train_ssim=0.8754 val_loss=0.111815 val_ssim=0.8686 val_psnr=32.26 lr=0.00027146509 epoch_seconds=38.737 run_seconds=34914.138 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 885 heartbeat: batch=1/455 avg_train_loss=0.106410 avg_train_ssim=0.8749 run_seconds=34914.404
epoch 885 heartbeat: batch=128/455 avg_train_loss=0.106001 avg_train_ssim=0.8754 run_seconds=34924.413
epoch 885 heartbeat: batch=261/455 avg_train_loss=0.105873 avg_train_ssim=0.8755 run_seconds=34934.414
epoch 885 heartbeat: batch=390/455 avg_train_loss=0.105922 avg_train_ssim=0.8755 run_seconds=34944.489
epoch 885: train_loss=0.105910 train_ssim=0.8755 val_loss=0.111592 val_ssim=0.8688 val_psnr=32.27 lr=0.00027556309 epoch_seconds=38.997 run_seconds=34953.171 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 886 heartbeat: batch=1/455 avg_train_loss=0.105271 avg_train_ssim=0.8763 run_seconds=34953.448
epoch 886 heartbeat: batch=128/455 avg_train_loss=0.105868 avg_train_ssim=0.8756 run_seconds=34963.482
epoch 886 heartbeat: batch=260/455 avg_train_loss=0.106032 avg_train_ssim=0.8754 run_seconds=34973.510
epoch 886 heartbeat: batch=388/455 avg_train_loss=0.106301 avg_train_ssim=0.8750 run_seconds=34983.515
epoch 886: train_loss=0.106369 train_ssim=0.8750 val_loss=0.112604 val_ssim=0.8676 val_psnr=32.17 lr=0.00027937065 epoch_seconds=39.189 run_seconds=34992.398 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 887 heartbeat: batch=1/455 avg_train_loss=0.112771 avg_train_ssim=0.8674 run_seconds=34992.666
epoch 887 heartbeat: batch=128/455 avg_train_loss=0.106483 avg_train_ssim=0.8748 run_seconds=35002.683
epoch 887 heartbeat: batch=261/455 avg_train_loss=0.106253 avg_train_ssim=0.8751 run_seconds=35012.689
epoch 887 heartbeat: batch=389/455 avg_train_loss=0.106198 avg_train_ssim=0.8752 run_seconds=35022.764
epoch 887: train_loss=0.106203 train_ssim=0.8752 val_loss=0.111661 val_ssim=0.8687 val_psnr=32.04 lr=0.00028287858 epoch_seconds=39.160 run_seconds=35031.594 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 888 heartbeat: batch=1/455 avg_train_loss=0.107676 avg_train_ssim=0.8734 run_seconds=35031.888
epoch 888 heartbeat: batch=127/455 avg_train_loss=0.109404 avg_train_ssim=0.8714 run_seconds=35041.902
epoch 888 heartbeat: batch=261/455 avg_train_loss=0.107920 avg_train_ssim=0.8731 run_seconds=35051.964
epoch 888 heartbeat: batch=388/455 avg_train_loss=0.107391 avg_train_ssim=0.8738 run_seconds=35062.018
epoch 888: train_loss=0.107300 train_ssim=0.8739 val_loss=0.112055 val_ssim=0.8683 val_psnr=32.07 lr=0.00028607845 epoch_seconds=39.271 run_seconds=35070.901 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 889 heartbeat: batch=1/455 avg_train_loss=0.104193 avg_train_ssim=0.8775 run_seconds=35071.181
epoch 889 heartbeat: batch=128/455 avg_train_loss=0.106246 avg_train_ssim=0.8751 run_seconds=35081.192
epoch 889 heartbeat: batch=262/455 avg_train_loss=0.106113 avg_train_ssim=0.8753 run_seconds=35091.260
epoch 889 heartbeat: batch=389/455 avg_train_loss=0.106134 avg_train_ssim=0.8752 run_seconds=35101.285
epoch 889: train_loss=0.106089 train_ssim=0.8753 val_loss=0.111672 val_ssim=0.8687 val_psnr=32.18 lr=0.00028896253 epoch_seconds=39.111 run_seconds=35110.050 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 890 heartbeat: batch=1/455 avg_train_loss=0.109394 avg_train_ssim=0.8714 run_seconds=35110.345
epoch 890 heartbeat: batch=128/455 avg_train_loss=0.106249 avg_train_ssim=0.8751 run_seconds=35120.362
epoch 890 heartbeat: batch=261/455 avg_train_loss=0.106162 avg_train_ssim=0.8752 run_seconds=35130.379
epoch 890 heartbeat: batch=388/455 avg_train_loss=0.106146 avg_train_ssim=0.8752 run_seconds=35140.401
epoch 890: train_loss=0.106089 train_ssim=0.8753 val_loss=0.112046 val_ssim=0.8683 val_psnr=32.22 lr=0.00029152389 epoch_seconds=39.168 run_seconds=35149.257 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 891 heartbeat: batch=1/455 avg_train_loss=0.102979 avg_train_ssim=0.8789 run_seconds=35149.550
epoch 891 heartbeat: batch=128/455 avg_train_loss=0.106141 avg_train_ssim=0.8752 run_seconds=35159.571
epoch 891 heartbeat: batch=262/455 avg_train_loss=0.105979 avg_train_ssim=0.8754 run_seconds=35169.647
epoch 891 heartbeat: batch=389/455 avg_train_loss=0.106014 avg_train_ssim=0.8754 run_seconds=35179.663
epoch 891: train_loss=0.105996 train_ssim=0.8754 val_loss=0.112028 val_ssim=0.8683 val_psnr=32.15 lr=0.00029375635 epoch_seconds=39.124 run_seconds=35188.420 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 892 heartbeat: batch=1/455 avg_train_loss=0.102956 avg_train_ssim=0.8790 run_seconds=35188.723
epoch 892 heartbeat: batch=128/455 avg_train_loss=0.106163 avg_train_ssim=0.8752 run_seconds=35198.725
epoch 892 heartbeat: batch=261/455 avg_train_loss=0.106143 avg_train_ssim=0.8752 run_seconds=35208.742
epoch 892 heartbeat: batch=388/455 avg_train_loss=0.106212 avg_train_ssim=0.8752 run_seconds=35218.768
epoch 892: train_loss=0.106168 train_ssim=0.8752 val_loss=0.112652 val_ssim=0.8676 val_psnr=32.20 lr=0.00029565453 epoch_seconds=39.128 run_seconds=35227.585 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 893 heartbeat: batch=1/455 avg_train_loss=0.106370 avg_train_ssim=0.8750 run_seconds=35227.854
epoch 893 heartbeat: batch=128/455 avg_train_loss=0.106450 avg_train_ssim=0.8749 run_seconds=35237.856
epoch 893 heartbeat: batch=263/455 avg_train_loss=0.106352 avg_train_ssim=0.8750 run_seconds=35247.927
epoch 893 heartbeat: batch=391/455 avg_train_loss=0.106250 avg_train_ssim=0.8751 run_seconds=35258.001
epoch 893: train_loss=0.106172 train_ssim=0.8752 val_loss=0.112056 val_ssim=0.8683 val_psnr=32.28 lr=0.00029721387 epoch_seconds=38.994 run_seconds=35266.615 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 894 heartbeat: batch=1/455 avg_train_loss=0.108330 avg_train_ssim=0.8727 run_seconds=35266.890
epoch 894 heartbeat: batch=128/455 avg_train_loss=0.106117 avg_train_ssim=0.8753 run_seconds=35276.963
epoch 894 heartbeat: batch=261/455 avg_train_loss=0.105960 avg_train_ssim=0.8754 run_seconds=35287.001
epoch 894 heartbeat: batch=388/455 avg_train_loss=0.106476 avg_train_ssim=0.8748 run_seconds=35297.035
epoch 894: train_loss=0.106666 train_ssim=0.8746 val_loss=0.113080 val_ssim=0.8671 val_psnr=32.10 lr=0.00029843059 epoch_seconds=39.243 run_seconds=35305.895 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 895 heartbeat: batch=1/455 avg_train_loss=0.108659 avg_train_ssim=0.8723 run_seconds=35306.175
epoch 895 heartbeat: batch=128/455 avg_train_loss=0.106892 avg_train_ssim=0.8744 run_seconds=35316.191
epoch 895 heartbeat: batch=262/455 avg_train_loss=0.106714 avg_train_ssim=0.8746 run_seconds=35326.208
epoch 895 heartbeat: batch=389/455 avg_train_loss=0.106538 avg_train_ssim=0.8748 run_seconds=35336.212
epoch 895: train_loss=0.106445 train_ssim=0.8749 val_loss=0.112635 val_ssim=0.8676 val_psnr=32.16 lr=0.00029930179 epoch_seconds=39.093 run_seconds=35345.025 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 896 heartbeat: batch=1/455 avg_train_loss=0.104303 avg_train_ssim=0.8774 run_seconds=35345.304
epoch 896 heartbeat: batch=128/455 avg_train_loss=0.106510 avg_train_ssim=0.8748 run_seconds=35355.349
epoch 896 heartbeat: batch=262/455 avg_train_loss=0.106373 avg_train_ssim=0.8750 run_seconds=35365.413
epoch 896 heartbeat: batch=389/455 avg_train_loss=0.106273 avg_train_ssim=0.8751 run_seconds=35375.425
epoch 896: train_loss=0.106196 train_ssim=0.8752 val_loss=0.111968 val_ssim=0.8684 val_psnr=32.16 lr=0.00029982534 epoch_seconds=39.091 run_seconds=35384.155 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 897 heartbeat: batch=1/455 avg_train_loss=0.104622 avg_train_ssim=0.8770 run_seconds=35384.439
epoch 897 heartbeat: batch=128/455 avg_train_loss=0.106242 avg_train_ssim=0.8751 run_seconds=35394.445
epoch 897 heartbeat: batch=262/455 avg_train_loss=0.106260 avg_train_ssim=0.8751 run_seconds=35404.517
epoch 897 heartbeat: batch=389/455 avg_train_loss=0.106432 avg_train_ssim=0.8749 run_seconds=35414.534
epoch 897: train_loss=0.106475 train_ssim=0.8748 val_loss=0.112101 val_ssim=0.8682 val_psnr=32.13 lr=0.0003 epoch_seconds=39.136 run_seconds=35423.327 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 898 heartbeat: batch=1/455 avg_train_loss=0.102847 avg_train_ssim=0.8791 run_seconds=35423.636
epoch 898 heartbeat: batch=128/455 avg_train_loss=0.106364 avg_train_ssim=0.8750 run_seconds=35433.646
epoch 898 heartbeat: batch=261/455 avg_train_loss=0.106258 avg_train_ssim=0.8751 run_seconds=35443.651
epoch 898 heartbeat: batch=388/455 avg_train_loss=0.106173 avg_train_ssim=0.8752 run_seconds=35453.655
epoch 898: train_loss=0.106124 train_ssim=0.8753 val_loss=0.112131 val_ssim=0.8682 val_psnr=31.98 lr=0.00029982534 epoch_seconds=39.082 run_seconds=35462.446 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 899 heartbeat: batch=1/455 avg_train_loss=0.107175 avg_train_ssim=0.8740 run_seconds=35462.742
epoch 899 heartbeat: batch=128/455 avg_train_loss=0.106157 avg_train_ssim=0.8752 run_seconds=35472.756
epoch 899 heartbeat: batch=261/455 avg_train_loss=0.106333 avg_train_ssim=0.8750 run_seconds=35482.786
epoch 899 heartbeat: batch=389/455 avg_train_loss=0.106288 avg_train_ssim=0.8751 run_seconds=35492.859
epoch 899: train_loss=0.106258 train_ssim=0.8751 val_loss=0.112274 val_ssim=0.8680 val_psnr=32.22 lr=0.00029930179 epoch_seconds=39.169 run_seconds=35501.656 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 900 heartbeat: batch=1/455 avg_train_loss=0.106198 avg_train_ssim=0.8752 run_seconds=35501.962
epoch 900 heartbeat: batch=128/455 avg_train_loss=0.106341 avg_train_ssim=0.8750 run_seconds=35511.965
epoch 900 heartbeat: batch=260/455 avg_train_loss=0.106186 avg_train_ssim=0.8752 run_seconds=35521.982
epoch 900 heartbeat: batch=387/455 avg_train_loss=0.106048 avg_train_ssim=0.8753 run_seconds=35531.986
epoch 900: train_loss=0.106033 train_ssim=0.8754 val_loss=0.111408 val_ssim=0.8690 val_psnr=32.15 lr=0.00029843059 epoch_seconds=39.247 run_seconds=35540.938 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 901 heartbeat: batch=1/455 avg_train_loss=0.105220 avg_train_ssim=0.8763 run_seconds=35541.204
epoch 901 heartbeat: batch=128/455 avg_train_loss=0.105937 avg_train_ssim=0.8755 run_seconds=35551.206
epoch 901 heartbeat: batch=261/455 avg_train_loss=0.106048 avg_train_ssim=0.8753 run_seconds=35561.238
epoch 901 heartbeat: batch=388/455 avg_train_loss=0.106015 avg_train_ssim=0.8754 run_seconds=35571.268
epoch 901: train_loss=0.106007 train_ssim=0.8754 val_loss=0.111478 val_ssim=0.8690 val_psnr=32.24 lr=0.00029721387 epoch_seconds=39.151 run_seconds=35580.126 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 902 heartbeat: batch=1/455 avg_train_loss=0.105622 avg_train_ssim=0.8759 run_seconds=35580.389
epoch 902 heartbeat: batch=129/455 avg_train_loss=0.105825 avg_train_ssim=0.8756 run_seconds=35590.458
epoch 902 heartbeat: batch=264/455 avg_train_loss=0.105839 avg_train_ssim=0.8756 run_seconds=35600.536
epoch 902 heartbeat: batch=391/455 avg_train_loss=0.105965 avg_train_ssim=0.8754 run_seconds=35610.553
epoch 902: train_loss=0.105978 train_ssim=0.8754 val_loss=0.112253 val_ssim=0.8680 val_psnr=32.24 lr=0.00029565453 epoch_seconds=38.978 run_seconds=35619.141 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 903 heartbeat: batch=1/455 avg_train_loss=0.104311 avg_train_ssim=0.8774 run_seconds=35619.430
epoch 903 heartbeat: batch=128/455 avg_train_loss=0.105987 avg_train_ssim=0.8754 run_seconds=35629.446
epoch 903 heartbeat: batch=262/455 avg_train_loss=0.105957 avg_train_ssim=0.8754 run_seconds=35639.500
epoch 903 heartbeat: batch=389/455 avg_train_loss=0.105981 avg_train_ssim=0.8754 run_seconds=35649.510
epoch 903: train_loss=0.106011 train_ssim=0.8754 val_loss=0.112655 val_ssim=0.8676 val_psnr=32.22 lr=0.00029375635 epoch_seconds=39.106 run_seconds=35658.284 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 904 heartbeat: batch=1/455 avg_train_loss=0.106967 avg_train_ssim=0.8743 run_seconds=35658.554
epoch 904 heartbeat: batch=128/455 avg_train_loss=0.106037 avg_train_ssim=0.8754 run_seconds=35668.565
epoch 904 heartbeat: batch=262/455 avg_train_loss=0.106120 avg_train_ssim=0.8753 run_seconds=35678.632
epoch 904 heartbeat: batch=389/455 avg_train_loss=0.106053 avg_train_ssim=0.8753 run_seconds=35688.662
epoch 904: train_loss=0.106103 train_ssim=0.8753 val_loss=0.112228 val_ssim=0.8681 val_psnr=32.20 lr=0.00029152389 epoch_seconds=39.137 run_seconds=35697.458 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 905 heartbeat: batch=1/455 avg_train_loss=0.106021 avg_train_ssim=0.8754 run_seconds=35697.730
epoch 905 heartbeat: batch=128/455 avg_train_loss=0.105672 avg_train_ssim=0.8758 run_seconds=35707.745
epoch 905 heartbeat: batch=261/455 avg_train_loss=0.105921 avg_train_ssim=0.8755 run_seconds=35717.748
epoch 905 heartbeat: batch=388/455 avg_train_loss=0.105981 avg_train_ssim=0.8754 run_seconds=35727.760
epoch 905: train_loss=0.105973 train_ssim=0.8754 val_loss=0.111794 val_ssim=0.8686 val_psnr=32.25 lr=0.00028896253 epoch_seconds=39.106 run_seconds=35736.602 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 906 heartbeat: batch=1/455 avg_train_loss=0.105036 avg_train_ssim=0.8765 run_seconds=35736.862
epoch 906 heartbeat: batch=129/455 avg_train_loss=0.105795 avg_train_ssim=0.8756 run_seconds=35746.942
epoch 906 heartbeat: batch=263/455 avg_train_loss=0.105707 avg_train_ssim=0.8757 run_seconds=35757.011
epoch 906 heartbeat: batch=390/455 avg_train_loss=0.105849 avg_train_ssim=0.8756 run_seconds=35767.021
epoch 906: train_loss=0.105898 train_ssim=0.8755 val_loss=0.111883 val_ssim=0.8685 val_psnr=32.32 lr=0.00028607845 epoch_seconds=39.091 run_seconds=35775.729 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 907 heartbeat: batch=1/455 avg_train_loss=0.101856 avg_train_ssim=0.8803 run_seconds=35775.992
epoch 907 heartbeat: batch=127/455 avg_train_loss=0.105666 avg_train_ssim=0.8758 run_seconds=35786.021
epoch 907 heartbeat: batch=263/455 avg_train_loss=0.105707 avg_train_ssim=0.8757 run_seconds=35796.050
epoch 907 heartbeat: batch=390/455 avg_train_loss=0.105840 avg_train_ssim=0.8756 run_seconds=35806.080
epoch 907: train_loss=0.105893 train_ssim=0.8755 val_loss=0.112466 val_ssim=0.8678 val_psnr=32.09 lr=0.00028287858 epoch_seconds=39.017 run_seconds=35814.782 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 908 heartbeat: batch=1/455 avg_train_loss=0.104938 avg_train_ssim=0.8766 run_seconds=35815.056
epoch 908 heartbeat: batch=128/455 avg_train_loss=0.106082 avg_train_ssim=0.8753 run_seconds=35825.057
epoch 908 heartbeat: batch=262/455 avg_train_loss=0.105924 avg_train_ssim=0.8755 run_seconds=35835.129
epoch 908 heartbeat: batch=389/455 avg_train_loss=0.105807 avg_train_ssim=0.8756 run_seconds=35845.142
epoch 908: train_loss=0.105858 train_ssim=0.8756 val_loss=0.112074 val_ssim=0.8683 val_psnr=31.96 lr=0.00027937065 epoch_seconds=39.084 run_seconds=35853.905 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 909 heartbeat: batch=1/455 avg_train_loss=0.108228 avg_train_ssim=0.8728 run_seconds=35854.172
epoch 909 heartbeat: batch=128/455 avg_train_loss=0.106033 avg_train_ssim=0.8754 run_seconds=35864.174
epoch 909 heartbeat: batch=261/455 avg_train_loss=0.105852 avg_train_ssim=0.8756 run_seconds=35874.187
epoch 909 heartbeat: batch=387/455 avg_train_loss=0.105853 avg_train_ssim=0.8756 run_seconds=35884.204
epoch 909: train_loss=0.105867 train_ssim=0.8756 val_loss=0.111820 val_ssim=0.8686 val_psnr=31.98 lr=0.00027556309 epoch_seconds=39.134 run_seconds=35893.076 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 910 heartbeat: batch=1/455 avg_train_loss=0.104051 avg_train_ssim=0.8777 run_seconds=35893.357
epoch 910 heartbeat: batch=128/455 avg_train_loss=0.105761 avg_train_ssim=0.8757 run_seconds=35903.432
epoch 910 heartbeat: batch=261/455 avg_train_loss=0.105586 avg_train_ssim=0.8759 run_seconds=35913.436
epoch 910 heartbeat: batch=388/455 avg_train_loss=0.105729 avg_train_ssim=0.8757 run_seconds=35923.448
epoch 910: train_loss=0.105682 train_ssim=0.8758 val_loss=0.112132 val_ssim=0.8682 val_psnr=32.06 lr=0.00027146509 epoch_seconds=39.210 run_seconds=35932.324 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 911 heartbeat: batch=1/455 avg_train_loss=0.109463 avg_train_ssim=0.8713 run_seconds=35932.594
epoch 911 heartbeat: batch=128/455 avg_train_loss=0.105767 avg_train_ssim=0.8757 run_seconds=35942.647
epoch 911 heartbeat: batch=262/455 avg_train_loss=0.107436 avg_train_ssim=0.8737 run_seconds=35952.727
epoch 911 heartbeat: batch=389/455 avg_train_loss=0.107019 avg_train_ssim=0.8742 run_seconds=35962.791
epoch 911: train_loss=0.106846 train_ssim=0.8744 val_loss=0.111903 val_ssim=0.8685 val_psnr=32.28 lr=0.00026708652 epoch_seconds=39.294 run_seconds=35971.657 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 912 heartbeat: batch=1/455 avg_train_loss=0.108133 avg_train_ssim=0.8729 run_seconds=35971.954
epoch 912 heartbeat: batch=128/455 avg_train_loss=0.106042 avg_train_ssim=0.8753 run_seconds=35981.971
epoch 912 heartbeat: batch=262/455 avg_train_loss=0.106000 avg_train_ssim=0.8754 run_seconds=35992.007
epoch 912 heartbeat: batch=389/455 avg_train_loss=0.105924 avg_train_ssim=0.8755 run_seconds=36002.013
epoch 912: train_loss=0.105917 train_ssim=0.8755 val_loss=0.111563 val_ssim=0.8689 val_psnr=32.30 lr=0.00026243791 epoch_seconds=39.110 run_seconds=36010.803 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 913 heartbeat: batch=1/455 avg_train_loss=0.108768 avg_train_ssim=0.8722 run_seconds=36011.072
epoch 913 heartbeat: batch=128/455 avg_train_loss=0.105912 avg_train_ssim=0.8755 run_seconds=36021.078
epoch 913 heartbeat: batch=262/455 avg_train_loss=0.105762 avg_train_ssim=0.8757 run_seconds=36031.087
epoch 913 heartbeat: batch=389/455 avg_train_loss=0.105802 avg_train_ssim=0.8756 run_seconds=36041.101
epoch 913: train_loss=0.105779 train_ssim=0.8757 val_loss=0.111742 val_ssim=0.8686 val_psnr=32.29 lr=0.00025753048 epoch_seconds=39.087 run_seconds=36049.928 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 914 heartbeat: batch=1/455 avg_train_loss=0.106592 avg_train_ssim=0.8747 run_seconds=36050.235
epoch 914 heartbeat: batch=129/455 avg_train_loss=0.105666 avg_train_ssim=0.8758 run_seconds=36060.315
epoch 914 heartbeat: batch=262/455 avg_train_loss=0.105592 avg_train_ssim=0.8759 run_seconds=36070.343
epoch 914 heartbeat: batch=389/455 avg_train_loss=0.105670 avg_train_ssim=0.8758 run_seconds=36080.348
epoch 914: train_loss=0.105637 train_ssim=0.8758 val_loss=0.112020 val_ssim=0.8683 val_psnr=31.97 lr=0.00025237605 epoch_seconds=39.121 run_seconds=36089.085 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 915 heartbeat: batch=1/455 avg_train_loss=0.108651 avg_train_ssim=0.8723 run_seconds=36089.370
epoch 915 heartbeat: batch=128/455 avg_train_loss=0.105593 avg_train_ssim=0.8759 run_seconds=36099.375
epoch 915 heartbeat: batch=262/455 avg_train_loss=0.105848 avg_train_ssim=0.8756 run_seconds=36109.447
epoch 915 heartbeat: batch=389/455 avg_train_loss=0.105752 avg_train_ssim=0.8757 run_seconds=36119.453
epoch 915: train_loss=0.105804 train_ssim=0.8756 val_loss=0.111980 val_ssim=0.8684 val_psnr=32.19 lr=0.00024698703 epoch_seconds=39.119 run_seconds=36128.239 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 916 heartbeat: batch=1/455 avg_train_loss=0.105722 avg_train_ssim=0.8757 run_seconds=36128.549
epoch 916 heartbeat: batch=129/455 avg_train_loss=0.105443 avg_train_ssim=0.8761 run_seconds=36138.617
epoch 916 heartbeat: batch=263/455 avg_train_loss=0.105460 avg_train_ssim=0.8760 run_seconds=36148.669
epoch 916 heartbeat: batch=390/455 avg_train_loss=0.105540 avg_train_ssim=0.8759 run_seconds=36158.676
epoch 916: train_loss=0.105528 train_ssim=0.8760 val_loss=0.111822 val_ssim=0.8685 val_psnr=32.28 lr=0.0002413764 epoch_seconds=39.119 run_seconds=36167.396 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 917 heartbeat: batch=1/455 avg_train_loss=0.104408 avg_train_ssim=0.8773 run_seconds=36167.661
epoch 917 heartbeat: batch=129/455 avg_train_loss=0.105464 avg_train_ssim=0.8760 run_seconds=36177.726
epoch 917 heartbeat: batch=262/455 avg_train_loss=0.105566 avg_train_ssim=0.8759 run_seconds=36187.749
epoch 917 heartbeat: batch=389/455 avg_train_loss=0.105550 avg_train_ssim=0.8759 run_seconds=36197.823
epoch 917: train_loss=0.105532 train_ssim=0.8759 val_loss=0.111013 val_ssim=0.8695 val_psnr=32.29 lr=0.00023555768 epoch_seconds=39.132 run_seconds=36206.564 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 918 heartbeat: batch=1/455 avg_train_loss=0.105522 avg_train_ssim=0.8760 run_seconds=36206.850
epoch 918 heartbeat: batch=127/455 avg_train_loss=0.105494 avg_train_ssim=0.8760 run_seconds=36216.875
epoch 918 heartbeat: batch=260/455 avg_train_loss=0.105626 avg_train_ssim=0.8758 run_seconds=36226.889
epoch 918 heartbeat: batch=387/455 avg_train_loss=0.105616 avg_train_ssim=0.8758 run_seconds=36236.910
epoch 918: train_loss=0.105542 train_ssim=0.8759 val_loss=0.112052 val_ssim=0.8683 val_psnr=32.28 lr=0.0002295449 epoch_seconds=39.275 run_seconds=36245.874 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 919 heartbeat: batch=1/455 avg_train_loss=0.107018 avg_train_ssim=0.8742 run_seconds=36246.150
epoch 919 heartbeat: batch=128/455 avg_train_loss=0.105354 avg_train_ssim=0.8762 run_seconds=36256.203
epoch 919 heartbeat: batch=261/455 avg_train_loss=0.105302 avg_train_ssim=0.8762 run_seconds=36266.208
epoch 919 heartbeat: batch=388/455 avg_train_loss=0.105338 avg_train_ssim=0.8762 run_seconds=36276.221
epoch 919: train_loss=0.105424 train_ssim=0.8761 val_loss=0.111247 val_ssim=0.8692 val_psnr=32.13 lr=0.00022335253 epoch_seconds=39.167 run_seconds=36285.078 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 920 heartbeat: batch=1/455 avg_train_loss=0.105588 avg_train_ssim=0.8759 run_seconds=36285.388
epoch 920 heartbeat: batch=128/455 avg_train_loss=0.105344 avg_train_ssim=0.8762 run_seconds=36295.393
epoch 920 heartbeat: batch=261/455 avg_train_loss=0.105277 avg_train_ssim=0.8762 run_seconds=36305.394
epoch 920 heartbeat: batch=388/455 avg_train_loss=0.105452 avg_train_ssim=0.8760 run_seconds=36315.399
epoch 920: train_loss=0.105422 train_ssim=0.8761 val_loss=0.111515 val_ssim=0.8689 val_psnr=32.26 lr=0.00021699549 epoch_seconds=39.117 run_seconds=36324.232 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 921 heartbeat: batch=1/455 avg_train_loss=0.104229 avg_train_ssim=0.8775 run_seconds=36324.505
epoch 921 heartbeat: batch=129/455 avg_train_loss=0.105168 avg_train_ssim=0.8764 run_seconds=36334.578
epoch 921 heartbeat: batch=263/455 avg_train_loss=0.105363 avg_train_ssim=0.8761 run_seconds=36344.618
epoch 921 heartbeat: batch=390/455 avg_train_loss=0.105304 avg_train_ssim=0.8762 run_seconds=36354.631
epoch 921: train_loss=0.105299 train_ssim=0.8762 val_loss=0.111192 val_ssim=0.8693 val_psnr=32.29 lr=0.0002104891 epoch_seconds=39.045 run_seconds=36363.314 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 922 heartbeat: batch=1/455 avg_train_loss=0.105668 avg_train_ssim=0.8758 run_seconds=36363.613
epoch 922 heartbeat: batch=128/455 avg_train_loss=0.105532 avg_train_ssim=0.8759 run_seconds=36373.617
epoch 922 heartbeat: batch=262/455 avg_train_loss=0.105429 avg_train_ssim=0.8761 run_seconds=36383.679
epoch 922 heartbeat: batch=390/455 avg_train_loss=0.105399 avg_train_ssim=0.8761 run_seconds=36393.762
epoch 922: train_loss=0.105403 train_ssim=0.8761 val_loss=0.111257 val_ssim=0.8692 val_psnr=32.12 lr=0.00020384903 epoch_seconds=39.122 run_seconds=36402.472 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 923 heartbeat: batch=1/455 avg_train_loss=0.106572 avg_train_ssim=0.8747 run_seconds=36402.742
epoch 923 heartbeat: batch=128/455 avg_train_loss=0.105180 avg_train_ssim=0.8764 run_seconds=36412.749
epoch 923 heartbeat: batch=262/455 avg_train_loss=0.105104 avg_train_ssim=0.8765 run_seconds=36422.825
epoch 923 heartbeat: batch=389/455 avg_train_loss=0.105175 avg_train_ssim=0.8764 run_seconds=36432.826
epoch 923: train_loss=0.105160 train_ssim=0.8764 val_loss=0.111578 val_ssim=0.8688 val_psnr=32.29 lr=0.00019709128 epoch_seconds=39.056 run_seconds=36441.564 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 924 heartbeat: batch=1/455 avg_train_loss=0.102361 avg_train_ssim=0.8797 run_seconds=36441.837
epoch 924 heartbeat: batch=128/455 avg_train_loss=0.105241 avg_train_ssim=0.8763 run_seconds=36451.850
epoch 924 heartbeat: batch=262/455 avg_train_loss=0.105217 avg_train_ssim=0.8763 run_seconds=36461.894
epoch 924 heartbeat: batch=390/455 avg_train_loss=0.105221 avg_train_ssim=0.8763 run_seconds=36471.970
epoch 924: train_loss=0.105274 train_ssim=0.8763 val_loss=0.111288 val_ssim=0.8692 val_psnr=32.21 lr=0.00019023213 epoch_seconds=39.115 run_seconds=36480.716 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 925 heartbeat: batch=1/455 avg_train_loss=0.105437 avg_train_ssim=0.8761 run_seconds=36481.018
epoch 925 heartbeat: batch=128/455 avg_train_loss=0.104785 avg_train_ssim=0.8768 run_seconds=36491.051
epoch 925 heartbeat: batch=261/455 avg_train_loss=0.105281 avg_train_ssim=0.8762 run_seconds=36501.054
epoch 925 heartbeat: batch=388/455 avg_train_loss=0.105291 avg_train_ssim=0.8762 run_seconds=36511.065
epoch 925: train_loss=0.105239 train_ssim=0.8763 val_loss=0.111808 val_ssim=0.8686 val_psnr=32.28 lr=0.0001832881 epoch_seconds=39.151 run_seconds=36519.902 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 926 heartbeat: batch=1/455 avg_train_loss=0.105320 avg_train_ssim=0.8762 run_seconds=36520.171
epoch 926 heartbeat: batch=128/455 avg_train_loss=0.104959 avg_train_ssim=0.8766 run_seconds=36530.193
epoch 926 heartbeat: batch=261/455 avg_train_loss=0.105042 avg_train_ssim=0.8765 run_seconds=36540.204
epoch 926 heartbeat: batch=388/455 avg_train_loss=0.105091 avg_train_ssim=0.8765 run_seconds=36550.205
epoch 926: train_loss=0.105038 train_ssim=0.8765 val_loss=0.110961 val_ssim=0.8696 val_psnr=32.33 lr=0.00017627592 epoch_seconds=39.118 run_seconds=36559.056 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 927 heartbeat: batch=1/455 avg_train_loss=0.102554 avg_train_ssim=0.8794 run_seconds=36559.328
epoch 927 heartbeat: batch=128/455 avg_train_loss=0.104886 avg_train_ssim=0.8767 run_seconds=36569.331
epoch 927 heartbeat: batch=262/455 avg_train_loss=0.104949 avg_train_ssim=0.8766 run_seconds=36579.348
epoch 927 heartbeat: batch=389/455 avg_train_loss=0.105035 avg_train_ssim=0.8765 run_seconds=36589.362
epoch 927: train_loss=0.105038 train_ssim=0.8765 val_loss=0.111002 val_ssim=0.8695 val_psnr=32.29 lr=0.00016921249 epoch_seconds=39.058 run_seconds=36598.151 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 928 heartbeat: batch=1/455 avg_train_loss=0.101468 avg_train_ssim=0.8807 run_seconds=36598.417
epoch 928 heartbeat: batch=128/455 avg_train_loss=0.105089 avg_train_ssim=0.8765 run_seconds=36608.433
epoch 928 heartbeat: batch=262/455 avg_train_loss=0.105026 avg_train_ssim=0.8765 run_seconds=36618.496
epoch 928 heartbeat: batch=389/455 avg_train_loss=0.105095 avg_train_ssim=0.8765 run_seconds=36628.505
epoch 928: train_loss=0.105039 train_ssim=0.8765 val_loss=0.111233 val_ssim=0.8692 val_psnr=32.29 lr=0.00016211481 epoch_seconds=39.137 run_seconds=36637.324 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 929 heartbeat: batch=1/455 avg_train_loss=0.102530 avg_train_ssim=0.8795 run_seconds=36637.594
epoch 929 heartbeat: batch=128/455 avg_train_loss=0.104765 avg_train_ssim=0.8768 run_seconds=36647.594
epoch 929 heartbeat: batch=261/455 avg_train_loss=0.104942 avg_train_ssim=0.8766 run_seconds=36657.611
epoch 929 heartbeat: batch=388/455 avg_train_loss=0.104999 avg_train_ssim=0.8766 run_seconds=36667.629
epoch 929: train_loss=0.105007 train_ssim=0.8766 val_loss=0.111283 val_ssim=0.8692 val_psnr=32.33 lr=0.000155 epoch_seconds=39.049 run_seconds=36676.411 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 930 heartbeat: batch=1/455 avg_train_loss=0.103667 avg_train_ssim=0.8781 run_seconds=36676.699
epoch 930 heartbeat: batch=128/455 avg_train_loss=0.104911 avg_train_ssim=0.8767 run_seconds=36686.745
epoch 930 heartbeat: batch=262/455 avg_train_loss=0.104815 avg_train_ssim=0.8768 run_seconds=36696.789
epoch 930 heartbeat: batch=389/455 avg_train_loss=0.104904 avg_train_ssim=0.8767 run_seconds=36706.794
epoch 930: train_loss=0.104935 train_ssim=0.8766 val_loss=0.110910 val_ssim=0.8696 val_psnr=32.12 lr=0.00014788519 epoch_seconds=39.117 run_seconds=36715.564 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 931 heartbeat: batch=1/455 avg_train_loss=0.106959 avg_train_ssim=0.8743 run_seconds=36715.831
epoch 931 heartbeat: batch=128/455 avg_train_loss=0.104886 avg_train_ssim=0.8767 run_seconds=36725.844
epoch 931 heartbeat: batch=261/455 avg_train_loss=0.104877 avg_train_ssim=0.8767 run_seconds=36735.850
epoch 931 heartbeat: batch=388/455 avg_train_loss=0.104908 avg_train_ssim=0.8767 run_seconds=36745.859
epoch 931: train_loss=0.104909 train_ssim=0.8767 val_loss=0.110863 val_ssim=0.8697 val_psnr=32.29 lr=0.00014078751 epoch_seconds=39.132 run_seconds=36754.732 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 932 heartbeat: batch=1/455 avg_train_loss=0.104021 avg_train_ssim=0.8777 run_seconds=36754.998
epoch 932 heartbeat: batch=128/455 avg_train_loss=0.104749 avg_train_ssim=0.8769 run_seconds=36765.006
epoch 932 heartbeat: batch=262/455 avg_train_loss=0.104910 avg_train_ssim=0.8767 run_seconds=36775.082
epoch 932 heartbeat: batch=389/455 avg_train_loss=0.104823 avg_train_ssim=0.8768 run_seconds=36785.084
epoch 932: train_loss=0.104756 train_ssim=0.8769 val_loss=0.111071 val_ssim=0.8694 val_psnr=32.23 lr=0.00013372408 epoch_seconds=39.096 run_seconds=36793.865 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 933 heartbeat: batch=1/455 avg_train_loss=0.105361 avg_train_ssim=0.8762 run_seconds=36794.134
epoch 933 heartbeat: batch=128/455 avg_train_loss=0.104873 avg_train_ssim=0.8767 run_seconds=36804.145
epoch 933 heartbeat: batch=261/455 avg_train_loss=0.104753 avg_train_ssim=0.8769 run_seconds=36814.193
epoch 933 heartbeat: batch=388/455 avg_train_loss=0.104733 avg_train_ssim=0.8769 run_seconds=36824.213
epoch 933: train_loss=0.104692 train_ssim=0.8769 val_loss=0.110767 val_ssim=0.8698 val_psnr=32.34 lr=0.0001267119 epoch_seconds=39.134 run_seconds=36833.037 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 934 heartbeat: batch=1/455 avg_train_loss=0.105213 avg_train_ssim=0.8763 run_seconds=36833.299
epoch 934 heartbeat: batch=128/455 avg_train_loss=0.104826 avg_train_ssim=0.8768 run_seconds=36843.318
epoch 934 heartbeat: batch=262/455 avg_train_loss=0.104875 avg_train_ssim=0.8767 run_seconds=36853.372
epoch 934 heartbeat: batch=389/455 avg_train_loss=0.104692 avg_train_ssim=0.8769 run_seconds=36863.380
epoch 934: train_loss=0.104714 train_ssim=0.8769 val_loss=0.111011 val_ssim=0.8695 val_psnr=32.39 lr=0.00011976787 epoch_seconds=39.047 run_seconds=36872.121 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 935 heartbeat: batch=1/455 avg_train_loss=0.110171 avg_train_ssim=0.8705 run_seconds=36872.415
epoch 935 heartbeat: batch=128/455 avg_train_loss=0.104406 avg_train_ssim=0.8773 run_seconds=36882.443
epoch 935 heartbeat: batch=261/455 avg_train_loss=0.104568 avg_train_ssim=0.8771 run_seconds=36892.509
epoch 935 heartbeat: batch=388/455 avg_train_loss=0.104619 avg_train_ssim=0.8770 run_seconds=36902.536
epoch 935: train_loss=0.104608 train_ssim=0.8770 val_loss=0.110924 val_ssim=0.8696 val_psnr=32.34 lr=0.00011290872 epoch_seconds=39.223 run_seconds=36911.381 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 936 heartbeat: batch=1/455 avg_train_loss=0.105272 avg_train_ssim=0.8763 run_seconds=36911.643
epoch 936 heartbeat: batch=129/455 avg_train_loss=0.104522 avg_train_ssim=0.8771 run_seconds=36921.715
epoch 936 heartbeat: batch=261/455 avg_train_loss=0.104462 avg_train_ssim=0.8772 run_seconds=36931.743
epoch 936 heartbeat: batch=389/455 avg_train_loss=0.104501 avg_train_ssim=0.8772 run_seconds=36941.821
epoch 936: train_loss=0.104530 train_ssim=0.8771 val_loss=0.110791 val_ssim=0.8698 val_psnr=32.30 lr=0.00010615097 epoch_seconds=39.159 run_seconds=36950.576 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 937 heartbeat: batch=1/455 avg_train_loss=0.106619 avg_train_ssim=0.8747 run_seconds=36950.849
epoch 937 heartbeat: batch=129/455 avg_train_loss=0.104519 avg_train_ssim=0.8771 run_seconds=36960.923
epoch 937 heartbeat: batch=263/455 avg_train_loss=0.104461 avg_train_ssim=0.8772 run_seconds=36970.963
epoch 937 heartbeat: batch=390/455 avg_train_loss=0.104443 avg_train_ssim=0.8772 run_seconds=36980.973
epoch 937: train_loss=0.104474 train_ssim=0.8772 val_loss=0.110598 val_ssim=0.8700 val_psnr=32.36 lr=9.9510902e-05 epoch_seconds=39.125 run_seconds=36989.737 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 938 heartbeat: batch=1/455 avg_train_loss=0.104235 avg_train_ssim=0.8775 run_seconds=36990.006
epoch 938 heartbeat: batch=128/455 avg_train_loss=0.104689 avg_train_ssim=0.8769 run_seconds=37000.036
epoch 938 heartbeat: batch=261/455 avg_train_loss=0.104584 avg_train_ssim=0.8771 run_seconds=37010.040
epoch 938 heartbeat: batch=388/455 avg_train_loss=0.104461 avg_train_ssim=0.8772 run_seconds=37020.071
epoch 938: train_loss=0.104443 train_ssim=0.8772 val_loss=0.110646 val_ssim=0.8699 val_psnr=32.25 lr=9.3004511e-05 epoch_seconds=39.130 run_seconds=37028.904 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 939 heartbeat: batch=1/455 avg_train_loss=0.105229 avg_train_ssim=0.8763 run_seconds=37029.169
epoch 939 heartbeat: batch=128/455 avg_train_loss=0.104459 avg_train_ssim=0.8772 run_seconds=37039.181
epoch 939 heartbeat: batch=261/455 avg_train_loss=0.104372 avg_train_ssim=0.8773 run_seconds=37049.201
epoch 939 heartbeat: batch=388/455 avg_train_loss=0.104417 avg_train_ssim=0.8773 run_seconds=37059.210
epoch 939: train_loss=0.104417 train_ssim=0.8773 val_loss=0.110535 val_ssim=0.8701 val_psnr=32.31 lr=8.6647473e-05 epoch_seconds=39.077 run_seconds=37068.017 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 940 heartbeat: batch=1/455 avg_train_loss=0.103952 avg_train_ssim=0.8778 run_seconds=37068.322
epoch 940 heartbeat: batch=129/455 avg_train_loss=0.104334 avg_train_ssim=0.8774 run_seconds=37078.389
epoch 940 heartbeat: batch=263/455 avg_train_loss=0.104398 avg_train_ssim=0.8773 run_seconds=37088.435
epoch 940 heartbeat: batch=390/455 avg_train_loss=0.104349 avg_train_ssim=0.8773 run_seconds=37098.443
epoch 940: train_loss=0.104341 train_ssim=0.8773 val_loss=0.110521 val_ssim=0.8701 val_psnr=32.34 lr=8.0455102e-05 epoch_seconds=39.021 run_seconds=37107.077 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 941 heartbeat: batch=1/455 avg_train_loss=0.103920 avg_train_ssim=0.8778 run_seconds=37107.350
epoch 941 heartbeat: batch=128/455 avg_train_loss=0.104132 avg_train_ssim=0.8776 run_seconds=37117.405
epoch 941 heartbeat: batch=260/455 avg_train_loss=0.104287 avg_train_ssim=0.8774 run_seconds=37127.432
epoch 941 heartbeat: batch=386/455 avg_train_loss=0.104293 avg_train_ssim=0.8774 run_seconds=37137.442
epoch 941: train_loss=0.104353 train_ssim=0.8773 val_loss=0.110539 val_ssim=0.8701 val_psnr=32.38 lr=7.4442316e-05 epoch_seconds=39.356 run_seconds=37146.470 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 942 heartbeat: batch=1/455 avg_train_loss=0.102532 avg_train_ssim=0.8795 run_seconds=37146.744
epoch 942 heartbeat: batch=127/455 avg_train_loss=0.104781 avg_train_ssim=0.8768 run_seconds=37156.802
epoch 942 heartbeat: batch=260/455 avg_train_loss=0.104650 avg_train_ssim=0.8770 run_seconds=37166.812
epoch 942 heartbeat: batch=387/455 avg_train_loss=0.104559 avg_train_ssim=0.8771 run_seconds=37176.813
epoch 942: train_loss=0.104472 train_ssim=0.8772 val_loss=0.110482 val_ssim=0.8701 val_psnr=32.23 lr=6.8623601e-05 epoch_seconds=39.305 run_seconds=37185.810 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 943 heartbeat: batch=1/455 avg_train_loss=0.103902 avg_train_ssim=0.8779 run_seconds=37186.084
epoch 943 heartbeat: batch=128/455 avg_train_loss=0.104309 avg_train_ssim=0.8774 run_seconds=37196.095
epoch 943 heartbeat: batch=261/455 avg_train_loss=0.104102 avg_train_ssim=0.8776 run_seconds=37206.102
epoch 943 heartbeat: batch=388/455 avg_train_loss=0.104232 avg_train_ssim=0.8775 run_seconds=37216.115
epoch 943: train_loss=0.104243 train_ssim=0.8775 val_loss=0.110405 val_ssim=0.8702 val_psnr=32.32 lr=6.3012974e-05 epoch_seconds=39.089 run_seconds=37224.937 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 944 heartbeat: batch=1/455 avg_train_loss=0.106347 avg_train_ssim=0.8750 run_seconds=37225.208
epoch 944 heartbeat: batch=128/455 avg_train_loss=0.104169 avg_train_ssim=0.8775 run_seconds=37235.217
epoch 944 heartbeat: batch=261/455 avg_train_loss=0.104113 avg_train_ssim=0.8776 run_seconds=37245.222
epoch 944 heartbeat: batch=389/455 avg_train_loss=0.104189 avg_train_ssim=0.8775 run_seconds=37255.300
epoch 944: train_loss=0.104193 train_ssim=0.8775 val_loss=0.110496 val_ssim=0.8701 val_psnr=32.34 lr=5.7623952e-05 epoch_seconds=39.071 run_seconds=37264.046 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 945 heartbeat: batch=1/455 avg_train_loss=0.106187 avg_train_ssim=0.8752 run_seconds=37264.307
epoch 945 heartbeat: batch=128/455 avg_train_loss=0.103872 avg_train_ssim=0.8779 run_seconds=37274.313
epoch 945 heartbeat: batch=261/455 avg_train_loss=0.103982 avg_train_ssim=0.8778 run_seconds=37284.349
epoch 945 heartbeat: batch=388/455 avg_train_loss=0.104101 avg_train_ssim=0.8776 run_seconds=37294.359
epoch 945: train_loss=0.104152 train_ssim=0.8776 val_loss=0.110266 val_ssim=0.8704 val_psnr=32.33 lr=5.2469517e-05 epoch_seconds=39.127 run_seconds=37303.207 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 946 heartbeat: batch=1/455 avg_train_loss=0.104096 avg_train_ssim=0.8776 run_seconds=37303.491
epoch 946 heartbeat: batch=128/455 avg_train_loss=0.104234 avg_train_ssim=0.8775 run_seconds=37313.500
epoch 946 heartbeat: batch=262/455 avg_train_loss=0.104146 avg_train_ssim=0.8776 run_seconds=37323.569
epoch 946 heartbeat: batch=390/455 avg_train_loss=0.104085 avg_train_ssim=0.8776 run_seconds=37333.644
epoch 946: train_loss=0.104111 train_ssim=0.8776 val_loss=0.110336 val_ssim=0.8703 val_psnr=32.35 lr=4.7562087e-05 epoch_seconds=39.113 run_seconds=37342.359 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 947 heartbeat: batch=1/455 avg_train_loss=0.103422 avg_train_ssim=0.8784 run_seconds=37342.641
epoch 947 heartbeat: batch=129/455 avg_train_loss=0.103909 avg_train_ssim=0.8779 run_seconds=37352.718
epoch 947 heartbeat: batch=262/455 avg_train_loss=0.103997 avg_train_ssim=0.8778 run_seconds=37362.721
epoch 947 heartbeat: batch=390/455 avg_train_loss=0.104078 avg_train_ssim=0.8777 run_seconds=37372.802
epoch 947: train_loss=0.104116 train_ssim=0.8776 val_loss=0.110281 val_ssim=0.8704 val_psnr=32.44 lr=4.2913484e-05 epoch_seconds=39.092 run_seconds=37381.486 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 948 heartbeat: batch=1/455 avg_train_loss=0.099921 avg_train_ssim=0.8825 run_seconds=37381.753
epoch 948 heartbeat: batch=127/455 avg_train_loss=0.103767 avg_train_ssim=0.8780 run_seconds=37391.787
epoch 948 heartbeat: batch=260/455 avg_train_loss=0.103870 avg_train_ssim=0.8779 run_seconds=37401.810
epoch 948 heartbeat: batch=387/455 avg_train_loss=0.104003 avg_train_ssim=0.8777 run_seconds=37411.857
epoch 948: train_loss=0.104029 train_ssim=0.8777 val_loss=0.110355 val_ssim=0.8703 val_psnr=32.39 lr=3.8534908e-05 epoch_seconds=39.219 run_seconds=37420.740 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 949 heartbeat: batch=1/455 avg_train_loss=0.105173 avg_train_ssim=0.8764 run_seconds=37421.049
epoch 949 heartbeat: batch=129/455 avg_train_loss=0.103990 avg_train_ssim=0.8778 run_seconds=37431.117
epoch 949 heartbeat: batch=263/455 avg_train_loss=0.103965 avg_train_ssim=0.8778 run_seconds=37441.192
epoch 949 heartbeat: batch=390/455 avg_train_loss=0.103940 avg_train_ssim=0.8778 run_seconds=37451.217
epoch 949: train_loss=0.104003 train_ssim=0.8777 val_loss=0.110208 val_ssim=0.8704 val_psnr=32.38 lr=3.4436906e-05 epoch_seconds=39.115 run_seconds=37459.893 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 950 heartbeat: batch=1/455 avg_train_loss=0.105583 avg_train_ssim=0.8759 run_seconds=37460.175
epoch 950 heartbeat: batch=128/455 avg_train_loss=0.103991 avg_train_ssim=0.8778 run_seconds=37470.255
epoch 950 heartbeat: batch=261/455 avg_train_loss=0.103923 avg_train_ssim=0.8778 run_seconds=37480.308
epoch 950 heartbeat: batch=388/455 avg_train_loss=0.103985 avg_train_ssim=0.8778 run_seconds=37490.312
epoch 950: train_loss=0.104009 train_ssim=0.8777 val_loss=0.110312 val_ssim=0.8703 val_psnr=32.36 lr=3.0629352e-05 epoch_seconds=39.255 run_seconds=37499.186 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 951 heartbeat: batch=1/455 avg_train_loss=0.099801 avg_train_ssim=0.8827 run_seconds=37499.466
epoch 951 heartbeat: batch=130/455 avg_train_loss=0.103722 avg_train_ssim=0.8781 run_seconds=37509.505
epoch 951 heartbeat: batch=262/455 avg_train_loss=0.103836 avg_train_ssim=0.8779 run_seconds=37519.550
epoch 951 heartbeat: batch=389/455 avg_train_loss=0.103899 avg_train_ssim=0.8779 run_seconds=37529.557
epoch 951: train_loss=0.103966 train_ssim=0.8778 val_loss=0.110227 val_ssim=0.8704 val_psnr=32.31 lr=2.7121417e-05 epoch_seconds=39.130 run_seconds=37538.352 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 952 heartbeat: batch=1/455 avg_train_loss=0.105397 avg_train_ssim=0.8761 run_seconds=37538.639
epoch 952 heartbeat: batch=128/455 avg_train_loss=0.103627 avg_train_ssim=0.8782 run_seconds=37548.652
epoch 952 heartbeat: batch=260/455 avg_train_loss=0.103766 avg_train_ssim=0.8780 run_seconds=37558.706
epoch 952 heartbeat: batch=387/455 avg_train_loss=0.103897 avg_train_ssim=0.8779 run_seconds=37568.723
epoch 952: train_loss=0.103895 train_ssim=0.8779 val_loss=0.110210 val_ssim=0.8704 val_psnr=32.34 lr=2.3921552e-05 epoch_seconds=39.224 run_seconds=37577.613 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 953 heartbeat: batch=1/455 avg_train_loss=0.102221 avg_train_ssim=0.8798 run_seconds=37577.878
epoch 953 heartbeat: batch=130/455 avg_train_loss=0.103732 avg_train_ssim=0.8781 run_seconds=37587.895
epoch 953 heartbeat: batch=262/455 avg_train_loss=0.103932 avg_train_ssim=0.8778 run_seconds=37597.963
epoch 953 heartbeat: batch=389/455 avg_train_loss=0.103926 avg_train_ssim=0.8778 run_seconds=37607.971
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 953: train_loss=0.103932 train_ssim=0.8778 val_loss=0.110153 val_ssim=0.8705 val_psnr=32.40 lr=2.1037468e-05 epoch_seconds=39.126 run_seconds=37616.774 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 954 heartbeat: batch=1/455 avg_train_loss=0.100663 avg_train_ssim=0.8817 run_seconds=37617.420
epoch 954 heartbeat: batch=131/455 avg_train_loss=0.104027 avg_train_ssim=0.8777 run_seconds=37627.450
epoch 954 heartbeat: batch=262/455 avg_train_loss=0.103770 avg_train_ssim=0.8780 run_seconds=37637.475
epoch 954 heartbeat: batch=389/455 avg_train_loss=0.103799 avg_train_ssim=0.8780 run_seconds=37647.478
epoch 954: train_loss=0.103872 train_ssim=0.8779 val_loss=0.110167 val_ssim=0.8705 val_psnr=32.36 lr=1.8476111e-05 epoch_seconds=39.059 run_seconds=37656.236 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 955 heartbeat: batch=1/455 avg_train_loss=0.108472 avg_train_ssim=0.8725 run_seconds=37656.501
epoch 955 heartbeat: batch=131/455 avg_train_loss=0.104056 avg_train_ssim=0.8777 run_seconds=37666.548
epoch 955 heartbeat: batch=262/455 avg_train_loss=0.103868 avg_train_ssim=0.8779 run_seconds=37676.609
epoch 955 heartbeat: batch=389/455 avg_train_loss=0.103877 avg_train_ssim=0.8779 run_seconds=37686.676
epoch 955: train_loss=0.103865 train_ssim=0.8779 val_loss=0.110237 val_ssim=0.8704 val_psnr=32.39 lr=1.6243651e-05 epoch_seconds=39.186 run_seconds=37695.458 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 956 heartbeat: batch=1/455 avg_train_loss=0.106698 avg_train_ssim=0.8746 run_seconds=37695.758
epoch 956 heartbeat: batch=131/455 avg_train_loss=0.103506 avg_train_ssim=0.8783 run_seconds=37705.763
epoch 956 heartbeat: batch=262/455 avg_train_loss=0.103655 avg_train_ssim=0.8782 run_seconds=37715.796
epoch 956 heartbeat: batch=390/455 avg_train_loss=0.103800 avg_train_ssim=0.8780 run_seconds=37725.871
epoch 956: train_loss=0.103846 train_ssim=0.8779 val_loss=0.110169 val_ssim=0.8705 val_psnr=32.41 lr=1.4345468e-05 epoch_seconds=39.131 run_seconds=37734.627 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 957 heartbeat: batch=1/455 avg_train_loss=0.105755 avg_train_ssim=0.8757 run_seconds=37734.907
epoch 957 heartbeat: batch=131/455 avg_train_loss=0.104137 avg_train_ssim=0.8776 run_seconds=37744.954
epoch 957 heartbeat: batch=262/455 avg_train_loss=0.103919 avg_train_ssim=0.8778 run_seconds=37755.010
epoch 957 heartbeat: batch=390/455 avg_train_loss=0.103933 avg_train_ssim=0.8778 run_seconds=37765.090
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 957: train_loss=0.103814 train_ssim=0.8780 val_loss=0.110092 val_ssim=0.8706 val_psnr=32.37 lr=1.2786134e-05 epoch_seconds=39.104 run_seconds=37773.765 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 958 heartbeat: batch=1/455 avg_train_loss=0.106647 avg_train_ssim=0.8746 run_seconds=37774.416
epoch 958 heartbeat: batch=130/455 avg_train_loss=0.103774 avg_train_ssim=0.8780 run_seconds=37784.421
epoch 958 heartbeat: batch=260/455 avg_train_loss=0.103731 avg_train_ssim=0.8781 run_seconds=37794.422
epoch 958 heartbeat: batch=387/455 avg_train_loss=0.103748 avg_train_ssim=0.8780 run_seconds=37804.425
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 958: train_loss=0.103775 train_ssim=0.8780 val_loss=0.110083 val_ssim=0.8706 val_psnr=32.38 lr=1.1569406e-05 epoch_seconds=39.201 run_seconds=37813.385 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 959 heartbeat: batch=1/455 avg_train_loss=0.103314 avg_train_ssim=0.8786 run_seconds=37814.105
epoch 959 heartbeat: batch=132/455 avg_train_loss=0.103858 avg_train_ssim=0.8779 run_seconds=37824.138
epoch 959 heartbeat: batch=261/455 avg_train_loss=0.103826 avg_train_ssim=0.8780 run_seconds=37834.185
epoch 959 heartbeat: batch=388/455 avg_train_loss=0.103795 avg_train_ssim=0.8780 run_seconds=37844.223
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 959: train_loss=0.103816 train_ssim=0.8780 val_loss=0.110035 val_ssim=0.8706 val_psnr=32.39 lr=1.0698215e-05 epoch_seconds=39.275 run_seconds=37853.106 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 960 heartbeat: batch=1/455 avg_train_loss=0.103359 avg_train_ssim=0.8785 run_seconds=37853.736
epoch 960 heartbeat: batch=135/455 avg_train_loss=0.104051 avg_train_ssim=0.8777 run_seconds=37863.770
epoch 960 heartbeat: batch=262/455 avg_train_loss=0.103875 avg_train_ssim=0.8779 run_seconds=37873.775
epoch 960 heartbeat: batch=389/455 avg_train_loss=0.103856 avg_train_ssim=0.8779 run_seconds=37883.787
epoch 960: train_loss=0.103817 train_ssim=0.8780 val_loss=0.110231 val_ssim=0.8704 val_psnr=32.41 lr=1.0174659e-05 epoch_seconds=39.068 run_seconds=37892.579 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 961 heartbeat: batch=1/455 avg_train_loss=0.102582 avg_train_ssim=0.8794 run_seconds=37892.842
epoch 961 heartbeat: batch=135/455 avg_train_loss=0.103667 avg_train_ssim=0.8781 run_seconds=37902.890
epoch 961 heartbeat: batch=262/455 avg_train_loss=0.103740 avg_train_ssim=0.8781 run_seconds=37912.918
epoch 961 heartbeat: batch=389/455 avg_train_loss=0.103789 avg_train_ssim=0.8780 run_seconds=37922.928
epoch 961: train_loss=0.103807 train_ssim=0.8780 val_loss=0.110089 val_ssim=0.8706 val_psnr=32.31 lr=1e-05 epoch_seconds=39.045 run_seconds=37931.661 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 962 heartbeat: batch=1/455 avg_train_loss=0.102104 avg_train_ssim=0.8800 run_seconds=37931.970
epoch 962 heartbeat: batch=134/455 avg_train_loss=0.103605 avg_train_ssim=0.8782 run_seconds=37941.972
epoch 962 heartbeat: batch=261/455 avg_train_loss=0.103640 avg_train_ssim=0.8782 run_seconds=37951.985
epoch 962 heartbeat: batch=388/455 avg_train_loss=0.103752 avg_train_ssim=0.8780 run_seconds=37961.988
epoch 962: train_loss=0.103796 train_ssim=0.8780 val_loss=0.110059 val_ssim=0.8706 val_psnr=32.39 lr=1.0174659e-05 epoch_seconds=39.127 run_seconds=37970.826 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 963 heartbeat: batch=1/455 avg_train_loss=0.104847 avg_train_ssim=0.8768 run_seconds=37971.104
epoch 963 heartbeat: batch=135/455 avg_train_loss=0.103910 avg_train_ssim=0.8779 run_seconds=37981.180
epoch 963 heartbeat: batch=262/455 avg_train_loss=0.103801 avg_train_ssim=0.8780 run_seconds=37991.190
epoch 963 heartbeat: batch=389/455 avg_train_loss=0.103765 avg_train_ssim=0.8780 run_seconds=38001.198
epoch 963: train_loss=0.103741 train_ssim=0.8781 val_loss=0.110079 val_ssim=0.8706 val_psnr=32.40 lr=1.0698215e-05 epoch_seconds=39.085 run_seconds=38009.948 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 964 heartbeat: batch=1/455 avg_train_loss=0.101804 avg_train_ssim=0.8803 run_seconds=38010.249
epoch 964 heartbeat: batch=135/455 avg_train_loss=0.103619 avg_train_ssim=0.8782 run_seconds=38020.279
epoch 964 heartbeat: batch=262/455 avg_train_loss=0.103842 avg_train_ssim=0.8779 run_seconds=38030.285
epoch 964 heartbeat: batch=389/455 avg_train_loss=0.103856 avg_train_ssim=0.8779 run_seconds=38040.291
epoch 964: train_loss=0.103811 train_ssim=0.8780 val_loss=0.110202 val_ssim=0.8705 val_psnr=32.38 lr=1.1569406e-05 epoch_seconds=39.049 run_seconds=38049.033 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 965 heartbeat: batch=1/455 avg_train_loss=0.102951 avg_train_ssim=0.8790 run_seconds=38049.325
epoch 965 heartbeat: batch=134/455 avg_train_loss=0.103823 avg_train_ssim=0.8780 run_seconds=38059.372
epoch 965 heartbeat: batch=261/455 avg_train_loss=0.103871 avg_train_ssim=0.8779 run_seconds=38069.403
epoch 965 heartbeat: batch=388/455 avg_train_loss=0.103806 avg_train_ssim=0.8780 run_seconds=38079.413
epoch 965: train_loss=0.103806 train_ssim=0.8780 val_loss=0.110140 val_ssim=0.8705 val_psnr=32.40 lr=1.2786134e-05 epoch_seconds=39.188 run_seconds=38088.257 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 966 heartbeat: batch=1/455 avg_train_loss=0.101972 avg_train_ssim=0.8801 run_seconds=38088.517
epoch 966 heartbeat: batch=135/455 avg_train_loss=0.103938 avg_train_ssim=0.8778 run_seconds=38098.570
epoch 966 heartbeat: batch=262/455 avg_train_loss=0.103873 avg_train_ssim=0.8779 run_seconds=38108.641
epoch 966 heartbeat: batch=389/455 avg_train_loss=0.103805 avg_train_ssim=0.8780 run_seconds=38118.671
epoch 966: train_loss=0.103800 train_ssim=0.8780 val_loss=0.110052 val_ssim=0.8706 val_psnr=32.35 lr=1.4345468e-05 epoch_seconds=39.101 run_seconds=38127.396 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 967 heartbeat: batch=1/455 avg_train_loss=0.104228 avg_train_ssim=0.8775 run_seconds=38127.709
epoch 967 heartbeat: batch=135/455 avg_train_loss=0.103812 avg_train_ssim=0.8780 run_seconds=38137.785
epoch 967 heartbeat: batch=262/455 avg_train_loss=0.103825 avg_train_ssim=0.8780 run_seconds=38147.832
epoch 967 heartbeat: batch=389/455 avg_train_loss=0.103854 avg_train_ssim=0.8779 run_seconds=38157.839
epoch 967: train_loss=0.103852 train_ssim=0.8779 val_loss=0.110105 val_ssim=0.8706 val_psnr=32.38 lr=1.6243651e-05 epoch_seconds=39.149 run_seconds=38166.583 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 968 heartbeat: batch=1/455 avg_train_loss=0.107183 avg_train_ssim=0.8740 run_seconds=38166.853
epoch 968 heartbeat: batch=135/455 avg_train_loss=0.103613 avg_train_ssim=0.8782 run_seconds=38176.905
epoch 968 heartbeat: batch=262/455 avg_train_loss=0.103763 avg_train_ssim=0.8780 run_seconds=38186.941
epoch 968 heartbeat: batch=389/455 avg_train_loss=0.103862 avg_train_ssim=0.8779 run_seconds=38196.946
epoch 968: train_loss=0.103899 train_ssim=0.8779 val_loss=0.110169 val_ssim=0.8705 val_psnr=32.39 lr=1.8476111e-05 epoch_seconds=39.124 run_seconds=38205.747 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 969 heartbeat: batch=1/455 avg_train_loss=0.106252 avg_train_ssim=0.8751 run_seconds=38206.025
epoch 969 heartbeat: batch=134/455 avg_train_loss=0.104133 avg_train_ssim=0.8776 run_seconds=38216.082
epoch 969 heartbeat: batch=261/455 avg_train_loss=0.103917 avg_train_ssim=0.8778 run_seconds=38226.087
epoch 969 heartbeat: batch=388/455 avg_train_loss=0.103852 avg_train_ssim=0.8779 run_seconds=38236.097
epoch 969: train_loss=0.103873 train_ssim=0.8779 val_loss=0.110165 val_ssim=0.8705 val_psnr=32.36 lr=2.1037468e-05 epoch_seconds=39.221 run_seconds=38245.007 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 970 heartbeat: batch=1/455 avg_train_loss=0.099203 avg_train_ssim=0.8834 run_seconds=38245.281
epoch 970 heartbeat: batch=135/455 avg_train_loss=0.103809 avg_train_ssim=0.8780 run_seconds=38255.299
epoch 970 heartbeat: batch=262/455 avg_train_loss=0.103840 avg_train_ssim=0.8779 run_seconds=38265.315
epoch 970 heartbeat: batch=389/455 avg_train_loss=0.103913 avg_train_ssim=0.8778 run_seconds=38275.334
epoch 970: train_loss=0.103859 train_ssim=0.8779 val_loss=0.110106 val_ssim=0.8706 val_psnr=32.39 lr=2.3921552e-05 epoch_seconds=39.014 run_seconds=38284.060 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 971 heartbeat: batch=1/455 avg_train_loss=0.102961 avg_train_ssim=0.8790 run_seconds=38284.345
epoch 971 heartbeat: batch=135/455 avg_train_loss=0.104104 avg_train_ssim=0.8776 run_seconds=38294.396
epoch 971 heartbeat: batch=262/455 avg_train_loss=0.104004 avg_train_ssim=0.8777 run_seconds=38304.409
epoch 971 heartbeat: batch=389/455 avg_train_loss=0.103903 avg_train_ssim=0.8779 run_seconds=38314.420
epoch 971: train_loss=0.103932 train_ssim=0.8778 val_loss=0.110273 val_ssim=0.8704 val_psnr=32.37 lr=2.7121417e-05 epoch_seconds=39.034 run_seconds=38323.134 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 972 heartbeat: batch=1/455 avg_train_loss=0.103045 avg_train_ssim=0.8789 run_seconds=38323.434
epoch 972 heartbeat: batch=135/455 avg_train_loss=0.103856 avg_train_ssim=0.8779 run_seconds=38333.495
epoch 972 heartbeat: batch=262/455 avg_train_loss=0.103874 avg_train_ssim=0.8779 run_seconds=38343.509
epoch 972 heartbeat: batch=389/455 avg_train_loss=0.103927 avg_train_ssim=0.8778 run_seconds=38353.512
epoch 972: train_loss=0.103955 train_ssim=0.8778 val_loss=0.110287 val_ssim=0.8704 val_psnr=32.34 lr=3.0629352e-05 epoch_seconds=39.144 run_seconds=38362.315 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 973 heartbeat: batch=1/455 avg_train_loss=0.105432 avg_train_ssim=0.8761 run_seconds=38362.582
epoch 973 heartbeat: batch=135/455 avg_train_loss=0.103945 avg_train_ssim=0.8778 run_seconds=38372.655
epoch 973 heartbeat: batch=262/455 avg_train_loss=0.103968 avg_train_ssim=0.8778 run_seconds=38382.666
epoch 973 heartbeat: batch=389/455 avg_train_loss=0.103964 avg_train_ssim=0.8778 run_seconds=38392.671
epoch 973: train_loss=0.103954 train_ssim=0.8778 val_loss=0.110160 val_ssim=0.8705 val_psnr=32.41 lr=3.4436906e-05 epoch_seconds=39.136 run_seconds=38401.488 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 974 heartbeat: batch=1/455 avg_train_loss=0.106049 avg_train_ssim=0.8753 run_seconds=38401.761
epoch 974 heartbeat: batch=134/455 avg_train_loss=0.103866 avg_train_ssim=0.8779 run_seconds=38411.825
epoch 974 heartbeat: batch=261/455 avg_train_loss=0.103842 avg_train_ssim=0.8779 run_seconds=38421.851
epoch 974 heartbeat: batch=388/455 avg_train_loss=0.103947 avg_train_ssim=0.8778 run_seconds=38431.854
epoch 974: train_loss=0.104026 train_ssim=0.8777 val_loss=0.110269 val_ssim=0.8704 val_psnr=32.35 lr=3.8534908e-05 epoch_seconds=39.150 run_seconds=38440.675 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 975 heartbeat: batch=1/455 avg_train_loss=0.101004 avg_train_ssim=0.8813 run_seconds=38440.941
epoch 975 heartbeat: batch=134/455 avg_train_loss=0.103898 avg_train_ssim=0.8779 run_seconds=38450.960
epoch 975 heartbeat: batch=261/455 avg_train_loss=0.104098 avg_train_ssim=0.8776 run_seconds=38460.971
epoch 975 heartbeat: batch=388/455 avg_train_loss=0.104086 avg_train_ssim=0.8776 run_seconds=38470.984
epoch 975: train_loss=0.104064 train_ssim=0.8777 val_loss=0.110308 val_ssim=0.8703 val_psnr=32.37 lr=4.2913484e-05 epoch_seconds=39.139 run_seconds=38479.851 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 976 heartbeat: batch=1/455 avg_train_loss=0.105685 avg_train_ssim=0.8758 run_seconds=38480.137
epoch 976 heartbeat: batch=135/455 avg_train_loss=0.103878 avg_train_ssim=0.8779 run_seconds=38490.164
epoch 976 heartbeat: batch=262/455 avg_train_loss=0.103965 avg_train_ssim=0.8778 run_seconds=38500.177
epoch 976 heartbeat: batch=389/455 avg_train_loss=0.103997 avg_train_ssim=0.8777 run_seconds=38510.191
epoch 976: train_loss=0.104126 train_ssim=0.8776 val_loss=0.110360 val_ssim=0.8703 val_psnr=32.33 lr=4.7562087e-05 epoch_seconds=39.091 run_seconds=38518.978 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 977 heartbeat: batch=1/455 avg_train_loss=0.104522 avg_train_ssim=0.8771 run_seconds=38519.293
epoch 977 heartbeat: batch=135/455 avg_train_loss=0.104044 avg_train_ssim=0.8777 run_seconds=38529.364
epoch 977 heartbeat: batch=262/455 avg_train_loss=0.103981 avg_train_ssim=0.8778 run_seconds=38539.366
epoch 977 heartbeat: batch=389/455 avg_train_loss=0.104153 avg_train_ssim=0.8776 run_seconds=38549.371
epoch 977: train_loss=0.104104 train_ssim=0.8776 val_loss=0.110278 val_ssim=0.8704 val_psnr=32.27 lr=5.2469517e-05 epoch_seconds=39.079 run_seconds=38558.094 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 978 heartbeat: batch=1/455 avg_train_loss=0.105291 avg_train_ssim=0.8762 run_seconds=38558.404
epoch 978 heartbeat: batch=136/455 avg_train_loss=0.104018 avg_train_ssim=0.8777 run_seconds=38568.479
epoch 978 heartbeat: batch=263/455 avg_train_loss=0.103973 avg_train_ssim=0.8778 run_seconds=38578.487
epoch 978 heartbeat: batch=390/455 avg_train_loss=0.104060 avg_train_ssim=0.8777 run_seconds=38588.489
epoch 978: train_loss=0.104173 train_ssim=0.8775 val_loss=0.110555 val_ssim=0.8700 val_psnr=32.33 lr=5.7623952e-05 epoch_seconds=39.063 run_seconds=38597.197 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 979 heartbeat: batch=1/455 avg_train_loss=0.105972 avg_train_ssim=0.8754 run_seconds=38597.480
epoch 979 heartbeat: batch=134/455 avg_train_loss=0.104344 avg_train_ssim=0.8773 run_seconds=38607.509
epoch 979 heartbeat: batch=261/455 avg_train_loss=0.104237 avg_train_ssim=0.8775 run_seconds=38617.512
epoch 979 heartbeat: batch=388/455 avg_train_loss=0.104149 avg_train_ssim=0.8776 run_seconds=38627.529
epoch 979: train_loss=0.104164 train_ssim=0.8776 val_loss=0.110409 val_ssim=0.8702 val_psnr=32.28 lr=6.3012974e-05 epoch_seconds=39.108 run_seconds=38636.344 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 980 heartbeat: batch=1/455 avg_train_loss=0.102616 avg_train_ssim=0.8794 run_seconds=38636.612
epoch 980 heartbeat: batch=135/455 avg_train_loss=0.104245 avg_train_ssim=0.8775 run_seconds=38646.641
epoch 980 heartbeat: batch=262/455 avg_train_loss=0.104249 avg_train_ssim=0.8775 run_seconds=38656.652
epoch 980 heartbeat: batch=389/455 avg_train_loss=0.104190 avg_train_ssim=0.8775 run_seconds=38666.666
epoch 980: train_loss=0.104246 train_ssim=0.8775 val_loss=0.110473 val_ssim=0.8701 val_psnr=32.31 lr=6.8623601e-05 epoch_seconds=39.040 run_seconds=38675.421 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 981 heartbeat: batch=1/455 avg_train_loss=0.107331 avg_train_ssim=0.8738 run_seconds=38675.706
epoch 981 heartbeat: batch=134/455 avg_train_loss=0.104185 avg_train_ssim=0.8775 run_seconds=38685.728
epoch 981 heartbeat: batch=262/455 avg_train_loss=0.104331 avg_train_ssim=0.8774 run_seconds=38695.806
epoch 981 heartbeat: batch=390/455 avg_train_loss=0.104244 avg_train_ssim=0.8775 run_seconds=38705.884
epoch 981: train_loss=0.104251 train_ssim=0.8775 val_loss=0.110560 val_ssim=0.8700 val_psnr=32.40 lr=7.4442316e-05 epoch_seconds=39.144 run_seconds=38714.600 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 982 heartbeat: batch=1/455 avg_train_loss=0.105217 avg_train_ssim=0.8763 run_seconds=38714.870
epoch 982 heartbeat: batch=135/455 avg_train_loss=0.104242 avg_train_ssim=0.8775 run_seconds=38724.915
epoch 982 heartbeat: batch=262/455 avg_train_loss=0.104398 avg_train_ssim=0.8773 run_seconds=38734.921
epoch 982 heartbeat: batch=389/455 avg_train_loss=0.104292 avg_train_ssim=0.8774 run_seconds=38744.936
epoch 982: train_loss=0.104308 train_ssim=0.8774 val_loss=0.110646 val_ssim=0.8699 val_psnr=32.33 lr=8.0455102e-05 epoch_seconds=39.055 run_seconds=38753.691 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 983 heartbeat: batch=1/455 avg_train_loss=0.103268 avg_train_ssim=0.8786 run_seconds=38753.997
epoch 983 heartbeat: batch=135/455 avg_train_loss=0.104230 avg_train_ssim=0.8775 run_seconds=38764.044
epoch 983 heartbeat: batch=263/455 avg_train_loss=0.104293 avg_train_ssim=0.8774 run_seconds=38774.122
epoch 983 heartbeat: batch=391/455 avg_train_loss=0.104380 avg_train_ssim=0.8773 run_seconds=38784.195
epoch 983: train_loss=0.104423 train_ssim=0.8773 val_loss=0.110866 val_ssim=0.8697 val_psnr=32.38 lr=8.6647473e-05 epoch_seconds=39.073 run_seconds=38792.799 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 984 heartbeat: batch=1/455 avg_train_loss=0.104978 avg_train_ssim=0.8766 run_seconds=38793.062
epoch 984 heartbeat: batch=135/455 avg_train_loss=0.104238 avg_train_ssim=0.8775 run_seconds=38803.075
epoch 984 heartbeat: batch=262/455 avg_train_loss=0.104280 avg_train_ssim=0.8774 run_seconds=38813.080
epoch 984 heartbeat: batch=389/455 avg_train_loss=0.104423 avg_train_ssim=0.8772 run_seconds=38823.128
epoch 984: train_loss=0.104420 train_ssim=0.8773 val_loss=0.110727 val_ssim=0.8698 val_psnr=32.32 lr=9.3004511e-05 epoch_seconds=39.037 run_seconds=38831.872 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 985 heartbeat: batch=1/455 avg_train_loss=0.106900 avg_train_ssim=0.8743 run_seconds=38832.138
epoch 985 heartbeat: batch=135/455 avg_train_loss=0.104528 avg_train_ssim=0.8771 run_seconds=38842.203
epoch 985 heartbeat: batch=262/455 avg_train_loss=0.104336 avg_train_ssim=0.8774 run_seconds=38852.224
epoch 985 heartbeat: batch=389/455 avg_train_loss=0.104491 avg_train_ssim=0.8772 run_seconds=38862.246
epoch 985: train_loss=0.104456 train_ssim=0.8772 val_loss=0.110747 val_ssim=0.8698 val_psnr=32.14 lr=9.9510902e-05 epoch_seconds=39.106 run_seconds=38871.018 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 986 heartbeat: batch=1/455 avg_train_loss=0.103984 avg_train_ssim=0.8778 run_seconds=38871.281
epoch 986 heartbeat: batch=136/455 avg_train_loss=0.105126 avg_train_ssim=0.8764 run_seconds=38881.342
epoch 986 heartbeat: batch=264/455 avg_train_loss=0.104879 avg_train_ssim=0.8767 run_seconds=38891.418
epoch 986 heartbeat: batch=391/455 avg_train_loss=0.104873 avg_train_ssim=0.8767 run_seconds=38901.429
epoch 986: train_loss=0.104802 train_ssim=0.8768 val_loss=0.110841 val_ssim=0.8697 val_psnr=32.37 lr=0.00010615097 epoch_seconds=38.960 run_seconds=38910.015 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 987 heartbeat: batch=1/455 avg_train_loss=0.102809 avg_train_ssim=0.8791 run_seconds=38910.281
epoch 987 heartbeat: batch=135/455 avg_train_loss=0.104928 avg_train_ssim=0.8767 run_seconds=38920.342
epoch 987 heartbeat: batch=262/455 avg_train_loss=0.104706 avg_train_ssim=0.8769 run_seconds=38930.347
epoch 987 heartbeat: batch=389/455 avg_train_loss=0.104727 avg_train_ssim=0.8769 run_seconds=38940.372
epoch 987: train_loss=0.104638 train_ssim=0.8770 val_loss=0.110861 val_ssim=0.8697 val_psnr=32.38 lr=0.00011290872 epoch_seconds=39.078 run_seconds=38949.129 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 988 heartbeat: batch=1/455 avg_train_loss=0.106317 avg_train_ssim=0.8750 run_seconds=38949.409
epoch 988 heartbeat: batch=135/455 avg_train_loss=0.104565 avg_train_ssim=0.8771 run_seconds=38959.438
epoch 988 heartbeat: batch=262/455 avg_train_loss=0.104523 avg_train_ssim=0.8771 run_seconds=38969.453
epoch 988 heartbeat: batch=389/455 avg_train_loss=0.104578 avg_train_ssim=0.8771 run_seconds=38979.469
epoch 988: train_loss=0.104569 train_ssim=0.8771 val_loss=0.110924 val_ssim=0.8696 val_psnr=32.27 lr=0.00011976787 epoch_seconds=39.058 run_seconds=38988.226 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 989 heartbeat: batch=1/455 avg_train_loss=0.101451 avg_train_ssim=0.8807 run_seconds=38988.496
epoch 989 heartbeat: batch=135/455 avg_train_loss=0.104668 avg_train_ssim=0.8770 run_seconds=38998.539
epoch 989 heartbeat: batch=262/455 avg_train_loss=0.104730 avg_train_ssim=0.8769 run_seconds=39008.546
epoch 989 heartbeat: batch=389/455 avg_train_loss=0.104684 avg_train_ssim=0.8769 run_seconds=39018.626
epoch 989: train_loss=0.104667 train_ssim=0.8770 val_loss=0.110792 val_ssim=0.8698 val_psnr=32.32 lr=0.0001267119 epoch_seconds=39.148 run_seconds=39027.410 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 990 heartbeat: batch=1/455 avg_train_loss=0.106492 avg_train_ssim=0.8748 run_seconds=39027.708
epoch 990 heartbeat: batch=135/455 avg_train_loss=0.104696 avg_train_ssim=0.8769 run_seconds=39037.776
epoch 990 heartbeat: batch=262/455 avg_train_loss=0.104690 avg_train_ssim=0.8769 run_seconds=39047.782
epoch 990 heartbeat: batch=389/455 avg_train_loss=0.104623 avg_train_ssim=0.8770 run_seconds=39057.786
epoch 990: train_loss=0.104726 train_ssim=0.8769 val_loss=0.111111 val_ssim=0.8694 val_psnr=32.38 lr=0.00013372408 epoch_seconds=39.109 run_seconds=39066.556 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 991 heartbeat: batch=1/455 avg_train_loss=0.108592 avg_train_ssim=0.8723 run_seconds=39066.842
epoch 991 heartbeat: batch=135/455 avg_train_loss=0.105006 avg_train_ssim=0.8766 run_seconds=39076.905
epoch 991 heartbeat: batch=262/455 avg_train_loss=0.104814 avg_train_ssim=0.8768 run_seconds=39086.913
epoch 991 heartbeat: batch=389/455 avg_train_loss=0.104718 avg_train_ssim=0.8769 run_seconds=39096.931
epoch 991: train_loss=0.104723 train_ssim=0.8769 val_loss=0.110778 val_ssim=0.8698 val_psnr=32.17 lr=0.00014078751 epoch_seconds=39.092 run_seconds=39105.684 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 992 heartbeat: batch=1/455 avg_train_loss=0.101599 avg_train_ssim=0.8806 run_seconds=39105.948
epoch 992 heartbeat: batch=135/455 avg_train_loss=0.104554 avg_train_ssim=0.8771 run_seconds=39116.008
epoch 992 heartbeat: batch=262/455 avg_train_loss=0.104743 avg_train_ssim=0.8769 run_seconds=39126.022
epoch 992 heartbeat: batch=389/455 avg_train_loss=0.104750 avg_train_ssim=0.8769 run_seconds=39136.028
epoch 992: train_loss=0.104786 train_ssim=0.8768 val_loss=0.111219 val_ssim=0.8693 val_psnr=32.30 lr=0.00014788519 epoch_seconds=39.114 run_seconds=39144.833 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 993 heartbeat: batch=1/455 avg_train_loss=0.104032 avg_train_ssim=0.8777 run_seconds=39145.128
epoch 993 heartbeat: batch=135/455 avg_train_loss=0.104627 avg_train_ssim=0.8770 run_seconds=39155.175
epoch 993 heartbeat: batch=262/455 avg_train_loss=0.104801 avg_train_ssim=0.8768 run_seconds=39165.184
epoch 993 heartbeat: batch=389/455 avg_train_loss=0.104853 avg_train_ssim=0.8767 run_seconds=39175.193
epoch 993: train_loss=0.104801 train_ssim=0.8768 val_loss=0.110835 val_ssim=0.8697 val_psnr=32.28 lr=0.000155 epoch_seconds=39.070 run_seconds=39183.939 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 994 heartbeat: batch=1/455 avg_train_loss=0.099653 avg_train_ssim=0.8829 run_seconds=39184.233
epoch 994 heartbeat: batch=133/455 avg_train_loss=0.104746 avg_train_ssim=0.8769 run_seconds=39194.234
epoch 994 heartbeat: batch=260/455 avg_train_loss=0.104875 avg_train_ssim=0.8767 run_seconds=39204.283
epoch 994 heartbeat: batch=387/455 avg_train_loss=0.104760 avg_train_ssim=0.8769 run_seconds=39214.298
epoch 994: train_loss=0.104822 train_ssim=0.8768 val_loss=0.111042 val_ssim=0.8695 val_psnr=32.21 lr=0.00016211481 epoch_seconds=39.230 run_seconds=39223.204 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 995 heartbeat: batch=1/455 avg_train_loss=0.109226 avg_train_ssim=0.8716 run_seconds=39223.493
epoch 995 heartbeat: batch=134/455 avg_train_loss=0.107334 avg_train_ssim=0.8738 run_seconds=39233.503
epoch 995 heartbeat: batch=261/455 avg_train_loss=0.106914 avg_train_ssim=0.8743 run_seconds=39243.585
epoch 995 heartbeat: batch=389/455 avg_train_loss=0.106357 avg_train_ssim=0.8750 run_seconds=39253.663
epoch 995: train_loss=0.106174 train_ssim=0.8752 val_loss=0.111480 val_ssim=0.8690 val_psnr=32.32 lr=0.00016921249 epoch_seconds=39.174 run_seconds=39262.414 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 996 heartbeat: batch=1/455 avg_train_loss=0.104482 avg_train_ssim=0.8772 run_seconds=39262.680
epoch 996 heartbeat: batch=135/455 avg_train_loss=0.105305 avg_train_ssim=0.8762 run_seconds=39272.714
epoch 996 heartbeat: batch=262/455 avg_train_loss=0.105263 avg_train_ssim=0.8763 run_seconds=39282.723
epoch 996 heartbeat: batch=389/455 avg_train_loss=0.105102 avg_train_ssim=0.8765 run_seconds=39292.731
epoch 996: train_loss=0.105125 train_ssim=0.8764 val_loss=0.111336 val_ssim=0.8691 val_psnr=32.27 lr=0.00017627592 epoch_seconds=39.019 run_seconds=39301.471 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 997 heartbeat: batch=1/455 avg_train_loss=0.104661 avg_train_ssim=0.8770 run_seconds=39301.738
epoch 997 heartbeat: batch=134/455 avg_train_loss=0.104875 avg_train_ssim=0.8767 run_seconds=39311.757
epoch 997 heartbeat: batch=261/455 avg_train_loss=0.106082 avg_train_ssim=0.8753 run_seconds=39321.772
epoch 997 heartbeat: batch=388/455 avg_train_loss=0.106063 avg_train_ssim=0.8753 run_seconds=39331.778
epoch 997: train_loss=0.105997 train_ssim=0.8754 val_loss=0.112225 val_ssim=0.8681 val_psnr=32.30 lr=0.0001832881 epoch_seconds=39.109 run_seconds=39340.619 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 998 heartbeat: batch=1/455 avg_train_loss=0.106627 avg_train_ssim=0.8747 run_seconds=39340.889
epoch 998 heartbeat: batch=135/455 avg_train_loss=0.105801 avg_train_ssim=0.8756 run_seconds=39350.968
epoch 998 heartbeat: batch=262/455 avg_train_loss=0.105654 avg_train_ssim=0.8758 run_seconds=39361.009
epoch 998 heartbeat: batch=389/455 avg_train_loss=0.105418 avg_train_ssim=0.8761 run_seconds=39371.035
epoch 998: train_loss=0.105331 train_ssim=0.8762 val_loss=0.111507 val_ssim=0.8689 val_psnr=32.28 lr=0.00019023213 epoch_seconds=39.112 run_seconds=39379.769 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 999 heartbeat: batch=1/455 avg_train_loss=0.106977 avg_train_ssim=0.8743 run_seconds=39380.035
epoch 999 heartbeat: batch=135/455 avg_train_loss=0.105260 avg_train_ssim=0.8763 run_seconds=39390.070
epoch 999 heartbeat: batch=262/455 avg_train_loss=0.105202 avg_train_ssim=0.8763 run_seconds=39400.096
epoch 999 heartbeat: batch=389/455 avg_train_loss=0.105150 avg_train_ssim=0.8764 run_seconds=39410.097
epoch 999: train_loss=0.105163 train_ssim=0.8764 val_loss=0.111336 val_ssim=0.8691 val_psnr=32.27 lr=0.00019709128 epoch_seconds=39.071 run_seconds=39418.874 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1000 heartbeat: batch=1/455 avg_train_loss=0.104792 avg_train_ssim=0.8768 run_seconds=39419.145
epoch 1000 heartbeat: batch=133/455 avg_train_loss=0.105076 avg_train_ssim=0.8765 run_seconds=39429.173
epoch 1000 heartbeat: batch=260/455 avg_train_loss=0.105101 avg_train_ssim=0.8765 run_seconds=39439.196
epoch 1000 heartbeat: batch=387/455 avg_train_loss=0.105226 avg_train_ssim=0.8763 run_seconds=39449.216
epoch 1000: train_loss=0.105194 train_ssim=0.8763 val_loss=0.111211 val_ssim=0.8693 val_psnr=32.17 lr=0.00020384903 epoch_seconds=39.211 run_seconds=39458.124 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1001 heartbeat: batch=1/455 avg_train_loss=0.103072 avg_train_ssim=0.8788 run_seconds=39458.388
epoch 1001 heartbeat: batch=135/455 avg_train_loss=0.105000 avg_train_ssim=0.8766 run_seconds=39468.430
epoch 1001 heartbeat: batch=262/455 avg_train_loss=0.105024 avg_train_ssim=0.8765 run_seconds=39478.435
epoch 1001 heartbeat: batch=389/455 avg_train_loss=0.105164 avg_train_ssim=0.8764 run_seconds=39488.454
epoch 1001: train_loss=0.105141 train_ssim=0.8764 val_loss=0.111836 val_ssim=0.8685 val_psnr=32.35 lr=0.0002104891 epoch_seconds=39.093 run_seconds=39497.253 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1002 heartbeat: batch=1/455 avg_train_loss=0.106210 avg_train_ssim=0.8751 run_seconds=39497.517
epoch 1002 heartbeat: batch=135/455 avg_train_loss=0.105135 avg_train_ssim=0.8764 run_seconds=39507.555
epoch 1002 heartbeat: batch=262/455 avg_train_loss=0.105093 avg_train_ssim=0.8765 run_seconds=39517.567
epoch 1002 heartbeat: batch=390/455 avg_train_loss=0.105089 avg_train_ssim=0.8765 run_seconds=39527.646
epoch 1002: train_loss=0.105072 train_ssim=0.8765 val_loss=0.111305 val_ssim=0.8692 val_psnr=32.16 lr=0.00021699549 epoch_seconds=39.064 run_seconds=39536.353 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1003 heartbeat: batch=1/455 avg_train_loss=0.103702 avg_train_ssim=0.8781 run_seconds=39536.628
epoch 1003 heartbeat: batch=135/455 avg_train_loss=0.105355 avg_train_ssim=0.8762 run_seconds=39546.690
epoch 1003 heartbeat: batch=262/455 avg_train_loss=0.105298 avg_train_ssim=0.8762 run_seconds=39556.695
epoch 1003 heartbeat: batch=389/455 avg_train_loss=0.105291 avg_train_ssim=0.8762 run_seconds=39566.713
epoch 1003: train_loss=0.105289 train_ssim=0.8762 val_loss=0.112050 val_ssim=0.8683 val_psnr=32.27 lr=0.00022335253 epoch_seconds=39.075 run_seconds=39575.464 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1004 heartbeat: batch=1/455 avg_train_loss=0.102906 avg_train_ssim=0.8790 run_seconds=39575.737
epoch 1004 heartbeat: batch=134/455 avg_train_loss=0.105012 avg_train_ssim=0.8766 run_seconds=39585.749
epoch 1004 heartbeat: batch=261/455 avg_train_loss=0.105090 avg_train_ssim=0.8765 run_seconds=39595.768
epoch 1004 heartbeat: batch=388/455 avg_train_loss=0.105148 avg_train_ssim=0.8764 run_seconds=39605.774
epoch 1004: train_loss=0.105216 train_ssim=0.8763 val_loss=0.111018 val_ssim=0.8695 val_psnr=32.30 lr=0.0002295449 epoch_seconds=39.108 run_seconds=39614.609 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1005 heartbeat: batch=1/455 avg_train_loss=0.104809 avg_train_ssim=0.8768 run_seconds=39614.912
epoch 1005 heartbeat: batch=135/455 avg_train_loss=0.105195 avg_train_ssim=0.8763 run_seconds=39624.935
epoch 1005 heartbeat: batch=262/455 avg_train_loss=0.105381 avg_train_ssim=0.8761 run_seconds=39634.939
epoch 1005 heartbeat: batch=389/455 avg_train_loss=0.105316 avg_train_ssim=0.8762 run_seconds=39644.959
epoch 1005: train_loss=0.105260 train_ssim=0.8763 val_loss=0.111345 val_ssim=0.8691 val_psnr=32.15 lr=0.00023555768 epoch_seconds=39.082 run_seconds=39653.727 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1006 heartbeat: batch=1/455 avg_train_loss=0.103870 avg_train_ssim=0.8779 run_seconds=39654.015
epoch 1006 heartbeat: batch=135/455 avg_train_loss=0.105675 avg_train_ssim=0.8758 run_seconds=39664.054
epoch 1006 heartbeat: batch=262/455 avg_train_loss=0.105346 avg_train_ssim=0.8762 run_seconds=39674.059
epoch 1006 heartbeat: batch=389/455 avg_train_loss=0.105303 avg_train_ssim=0.8762 run_seconds=39684.062
epoch 1006: train_loss=0.105212 train_ssim=0.8763 val_loss=0.111506 val_ssim=0.8689 val_psnr=32.24 lr=0.0002413764 epoch_seconds=39.070 run_seconds=39692.834 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1007 heartbeat: batch=1/455 avg_train_loss=0.102345 avg_train_ssim=0.8797 run_seconds=39693.137
epoch 1007 heartbeat: batch=134/455 avg_train_loss=0.105389 avg_train_ssim=0.8761 run_seconds=39703.152
epoch 1007 heartbeat: batch=261/455 avg_train_loss=0.105284 avg_train_ssim=0.8762 run_seconds=39713.165
epoch 1007 heartbeat: batch=388/455 avg_train_loss=0.105364 avg_train_ssim=0.8761 run_seconds=39723.179
epoch 1007: train_loss=0.105345 train_ssim=0.8762 val_loss=0.111417 val_ssim=0.8690 val_psnr=32.26 lr=0.00024698703 epoch_seconds=39.113 run_seconds=39731.984 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1008 heartbeat: batch=1/455 avg_train_loss=0.103606 avg_train_ssim=0.8782 run_seconds=39732.249
epoch 1008 heartbeat: batch=135/455 avg_train_loss=0.105191 avg_train_ssim=0.8763 run_seconds=39742.296
epoch 1008 heartbeat: batch=262/455 avg_train_loss=0.105143 avg_train_ssim=0.8764 run_seconds=39752.356
epoch 1008 heartbeat: batch=390/455 avg_train_loss=0.105133 avg_train_ssim=0.8764 run_seconds=39762.434
epoch 1008: train_loss=0.105199 train_ssim=0.8763 val_loss=0.111514 val_ssim=0.8689 val_psnr=32.27 lr=0.00025237605 epoch_seconds=39.160 run_seconds=39771.180 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1009 heartbeat: batch=1/455 avg_train_loss=0.104026 avg_train_ssim=0.8777 run_seconds=39771.485
epoch 1009 heartbeat: batch=136/455 avg_train_loss=0.105941 avg_train_ssim=0.8755 run_seconds=39781.515
epoch 1009 heartbeat: batch=263/455 avg_train_loss=0.105711 avg_train_ssim=0.8757 run_seconds=39791.526
epoch 1009 heartbeat: batch=390/455 avg_train_loss=0.105550 avg_train_ssim=0.8759 run_seconds=39801.540
epoch 1009: train_loss=0.105536 train_ssim=0.8759 val_loss=0.111441 val_ssim=0.8690 val_psnr=32.31 lr=0.00025753048 epoch_seconds=39.011 run_seconds=39810.226 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1010 heartbeat: batch=1/455 avg_train_loss=0.104342 avg_train_ssim=0.8773 run_seconds=39810.504
epoch 1010 heartbeat: batch=135/455 avg_train_loss=0.105269 avg_train_ssim=0.8763 run_seconds=39820.531
epoch 1010 heartbeat: batch=262/455 avg_train_loss=0.105208 avg_train_ssim=0.8763 run_seconds=39830.532
epoch 1010 heartbeat: batch=389/455 avg_train_loss=0.105229 avg_train_ssim=0.8763 run_seconds=39840.537
epoch 1010: train_loss=0.105270 train_ssim=0.8763 val_loss=0.112234 val_ssim=0.8681 val_psnr=32.07 lr=0.00026243791 epoch_seconds=39.033 run_seconds=39849.296 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1011 heartbeat: batch=1/455 avg_train_loss=0.105249 avg_train_ssim=0.8763 run_seconds=39849.561
epoch 1011 heartbeat: batch=135/455 avg_train_loss=0.105259 avg_train_ssim=0.8763 run_seconds=39859.610
epoch 1011 heartbeat: batch=262/455 avg_train_loss=0.105390 avg_train_ssim=0.8761 run_seconds=39869.613
epoch 1011 heartbeat: batch=389/455 avg_train_loss=0.105375 avg_train_ssim=0.8761 run_seconds=39879.623
epoch 1011: train_loss=0.105408 train_ssim=0.8761 val_loss=0.111389 val_ssim=0.8691 val_psnr=32.37 lr=0.00026708652 epoch_seconds=39.062 run_seconds=39888.395 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1012 heartbeat: batch=1/455 avg_train_loss=0.105080 avg_train_ssim=0.8765 run_seconds=39888.671
epoch 1012 heartbeat: batch=135/455 avg_train_loss=0.105056 avg_train_ssim=0.8765 run_seconds=39898.743
epoch 1012 heartbeat: batch=262/455 avg_train_loss=0.105294 avg_train_ssim=0.8762 run_seconds=39908.746
epoch 1012 heartbeat: batch=389/455 avg_train_loss=0.105243 avg_train_ssim=0.8763 run_seconds=39918.763
epoch 1012: train_loss=0.105314 train_ssim=0.8762 val_loss=0.111273 val_ssim=0.8692 val_psnr=32.34 lr=0.00027146509 epoch_seconds=39.124 run_seconds=39927.557 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1013 heartbeat: batch=1/455 avg_train_loss=0.104369 avg_train_ssim=0.8773 run_seconds=39927.828
epoch 1013 heartbeat: batch=135/455 avg_train_loss=0.105179 avg_train_ssim=0.8764 run_seconds=39937.875
epoch 1013 heartbeat: batch=262/455 avg_train_loss=0.105219 avg_train_ssim=0.8763 run_seconds=39947.881
epoch 1013 heartbeat: batch=389/455 avg_train_loss=0.105302 avg_train_ssim=0.8762 run_seconds=39957.885
epoch 1013: train_loss=0.105355 train_ssim=0.8762 val_loss=0.111455 val_ssim=0.8690 val_psnr=32.33 lr=0.00027556309 epoch_seconds=39.125 run_seconds=39966.720 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1014 heartbeat: batch=1/455 avg_train_loss=0.102519 avg_train_ssim=0.8795 run_seconds=39966.991
epoch 1014 heartbeat: batch=135/455 avg_train_loss=0.105250 avg_train_ssim=0.8763 run_seconds=39977.029
epoch 1014 heartbeat: batch=263/455 avg_train_loss=0.105227 avg_train_ssim=0.8763 run_seconds=39987.100
epoch 1014 heartbeat: batch=390/455 avg_train_loss=0.105339 avg_train_ssim=0.8762 run_seconds=39997.121
epoch 1014: train_loss=0.105386 train_ssim=0.8761 val_loss=0.111967 val_ssim=0.8684 val_psnr=32.25 lr=0.00027937065 epoch_seconds=39.018 run_seconds=40005.772 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1015 heartbeat: batch=1/455 avg_train_loss=0.110956 avg_train_ssim=0.8696 run_seconds=40006.045
epoch 1015 heartbeat: batch=135/455 avg_train_loss=0.105381 avg_train_ssim=0.8761 run_seconds=40016.115
epoch 1015 heartbeat: batch=262/455 avg_train_loss=0.105325 avg_train_ssim=0.8762 run_seconds=40026.129
epoch 1015 heartbeat: batch=389/455 avg_train_loss=0.105304 avg_train_ssim=0.8762 run_seconds=40036.143
epoch 1015: train_loss=0.105397 train_ssim=0.8761 val_loss=0.111319 val_ssim=0.8691 val_psnr=32.13 lr=0.00028287858 epoch_seconds=39.126 run_seconds=40044.936 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1016 heartbeat: batch=1/455 avg_train_loss=0.106993 avg_train_ssim=0.8742 run_seconds=40045.201
epoch 1016 heartbeat: batch=135/455 avg_train_loss=0.105514 avg_train_ssim=0.8760 run_seconds=40055.244
epoch 1016 heartbeat: batch=262/455 avg_train_loss=0.108103 avg_train_ssim=0.8729 run_seconds=40065.262
epoch 1016 heartbeat: batch=389/455 avg_train_loss=0.107601 avg_train_ssim=0.8735 run_seconds=40075.273
epoch 1016: train_loss=0.107479 train_ssim=0.8737 val_loss=0.111974 val_ssim=0.8684 val_psnr=32.15 lr=0.00028607845 epoch_seconds=39.076 run_seconds=40084.047 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1017 heartbeat: batch=1/455 avg_train_loss=0.104246 avg_train_ssim=0.8775 run_seconds=40084.323
epoch 1017 heartbeat: batch=135/455 avg_train_loss=0.106032 avg_train_ssim=0.8754 run_seconds=40094.401
epoch 1017 heartbeat: batch=262/455 avg_train_loss=0.105978 avg_train_ssim=0.8754 run_seconds=40104.408
epoch 1017 heartbeat: batch=389/455 avg_train_loss=0.105827 avg_train_ssim=0.8756 run_seconds=40114.445
epoch 1017: train_loss=0.105787 train_ssim=0.8756 val_loss=0.111574 val_ssim=0.8688 val_psnr=32.25 lr=0.00028896253 epoch_seconds=39.127 run_seconds=40123.212 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1018 heartbeat: batch=1/455 avg_train_loss=0.106085 avg_train_ssim=0.8753 run_seconds=40123.476
epoch 1018 heartbeat: batch=135/455 avg_train_loss=0.105688 avg_train_ssim=0.8758 run_seconds=40133.495
epoch 1018 heartbeat: batch=262/455 avg_train_loss=0.105692 avg_train_ssim=0.8758 run_seconds=40143.498
epoch 1018 heartbeat: batch=389/455 avg_train_loss=0.105617 avg_train_ssim=0.8758 run_seconds=40153.508
epoch 1018: train_loss=0.105604 train_ssim=0.8759 val_loss=0.111470 val_ssim=0.8690 val_psnr=32.32 lr=0.00029152389 epoch_seconds=39.004 run_seconds=40162.254 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1019 heartbeat: batch=1/455 avg_train_loss=0.102743 avg_train_ssim=0.8792 run_seconds=40162.518
epoch 1019 heartbeat: batch=135/455 avg_train_loss=0.105055 avg_train_ssim=0.8765 run_seconds=40172.566
epoch 1019 heartbeat: batch=262/455 avg_train_loss=0.105235 avg_train_ssim=0.8763 run_seconds=40182.580
epoch 1019 heartbeat: batch=389/455 avg_train_loss=0.105524 avg_train_ssim=0.8760 run_seconds=40192.584
epoch 1019: train_loss=0.105595 train_ssim=0.8759 val_loss=0.111599 val_ssim=0.8688 val_psnr=32.19 lr=0.00029375635 epoch_seconds=39.083 run_seconds=40201.374 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1020 heartbeat: batch=1/455 avg_train_loss=0.109179 avg_train_ssim=0.8717 run_seconds=40201.642
epoch 1020 heartbeat: batch=136/455 avg_train_loss=0.105332 avg_train_ssim=0.8762 run_seconds=40211.723
epoch 1020 heartbeat: batch=263/455 avg_train_loss=0.105471 avg_train_ssim=0.8760 run_seconds=40221.727
epoch 1020 heartbeat: batch=390/455 avg_train_loss=0.105437 avg_train_ssim=0.8761 run_seconds=40231.741
epoch 1020: train_loss=0.105535 train_ssim=0.8759 val_loss=0.111457 val_ssim=0.8690 val_psnr=32.28 lr=0.00029565453 epoch_seconds=39.013 run_seconds=40240.425 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1021 heartbeat: batch=1/455 avg_train_loss=0.104488 avg_train_ssim=0.8772 run_seconds=40240.688
epoch 1021 heartbeat: batch=134/455 avg_train_loss=0.105805 avg_train_ssim=0.8756 run_seconds=40250.699
epoch 1021 heartbeat: batch=260/455 avg_train_loss=0.105658 avg_train_ssim=0.8758 run_seconds=40260.757
epoch 1021 heartbeat: batch=387/455 avg_train_loss=0.105542 avg_train_ssim=0.8759 run_seconds=40270.773
epoch 1021: train_loss=0.105509 train_ssim=0.8760 val_loss=0.112072 val_ssim=0.8683 val_psnr=31.82 lr=0.00029721387 epoch_seconds=39.271 run_seconds=40279.733 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1022 heartbeat: batch=1/455 avg_train_loss=0.103245 avg_train_ssim=0.8786 run_seconds=40279.997
epoch 1022 heartbeat: batch=135/455 avg_train_loss=0.105200 avg_train_ssim=0.8763 run_seconds=40290.006
epoch 1022 heartbeat: batch=262/455 avg_train_loss=0.105422 avg_train_ssim=0.8761 run_seconds=40300.018
epoch 1022 heartbeat: batch=389/455 avg_train_loss=0.105362 avg_train_ssim=0.8761 run_seconds=40310.026
epoch 1022: train_loss=0.105448 train_ssim=0.8760 val_loss=0.111045 val_ssim=0.8695 val_psnr=32.20 lr=0.00029843059 epoch_seconds=38.980 run_seconds=40318.752 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1023 heartbeat: batch=1/455 avg_train_loss=0.108437 avg_train_ssim=0.8725 run_seconds=40319.021
epoch 1023 heartbeat: batch=135/455 avg_train_loss=0.105477 avg_train_ssim=0.8760 run_seconds=40329.060
epoch 1023 heartbeat: batch=262/455 avg_train_loss=0.105414 avg_train_ssim=0.8761 run_seconds=40339.064
epoch 1023 heartbeat: batch=389/455 avg_train_loss=0.105364 avg_train_ssim=0.8761 run_seconds=40349.070
epoch 1023: train_loss=0.105344 train_ssim=0.8762 val_loss=0.111707 val_ssim=0.8687 val_psnr=31.94 lr=0.00029930179 epoch_seconds=39.073 run_seconds=40357.861 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1024 heartbeat: batch=1/455 avg_train_loss=0.104008 avg_train_ssim=0.8777 run_seconds=40358.133
epoch 1024 heartbeat: batch=136/455 avg_train_loss=0.105640 avg_train_ssim=0.8758 run_seconds=40368.202
epoch 1024 heartbeat: batch=263/455 avg_train_loss=0.105392 avg_train_ssim=0.8761 run_seconds=40378.208
epoch 1024 heartbeat: batch=390/455 avg_train_loss=0.105412 avg_train_ssim=0.8761 run_seconds=40388.216
epoch 1024: train_loss=0.105463 train_ssim=0.8760 val_loss=0.111811 val_ssim=0.8686 val_psnr=31.84 lr=0.00029982534 epoch_seconds=39.022 run_seconds=40396.921 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1025 heartbeat: batch=1/455 avg_train_loss=0.101343 avg_train_ssim=0.8809 run_seconds=40397.185
epoch 1025 heartbeat: batch=135/455 avg_train_loss=0.105098 avg_train_ssim=0.8765 run_seconds=40407.216
epoch 1025 heartbeat: batch=262/455 avg_train_loss=0.105182 avg_train_ssim=0.8764 run_seconds=40417.228
epoch 1025 heartbeat: batch=389/455 avg_train_loss=0.105309 avg_train_ssim=0.8762 run_seconds=40427.239
epoch 1025: train_loss=0.105321 train_ssim=0.8762 val_loss=0.111434 val_ssim=0.8690 val_psnr=32.23 lr=0.0003 epoch_seconds=39.080 run_seconds=40436.040 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1026 heartbeat: batch=1/455 avg_train_loss=0.104763 avg_train_ssim=0.8768 run_seconds=40436.308
epoch 1026 heartbeat: batch=135/455 avg_train_loss=0.105421 avg_train_ssim=0.8761 run_seconds=40446.365
epoch 1026 heartbeat: batch=262/455 avg_train_loss=0.105394 avg_train_ssim=0.8761 run_seconds=40456.387
epoch 1026 heartbeat: batch=389/455 avg_train_loss=0.105308 avg_train_ssim=0.8762 run_seconds=40466.401
epoch 1026: train_loss=0.105278 train_ssim=0.8762 val_loss=0.111159 val_ssim=0.8693 val_psnr=32.29 lr=0.00029982534 epoch_seconds=39.073 run_seconds=40475.151 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1027 heartbeat: batch=1/455 avg_train_loss=0.102729 avg_train_ssim=0.8792 run_seconds=40475.421
epoch 1027 heartbeat: batch=136/455 avg_train_loss=0.105129 avg_train_ssim=0.8764 run_seconds=40485.497
epoch 1027 heartbeat: batch=263/455 avg_train_loss=0.105236 avg_train_ssim=0.8763 run_seconds=40495.507
epoch 1027 heartbeat: batch=390/455 avg_train_loss=0.105231 avg_train_ssim=0.8763 run_seconds=40505.512
epoch 1027: train_loss=0.105280 train_ssim=0.8762 val_loss=0.111441 val_ssim=0.8690 val_psnr=32.07 lr=0.00029930179 epoch_seconds=39.051 run_seconds=40514.239 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1028 heartbeat: batch=1/455 avg_train_loss=0.105191 avg_train_ssim=0.8763 run_seconds=40514.516
epoch 1028 heartbeat: batch=135/455 avg_train_loss=0.105319 avg_train_ssim=0.8762 run_seconds=40524.543
epoch 1028 heartbeat: batch=262/455 avg_train_loss=0.105247 avg_train_ssim=0.8763 run_seconds=40534.551
epoch 1028 heartbeat: batch=389/455 avg_train_loss=0.105183 avg_train_ssim=0.8764 run_seconds=40544.568
epoch 1028: train_loss=0.105205 train_ssim=0.8763 val_loss=0.111294 val_ssim=0.8692 val_psnr=32.25 lr=0.00029843059 epoch_seconds=39.071 run_seconds=40553.347 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1029 heartbeat: batch=1/455 avg_train_loss=0.102642 avg_train_ssim=0.8793 run_seconds=40553.655
epoch 1029 heartbeat: batch=135/455 avg_train_loss=0.105366 avg_train_ssim=0.8761 run_seconds=40563.734
epoch 1029 heartbeat: batch=262/455 avg_train_loss=0.105181 avg_train_ssim=0.8764 run_seconds=40573.760
epoch 1029 heartbeat: batch=389/455 avg_train_loss=0.105737 avg_train_ssim=0.8757 run_seconds=40583.782
epoch 1029: train_loss=0.105948 train_ssim=0.8755 val_loss=0.112584 val_ssim=0.8677 val_psnr=32.26 lr=0.00029721387 epoch_seconds=39.183 run_seconds=40592.567 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1030 heartbeat: batch=1/455 avg_train_loss=0.106820 avg_train_ssim=0.8744 run_seconds=40592.838
epoch 1030 heartbeat: batch=138/455 avg_train_loss=0.105964 avg_train_ssim=0.8754 run_seconds=40602.882
epoch 1030 heartbeat: batch=265/455 avg_train_loss=0.105839 avg_train_ssim=0.8756 run_seconds=40612.909
epoch 1030 heartbeat: batch=392/455 avg_train_loss=0.105629 avg_train_ssim=0.8758 run_seconds=40622.913
epoch 1030: train_loss=0.105614 train_ssim=0.8759 val_loss=0.111358 val_ssim=0.8691 val_psnr=32.30 lr=0.00029565453 epoch_seconds=38.854 run_seconds=40631.457 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1031 heartbeat: batch=1/455 avg_train_loss=0.103786 avg_train_ssim=0.8780 run_seconds=40631.750
epoch 1031 heartbeat: batch=135/455 avg_train_loss=0.105147 avg_train_ssim=0.8764 run_seconds=40641.802
epoch 1031 heartbeat: batch=262/455 avg_train_loss=0.105057 avg_train_ssim=0.8765 run_seconds=40651.804
epoch 1031 heartbeat: batch=389/455 avg_train_loss=0.105122 avg_train_ssim=0.8764 run_seconds=40661.814
epoch 1031: train_loss=0.105182 train_ssim=0.8764 val_loss=0.111137 val_ssim=0.8694 val_psnr=32.32 lr=0.00029375635 epoch_seconds=39.056 run_seconds=40670.548 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1032 heartbeat: batch=1/455 avg_train_loss=0.105040 avg_train_ssim=0.8765 run_seconds=40670.823
epoch 1032 heartbeat: batch=135/455 avg_train_loss=0.105188 avg_train_ssim=0.8764 run_seconds=40680.861
epoch 1032 heartbeat: batch=262/455 avg_train_loss=0.105168 avg_train_ssim=0.8764 run_seconds=40690.866
epoch 1032 heartbeat: batch=389/455 avg_train_loss=0.105257 avg_train_ssim=0.8763 run_seconds=40700.878
epoch 1032: train_loss=0.105230 train_ssim=0.8763 val_loss=0.111055 val_ssim=0.8695 val_psnr=32.34 lr=0.00029152389 epoch_seconds=39.062 run_seconds=40709.646 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1033 heartbeat: batch=1/455 avg_train_loss=0.109269 avg_train_ssim=0.8716 run_seconds=40709.944
epoch 1033 heartbeat: batch=134/455 avg_train_loss=0.105198 avg_train_ssim=0.8763 run_seconds=40719.984
epoch 1033 heartbeat: batch=261/455 avg_train_loss=0.105095 avg_train_ssim=0.8765 run_seconds=40730.010
epoch 1033 heartbeat: batch=388/455 avg_train_loss=0.105542 avg_train_ssim=0.8759 run_seconds=40740.033
epoch 1033: train_loss=0.105777 train_ssim=0.8757 val_loss=0.112506 val_ssim=0.8677 val_psnr=32.30 lr=0.00028896253 epoch_seconds=39.166 run_seconds=40748.847 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1034 heartbeat: batch=1/455 avg_train_loss=0.102462 avg_train_ssim=0.8796 run_seconds=40749.129
epoch 1034 heartbeat: batch=135/455 avg_train_loss=0.105669 avg_train_ssim=0.8758 run_seconds=40759.198
epoch 1034 heartbeat: batch=262/455 avg_train_loss=0.105662 avg_train_ssim=0.8758 run_seconds=40769.201
epoch 1034 heartbeat: batch=389/455 avg_train_loss=0.105508 avg_train_ssim=0.8760 run_seconds=40779.275
epoch 1034: train_loss=0.105471 train_ssim=0.8760 val_loss=0.111138 val_ssim=0.8694 val_psnr=32.31 lr=0.00028607845 epoch_seconds=39.183 run_seconds=40788.067 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1035 heartbeat: batch=1/455 avg_train_loss=0.111410 avg_train_ssim=0.8690 run_seconds=40788.338
epoch 1035 heartbeat: batch=135/455 avg_train_loss=0.105252 avg_train_ssim=0.8763 run_seconds=40798.403
epoch 1035 heartbeat: batch=262/455 avg_train_loss=0.105099 avg_train_ssim=0.8765 run_seconds=40808.449
epoch 1035 heartbeat: batch=389/455 avg_train_loss=0.105150 avg_train_ssim=0.8764 run_seconds=40818.461
epoch 1035: train_loss=0.105117 train_ssim=0.8764 val_loss=0.111423 val_ssim=0.8690 val_psnr=32.21 lr=0.00028287858 epoch_seconds=39.113 run_seconds=40827.215 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1036 heartbeat: batch=1/455 avg_train_loss=0.105052 avg_train_ssim=0.8765 run_seconds=40827.506
epoch 1036 heartbeat: batch=134/455 avg_train_loss=0.105223 avg_train_ssim=0.8763 run_seconds=40837.521
epoch 1036 heartbeat: batch=261/455 avg_train_loss=0.105201 avg_train_ssim=0.8763 run_seconds=40847.541
epoch 1036 heartbeat: batch=388/455 avg_train_loss=0.105178 avg_train_ssim=0.8764 run_seconds=40857.548
epoch 1036: train_loss=0.105155 train_ssim=0.8764 val_loss=0.110867 val_ssim=0.8697 val_psnr=32.35 lr=0.00027937065 epoch_seconds=39.187 run_seconds=40866.440 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1037 heartbeat: batch=1/455 avg_train_loss=0.106945 avg_train_ssim=0.8743 run_seconds=40866.722
epoch 1037 heartbeat: batch=135/455 avg_train_loss=0.105346 avg_train_ssim=0.8762 run_seconds=40876.737
epoch 1037 heartbeat: batch=262/455 avg_train_loss=0.104973 avg_train_ssim=0.8766 run_seconds=40886.748
epoch 1037 heartbeat: batch=389/455 avg_train_loss=0.105055 avg_train_ssim=0.8765 run_seconds=40896.751
epoch 1037: train_loss=0.105012 train_ssim=0.8766 val_loss=0.110953 val_ssim=0.8696 val_psnr=31.89 lr=0.00027556309 epoch_seconds=39.053 run_seconds=40905.532 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1038 heartbeat: batch=1/455 avg_train_loss=0.101975 avg_train_ssim=0.8801 run_seconds=40905.825
epoch 1038 heartbeat: batch=134/455 avg_train_loss=0.105165 avg_train_ssim=0.8764 run_seconds=40915.836
epoch 1038 heartbeat: batch=261/455 avg_train_loss=0.104998 avg_train_ssim=0.8766 run_seconds=40925.845
epoch 1038 heartbeat: batch=388/455 avg_train_loss=0.104877 avg_train_ssim=0.8767 run_seconds=40935.849
epoch 1038: train_loss=0.104859 train_ssim=0.8767 val_loss=0.110758 val_ssim=0.8698 val_psnr=32.28 lr=0.00027146509 epoch_seconds=39.105 run_seconds=40944.677 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1039 heartbeat: batch=1/455 avg_train_loss=0.105303 avg_train_ssim=0.8762 run_seconds=40944.973
epoch 1039 heartbeat: batch=134/455 avg_train_loss=0.104779 avg_train_ssim=0.8768 run_seconds=40954.981
epoch 1039 heartbeat: batch=261/455 avg_train_loss=0.104812 avg_train_ssim=0.8768 run_seconds=40964.988
epoch 1039 heartbeat: batch=388/455 avg_train_loss=0.104780 avg_train_ssim=0.8768 run_seconds=40975.000
epoch 1039: train_loss=0.104894 train_ssim=0.8767 val_loss=0.111374 val_ssim=0.8691 val_psnr=32.35 lr=0.00026708652 epoch_seconds=39.131 run_seconds=40983.845 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1040 heartbeat: batch=1/455 avg_train_loss=0.102025 avg_train_ssim=0.8801 run_seconds=40984.144
epoch 1040 heartbeat: batch=136/455 avg_train_loss=0.105101 avg_train_ssim=0.8765 run_seconds=40994.214
epoch 1040 heartbeat: batch=264/455 avg_train_loss=0.104876 avg_train_ssim=0.8767 run_seconds=41004.293
epoch 1040 heartbeat: batch=391/455 avg_train_loss=0.104833 avg_train_ssim=0.8768 run_seconds=41014.298
epoch 1040: train_loss=0.104822 train_ssim=0.8768 val_loss=0.110805 val_ssim=0.8697 val_psnr=32.32 lr=0.00026243791 epoch_seconds=39.017 run_seconds=41022.899 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1041 heartbeat: batch=1/455 avg_train_loss=0.104683 avg_train_ssim=0.8769 run_seconds=41023.166
epoch 1041 heartbeat: batch=135/455 avg_train_loss=0.104737 avg_train_ssim=0.8769 run_seconds=41033.243
epoch 1041 heartbeat: batch=262/455 avg_train_loss=0.104713 avg_train_ssim=0.8769 run_seconds=41043.258
epoch 1041 heartbeat: batch=389/455 avg_train_loss=0.104752 avg_train_ssim=0.8769 run_seconds=41053.266
epoch 1041: train_loss=0.104760 train_ssim=0.8769 val_loss=0.111055 val_ssim=0.8695 val_psnr=32.26 lr=0.00025753048 epoch_seconds=39.097 run_seconds=41062.033 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1042 heartbeat: batch=1/455 avg_train_loss=0.108782 avg_train_ssim=0.8721 run_seconds=41062.298
epoch 1042 heartbeat: batch=134/455 avg_train_loss=0.104721 avg_train_ssim=0.8769 run_seconds=41072.316
epoch 1042 heartbeat: batch=261/455 avg_train_loss=0.104551 avg_train_ssim=0.8771 run_seconds=41082.334
epoch 1042 heartbeat: batch=389/455 avg_train_loss=0.104653 avg_train_ssim=0.8770 run_seconds=41092.413
epoch 1042: train_loss=0.104644 train_ssim=0.8770 val_loss=0.110902 val_ssim=0.8696 val_psnr=32.33 lr=0.00025237605 epoch_seconds=39.117 run_seconds=41101.186 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1043 heartbeat: batch=1/455 avg_train_loss=0.104246 avg_train_ssim=0.8775 run_seconds=41101.475
epoch 1043 heartbeat: batch=134/455 avg_train_loss=0.105230 avg_train_ssim=0.8763 run_seconds=41111.501
epoch 1043 heartbeat: batch=261/455 avg_train_loss=0.105106 avg_train_ssim=0.8764 run_seconds=41121.543
epoch 1043 heartbeat: batch=388/455 avg_train_loss=0.104950 avg_train_ssim=0.8766 run_seconds=41131.545
epoch 1043: train_loss=0.104834 train_ssim=0.8768 val_loss=0.110761 val_ssim=0.8698 val_psnr=32.29 lr=0.00024698703 epoch_seconds=39.156 run_seconds=41140.378 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1044 heartbeat: batch=1/455 avg_train_loss=0.108174 avg_train_ssim=0.8728 run_seconds=41140.644
epoch 1044 heartbeat: batch=135/455 avg_train_loss=0.104652 avg_train_ssim=0.8770 run_seconds=41150.693
epoch 1044 heartbeat: batch=245/455 avg_train_loss=0.104621 avg_train_ssim=0.8770 run_seconds=41160.771
epoch 1044 heartbeat: batch=326/455 avg_train_loss=0.104670 avg_train_ssim=0.8770 run_seconds=41170.790
epoch 1044 heartbeat: batch=412/455 avg_train_loss=0.104614 avg_train_ssim=0.8770 run_seconds=41180.890
epoch 1044: train_loss=0.104562 train_ssim=0.8771 val_loss=0.110785 val_ssim=0.8698 val_psnr=32.10 lr=0.0002413764 epoch_seconds=50.934 run_seconds=41191.351 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1045 heartbeat: batch=1/455 avg_train_loss=0.103882 avg_train_ssim=0.8779 run_seconds=41191.665
epoch 1045 heartbeat: batch=84/455 avg_train_loss=0.104462 avg_train_ssim=0.8772 run_seconds=41201.698
epoch 1045 heartbeat: batch=165/455 avg_train_loss=0.104618 avg_train_ssim=0.8770 run_seconds=41211.708
epoch 1045 heartbeat: batch=246/455 avg_train_loss=0.104631 avg_train_ssim=0.8770 run_seconds=41221.768
epoch 1045 heartbeat: batch=327/455 avg_train_loss=0.104534 avg_train_ssim=0.8771 run_seconds=41231.791
epoch 1045 heartbeat: batch=408/455 avg_train_loss=0.104559 avg_train_ssim=0.8771 run_seconds=41241.847
epoch 1045: train_loss=0.104574 train_ssim=0.8771 val_loss=0.110279 val_ssim=0.8704 val_psnr=32.29 lr=0.00023555768 epoch_seconds=61.524 run_seconds=41252.913 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1046 heartbeat: batch=1/455 avg_train_loss=0.102742 avg_train_ssim=0.8792 run_seconds=41253.254
epoch 1046 heartbeat: batch=85/455 avg_train_loss=0.104328 avg_train_ssim=0.8774 run_seconds=41263.347
epoch 1046 heartbeat: batch=166/455 avg_train_loss=0.104581 avg_train_ssim=0.8771 run_seconds=41273.402
epoch 1046 heartbeat: batch=247/455 avg_train_loss=0.104600 avg_train_ssim=0.8770 run_seconds=41283.415
epoch 1046 heartbeat: batch=328/455 avg_train_loss=0.104578 avg_train_ssim=0.8771 run_seconds=41293.469
epoch 1046 heartbeat: batch=409/455 avg_train_loss=0.104545 avg_train_ssim=0.8771 run_seconds=41303.553
epoch 1046: train_loss=0.104517 train_ssim=0.8771 val_loss=0.110671 val_ssim=0.8699 val_psnr=32.26 lr=0.0002295449 epoch_seconds=61.374 run_seconds=41314.324 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1047 heartbeat: batch=1/455 avg_train_loss=0.102460 avg_train_ssim=0.8796 run_seconds=41314.694
epoch 1047 heartbeat: batch=84/455 avg_train_loss=0.104382 avg_train_ssim=0.8773 run_seconds=41324.728
epoch 1047 heartbeat: batch=165/455 avg_train_loss=0.104407 avg_train_ssim=0.8773 run_seconds=41334.735
epoch 1047 heartbeat: batch=246/455 avg_train_loss=0.104484 avg_train_ssim=0.8772 run_seconds=41344.815
epoch 1047 heartbeat: batch=327/455 avg_train_loss=0.104354 avg_train_ssim=0.8773 run_seconds=41354.888
epoch 1047 heartbeat: batch=408/455 avg_train_loss=0.104443 avg_train_ssim=0.8772 run_seconds=41364.891
epoch 1047: train_loss=0.104497 train_ssim=0.8772 val_loss=0.111447 val_ssim=0.8690 val_psnr=32.26 lr=0.00022335253 epoch_seconds=61.514 run_seconds=41375.876 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1048 heartbeat: batch=1/455 avg_train_loss=0.102599 avg_train_ssim=0.8794 run_seconds=41376.228
epoch 1048 heartbeat: batch=85/455 avg_train_loss=0.104633 avg_train_ssim=0.8770 run_seconds=41386.316
epoch 1048 heartbeat: batch=166/455 avg_train_loss=0.104516 avg_train_ssim=0.8771 run_seconds=41396.381
epoch 1048 heartbeat: batch=247/455 avg_train_loss=0.104516 avg_train_ssim=0.8771 run_seconds=41406.447
epoch 1048 heartbeat: batch=328/455 avg_train_loss=0.104497 avg_train_ssim=0.8772 run_seconds=41416.452
epoch 1048 heartbeat: batch=409/455 avg_train_loss=0.104424 avg_train_ssim=0.8772 run_seconds=41426.515
epoch 1048: train_loss=0.104465 train_ssim=0.8772 val_loss=0.110467 val_ssim=0.8701 val_psnr=32.39 lr=0.00021699549 epoch_seconds=61.511 run_seconds=41437.424 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1049 heartbeat: batch=1/455 avg_train_loss=0.100837 avg_train_ssim=0.8815 run_seconds=41437.749
epoch 1049 heartbeat: batch=84/455 avg_train_loss=0.104130 avg_train_ssim=0.8776 run_seconds=41447.803
epoch 1049 heartbeat: batch=165/455 avg_train_loss=0.104362 avg_train_ssim=0.8773 run_seconds=41457.851
epoch 1049 heartbeat: batch=246/455 avg_train_loss=0.104595 avg_train_ssim=0.8770 run_seconds=41467.914
epoch 1049 heartbeat: batch=327/455 avg_train_loss=0.104568 avg_train_ssim=0.8771 run_seconds=41477.969
epoch 1049 heartbeat: batch=408/455 avg_train_loss=0.104593 avg_train_ssim=0.8771 run_seconds=41487.979
epoch 1049: train_loss=0.104558 train_ssim=0.8771 val_loss=0.110504 val_ssim=0.8701 val_psnr=32.37 lr=0.0002104891 epoch_seconds=61.500 run_seconds=41498.964 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1050 heartbeat: batch=1/455 avg_train_loss=0.102591 avg_train_ssim=0.8794 run_seconds=41499.288
epoch 1050 heartbeat: batch=85/455 avg_train_loss=0.104411 avg_train_ssim=0.8773 run_seconds=41509.387
epoch 1050 heartbeat: batch=166/455 avg_train_loss=0.104499 avg_train_ssim=0.8772 run_seconds=41519.444
epoch 1050 heartbeat: batch=247/455 avg_train_loss=0.104442 avg_train_ssim=0.8772 run_seconds=41529.502
epoch 1050 heartbeat: batch=328/455 avg_train_loss=0.104373 avg_train_ssim=0.8773 run_seconds=41539.507
epoch 1050 heartbeat: batch=409/455 avg_train_loss=0.104417 avg_train_ssim=0.8773 run_seconds=41549.573
epoch 1050: train_loss=0.104406 train_ssim=0.8773 val_loss=0.110776 val_ssim=0.8698 val_psnr=32.32 lr=0.00020384903 epoch_seconds=61.443 run_seconds=41560.444 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1051 heartbeat: batch=1/455 avg_train_loss=0.105580 avg_train_ssim=0.8759 run_seconds=41560.787
epoch 1051 heartbeat: batch=85/455 avg_train_loss=0.104351 avg_train_ssim=0.8773 run_seconds=41570.900
epoch 1051 heartbeat: batch=166/455 avg_train_loss=0.104363 avg_train_ssim=0.8773 run_seconds=41580.950
epoch 1051 heartbeat: batch=247/455 avg_train_loss=0.104581 avg_train_ssim=0.8771 run_seconds=41590.969
epoch 1051 heartbeat: batch=328/455 avg_train_loss=0.104418 avg_train_ssim=0.8773 run_seconds=41601.042
epoch 1051 heartbeat: batch=409/455 avg_train_loss=0.104363 avg_train_ssim=0.8773 run_seconds=41611.067
epoch 1051: train_loss=0.104293 train_ssim=0.8774 val_loss=0.110402 val_ssim=0.8702 val_psnr=32.24 lr=0.00019709128 epoch_seconds=61.409 run_seconds=41621.892 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1052 heartbeat: batch=1/455 avg_train_loss=0.101858 avg_train_ssim=0.8803 run_seconds=41622.217
epoch 1052 heartbeat: batch=84/455 avg_train_loss=0.103825 avg_train_ssim=0.8780 run_seconds=41632.258
epoch 1052 heartbeat: batch=165/455 avg_train_loss=0.104047 avg_train_ssim=0.8777 run_seconds=41642.279
epoch 1052 heartbeat: batch=246/455 avg_train_loss=0.104107 avg_train_ssim=0.8776 run_seconds=41652.356
epoch 1052 heartbeat: batch=327/455 avg_train_loss=0.104216 avg_train_ssim=0.8775 run_seconds=41662.402
epoch 1052 heartbeat: batch=408/455 avg_train_loss=0.104291 avg_train_ssim=0.8774 run_seconds=41672.457
epoch 1052: train_loss=0.104254 train_ssim=0.8774 val_loss=0.110396 val_ssim=0.8702 val_psnr=32.16 lr=0.00019023213 epoch_seconds=61.593 run_seconds=41683.534 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1053 heartbeat: batch=1/455 avg_train_loss=0.103354 avg_train_ssim=0.8785 run_seconds=41683.843
epoch 1053 heartbeat: batch=119/455 avg_train_loss=0.104243 avg_train_ssim=0.8775 run_seconds=41693.880
epoch 1053 heartbeat: batch=247/455 avg_train_loss=0.104044 avg_train_ssim=0.8777 run_seconds=41703.952
epoch 1053 heartbeat: batch=374/455 avg_train_loss=0.104155 avg_train_ssim=0.8776 run_seconds=41713.982
epoch 1053: train_loss=0.104152 train_ssim=0.8776 val_loss=0.110748 val_ssim=0.8698 val_psnr=31.84 lr=0.0001832881 epoch_seconds=40.359 run_seconds=41723.931 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1054 heartbeat: batch=1/455 avg_train_loss=0.108958 avg_train_ssim=0.8719 run_seconds=41724.198
epoch 1054 heartbeat: batch=135/455 avg_train_loss=0.104516 avg_train_ssim=0.8771 run_seconds=41734.263
epoch 1054 heartbeat: batch=262/455 avg_train_loss=0.104409 avg_train_ssim=0.8773 run_seconds=41744.316
epoch 1054 heartbeat: batch=389/455 avg_train_loss=0.104321 avg_train_ssim=0.8774 run_seconds=41754.323
epoch 1054: train_loss=0.104287 train_ssim=0.8774 val_loss=0.110213 val_ssim=0.8704 val_psnr=32.35 lr=0.00017627592 epoch_seconds=39.102 run_seconds=41763.070 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1055 heartbeat: batch=1/455 avg_train_loss=0.102384 avg_train_ssim=0.8796 run_seconds=41763.338
epoch 1055 heartbeat: batch=136/455 avg_train_loss=0.104011 avg_train_ssim=0.8777 run_seconds=41773.404
epoch 1055 heartbeat: batch=263/455 avg_train_loss=0.104042 avg_train_ssim=0.8777 run_seconds=41783.413
epoch 1055 heartbeat: batch=390/455 avg_train_loss=0.104052 avg_train_ssim=0.8777 run_seconds=41793.438
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1055: train_loss=0.104006 train_ssim=0.8777 val_loss=0.109997 val_ssim=0.8707 val_psnr=32.37 lr=0.00016921249 epoch_seconds=39.015 run_seconds=41802.122 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1056 heartbeat: batch=1/455 avg_train_loss=0.104909 avg_train_ssim=0.8767 run_seconds=41802.703
epoch 1056 heartbeat: batch=135/455 avg_train_loss=0.104111 avg_train_ssim=0.8776 run_seconds=41812.706
epoch 1056 heartbeat: batch=262/455 avg_train_loss=0.104030 avg_train_ssim=0.8777 run_seconds=41822.722
epoch 1056 heartbeat: batch=389/455 avg_train_loss=0.104057 avg_train_ssim=0.8777 run_seconds=41832.730
epoch 1056: train_loss=0.104024 train_ssim=0.8777 val_loss=0.110033 val_ssim=0.8707 val_psnr=32.41 lr=0.00016211481 epoch_seconds=39.001 run_seconds=41841.474 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1057 heartbeat: batch=1/455 avg_train_loss=0.102574 avg_train_ssim=0.8794 run_seconds=41841.745
epoch 1057 heartbeat: batch=134/455 avg_train_loss=0.103760 avg_train_ssim=0.8780 run_seconds=41851.825
epoch 1057 heartbeat: batch=261/455 avg_train_loss=0.104005 avg_train_ssim=0.8777 run_seconds=41861.861
epoch 1057 heartbeat: batch=388/455 avg_train_loss=0.104003 avg_train_ssim=0.8777 run_seconds=41871.875
epoch 1057: train_loss=0.103953 train_ssim=0.8778 val_loss=0.110295 val_ssim=0.8703 val_psnr=32.24 lr=0.000155 epoch_seconds=39.225 run_seconds=41880.736 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1058 heartbeat: batch=1/455 avg_train_loss=0.102605 avg_train_ssim=0.8794 run_seconds=41881.002
epoch 1058 heartbeat: batch=135/455 avg_train_loss=0.103792 avg_train_ssim=0.8780 run_seconds=41891.072
epoch 1058 heartbeat: batch=262/455 avg_train_loss=0.103680 avg_train_ssim=0.8781 run_seconds=41901.075
epoch 1058 heartbeat: batch=389/455 avg_train_loss=0.103833 avg_train_ssim=0.8779 run_seconds=41911.080
epoch 1058: train_loss=0.103875 train_ssim=0.8779 val_loss=0.110039 val_ssim=0.8706 val_psnr=32.35 lr=0.00014788519 epoch_seconds=39.089 run_seconds=41919.861 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1059 heartbeat: batch=1/455 avg_train_loss=0.104571 avg_train_ssim=0.8771 run_seconds=41920.132
epoch 1059 heartbeat: batch=135/455 avg_train_loss=0.103584 avg_train_ssim=0.8782 run_seconds=41930.189
epoch 1059 heartbeat: batch=262/455 avg_train_loss=0.103915 avg_train_ssim=0.8778 run_seconds=41940.194
epoch 1059 heartbeat: batch=389/455 avg_train_loss=0.105699 avg_train_ssim=0.8758 run_seconds=41950.213
epoch 1059: train_loss=0.105660 train_ssim=0.8758 val_loss=0.110704 val_ssim=0.8699 val_psnr=32.20 lr=0.00014078751 epoch_seconds=39.081 run_seconds=41958.980 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1060 heartbeat: batch=1/455 avg_train_loss=0.100528 avg_train_ssim=0.8818 run_seconds=41959.281
epoch 1060 heartbeat: batch=135/455 avg_train_loss=0.104593 avg_train_ssim=0.8771 run_seconds=41969.312
epoch 1060 heartbeat: batch=262/455 avg_train_loss=0.104501 avg_train_ssim=0.8772 run_seconds=41979.321
epoch 1060 heartbeat: batch=389/455 avg_train_loss=0.104474 avg_train_ssim=0.8772 run_seconds=41989.357
epoch 1060: train_loss=0.104470 train_ssim=0.8772 val_loss=0.110172 val_ssim=0.8705 val_psnr=32.35 lr=0.00013372408 epoch_seconds=39.089 run_seconds=41998.106 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1061 heartbeat: batch=1/455 avg_train_loss=0.105899 avg_train_ssim=0.8755 run_seconds=41998.375
epoch 1061 heartbeat: batch=135/455 avg_train_loss=0.104085 avg_train_ssim=0.8776 run_seconds=42008.395
epoch 1061 heartbeat: batch=262/455 avg_train_loss=0.104071 avg_train_ssim=0.8777 run_seconds=42018.419
epoch 1061 heartbeat: batch=389/455 avg_train_loss=0.104021 avg_train_ssim=0.8777 run_seconds=42028.443
epoch 1061: train_loss=0.103989 train_ssim=0.8778 val_loss=0.110071 val_ssim=0.8706 val_psnr=32.36 lr=0.0001267119 epoch_seconds=39.043 run_seconds=42037.186 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1062 heartbeat: batch=1/455 avg_train_loss=0.104988 avg_train_ssim=0.8766 run_seconds=42037.496
epoch 1062 heartbeat: batch=135/455 avg_train_loss=0.103909 avg_train_ssim=0.8779 run_seconds=42047.541
epoch 1062 heartbeat: batch=262/455 avg_train_loss=0.103916 avg_train_ssim=0.8778 run_seconds=42057.553
epoch 1062 heartbeat: batch=389/455 avg_train_loss=0.103836 avg_train_ssim=0.8779 run_seconds=42067.555
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1062: train_loss=0.103882 train_ssim=0.8779 val_loss=0.109895 val_ssim=0.8708 val_psnr=32.40 lr=0.00011976787 epoch_seconds=39.097 run_seconds=42076.321 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1063 heartbeat: batch=1/455 avg_train_loss=0.103651 avg_train_ssim=0.8782 run_seconds=42076.933
epoch 1063 heartbeat: batch=135/455 avg_train_loss=0.103763 avg_train_ssim=0.8780 run_seconds=42086.974
epoch 1063 heartbeat: batch=262/455 avg_train_loss=0.103744 avg_train_ssim=0.8780 run_seconds=42096.985
epoch 1063 heartbeat: batch=389/455 avg_train_loss=0.103775 avg_train_ssim=0.8780 run_seconds=42106.992
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1063: train_loss=0.103819 train_ssim=0.8780 val_loss=0.109881 val_ssim=0.8708 val_psnr=32.40 lr=0.00011290872 epoch_seconds=39.063 run_seconds=42115.766 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1064 heartbeat: batch=1/455 avg_train_loss=0.103336 avg_train_ssim=0.8785 run_seconds=42116.505
epoch 1064 heartbeat: batch=115/455 avg_train_loss=0.103721 avg_train_ssim=0.8781 run_seconds=42126.546
epoch 1064 heartbeat: batch=242/455 avg_train_loss=0.103833 avg_train_ssim=0.8779 run_seconds=42136.553
epoch 1064 heartbeat: batch=369/455 avg_train_loss=0.103764 avg_train_ssim=0.8780 run_seconds=42146.568
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1064: train_loss=0.103732 train_ssim=0.8781 val_loss=0.109848 val_ssim=0.8709 val_psnr=32.36 lr=0.00010615097 epoch_seconds=40.631 run_seconds=42156.899 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1065 heartbeat: batch=1/455 avg_train_loss=0.099157 avg_train_ssim=0.8834 run_seconds=42157.602
epoch 1065 heartbeat: batch=133/455 avg_train_loss=0.103742 avg_train_ssim=0.8781 run_seconds=42167.654
epoch 1065 heartbeat: batch=260/455 avg_train_loss=0.103700 avg_train_ssim=0.8781 run_seconds=42177.675
epoch 1065 heartbeat: batch=387/455 avg_train_loss=0.103602 avg_train_ssim=0.8782 run_seconds=42187.683
epoch 1065: train_loss=0.103614 train_ssim=0.8782 val_loss=0.110178 val_ssim=0.8705 val_psnr=32.36 lr=9.9510902e-05 epoch_seconds=39.237 run_seconds=42196.601 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1066 heartbeat: batch=1/455 avg_train_loss=0.105877 avg_train_ssim=0.8755 run_seconds=42196.871
epoch 1066 heartbeat: batch=133/455 avg_train_loss=0.103392 avg_train_ssim=0.8785 run_seconds=42206.929
epoch 1066 heartbeat: batch=260/455 avg_train_loss=0.103436 avg_train_ssim=0.8784 run_seconds=42216.976
epoch 1066 heartbeat: batch=387/455 avg_train_loss=0.103532 avg_train_ssim=0.8783 run_seconds=42227.026
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1066: train_loss=0.103521 train_ssim=0.8783 val_loss=0.109801 val_ssim=0.8709 val_psnr=32.40 lr=9.3004511e-05 epoch_seconds=39.259 run_seconds=42235.898 gpu_index=0 gpu_util_pct=79 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1067 heartbeat: batch=1/455 avg_train_loss=0.102204 avg_train_ssim=0.8799 run_seconds=42236.637
epoch 1067 heartbeat: batch=132/455 avg_train_loss=0.103500 avg_train_ssim=0.8783 run_seconds=42246.685
epoch 1067 heartbeat: batch=259/455 avg_train_loss=0.103504 avg_train_ssim=0.8783 run_seconds=42256.687
epoch 1067 heartbeat: batch=386/455 avg_train_loss=0.103494 avg_train_ssim=0.8783 run_seconds=42266.695
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1067: train_loss=0.103508 train_ssim=0.8783 val_loss=0.109749 val_ssim=0.8710 val_psnr=32.32 lr=8.6647473e-05 epoch_seconds=39.068 run_seconds=42275.469 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1068 heartbeat: batch=1/455 avg_train_loss=0.102998 avg_train_ssim=0.8789 run_seconds=42276.195
epoch 1068 heartbeat: batch=132/455 avg_train_loss=0.103356 avg_train_ssim=0.8785 run_seconds=42286.258
epoch 1068 heartbeat: batch=259/455 avg_train_loss=0.103364 avg_train_ssim=0.8785 run_seconds=42296.268
epoch 1068 heartbeat: batch=386/455 avg_train_loss=0.103418 avg_train_ssim=0.8784 run_seconds=42306.269
epoch 1068: train_loss=0.103481 train_ssim=0.8784 val_loss=0.110212 val_ssim=0.8704 val_psnr=32.31 lr=8.0455102e-05 epoch_seconds=39.050 run_seconds=42315.005 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1069 heartbeat: batch=1/455 avg_train_loss=0.103685 avg_train_ssim=0.8781 run_seconds=42315.281
epoch 1069 heartbeat: batch=132/455 avg_train_loss=0.103579 avg_train_ssim=0.8782 run_seconds=42325.351
epoch 1069 heartbeat: batch=259/455 avg_train_loss=0.103518 avg_train_ssim=0.8783 run_seconds=42335.373
epoch 1069 heartbeat: batch=386/455 avg_train_loss=0.103433 avg_train_ssim=0.8784 run_seconds=42345.388
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1069: train_loss=0.103453 train_ssim=0.8784 val_loss=0.109677 val_ssim=0.8711 val_psnr=32.23 lr=7.4442316e-05 epoch_seconds=39.078 run_seconds=42354.125 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1070 heartbeat: batch=1/455 avg_train_loss=0.101661 avg_train_ssim=0.8805 run_seconds=42354.758
epoch 1070 heartbeat: batch=131/455 avg_train_loss=0.103377 avg_train_ssim=0.8785 run_seconds=42364.776
epoch 1070 heartbeat: batch=258/455 avg_train_loss=0.103344 avg_train_ssim=0.8785 run_seconds=42374.781
epoch 1070 heartbeat: batch=385/455 avg_train_loss=0.103309 avg_train_ssim=0.8786 run_seconds=42384.794
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1070: train_loss=0.103364 train_ssim=0.8785 val_loss=0.109583 val_ssim=0.8712 val_psnr=32.35 lr=6.8623601e-05 epoch_seconds=38.994 run_seconds=42393.487 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1071 heartbeat: batch=1/455 avg_train_loss=0.101375 avg_train_ssim=0.8808 run_seconds=42394.205
epoch 1071 heartbeat: batch=130/455 avg_train_loss=0.103428 avg_train_ssim=0.8784 run_seconds=42404.225
epoch 1071 heartbeat: batch=257/455 avg_train_loss=0.103345 avg_train_ssim=0.8785 run_seconds=42414.236
epoch 1071 heartbeat: batch=384/455 avg_train_loss=0.103326 avg_train_ssim=0.8785 run_seconds=42424.241
epoch 1071: train_loss=0.103333 train_ssim=0.8785 val_loss=0.109742 val_ssim=0.8710 val_psnr=32.32 lr=6.3012974e-05 epoch_seconds=38.964 run_seconds=42432.943 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1072 heartbeat: batch=1/455 avg_train_loss=0.103440 avg_train_ssim=0.8784 run_seconds=42433.195
epoch 1072 heartbeat: batch=130/455 avg_train_loss=0.103449 avg_train_ssim=0.8784 run_seconds=42443.214
epoch 1072 heartbeat: batch=257/455 avg_train_loss=0.103331 avg_train_ssim=0.8785 run_seconds=42453.217
epoch 1072 heartbeat: batch=384/455 avg_train_loss=0.103206 avg_train_ssim=0.8787 run_seconds=42463.230
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1072: train_loss=0.103259 train_ssim=0.8786 val_loss=0.109565 val_ssim=0.8712 val_psnr=32.44 lr=5.7623952e-05 epoch_seconds=38.922 run_seconds=42471.901 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1073 heartbeat: batch=1/455 avg_train_loss=0.099576 avg_train_ssim=0.8829 run_seconds=42472.476
epoch 1073 heartbeat: batch=128/455 avg_train_loss=0.103121 avg_train_ssim=0.8788 run_seconds=42482.524
epoch 1073 heartbeat: batch=255/455 avg_train_loss=0.103289 avg_train_ssim=0.8786 run_seconds=42492.545
epoch 1073 heartbeat: batch=382/455 avg_train_loss=0.103261 avg_train_ssim=0.8786 run_seconds=42502.565
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1073: train_loss=0.103264 train_ssim=0.8786 val_loss=0.109556 val_ssim=0.8712 val_psnr=32.33 lr=5.2469517e-05 epoch_seconds=39.219 run_seconds=42511.450 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1074 heartbeat: batch=1/455 avg_train_loss=0.105569 avg_train_ssim=0.8759 run_seconds=42514.392
epoch 1074 heartbeat: batch=128/455 avg_train_loss=0.103217 avg_train_ssim=0.8787 run_seconds=42524.414
epoch 1074 heartbeat: batch=254/455 avg_train_loss=0.103076 avg_train_ssim=0.8788 run_seconds=42534.415
epoch 1074 heartbeat: batch=380/455 avg_train_loss=0.103153 avg_train_ssim=0.8787 run_seconds=42544.426
epoch 1074: train_loss=0.103238 train_ssim=0.8786 val_loss=0.109578 val_ssim=0.8712 val_psnr=32.29 lr=4.7562087e-05 epoch_seconds=39.458 run_seconds=42553.585 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1075 heartbeat: batch=1/455 avg_train_loss=0.099894 avg_train_ssim=0.8826 run_seconds=42553.860
epoch 1075 heartbeat: batch=128/455 avg_train_loss=0.103099 avg_train_ssim=0.8788 run_seconds=42563.871
epoch 1075 heartbeat: batch=255/455 avg_train_loss=0.103040 avg_train_ssim=0.8789 run_seconds=42573.893
epoch 1075 heartbeat: batch=382/455 avg_train_loss=0.103245 avg_train_ssim=0.8786 run_seconds=42583.913
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1075: train_loss=0.103238 train_ssim=0.8786 val_loss=0.109511 val_ssim=0.8713 val_psnr=32.38 lr=4.2913484e-05 epoch_seconds=39.327 run_seconds=42592.950 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1076 heartbeat: batch=1/455 avg_train_loss=0.104315 avg_train_ssim=0.8774 run_seconds=42593.622
epoch 1076 heartbeat: batch=128/455 avg_train_loss=0.102941 avg_train_ssim=0.8790 run_seconds=42603.632
epoch 1076 heartbeat: batch=255/455 avg_train_loss=0.102998 avg_train_ssim=0.8789 run_seconds=42613.646
epoch 1076 heartbeat: batch=382/455 avg_train_loss=0.103136 avg_train_ssim=0.8788 run_seconds=42623.658
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1076: train_loss=0.103120 train_ssim=0.8788 val_loss=0.109347 val_ssim=0.8715 val_psnr=32.36 lr=3.8534908e-05 epoch_seconds=39.154 run_seconds=42632.536 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1077 heartbeat: batch=1/455 avg_train_loss=0.105203 avg_train_ssim=0.8763 run_seconds=42633.241
epoch 1077 heartbeat: batch=128/455 avg_train_loss=0.102895 avg_train_ssim=0.8790 run_seconds=42643.258
epoch 1077 heartbeat: batch=255/455 avg_train_loss=0.103064 avg_train_ssim=0.8788 run_seconds=42653.273
epoch 1077 heartbeat: batch=382/455 avg_train_loss=0.103088 avg_train_ssim=0.8788 run_seconds=42663.295
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1077: train_loss=0.103083 train_ssim=0.8788 val_loss=0.109346 val_ssim=0.8715 val_psnr=32.40 lr=3.4436906e-05 epoch_seconds=39.182 run_seconds=42672.196 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1078 heartbeat: batch=1/455 avg_train_loss=0.105009 avg_train_ssim=0.8766 run_seconds=42672.937
epoch 1078 heartbeat: batch=128/455 avg_train_loss=0.102934 avg_train_ssim=0.8790 run_seconds=42682.950
epoch 1078 heartbeat: batch=255/455 avg_train_loss=0.103117 avg_train_ssim=0.8788 run_seconds=42692.973
epoch 1078 heartbeat: batch=384/455 avg_train_loss=0.103051 avg_train_ssim=0.8789 run_seconds=42702.981
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1078: train_loss=0.103058 train_ssim=0.8789 val_loss=0.109303 val_ssim=0.8715 val_psnr=32.35 lr=3.0629352e-05 epoch_seconds=39.165 run_seconds=42711.868 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1079 heartbeat: batch=1/455 avg_train_loss=0.105209 avg_train_ssim=0.8763 run_seconds=42712.458
epoch 1079 heartbeat: batch=129/455 avg_train_loss=0.103024 avg_train_ssim=0.8789 run_seconds=42722.533
epoch 1079 heartbeat: batch=256/455 avg_train_loss=0.102949 avg_train_ssim=0.8790 run_seconds=42732.540
epoch 1079 heartbeat: batch=386/455 avg_train_loss=0.102979 avg_train_ssim=0.8789 run_seconds=42742.548
epoch 1079: train_loss=0.103036 train_ssim=0.8789 val_loss=0.109366 val_ssim=0.8714 val_psnr=32.33 lr=2.7121417e-05 epoch_seconds=39.105 run_seconds=42751.341 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1080 heartbeat: batch=1/455 avg_train_loss=0.103654 avg_train_ssim=0.8782 run_seconds=42751.606
epoch 1080 heartbeat: batch=128/455 avg_train_loss=0.102908 avg_train_ssim=0.8790 run_seconds=42761.617
epoch 1080 heartbeat: batch=255/455 avg_train_loss=0.102887 avg_train_ssim=0.8791 run_seconds=42771.630
epoch 1080 heartbeat: batch=386/455 avg_train_loss=0.102967 avg_train_ssim=0.8790 run_seconds=42781.692
epoch 1080: train_loss=0.103010 train_ssim=0.8789 val_loss=0.109337 val_ssim=0.8715 val_psnr=32.41 lr=2.3921552e-05 epoch_seconds=38.997 run_seconds=42790.377 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1081 heartbeat: batch=1/455 avg_train_loss=0.106989 avg_train_ssim=0.8742 run_seconds=42790.655
epoch 1081 heartbeat: batch=127/455 avg_train_loss=0.103021 avg_train_ssim=0.8789 run_seconds=42800.684
epoch 1081 heartbeat: batch=254/455 avg_train_loss=0.102865 avg_train_ssim=0.8791 run_seconds=42810.741
epoch 1081 heartbeat: batch=383/455 avg_train_loss=0.102919 avg_train_ssim=0.8790 run_seconds=42820.756
epoch 1081: train_loss=0.102951 train_ssim=0.8790 val_loss=0.109313 val_ssim=0.8715 val_psnr=32.42 lr=2.1037468e-05 epoch_seconds=39.366 run_seconds=42829.779 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1082 heartbeat: batch=1/455 avg_train_loss=0.104207 avg_train_ssim=0.8775 run_seconds=42830.052
epoch 1082 heartbeat: batch=129/455 avg_train_loss=0.102838 avg_train_ssim=0.8791 run_seconds=42840.126
epoch 1082 heartbeat: batch=256/455 avg_train_loss=0.103006 avg_train_ssim=0.8789 run_seconds=42850.133
epoch 1082 heartbeat: batch=387/455 avg_train_loss=0.102912 avg_train_ssim=0.8790 run_seconds=42860.197
epoch 1082: train_loss=0.102990 train_ssim=0.8789 val_loss=0.109396 val_ssim=0.8714 val_psnr=32.37 lr=1.8476111e-05 epoch_seconds=39.014 run_seconds=42868.829 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1083 heartbeat: batch=1/455 avg_train_loss=0.102383 avg_train_ssim=0.8796 run_seconds=42869.108
epoch 1083 heartbeat: batch=127/455 avg_train_loss=0.102520 avg_train_ssim=0.8795 run_seconds=42879.111
epoch 1083 heartbeat: batch=254/455 avg_train_loss=0.102791 avg_train_ssim=0.8792 run_seconds=42889.134
epoch 1083 heartbeat: batch=384/455 avg_train_loss=0.102891 avg_train_ssim=0.8791 run_seconds=42899.183
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1083: train_loss=0.102941 train_ssim=0.8790 val_loss=0.109245 val_ssim=0.8716 val_psnr=32.39 lr=1.6243651e-05 epoch_seconds=39.290 run_seconds=42908.157 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1084 heartbeat: batch=1/455 avg_train_loss=0.100347 avg_train_ssim=0.8820 run_seconds=42908.912
epoch 1084 heartbeat: batch=128/455 avg_train_loss=0.102811 avg_train_ssim=0.8791 run_seconds=42918.940
epoch 1084 heartbeat: batch=255/455 avg_train_loss=0.102933 avg_train_ssim=0.8790 run_seconds=42928.958
epoch 1084 heartbeat: batch=386/455 avg_train_loss=0.102886 avg_train_ssim=0.8791 run_seconds=42938.964
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1084: train_loss=0.102922 train_ssim=0.8790 val_loss=0.109214 val_ssim=0.8716 val_psnr=32.37 lr=1.4345468e-05 epoch_seconds=39.126 run_seconds=42947.796 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1085 heartbeat: batch=1/455 avg_train_loss=0.100459 avg_train_ssim=0.8819 run_seconds=42948.523
epoch 1085 heartbeat: batch=128/455 avg_train_loss=0.102807 avg_train_ssim=0.8791 run_seconds=42958.559
epoch 1085 heartbeat: batch=255/455 avg_train_loss=0.103018 avg_train_ssim=0.8789 run_seconds=42968.571
epoch 1085 heartbeat: batch=388/455 avg_train_loss=0.102908 avg_train_ssim=0.8790 run_seconds=42978.578
epoch 1085: train_loss=0.102938 train_ssim=0.8790 val_loss=0.109340 val_ssim=0.8715 val_psnr=32.43 lr=1.2786134e-05 epoch_seconds=39.160 run_seconds=42987.449 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1086 heartbeat: batch=1/455 avg_train_loss=0.104118 avg_train_ssim=0.8776 run_seconds=42987.721
epoch 1086 heartbeat: batch=128/455 avg_train_loss=0.102937 avg_train_ssim=0.8790 run_seconds=42997.734
epoch 1086 heartbeat: batch=255/455 avg_train_loss=0.102990 avg_train_ssim=0.8789 run_seconds=43007.748
epoch 1086 heartbeat: batch=389/455 avg_train_loss=0.102943 avg_train_ssim=0.8790 run_seconds=43017.809
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1086: train_loss=0.102897 train_ssim=0.8790 val_loss=0.109211 val_ssim=0.8716 val_psnr=32.38 lr=1.1569406e-05 epoch_seconds=39.083 run_seconds=43026.571 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1087 heartbeat: batch=1/455 avg_train_loss=0.100541 avg_train_ssim=0.8818 run_seconds=43027.300
epoch 1087 heartbeat: batch=127/455 avg_train_loss=0.103405 avg_train_ssim=0.8784 run_seconds=43037.378
epoch 1087 heartbeat: batch=254/455 avg_train_loss=0.102973 avg_train_ssim=0.8790 run_seconds=43047.411
epoch 1087 heartbeat: batch=388/455 avg_train_loss=0.102935 avg_train_ssim=0.8790 run_seconds=43057.487
epoch 1087: train_loss=0.102905 train_ssim=0.8790 val_loss=0.109292 val_ssim=0.8715 val_psnr=32.37 lr=1.0698215e-05 epoch_seconds=39.256 run_seconds=43066.321 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1088 heartbeat: batch=1/455 avg_train_loss=0.105627 avg_train_ssim=0.8758 run_seconds=43066.615
epoch 1088 heartbeat: batch=128/455 avg_train_loss=0.102680 avg_train_ssim=0.8793 run_seconds=43076.638
epoch 1088 heartbeat: batch=255/455 avg_train_loss=0.102825 avg_train_ssim=0.8791 run_seconds=43086.656
epoch 1088 heartbeat: batch=388/455 avg_train_loss=0.102823 avg_train_ssim=0.8791 run_seconds=43096.657
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1088: train_loss=0.102879 train_ssim=0.8791 val_loss=0.109203 val_ssim=0.8716 val_psnr=32.42 lr=1.0174659e-05 epoch_seconds=39.129 run_seconds=43105.487 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1089 heartbeat: batch=1/455 avg_train_loss=0.102440 avg_train_ssim=0.8796 run_seconds=43106.242
epoch 1089 heartbeat: batch=128/455 avg_train_loss=0.102814 avg_train_ssim=0.8791 run_seconds=43116.255
epoch 1089 heartbeat: batch=255/455 avg_train_loss=0.102946 avg_train_ssim=0.8790 run_seconds=43126.260
epoch 1089 heartbeat: batch=389/455 avg_train_loss=0.102915 avg_train_ssim=0.8790 run_seconds=43136.320
epoch 1089: train_loss=0.102844 train_ssim=0.8791 val_loss=0.109205 val_ssim=0.8716 val_psnr=32.39 lr=1e-05 epoch_seconds=39.122 run_seconds=43145.095 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1090 heartbeat: batch=1/455 avg_train_loss=0.102159 avg_train_ssim=0.8799 run_seconds=43145.370
epoch 1090 heartbeat: batch=128/455 avg_train_loss=0.102822 avg_train_ssim=0.8791 run_seconds=43155.418
epoch 1090 heartbeat: batch=255/455 avg_train_loss=0.103053 avg_train_ssim=0.8789 run_seconds=43165.423
epoch 1090 heartbeat: batch=389/455 avg_train_loss=0.102860 avg_train_ssim=0.8791 run_seconds=43175.483
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1090: train_loss=0.102872 train_ssim=0.8791 val_loss=0.109198 val_ssim=0.8716 val_psnr=32.36 lr=1.0174659e-05 epoch_seconds=39.089 run_seconds=43184.222 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1091 heartbeat: batch=1/455 avg_train_loss=0.102567 avg_train_ssim=0.8794 run_seconds=43184.948
epoch 1091 heartbeat: batch=128/455 avg_train_loss=0.102873 avg_train_ssim=0.8791 run_seconds=43194.998
epoch 1091 heartbeat: batch=255/455 avg_train_loss=0.102861 avg_train_ssim=0.8791 run_seconds=43205.033
epoch 1091 heartbeat: batch=388/455 avg_train_loss=0.102807 avg_train_ssim=0.8791 run_seconds=43215.034
epoch 1091: train_loss=0.102841 train_ssim=0.8791 val_loss=0.109208 val_ssim=0.8716 val_psnr=32.42 lr=1.0698215e-05 epoch_seconds=39.149 run_seconds=43223.860 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1092 heartbeat: batch=1/455 avg_train_loss=0.107419 avg_train_ssim=0.8737 run_seconds=43224.127
epoch 1092 heartbeat: batch=127/455 avg_train_loss=0.103032 avg_train_ssim=0.8789 run_seconds=43234.131
epoch 1092 heartbeat: batch=254/455 avg_train_loss=0.102884 avg_train_ssim=0.8791 run_seconds=43244.151
epoch 1092 heartbeat: batch=388/455 avg_train_loss=0.102866 avg_train_ssim=0.8791 run_seconds=43254.229
epoch 1092: train_loss=0.102901 train_ssim=0.8790 val_loss=0.109369 val_ssim=0.8714 val_psnr=32.39 lr=1.1569406e-05 epoch_seconds=39.228 run_seconds=43263.125 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1093 heartbeat: batch=1/455 avg_train_loss=0.104927 avg_train_ssim=0.8767 run_seconds=43263.407
epoch 1093 heartbeat: batch=127/455 avg_train_loss=0.102390 avg_train_ssim=0.8796 run_seconds=43273.425
epoch 1093 heartbeat: batch=254/455 avg_train_loss=0.102701 avg_train_ssim=0.8793 run_seconds=43283.436
epoch 1093 heartbeat: batch=387/455 avg_train_loss=0.102858 avg_train_ssim=0.8791 run_seconds=43293.445
epoch 1093: train_loss=0.102897 train_ssim=0.8790 val_loss=0.109357 val_ssim=0.8714 val_psnr=32.36 lr=1.2786134e-05 epoch_seconds=39.233 run_seconds=43302.397 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1094 heartbeat: batch=1/455 avg_train_loss=0.100048 avg_train_ssim=0.8824 run_seconds=43302.702
epoch 1094 heartbeat: batch=128/455 avg_train_loss=0.102965 avg_train_ssim=0.8790 run_seconds=43312.733
epoch 1094 heartbeat: batch=255/455 avg_train_loss=0.102978 avg_train_ssim=0.8789 run_seconds=43322.748
epoch 1094 heartbeat: batch=389/455 avg_train_loss=0.102949 avg_train_ssim=0.8790 run_seconds=43332.820
epoch 1094: train_loss=0.102902 train_ssim=0.8790 val_loss=0.109228 val_ssim=0.8716 val_psnr=32.40 lr=1.4345468e-05 epoch_seconds=39.140 run_seconds=43341.574 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1095 heartbeat: batch=1/455 avg_train_loss=0.106575 avg_train_ssim=0.8747 run_seconds=43341.873
epoch 1095 heartbeat: batch=128/455 avg_train_loss=0.103181 avg_train_ssim=0.8787 run_seconds=43351.949
epoch 1095 heartbeat: batch=255/455 avg_train_loss=0.102955 avg_train_ssim=0.8790 run_seconds=43362.014
epoch 1095 heartbeat: batch=388/455 avg_train_loss=0.102870 avg_train_ssim=0.8791 run_seconds=43372.081
epoch 1095: train_loss=0.102908 train_ssim=0.8790 val_loss=0.109273 val_ssim=0.8715 val_psnr=32.39 lr=1.6243651e-05 epoch_seconds=39.292 run_seconds=43380.903 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1096 heartbeat: batch=1/455 avg_train_loss=0.101625 avg_train_ssim=0.8805 run_seconds=43381.182
epoch 1096 heartbeat: batch=128/455 avg_train_loss=0.102990 avg_train_ssim=0.8789 run_seconds=43391.240
epoch 1096 heartbeat: batch=255/455 avg_train_loss=0.102971 avg_train_ssim=0.8790 run_seconds=43401.251
epoch 1096 heartbeat: batch=388/455 avg_train_loss=0.102906 avg_train_ssim=0.8790 run_seconds=43411.275
epoch 1096: train_loss=0.102917 train_ssim=0.8790 val_loss=0.109244 val_ssim=0.8716 val_psnr=32.41 lr=1.8476111e-05 epoch_seconds=39.179 run_seconds=43420.119 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1097 heartbeat: batch=1/455 avg_train_loss=0.103483 avg_train_ssim=0.8784 run_seconds=43420.389
epoch 1097 heartbeat: batch=128/455 avg_train_loss=0.103067 avg_train_ssim=0.8788 run_seconds=43430.406
epoch 1097 heartbeat: batch=255/455 avg_train_loss=0.102888 avg_train_ssim=0.8791 run_seconds=43440.428
epoch 1097 heartbeat: batch=388/455 avg_train_loss=0.102917 avg_train_ssim=0.8790 run_seconds=43450.442
epoch 1097: train_loss=0.102949 train_ssim=0.8790 val_loss=0.109389 val_ssim=0.8714 val_psnr=32.40 lr=2.1037468e-05 epoch_seconds=39.070 run_seconds=43459.225 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1098 heartbeat: batch=1/455 avg_train_loss=0.101705 avg_train_ssim=0.8804 run_seconds=43459.495
epoch 1098 heartbeat: batch=128/455 avg_train_loss=0.102807 avg_train_ssim=0.8791 run_seconds=43469.506
epoch 1098 heartbeat: batch=255/455 avg_train_loss=0.102907 avg_train_ssim=0.8790 run_seconds=43479.519
epoch 1098 heartbeat: batch=388/455 avg_train_loss=0.102912 avg_train_ssim=0.8790 run_seconds=43489.530
epoch 1098: train_loss=0.102973 train_ssim=0.8790 val_loss=0.109394 val_ssim=0.8714 val_psnr=32.34 lr=2.3921552e-05 epoch_seconds=39.088 run_seconds=43498.349 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1099 heartbeat: batch=1/455 avg_train_loss=0.104272 avg_train_ssim=0.8774 run_seconds=43498.619
epoch 1099 heartbeat: batch=127/455 avg_train_loss=0.102883 avg_train_ssim=0.8791 run_seconds=43508.630
epoch 1099 heartbeat: batch=254/455 avg_train_loss=0.102946 avg_train_ssim=0.8790 run_seconds=43518.672
epoch 1099 heartbeat: batch=387/455 avg_train_loss=0.102891 avg_train_ssim=0.8790 run_seconds=43528.708
epoch 1099: train_loss=0.103003 train_ssim=0.8789 val_loss=0.109431 val_ssim=0.8714 val_psnr=32.39 lr=2.7121417e-05 epoch_seconds=39.343 run_seconds=43537.729 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1100 heartbeat: batch=1/455 avg_train_loss=0.105311 avg_train_ssim=0.8762 run_seconds=43538.023
epoch 1100 heartbeat: batch=128/455 avg_train_loss=0.102867 avg_train_ssim=0.8791 run_seconds=43548.034
epoch 1100 heartbeat: batch=256/455 avg_train_loss=0.103274 avg_train_ssim=0.8786 run_seconds=43558.112
epoch 1100 heartbeat: batch=390/455 avg_train_loss=0.103011 avg_train_ssim=0.8789 run_seconds=43568.175
epoch 1100: train_loss=0.103018 train_ssim=0.8789 val_loss=0.109330 val_ssim=0.8715 val_psnr=32.42 lr=3.0629352e-05 epoch_seconds=39.142 run_seconds=43576.907 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1101 heartbeat: batch=1/455 avg_train_loss=0.100401 avg_train_ssim=0.8820 run_seconds=43577.204
epoch 1101 heartbeat: batch=128/455 avg_train_loss=0.103172 avg_train_ssim=0.8787 run_seconds=43587.272
epoch 1101 heartbeat: batch=255/455 avg_train_loss=0.103017 avg_train_ssim=0.8789 run_seconds=43597.314
epoch 1101 heartbeat: batch=388/455 avg_train_loss=0.103017 avg_train_ssim=0.8789 run_seconds=43607.368
epoch 1101: train_loss=0.103051 train_ssim=0.8789 val_loss=0.109465 val_ssim=0.8713 val_psnr=32.34 lr=3.4436906e-05 epoch_seconds=39.296 run_seconds=43616.240 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1102 heartbeat: batch=1/455 avg_train_loss=0.107008 avg_train_ssim=0.8742 run_seconds=43616.501
epoch 1102 heartbeat: batch=128/455 avg_train_loss=0.103148 avg_train_ssim=0.8787 run_seconds=43626.506
epoch 1102 heartbeat: batch=255/455 avg_train_loss=0.103141 avg_train_ssim=0.8788 run_seconds=43636.514
epoch 1102 heartbeat: batch=389/455 avg_train_loss=0.103100 avg_train_ssim=0.8788 run_seconds=43646.547
epoch 1102: train_loss=0.103074 train_ssim=0.8788 val_loss=0.109473 val_ssim=0.8713 val_psnr=32.41 lr=3.8534908e-05 epoch_seconds=39.021 run_seconds=43655.296 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1103 heartbeat: batch=1/455 avg_train_loss=0.100572 avg_train_ssim=0.8818 run_seconds=43655.568
epoch 1103 heartbeat: batch=128/455 avg_train_loss=0.103136 avg_train_ssim=0.8788 run_seconds=43665.573
epoch 1103 heartbeat: batch=255/455 avg_train_loss=0.103087 avg_train_ssim=0.8788 run_seconds=43675.577
epoch 1103 heartbeat: batch=389/455 avg_train_loss=0.103149 avg_train_ssim=0.8787 run_seconds=43685.649
epoch 1103: train_loss=0.103085 train_ssim=0.8788 val_loss=0.109470 val_ssim=0.8713 val_psnr=32.36 lr=4.2913484e-05 epoch_seconds=39.072 run_seconds=43694.404 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1104 heartbeat: batch=1/455 avg_train_loss=0.102774 avg_train_ssim=0.8792 run_seconds=43694.677
epoch 1104 heartbeat: batch=128/455 avg_train_loss=0.102962 avg_train_ssim=0.8790 run_seconds=43704.740
epoch 1104 heartbeat: batch=254/455 avg_train_loss=0.103006 avg_train_ssim=0.8789 run_seconds=43714.742
epoch 1104 heartbeat: batch=387/455 avg_train_loss=0.103192 avg_train_ssim=0.8787 run_seconds=43724.781
epoch 1104: train_loss=0.103149 train_ssim=0.8787 val_loss=0.109455 val_ssim=0.8713 val_psnr=32.35 lr=4.7562087e-05 epoch_seconds=39.299 run_seconds=43733.740 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1105 heartbeat: batch=1/455 avg_train_loss=0.106504 avg_train_ssim=0.8748 run_seconds=43734.031
epoch 1105 heartbeat: batch=128/455 avg_train_loss=0.103226 avg_train_ssim=0.8787 run_seconds=43744.046
epoch 1105 heartbeat: batch=255/455 avg_train_loss=0.103347 avg_train_ssim=0.8785 run_seconds=43754.065
epoch 1105 heartbeat: batch=389/455 avg_train_loss=0.103202 avg_train_ssim=0.8787 run_seconds=43764.138
epoch 1105: train_loss=0.103188 train_ssim=0.8787 val_loss=0.109516 val_ssim=0.8713 val_psnr=32.42 lr=5.2469517e-05 epoch_seconds=39.104 run_seconds=43772.880 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1106 heartbeat: batch=1/455 avg_train_loss=0.102436 avg_train_ssim=0.8796 run_seconds=43773.144
epoch 1106 heartbeat: batch=128/455 avg_train_loss=0.103471 avg_train_ssim=0.8784 run_seconds=43783.158
epoch 1106 heartbeat: batch=255/455 avg_train_loss=0.103322 avg_train_ssim=0.8785 run_seconds=43793.161
epoch 1106 heartbeat: batch=389/455 avg_train_loss=0.103281 avg_train_ssim=0.8786 run_seconds=43803.238
epoch 1106: train_loss=0.103220 train_ssim=0.8787 val_loss=0.109513 val_ssim=0.8713 val_psnr=32.33 lr=5.7623952e-05 epoch_seconds=39.123 run_seconds=43812.041 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1107 heartbeat: batch=1/455 avg_train_loss=0.106904 avg_train_ssim=0.8743 run_seconds=43812.351
epoch 1107 heartbeat: batch=128/455 avg_train_loss=0.103248 avg_train_ssim=0.8786 run_seconds=43822.367
epoch 1107 heartbeat: batch=255/455 avg_train_loss=0.103307 avg_train_ssim=0.8786 run_seconds=43832.374
epoch 1107 heartbeat: batch=389/455 avg_train_loss=0.103225 avg_train_ssim=0.8787 run_seconds=43842.448
epoch 1107: train_loss=0.103237 train_ssim=0.8786 val_loss=0.109472 val_ssim=0.8713 val_psnr=32.43 lr=6.3012974e-05 epoch_seconds=39.117 run_seconds=43851.195 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1108 heartbeat: batch=1/455 avg_train_loss=0.104086 avg_train_ssim=0.8776 run_seconds=43851.495
epoch 1108 heartbeat: batch=128/455 avg_train_loss=0.103123 avg_train_ssim=0.8788 run_seconds=43861.500
epoch 1108 heartbeat: batch=255/455 avg_train_loss=0.103175 avg_train_ssim=0.8787 run_seconds=43871.557
epoch 1108 heartbeat: batch=388/455 avg_train_loss=0.103347 avg_train_ssim=0.8785 run_seconds=43881.612
epoch 1108: train_loss=0.103286 train_ssim=0.8786 val_loss=0.109475 val_ssim=0.8713 val_psnr=32.30 lr=6.8623601e-05 epoch_seconds=39.204 run_seconds=43890.436 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1109 heartbeat: batch=1/455 avg_train_loss=0.099613 avg_train_ssim=0.8829 run_seconds=43890.701
epoch 1109 heartbeat: batch=128/455 avg_train_loss=0.103379 avg_train_ssim=0.8785 run_seconds=43900.726
epoch 1109 heartbeat: batch=255/455 avg_train_loss=0.103298 avg_train_ssim=0.8786 run_seconds=43910.744
epoch 1109 heartbeat: batch=389/455 avg_train_loss=0.103272 avg_train_ssim=0.8786 run_seconds=43920.782
epoch 1109: train_loss=0.103312 train_ssim=0.8786 val_loss=0.109525 val_ssim=0.8713 val_psnr=32.32 lr=7.4442316e-05 epoch_seconds=39.070 run_seconds=43929.542 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1110 heartbeat: batch=1/455 avg_train_loss=0.102736 avg_train_ssim=0.8792 run_seconds=43929.816
epoch 1110 heartbeat: batch=127/455 avg_train_loss=0.103383 avg_train_ssim=0.8785 run_seconds=43939.838
epoch 1110 heartbeat: batch=254/455 avg_train_loss=0.103378 avg_train_ssim=0.8785 run_seconds=43949.848
epoch 1110 heartbeat: batch=388/455 avg_train_loss=0.103378 avg_train_ssim=0.8785 run_seconds=43959.910
epoch 1110: train_loss=0.103350 train_ssim=0.8785 val_loss=0.109653 val_ssim=0.8711 val_psnr=32.39 lr=8.0455102e-05 epoch_seconds=39.250 run_seconds=43968.828 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1111 heartbeat: batch=1/455 avg_train_loss=0.104711 avg_train_ssim=0.8769 run_seconds=43969.111
epoch 1111 heartbeat: batch=128/455 avg_train_loss=0.103352 avg_train_ssim=0.8785 run_seconds=43979.122
epoch 1111 heartbeat: batch=255/455 avg_train_loss=0.103357 avg_train_ssim=0.8785 run_seconds=43989.142
epoch 1111 heartbeat: batch=389/455 avg_train_loss=0.103471 avg_train_ssim=0.8784 run_seconds=43999.218
epoch 1111: train_loss=0.103411 train_ssim=0.8784 val_loss=0.109785 val_ssim=0.8709 val_psnr=32.44 lr=8.6647473e-05 epoch_seconds=39.045 run_seconds=44007.910 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1112 heartbeat: batch=1/455 avg_train_loss=0.102591 avg_train_ssim=0.8794 run_seconds=44008.174
epoch 1112 heartbeat: batch=128/455 avg_train_loss=0.103410 avg_train_ssim=0.8784 run_seconds=44018.182
epoch 1112 heartbeat: batch=255/455 avg_train_loss=0.103438 avg_train_ssim=0.8784 run_seconds=44028.198
epoch 1112 heartbeat: batch=388/455 avg_train_loss=0.103444 avg_train_ssim=0.8784 run_seconds=44038.205
epoch 1112: train_loss=0.103436 train_ssim=0.8784 val_loss=0.109656 val_ssim=0.8711 val_psnr=32.40 lr=9.3004511e-05 epoch_seconds=39.068 run_seconds=44047.017 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1113 heartbeat: batch=1/455 avg_train_loss=0.100367 avg_train_ssim=0.8820 run_seconds=44047.295
epoch 1113 heartbeat: batch=127/455 avg_train_loss=0.103264 avg_train_ssim=0.8786 run_seconds=44057.336
epoch 1113 heartbeat: batch=254/455 avg_train_loss=0.103380 avg_train_ssim=0.8785 run_seconds=44067.355
epoch 1113 heartbeat: batch=387/455 avg_train_loss=0.103427 avg_train_ssim=0.8784 run_seconds=44077.372
epoch 1113: train_loss=0.103485 train_ssim=0.8784 val_loss=0.110163 val_ssim=0.8705 val_psnr=32.45 lr=9.9510902e-05 epoch_seconds=39.283 run_seconds=44086.337 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1114 heartbeat: batch=1/455 avg_train_loss=0.100372 avg_train_ssim=0.8820 run_seconds=44086.645
epoch 1114 heartbeat: batch=128/455 avg_train_loss=0.103261 avg_train_ssim=0.8786 run_seconds=44096.657
epoch 1114 heartbeat: batch=255/455 avg_train_loss=0.103324 avg_train_ssim=0.8785 run_seconds=44106.669
epoch 1114 heartbeat: batch=389/455 avg_train_loss=0.103583 avg_train_ssim=0.8782 run_seconds=44116.745
epoch 1114: train_loss=0.103535 train_ssim=0.8783 val_loss=0.110348 val_ssim=0.8703 val_psnr=32.36 lr=0.00010615097 epoch_seconds=39.126 run_seconds=44125.499 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1115 heartbeat: batch=1/455 avg_train_loss=0.099947 avg_train_ssim=0.8825 run_seconds=44125.776
epoch 1115 heartbeat: batch=128/455 avg_train_loss=0.103555 avg_train_ssim=0.8783 run_seconds=44135.777
epoch 1115 heartbeat: batch=255/455 avg_train_loss=0.103451 avg_train_ssim=0.8784 run_seconds=44145.804
epoch 1115 heartbeat: batch=388/455 avg_train_loss=0.103533 avg_train_ssim=0.8783 run_seconds=44155.826
epoch 1115: train_loss=0.103567 train_ssim=0.8783 val_loss=0.109973 val_ssim=0.8707 val_psnr=32.30 lr=0.00011290872 epoch_seconds=39.120 run_seconds=44164.656 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1116 heartbeat: batch=1/455 avg_train_loss=0.105002 avg_train_ssim=0.8766 run_seconds=44164.950
epoch 1116 heartbeat: batch=128/455 avg_train_loss=0.103546 avg_train_ssim=0.8783 run_seconds=44174.957
epoch 1116 heartbeat: batch=255/455 avg_train_loss=0.103505 avg_train_ssim=0.8783 run_seconds=44184.967
epoch 1116 heartbeat: batch=388/455 avg_train_loss=0.103602 avg_train_ssim=0.8782 run_seconds=44195.008
epoch 1116: train_loss=0.103646 train_ssim=0.8782 val_loss=0.110320 val_ssim=0.8703 val_psnr=32.13 lr=0.00011976787 epoch_seconds=39.139 run_seconds=44203.830 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1117 heartbeat: batch=1/455 avg_train_loss=0.100640 avg_train_ssim=0.8817 run_seconds=44204.096
epoch 1117 heartbeat: batch=128/455 avg_train_loss=0.103606 avg_train_ssim=0.8782 run_seconds=44214.105
epoch 1117 heartbeat: batch=255/455 avg_train_loss=0.103499 avg_train_ssim=0.8783 run_seconds=44224.116
epoch 1117 heartbeat: batch=388/455 avg_train_loss=0.103589 avg_train_ssim=0.8782 run_seconds=44234.119
epoch 1117: train_loss=0.103647 train_ssim=0.8782 val_loss=0.110064 val_ssim=0.8706 val_psnr=32.40 lr=0.0001267119 epoch_seconds=39.050 run_seconds=44242.917 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1118 heartbeat: batch=1/455 avg_train_loss=0.102970 avg_train_ssim=0.8790 run_seconds=44243.202
epoch 1118 heartbeat: batch=128/455 avg_train_loss=0.103805 avg_train_ssim=0.8780 run_seconds=44253.207
epoch 1118 heartbeat: batch=255/455 avg_train_loss=0.103717 avg_train_ssim=0.8781 run_seconds=44263.223
epoch 1118 heartbeat: batch=388/455 avg_train_loss=0.103733 avg_train_ssim=0.8781 run_seconds=44273.258
epoch 1118: train_loss=0.103647 train_ssim=0.8782 val_loss=0.110094 val_ssim=0.8706 val_psnr=32.38 lr=0.00013372408 epoch_seconds=39.223 run_seconds=44282.177 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1119 heartbeat: batch=1/455 avg_train_loss=0.104625 avg_train_ssim=0.8770 run_seconds=44282.445
epoch 1119 heartbeat: batch=128/455 avg_train_loss=0.103870 avg_train_ssim=0.8779 run_seconds=44292.509
epoch 1119 heartbeat: batch=255/455 avg_train_loss=0.103695 avg_train_ssim=0.8781 run_seconds=44302.585
epoch 1119 heartbeat: batch=388/455 avg_train_loss=0.103613 avg_train_ssim=0.8782 run_seconds=44312.602
epoch 1119: train_loss=0.103715 train_ssim=0.8781 val_loss=0.110009 val_ssim=0.8707 val_psnr=32.38 lr=0.00014078751 epoch_seconds=39.246 run_seconds=44321.459 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1120 heartbeat: batch=1/455 avg_train_loss=0.105993 avg_train_ssim=0.8754 run_seconds=44321.724
epoch 1120 heartbeat: batch=128/455 avg_train_loss=0.103826 avg_train_ssim=0.8780 run_seconds=44331.737
epoch 1120 heartbeat: batch=255/455 avg_train_loss=0.103805 avg_train_ssim=0.8780 run_seconds=44341.756
epoch 1120 heartbeat: batch=388/455 avg_train_loss=0.103791 avg_train_ssim=0.8780 run_seconds=44351.756
epoch 1120: train_loss=0.103771 train_ssim=0.8780 val_loss=0.109823 val_ssim=0.8709 val_psnr=32.37 lr=0.00014788519 epoch_seconds=39.078 run_seconds=44360.574 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1121 heartbeat: batch=1/455 avg_train_loss=0.104131 avg_train_ssim=0.8776 run_seconds=44360.841
epoch 1121 heartbeat: batch=128/455 avg_train_loss=0.104141 avg_train_ssim=0.8776 run_seconds=44370.850
epoch 1121 heartbeat: batch=255/455 avg_train_loss=0.104201 avg_train_ssim=0.8775 run_seconds=44380.855
epoch 1121 heartbeat: batch=388/455 avg_train_loss=0.104049 avg_train_ssim=0.8777 run_seconds=44390.864
epoch 1121: train_loss=0.104005 train_ssim=0.8777 val_loss=0.110163 val_ssim=0.8705 val_psnr=32.24 lr=0.000155 epoch_seconds=39.098 run_seconds=44399.708 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1122 heartbeat: batch=1/455 avg_train_loss=0.104862 avg_train_ssim=0.8767 run_seconds=44399.977
epoch 1122 heartbeat: batch=128/455 avg_train_loss=0.103990 avg_train_ssim=0.8778 run_seconds=44409.988
epoch 1122 heartbeat: batch=256/455 avg_train_loss=0.103960 avg_train_ssim=0.8778 run_seconds=44420.033
epoch 1122 heartbeat: batch=389/455 avg_train_loss=0.103950 avg_train_ssim=0.8778 run_seconds=44430.046
epoch 1122: train_loss=0.103848 train_ssim=0.8779 val_loss=0.110127 val_ssim=0.8705 val_psnr=32.16 lr=0.00016211481 epoch_seconds=39.032 run_seconds=44438.779 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1123 heartbeat: batch=1/455 avg_train_loss=0.103399 avg_train_ssim=0.8784 run_seconds=44439.061
epoch 1123 heartbeat: batch=128/455 avg_train_loss=0.103771 avg_train_ssim=0.8780 run_seconds=44449.080
epoch 1123 heartbeat: batch=256/455 avg_train_loss=0.103835 avg_train_ssim=0.8779 run_seconds=44459.117
epoch 1123 heartbeat: batch=389/455 avg_train_loss=0.103904 avg_train_ssim=0.8779 run_seconds=44469.154
epoch 1123: train_loss=0.103945 train_ssim=0.8778 val_loss=0.110156 val_ssim=0.8705 val_psnr=32.34 lr=0.00016921249 epoch_seconds=39.142 run_seconds=44477.961 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1124 heartbeat: batch=1/455 avg_train_loss=0.105531 avg_train_ssim=0.8760 run_seconds=44478.223
epoch 1124 heartbeat: batch=128/455 avg_train_loss=0.104000 avg_train_ssim=0.8777 run_seconds=44488.231
epoch 1124 heartbeat: batch=255/455 avg_train_loss=0.103994 avg_train_ssim=0.8778 run_seconds=44498.233
epoch 1124 heartbeat: batch=388/455 avg_train_loss=0.103863 avg_train_ssim=0.8779 run_seconds=44508.272
epoch 1124: train_loss=0.103916 train_ssim=0.8778 val_loss=0.110456 val_ssim=0.8702 val_psnr=32.25 lr=0.00017627592 epoch_seconds=39.212 run_seconds=44517.211 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1125 heartbeat: batch=1/455 avg_train_loss=0.104021 avg_train_ssim=0.8777 run_seconds=44517.486
epoch 1125 heartbeat: batch=128/455 avg_train_loss=0.103720 avg_train_ssim=0.8781 run_seconds=44527.498
epoch 1125 heartbeat: batch=256/455 avg_train_loss=0.103817 avg_train_ssim=0.8780 run_seconds=44537.523
epoch 1125 heartbeat: batch=388/455 avg_train_loss=0.103971 avg_train_ssim=0.8778 run_seconds=44547.583
epoch 1125: train_loss=0.104009 train_ssim=0.8777 val_loss=0.110193 val_ssim=0.8705 val_psnr=32.43 lr=0.0001832881 epoch_seconds=39.185 run_seconds=44556.431 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1126 heartbeat: batch=1/455 avg_train_loss=0.106543 avg_train_ssim=0.8748 run_seconds=44556.703
epoch 1126 heartbeat: batch=128/455 avg_train_loss=0.103731 avg_train_ssim=0.8781 run_seconds=44566.738
epoch 1126 heartbeat: batch=257/455 avg_train_loss=0.103862 avg_train_ssim=0.8779 run_seconds=44576.774
epoch 1126 heartbeat: batch=389/455 avg_train_loss=0.104042 avg_train_ssim=0.8777 run_seconds=44586.842
epoch 1126: train_loss=0.104078 train_ssim=0.8777 val_loss=0.110539 val_ssim=0.8701 val_psnr=32.26 lr=0.00019023213 epoch_seconds=39.116 run_seconds=44595.587 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1127 heartbeat: batch=1/455 avg_train_loss=0.099725 avg_train_ssim=0.8828 run_seconds=44595.856
epoch 1127 heartbeat: batch=128/455 avg_train_loss=0.103946 avg_train_ssim=0.8778 run_seconds=44605.869
epoch 1127 heartbeat: batch=257/455 avg_train_loss=0.104087 avg_train_ssim=0.8776 run_seconds=44615.902
epoch 1127 heartbeat: batch=391/455 avg_train_loss=0.104108 avg_train_ssim=0.8776 run_seconds=44625.954
epoch 1127: train_loss=0.104077 train_ssim=0.8777 val_loss=0.110488 val_ssim=0.8701 val_psnr=32.26 lr=0.00019709128 epoch_seconds=38.880 run_seconds=44634.506 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1128 heartbeat: batch=1/455 avg_train_loss=0.103364 avg_train_ssim=0.8785 run_seconds=44634.807
epoch 1128 heartbeat: batch=128/455 avg_train_loss=0.104064 avg_train_ssim=0.8777 run_seconds=44644.823
epoch 1128 heartbeat: batch=255/455 avg_train_loss=0.103960 avg_train_ssim=0.8778 run_seconds=44654.843
epoch 1128 heartbeat: batch=391/455 avg_train_loss=0.104540 avg_train_ssim=0.8771 run_seconds=44664.855
epoch 1128: train_loss=0.104570 train_ssim=0.8771 val_loss=0.110515 val_ssim=0.8701 val_psnr=32.37 lr=0.00020384903 epoch_seconds=38.902 run_seconds=44673.445 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1129 heartbeat: batch=1/455 avg_train_loss=0.109285 avg_train_ssim=0.8715 run_seconds=44673.709
epoch 1129 heartbeat: batch=128/455 avg_train_loss=0.104412 avg_train_ssim=0.8773 run_seconds=44683.723
epoch 1129 heartbeat: batch=255/455 avg_train_loss=0.104302 avg_train_ssim=0.8774 run_seconds=44693.760
epoch 1129 heartbeat: batch=391/455 avg_train_loss=0.104387 avg_train_ssim=0.8773 run_seconds=44703.797
epoch 1129: train_loss=0.104375 train_ssim=0.8773 val_loss=0.110476 val_ssim=0.8701 val_psnr=32.34 lr=0.0002104891 epoch_seconds=38.962 run_seconds=44712.443 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1130 heartbeat: batch=1/455 avg_train_loss=0.104975 avg_train_ssim=0.8766 run_seconds=44712.710
epoch 1130 heartbeat: batch=129/455 avg_train_loss=0.104084 avg_train_ssim=0.8776 run_seconds=44722.788
epoch 1130 heartbeat: batch=256/455 avg_train_loss=0.104104 avg_train_ssim=0.8776 run_seconds=44732.801
epoch 1130 heartbeat: batch=389/455 avg_train_loss=0.104281 avg_train_ssim=0.8774 run_seconds=44742.825
epoch 1130: train_loss=0.104328 train_ssim=0.8774 val_loss=0.110274 val_ssim=0.8704 val_psnr=32.37 lr=0.00021699549 epoch_seconds=39.083 run_seconds=44751.565 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1131 heartbeat: batch=1/455 avg_train_loss=0.104528 avg_train_ssim=0.8771 run_seconds=44751.838
epoch 1131 heartbeat: batch=128/455 avg_train_loss=0.104294 avg_train_ssim=0.8774 run_seconds=44761.861
epoch 1131 heartbeat: batch=255/455 avg_train_loss=0.104151 avg_train_ssim=0.8776 run_seconds=44771.871
epoch 1131 heartbeat: batch=388/455 avg_train_loss=0.104280 avg_train_ssim=0.8774 run_seconds=44781.898
epoch 1131: train_loss=0.104207 train_ssim=0.8775 val_loss=0.110397 val_ssim=0.8702 val_psnr=32.25 lr=0.00022335253 epoch_seconds=39.207 run_seconds=44790.808 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1132 heartbeat: batch=1/455 avg_train_loss=0.102994 avg_train_ssim=0.8789 run_seconds=44791.074
epoch 1132 heartbeat: batch=128/455 avg_train_loss=0.104209 avg_train_ssim=0.8775 run_seconds=44801.129
epoch 1132 heartbeat: batch=255/455 avg_train_loss=0.104240 avg_train_ssim=0.8775 run_seconds=44811.180
epoch 1132 heartbeat: batch=388/455 avg_train_loss=0.104482 avg_train_ssim=0.8772 run_seconds=44821.217
epoch 1132: train_loss=0.104439 train_ssim=0.8772 val_loss=0.110529 val_ssim=0.8701 val_psnr=32.30 lr=0.0002295449 epoch_seconds=39.231 run_seconds=44830.076 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1133 heartbeat: batch=1/455 avg_train_loss=0.106347 avg_train_ssim=0.8750 run_seconds=44830.344
epoch 1133 heartbeat: batch=128/455 avg_train_loss=0.104372 avg_train_ssim=0.8773 run_seconds=44840.385
epoch 1133 heartbeat: batch=255/455 avg_train_loss=0.104231 avg_train_ssim=0.8775 run_seconds=44850.394
epoch 1133 heartbeat: batch=388/455 avg_train_loss=0.104231 avg_train_ssim=0.8775 run_seconds=44860.412
epoch 1133: train_loss=0.104299 train_ssim=0.8774 val_loss=0.110382 val_ssim=0.8702 val_psnr=32.26 lr=0.00023555768 epoch_seconds=39.231 run_seconds=44869.344 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1134 heartbeat: batch=1/455 avg_train_loss=0.108270 avg_train_ssim=0.8727 run_seconds=44869.615
epoch 1134 heartbeat: batch=128/455 avg_train_loss=0.104330 avg_train_ssim=0.8774 run_seconds=44879.687
epoch 1134 heartbeat: batch=255/455 avg_train_loss=0.104243 avg_train_ssim=0.8775 run_seconds=44889.706
epoch 1134 heartbeat: batch=388/455 avg_train_loss=0.104350 avg_train_ssim=0.8773 run_seconds=44899.761
epoch 1134: train_loss=0.104275 train_ssim=0.8774 val_loss=0.110329 val_ssim=0.8703 val_psnr=32.30 lr=0.0002413764 epoch_seconds=39.264 run_seconds=44908.648 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1135 heartbeat: batch=1/455 avg_train_loss=0.106687 avg_train_ssim=0.8746 run_seconds=44908.970
epoch 1135 heartbeat: batch=129/455 avg_train_loss=0.104429 avg_train_ssim=0.8772 run_seconds=44919.046
epoch 1135 heartbeat: batch=256/455 avg_train_loss=0.104289 avg_train_ssim=0.8774 run_seconds=44929.048
epoch 1135 heartbeat: batch=390/455 avg_train_loss=0.104371 avg_train_ssim=0.8773 run_seconds=44939.103
epoch 1135: train_loss=0.104407 train_ssim=0.8773 val_loss=0.110453 val_ssim=0.8702 val_psnr=32.29 lr=0.00024698703 epoch_seconds=39.150 run_seconds=44947.836 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1136 heartbeat: batch=1/455 avg_train_loss=0.104617 avg_train_ssim=0.8770 run_seconds=44948.099
epoch 1136 heartbeat: batch=128/455 avg_train_loss=0.104311 avg_train_ssim=0.8774 run_seconds=44958.102
epoch 1136 heartbeat: batch=255/455 avg_train_loss=0.104455 avg_train_ssim=0.8772 run_seconds=44968.114
epoch 1136 heartbeat: batch=389/455 avg_train_loss=0.104368 avg_train_ssim=0.8773 run_seconds=44978.175
epoch 1136: train_loss=0.104297 train_ssim=0.8774 val_loss=0.110592 val_ssim=0.8700 val_psnr=32.24 lr=0.00025237605 epoch_seconds=39.047 run_seconds=44986.919 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1137 heartbeat: batch=1/455 avg_train_loss=0.102512 avg_train_ssim=0.8795 run_seconds=44987.223
epoch 1137 heartbeat: batch=128/455 avg_train_loss=0.104286 avg_train_ssim=0.8774 run_seconds=44997.234
epoch 1137 heartbeat: batch=255/455 avg_train_loss=0.104705 avg_train_ssim=0.8769 run_seconds=45007.243
epoch 1137 heartbeat: batch=388/455 avg_train_loss=0.104777 avg_train_ssim=0.8768 run_seconds=45017.308
epoch 1137: train_loss=0.104744 train_ssim=0.8769 val_loss=0.110892 val_ssim=0.8696 val_psnr=32.38 lr=0.00025753048 epoch_seconds=39.229 run_seconds=45026.183 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1138 heartbeat: batch=1/455 avg_train_loss=0.106745 avg_train_ssim=0.8745 run_seconds=45026.475
epoch 1138 heartbeat: batch=128/455 avg_train_loss=0.104366 avg_train_ssim=0.8773 run_seconds=45036.497
epoch 1138 heartbeat: batch=257/455 avg_train_loss=0.104521 avg_train_ssim=0.8771 run_seconds=45046.535
epoch 1138 heartbeat: batch=388/455 avg_train_loss=0.104634 avg_train_ssim=0.8770 run_seconds=45056.556
epoch 1138: train_loss=0.104688 train_ssim=0.8769 val_loss=0.110694 val_ssim=0.8699 val_psnr=32.06 lr=0.00026243791 epoch_seconds=39.195 run_seconds=45065.417 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1139 heartbeat: batch=1/455 avg_train_loss=0.108276 avg_train_ssim=0.8727 run_seconds=45065.686
epoch 1139 heartbeat: batch=128/455 avg_train_loss=0.104404 avg_train_ssim=0.8773 run_seconds=45075.759
epoch 1139 heartbeat: batch=256/455 avg_train_loss=0.104482 avg_train_ssim=0.8772 run_seconds=45085.772
epoch 1139 heartbeat: batch=387/455 avg_train_loss=0.104497 avg_train_ssim=0.8772 run_seconds=45095.783
epoch 1139: train_loss=0.104464 train_ssim=0.8772 val_loss=0.111299 val_ssim=0.8692 val_psnr=32.17 lr=0.00026708652 epoch_seconds=39.258 run_seconds=45104.711 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1140 heartbeat: batch=1/455 avg_train_loss=0.103400 avg_train_ssim=0.8784 run_seconds=45105.016
epoch 1140 heartbeat: batch=129/455 avg_train_loss=0.104359 avg_train_ssim=0.8773 run_seconds=45115.091
epoch 1140 heartbeat: batch=259/455 avg_train_loss=0.104232 avg_train_ssim=0.8775 run_seconds=45125.159
epoch 1140 heartbeat: batch=390/455 avg_train_loss=0.104400 avg_train_ssim=0.8773 run_seconds=45135.221
epoch 1140: train_loss=0.104462 train_ssim=0.8772 val_loss=0.111521 val_ssim=0.8689 val_psnr=32.21 lr=0.00027146509 epoch_seconds=39.165 run_seconds=45143.912 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1141 heartbeat: batch=1/455 avg_train_loss=0.104698 avg_train_ssim=0.8769 run_seconds=45144.208
epoch 1141 heartbeat: batch=129/455 avg_train_loss=0.104563 avg_train_ssim=0.8771 run_seconds=45154.286
epoch 1141 heartbeat: batch=259/455 avg_train_loss=0.104960 avg_train_ssim=0.8766 run_seconds=45164.347
epoch 1141 heartbeat: batch=390/455 avg_train_loss=0.104756 avg_train_ssim=0.8769 run_seconds=45174.368
epoch 1141: train_loss=0.104635 train_ssim=0.8770 val_loss=0.110400 val_ssim=0.8702 val_psnr=32.41 lr=0.00027556309 epoch_seconds=39.034 run_seconds=45182.982 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1142 heartbeat: batch=1/455 avg_train_loss=0.106119 avg_train_ssim=0.8753 run_seconds=45183.246
epoch 1142 heartbeat: batch=128/455 avg_train_loss=0.104101 avg_train_ssim=0.8776 run_seconds=45193.257
epoch 1142 heartbeat: batch=257/455 avg_train_loss=0.104465 avg_train_ssim=0.8772 run_seconds=45203.268
epoch 1142 heartbeat: batch=387/455 avg_train_loss=0.104537 avg_train_ssim=0.8771 run_seconds=45213.307
epoch 1142: train_loss=0.104460 train_ssim=0.8772 val_loss=0.111280 val_ssim=0.8692 val_psnr=32.17 lr=0.00027937065 epoch_seconds=39.232 run_seconds=45222.251 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1143 heartbeat: batch=1/455 avg_train_loss=0.104412 avg_train_ssim=0.8773 run_seconds=45222.517
epoch 1143 heartbeat: batch=128/455 avg_train_loss=0.104426 avg_train_ssim=0.8772 run_seconds=45232.543
epoch 1143 heartbeat: batch=258/455 avg_train_loss=0.104657 avg_train_ssim=0.8770 run_seconds=45242.603
epoch 1143 heartbeat: batch=389/455 avg_train_loss=0.105059 avg_train_ssim=0.8765 run_seconds=45252.603
epoch 1143: train_loss=0.105035 train_ssim=0.8765 val_loss=0.110988 val_ssim=0.8695 val_psnr=32.14 lr=0.00028287858 epoch_seconds=39.078 run_seconds=45261.364 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1144 heartbeat: batch=1/455 avg_train_loss=0.106558 avg_train_ssim=0.8747 run_seconds=45261.636
epoch 1144 heartbeat: batch=129/455 avg_train_loss=0.104488 avg_train_ssim=0.8772 run_seconds=45271.714
epoch 1144 heartbeat: batch=259/455 avg_train_loss=0.104634 avg_train_ssim=0.8770 run_seconds=45281.783
epoch 1144 heartbeat: batch=390/455 avg_train_loss=0.104582 avg_train_ssim=0.8771 run_seconds=45291.851
epoch 1144: train_loss=0.104575 train_ssim=0.8771 val_loss=0.111254 val_ssim=0.8692 val_psnr=32.21 lr=0.00028607845 epoch_seconds=39.168 run_seconds=45300.568 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1145 heartbeat: batch=1/455 avg_train_loss=0.101456 avg_train_ssim=0.8807 run_seconds=45300.841
epoch 1145 heartbeat: batch=128/455 avg_train_loss=0.104476 avg_train_ssim=0.8772 run_seconds=45310.843
epoch 1145 heartbeat: batch=258/455 avg_train_loss=0.104507 avg_train_ssim=0.8772 run_seconds=45320.884
epoch 1145 heartbeat: batch=389/455 avg_train_loss=0.104525 avg_train_ssim=0.8771 run_seconds=45330.889
epoch 1145: train_loss=0.104547 train_ssim=0.8771 val_loss=0.110608 val_ssim=0.8700 val_psnr=32.34 lr=0.00028896253 epoch_seconds=39.088 run_seconds=45339.692 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1146 heartbeat: batch=1/455 avg_train_loss=0.104807 avg_train_ssim=0.8768 run_seconds=45339.983
epoch 1146 heartbeat: batch=128/455 avg_train_loss=0.104823 avg_train_ssim=0.8768 run_seconds=45350.008
epoch 1146 heartbeat: batch=258/455 avg_train_loss=0.104610 avg_train_ssim=0.8770 run_seconds=45360.054
epoch 1146 heartbeat: batch=389/455 avg_train_loss=0.104705 avg_train_ssim=0.8769 run_seconds=45370.082
epoch 1146: train_loss=0.104708 train_ssim=0.8769 val_loss=0.111144 val_ssim=0.8693 val_psnr=32.24 lr=0.00029152389 epoch_seconds=39.082 run_seconds=45378.812 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1147 heartbeat: batch=1/455 avg_train_loss=0.104542 avg_train_ssim=0.8771 run_seconds=45379.078
epoch 1147 heartbeat: batch=127/455 avg_train_loss=0.104054 avg_train_ssim=0.8777 run_seconds=45389.098
epoch 1147 heartbeat: batch=256/455 avg_train_loss=0.104495 avg_train_ssim=0.8772 run_seconds=45399.115
epoch 1147 heartbeat: batch=387/455 avg_train_loss=0.104518 avg_train_ssim=0.8771 run_seconds=45409.149
epoch 1147: train_loss=0.104556 train_ssim=0.8771 val_loss=0.110917 val_ssim=0.8696 val_psnr=32.09 lr=0.00029375635 epoch_seconds=39.188 run_seconds=45418.036 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1148 heartbeat: batch=1/455 avg_train_loss=0.106515 avg_train_ssim=0.8748 run_seconds=45418.304
epoch 1148 heartbeat: batch=128/455 avg_train_loss=0.104242 avg_train_ssim=0.8775 run_seconds=45428.321
epoch 1148 heartbeat: batch=257/455 avg_train_loss=0.104365 avg_train_ssim=0.8773 run_seconds=45438.351
epoch 1148 heartbeat: batch=388/455 avg_train_loss=0.104484 avg_train_ssim=0.8772 run_seconds=45448.382
epoch 1148: train_loss=0.104496 train_ssim=0.8772 val_loss=0.110728 val_ssim=0.8698 val_psnr=31.98 lr=0.00029565453 epoch_seconds=39.101 run_seconds=45457.172 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1149 heartbeat: batch=1/455 avg_train_loss=0.103240 avg_train_ssim=0.8786 run_seconds=45457.441
epoch 1149 heartbeat: batch=128/455 avg_train_loss=0.104564 avg_train_ssim=0.8771 run_seconds=45467.458
epoch 1149 heartbeat: batch=258/455 avg_train_loss=0.104708 avg_train_ssim=0.8769 run_seconds=45477.504
epoch 1149 heartbeat: batch=388/455 avg_train_loss=0.104691 avg_train_ssim=0.8769 run_seconds=45487.506
epoch 1149: train_loss=0.104731 train_ssim=0.8769 val_loss=0.110703 val_ssim=0.8699 val_psnr=32.29 lr=0.00029721387 epoch_seconds=39.229 run_seconds=45496.437 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1150 heartbeat: batch=1/455 avg_train_loss=0.107997 avg_train_ssim=0.8731 run_seconds=45496.705
epoch 1150 heartbeat: batch=128/455 avg_train_loss=0.104434 avg_train_ssim=0.8772 run_seconds=45506.708
epoch 1150 heartbeat: batch=258/455 avg_train_loss=0.104372 avg_train_ssim=0.8773 run_seconds=45516.751
epoch 1150 heartbeat: batch=389/455 avg_train_loss=0.104553 avg_train_ssim=0.8771 run_seconds=45526.815
epoch 1150: train_loss=0.104582 train_ssim=0.8771 val_loss=0.111122 val_ssim=0.8694 val_psnr=32.33 lr=0.00029843059 epoch_seconds=39.080 run_seconds=45535.552 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1151 heartbeat: batch=1/455 avg_train_loss=0.105120 avg_train_ssim=0.8764 run_seconds=45535.824
epoch 1151 heartbeat: batch=129/455 avg_train_loss=0.104815 avg_train_ssim=0.8768 run_seconds=45545.901
epoch 1151 heartbeat: batch=259/455 avg_train_loss=0.104747 avg_train_ssim=0.8769 run_seconds=45555.960
epoch 1151 heartbeat: batch=388/455 avg_train_loss=0.104733 avg_train_ssim=0.8769 run_seconds=45565.983
epoch 1151: train_loss=0.104692 train_ssim=0.8769 val_loss=0.111316 val_ssim=0.8691 val_psnr=32.30 lr=0.00029930179 epoch_seconds=39.276 run_seconds=45574.865 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1152 heartbeat: batch=1/455 avg_train_loss=0.102465 avg_train_ssim=0.8795 run_seconds=45575.160
epoch 1152 heartbeat: batch=128/455 avg_train_loss=0.104462 avg_train_ssim=0.8772 run_seconds=45585.168
epoch 1152 heartbeat: batch=258/455 avg_train_loss=0.104641 avg_train_ssim=0.8770 run_seconds=45595.185
epoch 1152 heartbeat: batch=389/455 avg_train_loss=0.104555 avg_train_ssim=0.8771 run_seconds=45605.253
epoch 1152: train_loss=0.104564 train_ssim=0.8771 val_loss=0.111253 val_ssim=0.8692 val_psnr=32.25 lr=0.00029982534 epoch_seconds=39.081 run_seconds=45613.982 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1153 heartbeat: batch=1/455 avg_train_loss=0.101646 avg_train_ssim=0.8805 run_seconds=45614.267
epoch 1153 heartbeat: batch=127/455 avg_train_loss=0.104480 avg_train_ssim=0.8772 run_seconds=45624.321
epoch 1153 heartbeat: batch=256/455 avg_train_loss=0.104436 avg_train_ssim=0.8772 run_seconds=45634.367
epoch 1153 heartbeat: batch=386/455 avg_train_loss=0.104585 avg_train_ssim=0.8771 run_seconds=45644.398
epoch 1153: train_loss=0.104581 train_ssim=0.8771 val_loss=0.110815 val_ssim=0.8697 val_psnr=32.14 lr=0.0003 epoch_seconds=39.393 run_seconds=45653.413 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1154 heartbeat: batch=1/455 avg_train_loss=0.106199 avg_train_ssim=0.8752 run_seconds=45653.686
epoch 1154 heartbeat: batch=127/455 avg_train_loss=0.104444 avg_train_ssim=0.8772 run_seconds=45663.686
epoch 1154 heartbeat: batch=256/455 avg_train_loss=0.104337 avg_train_ssim=0.8774 run_seconds=45673.695
epoch 1154 heartbeat: batch=386/455 avg_train_loss=0.104347 avg_train_ssim=0.8773 run_seconds=45683.704
epoch 1154: train_loss=0.104444 train_ssim=0.8772 val_loss=0.110450 val_ssim=0.8702 val_psnr=32.24 lr=0.00029982534 epoch_seconds=39.231 run_seconds=45692.679 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1155 heartbeat: batch=1/455 avg_train_loss=0.104045 avg_train_ssim=0.8777 run_seconds=45692.959
epoch 1155 heartbeat: batch=129/455 avg_train_loss=0.103989 avg_train_ssim=0.8778 run_seconds=45703.040
epoch 1155 heartbeat: batch=260/455 avg_train_loss=0.104331 avg_train_ssim=0.8774 run_seconds=45713.086
epoch 1155 heartbeat: batch=390/455 avg_train_loss=0.104415 avg_train_ssim=0.8773 run_seconds=45723.102
epoch 1155: train_loss=0.104494 train_ssim=0.8772 val_loss=0.110588 val_ssim=0.8700 val_psnr=32.22 lr=0.00029930179 epoch_seconds=39.077 run_seconds=45731.795 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1156 heartbeat: batch=1/455 avg_train_loss=0.103808 avg_train_ssim=0.8780 run_seconds=45732.069
epoch 1156 heartbeat: batch=128/455 avg_train_loss=0.104421 avg_train_ssim=0.8773 run_seconds=45742.070
epoch 1156 heartbeat: batch=258/455 avg_train_loss=0.104225 avg_train_ssim=0.8775 run_seconds=45752.079
epoch 1156 heartbeat: batch=388/455 avg_train_loss=0.104367 avg_train_ssim=0.8773 run_seconds=45762.128
epoch 1156: train_loss=0.104388 train_ssim=0.8773 val_loss=0.110761 val_ssim=0.8698 val_psnr=32.28 lr=0.00029843059 epoch_seconds=39.152 run_seconds=45770.983 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1157 heartbeat: batch=1/455 avg_train_loss=0.103838 avg_train_ssim=0.8779 run_seconds=45771.284
epoch 1157 heartbeat: batch=128/455 avg_train_loss=0.104168 avg_train_ssim=0.8776 run_seconds=45781.293
epoch 1157 heartbeat: batch=259/455 avg_train_loss=0.104421 avg_train_ssim=0.8773 run_seconds=45791.369
epoch 1157 heartbeat: batch=392/455 avg_train_loss=0.104396 avg_train_ssim=0.8773 run_seconds=45801.409
epoch 1157: train_loss=0.104452 train_ssim=0.8772 val_loss=0.110430 val_ssim=0.8702 val_psnr=32.37 lr=0.00029721387 epoch_seconds=38.931 run_seconds=45809.950 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1158 heartbeat: batch=1/455 avg_train_loss=0.109434 avg_train_ssim=0.8714 run_seconds=45810.215
epoch 1158 heartbeat: batch=127/455 avg_train_loss=0.104110 avg_train_ssim=0.8776 run_seconds=45820.233
epoch 1158 heartbeat: batch=257/455 avg_train_loss=0.104380 avg_train_ssim=0.8773 run_seconds=45830.233
epoch 1158 heartbeat: batch=388/455 avg_train_loss=0.104456 avg_train_ssim=0.8772 run_seconds=45840.307
epoch 1158: train_loss=0.104426 train_ssim=0.8772 val_loss=0.110626 val_ssim=0.8700 val_psnr=32.20 lr=0.00029565453 epoch_seconds=39.156 run_seconds=45849.141 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1159 heartbeat: batch=1/455 avg_train_loss=0.108824 avg_train_ssim=0.8721 run_seconds=45849.457
epoch 1159 heartbeat: batch=128/455 avg_train_loss=0.104475 avg_train_ssim=0.8772 run_seconds=45859.506
epoch 1159 heartbeat: batch=258/455 avg_train_loss=0.104599 avg_train_ssim=0.8770 run_seconds=45869.572
epoch 1159 heartbeat: batch=388/455 avg_train_loss=0.104447 avg_train_ssim=0.8772 run_seconds=45879.581
epoch 1159: train_loss=0.104427 train_ssim=0.8772 val_loss=0.112120 val_ssim=0.8682 val_psnr=32.22 lr=0.00029375635 epoch_seconds=39.274 run_seconds=45888.455 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1160 heartbeat: batch=1/455 avg_train_loss=0.101320 avg_train_ssim=0.8809 run_seconds=45888.727
epoch 1160 heartbeat: batch=128/455 avg_train_loss=0.104391 avg_train_ssim=0.8773 run_seconds=45898.730
epoch 1160 heartbeat: batch=257/455 avg_train_loss=0.105319 avg_train_ssim=0.8762 run_seconds=45908.734
epoch 1160 heartbeat: batch=388/455 avg_train_loss=0.105388 avg_train_ssim=0.8761 run_seconds=45918.813
epoch 1160: train_loss=0.105295 train_ssim=0.8762 val_loss=0.110824 val_ssim=0.8697 val_psnr=32.17 lr=0.00029152389 epoch_seconds=39.252 run_seconds=45927.744 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1161 heartbeat: batch=1/455 avg_train_loss=0.104471 avg_train_ssim=0.8772 run_seconds=45928.014
epoch 1161 heartbeat: batch=128/455 avg_train_loss=0.104397 avg_train_ssim=0.8773 run_seconds=45938.017
epoch 1161 heartbeat: batch=259/455 avg_train_loss=0.104275 avg_train_ssim=0.8774 run_seconds=45948.089
epoch 1161 heartbeat: batch=389/455 avg_train_loss=0.104312 avg_train_ssim=0.8774 run_seconds=45958.165
epoch 1161: train_loss=0.104323 train_ssim=0.8774 val_loss=0.111050 val_ssim=0.8695 val_psnr=32.23 lr=0.00028896253 epoch_seconds=39.186 run_seconds=45966.968 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1162 heartbeat: batch=1/455 avg_train_loss=0.102418 avg_train_ssim=0.8796 run_seconds=45967.268
epoch 1162 heartbeat: batch=128/455 avg_train_loss=0.104124 avg_train_ssim=0.8776 run_seconds=45977.277
epoch 1162 heartbeat: batch=258/455 avg_train_loss=0.104304 avg_train_ssim=0.8774 run_seconds=45987.279
epoch 1162 heartbeat: batch=388/455 avg_train_loss=0.104320 avg_train_ssim=0.8774 run_seconds=45997.298
epoch 1162: train_loss=0.104296 train_ssim=0.8774 val_loss=0.110384 val_ssim=0.8702 val_psnr=32.36 lr=0.00028607845 epoch_seconds=39.102 run_seconds=46006.105 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1163 heartbeat: batch=1/455 avg_train_loss=0.101136 avg_train_ssim=0.8811 run_seconds=46006.374
epoch 1163 heartbeat: batch=127/455 avg_train_loss=0.105238 avg_train_ssim=0.8763 run_seconds=46016.414
epoch 1163 heartbeat: batch=257/455 avg_train_loss=0.104962 avg_train_ssim=0.8766 run_seconds=46026.422
epoch 1163 heartbeat: batch=387/455 avg_train_loss=0.104734 avg_train_ssim=0.8769 run_seconds=46036.488
epoch 1163: train_loss=0.104722 train_ssim=0.8769 val_loss=0.111405 val_ssim=0.8690 val_psnr=32.06 lr=0.00028287858 epoch_seconds=39.302 run_seconds=46045.444 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1164 heartbeat: batch=1/455 avg_train_loss=0.106572 avg_train_ssim=0.8747 run_seconds=46045.759
epoch 1164 heartbeat: batch=129/455 avg_train_loss=0.104466 avg_train_ssim=0.8772 run_seconds=46055.833
epoch 1164 heartbeat: batch=259/455 avg_train_loss=0.104230 avg_train_ssim=0.8775 run_seconds=46065.835
epoch 1164 heartbeat: batch=389/455 avg_train_loss=0.104294 avg_train_ssim=0.8774 run_seconds=46075.882
epoch 1164: train_loss=0.104267 train_ssim=0.8774 val_loss=0.110248 val_ssim=0.8704 val_psnr=32.32 lr=0.00027937065 epoch_seconds=39.139 run_seconds=46084.619 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1165 heartbeat: batch=1/455 avg_train_loss=0.097787 avg_train_ssim=0.8850 run_seconds=46084.924
epoch 1165 heartbeat: batch=127/455 avg_train_loss=0.103973 avg_train_ssim=0.8778 run_seconds=46094.939
epoch 1165 heartbeat: batch=258/455 avg_train_loss=0.104140 avg_train_ssim=0.8776 run_seconds=46105.001
epoch 1165 heartbeat: batch=388/455 avg_train_loss=0.104242 avg_train_ssim=0.8775 run_seconds=46115.016
epoch 1165: train_loss=0.104262 train_ssim=0.8774 val_loss=0.110823 val_ssim=0.8697 val_psnr=32.28 lr=0.00027556309 epoch_seconds=39.188 run_seconds=46123.844 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1166 heartbeat: batch=1/455 avg_train_loss=0.101588 avg_train_ssim=0.8806 run_seconds=46124.158
epoch 1166 heartbeat: batch=128/455 avg_train_loss=0.103899 avg_train_ssim=0.8779 run_seconds=46134.160
epoch 1166 heartbeat: batch=259/455 avg_train_loss=0.104306 avg_train_ssim=0.8774 run_seconds=46144.170
epoch 1166 heartbeat: batch=388/455 avg_train_loss=0.104267 avg_train_ssim=0.8774 run_seconds=46154.211
epoch 1166: train_loss=0.104261 train_ssim=0.8774 val_loss=0.110327 val_ssim=0.8703 val_psnr=32.27 lr=0.00027146509 epoch_seconds=39.188 run_seconds=46163.071 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1167 heartbeat: batch=1/455 avg_train_loss=0.103335 avg_train_ssim=0.8785 run_seconds=46163.346
epoch 1167 heartbeat: batch=128/455 avg_train_loss=0.103849 avg_train_ssim=0.8779 run_seconds=46173.420
epoch 1167 heartbeat: batch=259/455 avg_train_loss=0.103949 avg_train_ssim=0.8778 run_seconds=46183.492
epoch 1167 heartbeat: batch=388/455 avg_train_loss=0.103995 avg_train_ssim=0.8778 run_seconds=46193.505
epoch 1167: train_loss=0.104047 train_ssim=0.8777 val_loss=0.110912 val_ssim=0.8696 val_psnr=32.29 lr=0.00026708652 epoch_seconds=39.213 run_seconds=46202.323 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1168 heartbeat: batch=1/455 avg_train_loss=0.099406 avg_train_ssim=0.8831 run_seconds=46202.619
epoch 1168 heartbeat: batch=128/455 avg_train_loss=0.104221 avg_train_ssim=0.8775 run_seconds=46212.643
epoch 1168 heartbeat: batch=259/455 avg_train_loss=0.104017 avg_train_ssim=0.8777 run_seconds=46222.697
epoch 1168 heartbeat: batch=389/455 avg_train_loss=0.104011 avg_train_ssim=0.8777 run_seconds=46232.759
epoch 1168: train_loss=0.104032 train_ssim=0.8777 val_loss=0.109824 val_ssim=0.8709 val_psnr=32.28 lr=0.00026243791 epoch_seconds=39.164 run_seconds=46241.523 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1169 heartbeat: batch=1/455 avg_train_loss=0.105905 avg_train_ssim=0.8755 run_seconds=46241.790
epoch 1169 heartbeat: batch=128/455 avg_train_loss=0.104104 avg_train_ssim=0.8776 run_seconds=46251.812
epoch 1169 heartbeat: batch=260/455 avg_train_loss=0.104052 avg_train_ssim=0.8777 run_seconds=46261.881
epoch 1169 heartbeat: batch=390/455 avg_train_loss=0.104023 avg_train_ssim=0.8777 run_seconds=46271.939
epoch 1169: train_loss=0.103954 train_ssim=0.8778 val_loss=0.110479 val_ssim=0.8701 val_psnr=32.19 lr=0.00025753048 epoch_seconds=39.058 run_seconds=46280.617 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1170 heartbeat: batch=1/455 avg_train_loss=0.104587 avg_train_ssim=0.8771 run_seconds=46280.885
epoch 1170 heartbeat: batch=128/455 avg_train_loss=0.104257 avg_train_ssim=0.8774 run_seconds=46290.903
epoch 1170 heartbeat: batch=259/455 avg_train_loss=0.104052 avg_train_ssim=0.8777 run_seconds=46300.914
epoch 1170 heartbeat: batch=388/455 avg_train_loss=0.104042 avg_train_ssim=0.8777 run_seconds=46310.985
epoch 1170: train_loss=0.103997 train_ssim=0.8778 val_loss=0.110287 val_ssim=0.8704 val_psnr=32.24 lr=0.00025237605 epoch_seconds=39.197 run_seconds=46319.851 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1171 heartbeat: batch=1/455 avg_train_loss=0.102714 avg_train_ssim=0.8793 run_seconds=46320.149
epoch 1171 heartbeat: batch=129/455 avg_train_loss=0.103831 avg_train_ssim=0.8779 run_seconds=46330.228
epoch 1171 heartbeat: batch=262/455 avg_train_loss=0.103844 avg_train_ssim=0.8779 run_seconds=46340.251
epoch 1171 heartbeat: batch=389/455 avg_train_loss=0.103998 avg_train_ssim=0.8778 run_seconds=46350.283
epoch 1171: train_loss=0.104029 train_ssim=0.8777 val_loss=0.110741 val_ssim=0.8698 val_psnr=32.12 lr=0.00024698703 epoch_seconds=39.155 run_seconds=46359.042 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1172 heartbeat: batch=1/455 avg_train_loss=0.104333 avg_train_ssim=0.8774 run_seconds=46359.308
epoch 1172 heartbeat: batch=128/455 avg_train_loss=0.103917 avg_train_ssim=0.8778 run_seconds=46369.318
epoch 1172 heartbeat: batch=260/455 avg_train_loss=0.103812 avg_train_ssim=0.8780 run_seconds=46379.336
epoch 1172 heartbeat: batch=389/455 avg_train_loss=0.103804 avg_train_ssim=0.8780 run_seconds=46389.391
epoch 1172: train_loss=0.103805 train_ssim=0.8780 val_loss=0.110095 val_ssim=0.8706 val_psnr=32.24 lr=0.0002413764 epoch_seconds=39.079 run_seconds=46398.158 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1173 heartbeat: batch=1/455 avg_train_loss=0.105925 avg_train_ssim=0.8755 run_seconds=46398.432
epoch 1173 heartbeat: batch=127/455 avg_train_loss=0.104958 avg_train_ssim=0.8766 run_seconds=46408.471
epoch 1173 heartbeat: batch=258/455 avg_train_loss=0.104721 avg_train_ssim=0.8769 run_seconds=46418.498
epoch 1173 heartbeat: batch=386/455 avg_train_loss=0.104522 avg_train_ssim=0.8771 run_seconds=46428.506
epoch 1173: train_loss=0.104385 train_ssim=0.8773 val_loss=0.110549 val_ssim=0.8701 val_psnr=32.01 lr=0.00023555768 epoch_seconds=39.292 run_seconds=46437.486 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1174 heartbeat: batch=1/455 avg_train_loss=0.103528 avg_train_ssim=0.8783 run_seconds=46437.781
epoch 1174 heartbeat: batch=128/455 avg_train_loss=0.103804 avg_train_ssim=0.8780 run_seconds=46447.787
epoch 1174 heartbeat: batch=262/455 avg_train_loss=0.103782 avg_train_ssim=0.8780 run_seconds=46457.850
epoch 1174 heartbeat: batch=389/455 avg_train_loss=0.103985 avg_train_ssim=0.8778 run_seconds=46467.887
epoch 1174: train_loss=0.103902 train_ssim=0.8779 val_loss=0.110111 val_ssim=0.8706 val_psnr=32.35 lr=0.0002295449 epoch_seconds=39.178 run_seconds=46476.700 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1175 heartbeat: batch=1/455 avg_train_loss=0.099541 avg_train_ssim=0.8830 run_seconds=46477.000
epoch 1175 heartbeat: batch=128/455 avg_train_loss=0.103984 avg_train_ssim=0.8778 run_seconds=46487.027
epoch 1175 heartbeat: batch=262/455 avg_train_loss=0.103904 avg_train_ssim=0.8779 run_seconds=46497.101
epoch 1175 heartbeat: batch=389/455 avg_train_loss=0.103854 avg_train_ssim=0.8779 run_seconds=46507.122
epoch 1175: train_loss=0.103817 train_ssim=0.8780 val_loss=0.109775 val_ssim=0.8710 val_psnr=32.38 lr=0.00022335253 epoch_seconds=39.143 run_seconds=46515.878 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1176 heartbeat: batch=1/455 avg_train_loss=0.104157 avg_train_ssim=0.8776 run_seconds=46516.139
epoch 1176 heartbeat: batch=128/455 avg_train_loss=0.103853 avg_train_ssim=0.8779 run_seconds=46526.148
epoch 1176 heartbeat: batch=262/455 avg_train_loss=0.103823 avg_train_ssim=0.8780 run_seconds=46536.148
epoch 1176 heartbeat: batch=389/455 avg_train_loss=0.103825 avg_train_ssim=0.8780 run_seconds=46546.175
epoch 1176: train_loss=0.103805 train_ssim=0.8780 val_loss=0.110092 val_ssim=0.8706 val_psnr=32.41 lr=0.00021699549 epoch_seconds=39.027 run_seconds=46554.941 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1177 heartbeat: batch=1/455 avg_train_loss=0.100592 avg_train_ssim=0.8818 run_seconds=46555.249
epoch 1177 heartbeat: batch=128/455 avg_train_loss=0.103793 avg_train_ssim=0.8780 run_seconds=46565.254
epoch 1177 heartbeat: batch=262/455 avg_train_loss=0.103726 avg_train_ssim=0.8781 run_seconds=46575.305
epoch 1177 heartbeat: batch=389/455 avg_train_loss=0.103737 avg_train_ssim=0.8781 run_seconds=46585.342
epoch 1177: train_loss=0.103744 train_ssim=0.8780 val_loss=0.109835 val_ssim=0.8709 val_psnr=32.40 lr=0.0002104891 epoch_seconds=39.092 run_seconds=46594.071 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1178 heartbeat: batch=1/455 avg_train_loss=0.105993 avg_train_ssim=0.8754 run_seconds=46594.367
epoch 1178 heartbeat: batch=129/455 avg_train_loss=0.103930 avg_train_ssim=0.8778 run_seconds=46604.443
epoch 1178 heartbeat: batch=263/455 avg_train_loss=0.103935 avg_train_ssim=0.8778 run_seconds=46614.484
epoch 1178 heartbeat: batch=390/455 avg_train_loss=0.103909 avg_train_ssim=0.8779 run_seconds=46624.503
epoch 1178: train_loss=0.103845 train_ssim=0.8779 val_loss=0.110101 val_ssim=0.8706 val_psnr=32.27 lr=0.00020384903 epoch_seconds=39.073 run_seconds=46633.180 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1179 heartbeat: batch=1/455 avg_train_loss=0.107438 avg_train_ssim=0.8737 run_seconds=46633.445
epoch 1179 heartbeat: batch=127/455 avg_train_loss=0.103937 avg_train_ssim=0.8778 run_seconds=46643.460
epoch 1179 heartbeat: batch=260/455 avg_train_loss=0.103833 avg_train_ssim=0.8779 run_seconds=46653.464
epoch 1179 heartbeat: batch=387/455 avg_train_loss=0.103718 avg_train_ssim=0.8781 run_seconds=46663.478
epoch 1179: train_loss=0.103657 train_ssim=0.8782 val_loss=0.109733 val_ssim=0.8710 val_psnr=32.37 lr=0.00019709128 epoch_seconds=39.188 run_seconds=46672.406 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1180 heartbeat: batch=1/455 avg_train_loss=0.100982 avg_train_ssim=0.8813 run_seconds=46672.669
epoch 1180 heartbeat: batch=128/455 avg_train_loss=0.103565 avg_train_ssim=0.8783 run_seconds=46682.687
epoch 1180 heartbeat: batch=262/455 avg_train_loss=0.103510 avg_train_ssim=0.8783 run_seconds=46692.709
epoch 1180 heartbeat: batch=389/455 avg_train_loss=0.103586 avg_train_ssim=0.8782 run_seconds=46702.729
epoch 1180: train_loss=0.103587 train_ssim=0.8782 val_loss=0.110296 val_ssim=0.8703 val_psnr=32.31 lr=0.00019023213 epoch_seconds=39.046 run_seconds=46711.488 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1181 heartbeat: batch=1/455 avg_train_loss=0.106054 avg_train_ssim=0.8753 run_seconds=46711.783
epoch 1181 heartbeat: batch=128/455 avg_train_loss=0.103661 avg_train_ssim=0.8781 run_seconds=46721.803
epoch 1181 heartbeat: batch=262/455 avg_train_loss=0.103487 avg_train_ssim=0.8784 run_seconds=46731.852
epoch 1181 heartbeat: batch=389/455 avg_train_loss=0.103529 avg_train_ssim=0.8783 run_seconds=46741.885
epoch 1181: train_loss=0.103513 train_ssim=0.8783 val_loss=0.109914 val_ssim=0.8708 val_psnr=32.25 lr=0.0001832881 epoch_seconds=39.092 run_seconds=46750.616 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1182 heartbeat: batch=1/455 avg_train_loss=0.103143 avg_train_ssim=0.8788 run_seconds=46750.921
epoch 1182 heartbeat: batch=128/455 avg_train_loss=0.103322 avg_train_ssim=0.8785 run_seconds=46760.974
epoch 1182 heartbeat: batch=261/455 avg_train_loss=0.103304 avg_train_ssim=0.8786 run_seconds=46771.016
epoch 1182 heartbeat: batch=387/455 avg_train_loss=0.103469 avg_train_ssim=0.8784 run_seconds=46781.031
epoch 1182: train_loss=0.103498 train_ssim=0.8783 val_loss=0.109937 val_ssim=0.8708 val_psnr=32.38 lr=0.00017627592 epoch_seconds=39.338 run_seconds=46789.995 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1183 heartbeat: batch=1/455 avg_train_loss=0.102397 avg_train_ssim=0.8796 run_seconds=46790.274
epoch 1183 heartbeat: batch=127/455 avg_train_loss=0.103054 avg_train_ssim=0.8789 run_seconds=46800.299
epoch 1183 heartbeat: batch=261/455 avg_train_loss=0.103315 avg_train_ssim=0.8786 run_seconds=46810.346
epoch 1183 heartbeat: batch=387/455 avg_train_loss=0.103457 avg_train_ssim=0.8784 run_seconds=46820.366
epoch 1183: train_loss=0.103418 train_ssim=0.8784 val_loss=0.109551 val_ssim=0.8712 val_psnr=32.22 lr=0.00016921249 epoch_seconds=39.282 run_seconds=46829.313 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1184 heartbeat: batch=1/455 avg_train_loss=0.102739 avg_train_ssim=0.8792 run_seconds=46829.595
epoch 1184 heartbeat: batch=128/455 avg_train_loss=0.103067 avg_train_ssim=0.8788 run_seconds=46839.611
epoch 1184 heartbeat: batch=261/455 avg_train_loss=0.103338 avg_train_ssim=0.8785 run_seconds=46849.615
epoch 1184 heartbeat: batch=388/455 avg_train_loss=0.103382 avg_train_ssim=0.8785 run_seconds=46859.643
epoch 1184: train_loss=0.103367 train_ssim=0.8785 val_loss=0.109912 val_ssim=0.8708 val_psnr=32.39 lr=0.00016211481 epoch_seconds=39.110 run_seconds=46868.460 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1185 heartbeat: batch=1/455 avg_train_loss=0.105176 avg_train_ssim=0.8764 run_seconds=46868.772
epoch 1185 heartbeat: batch=128/455 avg_train_loss=0.103611 avg_train_ssim=0.8782 run_seconds=46878.798
epoch 1185 heartbeat: batch=262/455 avg_train_loss=0.103521 avg_train_ssim=0.8783 run_seconds=46888.863
epoch 1185 heartbeat: batch=389/455 avg_train_loss=0.103496 avg_train_ssim=0.8783 run_seconds=46898.874
epoch 1185: train_loss=0.103479 train_ssim=0.8784 val_loss=0.109606 val_ssim=0.8712 val_psnr=32.38 lr=0.000155 epoch_seconds=39.113 run_seconds=46907.610 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1186 heartbeat: batch=1/455 avg_train_loss=0.103439 avg_train_ssim=0.8784 run_seconds=46907.884
epoch 1186 heartbeat: batch=128/455 avg_train_loss=0.103062 avg_train_ssim=0.8788 run_seconds=46917.960
epoch 1186 heartbeat: batch=261/455 avg_train_loss=0.103224 avg_train_ssim=0.8787 run_seconds=46928.041
epoch 1186 heartbeat: batch=388/455 avg_train_loss=0.103238 avg_train_ssim=0.8786 run_seconds=46938.062
epoch 1186: train_loss=0.103265 train_ssim=0.8786 val_loss=0.109426 val_ssim=0.8714 val_psnr=32.29 lr=0.00014788519 epoch_seconds=39.238 run_seconds=46946.884 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1187 heartbeat: batch=1/455 avg_train_loss=0.102496 avg_train_ssim=0.8795 run_seconds=46947.207
epoch 1187 heartbeat: batch=128/455 avg_train_loss=0.103136 avg_train_ssim=0.8788 run_seconds=46957.235
epoch 1187 heartbeat: batch=262/455 avg_train_loss=0.103302 avg_train_ssim=0.8786 run_seconds=46967.304
epoch 1187 heartbeat: batch=389/455 avg_train_loss=0.103325 avg_train_ssim=0.8785 run_seconds=46977.318
epoch 1187: train_loss=0.103271 train_ssim=0.8786 val_loss=0.109942 val_ssim=0.8708 val_psnr=32.33 lr=0.00014078751 epoch_seconds=39.157 run_seconds=46986.081 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1188 heartbeat: batch=1/455 avg_train_loss=0.106513 avg_train_ssim=0.8748 run_seconds=46986.369
epoch 1188 heartbeat: batch=128/455 avg_train_loss=0.102971 avg_train_ssim=0.8790 run_seconds=46996.393
epoch 1188 heartbeat: batch=261/455 avg_train_loss=0.103179 avg_train_ssim=0.8787 run_seconds=47006.435
epoch 1188 heartbeat: batch=388/455 avg_train_loss=0.103105 avg_train_ssim=0.8788 run_seconds=47016.492
epoch 1188: train_loss=0.103179 train_ssim=0.8787 val_loss=0.109451 val_ssim=0.8713 val_psnr=32.31 lr=0.00013372408 epoch_seconds=39.271 run_seconds=47025.390 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1189 heartbeat: batch=1/455 avg_train_loss=0.104695 avg_train_ssim=0.8769 run_seconds=47025.660
epoch 1189 heartbeat: batch=128/455 avg_train_loss=0.103329 avg_train_ssim=0.8785 run_seconds=47035.684
epoch 1189 heartbeat: batch=261/455 avg_train_loss=0.103394 avg_train_ssim=0.8785 run_seconds=47045.690
epoch 1189 heartbeat: batch=388/455 avg_train_loss=0.103223 avg_train_ssim=0.8787 run_seconds=47055.696
epoch 1189: train_loss=0.103170 train_ssim=0.8787 val_loss=0.109547 val_ssim=0.8712 val_psnr=32.41 lr=0.0001267119 epoch_seconds=39.090 run_seconds=47064.515 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1190 heartbeat: batch=1/455 avg_train_loss=0.102819 avg_train_ssim=0.8791 run_seconds=47064.777
epoch 1190 heartbeat: batch=128/455 avg_train_loss=0.102914 avg_train_ssim=0.8790 run_seconds=47074.811
epoch 1190 heartbeat: batch=260/455 avg_train_loss=0.103215 avg_train_ssim=0.8787 run_seconds=47084.825
epoch 1190 heartbeat: batch=387/455 avg_train_loss=0.103185 avg_train_ssim=0.8787 run_seconds=47094.830
epoch 1190: train_loss=0.103153 train_ssim=0.8787 val_loss=0.109562 val_ssim=0.8712 val_psnr=32.34 lr=0.00011976787 epoch_seconds=39.137 run_seconds=47103.687 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1191 heartbeat: batch=1/455 avg_train_loss=0.104141 avg_train_ssim=0.8776 run_seconds=47103.949
epoch 1191 heartbeat: batch=128/455 avg_train_loss=0.103257 avg_train_ssim=0.8786 run_seconds=47113.952
epoch 1191 heartbeat: batch=261/455 avg_train_loss=0.103036 avg_train_ssim=0.8789 run_seconds=47123.980
epoch 1191 heartbeat: batch=388/455 avg_train_loss=0.102981 avg_train_ssim=0.8789 run_seconds=47133.997
epoch 1191: train_loss=0.103069 train_ssim=0.8788 val_loss=0.109418 val_ssim=0.8714 val_psnr=32.37 lr=0.00011290872 epoch_seconds=39.101 run_seconds=47142.826 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1192 heartbeat: batch=1/455 avg_train_loss=0.101379 avg_train_ssim=0.8808 run_seconds=47143.093
epoch 1192 heartbeat: batch=128/455 avg_train_loss=0.102847 avg_train_ssim=0.8791 run_seconds=47153.105
epoch 1192 heartbeat: batch=262/455 avg_train_loss=0.102969 avg_train_ssim=0.8790 run_seconds=47163.178
epoch 1192 heartbeat: batch=389/455 avg_train_loss=0.103105 avg_train_ssim=0.8788 run_seconds=47173.187
epoch 1192: train_loss=0.103047 train_ssim=0.8789 val_loss=0.109384 val_ssim=0.8714 val_psnr=32.41 lr=0.00010615097 epoch_seconds=39.098 run_seconds=47181.961 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1193 heartbeat: batch=1/455 avg_train_loss=0.107216 avg_train_ssim=0.8740 run_seconds=47182.251
epoch 1193 heartbeat: batch=128/455 avg_train_loss=0.103086 avg_train_ssim=0.8788 run_seconds=47192.273
epoch 1193 heartbeat: batch=262/455 avg_train_loss=0.102872 avg_train_ssim=0.8791 run_seconds=47202.320
epoch 1193 heartbeat: batch=389/455 avg_train_loss=0.102950 avg_train_ssim=0.8790 run_seconds=47212.335
epoch 1193: train_loss=0.102959 train_ssim=0.8790 val_loss=0.109705 val_ssim=0.8711 val_psnr=31.81 lr=9.9510902e-05 epoch_seconds=39.084 run_seconds=47221.081 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1194 heartbeat: batch=1/455 avg_train_loss=0.101337 avg_train_ssim=0.8809 run_seconds=47221.355
epoch 1194 heartbeat: batch=127/455 avg_train_loss=0.102879 avg_train_ssim=0.8791 run_seconds=47231.411
epoch 1194 heartbeat: batch=260/455 avg_train_loss=0.102862 avg_train_ssim=0.8791 run_seconds=47241.454
epoch 1194 heartbeat: batch=387/455 avg_train_loss=0.102844 avg_train_ssim=0.8791 run_seconds=47251.475
epoch 1194: train_loss=0.102882 train_ssim=0.8791 val_loss=0.109222 val_ssim=0.8716 val_psnr=32.46 lr=9.3004511e-05 epoch_seconds=39.279 run_seconds=47260.401 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1195 heartbeat: batch=1/455 avg_train_loss=0.105127 avg_train_ssim=0.8764 run_seconds=47260.677
epoch 1195 heartbeat: batch=127/455 avg_train_loss=0.103003 avg_train_ssim=0.8789 run_seconds=47270.710
epoch 1195 heartbeat: batch=260/455 avg_train_loss=0.103021 avg_train_ssim=0.8789 run_seconds=47280.764
epoch 1195 heartbeat: batch=387/455 avg_train_loss=0.102914 avg_train_ssim=0.8790 run_seconds=47290.795
epoch 1195: train_loss=0.102869 train_ssim=0.8791 val_loss=0.109273 val_ssim=0.8715 val_psnr=32.35 lr=8.6647473e-05 epoch_seconds=39.290 run_seconds=47299.730 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1196 heartbeat: batch=1/455 avg_train_loss=0.100438 avg_train_ssim=0.8819 run_seconds=47300.008
epoch 1196 heartbeat: batch=127/455 avg_train_loss=0.102881 avg_train_ssim=0.8791 run_seconds=47310.021
epoch 1196 heartbeat: batch=260/455 avg_train_loss=0.102812 avg_train_ssim=0.8791 run_seconds=47320.043
epoch 1196 heartbeat: batch=387/455 avg_train_loss=0.102860 avg_train_ssim=0.8791 run_seconds=47330.053
epoch 1196: train_loss=0.102822 train_ssim=0.8791 val_loss=0.109343 val_ssim=0.8715 val_psnr=32.31 lr=8.0455102e-05 epoch_seconds=39.191 run_seconds=47338.959 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1197 heartbeat: batch=1/455 avg_train_loss=0.100713 avg_train_ssim=0.8816 run_seconds=47339.245
epoch 1197 heartbeat: batch=128/455 avg_train_loss=0.102636 avg_train_ssim=0.8794 run_seconds=47349.263
epoch 1197 heartbeat: batch=261/455 avg_train_loss=0.102839 avg_train_ssim=0.8791 run_seconds=47359.309
epoch 1197 heartbeat: batch=386/455 avg_train_loss=0.102796 avg_train_ssim=0.8792 run_seconds=47369.326
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1197: train_loss=0.102772 train_ssim=0.8792 val_loss=0.109169 val_ssim=0.8717 val_psnr=32.39 lr=7.4442316e-05 epoch_seconds=39.351 run_seconds=47378.350 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1198 heartbeat: batch=1/455 avg_train_loss=0.102104 avg_train_ssim=0.8800 run_seconds=47379.104
epoch 1198 heartbeat: batch=127/455 avg_train_loss=0.102587 avg_train_ssim=0.8794 run_seconds=47389.121
epoch 1198 heartbeat: batch=261/455 avg_train_loss=0.102700 avg_train_ssim=0.8793 run_seconds=47399.189
epoch 1198 heartbeat: batch=388/455 avg_train_loss=0.102725 avg_train_ssim=0.8792 run_seconds=47409.210
epoch 1198: train_loss=0.102739 train_ssim=0.8792 val_loss=0.109253 val_ssim=0.8716 val_psnr=32.35 lr=6.8623601e-05 epoch_seconds=39.177 run_seconds=47418.035 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1199 heartbeat: batch=1/455 avg_train_loss=0.102418 avg_train_ssim=0.8796 run_seconds=47418.301
epoch 1199 heartbeat: batch=127/455 avg_train_loss=0.102668 avg_train_ssim=0.8793 run_seconds=47428.302
epoch 1199 heartbeat: batch=261/455 avg_train_loss=0.102608 avg_train_ssim=0.8794 run_seconds=47438.350
epoch 1199 heartbeat: batch=388/455 avg_train_loss=0.102656 avg_train_ssim=0.8793 run_seconds=47448.370
epoch 1199: train_loss=0.102722 train_ssim=0.8792 val_loss=0.109213 val_ssim=0.8716 val_psnr=32.43 lr=6.3012974e-05 epoch_seconds=39.142 run_seconds=47457.212 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1200 heartbeat: batch=1/455 avg_train_loss=0.103341 avg_train_ssim=0.8785 run_seconds=47457.478
epoch 1200 heartbeat: batch=128/455 avg_train_loss=0.102685 avg_train_ssim=0.8793 run_seconds=47467.537
epoch 1200 heartbeat: batch=261/455 avg_train_loss=0.102815 avg_train_ssim=0.8791 run_seconds=47477.558
epoch 1200 heartbeat: batch=388/455 avg_train_loss=0.102681 avg_train_ssim=0.8793 run_seconds=47487.624
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1200: train_loss=0.102646 train_ssim=0.8793 val_loss=0.109160 val_ssim=0.8717 val_psnr=32.42 lr=5.7623952e-05 epoch_seconds=39.212 run_seconds=47496.460 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1201 heartbeat: batch=1/455 avg_train_loss=0.102876 avg_train_ssim=0.8791 run_seconds=47497.197
epoch 1201 heartbeat: batch=127/455 avg_train_loss=0.102586 avg_train_ssim=0.8794 run_seconds=47507.254
epoch 1201 heartbeat: batch=260/455 avg_train_loss=0.102727 avg_train_ssim=0.8792 run_seconds=47517.308
epoch 1201 heartbeat: batch=387/455 avg_train_loss=0.102616 avg_train_ssim=0.8794 run_seconds=47527.345
epoch 1201: train_loss=0.102621 train_ssim=0.8794 val_loss=0.109225 val_ssim=0.8716 val_psnr=32.38 lr=5.2469517e-05 epoch_seconds=39.301 run_seconds=47536.246 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1202 heartbeat: batch=1/455 avg_train_loss=0.106706 avg_train_ssim=0.8746 run_seconds=47536.510
epoch 1202 heartbeat: batch=128/455 avg_train_loss=0.102329 avg_train_ssim=0.8797 run_seconds=47546.534
epoch 1202 heartbeat: batch=261/455 avg_train_loss=0.102425 avg_train_ssim=0.8796 run_seconds=47556.557
epoch 1202 heartbeat: batch=388/455 avg_train_loss=0.102513 avg_train_ssim=0.8795 run_seconds=47566.580
epoch 1202: train_loss=0.102539 train_ssim=0.8795 val_loss=0.109201 val_ssim=0.8716 val_psnr=32.30 lr=4.7562087e-05 epoch_seconds=39.122 run_seconds=47575.404 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1203 heartbeat: batch=1/455 avg_train_loss=0.101160 avg_train_ssim=0.8811 run_seconds=47575.670
epoch 1203 heartbeat: batch=128/455 avg_train_loss=0.102656 avg_train_ssim=0.8793 run_seconds=47585.677
epoch 1203 heartbeat: batch=261/455 avg_train_loss=0.102537 avg_train_ssim=0.8795 run_seconds=47595.680
epoch 1203 heartbeat: batch=388/455 avg_train_loss=0.102533 avg_train_ssim=0.8795 run_seconds=47605.706
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1203: train_loss=0.102551 train_ssim=0.8795 val_loss=0.109006 val_ssim=0.8719 val_psnr=32.42 lr=4.2913484e-05 epoch_seconds=39.130 run_seconds=47614.569 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1204 heartbeat: batch=1/455 avg_train_loss=0.100192 avg_train_ssim=0.8822 run_seconds=47615.248
epoch 1204 heartbeat: batch=128/455 avg_train_loss=0.102600 avg_train_ssim=0.8794 run_seconds=47625.270
epoch 1204 heartbeat: batch=261/455 avg_train_loss=0.102480 avg_train_ssim=0.8795 run_seconds=47635.302
epoch 1204 heartbeat: batch=388/455 avg_train_loss=0.102518 avg_train_ssim=0.8795 run_seconds=47645.360
epoch 1204: train_loss=0.102503 train_ssim=0.8795 val_loss=0.109006 val_ssim=0.8719 val_psnr=32.36 lr=3.8534908e-05 epoch_seconds=39.177 run_seconds=47654.197 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1205 heartbeat: batch=1/455 avg_train_loss=0.105533 avg_train_ssim=0.8760 run_seconds=47654.487
epoch 1205 heartbeat: batch=128/455 avg_train_loss=0.102591 avg_train_ssim=0.8794 run_seconds=47664.499
epoch 1205 heartbeat: batch=262/455 avg_train_loss=0.102550 avg_train_ssim=0.8795 run_seconds=47674.576
epoch 1205 heartbeat: batch=388/455 avg_train_loss=0.102460 avg_train_ssim=0.8796 run_seconds=47684.645
epoch 1205: train_loss=0.102453 train_ssim=0.8796 val_loss=0.109016 val_ssim=0.8718 val_psnr=32.38 lr=3.4436906e-05 epoch_seconds=39.278 run_seconds=47693.512 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1206 heartbeat: batch=1/455 avg_train_loss=0.104262 avg_train_ssim=0.8774 run_seconds=47693.778
epoch 1206 heartbeat: batch=128/455 avg_train_loss=0.102386 avg_train_ssim=0.8796 run_seconds=47703.794
epoch 1206 heartbeat: batch=261/455 avg_train_loss=0.102506 avg_train_ssim=0.8795 run_seconds=47713.801
epoch 1206 heartbeat: batch=387/455 avg_train_loss=0.102465 avg_train_ssim=0.8796 run_seconds=47723.809
epoch 1206: train_loss=0.102488 train_ssim=0.8795 val_loss=0.109048 val_ssim=0.8718 val_psnr=32.43 lr=3.0629352e-05 epoch_seconds=39.162 run_seconds=47732.709 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1207 heartbeat: batch=1/455 avg_train_loss=0.098740 avg_train_ssim=0.8839 run_seconds=47732.969
epoch 1207 heartbeat: batch=128/455 avg_train_loss=0.102223 avg_train_ssim=0.8798 run_seconds=47742.989
epoch 1207 heartbeat: batch=264/455 avg_train_loss=0.102362 avg_train_ssim=0.8797 run_seconds=47753.061
epoch 1207 heartbeat: batch=391/455 avg_train_loss=0.102412 avg_train_ssim=0.8796 run_seconds=47763.092
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1207: train_loss=0.102409 train_ssim=0.8796 val_loss=0.108957 val_ssim=0.8719 val_psnr=32.46 lr=2.7121417e-05 epoch_seconds=38.963 run_seconds=47771.712 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1208 heartbeat: batch=1/455 avg_train_loss=0.104789 avg_train_ssim=0.8768 run_seconds=47772.434
epoch 1208 heartbeat: batch=127/455 avg_train_loss=0.102586 avg_train_ssim=0.8794 run_seconds=47782.464
epoch 1208 heartbeat: batch=261/455 avg_train_loss=0.102421 avg_train_ssim=0.8796 run_seconds=47792.539
epoch 1208 heartbeat: batch=388/455 avg_train_loss=0.102372 avg_train_ssim=0.8797 run_seconds=47802.568
epoch 1208: train_loss=0.102435 train_ssim=0.8796 val_loss=0.108968 val_ssim=0.8719 val_psnr=32.33 lr=2.3921552e-05 epoch_seconds=39.213 run_seconds=47811.410 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1209 heartbeat: batch=1/455 avg_train_loss=0.102502 avg_train_ssim=0.8795 run_seconds=47811.672
epoch 1209 heartbeat: batch=128/455 avg_train_loss=0.102936 avg_train_ssim=0.8790 run_seconds=47821.694
epoch 1209 heartbeat: batch=262/455 avg_train_loss=0.102425 avg_train_ssim=0.8796 run_seconds=47831.772
epoch 1209 heartbeat: batch=389/455 avg_train_loss=0.102396 avg_train_ssim=0.8796 run_seconds=47841.796
epoch 1209: train_loss=0.102391 train_ssim=0.8796 val_loss=0.108998 val_ssim=0.8719 val_psnr=32.46 lr=2.1037468e-05 epoch_seconds=39.136 run_seconds=47850.584 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1210 heartbeat: batch=1/455 avg_train_loss=0.101122 avg_train_ssim=0.8811 run_seconds=47850.856
epoch 1210 heartbeat: batch=127/455 avg_train_loss=0.102399 avg_train_ssim=0.8796 run_seconds=47860.869
epoch 1210 heartbeat: batch=260/455 avg_train_loss=0.102143 avg_train_ssim=0.8799 run_seconds=47870.888
epoch 1210 heartbeat: batch=387/455 avg_train_loss=0.102342 avg_train_ssim=0.8797 run_seconds=47880.918
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1210: train_loss=0.102332 train_ssim=0.8797 val_loss=0.108894 val_ssim=0.8720 val_psnr=32.39 lr=1.8476111e-05 epoch_seconds=39.202 run_seconds=47889.823 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1211 heartbeat: batch=1/455 avg_train_loss=0.098743 avg_train_ssim=0.8839 run_seconds=47890.460
epoch 1211 heartbeat: batch=127/455 avg_train_loss=0.102272 avg_train_ssim=0.8798 run_seconds=47900.462
epoch 1211 heartbeat: batch=259/455 avg_train_loss=0.102239 avg_train_ssim=0.8798 run_seconds=47910.491
epoch 1211 heartbeat: batch=386/455 avg_train_loss=0.102267 avg_train_ssim=0.8798 run_seconds=47920.519
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1211: train_loss=0.102310 train_ssim=0.8797 val_loss=0.108884 val_ssim=0.8720 val_psnr=32.43 lr=1.6243651e-05 epoch_seconds=39.301 run_seconds=47929.533 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1212 heartbeat: batch=1/455 avg_train_loss=0.105262 avg_train_ssim=0.8763 run_seconds=47930.256
epoch 1212 heartbeat: batch=130/455 avg_train_loss=0.102197 avg_train_ssim=0.8799 run_seconds=47940.322
epoch 1212 heartbeat: batch=262/455 avg_train_loss=0.102300 avg_train_ssim=0.8797 run_seconds=47950.395
epoch 1212 heartbeat: batch=389/455 avg_train_loss=0.102347 avg_train_ssim=0.8797 run_seconds=47960.422
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1212: train_loss=0.102319 train_ssim=0.8797 val_loss=0.108871 val_ssim=0.8720 val_psnr=32.44 lr=1.4345468e-05 epoch_seconds=39.168 run_seconds=47969.188 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1213 heartbeat: batch=1/455 avg_train_loss=0.103339 avg_train_ssim=0.8785 run_seconds=47969.909
epoch 1213 heartbeat: batch=131/455 avg_train_loss=0.102359 avg_train_ssim=0.8797 run_seconds=47979.956
epoch 1213 heartbeat: batch=261/455 avg_train_loss=0.102207 avg_train_ssim=0.8799 run_seconds=47990.005
epoch 1213 heartbeat: batch=388/455 avg_train_loss=0.102244 avg_train_ssim=0.8798 run_seconds=48000.043
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1213: train_loss=0.102292 train_ssim=0.8798 val_loss=0.108844 val_ssim=0.8721 val_psnr=32.41 lr=1.2786134e-05 epoch_seconds=39.196 run_seconds=48008.878 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1214 heartbeat: batch=1/455 avg_train_loss=0.103151 avg_train_ssim=0.8787 run_seconds=48009.518
epoch 1214 heartbeat: batch=131/455 avg_train_loss=0.102099 avg_train_ssim=0.8800 run_seconds=48019.547
epoch 1214 heartbeat: batch=261/455 avg_train_loss=0.102354 avg_train_ssim=0.8797 run_seconds=48029.609
epoch 1214 heartbeat: batch=387/455 avg_train_loss=0.102305 avg_train_ssim=0.8797 run_seconds=48039.624
epoch 1214: train_loss=0.102300 train_ssim=0.8797 val_loss=0.108856 val_ssim=0.8720 val_psnr=32.41 lr=1.1569406e-05 epoch_seconds=39.237 run_seconds=48048.494 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1215 heartbeat: batch=1/455 avg_train_loss=0.100774 avg_train_ssim=0.8815 run_seconds=48048.757
epoch 1215 heartbeat: batch=131/455 avg_train_loss=0.102386 avg_train_ssim=0.8796 run_seconds=48058.759
epoch 1215 heartbeat: batch=261/455 avg_train_loss=0.102407 avg_train_ssim=0.8796 run_seconds=48068.822
epoch 1215 heartbeat: batch=388/455 avg_train_loss=0.102338 avg_train_ssim=0.8797 run_seconds=48078.834
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1215: train_loss=0.102284 train_ssim=0.8798 val_loss=0.108836 val_ssim=0.8721 val_psnr=32.41 lr=1.0698215e-05 epoch_seconds=39.118 run_seconds=48087.648 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1216 heartbeat: batch=1/455 avg_train_loss=0.106097 avg_train_ssim=0.8753 run_seconds=48088.280
epoch 1216 heartbeat: batch=132/455 avg_train_loss=0.102324 avg_train_ssim=0.8797 run_seconds=48098.336
epoch 1216 heartbeat: batch=261/455 avg_train_loss=0.102349 avg_train_ssim=0.8797 run_seconds=48108.345
epoch 1216 heartbeat: batch=388/455 avg_train_loss=0.102281 avg_train_ssim=0.8798 run_seconds=48118.353
epoch 1216: train_loss=0.102309 train_ssim=0.8797 val_loss=0.108838 val_ssim=0.8721 val_psnr=32.45 lr=1.0174659e-05 epoch_seconds=39.122 run_seconds=48127.179 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1217 heartbeat: batch=1/455 avg_train_loss=0.099228 avg_train_ssim=0.8834 run_seconds=48127.450
epoch 1217 heartbeat: batch=132/455 avg_train_loss=0.102194 avg_train_ssim=0.8799 run_seconds=48137.508
epoch 1217 heartbeat: batch=262/455 avg_train_loss=0.102348 avg_train_ssim=0.8797 run_seconds=48147.569
epoch 1217 heartbeat: batch=389/455 avg_train_loss=0.102258 avg_train_ssim=0.8798 run_seconds=48157.584
epoch 1217: train_loss=0.102283 train_ssim=0.8798 val_loss=0.108878 val_ssim=0.8720 val_psnr=32.40 lr=1e-05 epoch_seconds=39.094 run_seconds=48166.311 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1218 heartbeat: batch=1/455 avg_train_loss=0.105810 avg_train_ssim=0.8756 run_seconds=48166.571
epoch 1218 heartbeat: batch=132/455 avg_train_loss=0.102189 avg_train_ssim=0.8799 run_seconds=48176.621
epoch 1218 heartbeat: batch=262/455 avg_train_loss=0.102360 avg_train_ssim=0.8797 run_seconds=48186.667
epoch 1218 heartbeat: batch=389/455 avg_train_loss=0.102276 avg_train_ssim=0.8798 run_seconds=48196.694
epoch 1218: train_loss=0.102288 train_ssim=0.8798 val_loss=0.108981 val_ssim=0.8719 val_psnr=32.41 lr=1.0174659e-05 epoch_seconds=39.090 run_seconds=48205.437 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1219 heartbeat: batch=1/455 avg_train_loss=0.099910 avg_train_ssim=0.8826 run_seconds=48205.732
epoch 1219 heartbeat: batch=132/455 avg_train_loss=0.102104 avg_train_ssim=0.8800 run_seconds=48215.785
epoch 1219 heartbeat: batch=262/455 avg_train_loss=0.102401 avg_train_ssim=0.8796 run_seconds=48225.845
epoch 1219 heartbeat: batch=389/455 avg_train_loss=0.102313 avg_train_ssim=0.8797 run_seconds=48235.860
epoch 1219: train_loss=0.102296 train_ssim=0.8797 val_loss=0.108882 val_ssim=0.8720 val_psnr=32.41 lr=1.0698215e-05 epoch_seconds=39.124 run_seconds=48244.598 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1220 heartbeat: batch=1/455 avg_train_loss=0.105004 avg_train_ssim=0.8766 run_seconds=48244.863
epoch 1220 heartbeat: batch=132/455 avg_train_loss=0.102222 avg_train_ssim=0.8798 run_seconds=48254.918
epoch 1220 heartbeat: batch=261/455 avg_train_loss=0.102372 avg_train_ssim=0.8797 run_seconds=48264.924
epoch 1220 heartbeat: batch=388/455 avg_train_loss=0.102313 avg_train_ssim=0.8797 run_seconds=48274.937
epoch 1220: train_loss=0.102331 train_ssim=0.8797 val_loss=0.108872 val_ssim=0.8720 val_psnr=32.42 lr=1.1569406e-05 epoch_seconds=39.140 run_seconds=48283.775 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1221 heartbeat: batch=1/455 avg_train_loss=0.098399 avg_train_ssim=0.8843 run_seconds=48284.048
epoch 1221 heartbeat: batch=131/455 avg_train_loss=0.102136 avg_train_ssim=0.8799 run_seconds=48294.066
epoch 1221 heartbeat: batch=261/455 avg_train_loss=0.102339 avg_train_ssim=0.8797 run_seconds=48304.111
epoch 1221 heartbeat: batch=388/455 avg_train_loss=0.102292 avg_train_ssim=0.8798 run_seconds=48314.161
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1221: train_loss=0.102289 train_ssim=0.8798 val_loss=0.108833 val_ssim=0.8721 val_psnr=32.37 lr=1.2786134e-05 epoch_seconds=39.216 run_seconds=48323.031 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1222 heartbeat: batch=1/455 avg_train_loss=0.106078 avg_train_ssim=0.8753 run_seconds=48323.675
epoch 1222 heartbeat: batch=132/455 avg_train_loss=0.102326 avg_train_ssim=0.8797 run_seconds=48333.677
epoch 1222 heartbeat: batch=261/455 avg_train_loss=0.102372 avg_train_ssim=0.8797 run_seconds=48343.730
epoch 1222 heartbeat: batch=388/455 avg_train_loss=0.102289 avg_train_ssim=0.8798 run_seconds=48353.743
epoch 1222: train_loss=0.102325 train_ssim=0.8797 val_loss=0.108874 val_ssim=0.8720 val_psnr=32.40 lr=1.4345468e-05 epoch_seconds=39.185 run_seconds=48362.624 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1223 heartbeat: batch=1/455 avg_train_loss=0.104906 avg_train_ssim=0.8767 run_seconds=48362.923
epoch 1223 heartbeat: batch=134/455 avg_train_loss=0.102405 avg_train_ssim=0.8796 run_seconds=48372.927
epoch 1223 heartbeat: batch=261/455 avg_train_loss=0.102378 avg_train_ssim=0.8797 run_seconds=48382.953
epoch 1223 heartbeat: batch=388/455 avg_train_loss=0.102317 avg_train_ssim=0.8797 run_seconds=48392.980
epoch 1223: train_loss=0.102301 train_ssim=0.8797 val_loss=0.108842 val_ssim=0.8721 val_psnr=32.42 lr=1.6243651e-05 epoch_seconds=39.163 run_seconds=48401.823 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1224 heartbeat: batch=1/455 avg_train_loss=0.105149 avg_train_ssim=0.8764 run_seconds=48402.092
epoch 1224 heartbeat: batch=134/455 avg_train_loss=0.102319 avg_train_ssim=0.8797 run_seconds=48412.100
epoch 1224 heartbeat: batch=260/455 avg_train_loss=0.102358 avg_train_ssim=0.8797 run_seconds=48422.126
epoch 1224 heartbeat: batch=387/455 avg_train_loss=0.102361 avg_train_ssim=0.8797 run_seconds=48432.169
epoch 1224: train_loss=0.102337 train_ssim=0.8797 val_loss=0.108885 val_ssim=0.8720 val_psnr=32.46 lr=1.8476111e-05 epoch_seconds=39.226 run_seconds=48441.089 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1225 heartbeat: batch=1/455 avg_train_loss=0.102052 avg_train_ssim=0.8800 run_seconds=48441.369
epoch 1225 heartbeat: batch=135/455 avg_train_loss=0.102058 avg_train_ssim=0.8800 run_seconds=48451.408
epoch 1225 heartbeat: batch=262/455 avg_train_loss=0.102267 avg_train_ssim=0.8798 run_seconds=48461.430
epoch 1225 heartbeat: batch=389/455 avg_train_loss=0.102345 avg_train_ssim=0.8797 run_seconds=48471.440
epoch 1225: train_loss=0.102376 train_ssim=0.8797 val_loss=0.108898 val_ssim=0.8720 val_psnr=32.40 lr=2.1037468e-05 epoch_seconds=39.013 run_seconds=48480.142 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1226 heartbeat: batch=1/455 avg_train_loss=0.103790 avg_train_ssim=0.8780 run_seconds=48480.412
epoch 1226 heartbeat: batch=135/455 avg_train_loss=0.102441 avg_train_ssim=0.8796 run_seconds=48490.470
epoch 1226 heartbeat: batch=262/455 avg_train_loss=0.102448 avg_train_ssim=0.8796 run_seconds=48500.479
epoch 1226 heartbeat: batch=389/455 avg_train_loss=0.102399 avg_train_ssim=0.8796 run_seconds=48510.498
epoch 1226: train_loss=0.102346 train_ssim=0.8797 val_loss=0.108930 val_ssim=0.8719 val_psnr=32.47 lr=2.3921552e-05 epoch_seconds=39.095 run_seconds=48519.275 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1227 heartbeat: batch=1/455 avg_train_loss=0.101955 avg_train_ssim=0.8801 run_seconds=48519.545
epoch 1227 heartbeat: batch=135/455 avg_train_loss=0.102320 avg_train_ssim=0.8797 run_seconds=48529.590
epoch 1227 heartbeat: batch=262/455 avg_train_loss=0.102489 avg_train_ssim=0.8795 run_seconds=48539.625
epoch 1227 heartbeat: batch=389/455 avg_train_loss=0.102386 avg_train_ssim=0.8796 run_seconds=48549.671
epoch 1227: train_loss=0.102405 train_ssim=0.8796 val_loss=0.109028 val_ssim=0.8718 val_psnr=32.46 lr=2.7121417e-05 epoch_seconds=39.116 run_seconds=48558.430 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1228 heartbeat: batch=1/455 avg_train_loss=0.103954 avg_train_ssim=0.8778 run_seconds=48558.709
epoch 1228 heartbeat: batch=135/455 avg_train_loss=0.102507 avg_train_ssim=0.8795 run_seconds=48568.752
epoch 1228 heartbeat: batch=262/455 avg_train_loss=0.102326 avg_train_ssim=0.8797 run_seconds=48578.784
epoch 1228 heartbeat: batch=389/455 avg_train_loss=0.102396 avg_train_ssim=0.8796 run_seconds=48588.802
epoch 1228: train_loss=0.102425 train_ssim=0.8796 val_loss=0.108998 val_ssim=0.8719 val_psnr=32.43 lr=3.0629352e-05 epoch_seconds=39.091 run_seconds=48597.556 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1229 heartbeat: batch=1/455 avg_train_loss=0.102012 avg_train_ssim=0.8801 run_seconds=48597.868
epoch 1229 heartbeat: batch=136/455 avg_train_loss=0.102393 avg_train_ssim=0.8796 run_seconds=48607.945
epoch 1229 heartbeat: batch=262/455 avg_train_loss=0.102513 avg_train_ssim=0.8795 run_seconds=48617.971
epoch 1229 heartbeat: batch=389/455 avg_train_loss=0.102419 avg_train_ssim=0.8796 run_seconds=48628.006
epoch 1229: train_loss=0.102454 train_ssim=0.8796 val_loss=0.108958 val_ssim=0.8719 val_psnr=32.39 lr=3.4436906e-05 epoch_seconds=39.210 run_seconds=48636.805 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1230 heartbeat: batch=1/455 avg_train_loss=0.103800 avg_train_ssim=0.8780 run_seconds=48637.075
epoch 1230 heartbeat: batch=135/455 avg_train_loss=0.102429 avg_train_ssim=0.8796 run_seconds=48647.140
epoch 1230 heartbeat: batch=262/455 avg_train_loss=0.102491 avg_train_ssim=0.8795 run_seconds=48657.170
epoch 1230 heartbeat: batch=389/455 avg_train_loss=0.102466 avg_train_ssim=0.8795 run_seconds=48667.183
epoch 1230: train_loss=0.102505 train_ssim=0.8795 val_loss=0.109126 val_ssim=0.8717 val_psnr=32.26 lr=3.8534908e-05 epoch_seconds=39.073 run_seconds=48675.914 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1231 heartbeat: batch=1/455 avg_train_loss=0.103968 avg_train_ssim=0.8778 run_seconds=48676.184
epoch 1231 heartbeat: batch=134/455 avg_train_loss=0.102700 avg_train_ssim=0.8793 run_seconds=48686.234
epoch 1231 heartbeat: batch=260/455 avg_train_loss=0.102690 avg_train_ssim=0.8793 run_seconds=48696.237
epoch 1231 heartbeat: batch=387/455 avg_train_loss=0.102515 avg_train_ssim=0.8795 run_seconds=48706.287
epoch 1231: train_loss=0.102554 train_ssim=0.8794 val_loss=0.109043 val_ssim=0.8718 val_psnr=32.34 lr=4.2913484e-05 epoch_seconds=39.262 run_seconds=48715.212 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1232 heartbeat: batch=1/455 avg_train_loss=0.103779 avg_train_ssim=0.8780 run_seconds=48715.479
epoch 1232 heartbeat: batch=134/455 avg_train_loss=0.102196 avg_train_ssim=0.8799 run_seconds=48725.517
epoch 1232 heartbeat: batch=261/455 avg_train_loss=0.102454 avg_train_ssim=0.8796 run_seconds=48735.546
epoch 1232 heartbeat: batch=388/455 avg_train_loss=0.102483 avg_train_ssim=0.8795 run_seconds=48745.571
epoch 1232: train_loss=0.102555 train_ssim=0.8794 val_loss=0.109054 val_ssim=0.8718 val_psnr=32.39 lr=4.7562087e-05 epoch_seconds=39.124 run_seconds=48754.372 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1233 heartbeat: batch=1/455 avg_train_loss=0.103981 avg_train_ssim=0.8778 run_seconds=48754.639
epoch 1233 heartbeat: batch=135/455 avg_train_loss=0.102613 avg_train_ssim=0.8794 run_seconds=48764.679
epoch 1233 heartbeat: batch=261/455 avg_train_loss=0.102497 avg_train_ssim=0.8795 run_seconds=48774.698
epoch 1233 heartbeat: batch=388/455 avg_train_loss=0.102576 avg_train_ssim=0.8794 run_seconds=48784.755
epoch 1233: train_loss=0.102579 train_ssim=0.8794 val_loss=0.108925 val_ssim=0.8720 val_psnr=32.43 lr=5.2469517e-05 epoch_seconds=39.158 run_seconds=48793.567 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1234 heartbeat: batch=1/455 avg_train_loss=0.105244 avg_train_ssim=0.8763 run_seconds=48793.840
epoch 1234 heartbeat: batch=133/455 avg_train_loss=0.102643 avg_train_ssim=0.8793 run_seconds=48803.854
epoch 1234 heartbeat: batch=260/455 avg_train_loss=0.102758 avg_train_ssim=0.8792 run_seconds=48813.875
epoch 1234 heartbeat: batch=387/455 avg_train_loss=0.102650 avg_train_ssim=0.8793 run_seconds=48823.892
epoch 1234: train_loss=0.102625 train_ssim=0.8794 val_loss=0.109105 val_ssim=0.8717 val_psnr=32.43 lr=5.7623952e-05 epoch_seconds=39.192 run_seconds=48832.797 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1235 heartbeat: batch=1/455 avg_train_loss=0.100399 avg_train_ssim=0.8820 run_seconds=48833.062
epoch 1235 heartbeat: batch=135/455 avg_train_loss=0.102739 avg_train_ssim=0.8792 run_seconds=48843.118
epoch 1235 heartbeat: batch=262/455 avg_train_loss=0.102647 avg_train_ssim=0.8793 run_seconds=48853.150
epoch 1235 heartbeat: batch=389/455 avg_train_loss=0.102688 avg_train_ssim=0.8793 run_seconds=48863.172
epoch 1235: train_loss=0.102661 train_ssim=0.8793 val_loss=0.109139 val_ssim=0.8717 val_psnr=32.34 lr=6.3012974e-05 epoch_seconds=39.084 run_seconds=48871.919 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1236 heartbeat: batch=1/455 avg_train_loss=0.101557 avg_train_ssim=0.8806 run_seconds=48872.189
epoch 1236 heartbeat: batch=134/455 avg_train_loss=0.102698 avg_train_ssim=0.8793 run_seconds=48882.218
epoch 1236 heartbeat: batch=261/455 avg_train_loss=0.102666 avg_train_ssim=0.8793 run_seconds=48892.292
epoch 1236 heartbeat: batch=388/455 avg_train_loss=0.102674 avg_train_ssim=0.8793 run_seconds=48902.308
epoch 1236: train_loss=0.102668 train_ssim=0.8793 val_loss=0.109207 val_ssim=0.8716 val_psnr=32.41 lr=6.8623601e-05 epoch_seconds=39.190 run_seconds=48911.147 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1237 heartbeat: batch=1/455 avg_train_loss=0.101451 avg_train_ssim=0.8807 run_seconds=48911.413
epoch 1237 heartbeat: batch=135/455 avg_train_loss=0.102117 avg_train_ssim=0.8800 run_seconds=48921.437
epoch 1237 heartbeat: batch=262/455 avg_train_loss=0.102462 avg_train_ssim=0.8796 run_seconds=48931.446
epoch 1237 heartbeat: batch=381/455 avg_train_loss=0.102592 avg_train_ssim=0.8794 run_seconds=48941.470
epoch 1237: train_loss=0.102659 train_ssim=0.8793 val_loss=0.109360 val_ssim=0.8714 val_psnr=32.44 lr=7.4442316e-05 epoch_seconds=44.523 run_seconds=48955.706 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20982 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1238 heartbeat: batch=1/455 avg_train_loss=0.100619 avg_train_ssim=0.8817 run_seconds=48956.020
epoch 1238 heartbeat: batch=82/455 avg_train_loss=0.102805 avg_train_ssim=0.8792 run_seconds=48966.046
epoch 1238 heartbeat: batch=195/455 avg_train_loss=0.102793 avg_train_ssim=0.8792 run_seconds=48976.097
epoch 1238 heartbeat: batch=308/455 avg_train_loss=0.102803 avg_train_ssim=0.8792 run_seconds=48986.211
epoch 1238 heartbeat: batch=418/455 avg_train_loss=0.102744 avg_train_ssim=0.8792 run_seconds=48996.264
epoch 1238: train_loss=0.102748 train_ssim=0.8792 val_loss=0.109193 val_ssim=0.8716 val_psnr=32.37 lr=8.0455102e-05 epoch_seconds=49.405 run_seconds=49005.146 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23158 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1239 heartbeat: batch=1/455 avg_train_loss=0.105450 avg_train_ssim=0.8760 run_seconds=49005.455
epoch 1239 heartbeat: batch=82/455 avg_train_loss=0.102710 avg_train_ssim=0.8793 run_seconds=49015.529
epoch 1239 heartbeat: batch=165/455 avg_train_loss=0.102958 avg_train_ssim=0.8790 run_seconds=49025.575
epoch 1239 heartbeat: batch=246/455 avg_train_loss=0.102990 avg_train_ssim=0.8789 run_seconds=49035.649
epoch 1239 heartbeat: batch=327/455 avg_train_loss=0.102812 avg_train_ssim=0.8791 run_seconds=49045.733
epoch 1239 heartbeat: batch=408/455 avg_train_loss=0.102797 avg_train_ssim=0.8792 run_seconds=49055.827
epoch 1239: train_loss=0.102833 train_ssim=0.8791 val_loss=0.109497 val_ssim=0.8713 val_psnr=32.34 lr=8.6647473e-05 epoch_seconds=61.640 run_seconds=49066.823 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23030 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1240 heartbeat: batch=1/455 avg_train_loss=0.101785 avg_train_ssim=0.8804 run_seconds=49067.173
epoch 1240 heartbeat: batch=82/455 avg_train_loss=0.102450 avg_train_ssim=0.8796 run_seconds=49077.237
epoch 1240 heartbeat: batch=165/455 avg_train_loss=0.102663 avg_train_ssim=0.8793 run_seconds=49087.320
epoch 1240 heartbeat: batch=246/455 avg_train_loss=0.102759 avg_train_ssim=0.8792 run_seconds=49097.394
epoch 1240 heartbeat: batch=327/455 avg_train_loss=0.102791 avg_train_ssim=0.8792 run_seconds=49107.476
epoch 1240 heartbeat: batch=408/455 avg_train_loss=0.102848 avg_train_ssim=0.8791 run_seconds=49117.494
epoch 1240: train_loss=0.102847 train_ssim=0.8791 val_loss=0.109430 val_ssim=0.8714 val_psnr=32.35 lr=9.3004511e-05 epoch_seconds=57.977 run_seconds=49124.836 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1241 heartbeat: batch=1/455 avg_train_loss=0.099704 avg_train_ssim=0.8828 run_seconds=49125.119
epoch 1241 heartbeat: batch=135/455 avg_train_loss=0.103058 avg_train_ssim=0.8789 run_seconds=49135.176
epoch 1241 heartbeat: batch=262/455 avg_train_loss=0.102829 avg_train_ssim=0.8791 run_seconds=49145.199
epoch 1241 heartbeat: batch=389/455 avg_train_loss=0.102885 avg_train_ssim=0.8791 run_seconds=49155.217
epoch 1241: train_loss=0.102895 train_ssim=0.8790 val_loss=0.109353 val_ssim=0.8715 val_psnr=32.39 lr=9.9510902e-05 epoch_seconds=39.063 run_seconds=49163.935 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1242 heartbeat: batch=1/455 avg_train_loss=0.103276 avg_train_ssim=0.8786 run_seconds=49164.210
epoch 1242 heartbeat: batch=134/455 avg_train_loss=0.102973 avg_train_ssim=0.8790 run_seconds=49174.273
epoch 1242 heartbeat: batch=261/455 avg_train_loss=0.102994 avg_train_ssim=0.8789 run_seconds=49184.288
epoch 1242 heartbeat: batch=388/455 avg_train_loss=0.103011 avg_train_ssim=0.8789 run_seconds=49194.297
epoch 1242: train_loss=0.102922 train_ssim=0.8790 val_loss=0.109314 val_ssim=0.8715 val_psnr=32.38 lr=0.00010615097 epoch_seconds=39.166 run_seconds=49203.140 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1243 heartbeat: batch=1/455 avg_train_loss=0.104689 avg_train_ssim=0.8769 run_seconds=49203.451
epoch 1243 heartbeat: batch=135/455 avg_train_loss=0.103347 avg_train_ssim=0.8785 run_seconds=49213.494
epoch 1243 heartbeat: batch=261/455 avg_train_loss=0.103301 avg_train_ssim=0.8786 run_seconds=49223.565
epoch 1243 heartbeat: batch=388/455 avg_train_loss=0.103243 avg_train_ssim=0.8786 run_seconds=49233.603
epoch 1243: train_loss=0.103237 train_ssim=0.8786 val_loss=0.109650 val_ssim=0.8711 val_psnr=32.29 lr=0.00011290872 epoch_seconds=39.267 run_seconds=49242.445 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1244 heartbeat: batch=1/455 avg_train_loss=0.103523 avg_train_ssim=0.8783 run_seconds=49242.714
epoch 1244 heartbeat: batch=134/455 avg_train_loss=0.103123 avg_train_ssim=0.8788 run_seconds=49252.718
epoch 1244 heartbeat: batch=261/455 avg_train_loss=0.103166 avg_train_ssim=0.8787 run_seconds=49262.721
epoch 1244 heartbeat: batch=388/455 avg_train_loss=0.103125 avg_train_ssim=0.8788 run_seconds=49272.733
epoch 1244: train_loss=0.103126 train_ssim=0.8788 val_loss=0.109358 val_ssim=0.8714 val_psnr=32.42 lr=0.00011976787 epoch_seconds=39.132 run_seconds=49281.614 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1245 heartbeat: batch=1/455 avg_train_loss=0.103048 avg_train_ssim=0.8789 run_seconds=49281.891
epoch 1245 heartbeat: batch=134/455 avg_train_loss=0.103027 avg_train_ssim=0.8789 run_seconds=49291.908
epoch 1245 heartbeat: batch=261/455 avg_train_loss=0.102958 avg_train_ssim=0.8790 run_seconds=49301.926
epoch 1245 heartbeat: batch=388/455 avg_train_loss=0.103055 avg_train_ssim=0.8789 run_seconds=49311.939
epoch 1245: train_loss=0.103080 train_ssim=0.8788 val_loss=0.109519 val_ssim=0.8713 val_psnr=32.41 lr=0.0001267119 epoch_seconds=39.087 run_seconds=49320.740 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1246 heartbeat: batch=1/455 avg_train_loss=0.103364 avg_train_ssim=0.8785 run_seconds=49321.046
epoch 1246 heartbeat: batch=135/455 avg_train_loss=0.102922 avg_train_ssim=0.8790 run_seconds=49331.070
epoch 1246 heartbeat: batch=262/455 avg_train_loss=0.102961 avg_train_ssim=0.8790 run_seconds=49341.082
epoch 1246 heartbeat: batch=389/455 avg_train_loss=0.103049 avg_train_ssim=0.8789 run_seconds=49351.098
epoch 1246: train_loss=0.103090 train_ssim=0.8788 val_loss=0.109786 val_ssim=0.8709 val_psnr=32.34 lr=0.00013372408 epoch_seconds=39.057 run_seconds=49359.833 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1247 heartbeat: batch=1/455 avg_train_loss=0.105880 avg_train_ssim=0.8755 run_seconds=49360.120
epoch 1247 heartbeat: batch=135/455 avg_train_loss=0.103281 avg_train_ssim=0.8786 run_seconds=49370.146
epoch 1247 heartbeat: batch=262/455 avg_train_loss=0.103194 avg_train_ssim=0.8787 run_seconds=49380.165
epoch 1247 heartbeat: batch=389/455 avg_train_loss=0.103152 avg_train_ssim=0.8787 run_seconds=49390.181
epoch 1247: train_loss=0.103105 train_ssim=0.8788 val_loss=0.109740 val_ssim=0.8710 val_psnr=32.29 lr=0.00014078751 epoch_seconds=39.031 run_seconds=49398.900 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1248 heartbeat: batch=1/455 avg_train_loss=0.103850 avg_train_ssim=0.8779 run_seconds=49399.192
epoch 1248 heartbeat: batch=135/455 avg_train_loss=0.102965 avg_train_ssim=0.8790 run_seconds=49409.243
epoch 1248 heartbeat: batch=261/455 avg_train_loss=0.103205 avg_train_ssim=0.8787 run_seconds=49419.255
epoch 1248 heartbeat: batch=388/455 avg_train_loss=0.103164 avg_train_ssim=0.8787 run_seconds=49429.318
epoch 1248: train_loss=0.103167 train_ssim=0.8787 val_loss=0.109774 val_ssim=0.8710 val_psnr=32.35 lr=0.00014788519 epoch_seconds=39.275 run_seconds=49438.213 gpu_index=0 gpu_util_pct=82 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1249 heartbeat: batch=1/455 avg_train_loss=0.105446 avg_train_ssim=0.8760 run_seconds=49438.510
epoch 1249 heartbeat: batch=135/455 avg_train_loss=0.103222 avg_train_ssim=0.8787 run_seconds=49448.582
epoch 1249 heartbeat: batch=262/455 avg_train_loss=0.103193 avg_train_ssim=0.8787 run_seconds=49458.609
epoch 1249 heartbeat: batch=389/455 avg_train_loss=0.103126 avg_train_ssim=0.8788 run_seconds=49468.632
epoch 1249: train_loss=0.103162 train_ssim=0.8787 val_loss=0.109812 val_ssim=0.8709 val_psnr=32.38 lr=0.000155 epoch_seconds=39.184 run_seconds=49477.434 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1250 heartbeat: batch=1/455 avg_train_loss=0.101144 avg_train_ssim=0.8811 run_seconds=49477.697
epoch 1250 heartbeat: batch=135/455 avg_train_loss=0.103508 avg_train_ssim=0.8783 run_seconds=49487.765
epoch 1250 heartbeat: batch=262/455 avg_train_loss=0.103281 avg_train_ssim=0.8786 run_seconds=49497.775
epoch 1250 heartbeat: batch=389/455 avg_train_loss=0.103187 avg_train_ssim=0.8787 run_seconds=49507.793
epoch 1250: train_loss=0.103212 train_ssim=0.8787 val_loss=0.109795 val_ssim=0.8709 val_psnr=32.33 lr=0.00016211481 epoch_seconds=39.138 run_seconds=49516.607 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20598 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1251 heartbeat: batch=1/455 avg_train_loss=0.102411 avg_train_ssim=0.8796 run_seconds=49516.910
epoch 1251 heartbeat: batch=135/455 avg_train_loss=0.103355 avg_train_ssim=0.8785 run_seconds=49526.966
epoch 1251 heartbeat: batch=262/455 avg_train_loss=0.103197 avg_train_ssim=0.8787 run_seconds=49536.986
epoch 1251 heartbeat: batch=389/455 avg_train_loss=0.103234 avg_train_ssim=0.8786 run_seconds=49547.000
epoch 1251: train_loss=0.103249 train_ssim=0.8786 val_loss=0.109763 val_ssim=0.8710 val_psnr=32.37 lr=0.00016921249 epoch_seconds=40.294 run_seconds=49556.940 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23734 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1252 heartbeat: batch=1/455 avg_train_loss=0.106720 avg_train_ssim=0.8745 run_seconds=49557.259
epoch 1252 heartbeat: batch=83/455 avg_train_loss=0.103490 avg_train_ssim=0.8783 run_seconds=49567.315
epoch 1252 heartbeat: batch=165/455 avg_train_loss=0.103435 avg_train_ssim=0.8784 run_seconds=49577.322
epoch 1252 heartbeat: batch=254/455 avg_train_loss=0.103411 avg_train_ssim=0.8784 run_seconds=49587.332
epoch 1252 heartbeat: batch=336/455 avg_train_loss=0.103303 avg_train_ssim=0.8786 run_seconds=49597.453
epoch 1252 heartbeat: batch=417/455 avg_train_loss=0.103839 avg_train_ssim=0.8779 run_seconds=49607.533
epoch 1252: train_loss=0.103909 train_ssim=0.8779 val_loss=0.110340 val_ssim=0.8703 val_psnr=32.35 lr=0.00017627592 epoch_seconds=60.461 run_seconds=49617.438 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23158 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1253 heartbeat: batch=1/455 avg_train_loss=0.107098 avg_train_ssim=0.8741 run_seconds=49617.791
epoch 1253 heartbeat: batch=83/455 avg_train_loss=0.103874 avg_train_ssim=0.8779 run_seconds=49627.886
epoch 1253 heartbeat: batch=165/455 avg_train_loss=0.103798 avg_train_ssim=0.8780 run_seconds=49637.936
epoch 1253 heartbeat: batch=246/455 avg_train_loss=0.103854 avg_train_ssim=0.8779 run_seconds=49648.011
epoch 1253 heartbeat: batch=327/455 avg_train_loss=0.103774 avg_train_ssim=0.8780 run_seconds=49658.081
epoch 1253 heartbeat: batch=408/455 avg_train_loss=0.103752 avg_train_ssim=0.8780 run_seconds=49668.157
epoch 1253: train_loss=0.103721 train_ssim=0.8781 val_loss=0.109999 val_ssim=0.8707 val_psnr=32.31 lr=0.0001832881 epoch_seconds=61.695 run_seconds=49679.171 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23030 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1254 heartbeat: batch=1/455 avg_train_loss=0.105525 avg_train_ssim=0.8760 run_seconds=49679.535
epoch 1254 heartbeat: batch=83/455 avg_train_loss=0.103466 avg_train_ssim=0.8784 run_seconds=49689.610
epoch 1254 heartbeat: batch=165/455 avg_train_loss=0.103426 avg_train_ssim=0.8784 run_seconds=49699.693
epoch 1254 heartbeat: batch=246/455 avg_train_loss=0.103450 avg_train_ssim=0.8784 run_seconds=49709.776
epoch 1254 heartbeat: batch=364/455 avg_train_loss=0.103560 avg_train_ssim=0.8783 run_seconds=49719.813
epoch 1254: train_loss=0.103521 train_ssim=0.8783 val_loss=0.109914 val_ssim=0.8708 val_psnr=32.37 lr=0.00019023213 epoch_seconds=51.329 run_seconds=49730.541 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=21654 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1255 heartbeat: batch=1/455 avg_train_loss=0.100391 avg_train_ssim=0.8820 run_seconds=49730.814
epoch 1255 heartbeat: batch=134/455 avg_train_loss=0.103343 avg_train_ssim=0.8785 run_seconds=49740.822
epoch 1255 heartbeat: batch=261/455 avg_train_loss=0.103423 avg_train_ssim=0.8784 run_seconds=49750.838
epoch 1255 heartbeat: batch=388/455 avg_train_loss=0.103399 avg_train_ssim=0.8785 run_seconds=49760.845
epoch 1255: train_loss=0.103446 train_ssim=0.8784 val_loss=0.109855 val_ssim=0.8709 val_psnr=32.14 lr=0.00019709128 epoch_seconds=39.058 run_seconds=49769.637 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=21654 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1256 heartbeat: batch=1/455 avg_train_loss=0.101659 avg_train_ssim=0.8805 run_seconds=49769.950
epoch 1256 heartbeat: batch=134/455 avg_train_loss=0.103722 avg_train_ssim=0.8781 run_seconds=49779.957
epoch 1256 heartbeat: batch=238/455 avg_train_loss=0.103665 avg_train_ssim=0.8781 run_seconds=49790.068
epoch 1256 heartbeat: batch=319/455 avg_train_loss=0.103720 avg_train_ssim=0.8781 run_seconds=49800.122
epoch 1256 heartbeat: batch=400/455 avg_train_loss=0.103709 avg_train_ssim=0.8781 run_seconds=49810.173
epoch 1256: train_loss=0.103666 train_ssim=0.8781 val_loss=0.110159 val_ssim=0.8705 val_psnr=32.35 lr=0.00020384903 epoch_seconds=49.404 run_seconds=49819.077 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1257 heartbeat: batch=1/455 avg_train_loss=0.104880 avg_train_ssim=0.8767 run_seconds=49819.368
epoch 1257 heartbeat: batch=135/455 avg_train_loss=0.103335 avg_train_ssim=0.8785 run_seconds=49829.388
epoch 1257 heartbeat: batch=262/455 avg_train_loss=0.103364 avg_train_ssim=0.8785 run_seconds=49839.412
epoch 1257 heartbeat: batch=389/455 avg_train_loss=0.103418 avg_train_ssim=0.8784 run_seconds=49849.425
epoch 1257: train_loss=0.103411 train_ssim=0.8784 val_loss=0.110108 val_ssim=0.8706 val_psnr=32.36 lr=0.0002104891 epoch_seconds=39.054 run_seconds=49858.174 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1258 heartbeat: batch=1/455 avg_train_loss=0.105599 avg_train_ssim=0.8759 run_seconds=49858.486
epoch 1258 heartbeat: batch=136/455 avg_train_loss=0.103645 avg_train_ssim=0.8782 run_seconds=49868.558
epoch 1258 heartbeat: batch=263/455 avg_train_loss=0.103537 avg_train_ssim=0.8783 run_seconds=49878.581
epoch 1258 heartbeat: batch=390/455 avg_train_loss=0.103633 avg_train_ssim=0.8782 run_seconds=49888.608
epoch 1258: train_loss=0.103569 train_ssim=0.8783 val_loss=0.109759 val_ssim=0.8710 val_psnr=32.35 lr=0.00021699549 epoch_seconds=39.068 run_seconds=49897.279 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1259 heartbeat: batch=1/455 avg_train_loss=0.101014 avg_train_ssim=0.8813 run_seconds=49897.553
epoch 1259 heartbeat: batch=134/455 avg_train_loss=0.103507 avg_train_ssim=0.8783 run_seconds=49907.604
epoch 1259 heartbeat: batch=261/455 avg_train_loss=0.103606 avg_train_ssim=0.8782 run_seconds=49917.628
epoch 1259 heartbeat: batch=388/455 avg_train_loss=0.103674 avg_train_ssim=0.8781 run_seconds=49927.645
epoch 1259: train_loss=0.103694 train_ssim=0.8781 val_loss=0.109942 val_ssim=0.8708 val_psnr=32.21 lr=0.00022335253 epoch_seconds=39.181 run_seconds=49936.498 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1260 heartbeat: batch=1/455 avg_train_loss=0.106638 avg_train_ssim=0.8746 run_seconds=49936.792
epoch 1260 heartbeat: batch=134/455 avg_train_loss=0.103748 avg_train_ssim=0.8780 run_seconds=49946.798
epoch 1260 heartbeat: batch=261/455 avg_train_loss=0.103856 avg_train_ssim=0.8779 run_seconds=49956.811
epoch 1260 heartbeat: batch=388/455 avg_train_loss=0.103756 avg_train_ssim=0.8780 run_seconds=49966.836
epoch 1260: train_loss=0.103727 train_ssim=0.8781 val_loss=0.110549 val_ssim=0.8700 val_psnr=32.27 lr=0.0002295449 epoch_seconds=39.122 run_seconds=49975.657 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1261 heartbeat: batch=1/455 avg_train_loss=0.101363 avg_train_ssim=0.8808 run_seconds=49975.928
epoch 1261 heartbeat: batch=134/455 avg_train_loss=0.103974 avg_train_ssim=0.8778 run_seconds=49985.935
epoch 1261 heartbeat: batch=261/455 avg_train_loss=0.103682 avg_train_ssim=0.8781 run_seconds=49995.948
epoch 1261 heartbeat: batch=388/455 avg_train_loss=0.103684 avg_train_ssim=0.8781 run_seconds=50005.969
epoch 1261: train_loss=0.103668 train_ssim=0.8781 val_loss=0.110365 val_ssim=0.8703 val_psnr=32.30 lr=0.00023555768 epoch_seconds=39.104 run_seconds=50014.799 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1262 heartbeat: batch=1/455 avg_train_loss=0.102999 avg_train_ssim=0.8789 run_seconds=50015.111
epoch 1262 heartbeat: batch=134/455 avg_train_loss=0.103549 avg_train_ssim=0.8783 run_seconds=50025.125
epoch 1262 heartbeat: batch=261/455 avg_train_loss=0.103569 avg_train_ssim=0.8783 run_seconds=50035.155
epoch 1262 heartbeat: batch=388/455 avg_train_loss=0.103680 avg_train_ssim=0.8781 run_seconds=50045.174
epoch 1262: train_loss=0.103687 train_ssim=0.8781 val_loss=0.109975 val_ssim=0.8707 val_psnr=32.36 lr=0.0002413764 epoch_seconds=39.176 run_seconds=50054.013 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=23254 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1263 heartbeat: batch=1/455 avg_train_loss=0.103829 avg_train_ssim=0.8779 run_seconds=50054.291
epoch 1263 heartbeat: batch=134/455 avg_train_loss=0.103492 avg_train_ssim=0.8783 run_seconds=50064.360
epoch 1263 heartbeat: batch=261/455 avg_train_loss=0.103709 avg_train_ssim=0.8781 run_seconds=50074.387
epoch 1263 heartbeat: batch=348/455 avg_train_loss=0.103684 avg_train_ssim=0.8781 run_seconds=50084.500
epoch 1263 heartbeat: batch=429/455 avg_train_loss=0.103693 avg_train_ssim=0.8781 run_seconds=50094.554
epoch 1263: train_loss=0.103717 train_ssim=0.8781 val_loss=0.110161 val_ssim=0.8705 val_psnr=32.41 lr=0.00024698703 epoch_seconds=48.896 run_seconds=50102.950 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23478 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1264 heartbeat: batch=1/455 avg_train_loss=0.104427 avg_train_ssim=0.8772 run_seconds=50103.266
epoch 1264 heartbeat: batch=91/455 avg_train_loss=0.103528 avg_train_ssim=0.8783 run_seconds=50113.296
epoch 1264 heartbeat: batch=173/455 avg_train_loss=0.103505 avg_train_ssim=0.8783 run_seconds=50123.354
epoch 1264 heartbeat: batch=254/455 avg_train_loss=0.103580 avg_train_ssim=0.8782 run_seconds=50133.429
epoch 1264 heartbeat: batch=335/455 avg_train_loss=0.103584 avg_train_ssim=0.8782 run_seconds=50143.514
epoch 1264 heartbeat: batch=416/455 avg_train_loss=0.103655 avg_train_ssim=0.8782 run_seconds=50153.589
epoch 1264: train_loss=0.103677 train_ssim=0.8781 val_loss=0.110210 val_ssim=0.8704 val_psnr=32.36 lr=0.00025237605 epoch_seconds=60.602 run_seconds=50163.590 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23286 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1265 heartbeat: batch=1/455 avg_train_loss=0.104352 avg_train_ssim=0.8773 run_seconds=50163.906
epoch 1265 heartbeat: batch=83/455 avg_train_loss=0.103780 avg_train_ssim=0.8780 run_seconds=50173.972
epoch 1265 heartbeat: batch=165/455 avg_train_loss=0.103699 avg_train_ssim=0.8781 run_seconds=50184.052
epoch 1265 heartbeat: batch=246/455 avg_train_loss=0.103671 avg_train_ssim=0.8781 run_seconds=50194.124
epoch 1265 heartbeat: batch=327/455 avg_train_loss=0.103690 avg_train_ssim=0.8781 run_seconds=50204.198
epoch 1265 heartbeat: batch=408/455 avg_train_loss=0.103662 avg_train_ssim=0.8781 run_seconds=50214.280
epoch 1265: train_loss=0.103699 train_ssim=0.8781 val_loss=0.110240 val_ssim=0.8704 val_psnr=32.38 lr=0.00025753048 epoch_seconds=61.689 run_seconds=50225.315 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23094 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1266 heartbeat: batch=1/455 avg_train_loss=0.101124 avg_train_ssim=0.8811 run_seconds=50225.650
epoch 1266 heartbeat: batch=95/455 avg_train_loss=0.103619 avg_train_ssim=0.8782 run_seconds=50235.670
epoch 1266 heartbeat: batch=225/455 avg_train_loss=0.103568 avg_train_ssim=0.8783 run_seconds=50245.740
epoch 1266 heartbeat: batch=352/455 avg_train_loss=0.103643 avg_train_ssim=0.8782 run_seconds=50255.750
epoch 1266: train_loss=0.103666 train_ssim=0.8781 val_loss=0.110244 val_ssim=0.8704 val_psnr=32.29 lr=0.00026243791 epoch_seconds=42.062 run_seconds=50267.413 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1267 heartbeat: batch=1/455 avg_train_loss=0.101890 avg_train_ssim=0.8802 run_seconds=50267.676
epoch 1267 heartbeat: batch=135/455 avg_train_loss=0.104067 avg_train_ssim=0.8777 run_seconds=50277.746
epoch 1267 heartbeat: batch=262/455 avg_train_loss=0.103834 avg_train_ssim=0.8779 run_seconds=50287.763
epoch 1267 heartbeat: batch=389/455 avg_train_loss=0.103925 avg_train_ssim=0.8778 run_seconds=50297.776
epoch 1267: train_loss=0.103946 train_ssim=0.8778 val_loss=0.110368 val_ssim=0.8703 val_psnr=32.48 lr=0.00026708652 epoch_seconds=39.079 run_seconds=50306.528 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1268 heartbeat: batch=1/455 avg_train_loss=0.107526 avg_train_ssim=0.8736 run_seconds=50306.799
epoch 1268 heartbeat: batch=135/455 avg_train_loss=0.104447 avg_train_ssim=0.8772 run_seconds=50316.865
epoch 1268 heartbeat: batch=262/455 avg_train_loss=0.104157 avg_train_ssim=0.8776 run_seconds=50326.941
epoch 1268 heartbeat: batch=389/455 avg_train_loss=0.104070 avg_train_ssim=0.8777 run_seconds=50336.952
epoch 1268: train_loss=0.104078 train_ssim=0.8777 val_loss=0.110276 val_ssim=0.8704 val_psnr=32.39 lr=0.00027146509 epoch_seconds=39.129 run_seconds=50345.692 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1269 heartbeat: batch=1/455 avg_train_loss=0.104193 avg_train_ssim=0.8775 run_seconds=50345.960
epoch 1269 heartbeat: batch=135/455 avg_train_loss=0.103748 avg_train_ssim=0.8780 run_seconds=50356.016
epoch 1269 heartbeat: batch=262/455 avg_train_loss=0.103735 avg_train_ssim=0.8781 run_seconds=50366.043
epoch 1269 heartbeat: batch=389/455 avg_train_loss=0.103696 avg_train_ssim=0.8781 run_seconds=50376.068
epoch 1269: train_loss=0.103724 train_ssim=0.8781 val_loss=0.110078 val_ssim=0.8706 val_psnr=32.29 lr=0.00027556309 epoch_seconds=39.070 run_seconds=50384.798 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1270 heartbeat: batch=1/455 avg_train_loss=0.104535 avg_train_ssim=0.8771 run_seconds=50385.060
epoch 1270 heartbeat: batch=135/455 avg_train_loss=0.103780 avg_train_ssim=0.8780 run_seconds=50395.121
epoch 1270 heartbeat: batch=262/455 avg_train_loss=0.103835 avg_train_ssim=0.8779 run_seconds=50405.157
epoch 1270 heartbeat: batch=389/455 avg_train_loss=0.103810 avg_train_ssim=0.8780 run_seconds=50415.182
epoch 1270: train_loss=0.103742 train_ssim=0.8781 val_loss=0.109837 val_ssim=0.8709 val_psnr=32.29 lr=0.00027937065 epoch_seconds=39.092 run_seconds=50423.930 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1271 heartbeat: batch=1/455 avg_train_loss=0.104287 avg_train_ssim=0.8774 run_seconds=50424.211
epoch 1271 heartbeat: batch=135/455 avg_train_loss=0.103265 avg_train_ssim=0.8786 run_seconds=50434.267
epoch 1271 heartbeat: batch=262/455 avg_train_loss=0.103475 avg_train_ssim=0.8784 run_seconds=50444.305
epoch 1271 heartbeat: batch=389/455 avg_train_loss=0.103532 avg_train_ssim=0.8783 run_seconds=50454.320
epoch 1271: train_loss=0.103654 train_ssim=0.8782 val_loss=0.110753 val_ssim=0.8698 val_psnr=32.16 lr=0.00028287858 epoch_seconds=39.128 run_seconds=50463.095 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1272 heartbeat: batch=1/455 avg_train_loss=0.103188 avg_train_ssim=0.8787 run_seconds=50463.364
epoch 1272 heartbeat: batch=135/455 avg_train_loss=0.103907 avg_train_ssim=0.8779 run_seconds=50473.429
epoch 1272 heartbeat: batch=262/455 avg_train_loss=0.103755 avg_train_ssim=0.8780 run_seconds=50483.454
epoch 1272 heartbeat: batch=389/455 avg_train_loss=0.103651 avg_train_ssim=0.8782 run_seconds=50493.478
epoch 1272: train_loss=0.103775 train_ssim=0.8780 val_loss=0.110147 val_ssim=0.8705 val_psnr=32.36 lr=0.00028607845 epoch_seconds=39.096 run_seconds=50502.228 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1273 heartbeat: batch=1/455 avg_train_loss=0.101345 avg_train_ssim=0.8809 run_seconds=50502.510
epoch 1273 heartbeat: batch=134/455 avg_train_loss=0.103570 avg_train_ssim=0.8783 run_seconds=50512.573
epoch 1273 heartbeat: batch=261/455 avg_train_loss=0.103536 avg_train_ssim=0.8783 run_seconds=50522.596
epoch 1273 heartbeat: batch=388/455 avg_train_loss=0.103660 avg_train_ssim=0.8781 run_seconds=50532.611
epoch 1273: train_loss=0.103743 train_ssim=0.8780 val_loss=0.110336 val_ssim=0.8703 val_psnr=32.16 lr=0.00028896253 epoch_seconds=39.215 run_seconds=50541.482 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1274 heartbeat: batch=1/455 avg_train_loss=0.097215 avg_train_ssim=0.8857 run_seconds=50541.749
epoch 1274 heartbeat: batch=134/455 avg_train_loss=0.103857 avg_train_ssim=0.8779 run_seconds=50551.768
epoch 1274 heartbeat: batch=260/455 avg_train_loss=0.104047 avg_train_ssim=0.8777 run_seconds=50561.772
epoch 1274 heartbeat: batch=386/455 avg_train_loss=0.103971 avg_train_ssim=0.8778 run_seconds=50571.795
epoch 1274: train_loss=0.103999 train_ssim=0.8778 val_loss=0.110111 val_ssim=0.8706 val_psnr=32.31 lr=0.00029152389 epoch_seconds=39.342 run_seconds=50580.860 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1275 heartbeat: batch=1/455 avg_train_loss=0.106671 avg_train_ssim=0.8746 run_seconds=50581.128
epoch 1275 heartbeat: batch=136/455 avg_train_loss=0.106807 avg_train_ssim=0.8745 run_seconds=50591.204
epoch 1275 heartbeat: batch=263/455 avg_train_loss=0.105464 avg_train_ssim=0.8760 run_seconds=50601.232
epoch 1275 heartbeat: batch=390/455 avg_train_loss=0.104937 avg_train_ssim=0.8766 run_seconds=50611.258
epoch 1275: train_loss=0.104812 train_ssim=0.8768 val_loss=0.110372 val_ssim=0.8703 val_psnr=32.35 lr=0.00029375635 epoch_seconds=39.060 run_seconds=50619.957 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1276 heartbeat: batch=1/455 avg_train_loss=0.102582 avg_train_ssim=0.8794 run_seconds=50620.223
epoch 1276 heartbeat: batch=135/455 avg_train_loss=0.103713 avg_train_ssim=0.8781 run_seconds=50630.247
epoch 1276 heartbeat: batch=262/455 avg_train_loss=0.103830 avg_train_ssim=0.8779 run_seconds=50640.268
epoch 1276 heartbeat: batch=389/455 avg_train_loss=0.103779 avg_train_ssim=0.8780 run_seconds=50650.292
epoch 1276: train_loss=0.103796 train_ssim=0.8780 val_loss=0.110545 val_ssim=0.8701 val_psnr=32.31 lr=0.00029565453 epoch_seconds=39.095 run_seconds=50659.093 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1277 heartbeat: batch=1/455 avg_train_loss=0.102979 avg_train_ssim=0.8789 run_seconds=50659.373
epoch 1277 heartbeat: batch=135/455 avg_train_loss=0.103552 avg_train_ssim=0.8783 run_seconds=50669.412
epoch 1277 heartbeat: batch=262/455 avg_train_loss=0.103823 avg_train_ssim=0.8780 run_seconds=50679.440
epoch 1277 heartbeat: batch=389/455 avg_train_loss=0.103769 avg_train_ssim=0.8780 run_seconds=50689.464
epoch 1277: train_loss=0.103783 train_ssim=0.8780 val_loss=0.110123 val_ssim=0.8705 val_psnr=32.36 lr=0.00029721387 epoch_seconds=39.059 run_seconds=50698.189 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1278 heartbeat: batch=1/455 avg_train_loss=0.108007 avg_train_ssim=0.8730 run_seconds=50698.456
epoch 1278 heartbeat: batch=134/455 avg_train_loss=0.103827 avg_train_ssim=0.8780 run_seconds=50708.482
epoch 1278 heartbeat: batch=261/455 avg_train_loss=0.103733 avg_train_ssim=0.8781 run_seconds=50718.490
epoch 1278 heartbeat: batch=388/455 avg_train_loss=0.103699 avg_train_ssim=0.8781 run_seconds=50728.507
epoch 1278: train_loss=0.103701 train_ssim=0.8781 val_loss=0.111047 val_ssim=0.8695 val_psnr=32.15 lr=0.00029843059 epoch_seconds=39.133 run_seconds=50737.358 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1279 heartbeat: batch=1/455 avg_train_loss=0.110116 avg_train_ssim=0.8706 run_seconds=50737.640
epoch 1279 heartbeat: batch=134/455 avg_train_loss=0.103311 avg_train_ssim=0.8786 run_seconds=50747.673
epoch 1279 heartbeat: batch=261/455 avg_train_loss=0.103558 avg_train_ssim=0.8783 run_seconds=50757.692
epoch 1279 heartbeat: batch=388/455 avg_train_loss=0.103681 avg_train_ssim=0.8781 run_seconds=50767.730
epoch 1279: train_loss=0.103733 train_ssim=0.8781 val_loss=0.110349 val_ssim=0.8703 val_psnr=32.26 lr=0.00029930179 epoch_seconds=39.223 run_seconds=50776.619 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1280 heartbeat: batch=1/455 avg_train_loss=0.103411 avg_train_ssim=0.8784 run_seconds=50776.896
epoch 1280 heartbeat: batch=134/455 avg_train_loss=0.103900 avg_train_ssim=0.8779 run_seconds=50786.923
epoch 1280 heartbeat: batch=261/455 avg_train_loss=0.103828 avg_train_ssim=0.8780 run_seconds=50796.946
epoch 1280 heartbeat: batch=388/455 avg_train_loss=0.103752 avg_train_ssim=0.8780 run_seconds=50806.960
epoch 1280: train_loss=0.103736 train_ssim=0.8781 val_loss=0.110143 val_ssim=0.8705 val_psnr=32.37 lr=0.00029982534 epoch_seconds=39.120 run_seconds=50815.777 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1281 heartbeat: batch=1/455 avg_train_loss=0.103778 avg_train_ssim=0.8780 run_seconds=50816.052
epoch 1281 heartbeat: batch=134/455 avg_train_loss=0.103399 avg_train_ssim=0.8785 run_seconds=50826.105
epoch 1281 heartbeat: batch=261/455 avg_train_loss=0.103338 avg_train_ssim=0.8785 run_seconds=50836.117
epoch 1281 heartbeat: batch=388/455 avg_train_loss=0.103545 avg_train_ssim=0.8783 run_seconds=50846.150
epoch 1281: train_loss=0.103740 train_ssim=0.8781 val_loss=0.112968 val_ssim=0.8673 val_psnr=29.90 lr=0.0003 epoch_seconds=39.123 run_seconds=50854.938 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1282 heartbeat: batch=1/455 avg_train_loss=0.103211 avg_train_ssim=0.8787 run_seconds=50855.207
epoch 1282 heartbeat: batch=135/455 avg_train_loss=0.105692 avg_train_ssim=0.8758 run_seconds=50865.269
epoch 1282 heartbeat: batch=262/455 avg_train_loss=0.104934 avg_train_ssim=0.8767 run_seconds=50875.283
epoch 1282 heartbeat: batch=389/455 avg_train_loss=0.104626 avg_train_ssim=0.8770 run_seconds=50885.295
epoch 1282: train_loss=0.104610 train_ssim=0.8770 val_loss=0.110204 val_ssim=0.8705 val_psnr=32.02 lr=0.00029982534 epoch_seconds=39.087 run_seconds=50894.063 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1283 heartbeat: batch=1/455 avg_train_loss=0.104298 avg_train_ssim=0.8774 run_seconds=50894.359
epoch 1283 heartbeat: batch=134/455 avg_train_loss=0.104114 avg_train_ssim=0.8776 run_seconds=50904.393
epoch 1283 heartbeat: batch=261/455 avg_train_loss=0.103885 avg_train_ssim=0.8779 run_seconds=50914.417
epoch 1283 heartbeat: batch=388/455 avg_train_loss=0.103791 avg_train_ssim=0.8780 run_seconds=50924.443
epoch 1283: train_loss=0.103818 train_ssim=0.8780 val_loss=0.110317 val_ssim=0.8703 val_psnr=32.29 lr=0.00029930179 epoch_seconds=39.122 run_seconds=50933.220 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1284 heartbeat: batch=1/455 avg_train_loss=0.100802 avg_train_ssim=0.8815 run_seconds=50933.491
epoch 1284 heartbeat: batch=135/455 avg_train_loss=0.103825 avg_train_ssim=0.8780 run_seconds=50943.555
epoch 1284 heartbeat: batch=262/455 avg_train_loss=0.103748 avg_train_ssim=0.8780 run_seconds=50953.582
epoch 1284 heartbeat: batch=389/455 avg_train_loss=0.103817 avg_train_ssim=0.8780 run_seconds=50963.615
epoch 1284: train_loss=0.103843 train_ssim=0.8779 val_loss=0.110040 val_ssim=0.8706 val_psnr=32.21 lr=0.00029843059 epoch_seconds=39.109 run_seconds=50972.366 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1285 heartbeat: batch=1/455 avg_train_loss=0.100124 avg_train_ssim=0.8823 run_seconds=50972.641
epoch 1285 heartbeat: batch=134/455 avg_train_loss=0.103928 avg_train_ssim=0.8778 run_seconds=50982.649
epoch 1285 heartbeat: batch=261/455 avg_train_loss=0.103801 avg_train_ssim=0.8780 run_seconds=50992.666
epoch 1285 heartbeat: batch=388/455 avg_train_loss=0.103779 avg_train_ssim=0.8780 run_seconds=51002.705
epoch 1285: train_loss=0.103738 train_ssim=0.8781 val_loss=0.109989 val_ssim=0.8707 val_psnr=32.16 lr=0.00029721387 epoch_seconds=39.117 run_seconds=51011.524 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1286 heartbeat: batch=1/455 avg_train_loss=0.102284 avg_train_ssim=0.8798 run_seconds=51011.797
epoch 1286 heartbeat: batch=134/455 avg_train_loss=0.103817 avg_train_ssim=0.8780 run_seconds=51021.821
epoch 1286 heartbeat: batch=261/455 avg_train_loss=0.103748 avg_train_ssim=0.8780 run_seconds=51031.847
epoch 1286 heartbeat: batch=388/455 avg_train_loss=0.103688 avg_train_ssim=0.8781 run_seconds=51041.870
epoch 1286: train_loss=0.103670 train_ssim=0.8781 val_loss=0.109814 val_ssim=0.8709 val_psnr=32.30 lr=0.00029565453 epoch_seconds=39.156 run_seconds=51050.719 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1287 heartbeat: batch=1/455 avg_train_loss=0.106515 avg_train_ssim=0.8748 run_seconds=51051.021
epoch 1287 heartbeat: batch=134/455 avg_train_loss=0.103625 avg_train_ssim=0.8782 run_seconds=51061.025
epoch 1287 heartbeat: batch=261/455 avg_train_loss=0.103572 avg_train_ssim=0.8783 run_seconds=51071.048
epoch 1287 heartbeat: batch=388/455 avg_train_loss=0.103605 avg_train_ssim=0.8782 run_seconds=51081.073
epoch 1287: train_loss=0.103615 train_ssim=0.8782 val_loss=0.110336 val_ssim=0.8703 val_psnr=32.23 lr=0.00029375635 epoch_seconds=39.202 run_seconds=51089.961 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1288 heartbeat: batch=1/455 avg_train_loss=0.102316 avg_train_ssim=0.8797 run_seconds=51090.232
epoch 1288 heartbeat: batch=135/455 avg_train_loss=0.103744 avg_train_ssim=0.8781 run_seconds=51100.235
epoch 1288 heartbeat: batch=262/455 avg_train_loss=0.103696 avg_train_ssim=0.8781 run_seconds=51110.255
epoch 1288 heartbeat: batch=389/455 avg_train_loss=0.103725 avg_train_ssim=0.8781 run_seconds=51120.268
epoch 1288: train_loss=0.103720 train_ssim=0.8781 val_loss=0.110119 val_ssim=0.8706 val_psnr=32.23 lr=0.00029152389 epoch_seconds=39.016 run_seconds=51129.012 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1289 heartbeat: batch=1/455 avg_train_loss=0.105094 avg_train_ssim=0.8765 run_seconds=51129.304
epoch 1289 heartbeat: batch=135/455 avg_train_loss=0.103573 avg_train_ssim=0.8783 run_seconds=51139.349
epoch 1289 heartbeat: batch=262/455 avg_train_loss=0.103647 avg_train_ssim=0.8782 run_seconds=51149.368
epoch 1289 heartbeat: batch=389/455 avg_train_loss=0.103603 avg_train_ssim=0.8782 run_seconds=51159.407
epoch 1289: train_loss=0.103638 train_ssim=0.8782 val_loss=0.110063 val_ssim=0.8706 val_psnr=32.33 lr=0.00028896253 epoch_seconds=39.143 run_seconds=51168.194 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1290 heartbeat: batch=1/455 avg_train_loss=0.103221 avg_train_ssim=0.8787 run_seconds=51168.460
epoch 1290 heartbeat: batch=135/455 avg_train_loss=0.103877 avg_train_ssim=0.8779 run_seconds=51178.474
epoch 1290 heartbeat: batch=262/455 avg_train_loss=0.103561 avg_train_ssim=0.8783 run_seconds=51188.496
epoch 1290 heartbeat: batch=389/455 avg_train_loss=0.103645 avg_train_ssim=0.8782 run_seconds=51198.522
epoch 1290: train_loss=0.103701 train_ssim=0.8781 val_loss=0.110352 val_ssim=0.8703 val_psnr=32.37 lr=0.00028607845 epoch_seconds=39.033 run_seconds=51207.261 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1291 heartbeat: batch=1/455 avg_train_loss=0.104202 avg_train_ssim=0.8775 run_seconds=51207.535
epoch 1291 heartbeat: batch=134/455 avg_train_loss=0.103353 avg_train_ssim=0.8785 run_seconds=51217.552
epoch 1291 heartbeat: batch=261/455 avg_train_loss=0.103483 avg_train_ssim=0.8784 run_seconds=51227.584
epoch 1291 heartbeat: batch=388/455 avg_train_loss=0.103562 avg_train_ssim=0.8783 run_seconds=51237.599
epoch 1291: train_loss=0.103538 train_ssim=0.8783 val_loss=0.109497 val_ssim=0.8713 val_psnr=32.40 lr=0.00028287858 epoch_seconds=39.178 run_seconds=51246.476 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1292 heartbeat: batch=1/455 avg_train_loss=0.107385 avg_train_ssim=0.8738 run_seconds=51246.744
epoch 1292 heartbeat: batch=134/455 avg_train_loss=0.103421 avg_train_ssim=0.8784 run_seconds=51256.764
epoch 1292 heartbeat: batch=261/455 avg_train_loss=0.103414 avg_train_ssim=0.8784 run_seconds=51266.786
epoch 1292 heartbeat: batch=388/455 avg_train_loss=0.103528 avg_train_ssim=0.8783 run_seconds=51276.809
epoch 1292: train_loss=0.103514 train_ssim=0.8783 val_loss=0.109822 val_ssim=0.8709 val_psnr=32.23 lr=0.00027937065 epoch_seconds=39.133 run_seconds=51285.647 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1293 heartbeat: batch=1/455 avg_train_loss=0.104604 avg_train_ssim=0.8770 run_seconds=51285.921
epoch 1293 heartbeat: batch=135/455 avg_train_loss=0.103639 avg_train_ssim=0.8782 run_seconds=51295.964
epoch 1293 heartbeat: batch=262/455 avg_train_loss=0.103569 avg_train_ssim=0.8783 run_seconds=51305.977
epoch 1293 heartbeat: batch=389/455 avg_train_loss=0.103548 avg_train_ssim=0.8783 run_seconds=51315.987
epoch 1293: train_loss=0.103519 train_ssim=0.8783 val_loss=0.109819 val_ssim=0.8709 val_psnr=32.38 lr=0.00027556309 epoch_seconds=39.057 run_seconds=51324.740 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1294 heartbeat: batch=1/455 avg_train_loss=0.105964 avg_train_ssim=0.8754 run_seconds=51325.030
epoch 1294 heartbeat: batch=134/455 avg_train_loss=0.104718 avg_train_ssim=0.8769 run_seconds=51335.035
epoch 1294 heartbeat: batch=261/455 avg_train_loss=0.104189 avg_train_ssim=0.8775 run_seconds=51345.057
epoch 1294 heartbeat: batch=388/455 avg_train_loss=0.103974 avg_train_ssim=0.8778 run_seconds=51355.069
epoch 1294: train_loss=0.103859 train_ssim=0.8779 val_loss=0.110041 val_ssim=0.8706 val_psnr=32.14 lr=0.00027146509 epoch_seconds=39.103 run_seconds=51363.882 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1295 heartbeat: batch=1/455 avg_train_loss=0.102311 avg_train_ssim=0.8797 run_seconds=51364.153
epoch 1295 heartbeat: batch=134/455 avg_train_loss=0.103238 avg_train_ssim=0.8786 run_seconds=51374.174
epoch 1295 heartbeat: batch=261/455 avg_train_loss=0.103453 avg_train_ssim=0.8784 run_seconds=51384.240
epoch 1295 heartbeat: batch=387/455 avg_train_loss=0.103423 avg_train_ssim=0.8784 run_seconds=51394.247
epoch 1295: train_loss=0.103395 train_ssim=0.8785 val_loss=0.109875 val_ssim=0.8708 val_psnr=32.30 lr=0.00026708652 epoch_seconds=39.258 run_seconds=51403.177 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1296 heartbeat: batch=1/455 avg_train_loss=0.102987 avg_train_ssim=0.8789 run_seconds=51403.452
epoch 1296 heartbeat: batch=134/455 avg_train_loss=0.103799 avg_train_ssim=0.8780 run_seconds=51413.473
epoch 1296 heartbeat: batch=261/455 avg_train_loss=0.103704 avg_train_ssim=0.8781 run_seconds=51423.500
epoch 1296 heartbeat: batch=388/455 avg_train_loss=0.103580 avg_train_ssim=0.8782 run_seconds=51433.537
epoch 1296: train_loss=0.103574 train_ssim=0.8782 val_loss=0.109444 val_ssim=0.8713 val_psnr=32.38 lr=0.00026243791 epoch_seconds=39.158 run_seconds=51442.374 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1297 heartbeat: batch=1/455 avg_train_loss=0.104550 avg_train_ssim=0.8771 run_seconds=51442.679
epoch 1297 heartbeat: batch=135/455 avg_train_loss=0.103067 avg_train_ssim=0.8788 run_seconds=51452.756
epoch 1297 heartbeat: batch=262/455 avg_train_loss=0.103309 avg_train_ssim=0.8786 run_seconds=51462.817
epoch 1297 heartbeat: batch=389/455 avg_train_loss=0.103374 avg_train_ssim=0.8785 run_seconds=51472.854
epoch 1297: train_loss=0.103375 train_ssim=0.8785 val_loss=0.110133 val_ssim=0.8705 val_psnr=32.25 lr=0.00025753048 epoch_seconds=39.176 run_seconds=51481.586 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1298 heartbeat: batch=1/455 avg_train_loss=0.101662 avg_train_ssim=0.8805 run_seconds=51481.854
epoch 1298 heartbeat: batch=134/455 avg_train_loss=0.103025 avg_train_ssim=0.8789 run_seconds=51491.911
epoch 1298 heartbeat: batch=261/455 avg_train_loss=0.103296 avg_train_ssim=0.8786 run_seconds=51501.938
epoch 1298 heartbeat: batch=388/455 avg_train_loss=0.103321 avg_train_ssim=0.8785 run_seconds=51511.954
epoch 1298: train_loss=0.103320 train_ssim=0.8785 val_loss=0.109763 val_ssim=0.8710 val_psnr=32.02 lr=0.00025237605 epoch_seconds=39.121 run_seconds=51520.744 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1299 heartbeat: batch=1/455 avg_train_loss=0.099831 avg_train_ssim=0.8826 run_seconds=51521.023
epoch 1299 heartbeat: batch=135/455 avg_train_loss=0.102990 avg_train_ssim=0.8789 run_seconds=51531.060
epoch 1299 heartbeat: batch=262/455 avg_train_loss=0.103171 avg_train_ssim=0.8787 run_seconds=51541.083
epoch 1299 heartbeat: batch=389/455 avg_train_loss=0.103147 avg_train_ssim=0.8788 run_seconds=51551.115
epoch 1299: train_loss=0.103170 train_ssim=0.8787 val_loss=0.109878 val_ssim=0.8708 val_psnr=32.30 lr=0.00024698703 epoch_seconds=39.089 run_seconds=51559.869 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1300 heartbeat: batch=1/455 avg_train_loss=0.106298 avg_train_ssim=0.8750 run_seconds=51560.141
epoch 1300 heartbeat: batch=135/455 avg_train_loss=0.103279 avg_train_ssim=0.8786 run_seconds=51570.206
epoch 1300 heartbeat: batch=262/455 avg_train_loss=0.103187 avg_train_ssim=0.8787 run_seconds=51580.235
epoch 1300 heartbeat: batch=389/455 avg_train_loss=0.103235 avg_train_ssim=0.8786 run_seconds=51590.266
epoch 1300: train_loss=0.103254 train_ssim=0.8786 val_loss=0.109393 val_ssim=0.8714 val_psnr=32.37 lr=0.0002413764 epoch_seconds=39.162 run_seconds=51599.070 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1301 heartbeat: batch=1/455 avg_train_loss=0.102453 avg_train_ssim=0.8796 run_seconds=51599.343
epoch 1301 heartbeat: batch=135/455 avg_train_loss=0.103215 avg_train_ssim=0.8787 run_seconds=51609.400
epoch 1301 heartbeat: batch=262/455 avg_train_loss=0.103022 avg_train_ssim=0.8789 run_seconds=51619.420
epoch 1301 heartbeat: batch=389/455 avg_train_loss=0.103153 avg_train_ssim=0.8787 run_seconds=51629.444
epoch 1301: train_loss=0.103190 train_ssim=0.8787 val_loss=0.112400 val_ssim=0.8679 val_psnr=32.12 lr=0.00023555768 epoch_seconds=39.114 run_seconds=51638.222 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1302 heartbeat: batch=1/455 avg_train_loss=0.101113 avg_train_ssim=0.8811 run_seconds=51638.499
epoch 1302 heartbeat: batch=135/455 avg_train_loss=0.103211 avg_train_ssim=0.8787 run_seconds=51648.553
epoch 1302 heartbeat: batch=262/455 avg_train_loss=0.103283 avg_train_ssim=0.8786 run_seconds=51658.582
epoch 1302 heartbeat: batch=389/455 avg_train_loss=0.103259 avg_train_ssim=0.8786 run_seconds=51668.608
epoch 1302: train_loss=0.103281 train_ssim=0.8786 val_loss=0.109365 val_ssim=0.8714 val_psnr=32.38 lr=0.0002295449 epoch_seconds=39.102 run_seconds=51677.362 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1303 heartbeat: batch=1/455 avg_train_loss=0.100739 avg_train_ssim=0.8816 run_seconds=51677.630
epoch 1303 heartbeat: batch=136/455 avg_train_loss=0.102895 avg_train_ssim=0.8790 run_seconds=51687.704
epoch 1303 heartbeat: batch=263/455 avg_train_loss=0.102919 avg_train_ssim=0.8790 run_seconds=51697.742
epoch 1303 heartbeat: batch=390/455 avg_train_loss=0.102950 avg_train_ssim=0.8790 run_seconds=51707.777
epoch 1303: train_loss=0.102992 train_ssim=0.8789 val_loss=0.109474 val_ssim=0.8713 val_psnr=32.33 lr=0.00022335253 epoch_seconds=39.046 run_seconds=51716.444 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1304 heartbeat: batch=1/455 avg_train_loss=0.105212 avg_train_ssim=0.8763 run_seconds=51716.717
epoch 1304 heartbeat: batch=134/455 avg_train_loss=0.103185 avg_train_ssim=0.8787 run_seconds=51726.718
epoch 1304 heartbeat: batch=261/455 avg_train_loss=0.103018 avg_train_ssim=0.8789 run_seconds=51736.745
epoch 1304 heartbeat: batch=388/455 avg_train_loss=0.102985 avg_train_ssim=0.8789 run_seconds=51746.771
epoch 1304: train_loss=0.103036 train_ssim=0.8789 val_loss=0.109765 val_ssim=0.8710 val_psnr=32.04 lr=0.00021699549 epoch_seconds=39.158 run_seconds=51755.641 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1305 heartbeat: batch=1/455 avg_train_loss=0.098392 avg_train_ssim=0.8843 run_seconds=51755.959
epoch 1305 heartbeat: batch=134/455 avg_train_loss=0.103015 avg_train_ssim=0.8789 run_seconds=51765.967
epoch 1305 heartbeat: batch=261/455 avg_train_loss=0.103089 avg_train_ssim=0.8788 run_seconds=51775.994
epoch 1305 heartbeat: batch=388/455 avg_train_loss=0.103256 avg_train_ssim=0.8786 run_seconds=51786.018
epoch 1305: train_loss=0.103242 train_ssim=0.8786 val_loss=0.109738 val_ssim=0.8710 val_psnr=32.30 lr=0.0002104891 epoch_seconds=39.198 run_seconds=51794.879 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1306 heartbeat: batch=1/455 avg_train_loss=0.099807 avg_train_ssim=0.8827 run_seconds=51795.154
epoch 1306 heartbeat: batch=135/455 avg_train_loss=0.102878 avg_train_ssim=0.8791 run_seconds=51805.228
epoch 1306 heartbeat: batch=262/455 avg_train_loss=0.102951 avg_train_ssim=0.8790 run_seconds=51815.240
epoch 1306 heartbeat: batch=389/455 avg_train_loss=0.102996 avg_train_ssim=0.8789 run_seconds=51825.263
epoch 1306: train_loss=0.102960 train_ssim=0.8790 val_loss=0.109445 val_ssim=0.8713 val_psnr=32.30 lr=0.00020384903 epoch_seconds=39.143 run_seconds=51834.060 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1307 heartbeat: batch=1/455 avg_train_loss=0.106394 avg_train_ssim=0.8749 run_seconds=51834.353
epoch 1307 heartbeat: batch=134/455 avg_train_loss=0.102708 avg_train_ssim=0.8793 run_seconds=51844.357
epoch 1307 heartbeat: batch=261/455 avg_train_loss=0.102764 avg_train_ssim=0.8792 run_seconds=51854.381
epoch 1307 heartbeat: batch=388/455 avg_train_loss=0.102812 avg_train_ssim=0.8791 run_seconds=51864.393
epoch 1307: train_loss=0.102872 train_ssim=0.8791 val_loss=0.109433 val_ssim=0.8714 val_psnr=32.38 lr=0.00019709128 epoch_seconds=39.101 run_seconds=51873.199 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1308 heartbeat: batch=1/455 avg_train_loss=0.101460 avg_train_ssim=0.8807 run_seconds=51873.466
epoch 1308 heartbeat: batch=135/455 avg_train_loss=0.102506 avg_train_ssim=0.8795 run_seconds=51883.517
epoch 1308 heartbeat: batch=262/455 avg_train_loss=0.102704 avg_train_ssim=0.8793 run_seconds=51893.538
epoch 1308 heartbeat: batch=389/455 avg_train_loss=0.102870 avg_train_ssim=0.8791 run_seconds=51903.571
epoch 1308: train_loss=0.102936 train_ssim=0.8790 val_loss=0.109629 val_ssim=0.8711 val_psnr=32.18 lr=0.00019023213 epoch_seconds=39.091 run_seconds=51912.327 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1309 heartbeat: batch=1/455 avg_train_loss=0.102685 avg_train_ssim=0.8793 run_seconds=51912.597
epoch 1309 heartbeat: batch=134/455 avg_train_loss=0.102756 avg_train_ssim=0.8792 run_seconds=51922.617
epoch 1309 heartbeat: batch=261/455 avg_train_loss=0.102819 avg_train_ssim=0.8791 run_seconds=51932.635
epoch 1309 heartbeat: batch=388/455 avg_train_loss=0.102763 avg_train_ssim=0.8792 run_seconds=51942.667
epoch 1309: train_loss=0.102784 train_ssim=0.8792 val_loss=0.109093 val_ssim=0.8718 val_psnr=32.42 lr=0.0001832881 epoch_seconds=39.103 run_seconds=51951.468 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1310 heartbeat: batch=1/455 avg_train_loss=0.105133 avg_train_ssim=0.8764 run_seconds=51951.740
epoch 1310 heartbeat: batch=134/455 avg_train_loss=0.102892 avg_train_ssim=0.8790 run_seconds=51961.811
epoch 1310 heartbeat: batch=261/455 avg_train_loss=0.102731 avg_train_ssim=0.8792 run_seconds=51971.826
epoch 1310 heartbeat: batch=388/455 avg_train_loss=0.102749 avg_train_ssim=0.8792 run_seconds=51981.866
epoch 1310: train_loss=0.102773 train_ssim=0.8792 val_loss=0.109292 val_ssim=0.8715 val_psnr=32.22 lr=0.00017627592 epoch_seconds=39.198 run_seconds=51990.702 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1311 heartbeat: batch=1/455 avg_train_loss=0.101516 avg_train_ssim=0.8807 run_seconds=51991.006
epoch 1311 heartbeat: batch=135/455 avg_train_loss=0.102702 avg_train_ssim=0.8793 run_seconds=52001.081
epoch 1311 heartbeat: batch=262/455 avg_train_loss=0.102811 avg_train_ssim=0.8791 run_seconds=52011.105
epoch 1311 heartbeat: batch=389/455 avg_train_loss=0.102786 avg_train_ssim=0.8792 run_seconds=52021.122
epoch 1311: train_loss=0.102731 train_ssim=0.8792 val_loss=0.109698 val_ssim=0.8710 val_psnr=32.23 lr=0.00016921249 epoch_seconds=39.124 run_seconds=52029.863 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1312 heartbeat: batch=1/455 avg_train_loss=0.102292 avg_train_ssim=0.8797 run_seconds=52030.160
epoch 1312 heartbeat: batch=134/455 avg_train_loss=0.102481 avg_train_ssim=0.8795 run_seconds=52040.167
epoch 1312 heartbeat: batch=260/455 avg_train_loss=0.102809 avg_train_ssim=0.8791 run_seconds=52050.190
epoch 1312 heartbeat: batch=387/455 avg_train_loss=0.102730 avg_train_ssim=0.8792 run_seconds=52060.210
epoch 1312: train_loss=0.102756 train_ssim=0.8792 val_loss=0.109130 val_ssim=0.8717 val_psnr=32.34 lr=0.00016211481 epoch_seconds=39.193 run_seconds=52069.094 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1313 heartbeat: batch=1/455 avg_train_loss=0.099260 avg_train_ssim=0.8833 run_seconds=52069.379
epoch 1313 heartbeat: batch=135/455 avg_train_loss=0.102765 avg_train_ssim=0.8792 run_seconds=52079.457
epoch 1313 heartbeat: batch=262/455 avg_train_loss=0.102595 avg_train_ssim=0.8794 run_seconds=52089.477
epoch 1313 heartbeat: batch=389/455 avg_train_loss=0.102615 avg_train_ssim=0.8794 run_seconds=52099.494
epoch 1313: train_loss=0.102610 train_ssim=0.8794 val_loss=0.109112 val_ssim=0.8717 val_psnr=32.39 lr=0.000155 epoch_seconds=39.113 run_seconds=52108.247 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20470 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1314 heartbeat: batch=1/455 avg_train_loss=0.099655 avg_train_ssim=0.8828 run_seconds=52108.529
epoch 1314 heartbeat: batch=135/455 avg_train_loss=0.102607 avg_train_ssim=0.8794 run_seconds=52118.597
epoch 1314 heartbeat: batch=262/455 avg_train_loss=0.102612 avg_train_ssim=0.8794 run_seconds=52128.640
epoch 1314 heartbeat: batch=389/455 avg_train_loss=0.102595 avg_train_ssim=0.8794 run_seconds=52138.680
epoch 1314: train_loss=0.102582 train_ssim=0.8794 val_loss=0.109220 val_ssim=0.8716 val_psnr=32.39 lr=0.00014788519 epoch_seconds=39.212 run_seconds=52147.496 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=10166 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1315 heartbeat: batch=1/455 avg_train_loss=0.103731 avg_train_ssim=0.8781 run_seconds=52147.829
epoch 1315 heartbeat: batch=134/455 avg_train_loss=0.102548 avg_train_ssim=0.8795 run_seconds=52157.871
epoch 1315 heartbeat: batch=261/455 avg_train_loss=0.102518 avg_train_ssim=0.8795 run_seconds=52167.921
epoch 1315 heartbeat: batch=388/455 avg_train_loss=0.102573 avg_train_ssim=0.8794 run_seconds=52177.986
epoch 1315: train_loss=0.102507 train_ssim=0.8795 val_loss=0.108851 val_ssim=0.8720 val_psnr=32.40 lr=0.00014078751 epoch_seconds=39.592 run_seconds=52187.126 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=10614 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1316 heartbeat: batch=1/455 avg_train_loss=0.100097 avg_train_ssim=0.8823 run_seconds=52187.433
epoch 1316 heartbeat: batch=134/455 avg_train_loss=0.102294 avg_train_ssim=0.8798 run_seconds=52197.454
epoch 1316 heartbeat: batch=261/455 avg_train_loss=0.102586 avg_train_ssim=0.8794 run_seconds=52207.497
epoch 1316 heartbeat: batch=388/455 avg_train_loss=0.102525 avg_train_ssim=0.8795 run_seconds=52217.532
epoch 1316: train_loss=0.102526 train_ssim=0.8795 val_loss=0.108876 val_ssim=0.8720 val_psnr=32.45 lr=0.00013372408 epoch_seconds=39.216 run_seconds=52226.380 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=10582 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1317 heartbeat: batch=1/455 avg_train_loss=0.098385 avg_train_ssim=0.8843 run_seconds=52226.671
epoch 1317 heartbeat: batch=134/455 avg_train_loss=0.102316 avg_train_ssim=0.8797 run_seconds=52236.740
epoch 1317 heartbeat: batch=261/455 avg_train_loss=0.102388 avg_train_ssim=0.8796 run_seconds=52246.764
epoch 1317 heartbeat: batch=381/455 avg_train_loss=0.102407 avg_train_ssim=0.8796 run_seconds=52256.785
epoch 1317: train_loss=0.102413 train_ssim=0.8796 val_loss=0.108894 val_ssim=0.8720 val_psnr=32.26 lr=0.0001267119 epoch_seconds=40.339 run_seconds=52266.756 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=8982 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1318 heartbeat: batch=1/455 avg_train_loss=0.101551 avg_train_ssim=0.8806 run_seconds=52267.075
epoch 1318 heartbeat: batch=131/455 avg_train_loss=0.102315 avg_train_ssim=0.8797 run_seconds=52277.120
epoch 1318 heartbeat: batch=252/455 avg_train_loss=0.102257 avg_train_ssim=0.8798 run_seconds=52287.151
epoch 1318 heartbeat: batch=368/455 avg_train_loss=0.102330 avg_train_ssim=0.8797 run_seconds=52297.207
epoch 1318: train_loss=0.102407 train_ssim=0.8796 val_loss=0.108913 val_ssim=0.8720 val_psnr=32.29 lr=0.00011976787 epoch_seconds=42.858 run_seconds=52309.655 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=14518 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1319 heartbeat: batch=1/455 avg_train_loss=0.103183 avg_train_ssim=0.8787 run_seconds=52310.033
epoch 1319 heartbeat: batch=134/455 avg_train_loss=0.102404 avg_train_ssim=0.8796 run_seconds=52320.110
epoch 1319 heartbeat: batch=258/455 avg_train_loss=0.102371 avg_train_ssim=0.8797 run_seconds=52330.130
epoch 1319 heartbeat: batch=381/455 avg_train_loss=0.102314 avg_train_ssim=0.8797 run_seconds=52340.165
epoch 1319: train_loss=0.102392 train_ssim=0.8796 val_loss=0.108967 val_ssim=0.8719 val_psnr=32.44 lr=0.00011290872 epoch_seconds=40.586 run_seconds=52350.289 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=23552 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1320 heartbeat: batch=1/455 avg_train_loss=0.103363 avg_train_ssim=0.8785 run_seconds=52350.671
epoch 1320 heartbeat: batch=134/455 avg_train_loss=0.102483 avg_train_ssim=0.8795 run_seconds=52360.701
epoch 1320 heartbeat: batch=257/455 avg_train_loss=0.102358 avg_train_ssim=0.8797 run_seconds=52370.768
epoch 1320 heartbeat: batch=379/455 avg_train_loss=0.102254 avg_train_ssim=0.8798 run_seconds=52380.807
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1320: train_loss=0.102278 train_ssim=0.8798 val_loss=0.108805 val_ssim=0.8721 val_psnr=32.34 lr=0.00010615097 epoch_seconds=40.799 run_seconds=52391.139 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=19950 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1321 heartbeat: batch=1/455 avg_train_loss=0.101125 avg_train_ssim=0.8811 run_seconds=52392.014
epoch 1321 heartbeat: batch=131/455 avg_train_loss=0.102251 avg_train_ssim=0.8798 run_seconds=52402.082
epoch 1321 heartbeat: batch=255/455 avg_train_loss=0.102237 avg_train_ssim=0.8798 run_seconds=52412.133
epoch 1321 heartbeat: batch=379/455 avg_train_loss=0.102186 avg_train_ssim=0.8799 run_seconds=52422.170
epoch 1321: train_loss=0.102235 train_ssim=0.8798 val_loss=0.108843 val_ssim=0.8721 val_psnr=32.37 lr=9.9510902e-05 epoch_seconds=41.486 run_seconds=52433.246 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=23392 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1322 heartbeat: batch=1/455 avg_train_loss=0.107501 avg_train_ssim=0.8736 run_seconds=52433.589
epoch 1322 heartbeat: batch=109/455 avg_train_loss=0.102370 avg_train_ssim=0.8797 run_seconds=52443.602
epoch 1322 heartbeat: batch=201/455 avg_train_loss=0.102219 avg_train_ssim=0.8798 run_seconds=52453.640
epoch 1322 heartbeat: batch=292/455 avg_train_loss=0.102285 avg_train_ssim=0.8798 run_seconds=52463.669
epoch 1322 heartbeat: batch=383/455 avg_train_loss=0.102191 avg_train_ssim=0.8799 run_seconds=52473.731
epoch 1322: train_loss=0.102218 train_ssim=0.8798 val_loss=0.108815 val_ssim=0.8721 val_psnr=32.33 lr=9.3004511e-05 epoch_seconds=53.264 run_seconds=52486.591 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23394 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1323 heartbeat: batch=1/455 avg_train_loss=0.101457 avg_train_ssim=0.8807 run_seconds=52486.907
epoch 1323 heartbeat: batch=95/455 avg_train_loss=0.102393 avg_train_ssim=0.8796 run_seconds=52496.947
epoch 1323 heartbeat: batch=186/455 avg_train_loss=0.102323 avg_train_ssim=0.8797 run_seconds=52506.972
epoch 1323 heartbeat: batch=311/455 avg_train_loss=0.102230 avg_train_ssim=0.8798 run_seconds=52517.045
epoch 1323 heartbeat: batch=438/455 avg_train_loss=0.102174 avg_train_ssim=0.8799 run_seconds=52527.072
epoch 1323: train_loss=0.102182 train_ssim=0.8799 val_loss=0.108816 val_ssim=0.8721 val_psnr=32.35 lr=8.6647473e-05 epoch_seconds=45.343 run_seconds=52531.972 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1324 heartbeat: batch=1/455 avg_train_loss=0.103250 avg_train_ssim=0.8786 run_seconds=52532.210
epoch 1324 heartbeat: batch=135/455 avg_train_loss=0.102262 avg_train_ssim=0.8798 run_seconds=52542.278
epoch 1324 heartbeat: batch=262/455 avg_train_loss=0.102245 avg_train_ssim=0.8798 run_seconds=52552.310
epoch 1324 heartbeat: batch=389/455 avg_train_loss=0.102178 avg_train_ssim=0.8799 run_seconds=52562.365
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1324: train_loss=0.102121 train_ssim=0.8800 val_loss=0.108599 val_ssim=0.8723 val_psnr=32.37 lr=8.0455102e-05 epoch_seconds=39.138 run_seconds=52571.147 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1325 heartbeat: batch=1/455 avg_train_loss=0.101856 avg_train_ssim=0.8803 run_seconds=52571.926
epoch 1325 heartbeat: batch=133/455 avg_train_loss=0.102152 avg_train_ssim=0.8799 run_seconds=52581.966
epoch 1325 heartbeat: batch=260/455 avg_train_loss=0.102145 avg_train_ssim=0.8799 run_seconds=52591.967
epoch 1325 heartbeat: batch=388/455 avg_train_loss=0.102116 avg_train_ssim=0.8800 run_seconds=52602.045
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1325: train_loss=0.102084 train_ssim=0.8800 val_loss=0.108546 val_ssim=0.8724 val_psnr=32.48 lr=7.4442316e-05 epoch_seconds=39.170 run_seconds=52610.831 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1326 heartbeat: batch=1/455 avg_train_loss=0.101091 avg_train_ssim=0.8812 run_seconds=52611.488
epoch 1326 heartbeat: batch=133/455 avg_train_loss=0.102066 avg_train_ssim=0.8800 run_seconds=52621.562
epoch 1326 heartbeat: batch=260/455 avg_train_loss=0.101885 avg_train_ssim=0.8802 run_seconds=52631.576
epoch 1326 heartbeat: batch=387/455 avg_train_loss=0.101977 avg_train_ssim=0.8801 run_seconds=52641.600
epoch 1326: train_loss=0.102040 train_ssim=0.8801 val_loss=0.108575 val_ssim=0.8724 val_psnr=32.35 lr=6.8623601e-05 epoch_seconds=39.152 run_seconds=52650.360 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1327 heartbeat: batch=1/455 avg_train_loss=0.104971 avg_train_ssim=0.8766 run_seconds=52650.646
epoch 1327 heartbeat: batch=133/455 avg_train_loss=0.102133 avg_train_ssim=0.8799 run_seconds=52660.693
epoch 1327 heartbeat: batch=260/455 avg_train_loss=0.102012 avg_train_ssim=0.8801 run_seconds=52670.694
epoch 1327 heartbeat: batch=387/455 avg_train_loss=0.101925 avg_train_ssim=0.8802 run_seconds=52680.704
epoch 1327: train_loss=0.101977 train_ssim=0.8801 val_loss=0.108673 val_ssim=0.8723 val_psnr=32.39 lr=6.3012974e-05 epoch_seconds=39.095 run_seconds=52689.493 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1328 heartbeat: batch=1/455 avg_train_loss=0.099407 avg_train_ssim=0.8831 run_seconds=52689.796
epoch 1328 heartbeat: batch=132/455 avg_train_loss=0.101719 avg_train_ssim=0.8804 run_seconds=52699.800
epoch 1328 heartbeat: batch=259/455 avg_train_loss=0.101898 avg_train_ssim=0.8802 run_seconds=52709.800
epoch 1328 heartbeat: batch=386/455 avg_train_loss=0.102000 avg_train_ssim=0.8801 run_seconds=52719.813
epoch 1328: train_loss=0.102000 train_ssim=0.8801 val_loss=0.108649 val_ssim=0.8723 val_psnr=32.36 lr=5.7623952e-05 epoch_seconds=39.096 run_seconds=52728.626 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1329 heartbeat: batch=1/455 avg_train_loss=0.101204 avg_train_ssim=0.8810 run_seconds=52728.929
epoch 1329 heartbeat: batch=133/455 avg_train_loss=0.101917 avg_train_ssim=0.8802 run_seconds=52738.963
epoch 1329 heartbeat: batch=260/455 avg_train_loss=0.101880 avg_train_ssim=0.8802 run_seconds=52748.979
epoch 1329 heartbeat: batch=387/455 avg_train_loss=0.102052 avg_train_ssim=0.8800 run_seconds=52758.982
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1329: train_loss=0.101944 train_ssim=0.8802 val_loss=0.108467 val_ssim=0.8725 val_psnr=32.39 lr=5.2469517e-05 epoch_seconds=39.181 run_seconds=52767.845 gpu_index=0 gpu_util_pct=69 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1330 heartbeat: batch=1/455 avg_train_loss=0.104597 avg_train_ssim=0.8770 run_seconds=52768.553
epoch 1330 heartbeat: batch=133/455 avg_train_loss=0.101762 avg_train_ssim=0.8804 run_seconds=52778.610
epoch 1330 heartbeat: batch=260/455 avg_train_loss=0.101789 avg_train_ssim=0.8803 run_seconds=52788.618
epoch 1330 heartbeat: batch=387/455 avg_train_loss=0.101852 avg_train_ssim=0.8803 run_seconds=52798.626
epoch 1330: train_loss=0.101904 train_ssim=0.8802 val_loss=0.108593 val_ssim=0.8723 val_psnr=32.46 lr=4.7562087e-05 epoch_seconds=39.073 run_seconds=52807.381 gpu_index=0 gpu_util_pct=67 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1331 heartbeat: batch=1/455 avg_train_loss=0.107681 avg_train_ssim=0.8734 run_seconds=52807.676
epoch 1331 heartbeat: batch=133/455 avg_train_loss=0.101889 avg_train_ssim=0.8802 run_seconds=52817.734
epoch 1331 heartbeat: batch=261/455 avg_train_loss=0.101968 avg_train_ssim=0.8801 run_seconds=52827.813
epoch 1331 heartbeat: batch=388/455 avg_train_loss=0.101934 avg_train_ssim=0.8802 run_seconds=52837.831
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1331: train_loss=0.101870 train_ssim=0.8803 val_loss=0.108463 val_ssim=0.8725 val_psnr=32.43 lr=4.2913484e-05 epoch_seconds=39.134 run_seconds=52846.552 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1332 heartbeat: batch=1/455 avg_train_loss=0.106612 avg_train_ssim=0.8747 run_seconds=52847.163
epoch 1332 heartbeat: batch=132/455 avg_train_loss=0.101909 avg_train_ssim=0.8802 run_seconds=52857.239
epoch 1332 heartbeat: batch=259/455 avg_train_loss=0.101930 avg_train_ssim=0.8802 run_seconds=52867.258
epoch 1332 heartbeat: batch=386/455 avg_train_loss=0.101892 avg_train_ssim=0.8802 run_seconds=52877.270
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1332: train_loss=0.101843 train_ssim=0.8803 val_loss=0.108459 val_ssim=0.8725 val_psnr=32.47 lr=3.8534908e-05 epoch_seconds=39.149 run_seconds=52886.072 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1333 heartbeat: batch=1/455 avg_train_loss=0.101794 avg_train_ssim=0.8803 run_seconds=52886.702
epoch 1333 heartbeat: batch=132/455 avg_train_loss=0.101842 avg_train_ssim=0.8803 run_seconds=52896.760
epoch 1333 heartbeat: batch=259/455 avg_train_loss=0.101822 avg_train_ssim=0.8803 run_seconds=52906.761
epoch 1333 heartbeat: batch=387/455 avg_train_loss=0.101724 avg_train_ssim=0.8804 run_seconds=52916.841
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1333: train_loss=0.101800 train_ssim=0.8803 val_loss=0.108455 val_ssim=0.8725 val_psnr=32.49 lr=3.4436906e-05 epoch_seconds=39.012 run_seconds=52925.486 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1334 heartbeat: batch=1/455 avg_train_loss=0.099112 avg_train_ssim=0.8835 run_seconds=52926.239
epoch 1334 heartbeat: batch=131/455 avg_train_loss=0.101358 avg_train_ssim=0.8809 run_seconds=52936.291
epoch 1334 heartbeat: batch=259/455 avg_train_loss=0.101708 avg_train_ssim=0.8804 run_seconds=52946.369
epoch 1334 heartbeat: batch=386/455 avg_train_loss=0.101720 avg_train_ssim=0.8804 run_seconds=52956.419
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1334: train_loss=0.101748 train_ssim=0.8804 val_loss=0.108377 val_ssim=0.8726 val_psnr=32.38 lr=3.0629352e-05 epoch_seconds=39.032 run_seconds=52964.994 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1335 heartbeat: batch=1/455 avg_train_loss=0.102629 avg_train_ssim=0.8794 run_seconds=52965.641
epoch 1335 heartbeat: batch=128/455 avg_train_loss=0.101948 avg_train_ssim=0.8802 run_seconds=52975.654
epoch 1335 heartbeat: batch=255/455 avg_train_loss=0.101723 avg_train_ssim=0.8804 run_seconds=52985.666
epoch 1335 heartbeat: batch=382/455 avg_train_loss=0.101718 avg_train_ssim=0.8804 run_seconds=52995.678
epoch 1335: train_loss=0.101742 train_ssim=0.8804 val_loss=0.108398 val_ssim=0.8726 val_psnr=32.45 lr=2.7121417e-05 epoch_seconds=39.527 run_seconds=53004.894 gpu_index=0 gpu_util_pct=88 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1336 heartbeat: batch=1/455 avg_train_loss=0.102289 avg_train_ssim=0.8798 run_seconds=53005.261
epoch 1336 heartbeat: batch=128/455 avg_train_loss=0.101681 avg_train_ssim=0.8805 run_seconds=53015.261
epoch 1336 heartbeat: batch=256/455 avg_train_loss=0.101702 avg_train_ssim=0.8804 run_seconds=53025.339
epoch 1336 heartbeat: batch=383/455 avg_train_loss=0.101655 avg_train_ssim=0.8805 run_seconds=53035.374
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1336: train_loss=0.101699 train_ssim=0.8805 val_loss=0.108331 val_ssim=0.8727 val_psnr=32.45 lr=2.3921552e-05 epoch_seconds=39.315 run_seconds=53044.248 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1337 heartbeat: batch=1/455 avg_train_loss=0.100221 avg_train_ssim=0.8822 run_seconds=53044.862
epoch 1337 heartbeat: batch=128/455 avg_train_loss=0.101714 avg_train_ssim=0.8804 run_seconds=53054.879
epoch 1337 heartbeat: batch=255/455 avg_train_loss=0.101675 avg_train_ssim=0.8805 run_seconds=53064.890
epoch 1337 heartbeat: batch=382/455 avg_train_loss=0.101637 avg_train_ssim=0.8805 run_seconds=53074.901
epoch 1337: train_loss=0.101644 train_ssim=0.8805 val_loss=0.108331 val_ssim=0.8727 val_psnr=32.44 lr=2.1037468e-05 epoch_seconds=38.904 run_seconds=53083.529 gpu_index=0 gpu_util_pct=81 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1338 heartbeat: batch=1/455 avg_train_loss=0.101962 avg_train_ssim=0.8801 run_seconds=53083.805
epoch 1338 heartbeat: batch=128/455 avg_train_loss=0.101874 avg_train_ssim=0.8802 run_seconds=53093.814
epoch 1338 heartbeat: batch=255/455 avg_train_loss=0.101837 avg_train_ssim=0.8803 run_seconds=53103.821
epoch 1338 heartbeat: batch=382/455 avg_train_loss=0.101656 avg_train_ssim=0.8805 run_seconds=53113.842
epoch 1338: train_loss=0.101700 train_ssim=0.8804 val_loss=0.108380 val_ssim=0.8726 val_psnr=32.39 lr=1.8476111e-05 epoch_seconds=38.977 run_seconds=53122.544 gpu_index=0 gpu_util_pct=79 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1339 heartbeat: batch=1/455 avg_train_loss=0.107686 avg_train_ssim=0.8734 run_seconds=53122.825
epoch 1339 heartbeat: batch=128/455 avg_train_loss=0.101569 avg_train_ssim=0.8806 run_seconds=53132.871
epoch 1339 heartbeat: batch=255/455 avg_train_loss=0.101551 avg_train_ssim=0.8806 run_seconds=53142.894
epoch 1339 heartbeat: batch=382/455 avg_train_loss=0.101618 avg_train_ssim=0.8805 run_seconds=53152.906
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1339: train_loss=0.101622 train_ssim=0.8805 val_loss=0.108268 val_ssim=0.8727 val_psnr=32.47 lr=1.6243651e-05 epoch_seconds=39.036 run_seconds=53161.616 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1340 heartbeat: batch=1/455 avg_train_loss=0.100837 avg_train_ssim=0.8815 run_seconds=53162.350
epoch 1340 heartbeat: batch=128/455 avg_train_loss=0.101637 avg_train_ssim=0.8805 run_seconds=53172.360
epoch 1340 heartbeat: batch=255/455 avg_train_loss=0.101713 avg_train_ssim=0.8804 run_seconds=53182.368
epoch 1340 heartbeat: batch=382/455 avg_train_loss=0.101651 avg_train_ssim=0.8805 run_seconds=53192.386
epoch 1340: train_loss=0.101645 train_ssim=0.8805 val_loss=0.108270 val_ssim=0.8727 val_psnr=32.40 lr=1.4345468e-05 epoch_seconds=39.030 run_seconds=53201.116 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1341 heartbeat: batch=1/455 avg_train_loss=0.098172 avg_train_ssim=0.8846 run_seconds=53201.397
epoch 1341 heartbeat: batch=128/455 avg_train_loss=0.101555 avg_train_ssim=0.8806 run_seconds=53211.416
epoch 1341 heartbeat: batch=256/455 avg_train_loss=0.101725 avg_train_ssim=0.8804 run_seconds=53221.492
epoch 1341 heartbeat: batch=383/455 avg_train_loss=0.101663 avg_train_ssim=0.8805 run_seconds=53231.523
epoch 1341: train_loss=0.101606 train_ssim=0.8806 val_loss=0.108321 val_ssim=0.8727 val_psnr=32.43 lr=1.2786134e-05 epoch_seconds=39.063 run_seconds=53240.216 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1342 heartbeat: batch=1/455 avg_train_loss=0.103004 avg_train_ssim=0.8789 run_seconds=53240.517
epoch 1342 heartbeat: batch=128/455 avg_train_loss=0.101527 avg_train_ssim=0.8807 run_seconds=53250.557
epoch 1342 heartbeat: batch=255/455 avg_train_loss=0.101504 avg_train_ssim=0.8807 run_seconds=53260.570
epoch 1342 heartbeat: batch=382/455 avg_train_loss=0.101599 avg_train_ssim=0.8806 run_seconds=53270.622
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1342: train_loss=0.101608 train_ssim=0.8806 val_loss=0.108256 val_ssim=0.8727 val_psnr=32.44 lr=1.1569406e-05 epoch_seconds=39.214 run_seconds=53279.469 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1343 heartbeat: batch=1/455 avg_train_loss=0.098297 avg_train_ssim=0.8844 run_seconds=53280.131
epoch 1343 heartbeat: batch=128/455 avg_train_loss=0.101260 avg_train_ssim=0.8810 run_seconds=53290.169
epoch 1343 heartbeat: batch=255/455 avg_train_loss=0.101257 avg_train_ssim=0.8810 run_seconds=53300.188
epoch 1343 heartbeat: batch=382/455 avg_train_loss=0.101414 avg_train_ssim=0.8808 run_seconds=53310.190
epoch 1343: train_loss=0.101588 train_ssim=0.8806 val_loss=0.108300 val_ssim=0.8727 val_psnr=32.47 lr=1.0698215e-05 epoch_seconds=39.129 run_seconds=53319.016 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1344 heartbeat: batch=1/455 avg_train_loss=0.099716 avg_train_ssim=0.8828 run_seconds=53319.290
epoch 1344 heartbeat: batch=128/455 avg_train_loss=0.101844 avg_train_ssim=0.8803 run_seconds=53329.297
epoch 1344 heartbeat: batch=255/455 avg_train_loss=0.101669 avg_train_ssim=0.8805 run_seconds=53339.328
epoch 1344 heartbeat: batch=383/455 avg_train_loss=0.101657 avg_train_ssim=0.8805 run_seconds=53349.403
epoch 1344: train_loss=0.101620 train_ssim=0.8805 val_loss=0.108305 val_ssim=0.8727 val_psnr=32.37 lr=1.0174659e-05 epoch_seconds=39.027 run_seconds=53358.079 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1345 heartbeat: batch=1/455 avg_train_loss=0.103144 avg_train_ssim=0.8788 run_seconds=53358.350
epoch 1345 heartbeat: batch=129/455 avg_train_loss=0.101560 avg_train_ssim=0.8806 run_seconds=53368.429
epoch 1345 heartbeat: batch=256/455 avg_train_loss=0.101678 avg_train_ssim=0.8805 run_seconds=53378.442
epoch 1345 heartbeat: batch=383/455 avg_train_loss=0.101542 avg_train_ssim=0.8806 run_seconds=53388.453
epoch 1345: train_loss=0.101604 train_ssim=0.8806 val_loss=0.108346 val_ssim=0.8726 val_psnr=32.44 lr=1e-05 epoch_seconds=39.017 run_seconds=53397.132 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1346 heartbeat: batch=1/455 avg_train_loss=0.103523 avg_train_ssim=0.8783 run_seconds=53397.417
epoch 1346 heartbeat: batch=128/455 avg_train_loss=0.101529 avg_train_ssim=0.8807 run_seconds=53407.431
epoch 1346 heartbeat: batch=255/455 avg_train_loss=0.101686 avg_train_ssim=0.8805 run_seconds=53417.448
epoch 1346 heartbeat: batch=382/455 avg_train_loss=0.101621 avg_train_ssim=0.8805 run_seconds=53427.457
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1346: train_loss=0.101589 train_ssim=0.8806 val_loss=0.108239 val_ssim=0.8728 val_psnr=32.46 lr=1.0174659e-05 epoch_seconds=39.098 run_seconds=53436.269 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1347 heartbeat: batch=1/455 avg_train_loss=0.099238 avg_train_ssim=0.8833 run_seconds=53436.882
epoch 1347 heartbeat: batch=128/455 avg_train_loss=0.101455 avg_train_ssim=0.8807 run_seconds=53446.888
epoch 1347 heartbeat: batch=256/455 avg_train_loss=0.101544 avg_train_ssim=0.8806 run_seconds=53456.960
epoch 1347 heartbeat: batch=383/455 avg_train_loss=0.101552 avg_train_ssim=0.8806 run_seconds=53466.964
epoch 1347: train_loss=0.101579 train_ssim=0.8806 val_loss=0.108272 val_ssim=0.8727 val_psnr=32.46 lr=1.0698215e-05 epoch_seconds=39.016 run_seconds=53475.663 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1348 heartbeat: batch=1/455 avg_train_loss=0.101245 avg_train_ssim=0.8810 run_seconds=53475.946
epoch 1348 heartbeat: batch=128/455 avg_train_loss=0.101586 avg_train_ssim=0.8806 run_seconds=53486.002
epoch 1348 heartbeat: batch=255/455 avg_train_loss=0.101514 avg_train_ssim=0.8807 run_seconds=53496.006
epoch 1348 heartbeat: batch=383/455 avg_train_loss=0.101658 avg_train_ssim=0.8805 run_seconds=53506.077
epoch 1348: train_loss=0.101599 train_ssim=0.8806 val_loss=0.108274 val_ssim=0.8727 val_psnr=32.48 lr=1.1569406e-05 epoch_seconds=39.094 run_seconds=53514.796 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1349 heartbeat: batch=1/455 avg_train_loss=0.101476 avg_train_ssim=0.8807 run_seconds=53515.080
epoch 1349 heartbeat: batch=127/455 avg_train_loss=0.101302 avg_train_ssim=0.8809 run_seconds=53525.137
epoch 1349 heartbeat: batch=254/455 avg_train_loss=0.101483 avg_train_ssim=0.8807 run_seconds=53535.141
epoch 1349 heartbeat: batch=381/455 avg_train_loss=0.101599 avg_train_ssim=0.8806 run_seconds=53545.143
epoch 1349: train_loss=0.101624 train_ssim=0.8805 val_loss=0.108313 val_ssim=0.8727 val_psnr=32.46 lr=1.2786134e-05 epoch_seconds=39.228 run_seconds=53554.063 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1350 heartbeat: batch=1/455 avg_train_loss=0.101268 avg_train_ssim=0.8810 run_seconds=53554.381
epoch 1350 heartbeat: batch=128/455 avg_train_loss=0.101497 avg_train_ssim=0.8807 run_seconds=53564.424
epoch 1350 heartbeat: batch=255/455 avg_train_loss=0.101597 avg_train_ssim=0.8806 run_seconds=53574.424
epoch 1350 heartbeat: batch=382/455 avg_train_loss=0.101618 avg_train_ssim=0.8805 run_seconds=53584.440
epoch 1350: train_loss=0.101587 train_ssim=0.8806 val_loss=0.108307 val_ssim=0.8727 val_psnr=32.47 lr=1.4345468e-05 epoch_seconds=39.126 run_seconds=53593.226 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1351 heartbeat: batch=1/455 avg_train_loss=0.102501 avg_train_ssim=0.8795 run_seconds=53593.541
epoch 1351 heartbeat: batch=128/455 avg_train_loss=0.101803 avg_train_ssim=0.8803 run_seconds=53603.550
epoch 1351 heartbeat: batch=255/455 avg_train_loss=0.101811 avg_train_ssim=0.8803 run_seconds=53613.559
epoch 1351 heartbeat: batch=382/455 avg_train_loss=0.101709 avg_train_ssim=0.8804 run_seconds=53623.574
epoch 1351: train_loss=0.101655 train_ssim=0.8805 val_loss=0.108248 val_ssim=0.8728 val_psnr=32.42 lr=1.6243651e-05 epoch_seconds=39.037 run_seconds=53632.302 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1352 heartbeat: batch=1/455 avg_train_loss=0.103190 avg_train_ssim=0.8787 run_seconds=53632.562
epoch 1352 heartbeat: batch=128/455 avg_train_loss=0.101560 avg_train_ssim=0.8806 run_seconds=53642.579
epoch 1352 heartbeat: batch=255/455 avg_train_loss=0.101637 avg_train_ssim=0.8805 run_seconds=53652.595
epoch 1352 heartbeat: batch=382/455 avg_train_loss=0.101674 avg_train_ssim=0.8805 run_seconds=53662.600
epoch 1352: train_loss=0.101633 train_ssim=0.8805 val_loss=0.108314 val_ssim=0.8727 val_psnr=32.43 lr=1.8476111e-05 epoch_seconds=39.103 run_seconds=53671.443 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1353 heartbeat: batch=1/455 avg_train_loss=0.104956 avg_train_ssim=0.8766 run_seconds=53671.765
epoch 1353 heartbeat: batch=127/455 avg_train_loss=0.101904 avg_train_ssim=0.8802 run_seconds=53681.768
epoch 1353 heartbeat: batch=254/455 avg_train_loss=0.101675 avg_train_ssim=0.8805 run_seconds=53691.786
epoch 1353 heartbeat: batch=379/455 avg_train_loss=0.101646 avg_train_ssim=0.8805 run_seconds=53701.818
epoch 1353: train_loss=0.101725 train_ssim=0.8804 val_loss=0.108389 val_ssim=0.8726 val_psnr=32.48 lr=2.1037468e-05 epoch_seconds=39.539 run_seconds=53711.019 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1354 heartbeat: batch=1/455 avg_train_loss=0.100621 avg_train_ssim=0.8817 run_seconds=53711.295
epoch 1354 heartbeat: batch=128/455 avg_train_loss=0.101831 avg_train_ssim=0.8803 run_seconds=53721.300
epoch 1354 heartbeat: batch=255/455 avg_train_loss=0.101716 avg_train_ssim=0.8804 run_seconds=53731.305
epoch 1354 heartbeat: batch=382/455 avg_train_loss=0.101715 avg_train_ssim=0.8804 run_seconds=53741.306
epoch 1354: train_loss=0.101693 train_ssim=0.8805 val_loss=0.108307 val_ssim=0.8727 val_psnr=32.45 lr=2.3921552e-05 epoch_seconds=39.093 run_seconds=53750.149 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1355 heartbeat: batch=1/455 avg_train_loss=0.102827 avg_train_ssim=0.8791 run_seconds=53750.423
epoch 1355 heartbeat: batch=128/455 avg_train_loss=0.101724 avg_train_ssim=0.8804 run_seconds=53760.437
epoch 1355 heartbeat: batch=255/455 avg_train_loss=0.101830 avg_train_ssim=0.8803 run_seconds=53770.452
epoch 1355 heartbeat: batch=381/455 avg_train_loss=0.101760 avg_train_ssim=0.8804 run_seconds=53780.504
epoch 1355: train_loss=0.101703 train_ssim=0.8804 val_loss=0.108320 val_ssim=0.8727 val_psnr=32.50 lr=2.7121417e-05 epoch_seconds=39.214 run_seconds=53789.399 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1356 heartbeat: batch=1/455 avg_train_loss=0.103003 avg_train_ssim=0.8789 run_seconds=53789.704
epoch 1356 heartbeat: batch=128/455 avg_train_loss=0.101884 avg_train_ssim=0.8802 run_seconds=53799.717
epoch 1356 heartbeat: batch=256/455 avg_train_loss=0.101719 avg_train_ssim=0.8804 run_seconds=53809.795
epoch 1356 heartbeat: batch=383/455 avg_train_loss=0.101704 avg_train_ssim=0.8804 run_seconds=53819.797
epoch 1356: train_loss=0.101726 train_ssim=0.8804 val_loss=0.108339 val_ssim=0.8726 val_psnr=32.42 lr=3.0629352e-05 epoch_seconds=39.197 run_seconds=53828.634 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1357 heartbeat: batch=1/455 avg_train_loss=0.100716 avg_train_ssim=0.8816 run_seconds=53828.913
epoch 1357 heartbeat: batch=128/455 avg_train_loss=0.101642 avg_train_ssim=0.8805 run_seconds=53838.916
epoch 1357 heartbeat: batch=255/455 avg_train_loss=0.101687 avg_train_ssim=0.8805 run_seconds=53848.940
epoch 1357 heartbeat: batch=382/455 avg_train_loss=0.101849 avg_train_ssim=0.8803 run_seconds=53858.941
epoch 1357: train_loss=0.101755 train_ssim=0.8804 val_loss=0.108365 val_ssim=0.8726 val_psnr=32.40 lr=3.4436906e-05 epoch_seconds=39.129 run_seconds=53867.802 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1358 heartbeat: batch=1/455 avg_train_loss=0.102820 avg_train_ssim=0.8791 run_seconds=53868.122
epoch 1358 heartbeat: batch=128/455 avg_train_loss=0.101853 avg_train_ssim=0.8803 run_seconds=53878.123
epoch 1358 heartbeat: batch=255/455 avg_train_loss=0.101777 avg_train_ssim=0.8804 run_seconds=53888.124
epoch 1358 heartbeat: batch=382/455 avg_train_loss=0.101752 avg_train_ssim=0.8804 run_seconds=53898.141
epoch 1358: train_loss=0.101787 train_ssim=0.8803 val_loss=0.108461 val_ssim=0.8725 val_psnr=32.45 lr=3.8534908e-05 epoch_seconds=39.152 run_seconds=53906.994 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1359 heartbeat: batch=1/455 avg_train_loss=0.096764 avg_train_ssim=0.8862 run_seconds=53907.299
epoch 1359 heartbeat: batch=128/455 avg_train_loss=0.101924 avg_train_ssim=0.8802 run_seconds=53917.309
epoch 1359 heartbeat: batch=255/455 avg_train_loss=0.101797 avg_train_ssim=0.8803 run_seconds=53927.319
epoch 1359 heartbeat: batch=382/455 avg_train_loss=0.101834 avg_train_ssim=0.8803 run_seconds=53937.352
epoch 1359: train_loss=0.101828 train_ssim=0.8803 val_loss=0.108511 val_ssim=0.8724 val_psnr=32.38 lr=4.2913484e-05 epoch_seconds=39.258 run_seconds=53946.290 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1360 heartbeat: batch=1/455 avg_train_loss=0.101817 avg_train_ssim=0.8803 run_seconds=53946.576
epoch 1360 heartbeat: batch=129/455 avg_train_loss=0.101993 avg_train_ssim=0.8801 run_seconds=53956.646
epoch 1360 heartbeat: batch=256/455 avg_train_loss=0.101879 avg_train_ssim=0.8802 run_seconds=53966.684
epoch 1360 heartbeat: batch=383/455 avg_train_loss=0.101805 avg_train_ssim=0.8803 run_seconds=53976.687
epoch 1360: train_loss=0.101842 train_ssim=0.8803 val_loss=0.108459 val_ssim=0.8725 val_psnr=32.48 lr=4.7562087e-05 epoch_seconds=39.192 run_seconds=53985.521 gpu_index=0 gpu_util_pct=86 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1361 heartbeat: batch=1/455 avg_train_loss=0.101243 avg_train_ssim=0.8810 run_seconds=53985.796
epoch 1361 heartbeat: batch=128/455 avg_train_loss=0.101919 avg_train_ssim=0.8802 run_seconds=53995.839
epoch 1361 heartbeat: batch=255/455 avg_train_loss=0.101826 avg_train_ssim=0.8803 run_seconds=54005.874
epoch 1361 heartbeat: batch=382/455 avg_train_loss=0.101954 avg_train_ssim=0.8802 run_seconds=54015.876
epoch 1361: train_loss=0.101911 train_ssim=0.8802 val_loss=0.108412 val_ssim=0.8726 val_psnr=32.42 lr=5.2469517e-05 epoch_seconds=39.132 run_seconds=54024.689 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1362 heartbeat: batch=1/455 avg_train_loss=0.103704 avg_train_ssim=0.8781 run_seconds=54025.015
epoch 1362 heartbeat: batch=128/455 avg_train_loss=0.101866 avg_train_ssim=0.8803 run_seconds=54035.022
epoch 1362 heartbeat: batch=255/455 avg_train_loss=0.101787 avg_train_ssim=0.8803 run_seconds=54045.025
epoch 1362 heartbeat: batch=382/455 avg_train_loss=0.101783 avg_train_ssim=0.8804 run_seconds=54055.030
epoch 1362: train_loss=0.101852 train_ssim=0.8803 val_loss=0.108513 val_ssim=0.8724 val_psnr=32.44 lr=5.7623952e-05 epoch_seconds=39.213 run_seconds=54063.939 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1363 heartbeat: batch=1/455 avg_train_loss=0.098543 avg_train_ssim=0.8842 run_seconds=54064.213
epoch 1363 heartbeat: batch=128/455 avg_train_loss=0.101843 avg_train_ssim=0.8803 run_seconds=54074.265
epoch 1363 heartbeat: batch=255/455 avg_train_loss=0.101881 avg_train_ssim=0.8802 run_seconds=54084.291
epoch 1363 heartbeat: batch=382/455 avg_train_loss=0.101978 avg_train_ssim=0.8801 run_seconds=54094.312
epoch 1363: train_loss=0.101966 train_ssim=0.8801 val_loss=0.108737 val_ssim=0.8722 val_psnr=32.38 lr=6.3012974e-05 epoch_seconds=39.189 run_seconds=54103.164 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1364 heartbeat: batch=1/455 avg_train_loss=0.097498 avg_train_ssim=0.8854 run_seconds=54103.445
epoch 1364 heartbeat: batch=129/455 avg_train_loss=0.101911 avg_train_ssim=0.8802 run_seconds=54113.523
epoch 1364 heartbeat: batch=256/455 avg_train_loss=0.101926 avg_train_ssim=0.8802 run_seconds=54123.531
epoch 1364 heartbeat: batch=383/455 avg_train_loss=0.101979 avg_train_ssim=0.8801 run_seconds=54133.547
epoch 1364: train_loss=0.102033 train_ssim=0.8801 val_loss=0.108659 val_ssim=0.8723 val_psnr=32.41 lr=6.8623601e-05 epoch_seconds=39.074 run_seconds=54142.274 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1365 heartbeat: batch=1/455 avg_train_loss=0.101110 avg_train_ssim=0.8811 run_seconds=54142.564
epoch 1365 heartbeat: batch=128/455 avg_train_loss=0.102118 avg_train_ssim=0.8800 run_seconds=54152.583
epoch 1365 heartbeat: batch=256/455 avg_train_loss=0.102159 avg_train_ssim=0.8799 run_seconds=54162.659
epoch 1365 heartbeat: batch=383/455 avg_train_loss=0.102076 avg_train_ssim=0.8800 run_seconds=54172.668
epoch 1365: train_loss=0.102103 train_ssim=0.8800 val_loss=0.108696 val_ssim=0.8722 val_psnr=32.32 lr=7.4442316e-05 epoch_seconds=39.126 run_seconds=54181.436 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1366 heartbeat: batch=1/455 avg_train_loss=0.100334 avg_train_ssim=0.8820 run_seconds=54181.709
epoch 1366 heartbeat: batch=128/455 avg_train_loss=0.102199 avg_train_ssim=0.8799 run_seconds=54191.716
epoch 1366 heartbeat: batch=255/455 avg_train_loss=0.102010 avg_train_ssim=0.8801 run_seconds=54201.736
epoch 1366 heartbeat: batch=382/455 avg_train_loss=0.102036 avg_train_ssim=0.8801 run_seconds=54211.739
epoch 1366: train_loss=0.102027 train_ssim=0.8801 val_loss=0.108679 val_ssim=0.8722 val_psnr=32.35 lr=8.0455102e-05 epoch_seconds=39.212 run_seconds=54220.685 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1367 heartbeat: batch=1/455 avg_train_loss=0.103077 avg_train_ssim=0.8788 run_seconds=54220.998
epoch 1367 heartbeat: batch=128/455 avg_train_loss=0.102097 avg_train_ssim=0.8800 run_seconds=54231.000
epoch 1367 heartbeat: batch=255/455 avg_train_loss=0.102129 avg_train_ssim=0.8799 run_seconds=54241.014
epoch 1367 heartbeat: batch=382/455 avg_train_loss=0.102049 avg_train_ssim=0.8800 run_seconds=54251.021
epoch 1367: train_loss=0.102068 train_ssim=0.8800 val_loss=0.108909 val_ssim=0.8720 val_psnr=32.43 lr=8.6647473e-05 epoch_seconds=39.101 run_seconds=54259.825 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1368 heartbeat: batch=1/455 avg_train_loss=0.107392 avg_train_ssim=0.8738 run_seconds=54260.101
epoch 1368 heartbeat: batch=128/455 avg_train_loss=0.102284 avg_train_ssim=0.8798 run_seconds=54270.112
epoch 1368 heartbeat: batch=255/455 avg_train_loss=0.102193 avg_train_ssim=0.8799 run_seconds=54280.118
epoch 1368 heartbeat: batch=382/455 avg_train_loss=0.102112 avg_train_ssim=0.8800 run_seconds=54290.124
epoch 1368: train_loss=0.102104 train_ssim=0.8800 val_loss=0.108678 val_ssim=0.8722 val_psnr=32.35 lr=9.3004511e-05 epoch_seconds=39.222 run_seconds=54299.085 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1369 heartbeat: batch=1/455 avg_train_loss=0.099589 avg_train_ssim=0.8829 run_seconds=54299.360
epoch 1369 heartbeat: batch=128/455 avg_train_loss=0.102095 avg_train_ssim=0.8800 run_seconds=54309.369
epoch 1369 heartbeat: batch=255/455 avg_train_loss=0.102320 avg_train_ssim=0.8797 run_seconds=54319.383
epoch 1369 heartbeat: batch=382/455 avg_train_loss=0.102180 avg_train_ssim=0.8799 run_seconds=54329.389
epoch 1369: train_loss=0.102254 train_ssim=0.8798 val_loss=0.109123 val_ssim=0.8717 val_psnr=32.43 lr=9.9510902e-05 epoch_seconds=39.217 run_seconds=54338.341 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1370 heartbeat: batch=1/455 avg_train_loss=0.104921 avg_train_ssim=0.8767 run_seconds=54338.614
epoch 1370 heartbeat: batch=128/455 avg_train_loss=0.102228 avg_train_ssim=0.8798 run_seconds=54348.623
epoch 1370 heartbeat: batch=255/455 avg_train_loss=0.102197 avg_train_ssim=0.8799 run_seconds=54358.638
epoch 1370 heartbeat: batch=382/455 avg_train_loss=0.102348 avg_train_ssim=0.8797 run_seconds=54368.642
epoch 1370: train_loss=0.102354 train_ssim=0.8797 val_loss=0.108785 val_ssim=0.8721 val_psnr=32.39 lr=0.00010615097 epoch_seconds=39.140 run_seconds=54377.519 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1371 heartbeat: batch=1/455 avg_train_loss=0.099660 avg_train_ssim=0.8828 run_seconds=54377.802
epoch 1371 heartbeat: batch=128/455 avg_train_loss=0.102314 avg_train_ssim=0.8797 run_seconds=54387.837
epoch 1371 heartbeat: batch=255/455 avg_train_loss=0.102180 avg_train_ssim=0.8799 run_seconds=54397.849
epoch 1371 heartbeat: batch=382/455 avg_train_loss=0.102298 avg_train_ssim=0.8797 run_seconds=54407.859
epoch 1371: train_loss=0.102356 train_ssim=0.8797 val_loss=0.109145 val_ssim=0.8717 val_psnr=32.39 lr=0.00011290872 epoch_seconds=39.072 run_seconds=54416.629 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1372 heartbeat: batch=1/455 avg_train_loss=0.100680 avg_train_ssim=0.8816 run_seconds=54416.899
epoch 1372 heartbeat: batch=129/455 avg_train_loss=0.102360 avg_train_ssim=0.8797 run_seconds=54426.976
epoch 1372 heartbeat: batch=256/455 avg_train_loss=0.102194 avg_train_ssim=0.8799 run_seconds=54436.990
epoch 1372 heartbeat: batch=383/455 avg_train_loss=0.102198 avg_train_ssim=0.8799 run_seconds=54447.002
epoch 1372: train_loss=0.102256 train_ssim=0.8798 val_loss=0.109123 val_ssim=0.8717 val_psnr=32.26 lr=0.00011976787 epoch_seconds=39.183 run_seconds=54455.849 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1373 heartbeat: batch=1/455 avg_train_loss=0.102752 avg_train_ssim=0.8792 run_seconds=54456.158
epoch 1373 heartbeat: batch=128/455 avg_train_loss=0.102533 avg_train_ssim=0.8795 run_seconds=54466.178
epoch 1373 heartbeat: batch=255/455 avg_train_loss=0.102482 avg_train_ssim=0.8795 run_seconds=54476.188
epoch 1373 heartbeat: batch=382/455 avg_train_loss=0.102409 avg_train_ssim=0.8796 run_seconds=54486.197
epoch 1373: train_loss=0.102378 train_ssim=0.8797 val_loss=0.108996 val_ssim=0.8719 val_psnr=32.37 lr=0.0001267119 epoch_seconds=39.292 run_seconds=54495.178 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1374 heartbeat: batch=1/455 avg_train_loss=0.104009 avg_train_ssim=0.8777 run_seconds=54495.491
epoch 1374 heartbeat: batch=129/455 avg_train_loss=0.102170 avg_train_ssim=0.8799 run_seconds=54505.563
epoch 1374 heartbeat: batch=256/455 avg_train_loss=0.102312 avg_train_ssim=0.8797 run_seconds=54515.576
epoch 1374 heartbeat: batch=383/455 avg_train_loss=0.102377 avg_train_ssim=0.8797 run_seconds=54525.586
epoch 1374: train_loss=0.102372 train_ssim=0.8797 val_loss=0.109095 val_ssim=0.8718 val_psnr=32.36 lr=0.00013372408 epoch_seconds=39.083 run_seconds=54534.301 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1375 heartbeat: batch=1/455 avg_train_loss=0.105748 avg_train_ssim=0.8757 run_seconds=54534.591
epoch 1375 heartbeat: batch=128/455 avg_train_loss=0.102317 avg_train_ssim=0.8797 run_seconds=54544.614
epoch 1375 heartbeat: batch=255/455 avg_train_loss=0.102360 avg_train_ssim=0.8797 run_seconds=54554.627
epoch 1375 heartbeat: batch=382/455 avg_train_loss=0.102452 avg_train_ssim=0.8796 run_seconds=54564.631
epoch 1375: train_loss=0.102428 train_ssim=0.8796 val_loss=0.109055 val_ssim=0.8718 val_psnr=32.47 lr=0.00014078751 epoch_seconds=39.179 run_seconds=54573.521 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1376 heartbeat: batch=1/455 avg_train_loss=0.103468 avg_train_ssim=0.8784 run_seconds=54573.807
epoch 1376 heartbeat: batch=128/455 avg_train_loss=0.102721 avg_train_ssim=0.8793 run_seconds=54583.822
epoch 1376 heartbeat: batch=255/455 avg_train_loss=0.102528 avg_train_ssim=0.8795 run_seconds=54593.837
epoch 1376 heartbeat: batch=382/455 avg_train_loss=0.102530 avg_train_ssim=0.8795 run_seconds=54603.844
epoch 1376: train_loss=0.102536 train_ssim=0.8795 val_loss=0.109106 val_ssim=0.8717 val_psnr=32.45 lr=0.00014788519 epoch_seconds=39.112 run_seconds=54612.672 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1377 heartbeat: batch=1/455 avg_train_loss=0.103487 avg_train_ssim=0.8784 run_seconds=54612.947
epoch 1377 heartbeat: batch=128/455 avg_train_loss=0.102363 avg_train_ssim=0.8797 run_seconds=54622.999
epoch 1377 heartbeat: batch=255/455 avg_train_loss=0.102509 avg_train_ssim=0.8795 run_seconds=54633.033
epoch 1377 heartbeat: batch=382/455 avg_train_loss=0.102495 avg_train_ssim=0.8795 run_seconds=54643.043
epoch 1377: train_loss=0.102517 train_ssim=0.8795 val_loss=0.109354 val_ssim=0.8715 val_psnr=32.27 lr=0.000155 epoch_seconds=39.231 run_seconds=54651.940 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1378 heartbeat: batch=1/455 avg_train_loss=0.103685 avg_train_ssim=0.8781 run_seconds=54652.240
epoch 1378 heartbeat: batch=128/455 avg_train_loss=0.102299 avg_train_ssim=0.8797 run_seconds=54662.249
epoch 1378 heartbeat: batch=255/455 avg_train_loss=0.102550 avg_train_ssim=0.8795 run_seconds=54672.263
epoch 1378 heartbeat: batch=382/455 avg_train_loss=0.102452 avg_train_ssim=0.8796 run_seconds=54682.270
epoch 1378: train_loss=0.102495 train_ssim=0.8795 val_loss=0.108895 val_ssim=0.8720 val_psnr=32.38 lr=0.00016211481 epoch_seconds=39.140 run_seconds=54691.116 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1379 heartbeat: batch=1/455 avg_train_loss=0.102522 avg_train_ssim=0.8795 run_seconds=54691.391
epoch 1379 heartbeat: batch=128/455 avg_train_loss=0.102469 avg_train_ssim=0.8795 run_seconds=54701.413
epoch 1379 heartbeat: batch=255/455 avg_train_loss=0.102403 avg_train_ssim=0.8796 run_seconds=54711.430
epoch 1379 heartbeat: batch=382/455 avg_train_loss=0.102535 avg_train_ssim=0.8795 run_seconds=54721.441
epoch 1379: train_loss=0.102564 train_ssim=0.8794 val_loss=0.109233 val_ssim=0.8716 val_psnr=32.28 lr=0.00016921249 epoch_seconds=39.067 run_seconds=54730.221 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1380 heartbeat: batch=1/455 avg_train_loss=0.103943 avg_train_ssim=0.8778 run_seconds=54730.496
epoch 1380 heartbeat: batch=128/455 avg_train_loss=0.102650 avg_train_ssim=0.8793 run_seconds=54740.546
epoch 1380 heartbeat: batch=255/455 avg_train_loss=0.102485 avg_train_ssim=0.8795 run_seconds=54750.556
epoch 1380 heartbeat: batch=382/455 avg_train_loss=0.102541 avg_train_ssim=0.8795 run_seconds=54760.565
epoch 1380: train_loss=0.102646 train_ssim=0.8793 val_loss=0.109511 val_ssim=0.8713 val_psnr=32.46 lr=0.00017627592 epoch_seconds=39.240 run_seconds=54769.497 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1381 heartbeat: batch=1/455 avg_train_loss=0.101291 avg_train_ssim=0.8809 run_seconds=54769.793
epoch 1381 heartbeat: batch=129/455 avg_train_loss=0.102519 avg_train_ssim=0.8795 run_seconds=54779.868
epoch 1381 heartbeat: batch=256/455 avg_train_loss=0.102661 avg_train_ssim=0.8793 run_seconds=54789.878
epoch 1381 heartbeat: batch=383/455 avg_train_loss=0.102676 avg_train_ssim=0.8793 run_seconds=54799.878
epoch 1381: train_loss=0.102680 train_ssim=0.8793 val_loss=0.109683 val_ssim=0.8711 val_psnr=32.31 lr=0.0001832881 epoch_seconds=39.265 run_seconds=54808.800 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1382 heartbeat: batch=1/455 avg_train_loss=0.103692 avg_train_ssim=0.8781 run_seconds=54809.079
epoch 1382 heartbeat: batch=129/455 avg_train_loss=0.102838 avg_train_ssim=0.8791 run_seconds=54819.155
epoch 1382 heartbeat: batch=256/455 avg_train_loss=0.102789 avg_train_ssim=0.8792 run_seconds=54829.168
epoch 1382 heartbeat: batch=383/455 avg_train_loss=0.102766 avg_train_ssim=0.8792 run_seconds=54839.177
epoch 1382: train_loss=0.102755 train_ssim=0.8792 val_loss=0.109385 val_ssim=0.8714 val_psnr=32.30 lr=0.00019023213 epoch_seconds=39.148 run_seconds=54847.985 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1383 heartbeat: batch=1/455 avg_train_loss=0.104881 avg_train_ssim=0.8767 run_seconds=54848.303
epoch 1383 heartbeat: batch=128/455 avg_train_loss=0.103326 avg_train_ssim=0.8785 run_seconds=54858.377
epoch 1383 heartbeat: batch=255/455 avg_train_loss=0.103036 avg_train_ssim=0.8789 run_seconds=54868.418
epoch 1383 heartbeat: batch=382/455 avg_train_loss=0.102958 avg_train_ssim=0.8790 run_seconds=54878.427
epoch 1383: train_loss=0.102976 train_ssim=0.8790 val_loss=0.109492 val_ssim=0.8713 val_psnr=32.39 lr=0.00019709128 epoch_seconds=39.535 run_seconds=54887.557 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1384 heartbeat: batch=1/455 avg_train_loss=0.102481 avg_train_ssim=0.8795 run_seconds=54887.838
epoch 1384 heartbeat: batch=128/455 avg_train_loss=0.102982 avg_train_ssim=0.8789 run_seconds=54897.884
epoch 1384 heartbeat: batch=255/455 avg_train_loss=0.102876 avg_train_ssim=0.8791 run_seconds=54907.892
epoch 1384 heartbeat: batch=382/455 avg_train_loss=0.102850 avg_train_ssim=0.8791 run_seconds=54917.898
epoch 1384: train_loss=0.102821 train_ssim=0.8791 val_loss=0.109318 val_ssim=0.8715 val_psnr=32.27 lr=0.00020384903 epoch_seconds=39.277 run_seconds=54926.872 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1385 heartbeat: batch=1/455 avg_train_loss=0.102955 avg_train_ssim=0.8790 run_seconds=54927.150
epoch 1385 heartbeat: batch=128/455 avg_train_loss=0.102619 avg_train_ssim=0.8794 run_seconds=54937.169
epoch 1385 heartbeat: batch=255/455 avg_train_loss=0.102632 avg_train_ssim=0.8794 run_seconds=54947.180
epoch 1385 heartbeat: batch=382/455 avg_train_loss=0.102687 avg_train_ssim=0.8793 run_seconds=54957.193
epoch 1385: train_loss=0.102725 train_ssim=0.8792 val_loss=0.109472 val_ssim=0.8713 val_psnr=32.26 lr=0.0002104891 epoch_seconds=39.192 run_seconds=54966.103 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1386 heartbeat: batch=1/455 avg_train_loss=0.105843 avg_train_ssim=0.8756 run_seconds=54966.380
epoch 1386 heartbeat: batch=128/455 avg_train_loss=0.102635 avg_train_ssim=0.8794 run_seconds=54976.399
epoch 1386 heartbeat: batch=255/455 avg_train_loss=0.102846 avg_train_ssim=0.8791 run_seconds=54986.430
epoch 1386 heartbeat: batch=382/455 avg_train_loss=0.102818 avg_train_ssim=0.8791 run_seconds=54996.448
epoch 1386: train_loss=0.102892 train_ssim=0.8791 val_loss=0.109445 val_ssim=0.8714 val_psnr=32.04 lr=0.00021699549 epoch_seconds=39.164 run_seconds=55005.304 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1387 heartbeat: batch=1/455 avg_train_loss=0.103520 avg_train_ssim=0.8783 run_seconds=55005.571
epoch 1387 heartbeat: batch=128/455 avg_train_loss=0.103307 avg_train_ssim=0.8786 run_seconds=55015.585
epoch 1387 heartbeat: batch=255/455 avg_train_loss=0.103208 avg_train_ssim=0.8787 run_seconds=55025.597
epoch 1387 heartbeat: batch=382/455 avg_train_loss=0.103089 avg_train_ssim=0.8788 run_seconds=55035.613
epoch 1387: train_loss=0.103091 train_ssim=0.8788 val_loss=0.109490 val_ssim=0.8713 val_psnr=32.38 lr=0.00022335253 epoch_seconds=39.114 run_seconds=55044.455 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1388 heartbeat: batch=1/455 avg_train_loss=0.101232 avg_train_ssim=0.8810 run_seconds=55044.734
epoch 1388 heartbeat: batch=128/455 avg_train_loss=0.103107 avg_train_ssim=0.8788 run_seconds=55054.740
epoch 1388 heartbeat: batch=255/455 avg_train_loss=0.102933 avg_train_ssim=0.8790 run_seconds=55064.766
epoch 1388 heartbeat: batch=382/455 avg_train_loss=0.102895 avg_train_ssim=0.8790 run_seconds=55074.787
epoch 1388: train_loss=0.102959 train_ssim=0.8790 val_loss=0.109528 val_ssim=0.8712 val_psnr=32.30 lr=0.0002295449 epoch_seconds=39.085 run_seconds=55083.576 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1389 heartbeat: batch=1/455 avg_train_loss=0.102625 avg_train_ssim=0.8794 run_seconds=55083.854
epoch 1389 heartbeat: batch=128/455 avg_train_loss=0.102830 avg_train_ssim=0.8791 run_seconds=55093.927
epoch 1389 heartbeat: batch=255/455 avg_train_loss=0.102967 avg_train_ssim=0.8790 run_seconds=55103.994
epoch 1389 heartbeat: batch=382/455 avg_train_loss=0.103009 avg_train_ssim=0.8789 run_seconds=55114.029
epoch 1389: train_loss=0.102973 train_ssim=0.8790 val_loss=0.109605 val_ssim=0.8712 val_psnr=32.36 lr=0.00023555768 epoch_seconds=39.237 run_seconds=55122.849 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1390 heartbeat: batch=1/455 avg_train_loss=0.102263 avg_train_ssim=0.8798 run_seconds=55123.119
epoch 1390 heartbeat: batch=128/455 avg_train_loss=0.103054 avg_train_ssim=0.8789 run_seconds=55133.127
epoch 1390 heartbeat: batch=255/455 avg_train_loss=0.102923 avg_train_ssim=0.8790 run_seconds=55143.131
epoch 1390 heartbeat: batch=382/455 avg_train_loss=0.102903 avg_train_ssim=0.8790 run_seconds=55153.146
epoch 1390: train_loss=0.102872 train_ssim=0.8791 val_loss=0.109423 val_ssim=0.8714 val_psnr=32.40 lr=0.0002413764 epoch_seconds=39.164 run_seconds=55162.049 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1391 heartbeat: batch=1/455 avg_train_loss=0.101298 avg_train_ssim=0.8809 run_seconds=55162.328
epoch 1391 heartbeat: batch=127/455 avg_train_loss=0.103063 avg_train_ssim=0.8788 run_seconds=55172.338
epoch 1391 heartbeat: batch=254/455 avg_train_loss=0.102988 avg_train_ssim=0.8789 run_seconds=55182.358
epoch 1391 heartbeat: batch=381/455 avg_train_loss=0.102989 avg_train_ssim=0.8789 run_seconds=55192.365
epoch 1391: train_loss=0.103069 train_ssim=0.8788 val_loss=0.109432 val_ssim=0.8714 val_psnr=32.38 lr=0.00024698703 epoch_seconds=39.305 run_seconds=55201.392 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1392 heartbeat: batch=1/455 avg_train_loss=0.103362 avg_train_ssim=0.8785 run_seconds=55201.672
epoch 1392 heartbeat: batch=128/455 avg_train_loss=0.103098 avg_train_ssim=0.8788 run_seconds=55211.673
epoch 1392 heartbeat: batch=255/455 avg_train_loss=0.103013 avg_train_ssim=0.8789 run_seconds=55221.690
epoch 1392 heartbeat: batch=382/455 avg_train_loss=0.103039 avg_train_ssim=0.8789 run_seconds=55231.701
epoch 1392: train_loss=0.102997 train_ssim=0.8789 val_loss=0.109749 val_ssim=0.8710 val_psnr=32.34 lr=0.00025237605 epoch_seconds=39.150 run_seconds=55240.579 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1393 heartbeat: batch=1/455 avg_train_loss=0.104220 avg_train_ssim=0.8775 run_seconds=55240.860
epoch 1393 heartbeat: batch=128/455 avg_train_loss=0.103144 avg_train_ssim=0.8788 run_seconds=55250.897
epoch 1393 heartbeat: batch=255/455 avg_train_loss=0.103013 avg_train_ssim=0.8789 run_seconds=55260.917
epoch 1393 heartbeat: batch=382/455 avg_train_loss=0.103245 avg_train_ssim=0.8786 run_seconds=55270.929
epoch 1393: train_loss=0.103319 train_ssim=0.8785 val_loss=0.109731 val_ssim=0.8710 val_psnr=32.31 lr=0.00025753048 epoch_seconds=39.192 run_seconds=55279.808 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1394 heartbeat: batch=1/455 avg_train_loss=0.110230 avg_train_ssim=0.8704 run_seconds=55280.082
epoch 1394 heartbeat: batch=128/455 avg_train_loss=0.103312 avg_train_ssim=0.8786 run_seconds=55290.109
epoch 1394 heartbeat: batch=255/455 avg_train_loss=0.103163 avg_train_ssim=0.8787 run_seconds=55300.130
epoch 1394 heartbeat: batch=382/455 avg_train_loss=0.103367 avg_train_ssim=0.8785 run_seconds=55310.154
epoch 1394: train_loss=0.103362 train_ssim=0.8785 val_loss=0.109552 val_ssim=0.8712 val_psnr=32.25 lr=0.00026243791 epoch_seconds=39.229 run_seconds=55319.074 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1395 heartbeat: batch=1/455 avg_train_loss=0.103258 avg_train_ssim=0.8786 run_seconds=55319.352
epoch 1395 heartbeat: batch=128/455 avg_train_loss=0.103100 avg_train_ssim=0.8788 run_seconds=55329.352
epoch 1395 heartbeat: batch=255/455 avg_train_loss=0.103034 avg_train_ssim=0.8789 run_seconds=55339.368
epoch 1395 heartbeat: batch=382/455 avg_train_loss=0.103064 avg_train_ssim=0.8788 run_seconds=55349.388
epoch 1395: train_loss=0.103091 train_ssim=0.8788 val_loss=0.109569 val_ssim=0.8712 val_psnr=32.35 lr=0.00026708652 epoch_seconds=39.237 run_seconds=55358.349 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1396 heartbeat: batch=1/455 avg_train_loss=0.099766 avg_train_ssim=0.8827 run_seconds=55358.621
epoch 1396 heartbeat: batch=128/455 avg_train_loss=0.103113 avg_train_ssim=0.8788 run_seconds=55368.626
epoch 1396 heartbeat: batch=254/455 avg_train_loss=0.103221 avg_train_ssim=0.8787 run_seconds=55378.635
epoch 1396 heartbeat: batch=381/455 avg_train_loss=0.103208 avg_train_ssim=0.8787 run_seconds=55388.651
epoch 1396: train_loss=0.103147 train_ssim=0.8788 val_loss=0.109751 val_ssim=0.8710 val_psnr=32.29 lr=0.00027146509 epoch_seconds=39.201 run_seconds=55397.587 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1397 heartbeat: batch=1/455 avg_train_loss=0.101850 avg_train_ssim=0.8803 run_seconds=55397.898
epoch 1397 heartbeat: batch=128/455 avg_train_loss=0.103291 avg_train_ssim=0.8786 run_seconds=55407.962
epoch 1397 heartbeat: batch=255/455 avg_train_loss=0.103039 avg_train_ssim=0.8789 run_seconds=55417.981
epoch 1397 heartbeat: batch=382/455 avg_train_loss=0.103131 avg_train_ssim=0.8788 run_seconds=55427.982
epoch 1397: train_loss=0.103120 train_ssim=0.8788 val_loss=0.109643 val_ssim=0.8711 val_psnr=32.24 lr=0.00027556309 epoch_seconds=39.300 run_seconds=55436.923 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1398 heartbeat: batch=1/455 avg_train_loss=0.101424 avg_train_ssim=0.8808 run_seconds=55437.200
epoch 1398 heartbeat: batch=128/455 avg_train_loss=0.102980 avg_train_ssim=0.8789 run_seconds=55447.207
epoch 1398 heartbeat: batch=255/455 avg_train_loss=0.103228 avg_train_ssim=0.8787 run_seconds=55457.215
epoch 1398 heartbeat: batch=382/455 avg_train_loss=0.103233 avg_train_ssim=0.8786 run_seconds=55467.226
epoch 1398: train_loss=0.103232 train_ssim=0.8787 val_loss=0.109780 val_ssim=0.8710 val_psnr=32.25 lr=0.00027937065 epoch_seconds=39.259 run_seconds=55476.220 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1399 heartbeat: batch=1/455 avg_train_loss=0.101892 avg_train_ssim=0.8802 run_seconds=55476.516
epoch 1399 heartbeat: batch=129/455 avg_train_loss=0.103001 avg_train_ssim=0.8789 run_seconds=55486.590
epoch 1399 heartbeat: batch=256/455 avg_train_loss=0.103545 avg_train_ssim=0.8783 run_seconds=55496.605
epoch 1399 heartbeat: batch=383/455 avg_train_loss=0.104327 avg_train_ssim=0.8774 run_seconds=55506.606
epoch 1399: train_loss=0.104372 train_ssim=0.8773 val_loss=0.111494 val_ssim=0.8689 val_psnr=32.14 lr=0.00028287858 epoch_seconds=39.233 run_seconds=55515.488 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1400 heartbeat: batch=1/455 avg_train_loss=0.105838 avg_train_ssim=0.8756 run_seconds=55515.762
epoch 1400 heartbeat: batch=128/455 avg_train_loss=0.103935 avg_train_ssim=0.8778 run_seconds=55525.781
epoch 1400 heartbeat: batch=255/455 avg_train_loss=0.103677 avg_train_ssim=0.8781 run_seconds=55535.782
epoch 1400 heartbeat: batch=382/455 avg_train_loss=0.103624 avg_train_ssim=0.8782 run_seconds=55545.810
epoch 1400: train_loss=0.103627 train_ssim=0.8782 val_loss=0.110016 val_ssim=0.8707 val_psnr=32.18 lr=0.00028607845 epoch_seconds=39.326 run_seconds=55554.853 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1401 heartbeat: batch=1/455 avg_train_loss=0.103001 avg_train_ssim=0.8789 run_seconds=55555.130
epoch 1401 heartbeat: batch=128/455 avg_train_loss=0.103107 avg_train_ssim=0.8788 run_seconds=55565.135
epoch 1401 heartbeat: batch=255/455 avg_train_loss=0.103429 avg_train_ssim=0.8784 run_seconds=55575.146
epoch 1401 heartbeat: batch=382/455 avg_train_loss=0.103404 avg_train_ssim=0.8784 run_seconds=55585.154
epoch 1401: train_loss=0.103353 train_ssim=0.8785 val_loss=0.109689 val_ssim=0.8711 val_psnr=32.22 lr=0.00028896253 epoch_seconds=39.140 run_seconds=55594.030 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1402 heartbeat: batch=1/455 avg_train_loss=0.107269 avg_train_ssim=0.8739 run_seconds=55594.337
epoch 1402 heartbeat: batch=129/455 avg_train_loss=0.103244 avg_train_ssim=0.8786 run_seconds=55604.412
epoch 1402 heartbeat: batch=256/455 avg_train_loss=0.103280 avg_train_ssim=0.8786 run_seconds=55614.421
epoch 1402 heartbeat: batch=383/455 avg_train_loss=0.103207 avg_train_ssim=0.8787 run_seconds=55624.439
epoch 1402: train_loss=0.103202 train_ssim=0.8787 val_loss=0.109797 val_ssim=0.8709 val_psnr=32.39 lr=0.00029152389 epoch_seconds=39.246 run_seconds=55633.316 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1403 heartbeat: batch=1/455 avg_train_loss=0.105050 avg_train_ssim=0.8765 run_seconds=55633.588
epoch 1403 heartbeat: batch=128/455 avg_train_loss=0.103127 avg_train_ssim=0.8788 run_seconds=55643.602
epoch 1403 heartbeat: batch=255/455 avg_train_loss=0.103205 avg_train_ssim=0.8787 run_seconds=55653.622
epoch 1403 heartbeat: batch=382/455 avg_train_loss=0.103204 avg_train_ssim=0.8787 run_seconds=55663.638
epoch 1403: train_loss=0.103179 train_ssim=0.8787 val_loss=0.109767 val_ssim=0.8710 val_psnr=32.25 lr=0.00029375635 epoch_seconds=39.250 run_seconds=55672.604 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1404 heartbeat: batch=1/455 avg_train_loss=0.103023 avg_train_ssim=0.8789 run_seconds=55672.877
epoch 1404 heartbeat: batch=128/455 avg_train_loss=0.103274 avg_train_ssim=0.8786 run_seconds=55682.896
epoch 1404 heartbeat: batch=255/455 avg_train_loss=0.103208 avg_train_ssim=0.8787 run_seconds=55692.906
epoch 1404 heartbeat: batch=382/455 avg_train_loss=0.103271 avg_train_ssim=0.8786 run_seconds=55702.924
epoch 1404: train_loss=0.103265 train_ssim=0.8786 val_loss=0.109553 val_ssim=0.8712 val_psnr=32.42 lr=0.00029565453 epoch_seconds=39.196 run_seconds=55711.839 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1405 heartbeat: batch=1/455 avg_train_loss=0.101534 avg_train_ssim=0.8806 run_seconds=55712.124
epoch 1405 heartbeat: batch=128/455 avg_train_loss=0.103239 avg_train_ssim=0.8786 run_seconds=55722.154
epoch 1405 heartbeat: batch=255/455 avg_train_loss=0.103247 avg_train_ssim=0.8786 run_seconds=55732.169
epoch 1405 heartbeat: batch=382/455 avg_train_loss=0.103254 avg_train_ssim=0.8786 run_seconds=55742.174
epoch 1405: train_loss=0.103278 train_ssim=0.8786 val_loss=0.109905 val_ssim=0.8708 val_psnr=32.36 lr=0.00029721387 epoch_seconds=39.227 run_seconds=55751.102 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1406 heartbeat: batch=1/455 avg_train_loss=0.100392 avg_train_ssim=0.8820 run_seconds=55751.374
epoch 1406 heartbeat: batch=129/455 avg_train_loss=0.102891 avg_train_ssim=0.8791 run_seconds=55761.446
epoch 1406 heartbeat: batch=257/455 avg_train_loss=0.103075 avg_train_ssim=0.8788 run_seconds=55771.522
epoch 1406 heartbeat: batch=384/455 avg_train_loss=0.103258 avg_train_ssim=0.8786 run_seconds=55781.525
epoch 1406: train_loss=0.103278 train_ssim=0.8786 val_loss=0.109561 val_ssim=0.8712 val_psnr=32.14 lr=0.00029843059 epoch_seconds=39.162 run_seconds=55790.300 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1407 heartbeat: batch=1/455 avg_train_loss=0.103213 avg_train_ssim=0.8787 run_seconds=55790.614
epoch 1407 heartbeat: batch=128/455 avg_train_loss=0.103236 avg_train_ssim=0.8786 run_seconds=55800.626
epoch 1407 heartbeat: batch=255/455 avg_train_loss=0.103118 avg_train_ssim=0.8788 run_seconds=55810.627
epoch 1407 heartbeat: batch=383/455 avg_train_loss=0.103173 avg_train_ssim=0.8787 run_seconds=55820.695
epoch 1407: train_loss=0.103128 train_ssim=0.8788 val_loss=0.109473 val_ssim=0.8713 val_psnr=32.34 lr=0.00029930179 epoch_seconds=39.097 run_seconds=55829.436 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1408 heartbeat: batch=1/455 avg_train_loss=0.100834 avg_train_ssim=0.8815 run_seconds=55829.706
epoch 1408 heartbeat: batch=129/455 avg_train_loss=0.103185 avg_train_ssim=0.8787 run_seconds=55839.777
epoch 1408 heartbeat: batch=256/455 avg_train_loss=0.103186 avg_train_ssim=0.8787 run_seconds=55849.779
epoch 1408 heartbeat: batch=384/455 avg_train_loss=0.103269 avg_train_ssim=0.8786 run_seconds=55859.849
epoch 1408: train_loss=0.103211 train_ssim=0.8787 val_loss=0.109584 val_ssim=0.8712 val_psnr=32.37 lr=0.00029982534 epoch_seconds=39.003 run_seconds=55868.476 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1409 heartbeat: batch=1/455 avg_train_loss=0.102559 avg_train_ssim=0.8794 run_seconds=55868.775
epoch 1409 heartbeat: batch=128/455 avg_train_loss=0.103200 avg_train_ssim=0.8787 run_seconds=55878.775
epoch 1409 heartbeat: batch=255/455 avg_train_loss=0.103436 avg_train_ssim=0.8784 run_seconds=55888.783
epoch 1409 heartbeat: batch=382/455 avg_train_loss=0.103441 avg_train_ssim=0.8784 run_seconds=55898.784
epoch 1409: train_loss=0.103466 train_ssim=0.8784 val_loss=0.109785 val_ssim=0.8709 val_psnr=32.35 lr=0.0003 epoch_seconds=39.232 run_seconds=55907.750 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1410 heartbeat: batch=1/455 avg_train_loss=0.104866 avg_train_ssim=0.8767 run_seconds=55908.059
epoch 1410 heartbeat: batch=128/455 avg_train_loss=0.103330 avg_train_ssim=0.8785 run_seconds=55918.059
epoch 1410 heartbeat: batch=256/455 avg_train_loss=0.103134 avg_train_ssim=0.8788 run_seconds=55928.133
epoch 1410 heartbeat: batch=383/455 avg_train_loss=0.103171 avg_train_ssim=0.8787 run_seconds=55938.141
epoch 1410: train_loss=0.103211 train_ssim=0.8787 val_loss=0.109963 val_ssim=0.8707 val_psnr=32.34 lr=0.00029982534 epoch_seconds=39.178 run_seconds=55946.964 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1411 heartbeat: batch=1/455 avg_train_loss=0.101405 avg_train_ssim=0.8808 run_seconds=55947.235
epoch 1411 heartbeat: batch=127/455 avg_train_loss=0.103068 avg_train_ssim=0.8788 run_seconds=55957.250
epoch 1411 heartbeat: batch=254/455 avg_train_loss=0.103279 avg_train_ssim=0.8786 run_seconds=55967.259
epoch 1411 heartbeat: batch=382/455 avg_train_loss=0.103334 avg_train_ssim=0.8785 run_seconds=55977.334
epoch 1411: train_loss=0.103381 train_ssim=0.8785 val_loss=0.109606 val_ssim=0.8712 val_psnr=32.15 lr=0.00029930179 epoch_seconds=39.318 run_seconds=55986.318 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1412 heartbeat: batch=1/455 avg_train_loss=0.102217 avg_train_ssim=0.8798 run_seconds=55986.603
epoch 1412 heartbeat: batch=128/455 avg_train_loss=0.103075 avg_train_ssim=0.8788 run_seconds=55996.607
epoch 1412 heartbeat: batch=255/455 avg_train_loss=0.103102 avg_train_ssim=0.8788 run_seconds=56006.618
epoch 1412 heartbeat: batch=382/455 avg_train_loss=0.103162 avg_train_ssim=0.8787 run_seconds=56016.623
epoch 1412: train_loss=0.103173 train_ssim=0.8787 val_loss=0.109360 val_ssim=0.8714 val_psnr=32.32 lr=0.00029843059 epoch_seconds=39.323 run_seconds=56025.679 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1413 heartbeat: batch=1/455 avg_train_loss=0.105823 avg_train_ssim=0.8756 run_seconds=56025.967
epoch 1413 heartbeat: batch=128/455 avg_train_loss=0.103358 avg_train_ssim=0.8785 run_seconds=56035.985
epoch 1413 heartbeat: batch=255/455 avg_train_loss=0.103152 avg_train_ssim=0.8787 run_seconds=56045.991
epoch 1413 heartbeat: batch=382/455 avg_train_loss=0.103066 avg_train_ssim=0.8788 run_seconds=56055.996
epoch 1413: train_loss=0.103087 train_ssim=0.8788 val_loss=0.109572 val_ssim=0.8712 val_psnr=32.22 lr=0.00029721387 epoch_seconds=39.210 run_seconds=56064.927 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1414 heartbeat: batch=1/455 avg_train_loss=0.101378 avg_train_ssim=0.8808 run_seconds=56065.189
epoch 1414 heartbeat: batch=129/455 avg_train_loss=0.102950 avg_train_ssim=0.8790 run_seconds=56075.266
epoch 1414 heartbeat: batch=256/455 avg_train_loss=0.102965 avg_train_ssim=0.8790 run_seconds=56085.274
epoch 1414 heartbeat: batch=383/455 avg_train_loss=0.103144 avg_train_ssim=0.8788 run_seconds=56095.284
epoch 1414: train_loss=0.103194 train_ssim=0.8787 val_loss=0.109845 val_ssim=0.8709 val_psnr=32.35 lr=0.00029565453 epoch_seconds=39.221 run_seconds=56104.186 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1415 heartbeat: batch=1/455 avg_train_loss=0.100416 avg_train_ssim=0.8820 run_seconds=56104.486
epoch 1415 heartbeat: batch=128/455 avg_train_loss=0.103216 avg_train_ssim=0.8787 run_seconds=56114.545
epoch 1415 heartbeat: batch=255/455 avg_train_loss=0.103192 avg_train_ssim=0.8787 run_seconds=56124.558
epoch 1415 heartbeat: batch=382/455 avg_train_loss=0.103099 avg_train_ssim=0.8788 run_seconds=56134.570
epoch 1415: train_loss=0.103100 train_ssim=0.8788 val_loss=0.110026 val_ssim=0.8707 val_psnr=32.22 lr=0.00029375635 epoch_seconds=39.267 run_seconds=56143.491 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1416 heartbeat: batch=1/455 avg_train_loss=0.103124 avg_train_ssim=0.8788 run_seconds=56143.805
epoch 1416 heartbeat: batch=128/455 avg_train_loss=0.103176 avg_train_ssim=0.8787 run_seconds=56153.816
epoch 1416 heartbeat: batch=255/455 avg_train_loss=0.103180 avg_train_ssim=0.8787 run_seconds=56163.824
epoch 1416 heartbeat: batch=382/455 avg_train_loss=0.103114 avg_train_ssim=0.8788 run_seconds=56173.835
epoch 1416: train_loss=0.103165 train_ssim=0.8787 val_loss=0.109624 val_ssim=0.8711 val_psnr=32.25 lr=0.00029152389 epoch_seconds=39.125 run_seconds=56182.653 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1417 heartbeat: batch=1/455 avg_train_loss=0.098893 avg_train_ssim=0.8837 run_seconds=56182.928
epoch 1417 heartbeat: batch=128/455 avg_train_loss=0.102889 avg_train_ssim=0.8791 run_seconds=56192.932
epoch 1417 heartbeat: batch=255/455 avg_train_loss=0.102994 avg_train_ssim=0.8789 run_seconds=56202.961
epoch 1417 heartbeat: batch=382/455 avg_train_loss=0.103056 avg_train_ssim=0.8789 run_seconds=56212.977
epoch 1417: train_loss=0.103124 train_ssim=0.8788 val_loss=0.109818 val_ssim=0.8709 val_psnr=32.33 lr=0.00028896253 epoch_seconds=39.290 run_seconds=56221.980 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1418 heartbeat: batch=1/455 avg_train_loss=0.100991 avg_train_ssim=0.8813 run_seconds=56222.256
epoch 1418 heartbeat: batch=129/455 avg_train_loss=0.102725 avg_train_ssim=0.8792 run_seconds=56232.336
epoch 1418 heartbeat: batch=256/455 avg_train_loss=0.102835 avg_train_ssim=0.8791 run_seconds=56242.343
epoch 1418 heartbeat: batch=383/455 avg_train_loss=0.102979 avg_train_ssim=0.8789 run_seconds=56252.357
epoch 1418: train_loss=0.103055 train_ssim=0.8789 val_loss=0.109736 val_ssim=0.8710 val_psnr=32.34 lr=0.00028607845 epoch_seconds=39.249 run_seconds=56261.267 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1419 heartbeat: batch=1/455 avg_train_loss=0.104149 avg_train_ssim=0.8776 run_seconds=56261.542
epoch 1419 heartbeat: batch=128/455 avg_train_loss=0.102961 avg_train_ssim=0.8790 run_seconds=56271.554
epoch 1419 heartbeat: batch=255/455 avg_train_loss=0.103290 avg_train_ssim=0.8786 run_seconds=56281.560
epoch 1419 heartbeat: batch=382/455 avg_train_loss=0.103285 avg_train_ssim=0.8786 run_seconds=56291.574
epoch 1419: train_loss=0.103173 train_ssim=0.8787 val_loss=0.109452 val_ssim=0.8713 val_psnr=32.38 lr=0.00028287858 epoch_seconds=39.378 run_seconds=56300.683 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1420 heartbeat: batch=1/455 avg_train_loss=0.100852 avg_train_ssim=0.8814 run_seconds=56300.965
epoch 1420 heartbeat: batch=128/455 avg_train_loss=0.110687 avg_train_ssim=0.8699 run_seconds=56310.982
epoch 1420 heartbeat: batch=255/455 avg_train_loss=0.108292 avg_train_ssim=0.8727 run_seconds=56321.000
epoch 1420 heartbeat: batch=382/455 avg_train_loss=0.107211 avg_train_ssim=0.8740 run_seconds=56331.010
epoch 1420: train_loss=0.106888 train_ssim=0.8744 val_loss=0.110323 val_ssim=0.8703 val_psnr=32.23 lr=0.00027937065 epoch_seconds=39.250 run_seconds=56339.972 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1421 heartbeat: batch=1/455 avg_train_loss=0.105031 avg_train_ssim=0.8765 run_seconds=56340.238
epoch 1421 heartbeat: batch=128/455 avg_train_loss=0.104760 avg_train_ssim=0.8769 run_seconds=56350.256
epoch 1421 heartbeat: batch=255/455 avg_train_loss=0.104158 avg_train_ssim=0.8776 run_seconds=56360.272
epoch 1421 heartbeat: batch=382/455 avg_train_loss=0.103919 avg_train_ssim=0.8778 run_seconds=56370.286
epoch 1421: train_loss=0.103864 train_ssim=0.8779 val_loss=0.109685 val_ssim=0.8711 val_psnr=32.37 lr=0.00027556309 epoch_seconds=39.212 run_seconds=56379.221 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1422 heartbeat: batch=1/455 avg_train_loss=0.102415 avg_train_ssim=0.8796 run_seconds=56379.515
epoch 1422 heartbeat: batch=128/455 avg_train_loss=0.103215 avg_train_ssim=0.8787 run_seconds=56389.524
epoch 1422 heartbeat: batch=255/455 avg_train_loss=0.103099 avg_train_ssim=0.8788 run_seconds=56399.547
epoch 1422 heartbeat: batch=382/455 avg_train_loss=0.103195 avg_train_ssim=0.8787 run_seconds=56409.562
epoch 1422: train_loss=0.103213 train_ssim=0.8787 val_loss=0.109532 val_ssim=0.8712 val_psnr=32.33 lr=0.00027146509 epoch_seconds=39.268 run_seconds=56418.527 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1423 heartbeat: batch=1/455 avg_train_loss=0.104980 avg_train_ssim=0.8766 run_seconds=56418.806
epoch 1423 heartbeat: batch=128/455 avg_train_loss=0.103062 avg_train_ssim=0.8789 run_seconds=56428.852
epoch 1423 heartbeat: batch=255/455 avg_train_loss=0.102938 avg_train_ssim=0.8790 run_seconds=56438.894
epoch 1423 heartbeat: batch=382/455 avg_train_loss=0.103043 avg_train_ssim=0.8789 run_seconds=56448.914
epoch 1423: train_loss=0.103032 train_ssim=0.8789 val_loss=0.109828 val_ssim=0.8709 val_psnr=32.40 lr=0.00026708652 epoch_seconds=39.277 run_seconds=56457.842 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1424 heartbeat: batch=1/455 avg_train_loss=0.103794 avg_train_ssim=0.8780 run_seconds=56458.115
epoch 1424 heartbeat: batch=128/455 avg_train_loss=0.103407 avg_train_ssim=0.8784 run_seconds=56468.115
epoch 1424 heartbeat: batch=255/455 avg_train_loss=0.103237 avg_train_ssim=0.8786 run_seconds=56478.119
epoch 1424 heartbeat: batch=382/455 avg_train_loss=0.103191 avg_train_ssim=0.8787 run_seconds=56488.120
epoch 1424: train_loss=0.103102 train_ssim=0.8788 val_loss=0.109358 val_ssim=0.8714 val_psnr=32.40 lr=0.00026243791 epoch_seconds=39.168 run_seconds=56497.046 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1425 heartbeat: batch=1/455 avg_train_loss=0.100368 avg_train_ssim=0.8820 run_seconds=56497.355
epoch 1425 heartbeat: batch=128/455 avg_train_loss=0.102746 avg_train_ssim=0.8792 run_seconds=56507.357
epoch 1425 heartbeat: batch=255/455 avg_train_loss=0.102852 avg_train_ssim=0.8791 run_seconds=56517.365
epoch 1425 heartbeat: batch=382/455 avg_train_loss=0.102848 avg_train_ssim=0.8791 run_seconds=56527.366
epoch 1425: train_loss=0.102859 train_ssim=0.8791 val_loss=0.109439 val_ssim=0.8714 val_psnr=32.20 lr=0.00025753048 epoch_seconds=39.190 run_seconds=56536.273 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1426 heartbeat: batch=1/455 avg_train_loss=0.102443 avg_train_ssim=0.8796 run_seconds=56536.544
epoch 1426 heartbeat: batch=128/455 avg_train_loss=0.103080 avg_train_ssim=0.8788 run_seconds=56546.548
epoch 1426 heartbeat: batch=255/455 avg_train_loss=0.102996 avg_train_ssim=0.8789 run_seconds=56556.559
epoch 1426 heartbeat: batch=382/455 avg_train_loss=0.102947 avg_train_ssim=0.8790 run_seconds=56566.565
epoch 1426: train_loss=0.102906 train_ssim=0.8790 val_loss=0.109427 val_ssim=0.8714 val_psnr=32.36 lr=0.00025237605 epoch_seconds=39.137 run_seconds=56575.446 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1427 heartbeat: batch=1/455 avg_train_loss=0.105488 avg_train_ssim=0.8760 run_seconds=56575.733
epoch 1427 heartbeat: batch=128/455 avg_train_loss=0.102746 avg_train_ssim=0.8792 run_seconds=56585.751
epoch 1427 heartbeat: batch=255/455 avg_train_loss=0.102908 avg_train_ssim=0.8790 run_seconds=56595.771
epoch 1427 heartbeat: batch=382/455 avg_train_loss=0.102934 avg_train_ssim=0.8790 run_seconds=56605.787
epoch 1427: train_loss=0.102932 train_ssim=0.8790 val_loss=0.109616 val_ssim=0.8711 val_psnr=32.37 lr=0.00024698703 epoch_seconds=39.189 run_seconds=56614.674 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1428 heartbeat: batch=1/455 avg_train_loss=0.100421 avg_train_ssim=0.8820 run_seconds=56614.947
epoch 1428 heartbeat: batch=128/455 avg_train_loss=0.102612 avg_train_ssim=0.8794 run_seconds=56624.957
epoch 1428 heartbeat: batch=255/455 avg_train_loss=0.102668 avg_train_ssim=0.8793 run_seconds=56634.980
epoch 1428 heartbeat: batch=382/455 avg_train_loss=0.102663 avg_train_ssim=0.8793 run_seconds=56644.983
epoch 1428: train_loss=0.102749 train_ssim=0.8792 val_loss=0.109456 val_ssim=0.8713 val_psnr=32.18 lr=0.0002413764 epoch_seconds=39.083 run_seconds=56653.793 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1429 heartbeat: batch=1/455 avg_train_loss=0.103180 avg_train_ssim=0.8787 run_seconds=56654.067
epoch 1429 heartbeat: batch=128/455 avg_train_loss=0.102274 avg_train_ssim=0.8798 run_seconds=56664.070
epoch 1429 heartbeat: batch=255/455 avg_train_loss=0.102677 avg_train_ssim=0.8793 run_seconds=56674.077
epoch 1429 heartbeat: batch=382/455 avg_train_loss=0.102758 avg_train_ssim=0.8792 run_seconds=56684.087
epoch 1429: train_loss=0.102781 train_ssim=0.8792 val_loss=0.109572 val_ssim=0.8712 val_psnr=32.29 lr=0.00023555768 epoch_seconds=39.079 run_seconds=56692.911 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1430 heartbeat: batch=1/455 avg_train_loss=0.100731 avg_train_ssim=0.8816 run_seconds=56693.185
epoch 1430 heartbeat: batch=128/455 avg_train_loss=0.102602 avg_train_ssim=0.8794 run_seconds=56703.189
epoch 1430 heartbeat: batch=256/455 avg_train_loss=0.102547 avg_train_ssim=0.8795 run_seconds=56713.265
epoch 1430 heartbeat: batch=384/455 avg_train_loss=0.102675 avg_train_ssim=0.8793 run_seconds=56723.343
epoch 1430: train_loss=0.102717 train_ssim=0.8793 val_loss=0.109604 val_ssim=0.8712 val_psnr=32.25 lr=0.0002295449 epoch_seconds=39.002 run_seconds=56731.950 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1431 heartbeat: batch=1/455 avg_train_loss=0.102504 avg_train_ssim=0.8795 run_seconds=56732.229
epoch 1431 heartbeat: batch=128/455 avg_train_loss=0.102848 avg_train_ssim=0.8791 run_seconds=56742.234
epoch 1431 heartbeat: batch=255/455 avg_train_loss=0.102662 avg_train_ssim=0.8793 run_seconds=56752.244
epoch 1431 heartbeat: batch=382/455 avg_train_loss=0.102699 avg_train_ssim=0.8793 run_seconds=56762.250
epoch 1431: train_loss=0.102705 train_ssim=0.8793 val_loss=0.109272 val_ssim=0.8715 val_psnr=32.40 lr=0.00022335253 epoch_seconds=39.055 run_seconds=56771.045 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1432 heartbeat: batch=1/455 avg_train_loss=0.106210 avg_train_ssim=0.8751 run_seconds=56771.320
epoch 1432 heartbeat: batch=129/455 avg_train_loss=0.102813 avg_train_ssim=0.8791 run_seconds=56781.396
epoch 1432 heartbeat: batch=256/455 avg_train_loss=0.102876 avg_train_ssim=0.8791 run_seconds=56791.396
epoch 1432 heartbeat: batch=383/455 avg_train_loss=0.102744 avg_train_ssim=0.8792 run_seconds=56801.404
epoch 1432: train_loss=0.102711 train_ssim=0.8793 val_loss=0.109406 val_ssim=0.8714 val_psnr=32.13 lr=0.00021699549 epoch_seconds=39.044 run_seconds=56810.125 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1433 heartbeat: batch=1/455 avg_train_loss=0.105487 avg_train_ssim=0.8760 run_seconds=56810.406
epoch 1433 heartbeat: batch=129/455 avg_train_loss=0.102841 avg_train_ssim=0.8791 run_seconds=56820.483
epoch 1433 heartbeat: batch=256/455 avg_train_loss=0.102570 avg_train_ssim=0.8794 run_seconds=56830.492
epoch 1433 heartbeat: batch=383/455 avg_train_loss=0.102618 avg_train_ssim=0.8794 run_seconds=56840.499
epoch 1433: train_loss=0.102599 train_ssim=0.8794 val_loss=0.108908 val_ssim=0.8720 val_psnr=32.32 lr=0.0002104891 epoch_seconds=39.108 run_seconds=56849.270 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1434 heartbeat: batch=1/455 avg_train_loss=0.102582 avg_train_ssim=0.8794 run_seconds=56849.577
epoch 1434 heartbeat: batch=128/455 avg_train_loss=0.102647 avg_train_ssim=0.8793 run_seconds=56859.624
epoch 1434 heartbeat: batch=255/455 avg_train_loss=0.102677 avg_train_ssim=0.8793 run_seconds=56869.649
epoch 1434 heartbeat: batch=383/455 avg_train_loss=0.102634 avg_train_ssim=0.8794 run_seconds=56879.724
epoch 1434: train_loss=0.102637 train_ssim=0.8793 val_loss=0.109289 val_ssim=0.8715 val_psnr=32.31 lr=0.00020384903 epoch_seconds=39.180 run_seconds=56888.487 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1435 heartbeat: batch=1/455 avg_train_loss=0.098663 avg_train_ssim=0.8840 run_seconds=56888.790
epoch 1435 heartbeat: batch=129/455 avg_train_loss=0.102411 avg_train_ssim=0.8796 run_seconds=56898.864
epoch 1435 heartbeat: batch=256/455 avg_train_loss=0.102583 avg_train_ssim=0.8794 run_seconds=56908.865
epoch 1435 heartbeat: batch=383/455 avg_train_loss=0.102627 avg_train_ssim=0.8794 run_seconds=56918.870
epoch 1435: train_loss=0.102613 train_ssim=0.8794 val_loss=0.109304 val_ssim=0.8715 val_psnr=32.42 lr=0.00019709128 epoch_seconds=39.022 run_seconds=56927.549 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1436 heartbeat: batch=1/455 avg_train_loss=0.106797 avg_train_ssim=0.8745 run_seconds=56927.855
epoch 1436 heartbeat: batch=128/455 avg_train_loss=0.102545 avg_train_ssim=0.8795 run_seconds=56937.871
epoch 1436 heartbeat: batch=255/455 avg_train_loss=0.102668 avg_train_ssim=0.8793 run_seconds=56947.881
epoch 1436 heartbeat: batch=382/455 avg_train_loss=0.102543 avg_train_ssim=0.8795 run_seconds=56957.896
epoch 1436: train_loss=0.102526 train_ssim=0.8795 val_loss=0.109118 val_ssim=0.8717 val_psnr=32.19 lr=0.00019023213 epoch_seconds=39.187 run_seconds=56966.773 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1437 heartbeat: batch=1/455 avg_train_loss=0.103673 avg_train_ssim=0.8781 run_seconds=56967.083
epoch 1437 heartbeat: batch=128/455 avg_train_loss=0.102377 avg_train_ssim=0.8797 run_seconds=56977.087
epoch 1437 heartbeat: batch=256/455 avg_train_loss=0.102393 avg_train_ssim=0.8796 run_seconds=56987.160
epoch 1437 heartbeat: batch=383/455 avg_train_loss=0.102520 avg_train_ssim=0.8795 run_seconds=56997.172
epoch 1437: train_loss=0.102505 train_ssim=0.8795 val_loss=0.109356 val_ssim=0.8714 val_psnr=32.38 lr=0.0001832881 epoch_seconds=39.044 run_seconds=57005.854 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1438 heartbeat: batch=1/455 avg_train_loss=0.106361 avg_train_ssim=0.8750 run_seconds=57006.156
epoch 1438 heartbeat: batch=128/455 avg_train_loss=0.102577 avg_train_ssim=0.8794 run_seconds=57016.162
epoch 1438 heartbeat: batch=255/455 avg_train_loss=0.102513 avg_train_ssim=0.8795 run_seconds=57026.189
epoch 1438 heartbeat: batch=382/455 avg_train_loss=0.102507 avg_train_ssim=0.8795 run_seconds=57036.242
epoch 1438: train_loss=0.102390 train_ssim=0.8796 val_loss=0.109219 val_ssim=0.8716 val_psnr=32.48 lr=0.00017627592 epoch_seconds=39.106 run_seconds=57044.996 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1439 heartbeat: batch=1/455 avg_train_loss=0.102434 avg_train_ssim=0.8796 run_seconds=57045.285
epoch 1439 heartbeat: batch=128/455 avg_train_loss=0.102373 avg_train_ssim=0.8797 run_seconds=57055.291
epoch 1439 heartbeat: batch=255/455 avg_train_loss=0.102343 avg_train_ssim=0.8797 run_seconds=57065.302
epoch 1439 heartbeat: batch=382/455 avg_train_loss=0.102285 avg_train_ssim=0.8798 run_seconds=57075.323
epoch 1439: train_loss=0.102339 train_ssim=0.8797 val_loss=0.109127 val_ssim=0.8717 val_psnr=32.29 lr=0.00016921249 epoch_seconds=39.084 run_seconds=57084.120 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1440 heartbeat: batch=1/455 avg_train_loss=0.102280 avg_train_ssim=0.8798 run_seconds=57084.394
epoch 1440 heartbeat: batch=128/455 avg_train_loss=0.102306 avg_train_ssim=0.8797 run_seconds=57094.415
epoch 1440 heartbeat: batch=255/455 avg_train_loss=0.102214 avg_train_ssim=0.8798 run_seconds=57104.471
epoch 1440 heartbeat: batch=382/455 avg_train_loss=0.102205 avg_train_ssim=0.8799 run_seconds=57114.473
epoch 1440: train_loss=0.102252 train_ssim=0.8798 val_loss=0.109112 val_ssim=0.8717 val_psnr=32.24 lr=0.00016211481 epoch_seconds=39.096 run_seconds=57123.252 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1441 heartbeat: batch=1/455 avg_train_loss=0.103560 avg_train_ssim=0.8783 run_seconds=57123.527
epoch 1441 heartbeat: batch=128/455 avg_train_loss=0.102320 avg_train_ssim=0.8797 run_seconds=57133.534
epoch 1441 heartbeat: batch=255/455 avg_train_loss=0.102298 avg_train_ssim=0.8797 run_seconds=57143.551
epoch 1441 heartbeat: batch=382/455 avg_train_loss=0.102223 avg_train_ssim=0.8798 run_seconds=57153.573
epoch 1441: train_loss=0.102216 train_ssim=0.8798 val_loss=0.108900 val_ssim=0.8720 val_psnr=32.32 lr=0.000155 epoch_seconds=39.146 run_seconds=57162.436 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1442 heartbeat: batch=1/455 avg_train_loss=0.104531 avg_train_ssim=0.8771 run_seconds=57162.710
epoch 1442 heartbeat: batch=128/455 avg_train_loss=0.102174 avg_train_ssim=0.8799 run_seconds=57172.731
epoch 1442 heartbeat: batch=255/455 avg_train_loss=0.102329 avg_train_ssim=0.8797 run_seconds=57182.740
epoch 1442 heartbeat: batch=382/455 avg_train_loss=0.102230 avg_train_ssim=0.8798 run_seconds=57192.758
epoch 1442: train_loss=0.102161 train_ssim=0.8799 val_loss=0.108740 val_ssim=0.8722 val_psnr=32.30 lr=0.00014788519 epoch_seconds=39.030 run_seconds=57201.505 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1443 heartbeat: batch=1/455 avg_train_loss=0.099752 avg_train_ssim=0.8827 run_seconds=57201.818
epoch 1443 heartbeat: batch=128/455 avg_train_loss=0.101892 avg_train_ssim=0.8802 run_seconds=57211.885
epoch 1443 heartbeat: batch=255/455 avg_train_loss=0.102064 avg_train_ssim=0.8800 run_seconds=57221.888
epoch 1443 heartbeat: batch=383/455 avg_train_loss=0.102097 avg_train_ssim=0.8800 run_seconds=57231.966
epoch 1443: train_loss=0.102132 train_ssim=0.8799 val_loss=0.109036 val_ssim=0.8718 val_psnr=32.26 lr=0.00014078751 epoch_seconds=39.115 run_seconds=57240.656 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1444 heartbeat: batch=1/455 avg_train_loss=0.105507 avg_train_ssim=0.8760 run_seconds=57240.937
epoch 1444 heartbeat: batch=128/455 avg_train_loss=0.102127 avg_train_ssim=0.8799 run_seconds=57250.962
epoch 1444 heartbeat: batch=256/455 avg_train_loss=0.102019 avg_train_ssim=0.8801 run_seconds=57261.022
epoch 1444 heartbeat: batch=383/455 avg_train_loss=0.102036 avg_train_ssim=0.8801 run_seconds=57271.031
epoch 1444: train_loss=0.102063 train_ssim=0.8800 val_loss=0.108891 val_ssim=0.8720 val_psnr=32.03 lr=0.00013372408 epoch_seconds=39.066 run_seconds=57279.760 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1445 heartbeat: batch=1/455 avg_train_loss=0.103712 avg_train_ssim=0.8781 run_seconds=57280.067
epoch 1445 heartbeat: batch=128/455 avg_train_loss=0.102097 avg_train_ssim=0.8800 run_seconds=57290.071
epoch 1445 heartbeat: batch=255/455 avg_train_loss=0.102172 avg_train_ssim=0.8799 run_seconds=57300.075
epoch 1445 heartbeat: batch=382/455 avg_train_loss=0.102095 avg_train_ssim=0.8800 run_seconds=57310.079
epoch 1445: train_loss=0.102087 train_ssim=0.8800 val_loss=0.108573 val_ssim=0.8724 val_psnr=32.45 lr=0.0001267119 epoch_seconds=39.163 run_seconds=57318.962 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1446 heartbeat: batch=1/455 avg_train_loss=0.103987 avg_train_ssim=0.8778 run_seconds=57319.244
epoch 1446 heartbeat: batch=128/455 avg_train_loss=0.102046 avg_train_ssim=0.8800 run_seconds=57329.248
epoch 1446 heartbeat: batch=255/455 avg_train_loss=0.101939 avg_train_ssim=0.8802 run_seconds=57339.250
epoch 1446 heartbeat: batch=382/455 avg_train_loss=0.101932 avg_train_ssim=0.8802 run_seconds=57349.256
epoch 1446: train_loss=0.102000 train_ssim=0.8801 val_loss=0.108701 val_ssim=0.8722 val_psnr=32.41 lr=0.00011976787 epoch_seconds=39.109 run_seconds=57358.106 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1447 heartbeat: batch=1/455 avg_train_loss=0.103451 avg_train_ssim=0.8784 run_seconds=57358.425
epoch 1447 heartbeat: batch=128/455 avg_train_loss=0.101865 avg_train_ssim=0.8803 run_seconds=57368.429
epoch 1447 heartbeat: batch=255/455 avg_train_loss=0.101914 avg_train_ssim=0.8802 run_seconds=57378.431
epoch 1447 heartbeat: batch=384/455 avg_train_loss=0.101923 avg_train_ssim=0.8802 run_seconds=57388.470
epoch 1447: train_loss=0.101893 train_ssim=0.8802 val_loss=0.108633 val_ssim=0.8723 val_psnr=32.41 lr=0.00011290872 epoch_seconds=39.053 run_seconds=57397.197 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1448 heartbeat: batch=1/455 avg_train_loss=0.104315 avg_train_ssim=0.8774 run_seconds=57397.486
epoch 1448 heartbeat: batch=128/455 avg_train_loss=0.101862 avg_train_ssim=0.8803 run_seconds=57407.489
epoch 1448 heartbeat: batch=255/455 avg_train_loss=0.101883 avg_train_ssim=0.8802 run_seconds=57417.496
epoch 1448 heartbeat: batch=383/455 avg_train_loss=0.101792 avg_train_ssim=0.8803 run_seconds=57427.499
epoch 1448: train_loss=0.101842 train_ssim=0.8803 val_loss=0.108560 val_ssim=0.8724 val_psnr=32.37 lr=0.00010615097 epoch_seconds=39.079 run_seconds=57436.314 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1449 heartbeat: batch=1/455 avg_train_loss=0.096007 avg_train_ssim=0.8871 run_seconds=57436.587
epoch 1449 heartbeat: batch=129/455 avg_train_loss=0.101646 avg_train_ssim=0.8805 run_seconds=57446.664
epoch 1449 heartbeat: batch=256/455 avg_train_loss=0.101773 avg_train_ssim=0.8804 run_seconds=57456.676
epoch 1449 heartbeat: batch=385/455 avg_train_loss=0.101733 avg_train_ssim=0.8804 run_seconds=57466.694
epoch 1449: train_loss=0.101858 train_ssim=0.8803 val_loss=0.108501 val_ssim=0.8725 val_psnr=32.38 lr=9.9510902e-05 epoch_seconds=39.067 run_seconds=57475.418 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1450 heartbeat: batch=1/455 avg_train_loss=0.097869 avg_train_ssim=0.8849 run_seconds=57475.707
epoch 1450 heartbeat: batch=128/455 avg_train_loss=0.101792 avg_train_ssim=0.8803 run_seconds=57485.726
epoch 1450 heartbeat: batch=255/455 avg_train_loss=0.101718 avg_train_ssim=0.8804 run_seconds=57495.775
epoch 1450 heartbeat: batch=384/455 avg_train_loss=0.101679 avg_train_ssim=0.8805 run_seconds=57505.798
epoch 1450: train_loss=0.101786 train_ssim=0.8803 val_loss=0.108466 val_ssim=0.8725 val_psnr=32.43 lr=9.3004511e-05 epoch_seconds=39.128 run_seconds=57514.583 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1451 heartbeat: batch=1/455 avg_train_loss=0.100983 avg_train_ssim=0.8813 run_seconds=57514.878
epoch 1451 heartbeat: batch=128/455 avg_train_loss=0.101702 avg_train_ssim=0.8804 run_seconds=57524.898
epoch 1451 heartbeat: batch=256/455 avg_train_loss=0.101665 avg_train_ssim=0.8805 run_seconds=57534.977
epoch 1451 heartbeat: batch=385/455 avg_train_loss=0.101726 avg_train_ssim=0.8804 run_seconds=57544.982
epoch 1451: train_loss=0.101727 train_ssim=0.8804 val_loss=0.108398 val_ssim=0.8726 val_psnr=32.35 lr=8.6647473e-05 epoch_seconds=39.128 run_seconds=57553.751 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1452 heartbeat: batch=1/455 avg_train_loss=0.100644 avg_train_ssim=0.8817 run_seconds=57554.025
epoch 1452 heartbeat: batch=128/455 avg_train_loss=0.101532 avg_train_ssim=0.8806 run_seconds=57564.056
epoch 1452 heartbeat: batch=255/455 avg_train_loss=0.101492 avg_train_ssim=0.8807 run_seconds=57574.113
epoch 1452 heartbeat: batch=384/455 avg_train_loss=0.101655 avg_train_ssim=0.8805 run_seconds=57584.122
epoch 1452: train_loss=0.101667 train_ssim=0.8805 val_loss=0.108363 val_ssim=0.8726 val_psnr=32.49 lr=8.0455102e-05 epoch_seconds=39.148 run_seconds=57592.935 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1453 heartbeat: batch=1/455 avg_train_loss=0.097783 avg_train_ssim=0.8851 run_seconds=57593.236
epoch 1453 heartbeat: batch=128/455 avg_train_loss=0.102039 avg_train_ssim=0.8801 run_seconds=57603.266
epoch 1453 heartbeat: batch=255/455 avg_train_loss=0.101760 avg_train_ssim=0.8804 run_seconds=57613.279
epoch 1453 heartbeat: batch=385/455 avg_train_loss=0.101655 avg_train_ssim=0.8805 run_seconds=57623.329
epoch 1453: train_loss=0.101653 train_ssim=0.8805 val_loss=0.108468 val_ssim=0.8725 val_psnr=32.41 lr=7.4442316e-05 epoch_seconds=39.069 run_seconds=57632.042 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1454 heartbeat: batch=1/455 avg_train_loss=0.103972 avg_train_ssim=0.8778 run_seconds=57632.319
epoch 1454 heartbeat: batch=128/455 avg_train_loss=0.101723 avg_train_ssim=0.8804 run_seconds=57642.333
epoch 1454 heartbeat: batch=255/455 avg_train_loss=0.101744 avg_train_ssim=0.8804 run_seconds=57652.361
epoch 1454 heartbeat: batch=385/455 avg_train_loss=0.101613 avg_train_ssim=0.8806 run_seconds=57662.434
epoch 1454: train_loss=0.101572 train_ssim=0.8806 val_loss=0.108320 val_ssim=0.8727 val_psnr=32.45 lr=6.8623601e-05 epoch_seconds=39.147 run_seconds=57671.228 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1455 heartbeat: batch=1/455 avg_train_loss=0.099403 avg_train_ssim=0.8832 run_seconds=57671.503
epoch 1455 heartbeat: batch=129/455 avg_train_loss=0.101276 avg_train_ssim=0.8809 run_seconds=57681.580
epoch 1455 heartbeat: batch=256/455 avg_train_loss=0.101495 avg_train_ssim=0.8807 run_seconds=57691.590
epoch 1455 heartbeat: batch=386/455 avg_train_loss=0.101472 avg_train_ssim=0.8807 run_seconds=57701.668
epoch 1455: train_loss=0.101519 train_ssim=0.8807 val_loss=0.108284 val_ssim=0.8727 val_psnr=32.45 lr=6.3012974e-05 epoch_seconds=39.003 run_seconds=57710.269 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1456 heartbeat: batch=1/455 avg_train_loss=0.100154 avg_train_ssim=0.8823 run_seconds=57710.558
epoch 1456 heartbeat: batch=128/455 avg_train_loss=0.101495 avg_train_ssim=0.8807 run_seconds=57720.574
epoch 1456 heartbeat: batch=255/455 avg_train_loss=0.101510 avg_train_ssim=0.8807 run_seconds=57730.583
epoch 1456 heartbeat: batch=385/455 avg_train_loss=0.101564 avg_train_ssim=0.8806 run_seconds=57740.658
epoch 1456: train_loss=0.101553 train_ssim=0.8806 val_loss=0.108245 val_ssim=0.8728 val_psnr=32.44 lr=5.7623952e-05 epoch_seconds=39.143 run_seconds=57749.449 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1457 heartbeat: batch=1/455 avg_train_loss=0.102671 avg_train_ssim=0.8793 run_seconds=57749.742
epoch 1457 heartbeat: batch=128/455 avg_train_loss=0.101662 avg_train_ssim=0.8805 run_seconds=57759.758
epoch 1457 heartbeat: batch=255/455 avg_train_loss=0.101683 avg_train_ssim=0.8805 run_seconds=57769.765
epoch 1457 heartbeat: batch=385/455 avg_train_loss=0.101537 avg_train_ssim=0.8806 run_seconds=57779.838
epoch 1457: train_loss=0.101491 train_ssim=0.8807 val_loss=0.108274 val_ssim=0.8727 val_psnr=32.47 lr=5.2469517e-05 epoch_seconds=39.101 run_seconds=57788.587 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1458 heartbeat: batch=1/455 avg_train_loss=0.099469 avg_train_ssim=0.8831 run_seconds=57788.890
epoch 1458 heartbeat: batch=128/455 avg_train_loss=0.101520 avg_train_ssim=0.8807 run_seconds=57798.947
epoch 1458 heartbeat: batch=255/455 avg_train_loss=0.101586 avg_train_ssim=0.8806 run_seconds=57809.014
epoch 1458 heartbeat: batch=385/455 avg_train_loss=0.101496 avg_train_ssim=0.8807 run_seconds=57819.084
epoch 1458: train_loss=0.101485 train_ssim=0.8807 val_loss=0.108240 val_ssim=0.8728 val_psnr=32.33 lr=4.7562087e-05 epoch_seconds=39.176 run_seconds=57827.798 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1459 heartbeat: batch=1/455 avg_train_loss=0.098533 avg_train_ssim=0.8842 run_seconds=57828.076
epoch 1459 heartbeat: batch=128/455 avg_train_loss=0.101235 avg_train_ssim=0.8810 run_seconds=57838.087
epoch 1459 heartbeat: batch=255/455 avg_train_loss=0.101251 avg_train_ssim=0.8810 run_seconds=57848.099
epoch 1459 heartbeat: batch=385/455 avg_train_loss=0.101397 avg_train_ssim=0.8808 run_seconds=57858.139
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1459: train_loss=0.101418 train_ssim=0.8808 val_loss=0.108160 val_ssim=0.8729 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=38.998 run_seconds=57866.836 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1460 heartbeat: batch=1/455 avg_train_loss=0.103158 avg_train_ssim=0.8787 run_seconds=57867.436
epoch 1460 heartbeat: batch=128/455 avg_train_loss=0.101584 avg_train_ssim=0.8806 run_seconds=57877.438
epoch 1460 heartbeat: batch=255/455 avg_train_loss=0.101429 avg_train_ssim=0.8808 run_seconds=57887.454
epoch 1460 heartbeat: batch=385/455 avg_train_loss=0.101314 avg_train_ssim=0.8809 run_seconds=57897.479
epoch 1460: train_loss=0.101383 train_ssim=0.8808 val_loss=0.108216 val_ssim=0.8728 val_psnr=32.41 lr=3.8534908e-05 epoch_seconds=39.115 run_seconds=57906.287 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1461 heartbeat: batch=1/455 avg_train_loss=0.102866 avg_train_ssim=0.8791 run_seconds=57906.574
epoch 1461 heartbeat: batch=128/455 avg_train_loss=0.101464 avg_train_ssim=0.8807 run_seconds=57916.600
epoch 1461 heartbeat: batch=255/455 avg_train_loss=0.101452 avg_train_ssim=0.8807 run_seconds=57926.623
epoch 1461 heartbeat: batch=385/455 avg_train_loss=0.101429 avg_train_ssim=0.8808 run_seconds=57936.653
epoch 1461: train_loss=0.101358 train_ssim=0.8809 val_loss=0.108253 val_ssim=0.8727 val_psnr=32.48 lr=3.4436906e-05 epoch_seconds=39.120 run_seconds=57945.445 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1462 heartbeat: batch=1/455 avg_train_loss=0.098076 avg_train_ssim=0.8847 run_seconds=57945.712
epoch 1462 heartbeat: batch=129/455 avg_train_loss=0.101416 avg_train_ssim=0.8808 run_seconds=57955.790
epoch 1462 heartbeat: batch=256/455 avg_train_loss=0.101326 avg_train_ssim=0.8809 run_seconds=57965.806
epoch 1462 heartbeat: batch=386/455 avg_train_loss=0.101315 avg_train_ssim=0.8809 run_seconds=57975.848
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1462: train_loss=0.101331 train_ssim=0.8809 val_loss=0.108147 val_ssim=0.8729 val_psnr=32.48 lr=3.0629352e-05 epoch_seconds=39.107 run_seconds=57984.588 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1463 heartbeat: batch=1/455 avg_train_loss=0.100750 avg_train_ssim=0.8816 run_seconds=57985.210
epoch 1463 heartbeat: batch=127/455 avg_train_loss=0.101198 avg_train_ssim=0.8810 run_seconds=57995.238
epoch 1463 heartbeat: batch=254/455 avg_train_loss=0.101318 avg_train_ssim=0.8809 run_seconds=58005.286
epoch 1463 heartbeat: batch=384/455 avg_train_loss=0.101348 avg_train_ssim=0.8809 run_seconds=58015.307
epoch 1463: train_loss=0.101314 train_ssim=0.8809 val_loss=0.108250 val_ssim=0.8727 val_psnr=32.46 lr=2.7121417e-05 epoch_seconds=39.322 run_seconds=58024.268 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1464 heartbeat: batch=1/455 avg_train_loss=0.100109 avg_train_ssim=0.8823 run_seconds=58024.541
epoch 1464 heartbeat: batch=128/455 avg_train_loss=0.101008 avg_train_ssim=0.8813 run_seconds=58034.615
epoch 1464 heartbeat: batch=255/455 avg_train_loss=0.101317 avg_train_ssim=0.8809 run_seconds=58044.623
epoch 1464 heartbeat: batch=386/455 avg_train_loss=0.101336 avg_train_ssim=0.8809 run_seconds=58054.690
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1464: train_loss=0.101276 train_ssim=0.8809 val_loss=0.108113 val_ssim=0.8729 val_psnr=32.44 lr=2.3921552e-05 epoch_seconds=39.109 run_seconds=58063.416 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1465 heartbeat: batch=1/455 avg_train_loss=0.100410 avg_train_ssim=0.8820 run_seconds=58064.057
epoch 1465 heartbeat: batch=128/455 avg_train_loss=0.101457 avg_train_ssim=0.8807 run_seconds=58074.100
epoch 1465 heartbeat: batch=255/455 avg_train_loss=0.101296 avg_train_ssim=0.8809 run_seconds=58084.148
epoch 1465 heartbeat: batch=386/455 avg_train_loss=0.101250 avg_train_ssim=0.8810 run_seconds=58094.194
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1465: train_loss=0.101228 train_ssim=0.8810 val_loss=0.108044 val_ssim=0.8730 val_psnr=32.43 lr=2.1037468e-05 epoch_seconds=39.148 run_seconds=58102.949 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1466 heartbeat: batch=1/455 avg_train_loss=0.099861 avg_train_ssim=0.8826 run_seconds=58103.664
epoch 1466 heartbeat: batch=128/455 avg_train_loss=0.101160 avg_train_ssim=0.8811 run_seconds=58113.672
epoch 1466 heartbeat: batch=255/455 avg_train_loss=0.101237 avg_train_ssim=0.8810 run_seconds=58123.680
epoch 1466 heartbeat: batch=387/455 avg_train_loss=0.101275 avg_train_ssim=0.8809 run_seconds=58133.702
epoch 1466: train_loss=0.101240 train_ssim=0.8810 val_loss=0.108074 val_ssim=0.8730 val_psnr=32.42 lr=1.8476111e-05 epoch_seconds=39.080 run_seconds=58142.500 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1467 heartbeat: batch=1/455 avg_train_loss=0.102487 avg_train_ssim=0.8795 run_seconds=58142.779
epoch 1467 heartbeat: batch=128/455 avg_train_loss=0.101310 avg_train_ssim=0.8809 run_seconds=58152.800
epoch 1467 heartbeat: batch=255/455 avg_train_loss=0.101203 avg_train_ssim=0.8810 run_seconds=58162.806
epoch 1467 heartbeat: batch=386/455 avg_train_loss=0.101281 avg_train_ssim=0.8809 run_seconds=58172.851
epoch 1467: train_loss=0.101242 train_ssim=0.8810 val_loss=0.108053 val_ssim=0.8730 val_psnr=32.45 lr=1.6243651e-05 epoch_seconds=39.136 run_seconds=58181.673 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1468 heartbeat: batch=1/455 avg_train_loss=0.101628 avg_train_ssim=0.8805 run_seconds=58181.953
epoch 1468 heartbeat: batch=128/455 avg_train_loss=0.100815 avg_train_ssim=0.8815 run_seconds=58191.957
epoch 1468 heartbeat: batch=255/455 avg_train_loss=0.101106 avg_train_ssim=0.8811 run_seconds=58201.973
epoch 1468 heartbeat: batch=387/455 avg_train_loss=0.101182 avg_train_ssim=0.8811 run_seconds=58212.014
epoch 1468: train_loss=0.101196 train_ssim=0.8810 val_loss=0.108091 val_ssim=0.8729 val_psnr=32.44 lr=1.4345468e-05 epoch_seconds=39.026 run_seconds=58220.737 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1469 heartbeat: batch=1/455 avg_train_loss=0.097853 avg_train_ssim=0.8850 run_seconds=58221.014
epoch 1469 heartbeat: batch=128/455 avg_train_loss=0.100961 avg_train_ssim=0.8813 run_seconds=58231.061
epoch 1469 heartbeat: batch=255/455 avg_train_loss=0.101155 avg_train_ssim=0.8811 run_seconds=58241.067
epoch 1469 heartbeat: batch=387/455 avg_train_loss=0.101159 avg_train_ssim=0.8811 run_seconds=58251.111
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1469: train_loss=0.101184 train_ssim=0.8811 val_loss=0.108008 val_ssim=0.8730 val_psnr=32.44 lr=1.2786134e-05 epoch_seconds=39.079 run_seconds=58259.854 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1470 heartbeat: batch=1/455 avg_train_loss=0.101380 avg_train_ssim=0.8808 run_seconds=58260.597
epoch 1470 heartbeat: batch=128/455 avg_train_loss=0.101389 avg_train_ssim=0.8808 run_seconds=58270.652
epoch 1470 heartbeat: batch=254/455 avg_train_loss=0.101182 avg_train_ssim=0.8811 run_seconds=58280.657
epoch 1470 heartbeat: batch=388/455 avg_train_loss=0.101248 avg_train_ssim=0.8810 run_seconds=58290.721
epoch 1470: train_loss=0.101189 train_ssim=0.8811 val_loss=0.108031 val_ssim=0.8730 val_psnr=32.43 lr=1.1569406e-05 epoch_seconds=39.311 run_seconds=58299.643 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1471 heartbeat: batch=1/455 avg_train_loss=0.096472 avg_train_ssim=0.8866 run_seconds=58299.933
epoch 1471 heartbeat: batch=127/455 avg_train_loss=0.101218 avg_train_ssim=0.8810 run_seconds=58309.951
epoch 1471 heartbeat: batch=254/455 avg_train_loss=0.101265 avg_train_ssim=0.8810 run_seconds=58319.970
epoch 1471 heartbeat: batch=388/455 avg_train_loss=0.101201 avg_train_ssim=0.8810 run_seconds=58330.013
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1471: train_loss=0.101159 train_ssim=0.8811 val_loss=0.107994 val_ssim=0.8731 val_psnr=32.42 lr=1.0698215e-05 epoch_seconds=39.219 run_seconds=58338.898 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1472 heartbeat: batch=1/455 avg_train_loss=0.103688 avg_train_ssim=0.8781 run_seconds=58339.535
epoch 1472 heartbeat: batch=127/455 avg_train_loss=0.101230 avg_train_ssim=0.8810 run_seconds=58349.590
epoch 1472 heartbeat: batch=254/455 avg_train_loss=0.101172 avg_train_ssim=0.8811 run_seconds=58359.617
epoch 1472 heartbeat: batch=388/455 avg_train_loss=0.101207 avg_train_ssim=0.8810 run_seconds=58369.628
epoch 1472: train_loss=0.101225 train_ssim=0.8810 val_loss=0.108096 val_ssim=0.8729 val_psnr=32.45 lr=1.0174659e-05 epoch_seconds=39.207 run_seconds=58378.471 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1473 heartbeat: batch=1/455 avg_train_loss=0.099847 avg_train_ssim=0.8826 run_seconds=58378.757
epoch 1473 heartbeat: batch=128/455 avg_train_loss=0.100854 avg_train_ssim=0.8814 run_seconds=58388.825
epoch 1473 heartbeat: batch=255/455 avg_train_loss=0.100993 avg_train_ssim=0.8813 run_seconds=58398.877
epoch 1473 heartbeat: batch=389/455 avg_train_loss=0.101129 avg_train_ssim=0.8811 run_seconds=58408.935
epoch 1473: train_loss=0.101187 train_ssim=0.8811 val_loss=0.108025 val_ssim=0.8730 val_psnr=32.44 lr=1e-05 epoch_seconds=39.197 run_seconds=58417.707 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1474 heartbeat: batch=1/455 avg_train_loss=0.101520 avg_train_ssim=0.8807 run_seconds=58417.990
epoch 1474 heartbeat: batch=128/455 avg_train_loss=0.101173 avg_train_ssim=0.8811 run_seconds=58428.020
epoch 1474 heartbeat: batch=255/455 avg_train_loss=0.101150 avg_train_ssim=0.8811 run_seconds=58438.034
epoch 1474 heartbeat: batch=389/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=58448.045
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1474: train_loss=0.101191 train_ssim=0.8810 val_loss=0.107983 val_ssim=0.8731 val_psnr=32.43 lr=1.0174659e-05 epoch_seconds=39.105 run_seconds=58456.849 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1475 heartbeat: batch=1/455 avg_train_loss=0.103374 avg_train_ssim=0.8785 run_seconds=58457.500
epoch 1475 heartbeat: batch=128/455 avg_train_loss=0.101171 avg_train_ssim=0.8811 run_seconds=58467.519
epoch 1475 heartbeat: batch=255/455 avg_train_loss=0.101103 avg_train_ssim=0.8812 run_seconds=58477.543
epoch 1475 heartbeat: batch=389/455 avg_train_loss=0.101114 avg_train_ssim=0.8811 run_seconds=58487.560
epoch 1475: train_loss=0.101123 train_ssim=0.8811 val_loss=0.108040 val_ssim=0.8730 val_psnr=32.42 lr=1.0698215e-05 epoch_seconds=39.100 run_seconds=58496.329 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1476 heartbeat: batch=1/455 avg_train_loss=0.101087 avg_train_ssim=0.8812 run_seconds=58496.612
epoch 1476 heartbeat: batch=128/455 avg_train_loss=0.101209 avg_train_ssim=0.8810 run_seconds=58506.614
epoch 1476 heartbeat: batch=255/455 avg_train_loss=0.101136 avg_train_ssim=0.8811 run_seconds=58516.629
epoch 1476 heartbeat: batch=389/455 avg_train_loss=0.101251 avg_train_ssim=0.8810 run_seconds=58526.649
epoch 1476: train_loss=0.101205 train_ssim=0.8810 val_loss=0.108029 val_ssim=0.8730 val_psnr=32.47 lr=1.1569406e-05 epoch_seconds=39.069 run_seconds=58535.436 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1477 heartbeat: batch=1/455 avg_train_loss=0.103010 avg_train_ssim=0.8789 run_seconds=58535.715
epoch 1477 heartbeat: batch=128/455 avg_train_loss=0.101138 avg_train_ssim=0.8811 run_seconds=58545.732
epoch 1477 heartbeat: batch=255/455 avg_train_loss=0.101089 avg_train_ssim=0.8812 run_seconds=58555.756
epoch 1477 heartbeat: batch=390/455 avg_train_loss=0.101156 avg_train_ssim=0.8811 run_seconds=58565.829
epoch 1477: train_loss=0.101175 train_ssim=0.8811 val_loss=0.108019 val_ssim=0.8730 val_psnr=32.44 lr=1.2786134e-05 epoch_seconds=39.051 run_seconds=58574.526 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1478 heartbeat: batch=1/455 avg_train_loss=0.099778 avg_train_ssim=0.8827 run_seconds=58574.806
epoch 1478 heartbeat: batch=128/455 avg_train_loss=0.101096 avg_train_ssim=0.8812 run_seconds=58584.855
epoch 1478 heartbeat: batch=255/455 avg_train_loss=0.101086 avg_train_ssim=0.8812 run_seconds=58594.902
epoch 1478 heartbeat: batch=392/455 avg_train_loss=0.101172 avg_train_ssim=0.8811 run_seconds=58604.946
epoch 1478: train_loss=0.101186 train_ssim=0.8811 val_loss=0.108068 val_ssim=0.8730 val_psnr=32.49 lr=1.4345468e-05 epoch_seconds=38.934 run_seconds=58613.501 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1479 heartbeat: batch=1/455 avg_train_loss=0.102747 avg_train_ssim=0.8792 run_seconds=58613.768
epoch 1479 heartbeat: batch=128/455 avg_train_loss=0.101222 avg_train_ssim=0.8810 run_seconds=58623.790
epoch 1479 heartbeat: batch=255/455 avg_train_loss=0.101330 avg_train_ssim=0.8809 run_seconds=58633.856
epoch 1479 heartbeat: batch=388/455 avg_train_loss=0.101273 avg_train_ssim=0.8810 run_seconds=58643.874
epoch 1479: train_loss=0.101221 train_ssim=0.8810 val_loss=0.108001 val_ssim=0.8730 val_psnr=32.48 lr=1.6243651e-05 epoch_seconds=39.230 run_seconds=58652.766 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1480 heartbeat: batch=1/455 avg_train_loss=0.100504 avg_train_ssim=0.8819 run_seconds=58653.044
epoch 1480 heartbeat: batch=128/455 avg_train_loss=0.101396 avg_train_ssim=0.8808 run_seconds=58663.055
epoch 1480 heartbeat: batch=255/455 avg_train_loss=0.101326 avg_train_ssim=0.8809 run_seconds=58673.060
epoch 1480 heartbeat: batch=389/455 avg_train_loss=0.101298 avg_train_ssim=0.8809 run_seconds=58683.083
epoch 1480: train_loss=0.101284 train_ssim=0.8809 val_loss=0.108099 val_ssim=0.8729 val_psnr=32.43 lr=1.8476111e-05 epoch_seconds=39.021 run_seconds=58691.827 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1481 heartbeat: batch=1/455 avg_train_loss=0.100115 avg_train_ssim=0.8823 run_seconds=58692.124
epoch 1481 heartbeat: batch=128/455 avg_train_loss=0.101199 avg_train_ssim=0.8810 run_seconds=58702.175
epoch 1481 heartbeat: batch=255/455 avg_train_loss=0.101271 avg_train_ssim=0.8810 run_seconds=58712.213
epoch 1481 heartbeat: batch=389/455 avg_train_loss=0.101256 avg_train_ssim=0.8810 run_seconds=58722.219
epoch 1481: train_loss=0.101258 train_ssim=0.8810 val_loss=0.108062 val_ssim=0.8730 val_psnr=32.38 lr=2.1037468e-05 epoch_seconds=39.130 run_seconds=58730.995 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1482 heartbeat: batch=1/455 avg_train_loss=0.098317 avg_train_ssim=0.8844 run_seconds=58731.268
epoch 1482 heartbeat: batch=128/455 avg_train_loss=0.101165 avg_train_ssim=0.8811 run_seconds=58741.287
epoch 1482 heartbeat: batch=255/455 avg_train_loss=0.101331 avg_train_ssim=0.8809 run_seconds=58751.300
epoch 1482 heartbeat: batch=389/455 avg_train_loss=0.101216 avg_train_ssim=0.8810 run_seconds=58761.335
epoch 1482: train_loss=0.101266 train_ssim=0.8810 val_loss=0.108096 val_ssim=0.8729 val_psnr=32.46 lr=2.3921552e-05 epoch_seconds=39.142 run_seconds=58770.176 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1483 heartbeat: batch=1/455 avg_train_loss=0.103990 avg_train_ssim=0.8778 run_seconds=58770.487
epoch 1483 heartbeat: batch=128/455 avg_train_loss=0.101314 avg_train_ssim=0.8809 run_seconds=58780.501
epoch 1483 heartbeat: batch=255/455 avg_train_loss=0.101249 avg_train_ssim=0.8810 run_seconds=58790.516
epoch 1483 heartbeat: batch=389/455 avg_train_loss=0.101221 avg_train_ssim=0.8810 run_seconds=58800.541
epoch 1483: train_loss=0.101254 train_ssim=0.8810 val_loss=0.108143 val_ssim=0.8729 val_psnr=32.43 lr=2.7121417e-05 epoch_seconds=39.116 run_seconds=58809.329 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1484 heartbeat: batch=1/455 avg_train_loss=0.099217 avg_train_ssim=0.8834 run_seconds=58809.635
epoch 1484 heartbeat: batch=128/455 avg_train_loss=0.101443 avg_train_ssim=0.8808 run_seconds=58819.679
epoch 1484 heartbeat: batch=255/455 avg_train_loss=0.101326 avg_train_ssim=0.8809 run_seconds=58829.693
epoch 1484 heartbeat: batch=389/455 avg_train_loss=0.101284 avg_train_ssim=0.8809 run_seconds=58839.696
epoch 1484: train_loss=0.101326 train_ssim=0.8809 val_loss=0.108152 val_ssim=0.8729 val_psnr=32.45 lr=3.0629352e-05 epoch_seconds=39.144 run_seconds=58848.510 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1485 heartbeat: batch=1/455 avg_train_loss=0.100176 avg_train_ssim=0.8822 run_seconds=58848.796
epoch 1485 heartbeat: batch=128/455 avg_train_loss=0.101130 avg_train_ssim=0.8811 run_seconds=58858.852
epoch 1485 heartbeat: batch=255/455 avg_train_loss=0.101186 avg_train_ssim=0.8811 run_seconds=58868.885
epoch 1485 heartbeat: batch=389/455 avg_train_loss=0.101283 avg_train_ssim=0.8809 run_seconds=58878.943
epoch 1485: train_loss=0.101286 train_ssim=0.8809 val_loss=0.108138 val_ssim=0.8729 val_psnr=32.45 lr=3.4436906e-05 epoch_seconds=39.257 run_seconds=58887.805 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1486 heartbeat: batch=1/455 avg_train_loss=0.099560 avg_train_ssim=0.8830 run_seconds=58888.087
epoch 1486 heartbeat: batch=128/455 avg_train_loss=0.101124 avg_train_ssim=0.8811 run_seconds=58898.098
epoch 1486 heartbeat: batch=254/455 avg_train_loss=0.101175 avg_train_ssim=0.8811 run_seconds=58908.141
epoch 1486 heartbeat: batch=388/455 avg_train_loss=0.101282 avg_train_ssim=0.8809 run_seconds=58918.177
epoch 1486: train_loss=0.101338 train_ssim=0.8809 val_loss=0.108160 val_ssim=0.8729 val_psnr=32.38 lr=3.8534908e-05 epoch_seconds=39.256 run_seconds=58927.099 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1487 heartbeat: batch=1/455 avg_train_loss=0.100801 avg_train_ssim=0.8815 run_seconds=58927.378
epoch 1487 heartbeat: batch=128/455 avg_train_loss=0.101724 avg_train_ssim=0.8804 run_seconds=58937.409
epoch 1487 heartbeat: batch=255/455 avg_train_loss=0.101495 avg_train_ssim=0.8807 run_seconds=58947.431
epoch 1487 heartbeat: batch=390/455 avg_train_loss=0.101427 avg_train_ssim=0.8808 run_seconds=58957.471
epoch 1487: train_loss=0.101413 train_ssim=0.8808 val_loss=0.108198 val_ssim=0.8728 val_psnr=32.47 lr=4.2913484e-05 epoch_seconds=39.053 run_seconds=58966.190 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1488 heartbeat: batch=1/455 avg_train_loss=0.101330 avg_train_ssim=0.8809 run_seconds=58966.470
epoch 1488 heartbeat: batch=128/455 avg_train_loss=0.101284 avg_train_ssim=0.8809 run_seconds=58976.477
epoch 1488 heartbeat: batch=255/455 avg_train_loss=0.101346 avg_train_ssim=0.8809 run_seconds=58986.483
epoch 1488 heartbeat: batch=388/455 avg_train_loss=0.101449 avg_train_ssim=0.8807 run_seconds=58996.487
epoch 1488: train_loss=0.101385 train_ssim=0.8808 val_loss=0.108199 val_ssim=0.8728 val_psnr=32.46 lr=4.7562087e-05 epoch_seconds=39.158 run_seconds=59005.385 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1489 heartbeat: batch=1/455 avg_train_loss=0.108102 avg_train_ssim=0.8729 run_seconds=59005.670
epoch 1489 heartbeat: batch=128/455 avg_train_loss=0.101629 avg_train_ssim=0.8805 run_seconds=59015.720
epoch 1489 heartbeat: batch=255/455 avg_train_loss=0.101579 avg_train_ssim=0.8806 run_seconds=59025.759
epoch 1489 heartbeat: batch=389/455 avg_train_loss=0.101455 avg_train_ssim=0.8807 run_seconds=59035.791
epoch 1489: train_loss=0.101515 train_ssim=0.8807 val_loss=0.108301 val_ssim=0.8727 val_psnr=32.47 lr=5.2469517e-05 epoch_seconds=39.201 run_seconds=59044.622 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1490 heartbeat: batch=1/455 avg_train_loss=0.099374 avg_train_ssim=0.8832 run_seconds=59044.901
epoch 1490 heartbeat: batch=128/455 avg_train_loss=0.101572 avg_train_ssim=0.8806 run_seconds=59054.907
epoch 1490 heartbeat: batch=255/455 avg_train_loss=0.101551 avg_train_ssim=0.8806 run_seconds=59064.925
epoch 1490 heartbeat: batch=389/455 avg_train_loss=0.101559 avg_train_ssim=0.8806 run_seconds=59074.980
epoch 1490: train_loss=0.101551 train_ssim=0.8806 val_loss=0.108300 val_ssim=0.8727 val_psnr=32.49 lr=5.7623952e-05 epoch_seconds=39.117 run_seconds=59083.776 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1491 heartbeat: batch=1/455 avg_train_loss=0.102642 avg_train_ssim=0.8793 run_seconds=59084.069
epoch 1491 heartbeat: batch=128/455 avg_train_loss=0.101678 avg_train_ssim=0.8805 run_seconds=59094.094
epoch 1491 heartbeat: batch=255/455 avg_train_loss=0.101664 avg_train_ssim=0.8805 run_seconds=59104.107
epoch 1491 heartbeat: batch=389/455 avg_train_loss=0.101437 avg_train_ssim=0.8808 run_seconds=59114.177
epoch 1491: train_loss=0.101497 train_ssim=0.8807 val_loss=0.108379 val_ssim=0.8726 val_psnr=32.32 lr=6.3012974e-05 epoch_seconds=39.237 run_seconds=59123.051 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1492 heartbeat: batch=1/455 avg_train_loss=0.104304 avg_train_ssim=0.8774 run_seconds=59123.358
epoch 1492 heartbeat: batch=128/455 avg_train_loss=0.101613 avg_train_ssim=0.8806 run_seconds=59133.365
epoch 1492 heartbeat: batch=255/455 avg_train_loss=0.101534 avg_train_ssim=0.8806 run_seconds=59143.382
epoch 1492 heartbeat: batch=389/455 avg_train_loss=0.101518 avg_train_ssim=0.8807 run_seconds=59153.410
epoch 1492: train_loss=0.101535 train_ssim=0.8806 val_loss=0.108350 val_ssim=0.8726 val_psnr=32.44 lr=6.8623601e-05 epoch_seconds=39.075 run_seconds=59162.164 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1493 heartbeat: batch=1/455 avg_train_loss=0.101234 avg_train_ssim=0.8810 run_seconds=59162.447
epoch 1493 heartbeat: batch=128/455 avg_train_loss=0.101525 avg_train_ssim=0.8807 run_seconds=59172.485
epoch 1493 heartbeat: batch=255/455 avg_train_loss=0.101570 avg_train_ssim=0.8806 run_seconds=59182.515
epoch 1493 heartbeat: batch=389/455 avg_train_loss=0.101564 avg_train_ssim=0.8806 run_seconds=59192.529
epoch 1493: train_loss=0.101590 train_ssim=0.8806 val_loss=0.108426 val_ssim=0.8725 val_psnr=32.38 lr=7.4442316e-05 epoch_seconds=39.138 run_seconds=59201.342 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1494 heartbeat: batch=1/455 avg_train_loss=0.102171 avg_train_ssim=0.8799 run_seconds=59201.630
epoch 1494 heartbeat: batch=127/455 avg_train_loss=0.102253 avg_train_ssim=0.8798 run_seconds=59211.633
epoch 1494 heartbeat: batch=254/455 avg_train_loss=0.102203 avg_train_ssim=0.8799 run_seconds=59221.694
epoch 1494 heartbeat: batch=388/455 avg_train_loss=0.102017 avg_train_ssim=0.8801 run_seconds=59231.703
epoch 1494: train_loss=0.101958 train_ssim=0.8801 val_loss=0.108464 val_ssim=0.8725 val_psnr=32.42 lr=8.0455102e-05 epoch_seconds=39.204 run_seconds=59240.584 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1495 heartbeat: batch=1/455 avg_train_loss=0.101283 avg_train_ssim=0.8809 run_seconds=59240.884
epoch 1495 heartbeat: batch=128/455 avg_train_loss=0.101285 avg_train_ssim=0.8809 run_seconds=59250.911
epoch 1495 heartbeat: batch=255/455 avg_train_loss=0.101552 avg_train_ssim=0.8806 run_seconds=59260.919
epoch 1495 heartbeat: batch=389/455 avg_train_loss=0.101705 avg_train_ssim=0.8804 run_seconds=59270.978
epoch 1495: train_loss=0.101767 train_ssim=0.8804 val_loss=0.108515 val_ssim=0.8724 val_psnr=32.40 lr=8.6647473e-05 epoch_seconds=39.148 run_seconds=59279.768 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1496 heartbeat: batch=1/455 avg_train_loss=0.102793 avg_train_ssim=0.8792 run_seconds=59280.040
epoch 1496 heartbeat: batch=127/455 avg_train_loss=0.101617 avg_train_ssim=0.8805 run_seconds=59290.080
epoch 1496 heartbeat: batch=254/455 avg_train_loss=0.101714 avg_train_ssim=0.8804 run_seconds=59300.113
epoch 1496 heartbeat: batch=388/455 avg_train_loss=0.101741 avg_train_ssim=0.8804 run_seconds=59310.155
epoch 1496: train_loss=0.101763 train_ssim=0.8804 val_loss=0.108657 val_ssim=0.8723 val_psnr=32.45 lr=9.3004511e-05 epoch_seconds=39.238 run_seconds=59319.043 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1497 heartbeat: batch=1/455 avg_train_loss=0.101381 avg_train_ssim=0.8808 run_seconds=59319.332
epoch 1497 heartbeat: batch=127/455 avg_train_loss=0.101889 avg_train_ssim=0.8802 run_seconds=59329.342
epoch 1497 heartbeat: batch=254/455 avg_train_loss=0.101716 avg_train_ssim=0.8804 run_seconds=59339.361
epoch 1497 heartbeat: batch=388/455 avg_train_loss=0.101686 avg_train_ssim=0.8805 run_seconds=59349.389
epoch 1497: train_loss=0.101762 train_ssim=0.8804 val_loss=0.108415 val_ssim=0.8726 val_psnr=32.44 lr=9.9510902e-05 epoch_seconds=39.163 run_seconds=59358.243 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1498 heartbeat: batch=1/455 avg_train_loss=0.102294 avg_train_ssim=0.8798 run_seconds=59358.518
epoch 1498 heartbeat: batch=128/455 avg_train_loss=0.101622 avg_train_ssim=0.8805 run_seconds=59368.535
epoch 1498 heartbeat: batch=255/455 avg_train_loss=0.101867 avg_train_ssim=0.8803 run_seconds=59378.559
epoch 1498 heartbeat: batch=389/455 avg_train_loss=0.101899 avg_train_ssim=0.8802 run_seconds=59388.610
epoch 1498: train_loss=0.101808 train_ssim=0.8803 val_loss=0.108407 val_ssim=0.8726 val_psnr=32.38 lr=0.00010615097 epoch_seconds=39.166 run_seconds=59397.451 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1499 heartbeat: batch=1/455 avg_train_loss=0.103436 avg_train_ssim=0.8784 run_seconds=59397.723
epoch 1499 heartbeat: batch=128/455 avg_train_loss=0.101657 avg_train_ssim=0.8805 run_seconds=59407.735
epoch 1499 heartbeat: batch=255/455 avg_train_loss=0.101903 avg_train_ssim=0.8802 run_seconds=59417.751
epoch 1499 heartbeat: batch=389/455 avg_train_loss=0.101800 avg_train_ssim=0.8803 run_seconds=59427.764
epoch 1499: train_loss=0.101832 train_ssim=0.8803 val_loss=0.108501 val_ssim=0.8725 val_psnr=32.47 lr=0.00011290872 epoch_seconds=39.098 run_seconds=59436.585 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1500 heartbeat: batch=1/455 avg_train_loss=0.103288 avg_train_ssim=0.8786 run_seconds=59436.861
epoch 1500 heartbeat: batch=128/455 avg_train_loss=0.101740 avg_train_ssim=0.8804 run_seconds=59446.885
epoch 1500 heartbeat: batch=255/455 avg_train_loss=0.101773 avg_train_ssim=0.8804 run_seconds=59456.903
epoch 1500 heartbeat: batch=389/455 avg_train_loss=0.101815 avg_train_ssim=0.8803 run_seconds=59466.927
epoch 1500: train_loss=0.101862 train_ssim=0.8803 val_loss=0.108864 val_ssim=0.8720 val_psnr=32.31 lr=0.00011976787 epoch_seconds=39.075 run_seconds=59475.697 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1501 heartbeat: batch=1/455 avg_train_loss=0.104550 avg_train_ssim=0.8771 run_seconds=59476.013
epoch 1501 heartbeat: batch=128/455 avg_train_loss=0.101912 avg_train_ssim=0.8802 run_seconds=59486.084
epoch 1501 heartbeat: batch=255/455 avg_train_loss=0.101823 avg_train_ssim=0.8803 run_seconds=59496.155
epoch 1501 heartbeat: batch=389/455 avg_train_loss=0.101907 avg_train_ssim=0.8802 run_seconds=59506.202
epoch 1501: train_loss=0.101921 train_ssim=0.8802 val_loss=0.108414 val_ssim=0.8726 val_psnr=32.38 lr=0.0001267119 epoch_seconds=39.248 run_seconds=59514.982 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1502 heartbeat: batch=1/455 avg_train_loss=0.099820 avg_train_ssim=0.8827 run_seconds=59515.260
epoch 1502 heartbeat: batch=128/455 avg_train_loss=0.101779 avg_train_ssim=0.8804 run_seconds=59525.272
epoch 1502 heartbeat: batch=255/455 avg_train_loss=0.101871 avg_train_ssim=0.8802 run_seconds=59535.292
epoch 1502 heartbeat: batch=389/455 avg_train_loss=0.101885 avg_train_ssim=0.8802 run_seconds=59545.313
epoch 1502: train_loss=0.101956 train_ssim=0.8801 val_loss=0.108546 val_ssim=0.8724 val_psnr=32.45 lr=0.00013372408 epoch_seconds=39.034 run_seconds=59554.054 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1503 heartbeat: batch=1/455 avg_train_loss=0.101204 avg_train_ssim=0.8810 run_seconds=59554.358
epoch 1503 heartbeat: batch=128/455 avg_train_loss=0.102042 avg_train_ssim=0.8800 run_seconds=59564.369
epoch 1503 heartbeat: batch=255/455 avg_train_loss=0.102065 avg_train_ssim=0.8800 run_seconds=59574.369
epoch 1503 heartbeat: batch=389/455 avg_train_loss=0.102035 avg_train_ssim=0.8801 run_seconds=59584.391
epoch 1503: train_loss=0.102019 train_ssim=0.8801 val_loss=0.108767 val_ssim=0.8721 val_psnr=32.34 lr=0.00014078751 epoch_seconds=39.103 run_seconds=59593.193 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1504 heartbeat: batch=1/455 avg_train_loss=0.100049 avg_train_ssim=0.8824 run_seconds=59593.463
epoch 1504 heartbeat: batch=128/455 avg_train_loss=0.101709 avg_train_ssim=0.8804 run_seconds=59603.491
epoch 1504 heartbeat: batch=255/455 avg_train_loss=0.101848 avg_train_ssim=0.8803 run_seconds=59613.532
epoch 1504 heartbeat: batch=390/455 avg_train_loss=0.101931 avg_train_ssim=0.8802 run_seconds=59623.558
epoch 1504: train_loss=0.101999 train_ssim=0.8801 val_loss=0.108978 val_ssim=0.8719 val_psnr=32.26 lr=0.00014788519 epoch_seconds=39.058 run_seconds=59632.290 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1505 heartbeat: batch=1/455 avg_train_loss=0.099161 avg_train_ssim=0.8834 run_seconds=59632.573
epoch 1505 heartbeat: batch=128/455 avg_train_loss=0.102008 avg_train_ssim=0.8801 run_seconds=59642.604
epoch 1505 heartbeat: batch=255/455 avg_train_loss=0.102080 avg_train_ssim=0.8800 run_seconds=59652.643
epoch 1505 heartbeat: batch=389/455 avg_train_loss=0.102124 avg_train_ssim=0.8800 run_seconds=59662.690
epoch 1505: train_loss=0.102057 train_ssim=0.8800 val_loss=0.108861 val_ssim=0.8720 val_psnr=32.31 lr=0.000155 epoch_seconds=39.165 run_seconds=59671.495 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1506 heartbeat: batch=1/455 avg_train_loss=0.102392 avg_train_ssim=0.8796 run_seconds=59671.764
epoch 1506 heartbeat: batch=128/455 avg_train_loss=0.102282 avg_train_ssim=0.8798 run_seconds=59681.774
epoch 1506 heartbeat: batch=255/455 avg_train_loss=0.102077 avg_train_ssim=0.8800 run_seconds=59691.785
epoch 1506 heartbeat: batch=390/455 avg_train_loss=0.102094 avg_train_ssim=0.8800 run_seconds=59701.854
epoch 1506: train_loss=0.102150 train_ssim=0.8799 val_loss=0.108738 val_ssim=0.8722 val_psnr=32.38 lr=0.00016211481 epoch_seconds=39.040 run_seconds=59710.570 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1507 heartbeat: batch=1/455 avg_train_loss=0.104344 avg_train_ssim=0.8773 run_seconds=59710.849
epoch 1507 heartbeat: batch=128/455 avg_train_loss=0.103455 avg_train_ssim=0.8784 run_seconds=59720.881
epoch 1507 heartbeat: batch=255/455 avg_train_loss=0.103070 avg_train_ssim=0.8788 run_seconds=59730.898
epoch 1507 heartbeat: batch=389/455 avg_train_loss=0.102875 avg_train_ssim=0.8791 run_seconds=59740.968
epoch 1507: train_loss=0.102892 train_ssim=0.8790 val_loss=0.109301 val_ssim=0.8715 val_psnr=32.36 lr=0.00016921249 epoch_seconds=39.209 run_seconds=59749.819 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1508 heartbeat: batch=1/455 avg_train_loss=0.101555 avg_train_ssim=0.8806 run_seconds=59750.089
epoch 1508 heartbeat: batch=128/455 avg_train_loss=0.102513 avg_train_ssim=0.8795 run_seconds=59760.102
epoch 1508 heartbeat: batch=255/455 avg_train_loss=0.102432 avg_train_ssim=0.8796 run_seconds=59770.127
epoch 1508 heartbeat: batch=389/455 avg_train_loss=0.102324 avg_train_ssim=0.8797 run_seconds=59780.149
epoch 1508: train_loss=0.102342 train_ssim=0.8797 val_loss=0.109114 val_ssim=0.8717 val_psnr=32.38 lr=0.00017627592 epoch_seconds=39.087 run_seconds=59788.942 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1509 heartbeat: batch=1/455 avg_train_loss=0.099271 avg_train_ssim=0.8833 run_seconds=59789.216
epoch 1509 heartbeat: batch=128/455 avg_train_loss=0.102435 avg_train_ssim=0.8796 run_seconds=59799.222
epoch 1509 heartbeat: batch=255/455 avg_train_loss=0.102372 avg_train_ssim=0.8797 run_seconds=59809.237
epoch 1509 heartbeat: batch=388/455 avg_train_loss=0.102354 avg_train_ssim=0.8797 run_seconds=59819.261
epoch 1509: train_loss=0.102303 train_ssim=0.8797 val_loss=0.109185 val_ssim=0.8717 val_psnr=32.34 lr=0.0001832881 epoch_seconds=39.190 run_seconds=59828.168 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1510 heartbeat: batch=1/455 avg_train_loss=0.102459 avg_train_ssim=0.8796 run_seconds=59828.495
epoch 1510 heartbeat: batch=128/455 avg_train_loss=0.102006 avg_train_ssim=0.8801 run_seconds=59838.532
epoch 1510 heartbeat: batch=255/455 avg_train_loss=0.102313 avg_train_ssim=0.8797 run_seconds=59848.554
epoch 1510 heartbeat: batch=389/455 avg_train_loss=0.102392 avg_train_ssim=0.8796 run_seconds=59858.617
epoch 1510: train_loss=0.102381 train_ssim=0.8796 val_loss=0.109035 val_ssim=0.8718 val_psnr=32.43 lr=0.00019023213 epoch_seconds=39.226 run_seconds=59867.431 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1511 heartbeat: batch=1/455 avg_train_loss=0.101473 avg_train_ssim=0.8807 run_seconds=59867.703
epoch 1511 heartbeat: batch=129/455 avg_train_loss=0.102149 avg_train_ssim=0.8799 run_seconds=59877.781
epoch 1511 heartbeat: batch=256/455 avg_train_loss=0.102112 avg_train_ssim=0.8800 run_seconds=59887.804
epoch 1511 heartbeat: batch=390/455 avg_train_loss=0.102282 avg_train_ssim=0.8798 run_seconds=59897.851
epoch 1511: train_loss=0.102293 train_ssim=0.8798 val_loss=0.108833 val_ssim=0.8721 val_psnr=32.29 lr=0.00019709128 epoch_seconds=39.086 run_seconds=59906.553 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1512 heartbeat: batch=1/455 avg_train_loss=0.103655 avg_train_ssim=0.8782 run_seconds=59906.868
epoch 1512 heartbeat: batch=128/455 avg_train_loss=0.102054 avg_train_ssim=0.8800 run_seconds=59916.872
epoch 1512 heartbeat: batch=255/455 avg_train_loss=0.102201 avg_train_ssim=0.8799 run_seconds=59926.896
epoch 1512 heartbeat: batch=388/455 avg_train_loss=0.102210 avg_train_ssim=0.8799 run_seconds=59936.934
epoch 1512: train_loss=0.102266 train_ssim=0.8798 val_loss=0.108969 val_ssim=0.8719 val_psnr=32.42 lr=0.00020384903 epoch_seconds=39.161 run_seconds=59945.753 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1513 heartbeat: batch=1/455 avg_train_loss=0.098996 avg_train_ssim=0.8836 run_seconds=59946.030
epoch 1513 heartbeat: batch=128/455 avg_train_loss=0.101865 avg_train_ssim=0.8803 run_seconds=59956.035
epoch 1513 heartbeat: batch=255/455 avg_train_loss=0.102149 avg_train_ssim=0.8799 run_seconds=59966.055
epoch 1513 heartbeat: batch=389/455 avg_train_loss=0.102400 avg_train_ssim=0.8796 run_seconds=59976.082
epoch 1513: train_loss=0.102346 train_ssim=0.8797 val_loss=0.108831 val_ssim=0.8721 val_psnr=32.46 lr=0.0002104891 epoch_seconds=39.100 run_seconds=59984.891 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1514 heartbeat: batch=1/455 avg_train_loss=0.101507 avg_train_ssim=0.8807 run_seconds=59985.191
epoch 1514 heartbeat: batch=128/455 avg_train_loss=0.102336 avg_train_ssim=0.8797 run_seconds=59995.213
epoch 1514 heartbeat: batch=255/455 avg_train_loss=0.102507 avg_train_ssim=0.8795 run_seconds=60005.232
epoch 1514 heartbeat: batch=389/455 avg_train_loss=0.102504 avg_train_ssim=0.8795 run_seconds=60015.267
epoch 1514: train_loss=0.102431 train_ssim=0.8796 val_loss=0.109340 val_ssim=0.8715 val_psnr=32.41 lr=0.00021699549 epoch_seconds=39.246 run_seconds=60024.176 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1515 heartbeat: batch=1/455 avg_train_loss=0.104426 avg_train_ssim=0.8772 run_seconds=60024.462
epoch 1515 heartbeat: batch=128/455 avg_train_loss=0.102579 avg_train_ssim=0.8794 run_seconds=60034.477
epoch 1515 heartbeat: batch=255/455 avg_train_loss=0.102530 avg_train_ssim=0.8795 run_seconds=60044.479
epoch 1515 heartbeat: batch=389/455 avg_train_loss=0.102578 avg_train_ssim=0.8794 run_seconds=60054.523
epoch 1515: train_loss=0.102515 train_ssim=0.8795 val_loss=0.108885 val_ssim=0.8720 val_psnr=32.42 lr=0.00022335253 epoch_seconds=39.112 run_seconds=60063.325 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1516 heartbeat: batch=1/455 avg_train_loss=0.104936 avg_train_ssim=0.8766 run_seconds=60063.599
epoch 1516 heartbeat: batch=128/455 avg_train_loss=0.102548 avg_train_ssim=0.8795 run_seconds=60073.611
epoch 1516 heartbeat: batch=255/455 avg_train_loss=0.102590 avg_train_ssim=0.8794 run_seconds=60083.625
epoch 1516 heartbeat: batch=389/455 avg_train_loss=0.102660 avg_train_ssim=0.8793 run_seconds=60093.681
epoch 1516: train_loss=0.102597 train_ssim=0.8794 val_loss=0.109339 val_ssim=0.8715 val_psnr=32.23 lr=0.0002295449 epoch_seconds=39.187 run_seconds=60102.550 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1517 heartbeat: batch=1/455 avg_train_loss=0.102490 avg_train_ssim=0.8795 run_seconds=60102.873
epoch 1517 heartbeat: batch=128/455 avg_train_loss=0.102765 avg_train_ssim=0.8792 run_seconds=60112.927
epoch 1517 heartbeat: batch=256/455 avg_train_loss=0.102543 avg_train_ssim=0.8795 run_seconds=60123.008
epoch 1517 heartbeat: batch=390/455 avg_train_loss=0.102621 avg_train_ssim=0.8794 run_seconds=60133.012
epoch 1517: train_loss=0.102529 train_ssim=0.8795 val_loss=0.109211 val_ssim=0.8716 val_psnr=32.26 lr=0.00023555768 epoch_seconds=39.190 run_seconds=60141.775 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1518 heartbeat: batch=1/455 avg_train_loss=0.102660 avg_train_ssim=0.8793 run_seconds=60142.057
epoch 1518 heartbeat: batch=128/455 avg_train_loss=0.102685 avg_train_ssim=0.8793 run_seconds=60152.076
epoch 1518 heartbeat: batch=255/455 avg_train_loss=0.102616 avg_train_ssim=0.8794 run_seconds=60162.093
epoch 1518 heartbeat: batch=389/455 avg_train_loss=0.102532 avg_train_ssim=0.8795 run_seconds=60172.113
epoch 1518: train_loss=0.102517 train_ssim=0.8795 val_loss=0.109258 val_ssim=0.8716 val_psnr=32.39 lr=0.0002413764 epoch_seconds=39.075 run_seconds=60180.887 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1519 heartbeat: batch=1/455 avg_train_loss=0.103240 avg_train_ssim=0.8786 run_seconds=60181.169
epoch 1519 heartbeat: batch=128/455 avg_train_loss=0.102530 avg_train_ssim=0.8795 run_seconds=60191.214
epoch 1519 heartbeat: batch=255/455 avg_train_loss=0.102561 avg_train_ssim=0.8794 run_seconds=60201.228
epoch 1519 heartbeat: batch=389/455 avg_train_loss=0.102580 avg_train_ssim=0.8794 run_seconds=60211.285
epoch 1519: train_loss=0.102601 train_ssim=0.8794 val_loss=0.109077 val_ssim=0.8718 val_psnr=32.23 lr=0.00024698703 epoch_seconds=39.125 run_seconds=60220.051 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1520 heartbeat: batch=1/455 avg_train_loss=0.101342 avg_train_ssim=0.8809 run_seconds=60220.337
epoch 1520 heartbeat: batch=128/455 avg_train_loss=0.102811 avg_train_ssim=0.8791 run_seconds=60230.415
epoch 1520 heartbeat: batch=254/455 avg_train_loss=0.102682 avg_train_ssim=0.8793 run_seconds=60240.416
epoch 1520 heartbeat: batch=388/455 avg_train_loss=0.102595 avg_train_ssim=0.8794 run_seconds=60250.482
epoch 1520: train_loss=0.102573 train_ssim=0.8794 val_loss=0.109225 val_ssim=0.8716 val_psnr=32.33 lr=0.00025237605 epoch_seconds=39.290 run_seconds=60259.380 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1521 heartbeat: batch=1/455 avg_train_loss=0.096761 avg_train_ssim=0.8863 run_seconds=60259.675
epoch 1521 heartbeat: batch=128/455 avg_train_loss=0.102349 avg_train_ssim=0.8797 run_seconds=60269.735
epoch 1521 heartbeat: batch=255/455 avg_train_loss=0.102611 avg_train_ssim=0.8794 run_seconds=60279.785
epoch 1521 heartbeat: batch=389/455 avg_train_loss=0.103138 avg_train_ssim=0.8788 run_seconds=60289.823
epoch 1521: train_loss=0.103217 train_ssim=0.8787 val_loss=0.109878 val_ssim=0.8708 val_psnr=32.24 lr=0.00025753048 epoch_seconds=39.228 run_seconds=60298.651 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1522 heartbeat: batch=1/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=60298.919
epoch 1522 heartbeat: batch=128/455 avg_train_loss=0.103106 avg_train_ssim=0.8788 run_seconds=60308.933
epoch 1522 heartbeat: batch=255/455 avg_train_loss=0.103151 avg_train_ssim=0.8787 run_seconds=60318.946
epoch 1522 heartbeat: batch=390/455 avg_train_loss=0.103068 avg_train_ssim=0.8788 run_seconds=60329.003
epoch 1522: train_loss=0.102972 train_ssim=0.8790 val_loss=0.109212 val_ssim=0.8716 val_psnr=32.35 lr=0.00026243791 epoch_seconds=39.038 run_seconds=60337.725 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1523 heartbeat: batch=1/455 avg_train_loss=0.108210 avg_train_ssim=0.8728 run_seconds=60338.001
epoch 1523 heartbeat: batch=128/455 avg_train_loss=0.103122 avg_train_ssim=0.8788 run_seconds=60348.018
epoch 1523 heartbeat: batch=255/455 avg_train_loss=0.102987 avg_train_ssim=0.8789 run_seconds=60358.048
epoch 1523 heartbeat: batch=389/455 avg_train_loss=0.102877 avg_train_ssim=0.8791 run_seconds=60368.064
epoch 1523: train_loss=0.102858 train_ssim=0.8791 val_loss=0.109360 val_ssim=0.8714 val_psnr=32.39 lr=0.00026708652 epoch_seconds=39.166 run_seconds=60376.928 gpu_index=0 gpu_util_pct=81 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1524 heartbeat: batch=1/455 avg_train_loss=0.101504 avg_train_ssim=0.8807 run_seconds=60377.199
epoch 1524 heartbeat: batch=128/455 avg_train_loss=0.102559 avg_train_ssim=0.8794 run_seconds=60387.213
epoch 1524 heartbeat: batch=255/455 avg_train_loss=0.102606 avg_train_ssim=0.8794 run_seconds=60397.235
epoch 1524 heartbeat: batch=389/455 avg_train_loss=0.102709 avg_train_ssim=0.8793 run_seconds=60407.245
epoch 1524: train_loss=0.102646 train_ssim=0.8793 val_loss=0.109171 val_ssim=0.8717 val_psnr=32.41 lr=0.00027146509 epoch_seconds=39.117 run_seconds=60416.082 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1525 heartbeat: batch=1/455 avg_train_loss=0.099661 avg_train_ssim=0.8828 run_seconds=60416.372
epoch 1525 heartbeat: batch=128/455 avg_train_loss=0.102437 avg_train_ssim=0.8796 run_seconds=60426.377
epoch 1525 heartbeat: batch=255/455 avg_train_loss=0.102651 avg_train_ssim=0.8793 run_seconds=60436.407
epoch 1525 heartbeat: batch=389/455 avg_train_loss=0.102667 avg_train_ssim=0.8793 run_seconds=60446.457
epoch 1525: train_loss=0.102639 train_ssim=0.8793 val_loss=0.109246 val_ssim=0.8716 val_psnr=32.38 lr=0.00027556309 epoch_seconds=39.144 run_seconds=60455.267 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1526 heartbeat: batch=1/455 avg_train_loss=0.101451 avg_train_ssim=0.8807 run_seconds=60455.572
epoch 1526 heartbeat: batch=128/455 avg_train_loss=0.102415 avg_train_ssim=0.8796 run_seconds=60465.575
epoch 1526 heartbeat: batch=255/455 avg_train_loss=0.102433 avg_train_ssim=0.8796 run_seconds=60475.592
epoch 1526 heartbeat: batch=389/455 avg_train_loss=0.102691 avg_train_ssim=0.8793 run_seconds=60485.658
epoch 1526: train_loss=0.102730 train_ssim=0.8792 val_loss=0.109112 val_ssim=0.8717 val_psnr=32.21 lr=0.00027937065 epoch_seconds=39.132 run_seconds=60494.436 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1527 heartbeat: batch=1/455 avg_train_loss=0.102939 avg_train_ssim=0.8790 run_seconds=60494.718
epoch 1527 heartbeat: batch=127/455 avg_train_loss=0.102955 avg_train_ssim=0.8790 run_seconds=60504.743
epoch 1527 heartbeat: batch=254/455 avg_train_loss=0.102730 avg_train_ssim=0.8792 run_seconds=60514.818
epoch 1527 heartbeat: batch=388/455 avg_train_loss=0.102665 avg_train_ssim=0.8793 run_seconds=60524.848
epoch 1527: train_loss=0.102661 train_ssim=0.8793 val_loss=0.109513 val_ssim=0.8713 val_psnr=32.29 lr=0.00028287858 epoch_seconds=39.223 run_seconds=60533.697 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1528 heartbeat: batch=1/455 avg_train_loss=0.100566 avg_train_ssim=0.8818 run_seconds=60533.978
epoch 1528 heartbeat: batch=128/455 avg_train_loss=0.102470 avg_train_ssim=0.8795 run_seconds=60544.032
epoch 1528 heartbeat: batch=255/455 avg_train_loss=0.102750 avg_train_ssim=0.8792 run_seconds=60554.058
epoch 1528 heartbeat: batch=390/455 avg_train_loss=0.102761 avg_train_ssim=0.8792 run_seconds=60564.132
epoch 1528: train_loss=0.102815 train_ssim=0.8791 val_loss=0.109011 val_ssim=0.8719 val_psnr=32.41 lr=0.00028607845 epoch_seconds=39.132 run_seconds=60572.866 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1529 heartbeat: batch=1/455 avg_train_loss=0.102955 avg_train_ssim=0.8790 run_seconds=60573.190
epoch 1529 heartbeat: batch=127/455 avg_train_loss=0.103031 avg_train_ssim=0.8789 run_seconds=60583.212
epoch 1529 heartbeat: batch=253/455 avg_train_loss=0.102943 avg_train_ssim=0.8790 run_seconds=60593.225
epoch 1529 heartbeat: batch=389/455 avg_train_loss=0.102649 avg_train_ssim=0.8793 run_seconds=60603.303
epoch 1529: train_loss=0.102708 train_ssim=0.8793 val_loss=0.109075 val_ssim=0.8718 val_psnr=32.42 lr=0.00028896253 epoch_seconds=39.215 run_seconds=60612.118 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1530 heartbeat: batch=1/455 avg_train_loss=0.102908 avg_train_ssim=0.8790 run_seconds=60612.395
epoch 1530 heartbeat: batch=128/455 avg_train_loss=0.103109 avg_train_ssim=0.8788 run_seconds=60622.437
epoch 1530 heartbeat: batch=255/455 avg_train_loss=0.102810 avg_train_ssim=0.8791 run_seconds=60632.454
epoch 1530 heartbeat: batch=389/455 avg_train_loss=0.102755 avg_train_ssim=0.8792 run_seconds=60642.504
epoch 1530: train_loss=0.102777 train_ssim=0.8792 val_loss=0.109462 val_ssim=0.8713 val_psnr=32.35 lr=0.00029152389 epoch_seconds=39.138 run_seconds=60651.292 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1531 heartbeat: batch=1/455 avg_train_loss=0.105110 avg_train_ssim=0.8765 run_seconds=60651.567
epoch 1531 heartbeat: batch=127/455 avg_train_loss=0.102844 avg_train_ssim=0.8791 run_seconds=60661.569
epoch 1531 heartbeat: batch=254/455 avg_train_loss=0.102920 avg_train_ssim=0.8790 run_seconds=60671.622
epoch 1531 heartbeat: batch=387/455 avg_train_loss=0.102819 avg_train_ssim=0.8791 run_seconds=60681.629
epoch 1531: train_loss=0.102846 train_ssim=0.8791 val_loss=0.109960 val_ssim=0.8708 val_psnr=31.53 lr=0.00029375635 epoch_seconds=39.301 run_seconds=60690.628 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1532 heartbeat: batch=1/455 avg_train_loss=0.100323 avg_train_ssim=0.8821 run_seconds=60690.936
epoch 1532 heartbeat: batch=129/455 avg_train_loss=0.103100 avg_train_ssim=0.8788 run_seconds=60701.014
epoch 1532 heartbeat: batch=256/455 avg_train_loss=0.103060 avg_train_ssim=0.8789 run_seconds=60711.031
epoch 1532 heartbeat: batch=390/455 avg_train_loss=0.103245 avg_train_ssim=0.8786 run_seconds=60721.049
epoch 1532: train_loss=0.103241 train_ssim=0.8786 val_loss=0.109743 val_ssim=0.8710 val_psnr=32.26 lr=0.00029565453 epoch_seconds=39.157 run_seconds=60729.821 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1533 heartbeat: batch=1/455 avg_train_loss=0.103163 avg_train_ssim=0.8787 run_seconds=60730.126
epoch 1533 heartbeat: batch=128/455 avg_train_loss=0.102997 avg_train_ssim=0.8789 run_seconds=60740.153
epoch 1533 heartbeat: batch=255/455 avg_train_loss=0.102926 avg_train_ssim=0.8790 run_seconds=60750.171
epoch 1533 heartbeat: batch=389/455 avg_train_loss=0.102916 avg_train_ssim=0.8790 run_seconds=60760.219
epoch 1533: train_loss=0.102859 train_ssim=0.8791 val_loss=0.109448 val_ssim=0.8713 val_psnr=32.29 lr=0.00029721387 epoch_seconds=39.156 run_seconds=60769.014 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1534 heartbeat: batch=1/455 avg_train_loss=0.101836 avg_train_ssim=0.8803 run_seconds=60769.305
epoch 1534 heartbeat: batch=128/455 avg_train_loss=0.102537 avg_train_ssim=0.8795 run_seconds=60779.330
epoch 1534 heartbeat: batch=255/455 avg_train_loss=0.102671 avg_train_ssim=0.8793 run_seconds=60789.391
epoch 1534 heartbeat: batch=390/455 avg_train_loss=0.102649 avg_train_ssim=0.8793 run_seconds=60799.437
epoch 1534: train_loss=0.102724 train_ssim=0.8792 val_loss=0.109537 val_ssim=0.8712 val_psnr=32.39 lr=0.00029843059 epoch_seconds=39.080 run_seconds=60808.135 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1535 heartbeat: batch=1/455 avg_train_loss=0.105153 avg_train_ssim=0.8764 run_seconds=60808.447
epoch 1535 heartbeat: batch=128/455 avg_train_loss=0.102878 avg_train_ssim=0.8791 run_seconds=60818.452
epoch 1535 heartbeat: batch=255/455 avg_train_loss=0.102817 avg_train_ssim=0.8791 run_seconds=60828.461
epoch 1535 heartbeat: batch=389/455 avg_train_loss=0.102920 avg_train_ssim=0.8790 run_seconds=60838.513
epoch 1535: train_loss=0.102891 train_ssim=0.8791 val_loss=0.109899 val_ssim=0.8708 val_psnr=32.12 lr=0.00029930179 epoch_seconds=39.096 run_seconds=60847.266 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1536 heartbeat: batch=1/455 avg_train_loss=0.100698 avg_train_ssim=0.8816 run_seconds=60847.548
epoch 1536 heartbeat: batch=128/455 avg_train_loss=0.102843 avg_train_ssim=0.8791 run_seconds=60857.576
epoch 1536 heartbeat: batch=255/455 avg_train_loss=0.102644 avg_train_ssim=0.8793 run_seconds=60867.587
epoch 1536 heartbeat: batch=390/455 avg_train_loss=0.102744 avg_train_ssim=0.8792 run_seconds=60877.667
epoch 1536: train_loss=0.102782 train_ssim=0.8792 val_loss=0.109687 val_ssim=0.8711 val_psnr=32.35 lr=0.00029982534 epoch_seconds=39.190 run_seconds=60886.494 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1537 heartbeat: batch=1/455 avg_train_loss=0.103039 avg_train_ssim=0.8789 run_seconds=60886.772
epoch 1537 heartbeat: batch=128/455 avg_train_loss=0.102855 avg_train_ssim=0.8791 run_seconds=60896.786
epoch 1537 heartbeat: batch=255/455 avg_train_loss=0.102768 avg_train_ssim=0.8792 run_seconds=60906.814
epoch 1537 heartbeat: batch=389/455 avg_train_loss=0.102680 avg_train_ssim=0.8793 run_seconds=60916.848
epoch 1537: train_loss=0.102671 train_ssim=0.8793 val_loss=0.109621 val_ssim=0.8711 val_psnr=32.36 lr=0.0003 epoch_seconds=39.114 run_seconds=60925.645 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1538 heartbeat: batch=1/455 avg_train_loss=0.104089 avg_train_ssim=0.8777 run_seconds=60925.929
epoch 1538 heartbeat: batch=128/455 avg_train_loss=0.102828 avg_train_ssim=0.8791 run_seconds=60935.946
epoch 1538 heartbeat: batch=255/455 avg_train_loss=0.102864 avg_train_ssim=0.8791 run_seconds=60945.959
epoch 1538 heartbeat: batch=389/455 avg_train_loss=0.102980 avg_train_ssim=0.8789 run_seconds=60955.997
epoch 1538: train_loss=0.102911 train_ssim=0.8790 val_loss=0.109317 val_ssim=0.8715 val_psnr=32.34 lr=0.00029982534 epoch_seconds=39.110 run_seconds=60964.792 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1539 heartbeat: batch=1/455 avg_train_loss=0.102157 avg_train_ssim=0.8799 run_seconds=60965.060
epoch 1539 heartbeat: batch=128/455 avg_train_loss=0.102828 avg_train_ssim=0.8791 run_seconds=60975.069
epoch 1539 heartbeat: batch=255/455 avg_train_loss=0.102760 avg_train_ssim=0.8792 run_seconds=60985.083
epoch 1539 heartbeat: batch=389/455 avg_train_loss=0.102793 avg_train_ssim=0.8792 run_seconds=60995.099
epoch 1539: train_loss=0.102741 train_ssim=0.8792 val_loss=0.109318 val_ssim=0.8715 val_psnr=32.37 lr=0.00029930179 epoch_seconds=39.056 run_seconds=61003.887 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1540 heartbeat: batch=1/455 avg_train_loss=0.102780 avg_train_ssim=0.8792 run_seconds=61004.165
epoch 1540 heartbeat: batch=128/455 avg_train_loss=0.102100 avg_train_ssim=0.8800 run_seconds=61014.182
epoch 1540 heartbeat: batch=255/455 avg_train_loss=0.102652 avg_train_ssim=0.8793 run_seconds=61024.205
epoch 1540 heartbeat: batch=389/455 avg_train_loss=0.102712 avg_train_ssim=0.8793 run_seconds=61034.241
epoch 1540: train_loss=0.102724 train_ssim=0.8792 val_loss=0.109579 val_ssim=0.8712 val_psnr=32.13 lr=0.00029843059 epoch_seconds=39.078 run_seconds=61043.005 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1541 heartbeat: batch=1/455 avg_train_loss=0.102917 avg_train_ssim=0.8790 run_seconds=61043.291
epoch 1541 heartbeat: batch=128/455 avg_train_loss=0.102660 avg_train_ssim=0.8793 run_seconds=61053.323
epoch 1541 heartbeat: batch=255/455 avg_train_loss=0.102563 avg_train_ssim=0.8794 run_seconds=61063.344
epoch 1541 heartbeat: batch=389/455 avg_train_loss=0.102599 avg_train_ssim=0.8794 run_seconds=61073.381
epoch 1541: train_loss=0.102657 train_ssim=0.8793 val_loss=0.109828 val_ssim=0.8709 val_psnr=32.35 lr=0.00029721387 epoch_seconds=39.138 run_seconds=61082.180 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1542 heartbeat: batch=1/455 avg_train_loss=0.099863 avg_train_ssim=0.8826 run_seconds=61082.454
epoch 1542 heartbeat: batch=127/455 avg_train_loss=0.102627 avg_train_ssim=0.8794 run_seconds=61092.464
epoch 1542 heartbeat: batch=254/455 avg_train_loss=0.102780 avg_train_ssim=0.8792 run_seconds=61102.542
epoch 1542 heartbeat: batch=388/455 avg_train_loss=0.102705 avg_train_ssim=0.8793 run_seconds=61112.588
epoch 1542: train_loss=0.102726 train_ssim=0.8792 val_loss=0.109564 val_ssim=0.8712 val_psnr=32.24 lr=0.00029565453 epoch_seconds=39.233 run_seconds=61121.448 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1543 heartbeat: batch=1/455 avg_train_loss=0.103137 avg_train_ssim=0.8788 run_seconds=61121.735
epoch 1543 heartbeat: batch=128/455 avg_train_loss=0.103063 avg_train_ssim=0.8789 run_seconds=61131.758
epoch 1543 heartbeat: batch=255/455 avg_train_loss=0.103382 avg_train_ssim=0.8785 run_seconds=61141.796
epoch 1543 heartbeat: batch=389/455 avg_train_loss=0.103188 avg_train_ssim=0.8787 run_seconds=61151.849
epoch 1543: train_loss=0.103215 train_ssim=0.8787 val_loss=0.109414 val_ssim=0.8714 val_psnr=32.31 lr=0.00029375635 epoch_seconds=39.135 run_seconds=61160.622 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1544 heartbeat: batch=1/455 avg_train_loss=0.102021 avg_train_ssim=0.8801 run_seconds=61160.903
epoch 1544 heartbeat: batch=127/455 avg_train_loss=0.102474 avg_train_ssim=0.8795 run_seconds=61170.935
epoch 1544 heartbeat: batch=254/455 avg_train_loss=0.102515 avg_train_ssim=0.8795 run_seconds=61180.955
epoch 1544 heartbeat: batch=388/455 avg_train_loss=0.102643 avg_train_ssim=0.8793 run_seconds=61191.015
epoch 1544: train_loss=0.102750 train_ssim=0.8792 val_loss=0.111195 val_ssim=0.8693 val_psnr=32.04 lr=0.00029152389 epoch_seconds=39.248 run_seconds=61199.908 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1545 heartbeat: batch=1/455 avg_train_loss=0.102092 avg_train_ssim=0.8800 run_seconds=61200.192
epoch 1545 heartbeat: batch=128/455 avg_train_loss=0.102848 avg_train_ssim=0.8791 run_seconds=61210.256
epoch 1545 heartbeat: batch=255/455 avg_train_loss=0.102678 avg_train_ssim=0.8793 run_seconds=61220.275
epoch 1545 heartbeat: batch=389/455 avg_train_loss=0.102679 avg_train_ssim=0.8793 run_seconds=61230.298
epoch 1545: train_loss=0.102796 train_ssim=0.8792 val_loss=0.110182 val_ssim=0.8705 val_psnr=32.33 lr=0.00028896253 epoch_seconds=39.139 run_seconds=61239.083 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1546 heartbeat: batch=1/455 avg_train_loss=0.101671 avg_train_ssim=0.8805 run_seconds=61239.363
epoch 1546 heartbeat: batch=127/455 avg_train_loss=0.102589 avg_train_ssim=0.8794 run_seconds=61249.395
epoch 1546 heartbeat: batch=254/455 avg_train_loss=0.102604 avg_train_ssim=0.8794 run_seconds=61259.440
epoch 1546 heartbeat: batch=388/455 avg_train_loss=0.102612 avg_train_ssim=0.8794 run_seconds=61269.496
epoch 1546: train_loss=0.102669 train_ssim=0.8793 val_loss=0.109010 val_ssim=0.8719 val_psnr=32.39 lr=0.00028607845 epoch_seconds=39.244 run_seconds=61278.366 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1547 heartbeat: batch=1/455 avg_train_loss=0.102786 avg_train_ssim=0.8792 run_seconds=61278.687
epoch 1547 heartbeat: batch=128/455 avg_train_loss=0.102567 avg_train_ssim=0.8794 run_seconds=61288.689
epoch 1547 heartbeat: batch=255/455 avg_train_loss=0.102654 avg_train_ssim=0.8793 run_seconds=61298.717
epoch 1547 heartbeat: batch=390/455 avg_train_loss=0.102630 avg_train_ssim=0.8794 run_seconds=61308.797
epoch 1547: train_loss=0.102665 train_ssim=0.8793 val_loss=0.109558 val_ssim=0.8712 val_psnr=32.21 lr=0.00028287858 epoch_seconds=39.115 run_seconds=61317.519 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1548 heartbeat: batch=1/455 avg_train_loss=0.100511 avg_train_ssim=0.8819 run_seconds=61317.791
epoch 1548 heartbeat: batch=128/455 avg_train_loss=0.102570 avg_train_ssim=0.8794 run_seconds=61327.792
epoch 1548 heartbeat: batch=255/455 avg_train_loss=0.102496 avg_train_ssim=0.8795 run_seconds=61337.808
epoch 1548 heartbeat: batch=389/455 avg_train_loss=0.102539 avg_train_ssim=0.8795 run_seconds=61347.832
epoch 1548: train_loss=0.102531 train_ssim=0.8795 val_loss=0.109473 val_ssim=0.8713 val_psnr=32.32 lr=0.00027937065 epoch_seconds=39.094 run_seconds=61356.650 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1549 heartbeat: batch=1/455 avg_train_loss=0.104318 avg_train_ssim=0.8774 run_seconds=61356.929
epoch 1549 heartbeat: batch=127/455 avg_train_loss=0.102608 avg_train_ssim=0.8794 run_seconds=61366.957
epoch 1549 heartbeat: batch=253/455 avg_train_loss=0.102530 avg_train_ssim=0.8795 run_seconds=61376.988
epoch 1549 heartbeat: batch=387/455 avg_train_loss=0.102547 avg_train_ssim=0.8795 run_seconds=61387.040
epoch 1549: train_loss=0.102565 train_ssim=0.8794 val_loss=0.110647 val_ssim=0.8699 val_psnr=32.12 lr=0.00027556309 epoch_seconds=39.342 run_seconds=61396.030 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1550 heartbeat: batch=1/455 avg_train_loss=0.109288 avg_train_ssim=0.8715 run_seconds=61396.333
epoch 1550 heartbeat: batch=127/455 avg_train_loss=0.102673 avg_train_ssim=0.8793 run_seconds=61406.402
epoch 1550 heartbeat: batch=254/455 avg_train_loss=0.102826 avg_train_ssim=0.8791 run_seconds=61416.438
epoch 1550 heartbeat: batch=388/455 avg_train_loss=0.102672 avg_train_ssim=0.8793 run_seconds=61426.461
epoch 1550: train_loss=0.103213 train_ssim=0.8787 val_loss=0.109982 val_ssim=0.8707 val_psnr=32.37 lr=0.00027146509 epoch_seconds=39.265 run_seconds=61435.332 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1551 heartbeat: batch=1/455 avg_train_loss=0.103440 avg_train_ssim=0.8784 run_seconds=61435.608
epoch 1551 heartbeat: batch=128/455 avg_train_loss=0.103331 avg_train_ssim=0.8785 run_seconds=61445.611
epoch 1551 heartbeat: batch=255/455 avg_train_loss=0.102934 avg_train_ssim=0.8790 run_seconds=61455.632
epoch 1551 heartbeat: batch=389/455 avg_train_loss=0.102819 avg_train_ssim=0.8791 run_seconds=61465.668
epoch 1551: train_loss=0.102839 train_ssim=0.8791 val_loss=0.109291 val_ssim=0.8715 val_psnr=32.43 lr=0.00026708652 epoch_seconds=39.069 run_seconds=61474.439 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1552 heartbeat: batch=1/455 avg_train_loss=0.103637 avg_train_ssim=0.8782 run_seconds=61474.712
epoch 1552 heartbeat: batch=128/455 avg_train_loss=0.102589 avg_train_ssim=0.8794 run_seconds=61484.759
epoch 1552 heartbeat: batch=255/455 avg_train_loss=0.102626 avg_train_ssim=0.8794 run_seconds=61494.795
epoch 1552 heartbeat: batch=389/455 avg_train_loss=0.102612 avg_train_ssim=0.8794 run_seconds=61504.843
epoch 1552: train_loss=0.102647 train_ssim=0.8793 val_loss=0.109786 val_ssim=0.8709 val_psnr=32.36 lr=0.00026243791 epoch_seconds=39.147 run_seconds=61513.623 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1553 heartbeat: batch=1/455 avg_train_loss=0.097853 avg_train_ssim=0.8850 run_seconds=61513.903
epoch 1553 heartbeat: batch=128/455 avg_train_loss=0.102464 avg_train_ssim=0.8796 run_seconds=61523.974
epoch 1553 heartbeat: batch=254/455 avg_train_loss=0.102559 avg_train_ssim=0.8794 run_seconds=61533.983
epoch 1553 heartbeat: batch=387/455 avg_train_loss=0.102652 avg_train_ssim=0.8793 run_seconds=61544.007
epoch 1553: train_loss=0.102592 train_ssim=0.8794 val_loss=0.109441 val_ssim=0.8714 val_psnr=32.25 lr=0.00025753048 epoch_seconds=39.335 run_seconds=61552.997 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1554 heartbeat: batch=1/455 avg_train_loss=0.100884 avg_train_ssim=0.8814 run_seconds=61553.282
epoch 1554 heartbeat: batch=128/455 avg_train_loss=0.102182 avg_train_ssim=0.8799 run_seconds=61563.301
epoch 1554 heartbeat: batch=255/455 avg_train_loss=0.102423 avg_train_ssim=0.8796 run_seconds=61573.332
epoch 1554 heartbeat: batch=389/455 avg_train_loss=0.102418 avg_train_ssim=0.8796 run_seconds=61583.342
epoch 1554: train_loss=0.102431 train_ssim=0.8796 val_loss=0.109367 val_ssim=0.8714 val_psnr=32.17 lr=0.00025237605 epoch_seconds=39.119 run_seconds=61592.153 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1555 heartbeat: batch=1/455 avg_train_loss=0.101726 avg_train_ssim=0.8804 run_seconds=61592.431
epoch 1555 heartbeat: batch=128/455 avg_train_loss=0.101966 avg_train_ssim=0.8801 run_seconds=61602.455
epoch 1555 heartbeat: batch=255/455 avg_train_loss=0.102206 avg_train_ssim=0.8799 run_seconds=61612.466
epoch 1555 heartbeat: batch=390/455 avg_train_loss=0.102344 avg_train_ssim=0.8797 run_seconds=61622.527
epoch 1555: train_loss=0.102333 train_ssim=0.8797 val_loss=0.109122 val_ssim=0.8717 val_psnr=32.39 lr=0.00024698703 epoch_seconds=39.100 run_seconds=61631.291 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1556 heartbeat: batch=1/455 avg_train_loss=0.103858 avg_train_ssim=0.8779 run_seconds=61631.567
epoch 1556 heartbeat: batch=126/455 avg_train_loss=0.102134 avg_train_ssim=0.8799 run_seconds=61641.586
epoch 1556 heartbeat: batch=252/455 avg_train_loss=0.102238 avg_train_ssim=0.8798 run_seconds=61651.631
epoch 1556 heartbeat: batch=385/455 avg_train_loss=0.102300 avg_train_ssim=0.8797 run_seconds=61661.669
epoch 1556: train_loss=0.102381 train_ssim=0.8797 val_loss=0.109610 val_ssim=0.8712 val_psnr=32.33 lr=0.0002413764 epoch_seconds=39.467 run_seconds=61670.796 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1557 heartbeat: batch=1/455 avg_train_loss=0.100572 avg_train_ssim=0.8818 run_seconds=61671.071
epoch 1557 heartbeat: batch=128/455 avg_train_loss=0.102080 avg_train_ssim=0.8800 run_seconds=61681.080
epoch 1557 heartbeat: batch=255/455 avg_train_loss=0.102204 avg_train_ssim=0.8799 run_seconds=61691.099
epoch 1557 heartbeat: batch=389/455 avg_train_loss=0.102340 avg_train_ssim=0.8797 run_seconds=61701.101
epoch 1557: train_loss=0.102308 train_ssim=0.8797 val_loss=0.109018 val_ssim=0.8718 val_psnr=32.41 lr=0.00023555768 epoch_seconds=39.092 run_seconds=61709.924 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1558 heartbeat: batch=1/455 avg_train_loss=0.097110 avg_train_ssim=0.8858 run_seconds=61710.210
epoch 1558 heartbeat: batch=128/455 avg_train_loss=0.102462 avg_train_ssim=0.8796 run_seconds=61720.233
epoch 1558 heartbeat: batch=255/455 avg_train_loss=0.102507 avg_train_ssim=0.8795 run_seconds=61730.246
epoch 1558 heartbeat: batch=389/455 avg_train_loss=0.102357 avg_train_ssim=0.8797 run_seconds=61740.266
epoch 1558: train_loss=0.102289 train_ssim=0.8798 val_loss=0.109481 val_ssim=0.8713 val_psnr=32.24 lr=0.0002295449 epoch_seconds=39.074 run_seconds=61749.038 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1559 heartbeat: batch=1/455 avg_train_loss=0.104951 avg_train_ssim=0.8766 run_seconds=61749.329
epoch 1559 heartbeat: batch=128/455 avg_train_loss=0.102190 avg_train_ssim=0.8799 run_seconds=61759.386
epoch 1559 heartbeat: batch=255/455 avg_train_loss=0.102201 avg_train_ssim=0.8799 run_seconds=61769.410
epoch 1559 heartbeat: batch=389/455 avg_train_loss=0.102194 avg_train_ssim=0.8799 run_seconds=61779.437
epoch 1559: train_loss=0.102262 train_ssim=0.8798 val_loss=0.108950 val_ssim=0.8719 val_psnr=32.27 lr=0.00022335253 epoch_seconds=39.136 run_seconds=61788.213 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1560 heartbeat: batch=1/455 avg_train_loss=0.101496 avg_train_ssim=0.8807 run_seconds=61788.488
epoch 1560 heartbeat: batch=128/455 avg_train_loss=0.101862 avg_train_ssim=0.8803 run_seconds=61798.510
epoch 1560 heartbeat: batch=255/455 avg_train_loss=0.101839 avg_train_ssim=0.8803 run_seconds=61808.522
epoch 1560 heartbeat: batch=389/455 avg_train_loss=0.102030 avg_train_ssim=0.8801 run_seconds=61818.539
epoch 1560: train_loss=0.102130 train_ssim=0.8799 val_loss=0.109134 val_ssim=0.8717 val_psnr=32.35 lr=0.00021699549 epoch_seconds=39.054 run_seconds=61827.303 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1561 heartbeat: batch=1/455 avg_train_loss=0.100796 avg_train_ssim=0.8815 run_seconds=61827.604
epoch 1561 heartbeat: batch=128/455 avg_train_loss=0.102232 avg_train_ssim=0.8798 run_seconds=61837.614
epoch 1561 heartbeat: batch=255/455 avg_train_loss=0.102151 avg_train_ssim=0.8799 run_seconds=61847.628
epoch 1561 heartbeat: batch=388/455 avg_train_loss=0.102252 avg_train_ssim=0.8798 run_seconds=61857.699
epoch 1561: train_loss=0.102236 train_ssim=0.8798 val_loss=0.108943 val_ssim=0.8719 val_psnr=32.50 lr=0.0002104891 epoch_seconds=39.236 run_seconds=61866.580 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1562 heartbeat: batch=1/455 avg_train_loss=0.100906 avg_train_ssim=0.8814 run_seconds=61866.884
epoch 1562 heartbeat: batch=129/455 avg_train_loss=0.102039 avg_train_ssim=0.8801 run_seconds=61876.963
epoch 1562 heartbeat: batch=256/455 avg_train_loss=0.102107 avg_train_ssim=0.8800 run_seconds=61886.982
epoch 1562 heartbeat: batch=389/455 avg_train_loss=0.102100 avg_train_ssim=0.8800 run_seconds=61896.990
epoch 1562: train_loss=0.102118 train_ssim=0.8800 val_loss=0.109070 val_ssim=0.8718 val_psnr=32.39 lr=0.00020384903 epoch_seconds=39.134 run_seconds=61905.753 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1563 heartbeat: batch=1/455 avg_train_loss=0.103535 avg_train_ssim=0.8783 run_seconds=61906.044
epoch 1563 heartbeat: batch=128/455 avg_train_loss=0.102068 avg_train_ssim=0.8800 run_seconds=61916.086
epoch 1563 heartbeat: batch=255/455 avg_train_loss=0.102165 avg_train_ssim=0.8799 run_seconds=61926.147
epoch 1563 heartbeat: batch=389/455 avg_train_loss=0.102123 avg_train_ssim=0.8800 run_seconds=61936.179
epoch 1563: train_loss=0.102100 train_ssim=0.8800 val_loss=0.109054 val_ssim=0.8718 val_psnr=32.30 lr=0.00019709128 epoch_seconds=39.155 run_seconds=61944.947 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1564 heartbeat: batch=1/455 avg_train_loss=0.098097 avg_train_ssim=0.8847 run_seconds=61945.248
epoch 1564 heartbeat: batch=128/455 avg_train_loss=0.101822 avg_train_ssim=0.8803 run_seconds=61955.248
epoch 1564 heartbeat: batch=255/455 avg_train_loss=0.102016 avg_train_ssim=0.8801 run_seconds=61965.274
epoch 1564 heartbeat: batch=390/455 avg_train_loss=0.102079 avg_train_ssim=0.8800 run_seconds=61975.354
epoch 1564: train_loss=0.102046 train_ssim=0.8800 val_loss=0.109413 val_ssim=0.8714 val_psnr=32.27 lr=0.00019023213 epoch_seconds=39.073 run_seconds=61984.056 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1565 heartbeat: batch=1/455 avg_train_loss=0.106615 avg_train_ssim=0.8747 run_seconds=61984.334
epoch 1565 heartbeat: batch=128/455 avg_train_loss=0.101924 avg_train_ssim=0.8802 run_seconds=61994.344
epoch 1565 heartbeat: batch=255/455 avg_train_loss=0.102081 avg_train_ssim=0.8800 run_seconds=62004.371
epoch 1565 heartbeat: batch=389/455 avg_train_loss=0.102234 avg_train_ssim=0.8798 run_seconds=62014.388
epoch 1565: train_loss=0.102169 train_ssim=0.8799 val_loss=0.108748 val_ssim=0.8722 val_psnr=32.49 lr=0.0001832881 epoch_seconds=39.117 run_seconds=62023.212 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1566 heartbeat: batch=1/455 avg_train_loss=0.097703 avg_train_ssim=0.8851 run_seconds=62023.500
epoch 1566 heartbeat: batch=126/455 avg_train_loss=0.101837 avg_train_ssim=0.8803 run_seconds=62033.542
epoch 1566 heartbeat: batch=253/455 avg_train_loss=0.101928 avg_train_ssim=0.8802 run_seconds=62043.557
epoch 1566 heartbeat: batch=388/455 avg_train_loss=0.102013 avg_train_ssim=0.8801 run_seconds=62053.614
epoch 1566: train_loss=0.101940 train_ssim=0.8802 val_loss=0.108814 val_ssim=0.8721 val_psnr=32.31 lr=0.00017627592 epoch_seconds=39.222 run_seconds=62062.472 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1567 heartbeat: batch=1/455 avg_train_loss=0.107618 avg_train_ssim=0.8735 run_seconds=62062.775
epoch 1567 heartbeat: batch=128/455 avg_train_loss=0.101797 avg_train_ssim=0.8803 run_seconds=62072.784
epoch 1567 heartbeat: batch=255/455 avg_train_loss=0.101774 avg_train_ssim=0.8804 run_seconds=62082.807
epoch 1567 heartbeat: batch=389/455 avg_train_loss=0.101901 avg_train_ssim=0.8802 run_seconds=62092.823
epoch 1567: train_loss=0.101933 train_ssim=0.8802 val_loss=0.108728 val_ssim=0.8722 val_psnr=32.12 lr=0.00016921249 epoch_seconds=39.098 run_seconds=62101.608 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1568 heartbeat: batch=1/455 avg_train_loss=0.101775 avg_train_ssim=0.8804 run_seconds=62101.885
epoch 1568 heartbeat: batch=128/455 avg_train_loss=0.102070 avg_train_ssim=0.8800 run_seconds=62111.914
epoch 1568 heartbeat: batch=255/455 avg_train_loss=0.101852 avg_train_ssim=0.8803 run_seconds=62121.940
epoch 1568 heartbeat: batch=389/455 avg_train_loss=0.101875 avg_train_ssim=0.8802 run_seconds=62131.993
epoch 1568: train_loss=0.101859 train_ssim=0.8803 val_loss=0.108607 val_ssim=0.8723 val_psnr=32.41 lr=0.00016211481 epoch_seconds=39.121 run_seconds=62140.767 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1569 heartbeat: batch=1/455 avg_train_loss=0.101291 avg_train_ssim=0.8809 run_seconds=62141.046
epoch 1569 heartbeat: batch=128/455 avg_train_loss=0.101775 avg_train_ssim=0.8804 run_seconds=62151.073
epoch 1569 heartbeat: batch=255/455 avg_train_loss=0.101867 avg_train_ssim=0.8803 run_seconds=62161.097
epoch 1569 heartbeat: batch=389/455 avg_train_loss=0.101802 avg_train_ssim=0.8803 run_seconds=62171.114
epoch 1569: train_loss=0.101812 train_ssim=0.8803 val_loss=0.108717 val_ssim=0.8722 val_psnr=32.42 lr=0.000155 epoch_seconds=39.141 run_seconds=62179.943 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1570 heartbeat: batch=1/455 avg_train_loss=0.099754 avg_train_ssim=0.8827 run_seconds=62180.224
epoch 1570 heartbeat: batch=128/455 avg_train_loss=0.101600 avg_train_ssim=0.8806 run_seconds=62190.297
epoch 1570 heartbeat: batch=255/455 avg_train_loss=0.101731 avg_train_ssim=0.8804 run_seconds=62200.370
epoch 1570 heartbeat: batch=389/455 avg_train_loss=0.101809 avg_train_ssim=0.8803 run_seconds=62210.429
epoch 1570: train_loss=0.101803 train_ssim=0.8803 val_loss=0.108829 val_ssim=0.8721 val_psnr=32.33 lr=0.00014788519 epoch_seconds=39.256 run_seconds=62219.237 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1571 heartbeat: batch=1/455 avg_train_loss=0.101399 avg_train_ssim=0.8808 run_seconds=62219.521
epoch 1571 heartbeat: batch=127/455 avg_train_loss=0.101777 avg_train_ssim=0.8804 run_seconds=62229.533
epoch 1571 heartbeat: batch=253/455 avg_train_loss=0.101610 avg_train_ssim=0.8806 run_seconds=62239.604
epoch 1571 heartbeat: batch=387/455 avg_train_loss=0.101648 avg_train_ssim=0.8805 run_seconds=62249.606
epoch 1571: train_loss=0.101693 train_ssim=0.8805 val_loss=0.108600 val_ssim=0.8723 val_psnr=32.39 lr=0.00014078751 epoch_seconds=39.245 run_seconds=62258.519 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1572 heartbeat: batch=1/455 avg_train_loss=0.099690 avg_train_ssim=0.8828 run_seconds=62258.819
epoch 1572 heartbeat: batch=128/455 avg_train_loss=0.101748 avg_train_ssim=0.8804 run_seconds=62268.834
epoch 1572 heartbeat: batch=255/455 avg_train_loss=0.101716 avg_train_ssim=0.8804 run_seconds=62278.858
epoch 1572 heartbeat: batch=390/455 avg_train_loss=0.101720 avg_train_ssim=0.8804 run_seconds=62288.919
epoch 1572: train_loss=0.101696 train_ssim=0.8805 val_loss=0.109049 val_ssim=0.8718 val_psnr=32.28 lr=0.00013372408 epoch_seconds=39.123 run_seconds=62297.680 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1573 heartbeat: batch=1/455 avg_train_loss=0.106105 avg_train_ssim=0.8753 run_seconds=62297.980
epoch 1573 heartbeat: batch=128/455 avg_train_loss=0.101951 avg_train_ssim=0.8802 run_seconds=62308.006
epoch 1573 heartbeat: batch=255/455 avg_train_loss=0.101806 avg_train_ssim=0.8803 run_seconds=62318.055
epoch 1573 heartbeat: batch=389/455 avg_train_loss=0.101772 avg_train_ssim=0.8804 run_seconds=62328.124
epoch 1573: train_loss=0.101700 train_ssim=0.8805 val_loss=0.108489 val_ssim=0.8725 val_psnr=32.32 lr=0.0001267119 epoch_seconds=39.211 run_seconds=62336.927 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1574 heartbeat: batch=1/455 avg_train_loss=0.097828 avg_train_ssim=0.8850 run_seconds=62337.201
epoch 1574 heartbeat: batch=128/455 avg_train_loss=0.101433 avg_train_ssim=0.8808 run_seconds=62347.219
epoch 1574 heartbeat: batch=255/455 avg_train_loss=0.101443 avg_train_ssim=0.8808 run_seconds=62357.244
epoch 1574 heartbeat: batch=389/455 avg_train_loss=0.101580 avg_train_ssim=0.8806 run_seconds=62367.271
epoch 1574: train_loss=0.101585 train_ssim=0.8806 val_loss=0.108625 val_ssim=0.8723 val_psnr=32.35 lr=0.00011976787 epoch_seconds=39.119 run_seconds=62376.083 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1575 heartbeat: batch=1/455 avg_train_loss=0.100367 avg_train_ssim=0.8820 run_seconds=62376.368
epoch 1575 heartbeat: batch=127/455 avg_train_loss=0.101470 avg_train_ssim=0.8807 run_seconds=62386.384
epoch 1575 heartbeat: batch=254/455 avg_train_loss=0.101544 avg_train_ssim=0.8806 run_seconds=62396.398
epoch 1575 heartbeat: batch=388/455 avg_train_loss=0.101458 avg_train_ssim=0.8807 run_seconds=62406.436
epoch 1575: train_loss=0.101546 train_ssim=0.8806 val_loss=0.108550 val_ssim=0.8724 val_psnr=32.47 lr=0.00011290872 epoch_seconds=39.202 run_seconds=62415.322 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1576 heartbeat: batch=1/455 avg_train_loss=0.102779 avg_train_ssim=0.8792 run_seconds=62415.605
epoch 1576 heartbeat: batch=128/455 avg_train_loss=0.101811 avg_train_ssim=0.8803 run_seconds=62425.633
epoch 1576 heartbeat: batch=255/455 avg_train_loss=0.101554 avg_train_ssim=0.8806 run_seconds=62435.660
epoch 1576 heartbeat: batch=389/455 avg_train_loss=0.101575 avg_train_ssim=0.8806 run_seconds=62445.686
epoch 1576: train_loss=0.101559 train_ssim=0.8806 val_loss=0.108375 val_ssim=0.8726 val_psnr=32.34 lr=0.00010615097 epoch_seconds=39.161 run_seconds=62454.520 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1577 heartbeat: batch=1/455 avg_train_loss=0.100946 avg_train_ssim=0.8813 run_seconds=62454.795
epoch 1577 heartbeat: batch=128/455 avg_train_loss=0.101364 avg_train_ssim=0.8808 run_seconds=62464.833
epoch 1577 heartbeat: batch=255/455 avg_train_loss=0.101424 avg_train_ssim=0.8808 run_seconds=62474.857
epoch 1577 heartbeat: batch=389/455 avg_train_loss=0.101475 avg_train_ssim=0.8807 run_seconds=62484.886
epoch 1577: train_loss=0.101481 train_ssim=0.8807 val_loss=0.108300 val_ssim=0.8727 val_psnr=32.41 lr=9.9510902e-05 epoch_seconds=39.121 run_seconds=62493.681 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1578 heartbeat: batch=1/455 avg_train_loss=0.100529 avg_train_ssim=0.8818 run_seconds=62494.005
epoch 1578 heartbeat: batch=128/455 avg_train_loss=0.101492 avg_train_ssim=0.8807 run_seconds=62504.015
epoch 1578 heartbeat: batch=255/455 avg_train_loss=0.101410 avg_train_ssim=0.8808 run_seconds=62514.038
epoch 1578 heartbeat: batch=390/455 avg_train_loss=0.101434 avg_train_ssim=0.8808 run_seconds=62524.100
epoch 1578: train_loss=0.101469 train_ssim=0.8807 val_loss=0.108830 val_ssim=0.8721 val_psnr=32.49 lr=9.3004511e-05 epoch_seconds=39.139 run_seconds=62532.858 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1579 heartbeat: batch=1/455 avg_train_loss=0.103713 avg_train_ssim=0.8781 run_seconds=62533.167
epoch 1579 heartbeat: batch=128/455 avg_train_loss=0.101470 avg_train_ssim=0.8807 run_seconds=62543.188
epoch 1579 heartbeat: batch=255/455 avg_train_loss=0.101528 avg_train_ssim=0.8807 run_seconds=62553.212
epoch 1579 heartbeat: batch=390/455 avg_train_loss=0.101464 avg_train_ssim=0.8807 run_seconds=62563.277
epoch 1579: train_loss=0.101493 train_ssim=0.8807 val_loss=0.108469 val_ssim=0.8725 val_psnr=32.32 lr=8.6647473e-05 epoch_seconds=39.149 run_seconds=62572.045 gpu_index=0 gpu_util_pct=88 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1580 heartbeat: batch=1/455 avg_train_loss=0.104858 avg_train_ssim=0.8768 run_seconds=62572.328
epoch 1580 heartbeat: batch=128/455 avg_train_loss=0.101480 avg_train_ssim=0.8807 run_seconds=62582.349
epoch 1580 heartbeat: batch=255/455 avg_train_loss=0.101268 avg_train_ssim=0.8810 run_seconds=62592.360
epoch 1580 heartbeat: batch=389/455 avg_train_loss=0.101318 avg_train_ssim=0.8809 run_seconds=62602.371
epoch 1580: train_loss=0.101332 train_ssim=0.8809 val_loss=0.108236 val_ssim=0.8728 val_psnr=32.50 lr=8.0455102e-05 epoch_seconds=39.133 run_seconds=62611.217 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1581 heartbeat: batch=1/455 avg_train_loss=0.106042 avg_train_ssim=0.8753 run_seconds=62611.531
epoch 1581 heartbeat: batch=128/455 avg_train_loss=0.101459 avg_train_ssim=0.8807 run_seconds=62621.552
epoch 1581 heartbeat: batch=255/455 avg_train_loss=0.101333 avg_train_ssim=0.8809 run_seconds=62631.567
epoch 1581 heartbeat: batch=389/455 avg_train_loss=0.101322 avg_train_ssim=0.8809 run_seconds=62641.622
epoch 1581: train_loss=0.101350 train_ssim=0.8809 val_loss=0.108242 val_ssim=0.8728 val_psnr=32.45 lr=7.4442316e-05 epoch_seconds=39.183 run_seconds=62650.438 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1582 heartbeat: batch=1/455 avg_train_loss=0.100021 avg_train_ssim=0.8824 run_seconds=62650.726
epoch 1582 heartbeat: batch=127/455 avg_train_loss=0.101067 avg_train_ssim=0.8812 run_seconds=62660.776
epoch 1582 heartbeat: batch=254/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=62670.847
epoch 1582 heartbeat: batch=388/455 avg_train_loss=0.101292 avg_train_ssim=0.8809 run_seconds=62680.884
epoch 1582: train_loss=0.101302 train_ssim=0.8809 val_loss=0.108275 val_ssim=0.8727 val_psnr=32.43 lr=6.8623601e-05 epoch_seconds=39.300 run_seconds=62689.776 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1583 heartbeat: batch=1/455 avg_train_loss=0.103499 avg_train_ssim=0.8783 run_seconds=62690.077
epoch 1583 heartbeat: batch=128/455 avg_train_loss=0.101281 avg_train_ssim=0.8809 run_seconds=62700.102
epoch 1583 heartbeat: batch=255/455 avg_train_loss=0.101191 avg_train_ssim=0.8810 run_seconds=62710.109
epoch 1583 heartbeat: batch=389/455 avg_train_loss=0.101204 avg_train_ssim=0.8810 run_seconds=62720.124
epoch 1583: train_loss=0.101257 train_ssim=0.8810 val_loss=0.108342 val_ssim=0.8726 val_psnr=32.46 lr=6.3012974e-05 epoch_seconds=39.075 run_seconds=62728.888 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1584 heartbeat: batch=1/455 avg_train_loss=0.099835 avg_train_ssim=0.8826 run_seconds=62729.164
epoch 1584 heartbeat: batch=128/455 avg_train_loss=0.101389 avg_train_ssim=0.8808 run_seconds=62739.175
epoch 1584 heartbeat: batch=255/455 avg_train_loss=0.101311 avg_train_ssim=0.8809 run_seconds=62749.192
epoch 1584 heartbeat: batch=389/455 avg_train_loss=0.101215 avg_train_ssim=0.8810 run_seconds=62759.219
epoch 1584: train_loss=0.101220 train_ssim=0.8810 val_loss=0.108105 val_ssim=0.8729 val_psnr=32.52 lr=5.7623952e-05 epoch_seconds=39.043 run_seconds=62767.967 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1585 heartbeat: batch=1/455 avg_train_loss=0.101449 avg_train_ssim=0.8807 run_seconds=62768.238
epoch 1585 heartbeat: batch=128/455 avg_train_loss=0.101108 avg_train_ssim=0.8811 run_seconds=62778.240
epoch 1585 heartbeat: batch=255/455 avg_train_loss=0.101160 avg_train_ssim=0.8811 run_seconds=62788.264
epoch 1585 heartbeat: batch=389/455 avg_train_loss=0.101244 avg_train_ssim=0.8810 run_seconds=62798.275
epoch 1585: train_loss=0.101199 train_ssim=0.8810 val_loss=0.108210 val_ssim=0.8728 val_psnr=32.45 lr=5.2469517e-05 epoch_seconds=39.074 run_seconds=62807.078 gpu_index=0 gpu_util_pct=84 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1586 heartbeat: batch=1/455 avg_train_loss=0.102231 avg_train_ssim=0.8798 run_seconds=62807.356
epoch 1586 heartbeat: batch=128/455 avg_train_loss=0.101172 avg_train_ssim=0.8811 run_seconds=62817.360
epoch 1586 heartbeat: batch=255/455 avg_train_loss=0.101136 avg_train_ssim=0.8811 run_seconds=62827.388
epoch 1586 heartbeat: batch=389/455 avg_train_loss=0.101118 avg_train_ssim=0.8811 run_seconds=62837.393
epoch 1586: train_loss=0.101142 train_ssim=0.8811 val_loss=0.108014 val_ssim=0.8730 val_psnr=32.44 lr=4.7562087e-05 epoch_seconds=39.059 run_seconds=62846.172 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1587 heartbeat: batch=1/455 avg_train_loss=0.100482 avg_train_ssim=0.8819 run_seconds=62846.478
epoch 1587 heartbeat: batch=128/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=62856.490
epoch 1587 heartbeat: batch=255/455 avg_train_loss=0.101148 avg_train_ssim=0.8811 run_seconds=62866.501
epoch 1587 heartbeat: batch=389/455 avg_train_loss=0.101234 avg_train_ssim=0.8810 run_seconds=62876.515
epoch 1587: train_loss=0.101260 train_ssim=0.8810 val_loss=0.108065 val_ssim=0.8730 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=39.095 run_seconds=62885.307 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1588 heartbeat: batch=1/455 avg_train_loss=0.102868 avg_train_ssim=0.8791 run_seconds=62885.580
epoch 1588 heartbeat: batch=128/455 avg_train_loss=0.100843 avg_train_ssim=0.8815 run_seconds=62895.636
epoch 1588 heartbeat: batch=255/455 avg_train_loss=0.101198 avg_train_ssim=0.8810 run_seconds=62905.661
epoch 1588 heartbeat: batch=389/455 avg_train_loss=0.101046 avg_train_ssim=0.8812 run_seconds=62915.672
epoch 1588: train_loss=0.101091 train_ssim=0.8812 val_loss=0.108132 val_ssim=0.8729 val_psnr=32.48 lr=3.8534908e-05 epoch_seconds=39.126 run_seconds=62924.470 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1589 heartbeat: batch=1/455 avg_train_loss=0.099881 avg_train_ssim=0.8826 run_seconds=62924.738
epoch 1589 heartbeat: batch=128/455 avg_train_loss=0.100775 avg_train_ssim=0.8815 run_seconds=62934.739
epoch 1589 heartbeat: batch=255/455 avg_train_loss=0.100886 avg_train_ssim=0.8814 run_seconds=62944.747
epoch 1589 heartbeat: batch=389/455 avg_train_loss=0.101051 avg_train_ssim=0.8812 run_seconds=62954.807
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1589: train_loss=0.101072 train_ssim=0.8812 val_loss=0.107982 val_ssim=0.8731 val_psnr=32.44 lr=3.4436906e-05 epoch_seconds=39.096 run_seconds=62963.603 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1590 heartbeat: batch=1/455 avg_train_loss=0.099512 avg_train_ssim=0.8830 run_seconds=62964.351
epoch 1590 heartbeat: batch=128/455 avg_train_loss=0.101136 avg_train_ssim=0.8811 run_seconds=62974.382
epoch 1590 heartbeat: batch=255/455 avg_train_loss=0.101107 avg_train_ssim=0.8811 run_seconds=62984.384
epoch 1590 heartbeat: batch=389/455 avg_train_loss=0.101101 avg_train_ssim=0.8812 run_seconds=62994.417
epoch 1590: train_loss=0.101029 train_ssim=0.8812 val_loss=0.108052 val_ssim=0.8730 val_psnr=32.45 lr=3.0629352e-05 epoch_seconds=39.126 run_seconds=63003.223 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1591 heartbeat: batch=1/455 avg_train_loss=0.100377 avg_train_ssim=0.8820 run_seconds=63003.497
epoch 1591 heartbeat: batch=128/455 avg_train_loss=0.101024 avg_train_ssim=0.8812 run_seconds=63013.511
epoch 1591 heartbeat: batch=254/455 avg_train_loss=0.101011 avg_train_ssim=0.8813 run_seconds=63023.518
epoch 1591 heartbeat: batch=388/455 avg_train_loss=0.101000 avg_train_ssim=0.8813 run_seconds=63033.597
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1591: train_loss=0.101033 train_ssim=0.8812 val_loss=0.107977 val_ssim=0.8731 val_psnr=32.41 lr=2.7121417e-05 epoch_seconds=39.214 run_seconds=63042.475 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1592 heartbeat: batch=1/455 avg_train_loss=0.099657 avg_train_ssim=0.8828 run_seconds=63043.223
epoch 1592 heartbeat: batch=128/455 avg_train_loss=0.100941 avg_train_ssim=0.8813 run_seconds=63053.230
epoch 1592 heartbeat: batch=255/455 avg_train_loss=0.101070 avg_train_ssim=0.8812 run_seconds=63063.238
epoch 1592 heartbeat: batch=390/455 avg_train_loss=0.100938 avg_train_ssim=0.8813 run_seconds=63073.319
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1592: train_loss=0.100966 train_ssim=0.8813 val_loss=0.107962 val_ssim=0.8731 val_psnr=32.45 lr=2.3921552e-05 epoch_seconds=39.043 run_seconds=63082.026 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1593 heartbeat: batch=1/455 avg_train_loss=0.098485 avg_train_ssim=0.8842 run_seconds=63082.738
epoch 1593 heartbeat: batch=127/455 avg_train_loss=0.100687 avg_train_ssim=0.8816 run_seconds=63092.760
epoch 1593 heartbeat: batch=254/455 avg_train_loss=0.100871 avg_train_ssim=0.8814 run_seconds=63102.834
epoch 1593 heartbeat: batch=388/455 avg_train_loss=0.101032 avg_train_ssim=0.8812 run_seconds=63112.873
epoch 1593: train_loss=0.100967 train_ssim=0.8813 val_loss=0.107970 val_ssim=0.8731 val_psnr=32.43 lr=2.1037468e-05 epoch_seconds=39.275 run_seconds=63121.741 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1594 heartbeat: batch=1/455 avg_train_loss=0.104653 avg_train_ssim=0.8770 run_seconds=63122.025
epoch 1594 heartbeat: batch=127/455 avg_train_loss=0.101082 avg_train_ssim=0.8812 run_seconds=63132.031
epoch 1594 heartbeat: batch=254/455 avg_train_loss=0.101009 avg_train_ssim=0.8813 run_seconds=63142.049
epoch 1594 heartbeat: batch=388/455 avg_train_loss=0.100984 avg_train_ssim=0.8813 run_seconds=63152.051
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1594: train_loss=0.100936 train_ssim=0.8813 val_loss=0.107954 val_ssim=0.8731 val_psnr=32.48 lr=1.8476111e-05 epoch_seconds=39.163 run_seconds=63160.942 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1595 heartbeat: batch=1/455 avg_train_loss=0.101308 avg_train_ssim=0.8809 run_seconds=63161.644
epoch 1595 heartbeat: batch=128/455 avg_train_loss=0.100889 avg_train_ssim=0.8814 run_seconds=63171.691
epoch 1595 heartbeat: batch=258/455 avg_train_loss=0.101056 avg_train_ssim=0.8812 run_seconds=63181.742
epoch 1595 heartbeat: batch=390/455 avg_train_loss=0.101026 avg_train_ssim=0.8812 run_seconds=63191.788
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1595: train_loss=0.100951 train_ssim=0.8813 val_loss=0.107925 val_ssim=0.8731 val_psnr=32.47 lr=1.6243651e-05 epoch_seconds=39.165 run_seconds=63200.556 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1596 heartbeat: batch=1/455 avg_train_loss=0.099033 avg_train_ssim=0.8836 run_seconds=63201.255
epoch 1596 heartbeat: batch=129/455 avg_train_loss=0.100698 avg_train_ssim=0.8816 run_seconds=63211.330
epoch 1596 heartbeat: batch=259/455 avg_train_loss=0.100788 avg_train_ssim=0.8815 run_seconds=63221.363
epoch 1596 heartbeat: batch=390/455 avg_train_loss=0.100821 avg_train_ssim=0.8815 run_seconds=63231.390
epoch 1596: train_loss=0.100881 train_ssim=0.8814 val_loss=0.107925 val_ssim=0.8731 val_psnr=32.45 lr=1.4345468e-05 epoch_seconds=39.047 run_seconds=63240.069 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1597 heartbeat: batch=1/455 avg_train_loss=0.100953 avg_train_ssim=0.8813 run_seconds=63240.356
epoch 1597 heartbeat: batch=127/455 avg_train_loss=0.100899 avg_train_ssim=0.8814 run_seconds=63250.381
epoch 1597 heartbeat: batch=257/455 avg_train_loss=0.100797 avg_train_ssim=0.8815 run_seconds=63260.390
epoch 1597 heartbeat: batch=389/455 avg_train_loss=0.100859 avg_train_ssim=0.8814 run_seconds=63270.438
epoch 1597: train_loss=0.100872 train_ssim=0.8814 val_loss=0.107958 val_ssim=0.8731 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.144 run_seconds=63279.249 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1598 heartbeat: batch=1/455 avg_train_loss=0.102808 avg_train_ssim=0.8792 run_seconds=63279.543
epoch 1598 heartbeat: batch=128/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=63289.545
epoch 1598 heartbeat: batch=258/455 avg_train_loss=0.100725 avg_train_ssim=0.8816 run_seconds=63299.581
epoch 1598 heartbeat: batch=390/455 avg_train_loss=0.100794 avg_train_ssim=0.8815 run_seconds=63309.642
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1598: train_loss=0.100872 train_ssim=0.8814 val_loss=0.107916 val_ssim=0.8731 val_psnr=32.45 lr=1.1569406e-05 epoch_seconds=39.042 run_seconds=63318.331 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1599 heartbeat: batch=1/455 avg_train_loss=0.099909 avg_train_ssim=0.8826 run_seconds=63319.054
epoch 1599 heartbeat: batch=128/455 avg_train_loss=0.100697 avg_train_ssim=0.8816 run_seconds=63329.055
epoch 1599 heartbeat: batch=259/455 avg_train_loss=0.100999 avg_train_ssim=0.8813 run_seconds=63339.091
epoch 1599 heartbeat: batch=390/455 avg_train_loss=0.100881 avg_train_ssim=0.8814 run_seconds=63349.136
epoch 1599: train_loss=0.100908 train_ssim=0.8814 val_loss=0.107955 val_ssim=0.8731 val_psnr=32.47 lr=1.0698215e-05 epoch_seconds=39.015 run_seconds=63357.838 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1600 heartbeat: batch=1/455 avg_train_loss=0.098341 avg_train_ssim=0.8844 run_seconds=63358.112
epoch 1600 heartbeat: batch=128/455 avg_train_loss=0.100435 avg_train_ssim=0.8819 run_seconds=63368.179
epoch 1600 heartbeat: batch=258/455 avg_train_loss=0.100646 avg_train_ssim=0.8817 run_seconds=63378.195
epoch 1600 heartbeat: batch=389/455 avg_train_loss=0.100833 avg_train_ssim=0.8815 run_seconds=63388.221
epoch 1600: train_loss=0.100863 train_ssim=0.8814 val_loss=0.107917 val_ssim=0.8731 val_psnr=32.48 lr=1.0174659e-05 epoch_seconds=39.144 run_seconds=63397.020 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1601 heartbeat: batch=1/455 avg_train_loss=0.103279 avg_train_ssim=0.8786 run_seconds=63397.336
epoch 1601 heartbeat: batch=128/455 avg_train_loss=0.101009 avg_train_ssim=0.8813 run_seconds=63407.341
epoch 1601 heartbeat: batch=259/455 avg_train_loss=0.100911 avg_train_ssim=0.8814 run_seconds=63417.372
epoch 1601 heartbeat: batch=390/455 avg_train_loss=0.100796 avg_train_ssim=0.8815 run_seconds=63427.439
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1601: train_loss=0.100857 train_ssim=0.8814 val_loss=0.107869 val_ssim=0.8732 val_psnr=32.46 lr=1e-05 epoch_seconds=39.102 run_seconds=63436.158 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1602 heartbeat: batch=1/455 avg_train_loss=0.101952 avg_train_ssim=0.8802 run_seconds=63436.769
epoch 1602 heartbeat: batch=128/455 avg_train_loss=0.100796 avg_train_ssim=0.8815 run_seconds=63446.776
epoch 1602 heartbeat: batch=259/455 avg_train_loss=0.101074 avg_train_ssim=0.8812 run_seconds=63456.788
epoch 1602 heartbeat: batch=388/455 avg_train_loss=0.100867 avg_train_ssim=0.8814 run_seconds=63466.826
epoch 1602: train_loss=0.100911 train_ssim=0.8814 val_loss=0.107922 val_ssim=0.8731 val_psnr=32.45 lr=1.0174659e-05 epoch_seconds=39.150 run_seconds=63475.671 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1603 heartbeat: batch=1/455 avg_train_loss=0.100227 avg_train_ssim=0.8822 run_seconds=63475.944
epoch 1603 heartbeat: batch=129/455 avg_train_loss=0.101000 avg_train_ssim=0.8813 run_seconds=63486.021
epoch 1603 heartbeat: batch=260/455 avg_train_loss=0.100857 avg_train_ssim=0.8814 run_seconds=63496.048
epoch 1603 heartbeat: batch=390/455 avg_train_loss=0.100933 avg_train_ssim=0.8814 run_seconds=63506.100
epoch 1603: train_loss=0.100880 train_ssim=0.8814 val_loss=0.107908 val_ssim=0.8732 val_psnr=32.49 lr=1.0698215e-05 epoch_seconds=39.042 run_seconds=63514.751 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1604 heartbeat: batch=1/455 avg_train_loss=0.098795 avg_train_ssim=0.8839 run_seconds=63515.054
epoch 1604 heartbeat: batch=129/455 avg_train_loss=0.100680 avg_train_ssim=0.8816 run_seconds=63525.125
epoch 1604 heartbeat: batch=260/455 avg_train_loss=0.100678 avg_train_ssim=0.8817 run_seconds=63535.160
epoch 1604 heartbeat: batch=390/455 avg_train_loss=0.100846 avg_train_ssim=0.8815 run_seconds=63545.182
epoch 1604: train_loss=0.100876 train_ssim=0.8814 val_loss=0.107893 val_ssim=0.8732 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=39.155 run_seconds=63553.945 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1605 heartbeat: batch=1/455 avg_train_loss=0.102520 avg_train_ssim=0.8795 run_seconds=63554.228
epoch 1605 heartbeat: batch=129/455 avg_train_loss=0.100863 avg_train_ssim=0.8814 run_seconds=63564.299
epoch 1605 heartbeat: batch=260/455 avg_train_loss=0.100865 avg_train_ssim=0.8814 run_seconds=63574.327
epoch 1605 heartbeat: batch=390/455 avg_train_loss=0.100899 avg_train_ssim=0.8814 run_seconds=63584.396
epoch 1605: train_loss=0.100913 train_ssim=0.8814 val_loss=0.107898 val_ssim=0.8732 val_psnr=32.52 lr=1.2786134e-05 epoch_seconds=39.130 run_seconds=63593.113 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1606 heartbeat: batch=1/455 avg_train_loss=0.102801 avg_train_ssim=0.8792 run_seconds=63593.417
epoch 1606 heartbeat: batch=128/455 avg_train_loss=0.101060 avg_train_ssim=0.8812 run_seconds=63603.431
epoch 1606 heartbeat: batch=260/455 avg_train_loss=0.100765 avg_train_ssim=0.8815 run_seconds=63613.475
epoch 1606 heartbeat: batch=393/455 avg_train_loss=0.100812 avg_train_ssim=0.8815 run_seconds=63623.481
epoch 1606: train_loss=0.100898 train_ssim=0.8814 val_loss=0.107928 val_ssim=0.8731 val_psnr=32.46 lr=1.4345468e-05 epoch_seconds=38.863 run_seconds=63632.012 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1607 heartbeat: batch=1/455 avg_train_loss=0.101877 avg_train_ssim=0.8802 run_seconds=63632.285
epoch 1607 heartbeat: batch=128/455 avg_train_loss=0.101175 avg_train_ssim=0.8811 run_seconds=63642.321
epoch 1607 heartbeat: batch=259/455 avg_train_loss=0.100842 avg_train_ssim=0.8815 run_seconds=63652.368
epoch 1607 heartbeat: batch=391/455 avg_train_loss=0.100933 avg_train_ssim=0.8814 run_seconds=63662.437
epoch 1607: train_loss=0.100919 train_ssim=0.8814 val_loss=0.107925 val_ssim=0.8731 val_psnr=32.48 lr=1.6243651e-05 epoch_seconds=39.027 run_seconds=63671.076 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1608 heartbeat: batch=1/455 avg_train_loss=0.099553 avg_train_ssim=0.8830 run_seconds=63671.347
epoch 1608 heartbeat: batch=128/455 avg_train_loss=0.100667 avg_train_ssim=0.8817 run_seconds=63681.364
epoch 1608 heartbeat: batch=258/455 avg_train_loss=0.100939 avg_train_ssim=0.8813 run_seconds=63691.389
epoch 1608 heartbeat: batch=389/455 avg_train_loss=0.100912 avg_train_ssim=0.8814 run_seconds=63701.413
epoch 1608: train_loss=0.100935 train_ssim=0.8813 val_loss=0.107903 val_ssim=0.8732 val_psnr=32.43 lr=1.8476111e-05 epoch_seconds=39.059 run_seconds=63710.172 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1609 heartbeat: batch=1/455 avg_train_loss=0.101865 avg_train_ssim=0.8803 run_seconds=63710.449
epoch 1609 heartbeat: batch=127/455 avg_train_loss=0.101105 avg_train_ssim=0.8811 run_seconds=63720.449
epoch 1609 heartbeat: batch=257/455 avg_train_loss=0.100909 avg_train_ssim=0.8814 run_seconds=63730.471
epoch 1609 heartbeat: batch=388/455 avg_train_loss=0.100895 avg_train_ssim=0.8814 run_seconds=63740.513
epoch 1609: train_loss=0.100937 train_ssim=0.8813 val_loss=0.107952 val_ssim=0.8731 val_psnr=32.47 lr=2.1037468e-05 epoch_seconds=39.149 run_seconds=63749.358 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1610 heartbeat: batch=1/455 avg_train_loss=0.100314 avg_train_ssim=0.8821 run_seconds=63749.654
epoch 1610 heartbeat: batch=127/455 avg_train_loss=0.100809 avg_train_ssim=0.8815 run_seconds=63759.696
epoch 1610 heartbeat: batch=257/455 avg_train_loss=0.100890 avg_train_ssim=0.8814 run_seconds=63769.719
epoch 1610 heartbeat: batch=388/455 avg_train_loss=0.100940 avg_train_ssim=0.8813 run_seconds=63779.719
epoch 1610: train_loss=0.100969 train_ssim=0.8813 val_loss=0.108075 val_ssim=0.8730 val_psnr=32.40 lr=2.3921552e-05 epoch_seconds=39.182 run_seconds=63788.578 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1611 heartbeat: batch=1/455 avg_train_loss=0.100789 avg_train_ssim=0.8815 run_seconds=63788.873
epoch 1611 heartbeat: batch=128/455 avg_train_loss=0.101015 avg_train_ssim=0.8813 run_seconds=63798.889
epoch 1611 heartbeat: batch=258/455 avg_train_loss=0.101002 avg_train_ssim=0.8813 run_seconds=63808.925
epoch 1611 heartbeat: batch=389/455 avg_train_loss=0.100987 avg_train_ssim=0.8813 run_seconds=63818.956
epoch 1611: train_loss=0.100977 train_ssim=0.8813 val_loss=0.107904 val_ssim=0.8732 val_psnr=32.46 lr=2.7121417e-05 epoch_seconds=39.128 run_seconds=63827.745 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1612 heartbeat: batch=1/455 avg_train_loss=0.099416 avg_train_ssim=0.8831 run_seconds=63828.024
epoch 1612 heartbeat: batch=128/455 avg_train_loss=0.100825 avg_train_ssim=0.8815 run_seconds=63838.042
epoch 1612 heartbeat: batch=258/455 avg_train_loss=0.100880 avg_train_ssim=0.8814 run_seconds=63848.049
epoch 1612 heartbeat: batch=389/455 avg_train_loss=0.100966 avg_train_ssim=0.8813 run_seconds=63858.118
epoch 1612: train_loss=0.101002 train_ssim=0.8813 val_loss=0.108161 val_ssim=0.8729 val_psnr=32.47 lr=3.0629352e-05 epoch_seconds=39.121 run_seconds=63866.905 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1613 heartbeat: batch=1/455 avg_train_loss=0.101813 avg_train_ssim=0.8803 run_seconds=63867.190
epoch 1613 heartbeat: batch=128/455 avg_train_loss=0.100866 avg_train_ssim=0.8814 run_seconds=63877.256
epoch 1613 heartbeat: batch=258/455 avg_train_loss=0.101000 avg_train_ssim=0.8813 run_seconds=63887.274
epoch 1613 heartbeat: batch=389/455 avg_train_loss=0.101076 avg_train_ssim=0.8812 run_seconds=63897.319
epoch 1613: train_loss=0.101032 train_ssim=0.8812 val_loss=0.108181 val_ssim=0.8728 val_psnr=32.48 lr=3.4436906e-05 epoch_seconds=39.174 run_seconds=63906.118 gpu_index=0 gpu_util_pct=86 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1614 heartbeat: batch=1/455 avg_train_loss=0.100991 avg_train_ssim=0.8813 run_seconds=63906.405
epoch 1614 heartbeat: batch=128/455 avg_train_loss=0.101351 avg_train_ssim=0.8809 run_seconds=63916.405
epoch 1614 heartbeat: batch=259/455 avg_train_loss=0.101266 avg_train_ssim=0.8810 run_seconds=63926.470
epoch 1614 heartbeat: batch=390/455 avg_train_loss=0.101092 avg_train_ssim=0.8812 run_seconds=63936.479
epoch 1614: train_loss=0.101062 train_ssim=0.8812 val_loss=0.108079 val_ssim=0.8729 val_psnr=32.49 lr=3.8534908e-05 epoch_seconds=39.009 run_seconds=63945.165 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1615 heartbeat: batch=1/455 avg_train_loss=0.100567 avg_train_ssim=0.8818 run_seconds=63945.456
epoch 1615 heartbeat: batch=128/455 avg_train_loss=0.101200 avg_train_ssim=0.8810 run_seconds=63955.461
epoch 1615 heartbeat: batch=258/455 avg_train_loss=0.101199 avg_train_ssim=0.8810 run_seconds=63965.464
epoch 1615 heartbeat: batch=389/455 avg_train_loss=0.101195 avg_train_ssim=0.8810 run_seconds=63975.527
epoch 1615: train_loss=0.101159 train_ssim=0.8811 val_loss=0.107991 val_ssim=0.8731 val_psnr=32.43 lr=4.2913484e-05 epoch_seconds=39.086 run_seconds=63984.287 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1616 heartbeat: batch=1/455 avg_train_loss=0.098558 avg_train_ssim=0.8841 run_seconds=63984.578
epoch 1616 heartbeat: batch=128/455 avg_train_loss=0.101155 avg_train_ssim=0.8811 run_seconds=63994.606
epoch 1616 heartbeat: batch=259/455 avg_train_loss=0.101104 avg_train_ssim=0.8812 run_seconds=64004.668
epoch 1616 heartbeat: batch=390/455 avg_train_loss=0.101081 avg_train_ssim=0.8812 run_seconds=64014.689
epoch 1616: train_loss=0.101103 train_ssim=0.8812 val_loss=0.108113 val_ssim=0.8729 val_psnr=32.49 lr=4.7562087e-05 epoch_seconds=39.037 run_seconds=64023.364 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1617 heartbeat: batch=1/455 avg_train_loss=0.099032 avg_train_ssim=0.8836 run_seconds=64023.702
epoch 1617 heartbeat: batch=128/455 avg_train_loss=0.101088 avg_train_ssim=0.8812 run_seconds=64033.734
epoch 1617 heartbeat: batch=259/455 avg_train_loss=0.101191 avg_train_ssim=0.8810 run_seconds=64043.747
epoch 1617 heartbeat: batch=393/455 avg_train_loss=0.101116 avg_train_ssim=0.8811 run_seconds=64053.779
epoch 1617: train_loss=0.101191 train_ssim=0.8810 val_loss=0.108141 val_ssim=0.8729 val_psnr=32.40 lr=5.2469517e-05 epoch_seconds=38.838 run_seconds=64062.242 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1618 heartbeat: batch=1/455 avg_train_loss=0.101183 avg_train_ssim=0.8811 run_seconds=64062.546
epoch 1618 heartbeat: batch=128/455 avg_train_loss=0.101383 avg_train_ssim=0.8808 run_seconds=64072.558
epoch 1618 heartbeat: batch=258/455 avg_train_loss=0.101131 avg_train_ssim=0.8811 run_seconds=64082.586
epoch 1618 heartbeat: batch=390/455 avg_train_loss=0.101171 avg_train_ssim=0.8811 run_seconds=64092.627
epoch 1618: train_loss=0.101167 train_ssim=0.8811 val_loss=0.108283 val_ssim=0.8727 val_psnr=32.40 lr=5.7623952e-05 epoch_seconds=39.029 run_seconds=64101.307 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1619 heartbeat: batch=1/455 avg_train_loss=0.101215 avg_train_ssim=0.8810 run_seconds=64101.588
epoch 1619 heartbeat: batch=128/455 avg_train_loss=0.101404 avg_train_ssim=0.8808 run_seconds=64111.590
epoch 1619 heartbeat: batch=258/455 avg_train_loss=0.101295 avg_train_ssim=0.8809 run_seconds=64121.618
epoch 1619 heartbeat: batch=390/455 avg_train_loss=0.101272 avg_train_ssim=0.8810 run_seconds=64131.696
epoch 1619: train_loss=0.101222 train_ssim=0.8810 val_loss=0.108225 val_ssim=0.8728 val_psnr=32.45 lr=6.3012974e-05 epoch_seconds=39.040 run_seconds=64140.384 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1620 heartbeat: batch=1/455 avg_train_loss=0.100185 avg_train_ssim=0.8822 run_seconds=64140.656
epoch 1620 heartbeat: batch=128/455 avg_train_loss=0.101343 avg_train_ssim=0.8809 run_seconds=64150.667
epoch 1620 heartbeat: batch=258/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=64160.716
epoch 1620 heartbeat: batch=390/455 avg_train_loss=0.101273 avg_train_ssim=0.8810 run_seconds=64170.776
epoch 1620: train_loss=0.101283 train_ssim=0.8809 val_loss=0.108206 val_ssim=0.8728 val_psnr=32.51 lr=6.8623601e-05 epoch_seconds=39.079 run_seconds=64179.500 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1621 heartbeat: batch=1/455 avg_train_loss=0.103745 avg_train_ssim=0.8780 run_seconds=64179.823
epoch 1621 heartbeat: batch=128/455 avg_train_loss=0.101023 avg_train_ssim=0.8812 run_seconds=64189.829
epoch 1621 heartbeat: batch=258/455 avg_train_loss=0.101384 avg_train_ssim=0.8808 run_seconds=64199.837
epoch 1621 heartbeat: batch=389/455 avg_train_loss=0.101387 avg_train_ssim=0.8808 run_seconds=64209.846
epoch 1621: train_loss=0.101301 train_ssim=0.8809 val_loss=0.108291 val_ssim=0.8727 val_psnr=32.31 lr=7.4442316e-05 epoch_seconds=39.160 run_seconds=64218.697 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1622 heartbeat: batch=1/455 avg_train_loss=0.099443 avg_train_ssim=0.8831 run_seconds=64218.989
epoch 1622 heartbeat: batch=128/455 avg_train_loss=0.101284 avg_train_ssim=0.8809 run_seconds=64229.043
epoch 1622 heartbeat: batch=259/455 avg_train_loss=0.101233 avg_train_ssim=0.8810 run_seconds=64239.119
epoch 1622 heartbeat: batch=391/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=64249.184
epoch 1622: train_loss=0.101314 train_ssim=0.8809 val_loss=0.108648 val_ssim=0.8723 val_psnr=32.27 lr=8.0455102e-05 epoch_seconds=39.094 run_seconds=64257.836 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1623 heartbeat: batch=1/455 avg_train_loss=0.102591 avg_train_ssim=0.8794 run_seconds=64258.104
epoch 1623 heartbeat: batch=128/455 avg_train_loss=0.101478 avg_train_ssim=0.8807 run_seconds=64268.117
epoch 1623 heartbeat: batch=257/455 avg_train_loss=0.101417 avg_train_ssim=0.8808 run_seconds=64278.145
epoch 1623 heartbeat: batch=389/455 avg_train_loss=0.101414 avg_train_ssim=0.8808 run_seconds=64288.215
epoch 1623: train_loss=0.101350 train_ssim=0.8809 val_loss=0.108432 val_ssim=0.8725 val_psnr=32.47 lr=8.6647473e-05 epoch_seconds=39.111 run_seconds=64296.982 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1624 heartbeat: batch=1/455 avg_train_loss=0.100709 avg_train_ssim=0.8816 run_seconds=64297.275
epoch 1624 heartbeat: batch=128/455 avg_train_loss=0.101391 avg_train_ssim=0.8808 run_seconds=64307.291
epoch 1624 heartbeat: batch=258/455 avg_train_loss=0.101497 avg_train_ssim=0.8807 run_seconds=64317.333
epoch 1624 heartbeat: batch=389/455 avg_train_loss=0.101460 avg_train_ssim=0.8807 run_seconds=64327.343
epoch 1624: train_loss=0.101412 train_ssim=0.8808 val_loss=0.108489 val_ssim=0.8725 val_psnr=32.47 lr=9.3004511e-05 epoch_seconds=39.151 run_seconds=64336.171 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1625 heartbeat: batch=1/455 avg_train_loss=0.103764 avg_train_ssim=0.8780 run_seconds=64336.452
epoch 1625 heartbeat: batch=128/455 avg_train_loss=0.101146 avg_train_ssim=0.8811 run_seconds=64346.458
epoch 1625 heartbeat: batch=258/455 avg_train_loss=0.101235 avg_train_ssim=0.8810 run_seconds=64356.478
epoch 1625 heartbeat: batch=389/455 avg_train_loss=0.101334 avg_train_ssim=0.8809 run_seconds=64366.482
epoch 1625: train_loss=0.101392 train_ssim=0.8808 val_loss=0.108368 val_ssim=0.8726 val_psnr=32.38 lr=9.9510902e-05 epoch_seconds=39.069 run_seconds=64375.278 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1626 heartbeat: batch=1/455 avg_train_loss=0.101697 avg_train_ssim=0.8805 run_seconds=64375.562
epoch 1626 heartbeat: batch=127/455 avg_train_loss=0.101390 avg_train_ssim=0.8808 run_seconds=64385.606
epoch 1626 heartbeat: batch=257/455 avg_train_loss=0.101436 avg_train_ssim=0.8808 run_seconds=64395.672
epoch 1626 heartbeat: batch=389/455 avg_train_loss=0.101475 avg_train_ssim=0.8807 run_seconds=64405.736
epoch 1626: train_loss=0.101493 train_ssim=0.8807 val_loss=0.108555 val_ssim=0.8724 val_psnr=32.40 lr=0.00010615097 epoch_seconds=39.253 run_seconds=64414.569 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1627 heartbeat: batch=1/455 avg_train_loss=0.101540 avg_train_ssim=0.8806 run_seconds=64414.885
epoch 1627 heartbeat: batch=128/455 avg_train_loss=0.101491 avg_train_ssim=0.8807 run_seconds=64424.924
epoch 1627 heartbeat: batch=258/455 avg_train_loss=0.101472 avg_train_ssim=0.8807 run_seconds=64434.941
epoch 1627 heartbeat: batch=390/455 avg_train_loss=0.101497 avg_train_ssim=0.8807 run_seconds=64445.019
epoch 1627: train_loss=0.101494 train_ssim=0.8807 val_loss=0.108470 val_ssim=0.8725 val_psnr=32.43 lr=0.00011290872 epoch_seconds=39.106 run_seconds=64453.713 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1628 heartbeat: batch=1/455 avg_train_loss=0.101212 avg_train_ssim=0.8810 run_seconds=64454.023
epoch 1628 heartbeat: batch=127/455 avg_train_loss=0.101855 avg_train_ssim=0.8803 run_seconds=64464.078
epoch 1628 heartbeat: batch=257/455 avg_train_loss=0.101734 avg_train_ssim=0.8804 run_seconds=64474.138
epoch 1628 heartbeat: batch=387/455 avg_train_loss=0.101609 avg_train_ssim=0.8806 run_seconds=64484.181
epoch 1628: train_loss=0.101547 train_ssim=0.8806 val_loss=0.108590 val_ssim=0.8724 val_psnr=32.32 lr=0.00011976787 epoch_seconds=39.358 run_seconds=64493.108 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1629 heartbeat: batch=1/455 avg_train_loss=0.099885 avg_train_ssim=0.8826 run_seconds=64493.384
epoch 1629 heartbeat: batch=129/455 avg_train_loss=0.101679 avg_train_ssim=0.8805 run_seconds=64503.463
epoch 1629 heartbeat: batch=259/455 avg_train_loss=0.101537 avg_train_ssim=0.8806 run_seconds=64513.471
epoch 1629 heartbeat: batch=393/455 avg_train_loss=0.101560 avg_train_ssim=0.8806 run_seconds=64523.472
epoch 1629: train_loss=0.101589 train_ssim=0.8806 val_loss=0.108797 val_ssim=0.8721 val_psnr=32.10 lr=0.0001267119 epoch_seconds=38.824 run_seconds=64531.970 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1630 heartbeat: batch=1/455 avg_train_loss=0.102084 avg_train_ssim=0.8800 run_seconds=64532.294
epoch 1630 heartbeat: batch=128/455 avg_train_loss=0.101772 avg_train_ssim=0.8804 run_seconds=64542.304
epoch 1630 heartbeat: batch=258/455 avg_train_loss=0.101628 avg_train_ssim=0.8805 run_seconds=64552.330
epoch 1630 heartbeat: batch=390/455 avg_train_loss=0.101612 avg_train_ssim=0.8806 run_seconds=64562.401
epoch 1630: train_loss=0.101638 train_ssim=0.8805 val_loss=0.108492 val_ssim=0.8725 val_psnr=32.33 lr=0.00013372408 epoch_seconds=39.093 run_seconds=64571.101 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1631 heartbeat: batch=1/455 avg_train_loss=0.102322 avg_train_ssim=0.8797 run_seconds=64571.418
epoch 1631 heartbeat: batch=128/455 avg_train_loss=0.101546 avg_train_ssim=0.8806 run_seconds=64581.436
epoch 1631 heartbeat: batch=258/455 avg_train_loss=0.101616 avg_train_ssim=0.8805 run_seconds=64591.502
epoch 1631 heartbeat: batch=388/455 avg_train_loss=0.101643 avg_train_ssim=0.8805 run_seconds=64601.567
epoch 1631: train_loss=0.101605 train_ssim=0.8806 val_loss=0.108650 val_ssim=0.8723 val_psnr=32.31 lr=0.00014078751 epoch_seconds=39.301 run_seconds=64610.440 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1632 heartbeat: batch=1/455 avg_train_loss=0.101673 avg_train_ssim=0.8805 run_seconds=64610.715
epoch 1632 heartbeat: batch=128/455 avg_train_loss=0.101879 avg_train_ssim=0.8802 run_seconds=64620.774
epoch 1632 heartbeat: batch=257/455 avg_train_loss=0.101785 avg_train_ssim=0.8804 run_seconds=64630.797
epoch 1632 heartbeat: batch=388/455 avg_train_loss=0.101743 avg_train_ssim=0.8804 run_seconds=64640.798
epoch 1632: train_loss=0.101720 train_ssim=0.8804 val_loss=0.108757 val_ssim=0.8722 val_psnr=32.43 lr=0.00014788519 epoch_seconds=39.160 run_seconds=64649.637 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1633 heartbeat: batch=1/455 avg_train_loss=0.102126 avg_train_ssim=0.8799 run_seconds=64649.917
epoch 1633 heartbeat: batch=129/455 avg_train_loss=0.101638 avg_train_ssim=0.8805 run_seconds=64659.996
epoch 1633 heartbeat: batch=259/455 avg_train_loss=0.101838 avg_train_ssim=0.8803 run_seconds=64670.044
epoch 1633 heartbeat: batch=390/455 avg_train_loss=0.101773 avg_train_ssim=0.8804 run_seconds=64680.083
epoch 1633: train_loss=0.101725 train_ssim=0.8804 val_loss=0.108617 val_ssim=0.8723 val_psnr=32.49 lr=0.000155 epoch_seconds=39.154 run_seconds=64688.829 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1634 heartbeat: batch=1/455 avg_train_loss=0.098739 avg_train_ssim=0.8839 run_seconds=64689.106
epoch 1634 heartbeat: batch=129/455 avg_train_loss=0.101514 avg_train_ssim=0.8807 run_seconds=64699.176
epoch 1634 heartbeat: batch=259/455 avg_train_loss=0.101777 avg_train_ssim=0.8804 run_seconds=64709.226
epoch 1634 heartbeat: batch=391/455 avg_train_loss=0.101806 avg_train_ssim=0.8803 run_seconds=64719.293
epoch 1634: train_loss=0.101764 train_ssim=0.8804 val_loss=0.108599 val_ssim=0.8723 val_psnr=32.25 lr=0.00016211481 epoch_seconds=39.070 run_seconds=64727.935 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1635 heartbeat: batch=1/455 avg_train_loss=0.103146 avg_train_ssim=0.8788 run_seconds=64728.263
epoch 1635 heartbeat: batch=128/455 avg_train_loss=0.101844 avg_train_ssim=0.8803 run_seconds=64738.266
epoch 1635 heartbeat: batch=257/455 avg_train_loss=0.102040 avg_train_ssim=0.8801 run_seconds=64748.314
epoch 1635 heartbeat: batch=389/455 avg_train_loss=0.101985 avg_train_ssim=0.8801 run_seconds=64758.385
epoch 1635: train_loss=0.101953 train_ssim=0.8802 val_loss=0.108748 val_ssim=0.8722 val_psnr=32.42 lr=0.00016921249 epoch_seconds=39.191 run_seconds=64767.164 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1636 heartbeat: batch=1/455 avg_train_loss=0.101380 avg_train_ssim=0.8808 run_seconds=64767.447
epoch 1636 heartbeat: batch=128/455 avg_train_loss=0.101735 avg_train_ssim=0.8804 run_seconds=64777.465
epoch 1636 heartbeat: batch=258/455 avg_train_loss=0.101766 avg_train_ssim=0.8804 run_seconds=64787.487
epoch 1636 heartbeat: batch=390/455 avg_train_loss=0.101893 avg_train_ssim=0.8802 run_seconds=64797.565
epoch 1636: train_loss=0.101910 train_ssim=0.8802 val_loss=0.108810 val_ssim=0.8721 val_psnr=32.32 lr=0.00017627592 epoch_seconds=39.092 run_seconds=64806.292 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1637 heartbeat: batch=1/455 avg_train_loss=0.102236 avg_train_ssim=0.8798 run_seconds=64806.581
epoch 1637 heartbeat: batch=127/455 avg_train_loss=0.101798 avg_train_ssim=0.8803 run_seconds=64816.617
epoch 1637 heartbeat: batch=258/455 avg_train_loss=0.101713 avg_train_ssim=0.8804 run_seconds=64826.689
epoch 1637 heartbeat: batch=390/455 avg_train_loss=0.101771 avg_train_ssim=0.8804 run_seconds=64836.758
epoch 1637: train_loss=0.101842 train_ssim=0.8803 val_loss=0.108725 val_ssim=0.8722 val_psnr=32.33 lr=0.0001832881 epoch_seconds=39.161 run_seconds=64845.491 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1638 heartbeat: batch=1/455 avg_train_loss=0.103418 avg_train_ssim=0.8784 run_seconds=64845.770
epoch 1638 heartbeat: batch=128/455 avg_train_loss=0.101710 avg_train_ssim=0.8804 run_seconds=64855.793
epoch 1638 heartbeat: batch=258/455 avg_train_loss=0.101931 avg_train_ssim=0.8802 run_seconds=64865.820
epoch 1638 heartbeat: batch=390/455 avg_train_loss=0.101913 avg_train_ssim=0.8802 run_seconds=64875.897
epoch 1638: train_loss=0.101932 train_ssim=0.8802 val_loss=0.108889 val_ssim=0.8720 val_psnr=32.41 lr=0.00019023213 epoch_seconds=39.046 run_seconds=64884.576 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1639 heartbeat: batch=1/455 avg_train_loss=0.101936 avg_train_ssim=0.8802 run_seconds=64884.856
epoch 1639 heartbeat: batch=127/455 avg_train_loss=0.101848 avg_train_ssim=0.8803 run_seconds=64894.907
epoch 1639 heartbeat: batch=257/455 avg_train_loss=0.102097 avg_train_ssim=0.8800 run_seconds=64904.943
epoch 1639 heartbeat: batch=388/455 avg_train_loss=0.101992 avg_train_ssim=0.8801 run_seconds=64914.950
epoch 1639: train_loss=0.101993 train_ssim=0.8801 val_loss=0.108958 val_ssim=0.8719 val_psnr=32.43 lr=0.00019709128 epoch_seconds=39.193 run_seconds=64923.807 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1640 heartbeat: batch=1/455 avg_train_loss=0.099446 avg_train_ssim=0.8831 run_seconds=64924.091
epoch 1640 heartbeat: batch=128/455 avg_train_loss=0.102004 avg_train_ssim=0.8801 run_seconds=64934.114
epoch 1640 heartbeat: batch=258/455 avg_train_loss=0.101929 avg_train_ssim=0.8802 run_seconds=64944.140
epoch 1640 heartbeat: batch=388/455 avg_train_loss=0.101953 avg_train_ssim=0.8802 run_seconds=64954.142
epoch 1640: train_loss=0.101952 train_ssim=0.8802 val_loss=0.109235 val_ssim=0.8716 val_psnr=32.06 lr=0.00020384903 epoch_seconds=39.224 run_seconds=64963.069 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1641 heartbeat: batch=1/455 avg_train_loss=0.099082 avg_train_ssim=0.8835 run_seconds=64963.354
epoch 1641 heartbeat: batch=127/455 avg_train_loss=0.102174 avg_train_ssim=0.8799 run_seconds=64973.375
epoch 1641 heartbeat: batch=256/455 avg_train_loss=0.102242 avg_train_ssim=0.8798 run_seconds=64983.376
epoch 1641 heartbeat: batch=386/455 avg_train_loss=0.102078 avg_train_ssim=0.8800 run_seconds=64993.401
epoch 1641: train_loss=0.102046 train_ssim=0.8800 val_loss=0.108706 val_ssim=0.8722 val_psnr=32.41 lr=0.0002104891 epoch_seconds=39.315 run_seconds=65002.423 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1642 heartbeat: batch=1/455 avg_train_loss=0.101663 avg_train_ssim=0.8805 run_seconds=65002.711
epoch 1642 heartbeat: batch=128/455 avg_train_loss=0.102212 avg_train_ssim=0.8798 run_seconds=65012.767
epoch 1642 heartbeat: batch=258/455 avg_train_loss=0.102052 avg_train_ssim=0.8800 run_seconds=65022.799
epoch 1642 heartbeat: batch=389/455 avg_train_loss=0.102186 avg_train_ssim=0.8799 run_seconds=65032.804
epoch 1642: train_loss=0.102091 train_ssim=0.8800 val_loss=0.109135 val_ssim=0.8717 val_psnr=32.31 lr=0.00021699549 epoch_seconds=39.113 run_seconds=65041.572 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1643 heartbeat: batch=1/455 avg_train_loss=0.098032 avg_train_ssim=0.8848 run_seconds=65041.864
epoch 1643 heartbeat: batch=128/455 avg_train_loss=0.102110 avg_train_ssim=0.8800 run_seconds=65051.892
epoch 1643 heartbeat: batch=258/455 avg_train_loss=0.102055 avg_train_ssim=0.8800 run_seconds=65061.906
epoch 1643 heartbeat: batch=389/455 avg_train_loss=0.102088 avg_train_ssim=0.8800 run_seconds=65071.909
epoch 1643: train_loss=0.102118 train_ssim=0.8800 val_loss=0.108793 val_ssim=0.8721 val_psnr=32.18 lr=0.00022335253 epoch_seconds=39.111 run_seconds=65080.725 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1644 heartbeat: batch=1/455 avg_train_loss=0.102564 avg_train_ssim=0.8794 run_seconds=65081.023
epoch 1644 heartbeat: batch=128/455 avg_train_loss=0.102304 avg_train_ssim=0.8797 run_seconds=65091.038
epoch 1644 heartbeat: batch=258/455 avg_train_loss=0.102302 avg_train_ssim=0.8797 run_seconds=65101.054
epoch 1644 heartbeat: batch=390/455 avg_train_loss=0.102242 avg_train_ssim=0.8798 run_seconds=65111.116
epoch 1644: train_loss=0.102196 train_ssim=0.8799 val_loss=0.108869 val_ssim=0.8720 val_psnr=32.37 lr=0.0002295449 epoch_seconds=39.078 run_seconds=65119.840 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1645 heartbeat: batch=1/455 avg_train_loss=0.101307 avg_train_ssim=0.8809 run_seconds=65120.132
epoch 1645 heartbeat: batch=127/455 avg_train_loss=0.101833 avg_train_ssim=0.8803 run_seconds=65130.150
epoch 1645 heartbeat: batch=257/455 avg_train_loss=0.101898 avg_train_ssim=0.8802 run_seconds=65140.187
epoch 1645 heartbeat: batch=389/455 avg_train_loss=0.102047 avg_train_ssim=0.8800 run_seconds=65150.252
epoch 1645: train_loss=0.102078 train_ssim=0.8800 val_loss=0.109841 val_ssim=0.8709 val_psnr=32.24 lr=0.00023555768 epoch_seconds=39.196 run_seconds=65159.073 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1646 heartbeat: batch=1/455 avg_train_loss=0.102849 avg_train_ssim=0.8791 run_seconds=65159.355
epoch 1646 heartbeat: batch=128/455 avg_train_loss=0.102152 avg_train_ssim=0.8799 run_seconds=65169.388
epoch 1646 heartbeat: batch=258/455 avg_train_loss=0.102128 avg_train_ssim=0.8799 run_seconds=65179.463
epoch 1646 heartbeat: batch=389/455 avg_train_loss=0.102162 avg_train_ssim=0.8799 run_seconds=65189.474
epoch 1646: train_loss=0.102215 train_ssim=0.8798 val_loss=0.109075 val_ssim=0.8718 val_psnr=32.35 lr=0.0002413764 epoch_seconds=39.189 run_seconds=65198.299 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1647 heartbeat: batch=1/455 avg_train_loss=0.103386 avg_train_ssim=0.8785 run_seconds=65198.598
epoch 1647 heartbeat: batch=128/455 avg_train_loss=0.102252 avg_train_ssim=0.8798 run_seconds=65208.663
epoch 1647 heartbeat: batch=258/455 avg_train_loss=0.102367 avg_train_ssim=0.8797 run_seconds=65218.707
epoch 1647 heartbeat: batch=389/455 avg_train_loss=0.102320 avg_train_ssim=0.8797 run_seconds=65228.722
epoch 1647: train_loss=0.102333 train_ssim=0.8797 val_loss=0.108895 val_ssim=0.8720 val_psnr=32.38 lr=0.00024698703 epoch_seconds=39.163 run_seconds=65237.497 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1648 heartbeat: batch=1/455 avg_train_loss=0.100773 avg_train_ssim=0.8815 run_seconds=65237.761
epoch 1648 heartbeat: batch=129/455 avg_train_loss=0.102092 avg_train_ssim=0.8800 run_seconds=65247.833
epoch 1648 heartbeat: batch=259/455 avg_train_loss=0.102558 avg_train_ssim=0.8794 run_seconds=65257.852
epoch 1648 heartbeat: batch=390/455 avg_train_loss=0.102507 avg_train_ssim=0.8795 run_seconds=65267.873
epoch 1648: train_loss=0.102476 train_ssim=0.8795 val_loss=0.108946 val_ssim=0.8719 val_psnr=32.42 lr=0.00025237605 epoch_seconds=39.070 run_seconds=65276.604 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1649 heartbeat: batch=1/455 avg_train_loss=0.098982 avg_train_ssim=0.8836 run_seconds=65276.884
epoch 1649 heartbeat: batch=127/455 avg_train_loss=0.102376 avg_train_ssim=0.8797 run_seconds=65286.907
epoch 1649 heartbeat: batch=257/455 avg_train_loss=0.102330 avg_train_ssim=0.8797 run_seconds=65296.928
epoch 1649 heartbeat: batch=388/455 avg_train_loss=0.102228 avg_train_ssim=0.8798 run_seconds=65306.941
epoch 1649: train_loss=0.102248 train_ssim=0.8798 val_loss=0.109245 val_ssim=0.8716 val_psnr=32.08 lr=0.00025753048 epoch_seconds=39.176 run_seconds=65315.818 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22306 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1650 heartbeat: batch=1/455 avg_train_loss=0.104018 avg_train_ssim=0.8777 run_seconds=65316.088
epoch 1650 heartbeat: batch=128/455 avg_train_loss=0.102138 avg_train_ssim=0.8799 run_seconds=65326.107
epoch 1650 heartbeat: batch=256/455 avg_train_loss=0.102409 avg_train_ssim=0.8796 run_seconds=65336.167
epoch 1650 heartbeat: batch=385/455 avg_train_loss=0.102375 avg_train_ssim=0.8797 run_seconds=65346.236
epoch 1650: train_loss=0.102369 train_ssim=0.8797 val_loss=0.109155 val_ssim=0.8717 val_psnr=32.32 lr=0.00026243791 epoch_seconds=39.886 run_seconds=65355.740 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=23468 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1651 heartbeat: batch=1/455 avg_train_loss=0.103793 avg_train_ssim=0.8780 run_seconds=65356.145
epoch 1651 heartbeat: batch=123/455 avg_train_loss=0.102313 avg_train_ssim=0.8797 run_seconds=65366.161
epoch 1651 heartbeat: batch=248/455 avg_train_loss=0.102257 avg_train_ssim=0.8798 run_seconds=65376.192
epoch 1651 heartbeat: batch=376/455 avg_train_loss=0.102309 avg_train_ssim=0.8797 run_seconds=65386.237
epoch 1651: train_loss=0.102335 train_ssim=0.8797 val_loss=0.109118 val_ssim=0.8717 val_psnr=32.28 lr=0.00026708652 epoch_seconds=40.813 run_seconds=65396.605 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=23412 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1652 heartbeat: batch=1/455 avg_train_loss=0.104832 avg_train_ssim=0.8768 run_seconds=65396.997
epoch 1652 heartbeat: batch=123/455 avg_train_loss=0.102541 avg_train_ssim=0.8795 run_seconds=65407.013
epoch 1652 heartbeat: batch=250/455 avg_train_loss=0.102333 avg_train_ssim=0.8797 run_seconds=65417.066
epoch 1652 heartbeat: batch=380/455 avg_train_loss=0.102366 avg_train_ssim=0.8797 run_seconds=65427.081
epoch 1652: train_loss=0.102350 train_ssim=0.8797 val_loss=0.109539 val_ssim=0.8712 val_psnr=32.35 lr=0.00027146509 epoch_seconds=40.609 run_seconds=65437.270 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=23426 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1653 heartbeat: batch=1/455 avg_train_loss=0.100135 avg_train_ssim=0.8823 run_seconds=65437.831
epoch 1653 heartbeat: batch=85/455 avg_train_loss=0.102448 avg_train_ssim=0.8796 run_seconds=65447.851
epoch 1653 heartbeat: batch=168/455 avg_train_loss=0.102359 avg_train_ssim=0.8797 run_seconds=65457.856
epoch 1653 heartbeat: batch=253/455 avg_train_loss=0.102328 avg_train_ssim=0.8797 run_seconds=65467.925
epoch 1653 heartbeat: batch=338/455 avg_train_loss=0.103004 avg_train_ssim=0.8789 run_seconds=65477.938
epoch 1653 heartbeat: batch=421/455 avg_train_loss=0.103140 avg_train_ssim=0.8788 run_seconds=65487.956
epoch 1653: train_loss=0.103170 train_ssim=0.8787 val_loss=0.109570 val_ssim=0.8712 val_psnr=32.42 lr=0.00027556309 epoch_seconds=59.933 run_seconds=65497.248 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23362 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1654 heartbeat: batch=1/455 avg_train_loss=0.102513 avg_train_ssim=0.8795 run_seconds=65497.577
epoch 1654 heartbeat: batch=85/455 avg_train_loss=0.102728 avg_train_ssim=0.8792 run_seconds=65507.699
epoch 1654 heartbeat: batch=168/455 avg_train_loss=0.102425 avg_train_ssim=0.8796 run_seconds=65517.703
epoch 1654 heartbeat: batch=252/455 avg_train_loss=0.102745 avg_train_ssim=0.8792 run_seconds=65527.724
epoch 1654 heartbeat: batch=337/455 avg_train_loss=0.102828 avg_train_ssim=0.8791 run_seconds=65537.799
epoch 1654 heartbeat: batch=420/455 avg_train_loss=0.102777 avg_train_ssim=0.8792 run_seconds=65547.840
epoch 1654: train_loss=0.102817 train_ssim=0.8791 val_loss=0.109909 val_ssim=0.8708 val_psnr=32.03 lr=0.00027937065 epoch_seconds=59.977 run_seconds=65557.262 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23362 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1655 heartbeat: batch=1/455 avg_train_loss=0.098879 avg_train_ssim=0.8838 run_seconds=65557.618
epoch 1655 heartbeat: batch=84/455 avg_train_loss=0.102466 avg_train_ssim=0.8796 run_seconds=65567.642
epoch 1655 heartbeat: batch=167/455 avg_train_loss=0.102654 avg_train_ssim=0.8793 run_seconds=65577.657
epoch 1655 heartbeat: batch=252/455 avg_train_loss=0.102702 avg_train_ssim=0.8793 run_seconds=65587.741
epoch 1655 heartbeat: batch=337/455 avg_train_loss=0.102702 avg_train_ssim=0.8793 run_seconds=65597.809
epoch 1655 heartbeat: batch=421/455 avg_train_loss=0.102611 avg_train_ssim=0.8794 run_seconds=65607.931
epoch 1655: train_loss=0.102639 train_ssim=0.8793 val_loss=0.109106 val_ssim=0.8717 val_psnr=32.46 lr=0.00028287858 epoch_seconds=59.967 run_seconds=65617.266 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23362 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1656 heartbeat: batch=1/455 avg_train_loss=0.105357 avg_train_ssim=0.8762 run_seconds=65617.608
epoch 1656 heartbeat: batch=84/455 avg_train_loss=0.102628 avg_train_ssim=0.8794 run_seconds=65627.619
epoch 1656 heartbeat: batch=167/455 avg_train_loss=0.102596 avg_train_ssim=0.8794 run_seconds=65637.646
epoch 1656 heartbeat: batch=251/455 avg_train_loss=0.102407 avg_train_ssim=0.8796 run_seconds=65647.657
epoch 1656 heartbeat: batch=336/455 avg_train_loss=0.102448 avg_train_ssim=0.8796 run_seconds=65657.745
epoch 1656 heartbeat: batch=419/455 avg_train_loss=0.102482 avg_train_ssim=0.8795 run_seconds=65667.764
epoch 1656: train_loss=0.102496 train_ssim=0.8795 val_loss=0.109364 val_ssim=0.8714 val_psnr=32.30 lr=0.00028607845 epoch_seconds=59.972 run_seconds=65677.277 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23362 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1657 heartbeat: batch=1/455 avg_train_loss=0.104487 avg_train_ssim=0.8772 run_seconds=65677.618
epoch 1657 heartbeat: batch=84/455 avg_train_loss=0.102441 avg_train_ssim=0.8796 run_seconds=65687.621
epoch 1657 heartbeat: batch=167/455 avg_train_loss=0.102372 avg_train_ssim=0.8797 run_seconds=65697.651
epoch 1657 heartbeat: batch=251/455 avg_train_loss=0.102448 avg_train_ssim=0.8796 run_seconds=65707.675
epoch 1657 heartbeat: batch=336/455 avg_train_loss=0.102484 avg_train_ssim=0.8795 run_seconds=65717.734
epoch 1657 heartbeat: batch=419/455 avg_train_loss=0.102486 avg_train_ssim=0.8795 run_seconds=65727.769
epoch 1657: train_loss=0.102429 train_ssim=0.8796 val_loss=0.109027 val_ssim=0.8718 val_psnr=32.29 lr=0.00028896253 epoch_seconds=59.945 run_seconds=65737.261 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=23362 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1658 heartbeat: batch=1/455 avg_train_loss=0.100550 avg_train_ssim=0.8818 run_seconds=65737.584
epoch 1658 heartbeat: batch=84/455 avg_train_loss=0.102460 avg_train_ssim=0.8796 run_seconds=65747.601
epoch 1658 heartbeat: batch=167/455 avg_train_loss=0.102558 avg_train_ssim=0.8794 run_seconds=65757.616
epoch 1658 heartbeat: batch=269/455 avg_train_loss=0.102426 avg_train_ssim=0.8796 run_seconds=65767.639
epoch 1658 heartbeat: batch=399/455 avg_train_loss=0.102421 avg_train_ssim=0.8796 run_seconds=65777.665
epoch 1658: train_loss=0.102381 train_ssim=0.8797 val_loss=0.109558 val_ssim=0.8712 val_psnr=32.19 lr=0.00029152389 epoch_seconds=48.416 run_seconds=65785.715 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1659 heartbeat: batch=1/455 avg_train_loss=0.103425 avg_train_ssim=0.8784 run_seconds=65786.018
epoch 1659 heartbeat: batch=129/455 avg_train_loss=0.102196 avg_train_ssim=0.8799 run_seconds=65796.098
epoch 1659 heartbeat: batch=259/455 avg_train_loss=0.102312 avg_train_ssim=0.8797 run_seconds=65806.126
epoch 1659 heartbeat: batch=390/455 avg_train_loss=0.102336 avg_train_ssim=0.8797 run_seconds=65816.129
epoch 1659: train_loss=0.102426 train_ssim=0.8796 val_loss=0.109401 val_ssim=0.8714 val_psnr=31.94 lr=0.00029375635 epoch_seconds=39.062 run_seconds=65824.814 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1660 heartbeat: batch=1/455 avg_train_loss=0.100241 avg_train_ssim=0.8822 run_seconds=65825.105
epoch 1660 heartbeat: batch=127/455 avg_train_loss=0.102494 avg_train_ssim=0.8795 run_seconds=65835.135
epoch 1660 heartbeat: batch=257/455 avg_train_loss=0.102652 avg_train_ssim=0.8793 run_seconds=65845.185
epoch 1660 heartbeat: batch=388/455 avg_train_loss=0.102605 avg_train_ssim=0.8794 run_seconds=65855.187
epoch 1660: train_loss=0.102564 train_ssim=0.8794 val_loss=0.109379 val_ssim=0.8714 val_psnr=32.04 lr=0.00029565453 epoch_seconds=39.171 run_seconds=65864.023 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1661 heartbeat: batch=1/455 avg_train_loss=0.100640 avg_train_ssim=0.8817 run_seconds=65864.291
epoch 1661 heartbeat: batch=128/455 avg_train_loss=0.102199 avg_train_ssim=0.8799 run_seconds=65874.299
epoch 1661 heartbeat: batch=258/455 avg_train_loss=0.102329 avg_train_ssim=0.8797 run_seconds=65884.348
epoch 1661 heartbeat: batch=389/455 avg_train_loss=0.103179 avg_train_ssim=0.8787 run_seconds=65894.353
epoch 1661: train_loss=0.103217 train_ssim=0.8787 val_loss=0.109612 val_ssim=0.8711 val_psnr=32.36 lr=0.00029721387 epoch_seconds=39.059 run_seconds=65903.118 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1662 heartbeat: batch=1/455 avg_train_loss=0.103874 avg_train_ssim=0.8779 run_seconds=65903.396
epoch 1662 heartbeat: batch=129/455 avg_train_loss=0.102656 avg_train_ssim=0.8793 run_seconds=65913.473
epoch 1662 heartbeat: batch=259/455 avg_train_loss=0.102641 avg_train_ssim=0.8793 run_seconds=65923.514
epoch 1662 heartbeat: batch=391/455 avg_train_loss=0.102704 avg_train_ssim=0.8793 run_seconds=65933.563
epoch 1662: train_loss=0.102711 train_ssim=0.8793 val_loss=0.109601 val_ssim=0.8712 val_psnr=32.31 lr=0.00029843059 epoch_seconds=39.081 run_seconds=65942.235 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1663 heartbeat: batch=1/455 avg_train_loss=0.101565 avg_train_ssim=0.8806 run_seconds=65942.530
epoch 1663 heartbeat: batch=128/455 avg_train_loss=0.102450 avg_train_ssim=0.8796 run_seconds=65952.560
epoch 1663 heartbeat: batch=257/455 avg_train_loss=0.102507 avg_train_ssim=0.8795 run_seconds=65962.579
epoch 1663 heartbeat: batch=388/455 avg_train_loss=0.102497 avg_train_ssim=0.8795 run_seconds=65972.601
epoch 1663: train_loss=0.102535 train_ssim=0.8795 val_loss=0.109861 val_ssim=0.8709 val_psnr=32.04 lr=0.00029930179 epoch_seconds=39.237 run_seconds=65981.509 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1664 heartbeat: batch=1/455 avg_train_loss=0.108182 avg_train_ssim=0.8728 run_seconds=65981.790
epoch 1664 heartbeat: batch=129/455 avg_train_loss=0.102513 avg_train_ssim=0.8795 run_seconds=65991.863
epoch 1664 heartbeat: batch=259/455 avg_train_loss=0.102620 avg_train_ssim=0.8794 run_seconds=66001.913
epoch 1664 heartbeat: batch=391/455 avg_train_loss=0.102524 avg_train_ssim=0.8795 run_seconds=66011.981
epoch 1664: train_loss=0.102503 train_ssim=0.8795 val_loss=0.109434 val_ssim=0.8714 val_psnr=32.25 lr=0.00029982534 epoch_seconds=39.058 run_seconds=66020.603 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1665 heartbeat: batch=1/455 avg_train_loss=0.103984 avg_train_ssim=0.8778 run_seconds=66020.903
epoch 1665 heartbeat: batch=128/455 avg_train_loss=0.102264 avg_train_ssim=0.8798 run_seconds=66030.939
epoch 1665 heartbeat: batch=258/455 avg_train_loss=0.102500 avg_train_ssim=0.8795 run_seconds=66040.987
epoch 1665 heartbeat: batch=390/455 avg_train_loss=0.102399 avg_train_ssim=0.8796 run_seconds=66051.050
epoch 1665: train_loss=0.102376 train_ssim=0.8797 val_loss=0.109609 val_ssim=0.8712 val_psnr=32.25 lr=0.0003 epoch_seconds=39.165 run_seconds=66059.804 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1666 heartbeat: batch=1/455 avg_train_loss=0.103651 avg_train_ssim=0.8782 run_seconds=66060.090
epoch 1666 heartbeat: batch=128/455 avg_train_loss=0.102402 avg_train_ssim=0.8796 run_seconds=66070.104
epoch 1666 heartbeat: batch=258/455 avg_train_loss=0.102335 avg_train_ssim=0.8797 run_seconds=66080.150
epoch 1666 heartbeat: batch=389/455 avg_train_loss=0.102181 avg_train_ssim=0.8799 run_seconds=66090.159
epoch 1666: train_loss=0.102313 train_ssim=0.8797 val_loss=0.109116 val_ssim=0.8717 val_psnr=32.18 lr=0.00029982534 epoch_seconds=39.113 run_seconds=66098.958 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1667 heartbeat: batch=1/455 avg_train_loss=0.099647 avg_train_ssim=0.8829 run_seconds=66099.252
epoch 1667 heartbeat: batch=128/455 avg_train_loss=0.102086 avg_train_ssim=0.8800 run_seconds=66109.269
epoch 1667 heartbeat: batch=258/455 avg_train_loss=0.102241 avg_train_ssim=0.8798 run_seconds=66119.331
epoch 1667 heartbeat: batch=390/455 avg_train_loss=0.102341 avg_train_ssim=0.8797 run_seconds=66129.372
epoch 1667: train_loss=0.102400 train_ssim=0.8796 val_loss=0.109339 val_ssim=0.8715 val_psnr=32.37 lr=0.00029930179 epoch_seconds=39.107 run_seconds=66138.105 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1668 heartbeat: batch=1/455 avg_train_loss=0.106083 avg_train_ssim=0.8753 run_seconds=66138.395
epoch 1668 heartbeat: batch=127/455 avg_train_loss=0.102259 avg_train_ssim=0.8798 run_seconds=66148.423
epoch 1668 heartbeat: batch=256/455 avg_train_loss=0.102218 avg_train_ssim=0.8798 run_seconds=66158.425
epoch 1668 heartbeat: batch=388/455 avg_train_loss=0.102369 avg_train_ssim=0.8797 run_seconds=66168.441
epoch 1668: train_loss=0.102353 train_ssim=0.8797 val_loss=0.109100 val_ssim=0.8718 val_psnr=32.34 lr=0.00029843059 epoch_seconds=39.147 run_seconds=66177.290 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1669 heartbeat: batch=1/455 avg_train_loss=0.103461 avg_train_ssim=0.8784 run_seconds=66177.572
epoch 1669 heartbeat: batch=128/455 avg_train_loss=0.101966 avg_train_ssim=0.8801 run_seconds=66187.598
epoch 1669 heartbeat: batch=258/455 avg_train_loss=0.102157 avg_train_ssim=0.8799 run_seconds=66197.625
epoch 1669 heartbeat: batch=390/455 avg_train_loss=0.102307 avg_train_ssim=0.8797 run_seconds=66207.696
epoch 1669: train_loss=0.102283 train_ssim=0.8798 val_loss=0.109018 val_ssim=0.8718 val_psnr=32.27 lr=0.00029721387 epoch_seconds=39.104 run_seconds=66216.432 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1670 heartbeat: batch=1/455 avg_train_loss=0.098461 avg_train_ssim=0.8843 run_seconds=66216.735
epoch 1670 heartbeat: batch=129/455 avg_train_loss=0.102302 avg_train_ssim=0.8797 run_seconds=66226.813
epoch 1670 heartbeat: batch=259/455 avg_train_loss=0.102430 avg_train_ssim=0.8796 run_seconds=66236.857
epoch 1670 heartbeat: batch=391/455 avg_train_loss=0.102416 avg_train_ssim=0.8796 run_seconds=66246.882
epoch 1670: train_loss=0.102315 train_ssim=0.8797 val_loss=0.108809 val_ssim=0.8721 val_psnr=32.37 lr=0.00029565453 epoch_seconds=39.040 run_seconds=66255.509 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1671 heartbeat: batch=1/455 avg_train_loss=0.102998 avg_train_ssim=0.8789 run_seconds=66255.791
epoch 1671 heartbeat: batch=128/455 avg_train_loss=0.101975 avg_train_ssim=0.8801 run_seconds=66265.812
epoch 1671 heartbeat: batch=258/455 avg_train_loss=0.101992 avg_train_ssim=0.8801 run_seconds=66275.852
epoch 1671 heartbeat: batch=390/455 avg_train_loss=0.102106 avg_train_ssim=0.8800 run_seconds=66285.891
epoch 1671: train_loss=0.102217 train_ssim=0.8798 val_loss=0.127707 val_ssim=0.8501 val_psnr=28.35 lr=0.00029375635 epoch_seconds=39.104 run_seconds=66294.651 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1672 heartbeat: batch=1/455 avg_train_loss=0.102639 avg_train_ssim=0.8793 run_seconds=66294.921
epoch 1672 heartbeat: batch=128/455 avg_train_loss=0.102905 avg_train_ssim=0.8790 run_seconds=66304.977
epoch 1672 heartbeat: batch=258/455 avg_train_loss=0.102651 avg_train_ssim=0.8793 run_seconds=66315.021
epoch 1672 heartbeat: batch=390/455 avg_train_loss=0.102417 avg_train_ssim=0.8796 run_seconds=66325.045
epoch 1672: train_loss=0.102377 train_ssim=0.8797 val_loss=0.109314 val_ssim=0.8715 val_psnr=32.41 lr=0.00029152389 epoch_seconds=39.069 run_seconds=66333.756 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1673 heartbeat: batch=1/455 avg_train_loss=0.100096 avg_train_ssim=0.8823 run_seconds=66334.037
epoch 1673 heartbeat: batch=128/455 avg_train_loss=0.101810 avg_train_ssim=0.8803 run_seconds=66344.046
epoch 1673 heartbeat: batch=258/455 avg_train_loss=0.102004 avg_train_ssim=0.8801 run_seconds=66354.052
epoch 1673 heartbeat: batch=389/455 avg_train_loss=0.102162 avg_train_ssim=0.8799 run_seconds=66364.078
epoch 1673: train_loss=0.102206 train_ssim=0.8799 val_loss=0.109473 val_ssim=0.8713 val_psnr=32.34 lr=0.00028896253 epoch_seconds=39.085 run_seconds=66372.880 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1674 heartbeat: batch=1/455 avg_train_loss=0.100203 avg_train_ssim=0.8822 run_seconds=66373.155
epoch 1674 heartbeat: batch=128/455 avg_train_loss=0.102227 avg_train_ssim=0.8798 run_seconds=66383.164
epoch 1674 heartbeat: batch=258/455 avg_train_loss=0.102042 avg_train_ssim=0.8800 run_seconds=66393.224
epoch 1674 heartbeat: batch=389/455 avg_train_loss=0.102190 avg_train_ssim=0.8799 run_seconds=66403.254
epoch 1674: train_loss=0.102189 train_ssim=0.8799 val_loss=0.108975 val_ssim=0.8719 val_psnr=32.37 lr=0.00028607845 epoch_seconds=39.150 run_seconds=66412.067 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1675 heartbeat: batch=1/455 avg_train_loss=0.101784 avg_train_ssim=0.8804 run_seconds=66412.383
epoch 1675 heartbeat: batch=128/455 avg_train_loss=0.101974 avg_train_ssim=0.8801 run_seconds=66422.395
epoch 1675 heartbeat: batch=258/455 avg_train_loss=0.102113 avg_train_ssim=0.8800 run_seconds=66432.425
epoch 1675 heartbeat: batch=390/455 avg_train_loss=0.102167 avg_train_ssim=0.8799 run_seconds=66442.506
epoch 1675: train_loss=0.102183 train_ssim=0.8799 val_loss=0.109261 val_ssim=0.8716 val_psnr=32.33 lr=0.00028287858 epoch_seconds=39.129 run_seconds=66451.231 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1676 heartbeat: batch=1/455 avg_train_loss=0.101511 avg_train_ssim=0.8807 run_seconds=66451.507
epoch 1676 heartbeat: batch=129/455 avg_train_loss=0.102150 avg_train_ssim=0.8799 run_seconds=66461.582
epoch 1676 heartbeat: batch=259/455 avg_train_loss=0.102230 avg_train_ssim=0.8798 run_seconds=66471.602
epoch 1676 heartbeat: batch=391/455 avg_train_loss=0.102233 avg_train_ssim=0.8798 run_seconds=66481.668
epoch 1676: train_loss=0.102214 train_ssim=0.8798 val_loss=0.108826 val_ssim=0.8721 val_psnr=32.37 lr=0.00027937065 epoch_seconds=39.068 run_seconds=66490.337 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1677 heartbeat: batch=1/455 avg_train_loss=0.103039 avg_train_ssim=0.8789 run_seconds=66490.636
epoch 1677 heartbeat: batch=129/455 avg_train_loss=0.102041 avg_train_ssim=0.8801 run_seconds=66500.714
epoch 1677 heartbeat: batch=259/455 avg_train_loss=0.102044 avg_train_ssim=0.8800 run_seconds=66510.723
epoch 1677 heartbeat: batch=391/455 avg_train_loss=0.102109 avg_train_ssim=0.8800 run_seconds=66520.776
epoch 1677: train_loss=0.102104 train_ssim=0.8800 val_loss=0.108901 val_ssim=0.8720 val_psnr=32.40 lr=0.00027556309 epoch_seconds=39.068 run_seconds=66529.443 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1678 heartbeat: batch=1/455 avg_train_loss=0.099763 avg_train_ssim=0.8827 run_seconds=66529.731
epoch 1678 heartbeat: batch=128/455 avg_train_loss=0.102175 avg_train_ssim=0.8799 run_seconds=66539.742
epoch 1678 heartbeat: batch=258/455 avg_train_loss=0.102011 avg_train_ssim=0.8801 run_seconds=66549.772
epoch 1678 heartbeat: batch=389/455 avg_train_loss=0.102025 avg_train_ssim=0.8801 run_seconds=66559.800
epoch 1678: train_loss=0.102061 train_ssim=0.8800 val_loss=0.109188 val_ssim=0.8716 val_psnr=32.43 lr=0.00027146509 epoch_seconds=39.145 run_seconds=66568.626 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1679 heartbeat: batch=1/455 avg_train_loss=0.102942 avg_train_ssim=0.8790 run_seconds=66568.905
epoch 1679 heartbeat: batch=128/455 avg_train_loss=0.102074 avg_train_ssim=0.8800 run_seconds=66578.912
epoch 1679 heartbeat: batch=258/455 avg_train_loss=0.102130 avg_train_ssim=0.8799 run_seconds=66588.922
epoch 1679 heartbeat: batch=389/455 avg_train_loss=0.102105 avg_train_ssim=0.8800 run_seconds=66598.940
epoch 1679: train_loss=0.102114 train_ssim=0.8800 val_loss=0.108720 val_ssim=0.8722 val_psnr=32.29 lr=0.00026708652 epoch_seconds=39.082 run_seconds=66607.746 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1680 heartbeat: batch=1/455 avg_train_loss=0.101652 avg_train_ssim=0.8805 run_seconds=66608.027
epoch 1680 heartbeat: batch=129/455 avg_train_loss=0.101996 avg_train_ssim=0.8801 run_seconds=66618.106
epoch 1680 heartbeat: batch=259/455 avg_train_loss=0.102009 avg_train_ssim=0.8801 run_seconds=66628.134
epoch 1680 heartbeat: batch=390/455 avg_train_loss=0.102452 avg_train_ssim=0.8796 run_seconds=66638.140
epoch 1680: train_loss=0.102606 train_ssim=0.8794 val_loss=0.109447 val_ssim=0.8713 val_psnr=32.15 lr=0.00026243791 epoch_seconds=39.045 run_seconds=66646.833 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1681 heartbeat: batch=1/455 avg_train_loss=0.103839 avg_train_ssim=0.8779 run_seconds=66647.112
epoch 1681 heartbeat: batch=128/455 avg_train_loss=0.102803 avg_train_ssim=0.8792 run_seconds=66657.125
epoch 1681 heartbeat: batch=258/455 avg_train_loss=0.102554 avg_train_ssim=0.8794 run_seconds=66667.194
epoch 1681 heartbeat: batch=389/455 avg_train_loss=0.102407 avg_train_ssim=0.8796 run_seconds=66677.232
epoch 1681: train_loss=0.102411 train_ssim=0.8796 val_loss=0.109051 val_ssim=0.8718 val_psnr=32.33 lr=0.00025753048 epoch_seconds=39.154 run_seconds=66686.024 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1682 heartbeat: batch=1/455 avg_train_loss=0.102064 avg_train_ssim=0.8800 run_seconds=66686.297
epoch 1682 heartbeat: batch=128/455 avg_train_loss=0.102279 avg_train_ssim=0.8798 run_seconds=66696.303
epoch 1682 heartbeat: batch=258/455 avg_train_loss=0.102186 avg_train_ssim=0.8799 run_seconds=66706.350
epoch 1682 heartbeat: batch=389/455 avg_train_loss=0.102123 avg_train_ssim=0.8800 run_seconds=66716.357
epoch 1682: train_loss=0.102104 train_ssim=0.8800 val_loss=0.109033 val_ssim=0.8718 val_psnr=32.15 lr=0.00025237605 epoch_seconds=39.088 run_seconds=66725.148 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1683 heartbeat: batch=1/455 avg_train_loss=0.100694 avg_train_ssim=0.8816 run_seconds=66725.426
epoch 1683 heartbeat: batch=128/455 avg_train_loss=0.101851 avg_train_ssim=0.8803 run_seconds=66735.463
epoch 1683 heartbeat: batch=258/455 avg_train_loss=0.102089 avg_train_ssim=0.8800 run_seconds=66745.497
epoch 1683 heartbeat: batch=389/455 avg_train_loss=0.102002 avg_train_ssim=0.8801 run_seconds=66755.511
epoch 1683: train_loss=0.101965 train_ssim=0.8801 val_loss=0.108545 val_ssim=0.8724 val_psnr=32.43 lr=0.00024698703 epoch_seconds=39.168 run_seconds=66764.355 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1684 heartbeat: batch=1/455 avg_train_loss=0.104060 avg_train_ssim=0.8777 run_seconds=66764.627
epoch 1684 heartbeat: batch=128/455 avg_train_loss=0.101468 avg_train_ssim=0.8807 run_seconds=66774.638
epoch 1684 heartbeat: batch=258/455 avg_train_loss=0.101677 avg_train_ssim=0.8805 run_seconds=66784.683
epoch 1684 heartbeat: batch=390/455 avg_train_loss=0.101712 avg_train_ssim=0.8804 run_seconds=66794.738
epoch 1684: train_loss=0.101829 train_ssim=0.8803 val_loss=0.108611 val_ssim=0.8723 val_psnr=32.34 lr=0.0002413764 epoch_seconds=39.105 run_seconds=66803.497 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1685 heartbeat: batch=1/455 avg_train_loss=0.101171 avg_train_ssim=0.8811 run_seconds=66803.795
epoch 1685 heartbeat: batch=128/455 avg_train_loss=0.101794 avg_train_ssim=0.8803 run_seconds=66813.811
epoch 1685 heartbeat: batch=258/455 avg_train_loss=0.102111 avg_train_ssim=0.8800 run_seconds=66823.850
epoch 1685 heartbeat: batch=389/455 avg_train_loss=0.101983 avg_train_ssim=0.8801 run_seconds=66833.875
epoch 1685: train_loss=0.101949 train_ssim=0.8802 val_loss=0.108584 val_ssim=0.8724 val_psnr=32.44 lr=0.00023555768 epoch_seconds=39.185 run_seconds=66842.720 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1686 heartbeat: batch=1/455 avg_train_loss=0.104050 avg_train_ssim=0.8777 run_seconds=66843.016
epoch 1686 heartbeat: batch=127/455 avg_train_loss=0.101718 avg_train_ssim=0.8804 run_seconds=66853.018
epoch 1686 heartbeat: batch=257/455 avg_train_loss=0.101659 avg_train_ssim=0.8805 run_seconds=66863.053
epoch 1686 heartbeat: batch=388/455 avg_train_loss=0.101720 avg_train_ssim=0.8804 run_seconds=66873.054
epoch 1686: train_loss=0.101863 train_ssim=0.8803 val_loss=0.113604 val_ssim=0.8665 val_psnr=30.97 lr=0.0002295449 epoch_seconds=39.201 run_seconds=66881.958 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1687 heartbeat: batch=1/455 avg_train_loss=0.105425 avg_train_ssim=0.8761 run_seconds=66882.236
epoch 1687 heartbeat: batch=128/455 avg_train_loss=0.103394 avg_train_ssim=0.8785 run_seconds=66892.252
epoch 1687 heartbeat: batch=258/455 avg_train_loss=0.102641 avg_train_ssim=0.8793 run_seconds=66902.256
epoch 1687 heartbeat: batch=389/455 avg_train_loss=0.102351 avg_train_ssim=0.8797 run_seconds=66912.279
epoch 1687: train_loss=0.102259 train_ssim=0.8798 val_loss=0.108703 val_ssim=0.8722 val_psnr=32.31 lr=0.00022335253 epoch_seconds=39.095 run_seconds=66921.091 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1688 heartbeat: batch=1/455 avg_train_loss=0.101843 avg_train_ssim=0.8803 run_seconds=66921.367
epoch 1688 heartbeat: batch=129/455 avg_train_loss=0.101689 avg_train_ssim=0.8805 run_seconds=66931.443
epoch 1688 heartbeat: batch=260/455 avg_train_loss=0.101788 avg_train_ssim=0.8803 run_seconds=66941.516
epoch 1688 heartbeat: batch=391/455 avg_train_loss=0.101824 avg_train_ssim=0.8803 run_seconds=66951.521
epoch 1688: train_loss=0.101781 train_ssim=0.8804 val_loss=0.108719 val_ssim=0.8722 val_psnr=32.41 lr=0.00021699549 epoch_seconds=39.045 run_seconds=66960.173 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1689 heartbeat: batch=1/455 avg_train_loss=0.102673 avg_train_ssim=0.8793 run_seconds=66960.448
epoch 1689 heartbeat: batch=128/455 avg_train_loss=0.101747 avg_train_ssim=0.8804 run_seconds=66970.459
epoch 1689 heartbeat: batch=258/455 avg_train_loss=0.101715 avg_train_ssim=0.8804 run_seconds=66980.470
epoch 1689 heartbeat: batch=389/455 avg_train_loss=0.101688 avg_train_ssim=0.8805 run_seconds=66990.532
epoch 1689: train_loss=0.101683 train_ssim=0.8805 val_loss=0.108523 val_ssim=0.8724 val_psnr=32.41 lr=0.0002104891 epoch_seconds=39.133 run_seconds=66999.343 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1690 heartbeat: batch=1/455 avg_train_loss=0.100774 avg_train_ssim=0.8815 run_seconds=66999.645
epoch 1690 heartbeat: batch=128/455 avg_train_loss=0.101704 avg_train_ssim=0.8804 run_seconds=67009.658
epoch 1690 heartbeat: batch=258/455 avg_train_loss=0.101688 avg_train_ssim=0.8805 run_seconds=67019.667
epoch 1690 heartbeat: batch=389/455 avg_train_loss=0.101736 avg_train_ssim=0.8804 run_seconds=67029.686
epoch 1690: train_loss=0.101726 train_ssim=0.8804 val_loss=0.108602 val_ssim=0.8723 val_psnr=32.43 lr=0.00020384903 epoch_seconds=39.133 run_seconds=67038.515 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1691 heartbeat: batch=1/455 avg_train_loss=0.098564 avg_train_ssim=0.8841 run_seconds=67038.835
epoch 1691 heartbeat: batch=128/455 avg_train_loss=0.101696 avg_train_ssim=0.8805 run_seconds=67048.838
epoch 1691 heartbeat: batch=259/455 avg_train_loss=0.101642 avg_train_ssim=0.8805 run_seconds=67058.884
epoch 1691 heartbeat: batch=390/455 avg_train_loss=0.101566 avg_train_ssim=0.8806 run_seconds=67068.957
epoch 1691: train_loss=0.101647 train_ssim=0.8805 val_loss=0.108678 val_ssim=0.8722 val_psnr=32.31 lr=0.00019709128 epoch_seconds=39.139 run_seconds=67077.692 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1692 heartbeat: batch=1/455 avg_train_loss=0.100357 avg_train_ssim=0.8820 run_seconds=67077.965
epoch 1692 heartbeat: batch=128/455 avg_train_loss=0.101291 avg_train_ssim=0.8809 run_seconds=67087.998
epoch 1692 heartbeat: batch=258/455 avg_train_loss=0.101407 avg_train_ssim=0.8808 run_seconds=67098.006
epoch 1692 heartbeat: batch=389/455 avg_train_loss=0.101550 avg_train_ssim=0.8806 run_seconds=67108.025
epoch 1692: train_loss=0.101531 train_ssim=0.8806 val_loss=0.108559 val_ssim=0.8724 val_psnr=32.43 lr=0.00019023213 epoch_seconds=39.090 run_seconds=67116.819 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1693 heartbeat: batch=1/455 avg_train_loss=0.102077 avg_train_ssim=0.8800 run_seconds=67117.125
epoch 1693 heartbeat: batch=128/455 avg_train_loss=0.101382 avg_train_ssim=0.8808 run_seconds=67127.127
epoch 1693 heartbeat: batch=258/455 avg_train_loss=0.101520 avg_train_ssim=0.8807 run_seconds=67137.132
epoch 1693 heartbeat: batch=389/455 avg_train_loss=0.101542 avg_train_ssim=0.8806 run_seconds=67147.201
epoch 1693: train_loss=0.101547 train_ssim=0.8806 val_loss=0.108316 val_ssim=0.8727 val_psnr=32.46 lr=0.0001832881 epoch_seconds=39.177 run_seconds=67156.033 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1694 heartbeat: batch=1/455 avg_train_loss=0.097662 avg_train_ssim=0.8852 run_seconds=67156.336
epoch 1694 heartbeat: batch=128/455 avg_train_loss=0.101395 avg_train_ssim=0.8808 run_seconds=67166.388
epoch 1694 heartbeat: batch=258/455 avg_train_loss=0.101458 avg_train_ssim=0.8807 run_seconds=67176.392
epoch 1694 heartbeat: batch=388/455 avg_train_loss=0.101482 avg_train_ssim=0.8807 run_seconds=67186.424
epoch 1694: train_loss=0.101511 train_ssim=0.8807 val_loss=0.108418 val_ssim=0.8726 val_psnr=32.40 lr=0.00017627592 epoch_seconds=39.229 run_seconds=67195.300 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1695 heartbeat: batch=1/455 avg_train_loss=0.103584 avg_train_ssim=0.8782 run_seconds=67195.575
epoch 1695 heartbeat: batch=128/455 avg_train_loss=0.101438 avg_train_ssim=0.8808 run_seconds=67205.593
epoch 1695 heartbeat: batch=259/455 avg_train_loss=0.101387 avg_train_ssim=0.8808 run_seconds=67215.631
epoch 1695 heartbeat: batch=390/455 avg_train_loss=0.101314 avg_train_ssim=0.8809 run_seconds=67225.686
epoch 1695: train_loss=0.101420 train_ssim=0.8808 val_loss=0.108408 val_ssim=0.8726 val_psnr=32.39 lr=0.00016921249 epoch_seconds=39.093 run_seconds=67234.431 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1696 heartbeat: batch=1/455 avg_train_loss=0.097610 avg_train_ssim=0.8853 run_seconds=67234.702
epoch 1696 heartbeat: batch=128/455 avg_train_loss=0.101448 avg_train_ssim=0.8807 run_seconds=67244.723
epoch 1696 heartbeat: batch=259/455 avg_train_loss=0.101355 avg_train_ssim=0.8809 run_seconds=67254.773
epoch 1696 heartbeat: batch=389/455 avg_train_loss=0.101423 avg_train_ssim=0.8808 run_seconds=67264.820
epoch 1696: train_loss=0.101375 train_ssim=0.8808 val_loss=0.108544 val_ssim=0.8724 val_psnr=32.11 lr=0.00016211481 epoch_seconds=39.171 run_seconds=67273.640 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1697 heartbeat: batch=1/455 avg_train_loss=0.100275 avg_train_ssim=0.8821 run_seconds=67273.917
epoch 1697 heartbeat: batch=128/455 avg_train_loss=0.101465 avg_train_ssim=0.8807 run_seconds=67283.935
epoch 1697 heartbeat: batch=259/455 avg_train_loss=0.101355 avg_train_ssim=0.8809 run_seconds=67293.999
epoch 1697 heartbeat: batch=390/455 avg_train_loss=0.101418 avg_train_ssim=0.8808 run_seconds=67304.035
epoch 1697: train_loss=0.101428 train_ssim=0.8808 val_loss=0.108137 val_ssim=0.8729 val_psnr=32.31 lr=0.000155 epoch_seconds=39.199 run_seconds=67312.876 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1698 heartbeat: batch=1/455 avg_train_loss=0.095786 avg_train_ssim=0.8874 run_seconds=67313.153
epoch 1698 heartbeat: batch=127/455 avg_train_loss=0.101511 avg_train_ssim=0.8807 run_seconds=67323.165
epoch 1698 heartbeat: batch=258/455 avg_train_loss=0.101292 avg_train_ssim=0.8809 run_seconds=67333.213
epoch 1698 heartbeat: batch=388/455 avg_train_loss=0.101294 avg_train_ssim=0.8809 run_seconds=67343.233
epoch 1698: train_loss=0.101288 train_ssim=0.8809 val_loss=0.108153 val_ssim=0.8729 val_psnr=32.43 lr=0.00014788519 epoch_seconds=39.244 run_seconds=67352.157 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1699 heartbeat: batch=1/455 avg_train_loss=0.102550 avg_train_ssim=0.8795 run_seconds=67352.428
epoch 1699 heartbeat: batch=128/455 avg_train_loss=0.101397 avg_train_ssim=0.8808 run_seconds=67362.447
epoch 1699 heartbeat: batch=259/455 avg_train_loss=0.101320 avg_train_ssim=0.8809 run_seconds=67372.505
epoch 1699 heartbeat: batch=390/455 avg_train_loss=0.101229 avg_train_ssim=0.8810 run_seconds=67382.536
epoch 1699: train_loss=0.101255 train_ssim=0.8810 val_loss=0.108166 val_ssim=0.8728 val_psnr=32.48 lr=0.00014078751 epoch_seconds=39.072 run_seconds=67391.265 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1700 heartbeat: batch=1/455 avg_train_loss=0.100619 avg_train_ssim=0.8817 run_seconds=67391.545
epoch 1700 heartbeat: batch=127/455 avg_train_loss=0.101140 avg_train_ssim=0.8811 run_seconds=67401.576
epoch 1700 heartbeat: batch=258/455 avg_train_loss=0.101108 avg_train_ssim=0.8811 run_seconds=67411.623
epoch 1700 heartbeat: batch=389/455 avg_train_loss=0.101106 avg_train_ssim=0.8811 run_seconds=67421.640
epoch 1700: train_loss=0.101173 train_ssim=0.8811 val_loss=0.108143 val_ssim=0.8729 val_psnr=32.34 lr=0.00013372408 epoch_seconds=39.151 run_seconds=67430.453 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1701 heartbeat: batch=1/455 avg_train_loss=0.103677 avg_train_ssim=0.8781 run_seconds=67430.723
epoch 1701 heartbeat: batch=128/455 avg_train_loss=0.101052 avg_train_ssim=0.8812 run_seconds=67440.724
epoch 1701 heartbeat: batch=259/455 avg_train_loss=0.101105 avg_train_ssim=0.8811 run_seconds=67450.750
epoch 1701 heartbeat: batch=390/455 avg_train_loss=0.101144 avg_train_ssim=0.8811 run_seconds=67460.772
epoch 1701: train_loss=0.101148 train_ssim=0.8811 val_loss=0.108015 val_ssim=0.8730 val_psnr=32.49 lr=0.0001267119 epoch_seconds=38.969 run_seconds=67469.459 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1702 heartbeat: batch=1/455 avg_train_loss=0.100245 avg_train_ssim=0.8822 run_seconds=67469.738
epoch 1702 heartbeat: batch=128/455 avg_train_loss=0.101019 avg_train_ssim=0.8813 run_seconds=67479.762
epoch 1702 heartbeat: batch=258/455 avg_train_loss=0.101088 avg_train_ssim=0.8812 run_seconds=67489.779
epoch 1702 heartbeat: batch=389/455 avg_train_loss=0.101105 avg_train_ssim=0.8812 run_seconds=67499.836
epoch 1702: train_loss=0.101097 train_ssim=0.8812 val_loss=0.108006 val_ssim=0.8730 val_psnr=32.31 lr=0.00011976787 epoch_seconds=39.170 run_seconds=67508.668 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1703 heartbeat: batch=1/455 avg_train_loss=0.101520 avg_train_ssim=0.8807 run_seconds=67508.946
epoch 1703 heartbeat: batch=128/455 avg_train_loss=0.100859 avg_train_ssim=0.8814 run_seconds=67518.955
epoch 1703 heartbeat: batch=259/455 avg_train_loss=0.100927 avg_train_ssim=0.8814 run_seconds=67529.025
epoch 1703 heartbeat: batch=389/455 avg_train_loss=0.101040 avg_train_ssim=0.8812 run_seconds=67539.045
epoch 1703: train_loss=0.101070 train_ssim=0.8812 val_loss=0.108050 val_ssim=0.8730 val_psnr=32.34 lr=0.00011290872 epoch_seconds=39.137 run_seconds=67547.841 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1704 heartbeat: batch=1/455 avg_train_loss=0.101165 avg_train_ssim=0.8811 run_seconds=67548.128
epoch 1704 heartbeat: batch=127/455 avg_train_loss=0.100825 avg_train_ssim=0.8815 run_seconds=67558.198
epoch 1704 heartbeat: batch=257/455 avg_train_loss=0.100920 avg_train_ssim=0.8814 run_seconds=67568.223
epoch 1704 heartbeat: batch=388/455 avg_train_loss=0.100920 avg_train_ssim=0.8814 run_seconds=67578.278
epoch 1704: train_loss=0.100971 train_ssim=0.8813 val_loss=0.107990 val_ssim=0.8731 val_psnr=32.46 lr=0.00010615097 epoch_seconds=39.291 run_seconds=67587.170 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1705 heartbeat: batch=1/455 avg_train_loss=0.097341 avg_train_ssim=0.8856 run_seconds=67587.448
epoch 1705 heartbeat: batch=128/455 avg_train_loss=0.100884 avg_train_ssim=0.8814 run_seconds=67597.452
epoch 1705 heartbeat: batch=259/455 avg_train_loss=0.100905 avg_train_ssim=0.8814 run_seconds=67607.492
epoch 1705 heartbeat: batch=391/455 avg_train_loss=0.100882 avg_train_ssim=0.8814 run_seconds=67617.551
epoch 1705: train_loss=0.100956 train_ssim=0.8813 val_loss=0.107877 val_ssim=0.8732 val_psnr=32.36 lr=9.9510902e-05 epoch_seconds=38.945 run_seconds=67626.153 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1706 heartbeat: batch=1/455 avg_train_loss=0.100695 avg_train_ssim=0.8816 run_seconds=67626.436
epoch 1706 heartbeat: batch=128/455 avg_train_loss=0.100843 avg_train_ssim=0.8815 run_seconds=67636.511
epoch 1706 heartbeat: batch=259/455 avg_train_loss=0.100904 avg_train_ssim=0.8814 run_seconds=67646.560
epoch 1706 heartbeat: batch=389/455 avg_train_loss=0.100986 avg_train_ssim=0.8813 run_seconds=67656.585
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1706: train_loss=0.100940 train_ssim=0.8813 val_loss=0.107783 val_ssim=0.8733 val_psnr=32.48 lr=9.3004511e-05 epoch_seconds=39.187 run_seconds=67665.382 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1707 heartbeat: batch=1/455 avg_train_loss=0.098993 avg_train_ssim=0.8836 run_seconds=67666.131
epoch 1707 heartbeat: batch=127/455 avg_train_loss=0.100690 avg_train_ssim=0.8816 run_seconds=67676.148
epoch 1707 heartbeat: batch=258/455 avg_train_loss=0.101034 avg_train_ssim=0.8812 run_seconds=67686.218
epoch 1707 heartbeat: batch=388/455 avg_train_loss=0.100914 avg_train_ssim=0.8814 run_seconds=67696.231
epoch 1707: train_loss=0.100866 train_ssim=0.8814 val_loss=0.107837 val_ssim=0.8732 val_psnr=32.48 lr=8.6647473e-05 epoch_seconds=39.230 run_seconds=67705.089 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1708 heartbeat: batch=1/455 avg_train_loss=0.100841 avg_train_ssim=0.8815 run_seconds=67705.371
epoch 1708 heartbeat: batch=128/455 avg_train_loss=0.100905 avg_train_ssim=0.8814 run_seconds=67715.394
epoch 1708 heartbeat: batch=259/455 avg_train_loss=0.100827 avg_train_ssim=0.8815 run_seconds=67725.414
epoch 1708 heartbeat: batch=394/455 avg_train_loss=0.100840 avg_train_ssim=0.8815 run_seconds=67735.490
epoch 1708: train_loss=0.100808 train_ssim=0.8815 val_loss=0.107844 val_ssim=0.8732 val_psnr=32.45 lr=8.0455102e-05 epoch_seconds=38.785 run_seconds=67743.911 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1709 heartbeat: batch=1/455 avg_train_loss=0.099621 avg_train_ssim=0.8829 run_seconds=67744.186
epoch 1709 heartbeat: batch=129/455 avg_train_loss=0.100809 avg_train_ssim=0.8815 run_seconds=67754.261
epoch 1709 heartbeat: batch=259/455 avg_train_loss=0.100767 avg_train_ssim=0.8815 run_seconds=67764.273
epoch 1709 heartbeat: batch=390/455 avg_train_loss=0.100773 avg_train_ssim=0.8815 run_seconds=67774.340
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1709: train_loss=0.100785 train_ssim=0.8815 val_loss=0.107738 val_ssim=0.8733 val_psnr=32.50 lr=7.4442316e-05 epoch_seconds=39.092 run_seconds=67783.041 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1710 heartbeat: batch=1/455 avg_train_loss=0.100291 avg_train_ssim=0.8821 run_seconds=67783.774
epoch 1710 heartbeat: batch=127/455 avg_train_loss=0.100708 avg_train_ssim=0.8816 run_seconds=67793.781
epoch 1710 heartbeat: batch=258/455 avg_train_loss=0.100789 avg_train_ssim=0.8815 run_seconds=67803.833
epoch 1710 heartbeat: batch=389/455 avg_train_loss=0.100784 avg_train_ssim=0.8815 run_seconds=67813.903
epoch 1710: train_loss=0.100759 train_ssim=0.8816 val_loss=0.107776 val_ssim=0.8733 val_psnr=32.44 lr=6.8623601e-05 epoch_seconds=39.167 run_seconds=67822.689 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1711 heartbeat: batch=1/455 avg_train_loss=0.103355 avg_train_ssim=0.8785 run_seconds=67822.989
epoch 1711 heartbeat: batch=128/455 avg_train_loss=0.100542 avg_train_ssim=0.8818 run_seconds=67833.011
epoch 1711 heartbeat: batch=259/455 avg_train_loss=0.100744 avg_train_ssim=0.8816 run_seconds=67843.020
epoch 1711 heartbeat: batch=390/455 avg_train_loss=0.100734 avg_train_ssim=0.8816 run_seconds=67853.093
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1711: train_loss=0.100729 train_ssim=0.8816 val_loss=0.107699 val_ssim=0.8734 val_psnr=32.52 lr=6.3012974e-05 epoch_seconds=39.096 run_seconds=67861.820 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1712 heartbeat: batch=1/455 avg_train_loss=0.098819 avg_train_ssim=0.8838 run_seconds=67862.506
epoch 1712 heartbeat: batch=128/455 avg_train_loss=0.100683 avg_train_ssim=0.8816 run_seconds=67872.569
epoch 1712 heartbeat: batch=260/455 avg_train_loss=0.100615 avg_train_ssim=0.8817 run_seconds=67882.614
epoch 1712 heartbeat: batch=390/455 avg_train_loss=0.100630 avg_train_ssim=0.8817 run_seconds=67892.638
epoch 1712: train_loss=0.100635 train_ssim=0.8817 val_loss=0.107758 val_ssim=0.8733 val_psnr=32.47 lr=5.7623952e-05 epoch_seconds=39.099 run_seconds=67901.363 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1713 heartbeat: batch=1/455 avg_train_loss=0.101982 avg_train_ssim=0.8801 run_seconds=67901.646
epoch 1713 heartbeat: batch=128/455 avg_train_loss=0.100539 avg_train_ssim=0.8818 run_seconds=67911.701
epoch 1713 heartbeat: batch=260/455 avg_train_loss=0.100644 avg_train_ssim=0.8817 run_seconds=67921.776
epoch 1713 heartbeat: batch=389/455 avg_train_loss=0.100609 avg_train_ssim=0.8817 run_seconds=67931.781
epoch 1713: train_loss=0.100622 train_ssim=0.8817 val_loss=0.107711 val_ssim=0.8734 val_psnr=32.43 lr=5.2469517e-05 epoch_seconds=39.265 run_seconds=67940.666 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1714 heartbeat: batch=1/455 avg_train_loss=0.098835 avg_train_ssim=0.8838 run_seconds=67940.961
epoch 1714 heartbeat: batch=128/455 avg_train_loss=0.100437 avg_train_ssim=0.8819 run_seconds=67950.967
epoch 1714 heartbeat: batch=259/455 avg_train_loss=0.100618 avg_train_ssim=0.8817 run_seconds=67960.996
epoch 1714 heartbeat: batch=389/455 avg_train_loss=0.100657 avg_train_ssim=0.8817 run_seconds=67971.070
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1714: train_loss=0.100596 train_ssim=0.8817 val_loss=0.107588 val_ssim=0.8735 val_psnr=32.43 lr=4.7562087e-05 epoch_seconds=39.155 run_seconds=67979.856 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1715 heartbeat: batch=1/455 avg_train_loss=0.101341 avg_train_ssim=0.8809 run_seconds=67980.576
epoch 1715 heartbeat: batch=128/455 avg_train_loss=0.100612 avg_train_ssim=0.8817 run_seconds=67990.582
epoch 1715 heartbeat: batch=263/455 avg_train_loss=0.100508 avg_train_ssim=0.8819 run_seconds=68000.658
epoch 1715 heartbeat: batch=390/455 avg_train_loss=0.100574 avg_train_ssim=0.8818 run_seconds=68010.693
epoch 1715: train_loss=0.100551 train_ssim=0.8818 val_loss=0.107610 val_ssim=0.8735 val_psnr=32.49 lr=4.2913484e-05 epoch_seconds=39.109 run_seconds=68019.448 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1716 heartbeat: batch=1/455 avg_train_loss=0.097991 avg_train_ssim=0.8848 run_seconds=68019.740
epoch 1716 heartbeat: batch=128/455 avg_train_loss=0.100458 avg_train_ssim=0.8819 run_seconds=68029.751
epoch 1716 heartbeat: batch=262/455 avg_train_loss=0.100399 avg_train_ssim=0.8820 run_seconds=68039.766
epoch 1716 heartbeat: batch=389/455 avg_train_loss=0.100497 avg_train_ssim=0.8819 run_seconds=68049.804
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1716: train_loss=0.100520 train_ssim=0.8818 val_loss=0.107524 val_ssim=0.8736 val_psnr=32.49 lr=3.8534908e-05 epoch_seconds=39.160 run_seconds=68058.646 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1717 heartbeat: batch=1/455 avg_train_loss=0.097904 avg_train_ssim=0.8849 run_seconds=68059.447
epoch 1717 heartbeat: batch=127/455 avg_train_loss=0.100204 avg_train_ssim=0.8822 run_seconds=68069.492
epoch 1717 heartbeat: batch=262/455 avg_train_loss=0.100354 avg_train_ssim=0.8820 run_seconds=68079.518
epoch 1717 heartbeat: batch=389/455 avg_train_loss=0.100432 avg_train_ssim=0.8819 run_seconds=68089.541
epoch 1717: train_loss=0.100483 train_ssim=0.8819 val_loss=0.107579 val_ssim=0.8735 val_psnr=32.33 lr=3.4436906e-05 epoch_seconds=39.232 run_seconds=68098.379 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1718 heartbeat: batch=1/455 avg_train_loss=0.099334 avg_train_ssim=0.8832 run_seconds=68098.653
epoch 1718 heartbeat: batch=128/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=68108.659
epoch 1718 heartbeat: batch=262/455 avg_train_loss=0.100557 avg_train_ssim=0.8818 run_seconds=68118.697
epoch 1718 heartbeat: batch=389/455 avg_train_loss=0.100452 avg_train_ssim=0.8819 run_seconds=68128.716
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1718: train_loss=0.100466 train_ssim=0.8819 val_loss=0.107454 val_ssim=0.8737 val_psnr=32.47 lr=3.0629352e-05 epoch_seconds=39.145 run_seconds=68137.563 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1719 heartbeat: batch=1/455 avg_train_loss=0.102312 avg_train_ssim=0.8797 run_seconds=68138.177
epoch 1719 heartbeat: batch=128/455 avg_train_loss=0.100382 avg_train_ssim=0.8820 run_seconds=68148.188
epoch 1719 heartbeat: batch=262/455 avg_train_loss=0.100452 avg_train_ssim=0.8819 run_seconds=68158.219
epoch 1719 heartbeat: batch=389/455 avg_train_loss=0.100520 avg_train_ssim=0.8818 run_seconds=68168.237
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1719: train_loss=0.100489 train_ssim=0.8819 val_loss=0.107443 val_ssim=0.8737 val_psnr=32.44 lr=2.7121417e-05 epoch_seconds=39.082 run_seconds=68177.018 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1720 heartbeat: batch=1/455 avg_train_loss=0.101092 avg_train_ssim=0.8812 run_seconds=68177.740
epoch 1720 heartbeat: batch=127/455 avg_train_loss=0.100287 avg_train_ssim=0.8821 run_seconds=68187.745
epoch 1720 heartbeat: batch=261/455 avg_train_loss=0.100386 avg_train_ssim=0.8820 run_seconds=68197.798
epoch 1720 heartbeat: batch=388/455 avg_train_loss=0.100372 avg_train_ssim=0.8820 run_seconds=68207.814
epoch 1720: train_loss=0.100394 train_ssim=0.8820 val_loss=0.107531 val_ssim=0.8736 val_psnr=32.50 lr=2.3921552e-05 epoch_seconds=39.158 run_seconds=68216.657 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1721 heartbeat: batch=1/455 avg_train_loss=0.102714 avg_train_ssim=0.8793 run_seconds=68216.932
epoch 1721 heartbeat: batch=129/455 avg_train_loss=0.099923 avg_train_ssim=0.8825 run_seconds=68227.008
epoch 1721 heartbeat: batch=263/455 avg_train_loss=0.100176 avg_train_ssim=0.8822 run_seconds=68237.019
epoch 1721 heartbeat: batch=390/455 avg_train_loss=0.100348 avg_train_ssim=0.8820 run_seconds=68247.026
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1721: train_loss=0.100386 train_ssim=0.8820 val_loss=0.107402 val_ssim=0.8737 val_psnr=32.49 lr=2.1037468e-05 epoch_seconds=39.110 run_seconds=68255.803 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1722 heartbeat: batch=1/455 avg_train_loss=0.100376 avg_train_ssim=0.8820 run_seconds=68256.534
epoch 1722 heartbeat: batch=128/455 avg_train_loss=0.100614 avg_train_ssim=0.8817 run_seconds=68266.539
epoch 1722 heartbeat: batch=263/455 avg_train_loss=0.100534 avg_train_ssim=0.8818 run_seconds=68276.614
epoch 1722 heartbeat: batch=390/455 avg_train_loss=0.100428 avg_train_ssim=0.8819 run_seconds=68286.633
epoch 1722: train_loss=0.100359 train_ssim=0.8820 val_loss=0.107416 val_ssim=0.8737 val_psnr=32.48 lr=1.8476111e-05 epoch_seconds=39.102 run_seconds=68295.394 gpu_index=0 gpu_util_pct=86 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1723 heartbeat: batch=1/455 avg_train_loss=0.106021 avg_train_ssim=0.8754 run_seconds=68295.674
epoch 1723 heartbeat: batch=127/455 avg_train_loss=0.100535 avg_train_ssim=0.8818 run_seconds=68305.743
epoch 1723 heartbeat: batch=262/455 avg_train_loss=0.100405 avg_train_ssim=0.8820 run_seconds=68315.802
epoch 1723 heartbeat: batch=388/455 avg_train_loss=0.100299 avg_train_ssim=0.8821 run_seconds=68325.839
epoch 1723: train_loss=0.100386 train_ssim=0.8820 val_loss=0.107422 val_ssim=0.8737 val_psnr=32.51 lr=1.6243651e-05 epoch_seconds=39.303 run_seconds=68334.733 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1724 heartbeat: batch=1/455 avg_train_loss=0.099852 avg_train_ssim=0.8826 run_seconds=68335.045
epoch 1724 heartbeat: batch=128/455 avg_train_loss=0.100166 avg_train_ssim=0.8823 run_seconds=68345.069
epoch 1724 heartbeat: batch=262/455 avg_train_loss=0.100256 avg_train_ssim=0.8821 run_seconds=68355.101
epoch 1724 heartbeat: batch=389/455 avg_train_loss=0.100269 avg_train_ssim=0.8821 run_seconds=68365.110
epoch 1724: train_loss=0.100338 train_ssim=0.8821 val_loss=0.107508 val_ssim=0.8736 val_psnr=32.44 lr=1.4345468e-05 epoch_seconds=39.180 run_seconds=68373.951 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1725 heartbeat: batch=1/455 avg_train_loss=0.098974 avg_train_ssim=0.8837 run_seconds=68374.249
epoch 1725 heartbeat: batch=128/455 avg_train_loss=0.100311 avg_train_ssim=0.8821 run_seconds=68384.255
epoch 1725 heartbeat: batch=262/455 avg_train_loss=0.100389 avg_train_ssim=0.8820 run_seconds=68394.282
epoch 1725 heartbeat: batch=389/455 avg_train_loss=0.100336 avg_train_ssim=0.8821 run_seconds=68404.299
epoch 1725: train_loss=0.100335 train_ssim=0.8821 val_loss=0.107454 val_ssim=0.8737 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.158 run_seconds=68413.149 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1726 heartbeat: batch=1/455 avg_train_loss=0.098516 avg_train_ssim=0.8842 run_seconds=68413.462
epoch 1726 heartbeat: batch=127/455 avg_train_loss=0.100335 avg_train_ssim=0.8821 run_seconds=68423.488
epoch 1726 heartbeat: batch=261/455 avg_train_loss=0.100612 avg_train_ssim=0.8817 run_seconds=68433.539
epoch 1726 heartbeat: batch=388/455 avg_train_loss=0.100374 avg_train_ssim=0.8820 run_seconds=68443.546
epoch 1726: train_loss=0.100368 train_ssim=0.8820 val_loss=0.107428 val_ssim=0.8737 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=39.242 run_seconds=68452.428 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1727 heartbeat: batch=1/455 avg_train_loss=0.101522 avg_train_ssim=0.8807 run_seconds=68452.704
epoch 1727 heartbeat: batch=128/455 avg_train_loss=0.100106 avg_train_ssim=0.8823 run_seconds=68462.721
epoch 1727 heartbeat: batch=263/455 avg_train_loss=0.100249 avg_train_ssim=0.8822 run_seconds=68472.792
epoch 1727 heartbeat: batch=390/455 avg_train_loss=0.100347 avg_train_ssim=0.8820 run_seconds=68482.811
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1727: train_loss=0.100337 train_ssim=0.8821 val_loss=0.107348 val_ssim=0.8738 val_psnr=32.45 lr=1.0698215e-05 epoch_seconds=39.096 run_seconds=68491.562 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1728 heartbeat: batch=1/455 avg_train_loss=0.100762 avg_train_ssim=0.8816 run_seconds=68492.306
epoch 1728 heartbeat: batch=128/455 avg_train_loss=0.100057 avg_train_ssim=0.8824 run_seconds=68502.360
epoch 1728 heartbeat: batch=262/455 avg_train_loss=0.100244 avg_train_ssim=0.8822 run_seconds=68512.373
epoch 1728 heartbeat: batch=389/455 avg_train_loss=0.100272 avg_train_ssim=0.8821 run_seconds=68522.393
epoch 1728: train_loss=0.100305 train_ssim=0.8821 val_loss=0.107397 val_ssim=0.8738 val_psnr=32.47 lr=1.0174659e-05 epoch_seconds=39.159 run_seconds=68531.201 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1729 heartbeat: batch=1/455 avg_train_loss=0.098458 avg_train_ssim=0.8843 run_seconds=68531.514
epoch 1729 heartbeat: batch=128/455 avg_train_loss=0.100433 avg_train_ssim=0.8819 run_seconds=68541.555
epoch 1729 heartbeat: batch=263/455 avg_train_loss=0.100397 avg_train_ssim=0.8820 run_seconds=68551.616
epoch 1729 heartbeat: batch=390/455 avg_train_loss=0.100314 avg_train_ssim=0.8821 run_seconds=68561.667
epoch 1729: train_loss=0.100291 train_ssim=0.8821 val_loss=0.107381 val_ssim=0.8738 val_psnr=32.46 lr=1e-05 epoch_seconds=39.173 run_seconds=68570.412 gpu_index=0 gpu_util_pct=89 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1730 heartbeat: batch=1/455 avg_train_loss=0.101773 avg_train_ssim=0.8804 run_seconds=68570.688
epoch 1730 heartbeat: batch=128/455 avg_train_loss=0.100439 avg_train_ssim=0.8819 run_seconds=68580.700
epoch 1730 heartbeat: batch=262/455 avg_train_loss=0.100247 avg_train_ssim=0.8822 run_seconds=68590.718
epoch 1730 heartbeat: batch=389/455 avg_train_loss=0.100264 avg_train_ssim=0.8821 run_seconds=68600.734
epoch 1730: train_loss=0.100280 train_ssim=0.8821 val_loss=0.107367 val_ssim=0.8738 val_psnr=32.51 lr=1.0174659e-05 epoch_seconds=39.142 run_seconds=68609.591 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1731 heartbeat: batch=1/455 avg_train_loss=0.101881 avg_train_ssim=0.8802 run_seconds=68609.866
epoch 1731 heartbeat: batch=128/455 avg_train_loss=0.100325 avg_train_ssim=0.8821 run_seconds=68619.888
epoch 1731 heartbeat: batch=262/455 avg_train_loss=0.100275 avg_train_ssim=0.8821 run_seconds=68629.899
epoch 1731 heartbeat: batch=389/455 avg_train_loss=0.100310 avg_train_ssim=0.8821 run_seconds=68639.926
epoch 1731: train_loss=0.100291 train_ssim=0.8821 val_loss=0.107396 val_ssim=0.8738 val_psnr=32.49 lr=1.0698215e-05 epoch_seconds=39.117 run_seconds=68648.748 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1732 heartbeat: batch=1/455 avg_train_loss=0.102567 avg_train_ssim=0.8794 run_seconds=68649.075
epoch 1732 heartbeat: batch=127/455 avg_train_loss=0.100003 avg_train_ssim=0.8824 run_seconds=68659.108
epoch 1732 heartbeat: batch=261/455 avg_train_loss=0.100125 avg_train_ssim=0.8823 run_seconds=68669.148
epoch 1732 heartbeat: batch=388/455 avg_train_loss=0.100261 avg_train_ssim=0.8821 run_seconds=68679.158
epoch 1732: train_loss=0.100311 train_ssim=0.8821 val_loss=0.107462 val_ssim=0.8737 val_psnr=32.50 lr=1.1569406e-05 epoch_seconds=39.272 run_seconds=68688.058 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1733 heartbeat: batch=1/455 avg_train_loss=0.100441 avg_train_ssim=0.8819 run_seconds=68688.340
epoch 1733 heartbeat: batch=128/455 avg_train_loss=0.100243 avg_train_ssim=0.8822 run_seconds=68698.373
epoch 1733 heartbeat: batch=263/455 avg_train_loss=0.100449 avg_train_ssim=0.8819 run_seconds=68708.453
epoch 1733 heartbeat: batch=390/455 avg_train_loss=0.100303 avg_train_ssim=0.8821 run_seconds=68718.471
epoch 1733: train_loss=0.100302 train_ssim=0.8821 val_loss=0.107413 val_ssim=0.8737 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.083 run_seconds=68727.181 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1734 heartbeat: batch=1/455 avg_train_loss=0.101637 avg_train_ssim=0.8805 run_seconds=68727.447
epoch 1734 heartbeat: batch=128/455 avg_train_loss=0.100431 avg_train_ssim=0.8819 run_seconds=68737.461
epoch 1734 heartbeat: batch=262/455 avg_train_loss=0.100398 avg_train_ssim=0.8820 run_seconds=68747.473
epoch 1734 heartbeat: batch=389/455 avg_train_loss=0.100310 avg_train_ssim=0.8821 run_seconds=68757.495
epoch 1734: train_loss=0.100312 train_ssim=0.8821 val_loss=0.107360 val_ssim=0.8738 val_psnr=32.39 lr=1.4345468e-05 epoch_seconds=39.028 run_seconds=68766.245 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1735 heartbeat: batch=1/455 avg_train_loss=0.104964 avg_train_ssim=0.8766 run_seconds=68766.524
epoch 1735 heartbeat: batch=128/455 avg_train_loss=0.100498 avg_train_ssim=0.8819 run_seconds=68776.534
epoch 1735 heartbeat: batch=263/455 avg_train_loss=0.100386 avg_train_ssim=0.8820 run_seconds=68786.596
epoch 1735 heartbeat: batch=390/455 avg_train_loss=0.100313 avg_train_ssim=0.8821 run_seconds=68796.628
epoch 1735: train_loss=0.100323 train_ssim=0.8821 val_loss=0.107366 val_ssim=0.8738 val_psnr=32.50 lr=1.6243651e-05 epoch_seconds=39.067 run_seconds=68805.349 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1736 heartbeat: batch=1/455 avg_train_loss=0.100148 avg_train_ssim=0.8823 run_seconds=68805.618
epoch 1736 heartbeat: batch=128/455 avg_train_loss=0.100436 avg_train_ssim=0.8819 run_seconds=68815.630
epoch 1736 heartbeat: batch=262/455 avg_train_loss=0.100359 avg_train_ssim=0.8820 run_seconds=68825.634
epoch 1736 heartbeat: batch=389/455 avg_train_loss=0.100328 avg_train_ssim=0.8821 run_seconds=68835.669
epoch 1736: train_loss=0.100394 train_ssim=0.8820 val_loss=0.107422 val_ssim=0.8737 val_psnr=32.50 lr=1.8476111e-05 epoch_seconds=39.096 run_seconds=68844.481 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1737 heartbeat: batch=1/455 avg_train_loss=0.099772 avg_train_ssim=0.8827 run_seconds=68844.747
epoch 1737 heartbeat: batch=128/455 avg_train_loss=0.100184 avg_train_ssim=0.8822 run_seconds=68854.763
epoch 1737 heartbeat: batch=263/455 avg_train_loss=0.100394 avg_train_ssim=0.8820 run_seconds=68864.837
epoch 1737 heartbeat: batch=390/455 avg_train_loss=0.100411 avg_train_ssim=0.8820 run_seconds=68874.859
epoch 1737: train_loss=0.100375 train_ssim=0.8820 val_loss=0.107443 val_ssim=0.8737 val_psnr=32.50 lr=2.1037468e-05 epoch_seconds=39.062 run_seconds=68883.580 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1738 heartbeat: batch=1/455 avg_train_loss=0.102984 avg_train_ssim=0.8789 run_seconds=68883.869
epoch 1738 heartbeat: batch=128/455 avg_train_loss=0.100221 avg_train_ssim=0.8822 run_seconds=68893.891
epoch 1738 heartbeat: batch=262/455 avg_train_loss=0.100364 avg_train_ssim=0.8820 run_seconds=68903.934
epoch 1738 heartbeat: batch=389/455 avg_train_loss=0.100315 avg_train_ssim=0.8821 run_seconds=68914.004
epoch 1738: train_loss=0.100372 train_ssim=0.8820 val_loss=0.107414 val_ssim=0.8737 val_psnr=32.49 lr=2.3921552e-05 epoch_seconds=39.177 run_seconds=68922.798 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1739 heartbeat: batch=1/455 avg_train_loss=0.104369 avg_train_ssim=0.8773 run_seconds=68923.073
epoch 1739 heartbeat: batch=128/455 avg_train_loss=0.100631 avg_train_ssim=0.8817 run_seconds=68933.098
epoch 1739 heartbeat: batch=263/455 avg_train_loss=0.100513 avg_train_ssim=0.8818 run_seconds=68943.118
epoch 1739 heartbeat: batch=390/455 avg_train_loss=0.100435 avg_train_ssim=0.8819 run_seconds=68953.118
epoch 1739: train_loss=0.100436 train_ssim=0.8819 val_loss=0.107385 val_ssim=0.8738 val_psnr=32.47 lr=2.7121417e-05 epoch_seconds=39.010 run_seconds=68961.845 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1740 heartbeat: batch=1/455 avg_train_loss=0.099329 avg_train_ssim=0.8832 run_seconds=68962.147
epoch 1740 heartbeat: batch=128/455 avg_train_loss=0.100218 avg_train_ssim=0.8822 run_seconds=68972.211
epoch 1740 heartbeat: batch=262/455 avg_train_loss=0.100384 avg_train_ssim=0.8820 run_seconds=68982.211
epoch 1740 heartbeat: batch=389/455 avg_train_loss=0.100399 avg_train_ssim=0.8820 run_seconds=68992.219
epoch 1740: train_loss=0.100440 train_ssim=0.8819 val_loss=0.107404 val_ssim=0.8737 val_psnr=32.47 lr=3.0629352e-05 epoch_seconds=39.107 run_seconds=69000.988 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1741 heartbeat: batch=1/455 avg_train_loss=0.102841 avg_train_ssim=0.8791 run_seconds=69001.261
epoch 1741 heartbeat: batch=128/455 avg_train_loss=0.100413 avg_train_ssim=0.8820 run_seconds=69011.281
epoch 1741 heartbeat: batch=263/455 avg_train_loss=0.100548 avg_train_ssim=0.8818 run_seconds=69021.352
epoch 1741 heartbeat: batch=390/455 avg_train_loss=0.100481 avg_train_ssim=0.8819 run_seconds=69031.378
epoch 1741: train_loss=0.100476 train_ssim=0.8819 val_loss=0.107493 val_ssim=0.8736 val_psnr=32.48 lr=3.4436906e-05 epoch_seconds=39.103 run_seconds=69040.129 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1742 heartbeat: batch=1/455 avg_train_loss=0.099244 avg_train_ssim=0.8833 run_seconds=69040.406
epoch 1742 heartbeat: batch=128/455 avg_train_loss=0.100441 avg_train_ssim=0.8819 run_seconds=69050.407
epoch 1742 heartbeat: batch=263/455 avg_train_loss=0.100532 avg_train_ssim=0.8818 run_seconds=69060.463
epoch 1742 heartbeat: batch=390/455 avg_train_loss=0.100559 avg_train_ssim=0.8818 run_seconds=69070.493
epoch 1742: train_loss=0.100503 train_ssim=0.8819 val_loss=0.107503 val_ssim=0.8736 val_psnr=32.48 lr=3.8534908e-05 epoch_seconds=39.058 run_seconds=69079.230 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1743 heartbeat: batch=1/455 avg_train_loss=0.101919 avg_train_ssim=0.8802 run_seconds=69079.578
epoch 1743 heartbeat: batch=128/455 avg_train_loss=0.100526 avg_train_ssim=0.8818 run_seconds=69089.641
epoch 1743 heartbeat: batch=263/455 avg_train_loss=0.100476 avg_train_ssim=0.8819 run_seconds=69099.708
epoch 1743 heartbeat: batch=391/455 avg_train_loss=0.100453 avg_train_ssim=0.8819 run_seconds=69109.789
epoch 1743: train_loss=0.100481 train_ssim=0.8819 val_loss=0.107458 val_ssim=0.8737 val_psnr=32.47 lr=4.2913484e-05 epoch_seconds=39.179 run_seconds=69118.449 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1744 heartbeat: batch=1/455 avg_train_loss=0.103318 avg_train_ssim=0.8785 run_seconds=69118.750
epoch 1744 heartbeat: batch=128/455 avg_train_loss=0.100405 avg_train_ssim=0.8820 run_seconds=69128.769
epoch 1744 heartbeat: batch=262/455 avg_train_loss=0.100476 avg_train_ssim=0.8819 run_seconds=69138.818
epoch 1744 heartbeat: batch=389/455 avg_train_loss=0.100571 avg_train_ssim=0.8818 run_seconds=69148.822
epoch 1744: train_loss=0.100566 train_ssim=0.8818 val_loss=0.107565 val_ssim=0.8736 val_psnr=32.48 lr=4.7562087e-05 epoch_seconds=39.129 run_seconds=69157.614 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1745 heartbeat: batch=1/455 avg_train_loss=0.096943 avg_train_ssim=0.8860 run_seconds=69157.906
epoch 1745 heartbeat: batch=128/455 avg_train_loss=0.100510 avg_train_ssim=0.8818 run_seconds=69167.968
epoch 1745 heartbeat: batch=262/455 avg_train_loss=0.100560 avg_train_ssim=0.8818 run_seconds=69178.044
epoch 1745 heartbeat: batch=389/455 avg_train_loss=0.100635 avg_train_ssim=0.8817 run_seconds=69188.083
epoch 1745: train_loss=0.100642 train_ssim=0.8817 val_loss=0.107738 val_ssim=0.8734 val_psnr=32.46 lr=5.2469517e-05 epoch_seconds=39.188 run_seconds=69196.841 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1746 heartbeat: batch=1/455 avg_train_loss=0.102252 avg_train_ssim=0.8798 run_seconds=69197.113
epoch 1746 heartbeat: batch=128/455 avg_train_loss=0.100544 avg_train_ssim=0.8818 run_seconds=69207.119
epoch 1746 heartbeat: batch=263/455 avg_train_loss=0.100700 avg_train_ssim=0.8816 run_seconds=69217.194
epoch 1746 heartbeat: batch=390/455 avg_train_loss=0.100766 avg_train_ssim=0.8815 run_seconds=69227.202
epoch 1746: train_loss=0.100675 train_ssim=0.8817 val_loss=0.107561 val_ssim=0.8736 val_psnr=32.48 lr=5.7623952e-05 epoch_seconds=39.081 run_seconds=69235.962 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1747 heartbeat: batch=1/455 avg_train_loss=0.098836 avg_train_ssim=0.8838 run_seconds=69236.250
epoch 1747 heartbeat: batch=128/455 avg_train_loss=0.100756 avg_train_ssim=0.8816 run_seconds=69246.269
epoch 1747 heartbeat: batch=262/455 avg_train_loss=0.100743 avg_train_ssim=0.8816 run_seconds=69256.286
epoch 1747 heartbeat: batch=389/455 avg_train_loss=0.100654 avg_train_ssim=0.8817 run_seconds=69266.319
epoch 1747: train_loss=0.100638 train_ssim=0.8817 val_loss=0.107651 val_ssim=0.8735 val_psnr=32.50 lr=6.3012974e-05 epoch_seconds=39.134 run_seconds=69275.134 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1748 heartbeat: batch=1/455 avg_train_loss=0.098098 avg_train_ssim=0.8847 run_seconds=69275.406
epoch 1748 heartbeat: batch=128/455 avg_train_loss=0.100678 avg_train_ssim=0.8817 run_seconds=69285.445
epoch 1748 heartbeat: batch=262/455 avg_train_loss=0.100604 avg_train_ssim=0.8817 run_seconds=69295.449
epoch 1748 heartbeat: batch=389/455 avg_train_loss=0.100686 avg_train_ssim=0.8816 run_seconds=69305.467
epoch 1748: train_loss=0.100681 train_ssim=0.8816 val_loss=0.107695 val_ssim=0.8734 val_psnr=32.40 lr=6.8623601e-05 epoch_seconds=39.098 run_seconds=69314.269 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1749 heartbeat: batch=1/455 avg_train_loss=0.101324 avg_train_ssim=0.8809 run_seconds=69314.578
epoch 1749 heartbeat: batch=128/455 avg_train_loss=0.100725 avg_train_ssim=0.8816 run_seconds=69324.585
epoch 1749 heartbeat: batch=262/455 avg_train_loss=0.100648 avg_train_ssim=0.8817 run_seconds=69334.594
epoch 1749 heartbeat: batch=389/455 avg_train_loss=0.100717 avg_train_ssim=0.8816 run_seconds=69344.602
epoch 1749: train_loss=0.100720 train_ssim=0.8816 val_loss=0.107661 val_ssim=0.8734 val_psnr=32.48 lr=7.4442316e-05 epoch_seconds=39.072 run_seconds=69353.382 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1750 heartbeat: batch=1/455 avg_train_loss=0.101991 avg_train_ssim=0.8801 run_seconds=69353.684
epoch 1750 heartbeat: batch=128/455 avg_train_loss=0.100603 avg_train_ssim=0.8817 run_seconds=69363.711
epoch 1750 heartbeat: batch=262/455 avg_train_loss=0.100488 avg_train_ssim=0.8819 run_seconds=69373.720
epoch 1750 heartbeat: batch=389/455 avg_train_loss=0.100659 avg_train_ssim=0.8817 run_seconds=69383.744
epoch 1750: train_loss=0.100724 train_ssim=0.8816 val_loss=0.107877 val_ssim=0.8732 val_psnr=32.41 lr=8.0455102e-05 epoch_seconds=39.136 run_seconds=69392.555 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1751 heartbeat: batch=1/455 avg_train_loss=0.100434 avg_train_ssim=0.8819 run_seconds=69392.830
epoch 1751 heartbeat: batch=128/455 avg_train_loss=0.100768 avg_train_ssim=0.8815 run_seconds=69402.875
epoch 1751 heartbeat: batch=262/455 avg_train_loss=0.100630 avg_train_ssim=0.8817 run_seconds=69412.882
epoch 1751 heartbeat: batch=389/455 avg_train_loss=0.100733 avg_train_ssim=0.8816 run_seconds=69422.907
epoch 1751: train_loss=0.100757 train_ssim=0.8816 val_loss=0.107881 val_ssim=0.8732 val_psnr=32.40 lr=8.6647473e-05 epoch_seconds=39.203 run_seconds=69431.797 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1752 heartbeat: batch=1/455 avg_train_loss=0.101723 avg_train_ssim=0.8804 run_seconds=69432.093
epoch 1752 heartbeat: batch=128/455 avg_train_loss=0.100799 avg_train_ssim=0.8815 run_seconds=69442.103
epoch 1752 heartbeat: batch=262/455 avg_train_loss=0.100996 avg_train_ssim=0.8813 run_seconds=69452.112
epoch 1752 heartbeat: batch=389/455 avg_train_loss=0.100819 avg_train_ssim=0.8815 run_seconds=69462.130
epoch 1752: train_loss=0.100822 train_ssim=0.8815 val_loss=0.107965 val_ssim=0.8731 val_psnr=32.48 lr=9.3004511e-05 epoch_seconds=39.119 run_seconds=69470.954 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1753 heartbeat: batch=1/455 avg_train_loss=0.102262 avg_train_ssim=0.8798 run_seconds=69471.218
epoch 1753 heartbeat: batch=128/455 avg_train_loss=0.100679 avg_train_ssim=0.8816 run_seconds=69481.224
epoch 1753 heartbeat: batch=262/455 avg_train_loss=0.100835 avg_train_ssim=0.8815 run_seconds=69491.287
epoch 1753 heartbeat: batch=389/455 avg_train_loss=0.100840 avg_train_ssim=0.8815 run_seconds=69501.304
epoch 1753: train_loss=0.100796 train_ssim=0.8815 val_loss=0.107768 val_ssim=0.8733 val_psnr=32.43 lr=9.9510902e-05 epoch_seconds=39.129 run_seconds=69510.119 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1754 heartbeat: batch=1/455 avg_train_loss=0.102137 avg_train_ssim=0.8799 run_seconds=69510.395
epoch 1754 heartbeat: batch=128/455 avg_train_loss=0.101017 avg_train_ssim=0.8813 run_seconds=69520.404
epoch 1754 heartbeat: batch=262/455 avg_train_loss=0.100930 avg_train_ssim=0.8814 run_seconds=69530.435
epoch 1754 heartbeat: batch=388/455 avg_train_loss=0.100916 avg_train_ssim=0.8814 run_seconds=69540.455
epoch 1754: train_loss=0.100890 train_ssim=0.8814 val_loss=0.107982 val_ssim=0.8731 val_psnr=32.43 lr=0.00010615097 epoch_seconds=39.182 run_seconds=69549.339 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1755 heartbeat: batch=1/455 avg_train_loss=0.098751 avg_train_ssim=0.8839 run_seconds=69549.644
epoch 1755 heartbeat: batch=128/455 avg_train_loss=0.100835 avg_train_ssim=0.8815 run_seconds=69559.674
epoch 1755 heartbeat: batch=263/455 avg_train_loss=0.100939 avg_train_ssim=0.8813 run_seconds=69569.752
epoch 1755 heartbeat: batch=390/455 avg_train_loss=0.100950 avg_train_ssim=0.8813 run_seconds=69579.775
epoch 1755: train_loss=0.100948 train_ssim=0.8813 val_loss=0.108007 val_ssim=0.8730 val_psnr=32.40 lr=0.00011290872 epoch_seconds=39.130 run_seconds=69588.505 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1756 heartbeat: batch=1/455 avg_train_loss=0.101771 avg_train_ssim=0.8804 run_seconds=69588.783
epoch 1756 heartbeat: batch=128/455 avg_train_loss=0.101062 avg_train_ssim=0.8812 run_seconds=69598.811
epoch 1756 heartbeat: batch=262/455 avg_train_loss=0.100928 avg_train_ssim=0.8814 run_seconds=69608.827
epoch 1756 heartbeat: batch=389/455 avg_train_loss=0.100988 avg_train_ssim=0.8813 run_seconds=69618.859
epoch 1756: train_loss=0.101058 train_ssim=0.8812 val_loss=0.108093 val_ssim=0.8729 val_psnr=32.47 lr=0.00011976787 epoch_seconds=39.078 run_seconds=69627.620 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1757 heartbeat: batch=1/455 avg_train_loss=0.104385 avg_train_ssim=0.8773 run_seconds=69627.924
epoch 1757 heartbeat: batch=128/455 avg_train_loss=0.100833 avg_train_ssim=0.8815 run_seconds=69637.939
epoch 1757 heartbeat: batch=263/455 avg_train_loss=0.101050 avg_train_ssim=0.8812 run_seconds=69647.997
epoch 1757 heartbeat: batch=390/455 avg_train_loss=0.101099 avg_train_ssim=0.8812 run_seconds=69658.008
epoch 1757: train_loss=0.101111 train_ssim=0.8811 val_loss=0.107904 val_ssim=0.8732 val_psnr=32.41 lr=0.0001267119 epoch_seconds=39.074 run_seconds=69666.733 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1758 heartbeat: batch=1/455 avg_train_loss=0.100618 avg_train_ssim=0.8817 run_seconds=69667.017
epoch 1758 heartbeat: batch=128/455 avg_train_loss=0.101083 avg_train_ssim=0.8812 run_seconds=69677.070
epoch 1758 heartbeat: batch=261/455 avg_train_loss=0.101061 avg_train_ssim=0.8812 run_seconds=69687.117
epoch 1758 heartbeat: batch=388/455 avg_train_loss=0.101043 avg_train_ssim=0.8812 run_seconds=69697.127
epoch 1758: train_loss=0.101051 train_ssim=0.8812 val_loss=0.108213 val_ssim=0.8728 val_psnr=32.41 lr=0.00013372408 epoch_seconds=39.254 run_seconds=69706.024 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1759 heartbeat: batch=1/455 avg_train_loss=0.097337 avg_train_ssim=0.8856 run_seconds=69706.309
epoch 1759 heartbeat: batch=128/455 avg_train_loss=0.101287 avg_train_ssim=0.8809 run_seconds=69716.330
epoch 1759 heartbeat: batch=262/455 avg_train_loss=0.101082 avg_train_ssim=0.8812 run_seconds=69726.332
epoch 1759 heartbeat: batch=390/455 avg_train_loss=0.101129 avg_train_ssim=0.8811 run_seconds=69736.412
epoch 1759: train_loss=0.101081 train_ssim=0.8812 val_loss=0.108037 val_ssim=0.8730 val_psnr=32.34 lr=0.00014078751 epoch_seconds=39.058 run_seconds=69745.121 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1760 heartbeat: batch=1/455 avg_train_loss=0.101816 avg_train_ssim=0.8803 run_seconds=69745.405
epoch 1760 heartbeat: batch=128/455 avg_train_loss=0.100872 avg_train_ssim=0.8814 run_seconds=69755.420
epoch 1760 heartbeat: batch=262/455 avg_train_loss=0.101011 avg_train_ssim=0.8813 run_seconds=69765.423
epoch 1760 heartbeat: batch=388/455 avg_train_loss=0.101058 avg_train_ssim=0.8812 run_seconds=69775.494
epoch 1760: train_loss=0.101133 train_ssim=0.8811 val_loss=0.107883 val_ssim=0.8732 val_psnr=32.46 lr=0.00014788519 epoch_seconds=39.174 run_seconds=69784.332 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1761 heartbeat: batch=1/455 avg_train_loss=0.103050 avg_train_ssim=0.8789 run_seconds=69784.623
epoch 1761 heartbeat: batch=128/455 avg_train_loss=0.101141 avg_train_ssim=0.8811 run_seconds=69794.650
epoch 1761 heartbeat: batch=263/455 avg_train_loss=0.101176 avg_train_ssim=0.8811 run_seconds=69804.729
epoch 1761 heartbeat: batch=390/455 avg_train_loss=0.101245 avg_train_ssim=0.8810 run_seconds=69814.733
epoch 1761: train_loss=0.101171 train_ssim=0.8811 val_loss=0.108211 val_ssim=0.8728 val_psnr=32.43 lr=0.000155 epoch_seconds=39.032 run_seconds=69823.403 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1762 heartbeat: batch=1/455 avg_train_loss=0.097498 avg_train_ssim=0.8854 run_seconds=69823.678
epoch 1762 heartbeat: batch=128/455 avg_train_loss=0.101035 avg_train_ssim=0.8812 run_seconds=69833.697
epoch 1762 heartbeat: batch=262/455 avg_train_loss=0.101123 avg_train_ssim=0.8811 run_seconds=69843.741
epoch 1762 heartbeat: batch=389/455 avg_train_loss=0.101148 avg_train_ssim=0.8811 run_seconds=69853.748
epoch 1762: train_loss=0.101240 train_ssim=0.8810 val_loss=0.108267 val_ssim=0.8727 val_psnr=32.38 lr=0.00016211481 epoch_seconds=39.139 run_seconds=69862.581 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1763 heartbeat: batch=1/455 avg_train_loss=0.103790 avg_train_ssim=0.8780 run_seconds=69862.846
epoch 1763 heartbeat: batch=128/455 avg_train_loss=0.101415 avg_train_ssim=0.8808 run_seconds=69872.858
epoch 1763 heartbeat: batch=263/455 avg_train_loss=0.101293 avg_train_ssim=0.8809 run_seconds=69882.914
epoch 1763 heartbeat: batch=390/455 avg_train_loss=0.101216 avg_train_ssim=0.8810 run_seconds=69892.936
epoch 1763: train_loss=0.101258 train_ssim=0.8810 val_loss=0.108439 val_ssim=0.8725 val_psnr=32.42 lr=0.00016921249 epoch_seconds=39.056 run_seconds=69901.673 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1764 heartbeat: batch=1/455 avg_train_loss=0.103525 avg_train_ssim=0.8783 run_seconds=69901.946
epoch 1764 heartbeat: batch=127/455 avg_train_loss=0.101120 avg_train_ssim=0.8811 run_seconds=69911.979
epoch 1764 heartbeat: batch=261/455 avg_train_loss=0.101262 avg_train_ssim=0.8810 run_seconds=69922.011
epoch 1764 heartbeat: batch=388/455 avg_train_loss=0.101253 avg_train_ssim=0.8810 run_seconds=69932.032
epoch 1764: train_loss=0.101203 train_ssim=0.8810 val_loss=0.108154 val_ssim=0.8729 val_psnr=32.43 lr=0.00017627592 epoch_seconds=39.224 run_seconds=69940.933 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1765 heartbeat: batch=1/455 avg_train_loss=0.106210 avg_train_ssim=0.8752 run_seconds=69941.200
epoch 1765 heartbeat: batch=128/455 avg_train_loss=0.101310 avg_train_ssim=0.8809 run_seconds=69951.204
epoch 1765 heartbeat: batch=262/455 avg_train_loss=0.101335 avg_train_ssim=0.8809 run_seconds=69961.265
epoch 1765 heartbeat: batch=389/455 avg_train_loss=0.101474 avg_train_ssim=0.8807 run_seconds=69971.274
epoch 1765: train_loss=0.101455 train_ssim=0.8807 val_loss=0.108323 val_ssim=0.8727 val_psnr=32.30 lr=0.0001832881 epoch_seconds=39.089 run_seconds=69980.058 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1766 heartbeat: batch=1/455 avg_train_loss=0.102797 avg_train_ssim=0.8792 run_seconds=69980.374
epoch 1766 heartbeat: batch=128/455 avg_train_loss=0.101247 avg_train_ssim=0.8810 run_seconds=69990.439
epoch 1766 heartbeat: batch=266/455 avg_train_loss=0.101298 avg_train_ssim=0.8809 run_seconds=70000.501
epoch 1766 heartbeat: batch=393/455 avg_train_loss=0.101298 avg_train_ssim=0.8809 run_seconds=70010.559
epoch 1766: train_loss=0.101349 train_ssim=0.8809 val_loss=0.108413 val_ssim=0.8726 val_psnr=32.44 lr=0.00019023213 epoch_seconds=39.060 run_seconds=70019.155 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1767 heartbeat: batch=1/455 avg_train_loss=0.101422 avg_train_ssim=0.8808 run_seconds=70019.446
epoch 1767 heartbeat: batch=128/455 avg_train_loss=0.101353 avg_train_ssim=0.8809 run_seconds=70029.525
epoch 1767 heartbeat: batch=263/455 avg_train_loss=0.101351 avg_train_ssim=0.8809 run_seconds=70039.579
epoch 1767 heartbeat: batch=390/455 avg_train_loss=0.101405 avg_train_ssim=0.8808 run_seconds=70049.617
epoch 1767: train_loss=0.101458 train_ssim=0.8807 val_loss=0.108559 val_ssim=0.8724 val_psnr=32.24 lr=0.00019709128 epoch_seconds=39.105 run_seconds=70058.297 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1768 heartbeat: batch=1/455 avg_train_loss=0.098465 avg_train_ssim=0.8842 run_seconds=70058.579
epoch 1768 heartbeat: batch=128/455 avg_train_loss=0.101118 avg_train_ssim=0.8811 run_seconds=70068.619
epoch 1768 heartbeat: batch=263/455 avg_train_loss=0.101259 avg_train_ssim=0.8810 run_seconds=70078.669
epoch 1768 heartbeat: batch=390/455 avg_train_loss=0.101381 avg_train_ssim=0.8808 run_seconds=70088.700
epoch 1768: train_loss=0.101381 train_ssim=0.8808 val_loss=0.108482 val_ssim=0.8725 val_psnr=32.16 lr=0.00020384903 epoch_seconds=39.146 run_seconds=70097.481 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1769 heartbeat: batch=1/455 avg_train_loss=0.104452 avg_train_ssim=0.8772 run_seconds=70097.765
epoch 1769 heartbeat: batch=127/455 avg_train_loss=0.101400 avg_train_ssim=0.8808 run_seconds=70107.768
epoch 1769 heartbeat: batch=261/455 avg_train_loss=0.101552 avg_train_ssim=0.8806 run_seconds=70117.782
epoch 1769 heartbeat: batch=388/455 avg_train_loss=0.101448 avg_train_ssim=0.8807 run_seconds=70127.840
epoch 1769: train_loss=0.101466 train_ssim=0.8807 val_loss=0.108082 val_ssim=0.8729 val_psnr=32.31 lr=0.0002104891 epoch_seconds=39.236 run_seconds=70136.756 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1770 heartbeat: batch=1/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=70137.028
epoch 1770 heartbeat: batch=128/455 avg_train_loss=0.101125 avg_train_ssim=0.8811 run_seconds=70147.044
epoch 1770 heartbeat: batch=262/455 avg_train_loss=0.101447 avg_train_ssim=0.8807 run_seconds=70157.051
epoch 1770 heartbeat: batch=389/455 avg_train_loss=0.101470 avg_train_ssim=0.8807 run_seconds=70167.067
epoch 1770: train_loss=0.101427 train_ssim=0.8808 val_loss=0.108168 val_ssim=0.8728 val_psnr=32.27 lr=0.00021699549 epoch_seconds=39.107 run_seconds=70175.900 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1771 heartbeat: batch=1/455 avg_train_loss=0.101933 avg_train_ssim=0.8802 run_seconds=70176.214
epoch 1771 heartbeat: batch=128/455 avg_train_loss=0.101308 avg_train_ssim=0.8809 run_seconds=70186.229
epoch 1771 heartbeat: batch=262/455 avg_train_loss=0.101359 avg_train_ssim=0.8809 run_seconds=70196.235
epoch 1771 heartbeat: batch=389/455 avg_train_loss=0.101409 avg_train_ssim=0.8808 run_seconds=70206.260
epoch 1771: train_loss=0.101505 train_ssim=0.8807 val_loss=0.108833 val_ssim=0.8721 val_psnr=32.46 lr=0.00022335253 epoch_seconds=39.125 run_seconds=70215.064 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1772 heartbeat: batch=1/455 avg_train_loss=0.103673 avg_train_ssim=0.8781 run_seconds=70215.349
epoch 1772 heartbeat: batch=128/455 avg_train_loss=0.101766 avg_train_ssim=0.8804 run_seconds=70225.427
epoch 1772 heartbeat: batch=262/455 avg_train_loss=0.101620 avg_train_ssim=0.8805 run_seconds=70235.437
epoch 1772 heartbeat: batch=389/455 avg_train_loss=0.101562 avg_train_ssim=0.8806 run_seconds=70245.484
epoch 1772: train_loss=0.101474 train_ssim=0.8807 val_loss=0.108455 val_ssim=0.8725 val_psnr=32.42 lr=0.0002295449 epoch_seconds=39.151 run_seconds=70254.251 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1773 heartbeat: batch=1/455 avg_train_loss=0.103593 avg_train_ssim=0.8782 run_seconds=70254.552
epoch 1773 heartbeat: batch=128/455 avg_train_loss=0.101224 avg_train_ssim=0.8810 run_seconds=70264.564
epoch 1773 heartbeat: batch=262/455 avg_train_loss=0.101489 avg_train_ssim=0.8807 run_seconds=70274.609
epoch 1773 heartbeat: batch=389/455 avg_train_loss=0.101568 avg_train_ssim=0.8806 run_seconds=70284.625
epoch 1773: train_loss=0.101553 train_ssim=0.8806 val_loss=0.108264 val_ssim=0.8727 val_psnr=32.32 lr=0.00023555768 epoch_seconds=39.157 run_seconds=70293.445 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1774 heartbeat: batch=1/455 avg_train_loss=0.100770 avg_train_ssim=0.8815 run_seconds=70293.720
epoch 1774 heartbeat: batch=128/455 avg_train_loss=0.101768 avg_train_ssim=0.8804 run_seconds=70303.745
epoch 1774 heartbeat: batch=262/455 avg_train_loss=0.101987 avg_train_ssim=0.8801 run_seconds=70313.788
epoch 1774 heartbeat: batch=389/455 avg_train_loss=0.101806 avg_train_ssim=0.8803 run_seconds=70323.830
epoch 1774: train_loss=0.101773 train_ssim=0.8804 val_loss=0.108846 val_ssim=0.8720 val_psnr=32.37 lr=0.0002413764 epoch_seconds=39.162 run_seconds=70332.643 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1775 heartbeat: batch=1/455 avg_train_loss=0.102296 avg_train_ssim=0.8797 run_seconds=70332.912
epoch 1775 heartbeat: batch=128/455 avg_train_loss=0.101614 avg_train_ssim=0.8806 run_seconds=70342.921
epoch 1775 heartbeat: batch=262/455 avg_train_loss=0.101466 avg_train_ssim=0.8807 run_seconds=70352.928
epoch 1775 heartbeat: batch=389/455 avg_train_loss=0.101591 avg_train_ssim=0.8806 run_seconds=70362.938
epoch 1775: train_loss=0.101580 train_ssim=0.8806 val_loss=0.108433 val_ssim=0.8725 val_psnr=32.44 lr=0.00024698703 epoch_seconds=39.005 run_seconds=70371.684 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1776 heartbeat: batch=1/455 avg_train_loss=0.098534 avg_train_ssim=0.8842 run_seconds=70371.958
epoch 1776 heartbeat: batch=128/455 avg_train_loss=0.101533 avg_train_ssim=0.8806 run_seconds=70381.982
epoch 1776 heartbeat: batch=263/455 avg_train_loss=0.101507 avg_train_ssim=0.8807 run_seconds=70392.029
epoch 1776 heartbeat: batch=390/455 avg_train_loss=0.101641 avg_train_ssim=0.8805 run_seconds=70402.042
epoch 1776: train_loss=0.101658 train_ssim=0.8805 val_loss=0.108643 val_ssim=0.8723 val_psnr=32.14 lr=0.00025237605 epoch_seconds=39.028 run_seconds=70410.749 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1777 heartbeat: batch=1/455 avg_train_loss=0.102145 avg_train_ssim=0.8799 run_seconds=70411.023
epoch 1777 heartbeat: batch=129/455 avg_train_loss=0.101632 avg_train_ssim=0.8805 run_seconds=70421.098
epoch 1777 heartbeat: batch=263/455 avg_train_loss=0.101613 avg_train_ssim=0.8806 run_seconds=70431.117
epoch 1777 heartbeat: batch=390/455 avg_train_loss=0.101571 avg_train_ssim=0.8806 run_seconds=70441.142
epoch 1777: train_loss=0.101586 train_ssim=0.8806 val_loss=0.108423 val_ssim=0.8725 val_psnr=32.37 lr=0.00025753048 epoch_seconds=39.061 run_seconds=70449.847 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1778 heartbeat: batch=1/455 avg_train_loss=0.098158 avg_train_ssim=0.8846 run_seconds=70450.123
epoch 1778 heartbeat: batch=128/455 avg_train_loss=0.101635 avg_train_ssim=0.8805 run_seconds=70460.125
epoch 1778 heartbeat: batch=261/455 avg_train_loss=0.101730 avg_train_ssim=0.8804 run_seconds=70470.149
epoch 1778 heartbeat: batch=387/455 avg_train_loss=0.101763 avg_train_ssim=0.8804 run_seconds=70480.166
epoch 1778: train_loss=0.101771 train_ssim=0.8804 val_loss=0.108697 val_ssim=0.8722 val_psnr=32.45 lr=0.00026243791 epoch_seconds=39.246 run_seconds=70489.128 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1779 heartbeat: batch=1/455 avg_train_loss=0.099833 avg_train_ssim=0.8826 run_seconds=70489.436
epoch 1779 heartbeat: batch=128/455 avg_train_loss=0.101812 avg_train_ssim=0.8803 run_seconds=70499.461
epoch 1779 heartbeat: batch=262/455 avg_train_loss=0.101837 avg_train_ssim=0.8803 run_seconds=70509.468
epoch 1779 heartbeat: batch=389/455 avg_train_loss=0.101685 avg_train_ssim=0.8805 run_seconds=70519.479
epoch 1779: train_loss=0.101613 train_ssim=0.8806 val_loss=0.109758 val_ssim=0.8710 val_psnr=31.52 lr=0.00026708652 epoch_seconds=39.062 run_seconds=70528.228 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1780 heartbeat: batch=1/455 avg_train_loss=0.098170 avg_train_ssim=0.8846 run_seconds=70528.503
epoch 1780 heartbeat: batch=128/455 avg_train_loss=0.101964 avg_train_ssim=0.8801 run_seconds=70538.532
epoch 1780 heartbeat: batch=262/455 avg_train_loss=0.101883 avg_train_ssim=0.8802 run_seconds=70548.605
epoch 1780 heartbeat: batch=387/455 avg_train_loss=0.101867 avg_train_ssim=0.8803 run_seconds=70558.658
epoch 1780: train_loss=0.101787 train_ssim=0.8803 val_loss=0.108515 val_ssim=0.8724 val_psnr=32.46 lr=0.00027146509 epoch_seconds=39.391 run_seconds=70567.657 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1781 heartbeat: batch=1/455 avg_train_loss=0.101981 avg_train_ssim=0.8801 run_seconds=70567.930
epoch 1781 heartbeat: batch=129/455 avg_train_loss=0.101459 avg_train_ssim=0.8807 run_seconds=70578.007
epoch 1781 heartbeat: batch=265/455 avg_train_loss=0.101431 avg_train_ssim=0.8808 run_seconds=70588.083
epoch 1781 heartbeat: batch=392/455 avg_train_loss=0.101542 avg_train_ssim=0.8806 run_seconds=70598.105
epoch 1781: train_loss=0.101656 train_ssim=0.8805 val_loss=0.108682 val_ssim=0.8722 val_psnr=32.34 lr=0.00027556309 epoch_seconds=38.966 run_seconds=70606.660 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1782 heartbeat: batch=1/455 avg_train_loss=0.103058 avg_train_ssim=0.8789 run_seconds=70606.980
epoch 1782 heartbeat: batch=129/455 avg_train_loss=0.102237 avg_train_ssim=0.8798 run_seconds=70617.051
epoch 1782 heartbeat: batch=263/455 avg_train_loss=0.102033 avg_train_ssim=0.8801 run_seconds=70627.109
epoch 1782 heartbeat: batch=390/455 avg_train_loss=0.101908 avg_train_ssim=0.8802 run_seconds=70637.122
epoch 1782: train_loss=0.101925 train_ssim=0.8802 val_loss=0.108550 val_ssim=0.8724 val_psnr=32.41 lr=0.00027937065 epoch_seconds=39.156 run_seconds=70645.853 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1783 heartbeat: batch=1/455 avg_train_loss=0.103035 avg_train_ssim=0.8789 run_seconds=70646.135
epoch 1783 heartbeat: batch=128/455 avg_train_loss=0.101703 avg_train_ssim=0.8804 run_seconds=70656.162
epoch 1783 heartbeat: batch=263/455 avg_train_loss=0.101775 avg_train_ssim=0.8804 run_seconds=70666.211
epoch 1783 heartbeat: batch=390/455 avg_train_loss=0.101773 avg_train_ssim=0.8804 run_seconds=70676.221
epoch 1783: train_loss=0.101730 train_ssim=0.8804 val_loss=0.109355 val_ssim=0.8715 val_psnr=32.28 lr=0.00028287858 epoch_seconds=39.076 run_seconds=70684.972 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1784 heartbeat: batch=1/455 avg_train_loss=0.103960 avg_train_ssim=0.8778 run_seconds=70685.250
epoch 1784 heartbeat: batch=129/455 avg_train_loss=0.101546 avg_train_ssim=0.8806 run_seconds=70695.330
epoch 1784 heartbeat: batch=263/455 avg_train_loss=0.101855 avg_train_ssim=0.8803 run_seconds=70705.409
epoch 1784 heartbeat: batch=389/455 avg_train_loss=0.101780 avg_train_ssim=0.8804 run_seconds=70715.424
epoch 1784: train_loss=0.101809 train_ssim=0.8803 val_loss=0.108741 val_ssim=0.8722 val_psnr=32.44 lr=0.00028607845 epoch_seconds=39.243 run_seconds=70724.251 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1785 heartbeat: batch=1/455 avg_train_loss=0.098417 avg_train_ssim=0.8843 run_seconds=70724.566
epoch 1785 heartbeat: batch=128/455 avg_train_loss=0.101769 avg_train_ssim=0.8804 run_seconds=70734.568
epoch 1785 heartbeat: batch=263/455 avg_train_loss=0.101472 avg_train_ssim=0.8807 run_seconds=70744.628
epoch 1785 heartbeat: batch=390/455 avg_train_loss=0.101622 avg_train_ssim=0.8805 run_seconds=70754.633
epoch 1785: train_loss=0.101719 train_ssim=0.8804 val_loss=0.108691 val_ssim=0.8722 val_psnr=32.36 lr=0.00028896253 epoch_seconds=39.075 run_seconds=70763.365 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1786 heartbeat: batch=1/455 avg_train_loss=0.105727 avg_train_ssim=0.8757 run_seconds=70763.665
epoch 1786 heartbeat: batch=128/455 avg_train_loss=0.101996 avg_train_ssim=0.8801 run_seconds=70773.701
epoch 1786 heartbeat: batch=263/455 avg_train_loss=0.101805 avg_train_ssim=0.8803 run_seconds=70783.757
epoch 1786 heartbeat: batch=390/455 avg_train_loss=0.101875 avg_train_ssim=0.8802 run_seconds=70793.766
epoch 1786: train_loss=0.101812 train_ssim=0.8803 val_loss=0.108678 val_ssim=0.8722 val_psnr=32.23 lr=0.00029152389 epoch_seconds=39.111 run_seconds=70802.513 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1787 heartbeat: batch=1/455 avg_train_loss=0.101119 avg_train_ssim=0.8811 run_seconds=70802.790
epoch 1787 heartbeat: batch=128/455 avg_train_loss=0.101854 avg_train_ssim=0.8803 run_seconds=70812.834
epoch 1787 heartbeat: batch=262/455 avg_train_loss=0.102431 avg_train_ssim=0.8796 run_seconds=70822.841
epoch 1787 heartbeat: batch=389/455 avg_train_loss=0.102375 avg_train_ssim=0.8797 run_seconds=70832.867
epoch 1787: train_loss=0.102275 train_ssim=0.8798 val_loss=0.108440 val_ssim=0.8725 val_psnr=32.37 lr=0.00029375635 epoch_seconds=39.130 run_seconds=70841.680 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1788 heartbeat: batch=1/455 avg_train_loss=0.100882 avg_train_ssim=0.8814 run_seconds=70841.977
epoch 1788 heartbeat: batch=128/455 avg_train_loss=0.101984 avg_train_ssim=0.8801 run_seconds=70851.984
epoch 1788 heartbeat: batch=262/455 avg_train_loss=0.101871 avg_train_ssim=0.8802 run_seconds=70862.009
epoch 1788 heartbeat: batch=389/455 avg_train_loss=0.101820 avg_train_ssim=0.8803 run_seconds=70872.017
epoch 1788: train_loss=0.101807 train_ssim=0.8803 val_loss=0.108725 val_ssim=0.8722 val_psnr=32.39 lr=0.00029565453 epoch_seconds=39.151 run_seconds=70880.869 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1789 heartbeat: batch=1/455 avg_train_loss=0.098253 avg_train_ssim=0.8845 run_seconds=70881.138
epoch 1789 heartbeat: batch=128/455 avg_train_loss=0.101973 avg_train_ssim=0.8801 run_seconds=70891.141
epoch 1789 heartbeat: batch=263/455 avg_train_loss=0.101849 avg_train_ssim=0.8803 run_seconds=70901.185
epoch 1789 heartbeat: batch=390/455 avg_train_loss=0.101986 avg_train_ssim=0.8801 run_seconds=70911.195
epoch 1789: train_loss=0.102003 train_ssim=0.8801 val_loss=0.108676 val_ssim=0.8722 val_psnr=32.44 lr=0.00029721387 epoch_seconds=39.036 run_seconds=70919.940 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1790 heartbeat: batch=1/455 avg_train_loss=0.102891 avg_train_ssim=0.8791 run_seconds=70920.243
epoch 1790 heartbeat: batch=129/455 avg_train_loss=0.101711 avg_train_ssim=0.8804 run_seconds=70930.316
epoch 1790 heartbeat: batch=263/455 avg_train_loss=0.101804 avg_train_ssim=0.8803 run_seconds=70940.318
epoch 1790 heartbeat: batch=390/455 avg_train_loss=0.101828 avg_train_ssim=0.8803 run_seconds=70950.318
epoch 1790: train_loss=0.101831 train_ssim=0.8803 val_loss=0.108482 val_ssim=0.8725 val_psnr=32.44 lr=0.00029843059 epoch_seconds=39.056 run_seconds=70959.033 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1791 heartbeat: batch=1/455 avg_train_loss=0.096689 avg_train_ssim=0.8863 run_seconds=70959.304
epoch 1791 heartbeat: batch=128/455 avg_train_loss=0.101816 avg_train_ssim=0.8803 run_seconds=70969.319
epoch 1791 heartbeat: batch=262/455 avg_train_loss=0.101879 avg_train_ssim=0.8802 run_seconds=70979.371
epoch 1791 heartbeat: batch=389/455 avg_train_loss=0.101951 avg_train_ssim=0.8802 run_seconds=70989.380
epoch 1791: train_loss=0.101847 train_ssim=0.8803 val_loss=0.108626 val_ssim=0.8723 val_psnr=32.19 lr=0.00029930179 epoch_seconds=39.115 run_seconds=70998.187 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1792 heartbeat: batch=1/455 avg_train_loss=0.101861 avg_train_ssim=0.8803 run_seconds=70998.472
epoch 1792 heartbeat: batch=128/455 avg_train_loss=0.101367 avg_train_ssim=0.8808 run_seconds=71008.482
epoch 1792 heartbeat: batch=263/455 avg_train_loss=0.101649 avg_train_ssim=0.8805 run_seconds=71018.555
epoch 1792 heartbeat: batch=390/455 avg_train_loss=0.101687 avg_train_ssim=0.8805 run_seconds=71028.573
epoch 1792: train_loss=0.101759 train_ssim=0.8804 val_loss=0.108993 val_ssim=0.8719 val_psnr=32.23 lr=0.00029982534 epoch_seconds=39.055 run_seconds=71037.280 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1793 heartbeat: batch=1/455 avg_train_loss=0.100025 avg_train_ssim=0.8824 run_seconds=71037.584
epoch 1793 heartbeat: batch=128/455 avg_train_loss=0.101774 avg_train_ssim=0.8804 run_seconds=71047.614
epoch 1793 heartbeat: batch=262/455 avg_train_loss=0.101956 avg_train_ssim=0.8802 run_seconds=71057.619
epoch 1793 heartbeat: batch=389/455 avg_train_loss=0.101826 avg_train_ssim=0.8803 run_seconds=71067.635
epoch 1793: train_loss=0.101798 train_ssim=0.8803 val_loss=0.108460 val_ssim=0.8725 val_psnr=32.44 lr=0.0003 epoch_seconds=39.174 run_seconds=71076.491 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1794 heartbeat: batch=1/455 avg_train_loss=0.102822 avg_train_ssim=0.8791 run_seconds=71076.794
epoch 1794 heartbeat: batch=128/455 avg_train_loss=0.101671 avg_train_ssim=0.8805 run_seconds=71086.813
epoch 1794 heartbeat: batch=263/455 avg_train_loss=0.101847 avg_train_ssim=0.8803 run_seconds=71096.883
epoch 1794 heartbeat: batch=390/455 avg_train_loss=0.101936 avg_train_ssim=0.8802 run_seconds=71106.885
epoch 1794: train_loss=0.101915 train_ssim=0.8802 val_loss=0.108489 val_ssim=0.8725 val_psnr=32.19 lr=0.00029982534 epoch_seconds=39.096 run_seconds=71115.622 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1795 heartbeat: batch=1/455 avg_train_loss=0.099762 avg_train_ssim=0.8827 run_seconds=71115.908
epoch 1795 heartbeat: batch=129/455 avg_train_loss=0.101808 avg_train_ssim=0.8803 run_seconds=71125.981
epoch 1795 heartbeat: batch=264/455 avg_train_loss=0.101800 avg_train_ssim=0.8803 run_seconds=71136.047
epoch 1795 heartbeat: batch=391/455 avg_train_loss=0.101806 avg_train_ssim=0.8803 run_seconds=71146.119
epoch 1795: train_loss=0.101879 train_ssim=0.8802 val_loss=0.108922 val_ssim=0.8720 val_psnr=32.41 lr=0.00029930179 epoch_seconds=39.094 run_seconds=71154.754 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1796 heartbeat: batch=1/455 avg_train_loss=0.100745 avg_train_ssim=0.8816 run_seconds=71155.031
epoch 1796 heartbeat: batch=128/455 avg_train_loss=0.101937 avg_train_ssim=0.8802 run_seconds=71165.054
epoch 1796 heartbeat: batch=262/455 avg_train_loss=0.101794 avg_train_ssim=0.8803 run_seconds=71175.092
epoch 1796 heartbeat: batch=389/455 avg_train_loss=0.101742 avg_train_ssim=0.8804 run_seconds=71185.094
epoch 1796: train_loss=0.101774 train_ssim=0.8804 val_loss=0.108622 val_ssim=0.8723 val_psnr=32.32 lr=0.00029843059 epoch_seconds=39.136 run_seconds=71193.927 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1797 heartbeat: batch=1/455 avg_train_loss=0.100377 avg_train_ssim=0.8820 run_seconds=71194.200
epoch 1797 heartbeat: batch=128/455 avg_train_loss=0.101997 avg_train_ssim=0.8801 run_seconds=71204.207
epoch 1797 heartbeat: batch=263/455 avg_train_loss=0.101896 avg_train_ssim=0.8802 run_seconds=71214.275
epoch 1797 heartbeat: batch=390/455 avg_train_loss=0.101847 avg_train_ssim=0.8803 run_seconds=71224.319
epoch 1797: train_loss=0.101847 train_ssim=0.8803 val_loss=0.110998 val_ssim=0.8695 val_psnr=31.82 lr=0.00029721387 epoch_seconds=39.119 run_seconds=71233.085 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1798 heartbeat: batch=1/455 avg_train_loss=0.098277 avg_train_ssim=0.8845 run_seconds=71233.403
epoch 1798 heartbeat: batch=128/455 avg_train_loss=0.102090 avg_train_ssim=0.8800 run_seconds=71243.441
epoch 1798 heartbeat: batch=263/455 avg_train_loss=0.101916 avg_train_ssim=0.8802 run_seconds=71253.442
epoch 1798 heartbeat: batch=390/455 avg_train_loss=0.101842 avg_train_ssim=0.8803 run_seconds=71263.444
epoch 1798: train_loss=0.101844 train_ssim=0.8803 val_loss=0.108743 val_ssim=0.8722 val_psnr=32.41 lr=0.00029565453 epoch_seconds=39.072 run_seconds=71272.194 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1799 heartbeat: batch=1/455 avg_train_loss=0.098188 avg_train_ssim=0.8846 run_seconds=71272.465
epoch 1799 heartbeat: batch=128/455 avg_train_loss=0.101488 avg_train_ssim=0.8807 run_seconds=71282.483
epoch 1799 heartbeat: batch=262/455 avg_train_loss=0.101576 avg_train_ssim=0.8806 run_seconds=71292.514
epoch 1799 heartbeat: batch=389/455 avg_train_loss=0.101899 avg_train_ssim=0.8802 run_seconds=71302.532
epoch 1799: train_loss=0.101881 train_ssim=0.8802 val_loss=0.108878 val_ssim=0.8720 val_psnr=32.15 lr=0.00029375635 epoch_seconds=39.090 run_seconds=71311.321 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1800 heartbeat: batch=1/455 avg_train_loss=0.102489 avg_train_ssim=0.8795 run_seconds=71311.587
epoch 1800 heartbeat: batch=128/455 avg_train_loss=0.101762 avg_train_ssim=0.8804 run_seconds=71321.592
epoch 1800 heartbeat: batch=263/455 avg_train_loss=0.101724 avg_train_ssim=0.8804 run_seconds=71331.632
epoch 1800 heartbeat: batch=390/455 avg_train_loss=0.101685 avg_train_ssim=0.8805 run_seconds=71341.637
epoch 1800: train_loss=0.101694 train_ssim=0.8805 val_loss=0.108654 val_ssim=0.8723 val_psnr=32.39 lr=0.00029152389 epoch_seconds=39.033 run_seconds=71350.392 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1801 heartbeat: batch=1/455 avg_train_loss=0.103370 avg_train_ssim=0.8785 run_seconds=71350.715
epoch 1801 heartbeat: batch=128/455 avg_train_loss=0.101490 avg_train_ssim=0.8807 run_seconds=71360.742
epoch 1801 heartbeat: batch=261/455 avg_train_loss=0.101622 avg_train_ssim=0.8805 run_seconds=71370.776
epoch 1801 heartbeat: batch=388/455 avg_train_loss=0.101714 avg_train_ssim=0.8804 run_seconds=71380.801
epoch 1801: train_loss=0.101769 train_ssim=0.8804 val_loss=0.109149 val_ssim=0.8717 val_psnr=32.43 lr=0.00028896253 epoch_seconds=39.276 run_seconds=71389.704 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1802 heartbeat: batch=1/455 avg_train_loss=0.101894 avg_train_ssim=0.8802 run_seconds=71389.985
epoch 1802 heartbeat: batch=127/455 avg_train_loss=0.101524 avg_train_ssim=0.8807 run_seconds=71399.991
epoch 1802 heartbeat: batch=262/455 avg_train_loss=0.101632 avg_train_ssim=0.8805 run_seconds=71410.058
epoch 1802 heartbeat: batch=389/455 avg_train_loss=0.101566 avg_train_ssim=0.8806 run_seconds=71420.073
epoch 1802: train_loss=0.101599 train_ssim=0.8806 val_loss=0.108247 val_ssim=0.8728 val_psnr=32.47 lr=0.00028607845 epoch_seconds=39.146 run_seconds=71428.886 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1803 heartbeat: batch=1/455 avg_train_loss=0.104155 avg_train_ssim=0.8776 run_seconds=71429.170
epoch 1803 heartbeat: batch=128/455 avg_train_loss=0.101645 avg_train_ssim=0.8805 run_seconds=71439.195
epoch 1803 heartbeat: batch=262/455 avg_train_loss=0.101739 avg_train_ssim=0.8804 run_seconds=71449.205
epoch 1803 heartbeat: batch=389/455 avg_train_loss=0.101706 avg_train_ssim=0.8804 run_seconds=71459.220
epoch 1803: train_loss=0.101675 train_ssim=0.8805 val_loss=0.109856 val_ssim=0.8709 val_psnr=32.32 lr=0.00028287858 epoch_seconds=39.125 run_seconds=71468.049 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1804 heartbeat: batch=1/455 avg_train_loss=0.101307 avg_train_ssim=0.8809 run_seconds=71468.324
epoch 1804 heartbeat: batch=128/455 avg_train_loss=0.101742 avg_train_ssim=0.8804 run_seconds=71478.370
epoch 1804 heartbeat: batch=263/455 avg_train_loss=0.101507 avg_train_ssim=0.8807 run_seconds=71488.414
epoch 1804 heartbeat: batch=390/455 avg_train_loss=0.101610 avg_train_ssim=0.8806 run_seconds=71498.437
epoch 1804: train_loss=0.101617 train_ssim=0.8805 val_loss=0.108459 val_ssim=0.8725 val_psnr=32.36 lr=0.00027937065 epoch_seconds=39.114 run_seconds=71507.198 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1805 heartbeat: batch=1/455 avg_train_loss=0.102259 avg_train_ssim=0.8798 run_seconds=71507.505
epoch 1805 heartbeat: batch=129/455 avg_train_loss=0.101438 avg_train_ssim=0.8808 run_seconds=71517.580
epoch 1805 heartbeat: batch=264/455 avg_train_loss=0.101595 avg_train_ssim=0.8806 run_seconds=71527.630
epoch 1805 heartbeat: batch=391/455 avg_train_loss=0.101647 avg_train_ssim=0.8805 run_seconds=71537.640
epoch 1805: train_loss=0.101676 train_ssim=0.8805 val_loss=0.108763 val_ssim=0.8722 val_psnr=32.22 lr=0.00027556309 epoch_seconds=39.091 run_seconds=71546.326 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1806 heartbeat: batch=1/455 avg_train_loss=0.102705 avg_train_ssim=0.8793 run_seconds=71546.588
epoch 1806 heartbeat: batch=128/455 avg_train_loss=0.101457 avg_train_ssim=0.8807 run_seconds=71556.594
epoch 1806 heartbeat: batch=263/455 avg_train_loss=0.101489 avg_train_ssim=0.8807 run_seconds=71566.667
epoch 1806 heartbeat: batch=390/455 avg_train_loss=0.101594 avg_train_ssim=0.8806 run_seconds=71576.680
epoch 1806: train_loss=0.101678 train_ssim=0.8805 val_loss=0.108594 val_ssim=0.8724 val_psnr=32.09 lr=0.00027146509 epoch_seconds=39.054 run_seconds=71585.416 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1807 heartbeat: batch=1/455 avg_train_loss=0.100415 avg_train_ssim=0.8820 run_seconds=71585.713
epoch 1807 heartbeat: batch=128/455 avg_train_loss=0.101433 avg_train_ssim=0.8808 run_seconds=71595.728
epoch 1807 heartbeat: batch=262/455 avg_train_loss=0.101557 avg_train_ssim=0.8806 run_seconds=71605.738
epoch 1807 heartbeat: batch=389/455 avg_train_loss=0.101561 avg_train_ssim=0.8806 run_seconds=71615.751
epoch 1807: train_loss=0.101565 train_ssim=0.8806 val_loss=0.108419 val_ssim=0.8725 val_psnr=32.45 lr=0.00026708652 epoch_seconds=39.103 run_seconds=71624.556 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1808 heartbeat: batch=1/455 avg_train_loss=0.102779 avg_train_ssim=0.8792 run_seconds=71624.827
epoch 1808 heartbeat: batch=129/455 avg_train_loss=0.102019 avg_train_ssim=0.8801 run_seconds=71634.898
epoch 1808 heartbeat: batch=264/455 avg_train_loss=0.101621 avg_train_ssim=0.8805 run_seconds=71644.957
epoch 1808 heartbeat: batch=392/455 avg_train_loss=0.101662 avg_train_ssim=0.8805 run_seconds=71655.032
epoch 1808: train_loss=0.101651 train_ssim=0.8805 val_loss=0.108635 val_ssim=0.8723 val_psnr=32.41 lr=0.00026243791 epoch_seconds=38.951 run_seconds=71663.544 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1809 heartbeat: batch=1/455 avg_train_loss=0.100827 avg_train_ssim=0.8815 run_seconds=71663.824
epoch 1809 heartbeat: batch=128/455 avg_train_loss=0.101302 avg_train_ssim=0.8809 run_seconds=71673.848
epoch 1809 heartbeat: batch=267/455 avg_train_loss=0.101474 avg_train_ssim=0.8807 run_seconds=71683.918
epoch 1809 heartbeat: batch=394/455 avg_train_loss=0.101450 avg_train_ssim=0.8807 run_seconds=71693.932
epoch 1809: train_loss=0.101513 train_ssim=0.8807 val_loss=0.109080 val_ssim=0.8718 val_psnr=32.38 lr=0.00025753048 epoch_seconds=38.743 run_seconds=71702.323 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1810 heartbeat: batch=1/455 avg_train_loss=0.103208 avg_train_ssim=0.8787 run_seconds=71702.607
epoch 1810 heartbeat: batch=128/455 avg_train_loss=0.101463 avg_train_ssim=0.8807 run_seconds=71712.620
epoch 1810 heartbeat: batch=262/455 avg_train_loss=0.101460 avg_train_ssim=0.8807 run_seconds=71722.636
epoch 1810 heartbeat: batch=389/455 avg_train_loss=0.101562 avg_train_ssim=0.8806 run_seconds=71732.660
epoch 1810: train_loss=0.101582 train_ssim=0.8806 val_loss=0.108685 val_ssim=0.8722 val_psnr=32.39 lr=0.00025237605 epoch_seconds=39.108 run_seconds=71741.468 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1811 heartbeat: batch=1/455 avg_train_loss=0.100818 avg_train_ssim=0.8815 run_seconds=71741.739
epoch 1811 heartbeat: batch=128/455 avg_train_loss=0.102002 avg_train_ssim=0.8801 run_seconds=71751.740
epoch 1811 heartbeat: batch=262/455 avg_train_loss=0.102096 avg_train_ssim=0.8800 run_seconds=71761.743
epoch 1811 heartbeat: batch=389/455 avg_train_loss=0.101978 avg_train_ssim=0.8801 run_seconds=71771.755
epoch 1811: train_loss=0.101895 train_ssim=0.8802 val_loss=0.108431 val_ssim=0.8725 val_psnr=32.15 lr=0.00024698703 epoch_seconds=39.056 run_seconds=71780.560 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1812 heartbeat: batch=1/455 avg_train_loss=0.103433 avg_train_ssim=0.8784 run_seconds=71780.869
epoch 1812 heartbeat: batch=128/455 avg_train_loss=0.101493 avg_train_ssim=0.8807 run_seconds=71790.881
epoch 1812 heartbeat: batch=262/455 avg_train_loss=0.101509 avg_train_ssim=0.8807 run_seconds=71800.935
epoch 1812 heartbeat: batch=389/455 avg_train_loss=0.101473 avg_train_ssim=0.8807 run_seconds=71810.939
epoch 1812: train_loss=0.101455 train_ssim=0.8807 val_loss=0.108529 val_ssim=0.8724 val_psnr=32.31 lr=0.0002413764 epoch_seconds=39.147 run_seconds=71819.745 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1813 heartbeat: batch=1/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=71820.015
epoch 1813 heartbeat: batch=128/455 avg_train_loss=0.101329 avg_train_ssim=0.8809 run_seconds=71830.031
epoch 1813 heartbeat: batch=262/455 avg_train_loss=0.101489 avg_train_ssim=0.8807 run_seconds=71840.053
epoch 1813 heartbeat: batch=389/455 avg_train_loss=0.101504 avg_train_ssim=0.8807 run_seconds=71850.060
epoch 1813: train_loss=0.101475 train_ssim=0.8807 val_loss=0.108252 val_ssim=0.8727 val_psnr=32.42 lr=0.00023555768 epoch_seconds=39.066 run_seconds=71858.848 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1814 heartbeat: batch=1/455 avg_train_loss=0.097299 avg_train_ssim=0.8856 run_seconds=71859.119
epoch 1814 heartbeat: batch=128/455 avg_train_loss=0.102351 avg_train_ssim=0.8797 run_seconds=71869.130
epoch 1814 heartbeat: batch=262/455 avg_train_loss=0.102133 avg_train_ssim=0.8799 run_seconds=71879.144
epoch 1814 heartbeat: batch=389/455 avg_train_loss=0.101816 avg_train_ssim=0.8803 run_seconds=71889.158
epoch 1814: train_loss=0.101772 train_ssim=0.8804 val_loss=0.108575 val_ssim=0.8724 val_psnr=32.43 lr=0.0002295449 epoch_seconds=39.071 run_seconds=71897.955 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1815 heartbeat: batch=1/455 avg_train_loss=0.101949 avg_train_ssim=0.8802 run_seconds=71898.233
epoch 1815 heartbeat: batch=128/455 avg_train_loss=0.101628 avg_train_ssim=0.8805 run_seconds=71908.248
epoch 1815 heartbeat: batch=263/455 avg_train_loss=0.101559 avg_train_ssim=0.8806 run_seconds=71918.302
epoch 1815 heartbeat: batch=390/455 avg_train_loss=0.101420 avg_train_ssim=0.8808 run_seconds=71928.358
epoch 1815: train_loss=0.101452 train_ssim=0.8807 val_loss=0.108511 val_ssim=0.8724 val_psnr=32.33 lr=0.00022335253 epoch_seconds=39.089 run_seconds=71937.081 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1816 heartbeat: batch=1/455 avg_train_loss=0.106442 avg_train_ssim=0.8749 run_seconds=71937.359
epoch 1816 heartbeat: batch=128/455 avg_train_loss=0.101479 avg_train_ssim=0.8807 run_seconds=71947.365
epoch 1816 heartbeat: batch=262/455 avg_train_loss=0.101396 avg_train_ssim=0.8808 run_seconds=71957.398
epoch 1816 heartbeat: batch=389/455 avg_train_loss=0.101301 avg_train_ssim=0.8809 run_seconds=71967.417
epoch 1816: train_loss=0.101316 train_ssim=0.8809 val_loss=0.108339 val_ssim=0.8726 val_psnr=32.44 lr=0.00021699549 epoch_seconds=39.113 run_seconds=71976.231 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1817 heartbeat: batch=1/455 avg_train_loss=0.100527 avg_train_ssim=0.8818 run_seconds=71976.511
epoch 1817 heartbeat: batch=127/455 avg_train_loss=0.101230 avg_train_ssim=0.8810 run_seconds=71986.548
epoch 1817 heartbeat: batch=261/455 avg_train_loss=0.101169 avg_train_ssim=0.8811 run_seconds=71996.592
epoch 1817 heartbeat: batch=388/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=72006.603
epoch 1817: train_loss=0.101254 train_ssim=0.8810 val_loss=0.108260 val_ssim=0.8727 val_psnr=32.46 lr=0.0002104891 epoch_seconds=39.211 run_seconds=72015.480 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1818 heartbeat: batch=1/455 avg_train_loss=0.100889 avg_train_ssim=0.8814 run_seconds=72015.752
epoch 1818 heartbeat: batch=128/455 avg_train_loss=0.100842 avg_train_ssim=0.8815 run_seconds=72025.753
epoch 1818 heartbeat: batch=262/455 avg_train_loss=0.101180 avg_train_ssim=0.8811 run_seconds=72035.761
epoch 1818 heartbeat: batch=389/455 avg_train_loss=0.101277 avg_train_ssim=0.8809 run_seconds=72045.763
epoch 1818: train_loss=0.101291 train_ssim=0.8809 val_loss=0.108186 val_ssim=0.8728 val_psnr=32.49 lr=0.00020384903 epoch_seconds=39.052 run_seconds=72054.571 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1819 heartbeat: batch=1/455 avg_train_loss=0.102059 avg_train_ssim=0.8800 run_seconds=72054.849
epoch 1819 heartbeat: batch=128/455 avg_train_loss=0.101500 avg_train_ssim=0.8807 run_seconds=72064.912
epoch 1819 heartbeat: batch=263/455 avg_train_loss=0.101273 avg_train_ssim=0.8810 run_seconds=72074.973
epoch 1819 heartbeat: batch=390/455 avg_train_loss=0.101254 avg_train_ssim=0.8810 run_seconds=72084.974
epoch 1819: train_loss=0.101227 train_ssim=0.8810 val_loss=0.108160 val_ssim=0.8729 val_psnr=32.42 lr=0.00019709128 epoch_seconds=39.113 run_seconds=72093.722 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1820 heartbeat: batch=1/455 avg_train_loss=0.099600 avg_train_ssim=0.8829 run_seconds=72093.992
epoch 1820 heartbeat: batch=128/455 avg_train_loss=0.100919 avg_train_ssim=0.8814 run_seconds=72104.015
epoch 1820 heartbeat: batch=266/455 avg_train_loss=0.101324 avg_train_ssim=0.8809 run_seconds=72114.052
epoch 1820 heartbeat: batch=393/455 avg_train_loss=0.101247 avg_train_ssim=0.8810 run_seconds=72124.060
epoch 1820: train_loss=0.101249 train_ssim=0.8810 val_loss=0.108427 val_ssim=0.8725 val_psnr=32.45 lr=0.00019023213 epoch_seconds=38.729 run_seconds=72132.488 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1821 heartbeat: batch=1/455 avg_train_loss=0.099429 avg_train_ssim=0.8831 run_seconds=72132.757
epoch 1821 heartbeat: batch=129/455 avg_train_loss=0.101066 avg_train_ssim=0.8812 run_seconds=72142.825
epoch 1821 heartbeat: batch=263/455 avg_train_loss=0.101205 avg_train_ssim=0.8810 run_seconds=72152.837
epoch 1821 heartbeat: batch=390/455 avg_train_loss=0.101157 avg_train_ssim=0.8811 run_seconds=72162.872
epoch 1821: train_loss=0.101106 train_ssim=0.8811 val_loss=0.108064 val_ssim=0.8730 val_psnr=32.41 lr=0.0001832881 epoch_seconds=39.072 run_seconds=72171.597 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1822 heartbeat: batch=1/455 avg_train_loss=0.101743 avg_train_ssim=0.8804 run_seconds=72171.871
epoch 1822 heartbeat: batch=129/455 avg_train_loss=0.101099 avg_train_ssim=0.8812 run_seconds=72181.944
epoch 1822 heartbeat: batch=263/455 avg_train_loss=0.100969 avg_train_ssim=0.8813 run_seconds=72191.954
epoch 1822 heartbeat: batch=390/455 avg_train_loss=0.101044 avg_train_ssim=0.8812 run_seconds=72201.959
epoch 1822: train_loss=0.101047 train_ssim=0.8812 val_loss=0.108236 val_ssim=0.8728 val_psnr=32.31 lr=0.00017627592 epoch_seconds=39.024 run_seconds=72210.660 gpu_index=0 gpu_util_pct=85 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1823 heartbeat: batch=1/455 avg_train_loss=0.096918 avg_train_ssim=0.8861 run_seconds=72210.930
epoch 1823 heartbeat: batch=129/455 avg_train_loss=0.100752 avg_train_ssim=0.8816 run_seconds=72220.999
epoch 1823 heartbeat: batch=264/455 avg_train_loss=0.100868 avg_train_ssim=0.8814 run_seconds=72231.059
epoch 1823 heartbeat: batch=391/455 avg_train_loss=0.101114 avg_train_ssim=0.8811 run_seconds=72241.062
epoch 1823: train_loss=0.101049 train_ssim=0.8812 val_loss=0.108143 val_ssim=0.8729 val_psnr=32.52 lr=0.00016921249 epoch_seconds=39.065 run_seconds=72249.762 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1824 heartbeat: batch=1/455 avg_train_loss=0.101013 avg_train_ssim=0.8813 run_seconds=72250.063
epoch 1824 heartbeat: batch=128/455 avg_train_loss=0.101142 avg_train_ssim=0.8811 run_seconds=72260.068
epoch 1824 heartbeat: batch=262/455 avg_train_loss=0.101070 avg_train_ssim=0.8812 run_seconds=72270.080
epoch 1824 heartbeat: batch=389/455 avg_train_loss=0.101091 avg_train_ssim=0.8812 run_seconds=72280.087
epoch 1824: train_loss=0.101067 train_ssim=0.8812 val_loss=0.108125 val_ssim=0.8729 val_psnr=32.48 lr=0.00016211481 epoch_seconds=39.074 run_seconds=72288.874 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1825 heartbeat: batch=1/455 avg_train_loss=0.104103 avg_train_ssim=0.8776 run_seconds=72289.159
epoch 1825 heartbeat: batch=128/455 avg_train_loss=0.100559 avg_train_ssim=0.8818 run_seconds=72299.163
epoch 1825 heartbeat: batch=263/455 avg_train_loss=0.100817 avg_train_ssim=0.8815 run_seconds=72309.188
epoch 1825 heartbeat: batch=390/455 avg_train_loss=0.100952 avg_train_ssim=0.8813 run_seconds=72319.246
epoch 1825: train_loss=0.100939 train_ssim=0.8813 val_loss=0.107973 val_ssim=0.8731 val_psnr=32.29 lr=0.000155 epoch_seconds=39.066 run_seconds=72327.980 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1826 heartbeat: batch=1/455 avg_train_loss=0.103624 avg_train_ssim=0.8782 run_seconds=72328.248
epoch 1826 heartbeat: batch=128/455 avg_train_loss=0.101139 avg_train_ssim=0.8811 run_seconds=72338.252
epoch 1826 heartbeat: batch=263/455 avg_train_loss=0.101059 avg_train_ssim=0.8812 run_seconds=72348.283
epoch 1826 heartbeat: batch=390/455 avg_train_loss=0.100979 avg_train_ssim=0.8813 run_seconds=72358.331
epoch 1826: train_loss=0.100909 train_ssim=0.8814 val_loss=0.107866 val_ssim=0.8732 val_psnr=32.49 lr=0.00014788519 epoch_seconds=39.017 run_seconds=72367.034 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1827 heartbeat: batch=1/455 avg_train_loss=0.101096 avg_train_ssim=0.8812 run_seconds=72367.316
epoch 1827 heartbeat: batch=128/455 avg_train_loss=0.100701 avg_train_ssim=0.8816 run_seconds=72377.382
epoch 1827 heartbeat: batch=262/455 avg_train_loss=0.100719 avg_train_ssim=0.8816 run_seconds=72387.410
epoch 1827 heartbeat: batch=389/455 avg_train_loss=0.100867 avg_train_ssim=0.8814 run_seconds=72397.440
epoch 1827: train_loss=0.100857 train_ssim=0.8814 val_loss=0.108145 val_ssim=0.8729 val_psnr=32.39 lr=0.00014078751 epoch_seconds=39.217 run_seconds=72406.287 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1828 heartbeat: batch=1/455 avg_train_loss=0.103376 avg_train_ssim=0.8785 run_seconds=72406.598
epoch 1828 heartbeat: batch=128/455 avg_train_loss=0.101004 avg_train_ssim=0.8813 run_seconds=72416.621
epoch 1828 heartbeat: batch=263/455 avg_train_loss=0.100708 avg_train_ssim=0.8816 run_seconds=72426.693
epoch 1828 heartbeat: batch=390/455 avg_train_loss=0.100838 avg_train_ssim=0.8815 run_seconds=72436.696
epoch 1828: train_loss=0.100814 train_ssim=0.8815 val_loss=0.108039 val_ssim=0.8730 val_psnr=32.45 lr=0.00013372408 epoch_seconds=39.099 run_seconds=72445.423 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1829 heartbeat: batch=1/455 avg_train_loss=0.106332 avg_train_ssim=0.8750 run_seconds=72445.698
epoch 1829 heartbeat: batch=128/455 avg_train_loss=0.100439 avg_train_ssim=0.8819 run_seconds=72455.701
epoch 1829 heartbeat: batch=266/455 avg_train_loss=0.100540 avg_train_ssim=0.8818 run_seconds=72465.756
epoch 1829 heartbeat: batch=393/455 avg_train_loss=0.100769 avg_train_ssim=0.8815 run_seconds=72475.763
epoch 1829: train_loss=0.100810 train_ssim=0.8815 val_loss=0.108027 val_ssim=0.8730 val_psnr=32.51 lr=0.0001267119 epoch_seconds=38.750 run_seconds=72484.209 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1830 heartbeat: batch=1/455 avg_train_loss=0.100001 avg_train_ssim=0.8824 run_seconds=72484.487
epoch 1830 heartbeat: batch=128/455 avg_train_loss=0.100521 avg_train_ssim=0.8818 run_seconds=72494.523
epoch 1830 heartbeat: batch=263/455 avg_train_loss=0.100639 avg_train_ssim=0.8817 run_seconds=72504.606
epoch 1830 heartbeat: batch=390/455 avg_train_loss=0.100734 avg_train_ssim=0.8816 run_seconds=72514.625
epoch 1830: train_loss=0.100717 train_ssim=0.8816 val_loss=0.107729 val_ssim=0.8734 val_psnr=32.49 lr=0.00011976787 epoch_seconds=39.087 run_seconds=72523.332 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1831 heartbeat: batch=1/455 avg_train_loss=0.099124 avg_train_ssim=0.8835 run_seconds=72523.653
epoch 1831 heartbeat: batch=128/455 avg_train_loss=0.100865 avg_train_ssim=0.8814 run_seconds=72533.663
epoch 1831 heartbeat: batch=262/455 avg_train_loss=0.100832 avg_train_ssim=0.8815 run_seconds=72543.679
epoch 1831 heartbeat: batch=389/455 avg_train_loss=0.100780 avg_train_ssim=0.8815 run_seconds=72553.687
epoch 1831: train_loss=0.100718 train_ssim=0.8816 val_loss=0.107960 val_ssim=0.8731 val_psnr=32.49 lr=0.00011290872 epoch_seconds=39.113 run_seconds=72562.485 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1832 heartbeat: batch=1/455 avg_train_loss=0.104352 avg_train_ssim=0.8773 run_seconds=72562.753
epoch 1832 heartbeat: batch=128/455 avg_train_loss=0.100550 avg_train_ssim=0.8818 run_seconds=72572.754
epoch 1832 heartbeat: batch=263/455 avg_train_loss=0.100680 avg_train_ssim=0.8816 run_seconds=72582.808
epoch 1832 heartbeat: batch=390/455 avg_train_loss=0.100719 avg_train_ssim=0.8816 run_seconds=72592.828
epoch 1832: train_loss=0.100660 train_ssim=0.8817 val_loss=0.107841 val_ssim=0.8732 val_psnr=32.49 lr=0.00010615097 epoch_seconds=38.978 run_seconds=72601.499 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1833 heartbeat: batch=1/455 avg_train_loss=0.099532 avg_train_ssim=0.8830 run_seconds=72601.771
epoch 1833 heartbeat: batch=128/455 avg_train_loss=0.100722 avg_train_ssim=0.8816 run_seconds=72611.785
epoch 1833 heartbeat: batch=262/455 avg_train_loss=0.100660 avg_train_ssim=0.8817 run_seconds=72621.811
epoch 1833 heartbeat: batch=389/455 avg_train_loss=0.100600 avg_train_ssim=0.8817 run_seconds=72631.814
epoch 1833: train_loss=0.100637 train_ssim=0.8817 val_loss=0.108872 val_ssim=0.8720 val_psnr=32.34 lr=9.9510902e-05 epoch_seconds=39.080 run_seconds=72640.614 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1834 heartbeat: batch=1/455 avg_train_loss=0.102626 avg_train_ssim=0.8794 run_seconds=72640.934
epoch 1834 heartbeat: batch=128/455 avg_train_loss=0.100573 avg_train_ssim=0.8818 run_seconds=72650.960
epoch 1834 heartbeat: batch=262/455 avg_train_loss=0.100658 avg_train_ssim=0.8817 run_seconds=72660.975
epoch 1834 heartbeat: batch=389/455 avg_train_loss=0.100658 avg_train_ssim=0.8817 run_seconds=72670.999
epoch 1834: train_loss=0.100621 train_ssim=0.8817 val_loss=0.107751 val_ssim=0.8733 val_psnr=32.53 lr=9.3004511e-05 epoch_seconds=39.115 run_seconds=72679.767 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1835 heartbeat: batch=1/455 avg_train_loss=0.098854 avg_train_ssim=0.8838 run_seconds=72680.068
epoch 1835 heartbeat: batch=128/455 avg_train_loss=0.100439 avg_train_ssim=0.8819 run_seconds=72690.120
epoch 1835 heartbeat: batch=262/455 avg_train_loss=0.100582 avg_train_ssim=0.8818 run_seconds=72700.125
epoch 1835 heartbeat: batch=389/455 avg_train_loss=0.100588 avg_train_ssim=0.8818 run_seconds=72710.127
epoch 1835: train_loss=0.100542 train_ssim=0.8818 val_loss=0.107726 val_ssim=0.8734 val_psnr=32.48 lr=8.6647473e-05 epoch_seconds=39.133 run_seconds=72718.938 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1836 heartbeat: batch=1/455 avg_train_loss=0.105463 avg_train_ssim=0.8760 run_seconds=72719.246
epoch 1836 heartbeat: batch=128/455 avg_train_loss=0.100692 avg_train_ssim=0.8816 run_seconds=72729.246
epoch 1836 heartbeat: batch=262/455 avg_train_loss=0.100658 avg_train_ssim=0.8817 run_seconds=72739.254
epoch 1836 heartbeat: batch=389/455 avg_train_loss=0.100598 avg_train_ssim=0.8817 run_seconds=72749.280
epoch 1836: train_loss=0.100532 train_ssim=0.8818 val_loss=0.107901 val_ssim=0.8732 val_psnr=32.37 lr=8.0455102e-05 epoch_seconds=39.122 run_seconds=72758.096 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1837 heartbeat: batch=1/455 avg_train_loss=0.100295 avg_train_ssim=0.8821 run_seconds=72758.366
epoch 1837 heartbeat: batch=128/455 avg_train_loss=0.100397 avg_train_ssim=0.8820 run_seconds=72768.395
epoch 1837 heartbeat: batch=262/455 avg_train_loss=0.100280 avg_train_ssim=0.8821 run_seconds=72778.404
epoch 1837 heartbeat: batch=389/455 avg_train_loss=0.100479 avg_train_ssim=0.8819 run_seconds=72788.431
epoch 1837: train_loss=0.100508 train_ssim=0.8819 val_loss=0.107568 val_ssim=0.8736 val_psnr=32.39 lr=7.4442316e-05 epoch_seconds=39.083 run_seconds=72797.216 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1838 heartbeat: batch=1/455 avg_train_loss=0.101429 avg_train_ssim=0.8808 run_seconds=72797.494
epoch 1838 heartbeat: batch=128/455 avg_train_loss=0.100339 avg_train_ssim=0.8820 run_seconds=72807.509
epoch 1838 heartbeat: batch=263/455 avg_train_loss=0.100488 avg_train_ssim=0.8819 run_seconds=72817.564
epoch 1838 heartbeat: batch=390/455 avg_train_loss=0.100513 avg_train_ssim=0.8818 run_seconds=72827.589
epoch 1838: train_loss=0.100442 train_ssim=0.8819 val_loss=0.107673 val_ssim=0.8734 val_psnr=32.45 lr=6.8623601e-05 epoch_seconds=39.064 run_seconds=72836.320 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1839 heartbeat: batch=1/455 avg_train_loss=0.100525 avg_train_ssim=0.8818 run_seconds=72836.589
epoch 1839 heartbeat: batch=128/455 avg_train_loss=0.100693 avg_train_ssim=0.8816 run_seconds=72846.605
epoch 1839 heartbeat: batch=263/455 avg_train_loss=0.100497 avg_train_ssim=0.8819 run_seconds=72856.682
epoch 1839 heartbeat: batch=390/455 avg_train_loss=0.100423 avg_train_ssim=0.8820 run_seconds=72866.702
epoch 1839: train_loss=0.100413 train_ssim=0.8820 val_loss=0.107569 val_ssim=0.8735 val_psnr=32.44 lr=6.3012974e-05 epoch_seconds=39.104 run_seconds=72875.459 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=22178 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1840 heartbeat: batch=1/455 avg_train_loss=0.100843 avg_train_ssim=0.8815 run_seconds=72875.731
epoch 1840 heartbeat: batch=128/455 avg_train_loss=0.100307 avg_train_ssim=0.8821 run_seconds=72885.748
epoch 1840 heartbeat: batch=262/455 avg_train_loss=0.100467 avg_train_ssim=0.8819 run_seconds=72895.763
epoch 1840 heartbeat: batch=389/455 avg_train_loss=0.100387 avg_train_ssim=0.8820 run_seconds=72905.775
epoch 1840: train_loss=0.100407 train_ssim=0.8820 val_loss=0.107562 val_ssim=0.8736 val_psnr=32.42 lr=5.7623952e-05 epoch_seconds=39.054 run_seconds=72914.552 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1841 heartbeat: batch=1/455 avg_train_loss=0.099717 avg_train_ssim=0.8828 run_seconds=72914.833
epoch 1841 heartbeat: batch=127/455 avg_train_loss=0.100740 avg_train_ssim=0.8816 run_seconds=72924.834
epoch 1841 heartbeat: batch=261/455 avg_train_loss=0.100403 avg_train_ssim=0.8820 run_seconds=72934.840
epoch 1841 heartbeat: batch=388/455 avg_train_loss=0.100289 avg_train_ssim=0.8821 run_seconds=72944.843
epoch 1841: train_loss=0.100307 train_ssim=0.8821 val_loss=0.107580 val_ssim=0.8735 val_psnr=32.41 lr=5.2469517e-05 epoch_seconds=39.098 run_seconds=72953.688 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1842 heartbeat: batch=1/455 avg_train_loss=0.098748 avg_train_ssim=0.8839 run_seconds=72953.951
epoch 1842 heartbeat: batch=128/455 avg_train_loss=0.100342 avg_train_ssim=0.8820 run_seconds=72963.969
epoch 1842 heartbeat: batch=262/455 avg_train_loss=0.100344 avg_train_ssim=0.8820 run_seconds=72973.979
epoch 1842 heartbeat: batch=389/455 avg_train_loss=0.100341 avg_train_ssim=0.8820 run_seconds=72984.004
epoch 1842: train_loss=0.100312 train_ssim=0.8821 val_loss=0.107548 val_ssim=0.8736 val_psnr=32.46 lr=4.7562087e-05 epoch_seconds=39.115 run_seconds=72992.838 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1843 heartbeat: batch=1/455 avg_train_loss=0.102268 avg_train_ssim=0.8798 run_seconds=72993.148
epoch 1843 heartbeat: batch=128/455 avg_train_loss=0.100341 avg_train_ssim=0.8820 run_seconds=73003.157
epoch 1843 heartbeat: batch=263/455 avg_train_loss=0.100226 avg_train_ssim=0.8822 run_seconds=73013.211
epoch 1843 heartbeat: batch=390/455 avg_train_loss=0.100263 avg_train_ssim=0.8821 run_seconds=73023.223
epoch 1843: train_loss=0.100295 train_ssim=0.8821 val_loss=0.107483 val_ssim=0.8737 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=39.137 run_seconds=73032.013 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1844 heartbeat: batch=1/455 avg_train_loss=0.100192 avg_train_ssim=0.8822 run_seconds=73032.300
epoch 1844 heartbeat: batch=128/455 avg_train_loss=0.100284 avg_train_ssim=0.8821 run_seconds=73042.336
epoch 1844 heartbeat: batch=263/455 avg_train_loss=0.100405 avg_train_ssim=0.8820 run_seconds=73052.409
epoch 1844 heartbeat: batch=389/455 avg_train_loss=0.100286 avg_train_ssim=0.8821 run_seconds=73062.469
epoch 1844: train_loss=0.100276 train_ssim=0.8821 val_loss=0.107735 val_ssim=0.8734 val_psnr=32.52 lr=3.8534908e-05 epoch_seconds=39.293 run_seconds=73071.344 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1845 heartbeat: batch=1/455 avg_train_loss=0.097598 avg_train_ssim=0.8853 run_seconds=73071.647
epoch 1845 heartbeat: batch=128/455 avg_train_loss=0.100266 avg_train_ssim=0.8821 run_seconds=73081.654
epoch 1845 heartbeat: batch=263/455 avg_train_loss=0.100286 avg_train_ssim=0.8821 run_seconds=73091.725
epoch 1845 heartbeat: batch=390/455 avg_train_loss=0.100238 avg_train_ssim=0.8822 run_seconds=73101.738
epoch 1845: train_loss=0.100250 train_ssim=0.8822 val_loss=0.107433 val_ssim=0.8737 val_psnr=32.50 lr=3.4436906e-05 epoch_seconds=39.084 run_seconds=73110.465 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1846 heartbeat: batch=1/455 avg_train_loss=0.100215 avg_train_ssim=0.8822 run_seconds=73110.736
epoch 1846 heartbeat: batch=128/455 avg_train_loss=0.100199 avg_train_ssim=0.8822 run_seconds=73120.762
epoch 1846 heartbeat: batch=262/455 avg_train_loss=0.100243 avg_train_ssim=0.8822 run_seconds=73130.771
epoch 1846 heartbeat: batch=389/455 avg_train_loss=0.100249 avg_train_ssim=0.8822 run_seconds=73140.801
epoch 1846: train_loss=0.100176 train_ssim=0.8822 val_loss=0.107397 val_ssim=0.8738 val_psnr=32.48 lr=3.0629352e-05 epoch_seconds=39.059 run_seconds=73149.560 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1847 heartbeat: batch=1/455 avg_train_loss=0.100356 avg_train_ssim=0.8820 run_seconds=73149.838
epoch 1847 heartbeat: batch=128/455 avg_train_loss=0.100097 avg_train_ssim=0.8823 run_seconds=73159.869
epoch 1847 heartbeat: batch=262/455 avg_train_loss=0.100162 avg_train_ssim=0.8823 run_seconds=73169.918
epoch 1847 heartbeat: batch=389/455 avg_train_loss=0.100135 avg_train_ssim=0.8823 run_seconds=73179.985
epoch 1847: train_loss=0.100153 train_ssim=0.8823 val_loss=0.107405 val_ssim=0.8737 val_psnr=32.47 lr=2.7121417e-05 epoch_seconds=39.199 run_seconds=73188.796 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1848 heartbeat: batch=1/455 avg_train_loss=0.094904 avg_train_ssim=0.8884 run_seconds=73189.087
epoch 1848 heartbeat: batch=129/455 avg_train_loss=0.100147 avg_train_ssim=0.8823 run_seconds=73199.161
epoch 1848 heartbeat: batch=264/455 avg_train_loss=0.100227 avg_train_ssim=0.8822 run_seconds=73209.214
epoch 1848 heartbeat: batch=391/455 avg_train_loss=0.100206 avg_train_ssim=0.8822 run_seconds=73219.227
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1848: train_loss=0.100111 train_ssim=0.8823 val_loss=0.107327 val_ssim=0.8738 val_psnr=32.49 lr=2.3921552e-05 epoch_seconds=39.030 run_seconds=73227.860 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1849 heartbeat: batch=1/455 avg_train_loss=0.100801 avg_train_ssim=0.8815 run_seconds=73228.497
epoch 1849 heartbeat: batch=127/455 avg_train_loss=0.100239 avg_train_ssim=0.8822 run_seconds=73238.538
epoch 1849 heartbeat: batch=262/455 avg_train_loss=0.100108 avg_train_ssim=0.8823 run_seconds=73248.581
epoch 1849 heartbeat: batch=389/455 avg_train_loss=0.100087 avg_train_ssim=0.8823 run_seconds=73258.605
epoch 1849: train_loss=0.100129 train_ssim=0.8823 val_loss=0.107414 val_ssim=0.8737 val_psnr=32.41 lr=2.1037468e-05 epoch_seconds=39.223 run_seconds=73267.449 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1850 heartbeat: batch=1/455 avg_train_loss=0.102381 avg_train_ssim=0.8797 run_seconds=73267.727
epoch 1850 heartbeat: batch=128/455 avg_train_loss=0.100106 avg_train_ssim=0.8823 run_seconds=73277.733
epoch 1850 heartbeat: batch=262/455 avg_train_loss=0.100117 avg_train_ssim=0.8823 run_seconds=73287.751
epoch 1850 heartbeat: batch=389/455 avg_train_loss=0.100108 avg_train_ssim=0.8823 run_seconds=73297.765
epoch 1850: train_loss=0.100130 train_ssim=0.8823 val_loss=0.107476 val_ssim=0.8737 val_psnr=32.49 lr=1.8476111e-05 epoch_seconds=39.063 run_seconds=73306.550 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1851 heartbeat: batch=1/455 avg_train_loss=0.100974 avg_train_ssim=0.8813 run_seconds=73306.830
epoch 1851 heartbeat: batch=127/455 avg_train_loss=0.100235 avg_train_ssim=0.8822 run_seconds=73316.864
epoch 1851 heartbeat: batch=260/455 avg_train_loss=0.100162 avg_train_ssim=0.8823 run_seconds=73326.934
epoch 1851 heartbeat: batch=387/455 avg_train_loss=0.100094 avg_train_ssim=0.8823 run_seconds=73336.946
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1851: train_loss=0.100090 train_ssim=0.8823 val_loss=0.107314 val_ssim=0.8738 val_psnr=32.49 lr=1.6243651e-05 epoch_seconds=39.300 run_seconds=73345.886 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1852 heartbeat: batch=1/455 avg_train_loss=0.100833 avg_train_ssim=0.8815 run_seconds=73346.632
epoch 1852 heartbeat: batch=128/455 avg_train_loss=0.099977 avg_train_ssim=0.8825 run_seconds=73356.658
epoch 1852 heartbeat: batch=262/455 avg_train_loss=0.099939 avg_train_ssim=0.8825 run_seconds=73366.684
epoch 1852 heartbeat: batch=389/455 avg_train_loss=0.100001 avg_train_ssim=0.8824 run_seconds=73376.697
epoch 1852: train_loss=0.100075 train_ssim=0.8824 val_loss=0.107389 val_ssim=0.8738 val_psnr=32.46 lr=1.4345468e-05 epoch_seconds=39.131 run_seconds=73385.517 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1853 heartbeat: batch=1/455 avg_train_loss=0.100742 avg_train_ssim=0.8816 run_seconds=73385.788
epoch 1853 heartbeat: batch=128/455 avg_train_loss=0.100077 avg_train_ssim=0.8824 run_seconds=73395.798
epoch 1853 heartbeat: batch=262/455 avg_train_loss=0.099884 avg_train_ssim=0.8826 run_seconds=73405.804
epoch 1853 heartbeat: batch=389/455 avg_train_loss=0.099976 avg_train_ssim=0.8825 run_seconds=73415.848
epoch 1853: train_loss=0.100084 train_ssim=0.8823 val_loss=0.107320 val_ssim=0.8738 val_psnr=32.51 lr=1.2786134e-05 epoch_seconds=39.091 run_seconds=73424.644 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1854 heartbeat: batch=1/455 avg_train_loss=0.098970 avg_train_ssim=0.8837 run_seconds=73424.923
epoch 1854 heartbeat: batch=128/455 avg_train_loss=0.099909 avg_train_ssim=0.8826 run_seconds=73434.930
epoch 1854 heartbeat: batch=263/455 avg_train_loss=0.100042 avg_train_ssim=0.8824 run_seconds=73444.960
epoch 1854 heartbeat: batch=390/455 avg_train_loss=0.100043 avg_train_ssim=0.8824 run_seconds=73454.969
epoch 1854: train_loss=0.100043 train_ssim=0.8824 val_loss=0.107362 val_ssim=0.8738 val_psnr=32.45 lr=1.1569406e-05 epoch_seconds=38.995 run_seconds=73463.677 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1855 heartbeat: batch=1/455 avg_train_loss=0.101125 avg_train_ssim=0.8811 run_seconds=73463.966
epoch 1855 heartbeat: batch=127/455 avg_train_loss=0.100270 avg_train_ssim=0.8821 run_seconds=73474.003
epoch 1855 heartbeat: batch=261/455 avg_train_loss=0.100138 avg_train_ssim=0.8823 run_seconds=73484.033
epoch 1855 heartbeat: batch=388/455 avg_train_loss=0.100060 avg_train_ssim=0.8824 run_seconds=73494.038
epoch 1855: train_loss=0.100053 train_ssim=0.8824 val_loss=0.107370 val_ssim=0.8738 val_psnr=32.49 lr=1.0698215e-05 epoch_seconds=39.221 run_seconds=73502.936 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1856 heartbeat: batch=1/455 avg_train_loss=0.101757 avg_train_ssim=0.8804 run_seconds=73503.201
epoch 1856 heartbeat: batch=129/455 avg_train_loss=0.100243 avg_train_ssim=0.8822 run_seconds=73513.266
epoch 1856 heartbeat: batch=264/455 avg_train_loss=0.100125 avg_train_ssim=0.8823 run_seconds=73523.323
epoch 1856 heartbeat: batch=392/455 avg_train_loss=0.100151 avg_train_ssim=0.8823 run_seconds=73533.401
epoch 1856: train_loss=0.100100 train_ssim=0.8823 val_loss=0.107341 val_ssim=0.8738 val_psnr=32.46 lr=1.0174659e-05 epoch_seconds=38.980 run_seconds=73541.952 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1857 heartbeat: batch=1/455 avg_train_loss=0.099639 avg_train_ssim=0.8829 run_seconds=73542.268
epoch 1857 heartbeat: batch=128/455 avg_train_loss=0.100133 avg_train_ssim=0.8823 run_seconds=73552.320
epoch 1857 heartbeat: batch=262/455 avg_train_loss=0.100184 avg_train_ssim=0.8822 run_seconds=73562.350
epoch 1857 heartbeat: batch=389/455 avg_train_loss=0.100139 avg_train_ssim=0.8823 run_seconds=73572.360
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1857: train_loss=0.100049 train_ssim=0.8824 val_loss=0.107300 val_ssim=0.8739 val_psnr=32.48 lr=1e-05 epoch_seconds=39.181 run_seconds=73581.170 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=4438 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1858 heartbeat: batch=1/455 avg_train_loss=0.100320 avg_train_ssim=0.8821 run_seconds=73581.848
epoch 1858 heartbeat: batch=128/455 avg_train_loss=0.100092 avg_train_ssim=0.8823 run_seconds=73591.852
epoch 1858 heartbeat: batch=262/455 avg_train_loss=0.100083 avg_train_ssim=0.8823 run_seconds=73601.888
epoch 1858 heartbeat: batch=389/455 avg_train_loss=0.100076 avg_train_ssim=0.8824 run_seconds=73611.942
epoch 1858: train_loss=0.100040 train_ssim=0.8824 val_loss=0.107316 val_ssim=0.8738 val_psnr=32.43 lr=1.0174659e-05 epoch_seconds=39.355 run_seconds=73620.964 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=6582 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1859 heartbeat: batch=1/455 avg_train_loss=0.100735 avg_train_ssim=0.8816 run_seconds=73621.283
epoch 1859 heartbeat: batch=121/455 avg_train_loss=0.099794 avg_train_ssim=0.8827 run_seconds=73631.310
epoch 1859 heartbeat: batch=251/455 avg_train_loss=0.100012 avg_train_ssim=0.8824 run_seconds=73641.316
epoch 1859 heartbeat: batch=344/455 avg_train_loss=0.100065 avg_train_ssim=0.8824 run_seconds=73651.323
epoch 1859 heartbeat: batch=425/455 avg_train_loss=0.100053 avg_train_ssim=0.8824 run_seconds=73661.429
epoch 1859: train_loss=0.100019 train_ssim=0.8824 val_loss=0.107345 val_ssim=0.8738 val_psnr=32.50 lr=1.0698215e-05 epoch_seconds=49.168 run_seconds=73670.175 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=9398 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1860 heartbeat: batch=1/455 avg_train_loss=0.102086 avg_train_ssim=0.8800 run_seconds=73670.515
epoch 1860 heartbeat: batch=127/455 avg_train_loss=0.100469 avg_train_ssim=0.8819 run_seconds=73680.586
epoch 1860 heartbeat: batch=260/455 avg_train_loss=0.100157 avg_train_ssim=0.8823 run_seconds=73690.587
epoch 1860 heartbeat: batch=378/455 avg_train_loss=0.100103 avg_train_ssim=0.8823 run_seconds=73700.669
epoch 1860: train_loss=0.100063 train_ssim=0.8824 val_loss=0.107309 val_ssim=0.8739 val_psnr=32.45 lr=1.1569406e-05 epoch_seconds=45.033 run_seconds=73715.242 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21046 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1861 heartbeat: batch=1/455 avg_train_loss=0.098544 avg_train_ssim=0.8842 run_seconds=73715.560
epoch 1861 heartbeat: batch=83/455 avg_train_loss=0.100014 avg_train_ssim=0.8824 run_seconds=73725.660
epoch 1861 heartbeat: batch=164/455 avg_train_loss=0.100008 avg_train_ssim=0.8824 run_seconds=73735.703
epoch 1861 heartbeat: batch=248/455 avg_train_loss=0.099975 avg_train_ssim=0.8825 run_seconds=73745.754
epoch 1861 heartbeat: batch=329/455 avg_train_loss=0.100024 avg_train_ssim=0.8824 run_seconds=73755.798
epoch 1861 heartbeat: batch=411/455 avg_train_loss=0.100029 avg_train_ssim=0.8824 run_seconds=73765.916
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 1861: train_loss=0.100050 train_ssim=0.8824 val_loss=0.107286 val_ssim=0.8739 val_psnr=32.48 lr=1.2786134e-05 epoch_seconds=61.171 run_seconds=73776.448 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1862 heartbeat: batch=1/455 avg_train_loss=0.097566 avg_train_ssim=0.8853 run_seconds=73777.294
epoch 1862 heartbeat: batch=83/455 avg_train_loss=0.099939 avg_train_ssim=0.8825 run_seconds=73787.402
epoch 1862 heartbeat: batch=164/455 avg_train_loss=0.100029 avg_train_ssim=0.8824 run_seconds=73797.432
epoch 1862 heartbeat: batch=248/455 avg_train_loss=0.100014 avg_train_ssim=0.8824 run_seconds=73807.466
epoch 1862 heartbeat: batch=329/455 avg_train_loss=0.100037 avg_train_ssim=0.8824 run_seconds=73817.496
epoch 1862 heartbeat: batch=410/455 avg_train_loss=0.100074 avg_train_ssim=0.8824 run_seconds=73827.539
epoch 1862: train_loss=0.100055 train_ssim=0.8824 val_loss=0.107354 val_ssim=0.8738 val_psnr=32.49 lr=1.4345468e-05 epoch_seconds=61.165 run_seconds=73838.142 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1863 heartbeat: batch=1/455 avg_train_loss=0.102759 avg_train_ssim=0.8792 run_seconds=73838.481
epoch 1863 heartbeat: batch=82/455 avg_train_loss=0.099689 avg_train_ssim=0.8828 run_seconds=73848.521
epoch 1863 heartbeat: batch=164/455 avg_train_loss=0.100053 avg_train_ssim=0.8824 run_seconds=73858.630
epoch 1863 heartbeat: batch=247/455 avg_train_loss=0.099998 avg_train_ssim=0.8824 run_seconds=73868.656
epoch 1863 heartbeat: batch=329/455 avg_train_loss=0.100064 avg_train_ssim=0.8824 run_seconds=73878.765
epoch 1863 heartbeat: batch=410/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=73888.802
epoch 1863: train_loss=0.100083 train_ssim=0.8823 val_loss=0.107353 val_ssim=0.8738 val_psnr=32.44 lr=1.6243651e-05 epoch_seconds=61.287 run_seconds=73899.474 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1864 heartbeat: batch=1/455 avg_train_loss=0.095642 avg_train_ssim=0.8876 run_seconds=73899.797
epoch 1864 heartbeat: batch=82/455 avg_train_loss=0.100150 avg_train_ssim=0.8823 run_seconds=73909.833
epoch 1864 heartbeat: batch=164/455 avg_train_loss=0.100058 avg_train_ssim=0.8824 run_seconds=73919.939
epoch 1864 heartbeat: batch=248/455 avg_train_loss=0.099977 avg_train_ssim=0.8825 run_seconds=73930.036
epoch 1864 heartbeat: batch=330/455 avg_train_loss=0.099993 avg_train_ssim=0.8825 run_seconds=73940.135
epoch 1864 heartbeat: batch=411/455 avg_train_loss=0.100059 avg_train_ssim=0.8824 run_seconds=73950.180
epoch 1864: train_loss=0.100093 train_ssim=0.8823 val_loss=0.107351 val_ssim=0.8738 val_psnr=32.50 lr=1.8476111e-05 epoch_seconds=61.186 run_seconds=73960.697 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1865 heartbeat: batch=1/455 avg_train_loss=0.098736 avg_train_ssim=0.8839 run_seconds=73961.015
epoch 1865 heartbeat: batch=82/455 avg_train_loss=0.099995 avg_train_ssim=0.8825 run_seconds=73971.043
epoch 1865 heartbeat: batch=164/455 avg_train_loss=0.100057 avg_train_ssim=0.8824 run_seconds=73981.150
epoch 1865 heartbeat: batch=247/455 avg_train_loss=0.100099 avg_train_ssim=0.8823 run_seconds=73991.153
epoch 1865 heartbeat: batch=329/455 avg_train_loss=0.100071 avg_train_ssim=0.8824 run_seconds=74001.250
epoch 1865 heartbeat: batch=410/455 avg_train_loss=0.100098 avg_train_ssim=0.8823 run_seconds=74011.302
epoch 1865: train_loss=0.100121 train_ssim=0.8823 val_loss=0.107349 val_ssim=0.8738 val_psnr=32.46 lr=2.1037468e-05 epoch_seconds=61.229 run_seconds=74021.963 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21014 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1866 heartbeat: batch=1/455 avg_train_loss=0.100484 avg_train_ssim=0.8819 run_seconds=74022.318
epoch 1866 heartbeat: batch=82/455 avg_train_loss=0.099924 avg_train_ssim=0.8825 run_seconds=74032.364
epoch 1866 heartbeat: batch=164/455 avg_train_loss=0.100221 avg_train_ssim=0.8822 run_seconds=74042.381
epoch 1866 heartbeat: batch=287/455 avg_train_loss=0.100295 avg_train_ssim=0.8821 run_seconds=74052.411
epoch 1866 heartbeat: batch=414/455 avg_train_loss=0.100193 avg_train_ssim=0.8822 run_seconds=74062.459
epoch 1866: train_loss=0.100163 train_ssim=0.8823 val_loss=0.107421 val_ssim=0.8737 val_psnr=32.50 lr=2.3921552e-05 epoch_seconds=47.205 run_seconds=74069.203 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1867 heartbeat: batch=1/455 avg_train_loss=0.097382 avg_train_ssim=0.8855 run_seconds=74069.478
epoch 1867 heartbeat: batch=128/455 avg_train_loss=0.100099 avg_train_ssim=0.8823 run_seconds=74079.496
epoch 1867 heartbeat: batch=263/455 avg_train_loss=0.100228 avg_train_ssim=0.8822 run_seconds=74089.556
epoch 1867 heartbeat: batch=390/455 avg_train_loss=0.100203 avg_train_ssim=0.8822 run_seconds=74099.578
epoch 1867: train_loss=0.100185 train_ssim=0.8822 val_loss=0.107337 val_ssim=0.8738 val_psnr=32.45 lr=2.7121417e-05 epoch_seconds=39.055 run_seconds=74108.297 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1868 heartbeat: batch=1/455 avg_train_loss=0.098092 avg_train_ssim=0.8847 run_seconds=74108.581
epoch 1868 heartbeat: batch=128/455 avg_train_loss=0.100182 avg_train_ssim=0.8822 run_seconds=74118.616
epoch 1868 heartbeat: batch=262/455 avg_train_loss=0.100063 avg_train_ssim=0.8824 run_seconds=74128.651
epoch 1868 heartbeat: batch=389/455 avg_train_loss=0.100164 avg_train_ssim=0.8823 run_seconds=74138.676
epoch 1868: train_loss=0.100179 train_ssim=0.8822 val_loss=0.107424 val_ssim=0.8737 val_psnr=32.48 lr=3.0629352e-05 epoch_seconds=39.079 run_seconds=74147.413 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1869 heartbeat: batch=1/455 avg_train_loss=0.099529 avg_train_ssim=0.8830 run_seconds=74147.695
epoch 1869 heartbeat: batch=128/455 avg_train_loss=0.100184 avg_train_ssim=0.8822 run_seconds=74157.710
epoch 1869 heartbeat: batch=262/455 avg_train_loss=0.100190 avg_train_ssim=0.8822 run_seconds=74167.734
epoch 1869 heartbeat: batch=389/455 avg_train_loss=0.100216 avg_train_ssim=0.8822 run_seconds=74177.773
epoch 1869: train_loss=0.100204 train_ssim=0.8822 val_loss=0.107438 val_ssim=0.8737 val_psnr=32.54 lr=3.4436906e-05 epoch_seconds=39.082 run_seconds=74186.532 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1870 heartbeat: batch=1/455 avg_train_loss=0.104308 avg_train_ssim=0.8774 run_seconds=74186.838
epoch 1870 heartbeat: batch=128/455 avg_train_loss=0.100325 avg_train_ssim=0.8821 run_seconds=74196.852
epoch 1870 heartbeat: batch=262/455 avg_train_loss=0.100400 avg_train_ssim=0.8820 run_seconds=74206.919
epoch 1870 heartbeat: batch=389/455 avg_train_loss=0.100321 avg_train_ssim=0.8821 run_seconds=74216.962
epoch 1870: train_loss=0.100247 train_ssim=0.8822 val_loss=0.107424 val_ssim=0.8737 val_psnr=32.49 lr=3.8534908e-05 epoch_seconds=39.160 run_seconds=74225.729 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1871 heartbeat: batch=1/455 avg_train_loss=0.100723 avg_train_ssim=0.8816 run_seconds=74226.030
epoch 1871 heartbeat: batch=128/455 avg_train_loss=0.100300 avg_train_ssim=0.8821 run_seconds=74236.041
epoch 1871 heartbeat: batch=263/455 avg_train_loss=0.100301 avg_train_ssim=0.8821 run_seconds=74246.118
epoch 1871 heartbeat: batch=390/455 avg_train_loss=0.100267 avg_train_ssim=0.8821 run_seconds=74256.158
epoch 1871: train_loss=0.100257 train_ssim=0.8821 val_loss=0.107425 val_ssim=0.8737 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=39.035 run_seconds=74264.801 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1872 heartbeat: batch=1/455 avg_train_loss=0.100519 avg_train_ssim=0.8818 run_seconds=74265.079
epoch 1872 heartbeat: batch=128/455 avg_train_loss=0.100172 avg_train_ssim=0.8822 run_seconds=74275.117
epoch 1872 heartbeat: batch=262/455 avg_train_loss=0.100158 avg_train_ssim=0.8823 run_seconds=74285.141
epoch 1872 heartbeat: batch=389/455 avg_train_loss=0.100242 avg_train_ssim=0.8822 run_seconds=74295.162
epoch 1872: train_loss=0.100277 train_ssim=0.8821 val_loss=0.107581 val_ssim=0.8735 val_psnr=32.46 lr=4.7562087e-05 epoch_seconds=39.067 run_seconds=74303.905 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1873 heartbeat: batch=1/455 avg_train_loss=0.101255 avg_train_ssim=0.8810 run_seconds=74304.186
epoch 1873 heartbeat: batch=128/455 avg_train_loss=0.100059 avg_train_ssim=0.8824 run_seconds=74314.191
epoch 1873 heartbeat: batch=262/455 avg_train_loss=0.100419 avg_train_ssim=0.8820 run_seconds=74324.241
epoch 1873 heartbeat: batch=389/455 avg_train_loss=0.100307 avg_train_ssim=0.8821 run_seconds=74334.306
epoch 1873: train_loss=0.100330 train_ssim=0.8821 val_loss=0.107550 val_ssim=0.8736 val_psnr=32.43 lr=5.2469517e-05 epoch_seconds=39.205 run_seconds=74343.146 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1874 heartbeat: batch=1/455 avg_train_loss=0.097722 avg_train_ssim=0.8851 run_seconds=74343.428
epoch 1874 heartbeat: batch=128/455 avg_train_loss=0.100130 avg_train_ssim=0.8823 run_seconds=74353.491
epoch 1874 heartbeat: batch=262/455 avg_train_loss=0.100209 avg_train_ssim=0.8822 run_seconds=74363.550
epoch 1874 heartbeat: batch=389/455 avg_train_loss=0.100295 avg_train_ssim=0.8821 run_seconds=74373.577
epoch 1874: train_loss=0.100378 train_ssim=0.8820 val_loss=0.107786 val_ssim=0.8733 val_psnr=32.43 lr=5.7623952e-05 epoch_seconds=39.151 run_seconds=74382.336 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1875 heartbeat: batch=1/455 avg_train_loss=0.100659 avg_train_ssim=0.8817 run_seconds=74382.634
epoch 1875 heartbeat: batch=127/455 avg_train_loss=0.100324 avg_train_ssim=0.8821 run_seconds=74392.639
epoch 1875 heartbeat: batch=261/455 avg_train_loss=0.100401 avg_train_ssim=0.8820 run_seconds=74402.694
epoch 1875 heartbeat: batch=388/455 avg_train_loss=0.100453 avg_train_ssim=0.8819 run_seconds=74412.711
epoch 1875: train_loss=0.100423 train_ssim=0.8820 val_loss=0.107547 val_ssim=0.8736 val_psnr=32.43 lr=6.3012974e-05 epoch_seconds=39.202 run_seconds=74421.576 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1876 heartbeat: batch=1/455 avg_train_loss=0.098141 avg_train_ssim=0.8846 run_seconds=74421.865
epoch 1876 heartbeat: batch=128/455 avg_train_loss=0.100471 avg_train_ssim=0.8819 run_seconds=74431.880
epoch 1876 heartbeat: batch=262/455 avg_train_loss=0.100524 avg_train_ssim=0.8818 run_seconds=74441.889
epoch 1876 heartbeat: batch=389/455 avg_train_loss=0.100551 avg_train_ssim=0.8818 run_seconds=74451.916
epoch 1876: train_loss=0.100494 train_ssim=0.8819 val_loss=0.107614 val_ssim=0.8735 val_psnr=32.47 lr=6.8623601e-05 epoch_seconds=39.036 run_seconds=74460.647 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1877 heartbeat: batch=1/455 avg_train_loss=0.101646 avg_train_ssim=0.8805 run_seconds=74460.940
epoch 1877 heartbeat: batch=128/455 avg_train_loss=0.100405 avg_train_ssim=0.8820 run_seconds=74470.992
epoch 1877 heartbeat: batch=263/455 avg_train_loss=0.100416 avg_train_ssim=0.8820 run_seconds=74481.048
epoch 1877 heartbeat: batch=390/455 avg_train_loss=0.100456 avg_train_ssim=0.8819 run_seconds=74491.068
epoch 1877: train_loss=0.100449 train_ssim=0.8819 val_loss=0.107607 val_ssim=0.8735 val_psnr=32.51 lr=7.4442316e-05 epoch_seconds=39.010 run_seconds=74499.694 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1878 heartbeat: batch=1/455 avg_train_loss=0.098229 avg_train_ssim=0.8845 run_seconds=74499.979
epoch 1878 heartbeat: batch=128/455 avg_train_loss=0.100306 avg_train_ssim=0.8821 run_seconds=74510.015
epoch 1878 heartbeat: batch=263/455 avg_train_loss=0.100534 avg_train_ssim=0.8818 run_seconds=74520.079
epoch 1878 heartbeat: batch=390/455 avg_train_loss=0.100472 avg_train_ssim=0.8819 run_seconds=74530.104
epoch 1878: train_loss=0.100490 train_ssim=0.8819 val_loss=0.107689 val_ssim=0.8734 val_psnr=32.46 lr=8.0455102e-05 epoch_seconds=39.114 run_seconds=74538.850 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1879 heartbeat: batch=1/455 avg_train_loss=0.101806 avg_train_ssim=0.8803 run_seconds=74539.162
epoch 1879 heartbeat: batch=128/455 avg_train_loss=0.100383 avg_train_ssim=0.8820 run_seconds=74549.192
epoch 1879 heartbeat: batch=262/455 avg_train_loss=0.100390 avg_train_ssim=0.8820 run_seconds=74559.203
epoch 1879 heartbeat: batch=389/455 avg_train_loss=0.100491 avg_train_ssim=0.8819 run_seconds=74569.227
epoch 1879: train_loss=0.100473 train_ssim=0.8819 val_loss=0.107796 val_ssim=0.8733 val_psnr=32.43 lr=8.6647473e-05 epoch_seconds=39.090 run_seconds=74577.977 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1880 heartbeat: batch=1/455 avg_train_loss=0.106862 avg_train_ssim=0.8744 run_seconds=74578.287
epoch 1880 heartbeat: batch=127/455 avg_train_loss=0.100549 avg_train_ssim=0.8818 run_seconds=74588.316
epoch 1880 heartbeat: batch=261/455 avg_train_loss=0.100526 avg_train_ssim=0.8818 run_seconds=74598.351
epoch 1880 heartbeat: batch=388/455 avg_train_loss=0.100598 avg_train_ssim=0.8817 run_seconds=74608.373
epoch 1880: train_loss=0.100577 train_ssim=0.8818 val_loss=0.107906 val_ssim=0.8732 val_psnr=32.38 lr=9.3004511e-05 epoch_seconds=39.172 run_seconds=74617.185 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1881 heartbeat: batch=1/455 avg_train_loss=0.101637 avg_train_ssim=0.8805 run_seconds=74617.457
epoch 1881 heartbeat: batch=128/455 avg_train_loss=0.100423 avg_train_ssim=0.8820 run_seconds=74627.483
epoch 1881 heartbeat: batch=262/455 avg_train_loss=0.100494 avg_train_ssim=0.8819 run_seconds=74637.505
epoch 1881 heartbeat: batch=388/455 avg_train_loss=0.100575 avg_train_ssim=0.8818 run_seconds=74647.539
epoch 1881: train_loss=0.100598 train_ssim=0.8817 val_loss=0.107958 val_ssim=0.8731 val_psnr=32.38 lr=9.9510902e-05 epoch_seconds=39.171 run_seconds=74656.392 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1882 heartbeat: batch=1/455 avg_train_loss=0.104742 avg_train_ssim=0.8769 run_seconds=74656.675
epoch 1882 heartbeat: batch=128/455 avg_train_loss=0.100496 avg_train_ssim=0.8819 run_seconds=74666.698
epoch 1882 heartbeat: batch=262/455 avg_train_loss=0.100494 avg_train_ssim=0.8819 run_seconds=74676.736
epoch 1882 heartbeat: batch=389/455 avg_train_loss=0.100605 avg_train_ssim=0.8817 run_seconds=74686.757
epoch 1882: train_loss=0.100604 train_ssim=0.8817 val_loss=0.107872 val_ssim=0.8732 val_psnr=32.37 lr=0.00010615097 epoch_seconds=39.091 run_seconds=74695.522 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1883 heartbeat: batch=1/455 avg_train_loss=0.098796 avg_train_ssim=0.8839 run_seconds=74695.805
epoch 1883 heartbeat: batch=128/455 avg_train_loss=0.100597 avg_train_ssim=0.8817 run_seconds=74705.828
epoch 1883 heartbeat: batch=262/455 avg_train_loss=0.100613 avg_train_ssim=0.8817 run_seconds=74715.874
epoch 1883 heartbeat: batch=389/455 avg_train_loss=0.100691 avg_train_ssim=0.8816 run_seconds=74725.924
epoch 1883: train_loss=0.100682 train_ssim=0.8816 val_loss=0.107929 val_ssim=0.8731 val_psnr=32.34 lr=0.00011290872 epoch_seconds=39.080 run_seconds=74734.641 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1884 heartbeat: batch=1/455 avg_train_loss=0.099176 avg_train_ssim=0.8834 run_seconds=74734.922
epoch 1884 heartbeat: batch=128/455 avg_train_loss=0.100965 avg_train_ssim=0.8813 run_seconds=74744.956
epoch 1884 heartbeat: batch=262/455 avg_train_loss=0.100797 avg_train_ssim=0.8815 run_seconds=74755.000
epoch 1884 heartbeat: batch=389/455 avg_train_loss=0.100745 avg_train_ssim=0.8816 run_seconds=74765.034
epoch 1884: train_loss=0.100730 train_ssim=0.8816 val_loss=0.109522 val_ssim=0.8713 val_psnr=32.37 lr=0.00011976787 epoch_seconds=39.160 run_seconds=74773.837 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1885 heartbeat: batch=1/455 avg_train_loss=0.102035 avg_train_ssim=0.8801 run_seconds=74774.125
epoch 1885 heartbeat: batch=128/455 avg_train_loss=0.100820 avg_train_ssim=0.8815 run_seconds=74784.201
epoch 1885 heartbeat: batch=262/455 avg_train_loss=0.100778 avg_train_ssim=0.8815 run_seconds=74794.238
epoch 1885 heartbeat: batch=389/455 avg_train_loss=0.100750 avg_train_ssim=0.8816 run_seconds=74804.268
epoch 1885: train_loss=0.100774 train_ssim=0.8815 val_loss=0.107946 val_ssim=0.8731 val_psnr=32.40 lr=0.0001267119 epoch_seconds=39.154 run_seconds=74813.031 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1886 heartbeat: batch=1/455 avg_train_loss=0.098817 avg_train_ssim=0.8838 run_seconds=74813.302
epoch 1886 heartbeat: batch=128/455 avg_train_loss=0.100484 avg_train_ssim=0.8819 run_seconds=74823.314
epoch 1886 heartbeat: batch=262/455 avg_train_loss=0.100771 avg_train_ssim=0.8815 run_seconds=74833.322
epoch 1886 heartbeat: batch=389/455 avg_train_loss=0.100741 avg_train_ssim=0.8816 run_seconds=74843.351
epoch 1886: train_loss=0.100785 train_ssim=0.8815 val_loss=0.108030 val_ssim=0.8730 val_psnr=32.32 lr=0.00013372408 epoch_seconds=39.069 run_seconds=74852.136 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1887 heartbeat: batch=1/455 avg_train_loss=0.098475 avg_train_ssim=0.8842 run_seconds=74852.416
epoch 1887 heartbeat: batch=128/455 avg_train_loss=0.100875 avg_train_ssim=0.8814 run_seconds=74862.440
epoch 1887 heartbeat: batch=263/455 avg_train_loss=0.100874 avg_train_ssim=0.8814 run_seconds=74872.503
epoch 1887 heartbeat: batch=390/455 avg_train_loss=0.100858 avg_train_ssim=0.8814 run_seconds=74882.529
epoch 1887: train_loss=0.100839 train_ssim=0.8815 val_loss=0.107869 val_ssim=0.8732 val_psnr=32.41 lr=0.00014078751 epoch_seconds=39.004 run_seconds=74891.178 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1888 heartbeat: batch=1/455 avg_train_loss=0.097294 avg_train_ssim=0.8856 run_seconds=74891.464
epoch 1888 heartbeat: batch=128/455 avg_train_loss=0.100916 avg_train_ssim=0.8814 run_seconds=74901.526
epoch 1888 heartbeat: batch=262/455 avg_train_loss=0.100798 avg_train_ssim=0.8815 run_seconds=74911.556
epoch 1888 heartbeat: batch=389/455 avg_train_loss=0.100877 avg_train_ssim=0.8814 run_seconds=74921.590
epoch 1888: train_loss=0.100907 train_ssim=0.8814 val_loss=0.108133 val_ssim=0.8729 val_psnr=32.31 lr=0.00014788519 epoch_seconds=39.147 run_seconds=74930.360 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1889 heartbeat: batch=1/455 avg_train_loss=0.099911 avg_train_ssim=0.8826 run_seconds=74930.638
epoch 1889 heartbeat: batch=128/455 avg_train_loss=0.101150 avg_train_ssim=0.8811 run_seconds=74940.666
epoch 1889 heartbeat: batch=262/455 avg_train_loss=0.101034 avg_train_ssim=0.8812 run_seconds=74950.677
epoch 1889 heartbeat: batch=389/455 avg_train_loss=0.100894 avg_train_ssim=0.8814 run_seconds=74960.696
epoch 1889: train_loss=0.100873 train_ssim=0.8814 val_loss=0.108168 val_ssim=0.8728 val_psnr=32.40 lr=0.000155 epoch_seconds=39.042 run_seconds=74969.439 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1890 heartbeat: batch=1/455 avg_train_loss=0.102231 avg_train_ssim=0.8798 run_seconds=74969.706
epoch 1890 heartbeat: batch=128/455 avg_train_loss=0.100828 avg_train_ssim=0.8815 run_seconds=74979.722
epoch 1890 heartbeat: batch=263/455 avg_train_loss=0.100873 avg_train_ssim=0.8814 run_seconds=74989.780
epoch 1890 heartbeat: batch=390/455 avg_train_loss=0.100970 avg_train_ssim=0.8813 run_seconds=74999.798
epoch 1890: train_loss=0.100945 train_ssim=0.8813 val_loss=0.108575 val_ssim=0.8724 val_psnr=32.40 lr=0.00016211481 epoch_seconds=39.029 run_seconds=75008.504 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1891 heartbeat: batch=1/455 avg_train_loss=0.100489 avg_train_ssim=0.8819 run_seconds=75008.805
epoch 1891 heartbeat: batch=128/455 avg_train_loss=0.100968 avg_train_ssim=0.8813 run_seconds=75018.872
epoch 1891 heartbeat: batch=262/455 avg_train_loss=0.100935 avg_train_ssim=0.8813 run_seconds=75028.934
epoch 1891 heartbeat: batch=389/455 avg_train_loss=0.100983 avg_train_ssim=0.8813 run_seconds=75038.968
epoch 1891: train_loss=0.100988 train_ssim=0.8813 val_loss=0.108139 val_ssim=0.8729 val_psnr=32.33 lr=0.00016921249 epoch_seconds=39.176 run_seconds=75047.715 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1892 heartbeat: batch=1/455 avg_train_loss=0.099084 avg_train_ssim=0.8835 run_seconds=75047.991
epoch 1892 heartbeat: batch=128/455 avg_train_loss=0.101051 avg_train_ssim=0.8812 run_seconds=75058.010
epoch 1892 heartbeat: batch=262/455 avg_train_loss=0.101039 avg_train_ssim=0.8812 run_seconds=75068.012
epoch 1892 heartbeat: batch=389/455 avg_train_loss=0.100969 avg_train_ssim=0.8813 run_seconds=75078.037
epoch 1892: train_loss=0.101035 train_ssim=0.8812 val_loss=0.108428 val_ssim=0.8725 val_psnr=32.33 lr=0.00017627592 epoch_seconds=39.052 run_seconds=75086.804 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1893 heartbeat: batch=1/455 avg_train_loss=0.098822 avg_train_ssim=0.8838 run_seconds=75087.090
epoch 1893 heartbeat: batch=128/455 avg_train_loss=0.101246 avg_train_ssim=0.8810 run_seconds=75097.129
epoch 1893 heartbeat: batch=262/455 avg_train_loss=0.101242 avg_train_ssim=0.8810 run_seconds=75107.137
epoch 1893 heartbeat: batch=389/455 avg_train_loss=0.101062 avg_train_ssim=0.8812 run_seconds=75117.207
epoch 1893: train_loss=0.101024 train_ssim=0.8812 val_loss=0.108039 val_ssim=0.8730 val_psnr=32.54 lr=0.0001832881 epoch_seconds=39.118 run_seconds=75125.960 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1894 heartbeat: batch=1/455 avg_train_loss=0.100247 avg_train_ssim=0.8822 run_seconds=75126.233
epoch 1894 heartbeat: batch=128/455 avg_train_loss=0.101036 avg_train_ssim=0.8812 run_seconds=75136.243
epoch 1894 heartbeat: batch=263/455 avg_train_loss=0.101033 avg_train_ssim=0.8812 run_seconds=75146.308
epoch 1894 heartbeat: batch=390/455 avg_train_loss=0.101059 avg_train_ssim=0.8812 run_seconds=75156.333
epoch 1894: train_loss=0.101033 train_ssim=0.8812 val_loss=0.108165 val_ssim=0.8728 val_psnr=32.46 lr=0.00019023213 epoch_seconds=39.006 run_seconds=75165.001 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1895 heartbeat: batch=1/455 avg_train_loss=0.100176 avg_train_ssim=0.8822 run_seconds=75165.278
epoch 1895 heartbeat: batch=128/455 avg_train_loss=0.100732 avg_train_ssim=0.8816 run_seconds=75175.298
epoch 1895 heartbeat: batch=262/455 avg_train_loss=0.100917 avg_train_ssim=0.8814 run_seconds=75185.304
epoch 1895 heartbeat: batch=389/455 avg_train_loss=0.101105 avg_train_ssim=0.8811 run_seconds=75195.332
epoch 1895: train_loss=0.101095 train_ssim=0.8812 val_loss=0.108162 val_ssim=0.8729 val_psnr=32.31 lr=0.00019709128 epoch_seconds=39.070 run_seconds=75204.107 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1896 heartbeat: batch=1/455 avg_train_loss=0.100420 avg_train_ssim=0.8820 run_seconds=75204.406
epoch 1896 heartbeat: batch=128/455 avg_train_loss=0.101276 avg_train_ssim=0.8809 run_seconds=75214.427
epoch 1896 heartbeat: batch=262/455 avg_train_loss=0.101445 avg_train_ssim=0.8807 run_seconds=75224.481
epoch 1896 heartbeat: batch=389/455 avg_train_loss=0.101495 avg_train_ssim=0.8807 run_seconds=75234.515
epoch 1896: train_loss=0.101457 train_ssim=0.8807 val_loss=0.108523 val_ssim=0.8724 val_psnr=32.32 lr=0.00020384903 epoch_seconds=39.089 run_seconds=75243.235 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1897 heartbeat: batch=1/455 avg_train_loss=0.104877 avg_train_ssim=0.8767 run_seconds=75243.545
epoch 1897 heartbeat: batch=128/455 avg_train_loss=0.101334 avg_train_ssim=0.8809 run_seconds=75253.598
epoch 1897 heartbeat: batch=263/455 avg_train_loss=0.101261 avg_train_ssim=0.8810 run_seconds=75263.651
epoch 1897 heartbeat: batch=390/455 avg_train_loss=0.101355 avg_train_ssim=0.8809 run_seconds=75273.680
epoch 1897: train_loss=0.101378 train_ssim=0.8808 val_loss=0.108430 val_ssim=0.8725 val_psnr=32.38 lr=0.0002104891 epoch_seconds=39.089 run_seconds=75282.361 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1898 heartbeat: batch=1/455 avg_train_loss=0.099056 avg_train_ssim=0.8836 run_seconds=75282.634
epoch 1898 heartbeat: batch=128/455 avg_train_loss=0.101453 avg_train_ssim=0.8807 run_seconds=75292.645
epoch 1898 heartbeat: batch=261/455 avg_train_loss=0.101198 avg_train_ssim=0.8810 run_seconds=75302.658
epoch 1898 heartbeat: batch=388/455 avg_train_loss=0.101250 avg_train_ssim=0.8810 run_seconds=75312.703
epoch 1898: train_loss=0.101236 train_ssim=0.8810 val_loss=0.108387 val_ssim=0.8726 val_psnr=32.45 lr=0.00021699549 epoch_seconds=39.193 run_seconds=75321.590 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1899 heartbeat: batch=1/455 avg_train_loss=0.096165 avg_train_ssim=0.8870 run_seconds=75321.889
epoch 1899 heartbeat: batch=128/455 avg_train_loss=0.101062 avg_train_ssim=0.8812 run_seconds=75331.908
epoch 1899 heartbeat: batch=262/455 avg_train_loss=0.101202 avg_train_ssim=0.8810 run_seconds=75341.940
epoch 1899 heartbeat: batch=389/455 avg_train_loss=0.101232 avg_train_ssim=0.8810 run_seconds=75351.971
epoch 1899: train_loss=0.101224 train_ssim=0.8810 val_loss=0.108697 val_ssim=0.8722 val_psnr=32.16 lr=0.00022335253 epoch_seconds=39.079 run_seconds=75360.708 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1900 heartbeat: batch=1/455 avg_train_loss=0.098447 avg_train_ssim=0.8843 run_seconds=75360.987
epoch 1900 heartbeat: batch=128/455 avg_train_loss=0.101480 avg_train_ssim=0.8807 run_seconds=75371.004
epoch 1900 heartbeat: batch=262/455 avg_train_loss=0.101447 avg_train_ssim=0.8807 run_seconds=75381.029
epoch 1900 heartbeat: batch=388/455 avg_train_loss=0.101427 avg_train_ssim=0.8808 run_seconds=75391.054
epoch 1900: train_loss=0.101341 train_ssim=0.8809 val_loss=0.108203 val_ssim=0.8728 val_psnr=32.46 lr=0.0002295449 epoch_seconds=39.175 run_seconds=75399.921 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1901 heartbeat: batch=1/455 avg_train_loss=0.097492 avg_train_ssim=0.8854 run_seconds=75400.204
epoch 1901 heartbeat: batch=127/455 avg_train_loss=0.101152 avg_train_ssim=0.8811 run_seconds=75410.229
epoch 1901 heartbeat: batch=261/455 avg_train_loss=0.101301 avg_train_ssim=0.8809 run_seconds=75420.282
epoch 1901 heartbeat: batch=388/455 avg_train_loss=0.101234 avg_train_ssim=0.8810 run_seconds=75430.308
epoch 1901: train_loss=0.101275 train_ssim=0.8810 val_loss=0.108126 val_ssim=0.8729 val_psnr=32.44 lr=0.00023555768 epoch_seconds=39.180 run_seconds=75439.138 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1902 heartbeat: batch=1/455 avg_train_loss=0.102937 avg_train_ssim=0.8790 run_seconds=75439.417
epoch 1902 heartbeat: batch=128/455 avg_train_loss=0.101233 avg_train_ssim=0.8810 run_seconds=75449.428
epoch 1902 heartbeat: batch=263/455 avg_train_loss=0.101451 avg_train_ssim=0.8807 run_seconds=75459.501
epoch 1902 heartbeat: batch=390/455 avg_train_loss=0.101420 avg_train_ssim=0.8808 run_seconds=75469.528
epoch 1902: train_loss=0.101371 train_ssim=0.8808 val_loss=0.108272 val_ssim=0.8727 val_psnr=32.29 lr=0.0002413764 epoch_seconds=39.025 run_seconds=75478.201 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1903 heartbeat: batch=1/455 avg_train_loss=0.104663 avg_train_ssim=0.8770 run_seconds=75478.466
epoch 1903 heartbeat: batch=128/455 avg_train_loss=0.101159 avg_train_ssim=0.8811 run_seconds=75488.483
epoch 1903 heartbeat: batch=262/455 avg_train_loss=0.101418 avg_train_ssim=0.8808 run_seconds=75498.519
epoch 1903 heartbeat: batch=389/455 avg_train_loss=0.101300 avg_train_ssim=0.8809 run_seconds=75508.539
epoch 1903: train_loss=0.101340 train_ssim=0.8809 val_loss=0.108299 val_ssim=0.8727 val_psnr=32.40 lr=0.00024698703 epoch_seconds=39.060 run_seconds=75517.297 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1904 heartbeat: batch=1/455 avg_train_loss=0.100484 avg_train_ssim=0.8819 run_seconds=75517.609
epoch 1904 heartbeat: batch=128/455 avg_train_loss=0.101223 avg_train_ssim=0.8810 run_seconds=75527.626
epoch 1904 heartbeat: batch=263/455 avg_train_loss=0.101494 avg_train_ssim=0.8807 run_seconds=75537.697
epoch 1904 heartbeat: batch=390/455 avg_train_loss=0.101429 avg_train_ssim=0.8808 run_seconds=75547.730
epoch 1904: train_loss=0.101459 train_ssim=0.8807 val_loss=0.108838 val_ssim=0.8721 val_psnr=32.23 lr=0.00025237605 epoch_seconds=39.085 run_seconds=75556.418 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1905 heartbeat: batch=1/455 avg_train_loss=0.100127 avg_train_ssim=0.8823 run_seconds=75556.728
epoch 1905 heartbeat: batch=128/455 avg_train_loss=0.101115 avg_train_ssim=0.8811 run_seconds=75566.801
epoch 1905 heartbeat: batch=262/455 avg_train_loss=0.101326 avg_train_ssim=0.8809 run_seconds=75576.833
epoch 1905 heartbeat: batch=389/455 avg_train_loss=0.101395 avg_train_ssim=0.8808 run_seconds=75586.848
epoch 1905: train_loss=0.101424 train_ssim=0.8808 val_loss=0.108594 val_ssim=0.8723 val_psnr=32.33 lr=0.00025753048 epoch_seconds=39.197 run_seconds=75595.652 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1906 heartbeat: batch=1/455 avg_train_loss=0.098171 avg_train_ssim=0.8846 run_seconds=75595.924
epoch 1906 heartbeat: batch=128/455 avg_train_loss=0.101279 avg_train_ssim=0.8809 run_seconds=75605.940
epoch 1906 heartbeat: batch=263/455 avg_train_loss=0.101364 avg_train_ssim=0.8808 run_seconds=75616.015
epoch 1906 heartbeat: batch=390/455 avg_train_loss=0.101351 avg_train_ssim=0.8809 run_seconds=75626.030
epoch 1906: train_loss=0.101367 train_ssim=0.8808 val_loss=0.108390 val_ssim=0.8726 val_psnr=32.46 lr=0.00026243791 epoch_seconds=39.056 run_seconds=75634.746 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1907 heartbeat: batch=1/455 avg_train_loss=0.102491 avg_train_ssim=0.8795 run_seconds=75635.019
epoch 1907 heartbeat: batch=128/455 avg_train_loss=0.101550 avg_train_ssim=0.8806 run_seconds=75645.030
epoch 1907 heartbeat: batch=262/455 avg_train_loss=0.101471 avg_train_ssim=0.8807 run_seconds=75655.065
epoch 1907 heartbeat: batch=389/455 avg_train_loss=0.101674 avg_train_ssim=0.8805 run_seconds=75665.089
epoch 1907: train_loss=0.101706 train_ssim=0.8804 val_loss=0.109003 val_ssim=0.8719 val_psnr=32.08 lr=0.00026708652 epoch_seconds=39.071 run_seconds=75673.852 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1908 heartbeat: batch=1/455 avg_train_loss=0.100598 avg_train_ssim=0.8818 run_seconds=75674.154
epoch 1908 heartbeat: batch=128/455 avg_train_loss=0.101638 avg_train_ssim=0.8805 run_seconds=75684.174
epoch 1908 heartbeat: batch=263/455 avg_train_loss=0.101612 avg_train_ssim=0.8806 run_seconds=75694.206
epoch 1908 heartbeat: batch=390/455 avg_train_loss=0.101592 avg_train_ssim=0.8806 run_seconds=75704.236
epoch 1908: train_loss=0.101510 train_ssim=0.8807 val_loss=0.108297 val_ssim=0.8727 val_psnr=32.33 lr=0.00027146509 epoch_seconds=39.097 run_seconds=75712.986 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1909 heartbeat: batch=1/455 avg_train_loss=0.101567 avg_train_ssim=0.8806 run_seconds=75713.267
epoch 1909 heartbeat: batch=128/455 avg_train_loss=0.101470 avg_train_ssim=0.8807 run_seconds=75723.301
epoch 1909 heartbeat: batch=263/455 avg_train_loss=0.101275 avg_train_ssim=0.8810 run_seconds=75733.378
epoch 1909 heartbeat: batch=390/455 avg_train_loss=0.101414 avg_train_ssim=0.8808 run_seconds=75743.424
epoch 1909: train_loss=0.101531 train_ssim=0.8806 val_loss=0.115032 val_ssim=0.8648 val_psnr=31.60 lr=0.00027556309 epoch_seconds=39.121 run_seconds=75752.143 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1910 heartbeat: batch=1/455 avg_train_loss=0.101169 avg_train_ssim=0.8811 run_seconds=75752.481
epoch 1910 heartbeat: batch=128/455 avg_train_loss=0.102106 avg_train_ssim=0.8800 run_seconds=75762.516
epoch 1910 heartbeat: batch=262/455 avg_train_loss=0.102162 avg_train_ssim=0.8799 run_seconds=75772.554
epoch 1910 heartbeat: batch=389/455 avg_train_loss=0.101986 avg_train_ssim=0.8801 run_seconds=75782.580
epoch 1910: train_loss=0.101940 train_ssim=0.8802 val_loss=0.109125 val_ssim=0.8717 val_psnr=32.21 lr=0.00027937065 epoch_seconds=39.177 run_seconds=75791.359 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1911 heartbeat: batch=1/455 avg_train_loss=0.105690 avg_train_ssim=0.8758 run_seconds=75791.634
epoch 1911 heartbeat: batch=128/455 avg_train_loss=0.101716 avg_train_ssim=0.8804 run_seconds=75801.665
epoch 1911 heartbeat: batch=263/455 avg_train_loss=0.101620 avg_train_ssim=0.8805 run_seconds=75811.720
epoch 1911 heartbeat: batch=390/455 avg_train_loss=0.101650 avg_train_ssim=0.8805 run_seconds=75821.744
epoch 1911: train_loss=0.101747 train_ssim=0.8804 val_loss=0.108973 val_ssim=0.8719 val_psnr=32.01 lr=0.00028287858 epoch_seconds=39.018 run_seconds=75830.414 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1912 heartbeat: batch=1/455 avg_train_loss=0.100362 avg_train_ssim=0.8820 run_seconds=75830.697
epoch 1912 heartbeat: batch=128/455 avg_train_loss=0.101257 avg_train_ssim=0.8810 run_seconds=75840.709
epoch 1912 heartbeat: batch=262/455 avg_train_loss=0.101353 avg_train_ssim=0.8809 run_seconds=75850.739
epoch 1912 heartbeat: batch=388/455 avg_train_loss=0.101723 avg_train_ssim=0.8804 run_seconds=75860.751
epoch 1912: train_loss=0.101814 train_ssim=0.8803 val_loss=0.108638 val_ssim=0.8723 val_psnr=32.44 lr=0.00028607845 epoch_seconds=39.187 run_seconds=75869.637 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1913 heartbeat: batch=1/455 avg_train_loss=0.099733 avg_train_ssim=0.8828 run_seconds=75869.925
epoch 1913 heartbeat: batch=127/455 avg_train_loss=0.102364 avg_train_ssim=0.8797 run_seconds=75879.990
epoch 1913 heartbeat: batch=261/455 avg_train_loss=0.101756 avg_train_ssim=0.8804 run_seconds=75890.040
epoch 1913 heartbeat: batch=388/455 avg_train_loss=0.101723 avg_train_ssim=0.8804 run_seconds=75900.065
epoch 1913: train_loss=0.101739 train_ssim=0.8804 val_loss=0.108422 val_ssim=0.8725 val_psnr=32.45 lr=0.00028896253 epoch_seconds=39.240 run_seconds=75908.914 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1914 heartbeat: batch=1/455 avg_train_loss=0.105317 avg_train_ssim=0.8762 run_seconds=75909.210
epoch 1914 heartbeat: batch=128/455 avg_train_loss=0.101693 avg_train_ssim=0.8805 run_seconds=75919.227
epoch 1914 heartbeat: batch=262/455 avg_train_loss=0.101616 avg_train_ssim=0.8805 run_seconds=75929.251
epoch 1914 heartbeat: batch=388/455 avg_train_loss=0.101643 avg_train_ssim=0.8805 run_seconds=75939.259
epoch 1914: train_loss=0.101622 train_ssim=0.8805 val_loss=0.108547 val_ssim=0.8724 val_psnr=32.44 lr=0.00029152389 epoch_seconds=39.109 run_seconds=75948.063 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1915 heartbeat: batch=1/455 avg_train_loss=0.100407 avg_train_ssim=0.8820 run_seconds=75948.332
epoch 1915 heartbeat: batch=128/455 avg_train_loss=0.101518 avg_train_ssim=0.8807 run_seconds=75958.349
epoch 1915 heartbeat: batch=262/455 avg_train_loss=0.101472 avg_train_ssim=0.8807 run_seconds=75968.369
epoch 1915 heartbeat: batch=389/455 avg_train_loss=0.101507 avg_train_ssim=0.8807 run_seconds=75978.409
epoch 1915: train_loss=0.101533 train_ssim=0.8806 val_loss=0.108745 val_ssim=0.8722 val_psnr=32.33 lr=0.00029375635 epoch_seconds=39.111 run_seconds=75987.209 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1916 heartbeat: batch=1/455 avg_train_loss=0.103207 avg_train_ssim=0.8787 run_seconds=75987.511
epoch 1916 heartbeat: batch=128/455 avg_train_loss=0.101785 avg_train_ssim=0.8804 run_seconds=75997.542
epoch 1916 heartbeat: batch=263/455 avg_train_loss=0.101606 avg_train_ssim=0.8806 run_seconds=76007.615
epoch 1916 heartbeat: batch=390/455 avg_train_loss=0.101604 avg_train_ssim=0.8806 run_seconds=76017.642
epoch 1916: train_loss=0.101558 train_ssim=0.8806 val_loss=0.108863 val_ssim=0.8720 val_psnr=32.08 lr=0.00029565453 epoch_seconds=39.124 run_seconds=76026.371 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1917 heartbeat: batch=1/455 avg_train_loss=0.096885 avg_train_ssim=0.8861 run_seconds=76026.644
epoch 1917 heartbeat: batch=127/455 avg_train_loss=0.101823 avg_train_ssim=0.8803 run_seconds=76036.677
epoch 1917 heartbeat: batch=261/455 avg_train_loss=0.101677 avg_train_ssim=0.8805 run_seconds=76046.690
epoch 1917 heartbeat: batch=388/455 avg_train_loss=0.101624 avg_train_ssim=0.8805 run_seconds=76056.711
epoch 1917: train_loss=0.101574 train_ssim=0.8806 val_loss=0.108725 val_ssim=0.8722 val_psnr=32.45 lr=0.00029721387 epoch_seconds=39.140 run_seconds=76065.548 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1918 heartbeat: batch=1/455 avg_train_loss=0.100609 avg_train_ssim=0.8817 run_seconds=76065.834
epoch 1918 heartbeat: batch=128/455 avg_train_loss=0.102205 avg_train_ssim=0.8799 run_seconds=76075.857
epoch 1918 heartbeat: batch=263/455 avg_train_loss=0.102185 avg_train_ssim=0.8799 run_seconds=76085.934
epoch 1918 heartbeat: batch=390/455 avg_train_loss=0.102200 avg_train_ssim=0.8799 run_seconds=76095.962
epoch 1918: train_loss=0.102073 train_ssim=0.8800 val_loss=0.108678 val_ssim=0.8722 val_psnr=32.41 lr=0.00029843059 epoch_seconds=39.091 run_seconds=76104.675 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1919 heartbeat: batch=1/455 avg_train_loss=0.100075 avg_train_ssim=0.8824 run_seconds=76104.955
epoch 1919 heartbeat: batch=128/455 avg_train_loss=0.101394 avg_train_ssim=0.8808 run_seconds=76114.977
epoch 1919 heartbeat: batch=262/455 avg_train_loss=0.101557 avg_train_ssim=0.8806 run_seconds=76125.034
epoch 1919 heartbeat: batch=389/455 avg_train_loss=0.101541 avg_train_ssim=0.8806 run_seconds=76135.058
epoch 1919: train_loss=0.101590 train_ssim=0.8806 val_loss=0.108880 val_ssim=0.8720 val_psnr=32.25 lr=0.00029930179 epoch_seconds=39.127 run_seconds=76143.843 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1920 heartbeat: batch=1/455 avg_train_loss=0.102783 avg_train_ssim=0.8792 run_seconds=76144.130
epoch 1920 heartbeat: batch=128/455 avg_train_loss=0.101544 avg_train_ssim=0.8806 run_seconds=76154.152
epoch 1920 heartbeat: batch=263/455 avg_train_loss=0.101720 avg_train_ssim=0.8804 run_seconds=76164.211
epoch 1920 heartbeat: batch=390/455 avg_train_loss=0.101573 avg_train_ssim=0.8806 run_seconds=76174.232
epoch 1920: train_loss=0.101584 train_ssim=0.8806 val_loss=0.108810 val_ssim=0.8721 val_psnr=32.38 lr=0.00029982534 epoch_seconds=39.069 run_seconds=76182.948 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1921 heartbeat: batch=1/455 avg_train_loss=0.100498 avg_train_ssim=0.8819 run_seconds=76183.233
epoch 1921 heartbeat: batch=127/455 avg_train_loss=0.101721 avg_train_ssim=0.8804 run_seconds=76193.248
epoch 1921 heartbeat: batch=261/455 avg_train_loss=0.101713 avg_train_ssim=0.8804 run_seconds=76203.292
epoch 1921 heartbeat: batch=388/455 avg_train_loss=0.101689 avg_train_ssim=0.8805 run_seconds=76213.313
epoch 1921: train_loss=0.101678 train_ssim=0.8805 val_loss=0.108848 val_ssim=0.8720 val_psnr=32.41 lr=0.0003 epoch_seconds=39.176 run_seconds=76222.162 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1922 heartbeat: batch=1/455 avg_train_loss=0.099312 avg_train_ssim=0.8833 run_seconds=76222.444
epoch 1922 heartbeat: batch=128/455 avg_train_loss=0.101448 avg_train_ssim=0.8807 run_seconds=76232.455
epoch 1922 heartbeat: batch=263/455 avg_train_loss=0.101475 avg_train_ssim=0.8807 run_seconds=76242.532
epoch 1922 heartbeat: batch=390/455 avg_train_loss=0.101451 avg_train_ssim=0.8807 run_seconds=76252.553
epoch 1922: train_loss=0.101525 train_ssim=0.8807 val_loss=0.108933 val_ssim=0.8719 val_psnr=32.26 lr=0.00029982534 epoch_seconds=39.002 run_seconds=76261.199 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1923 heartbeat: batch=1/455 avg_train_loss=0.099189 avg_train_ssim=0.8834 run_seconds=76261.482
epoch 1923 heartbeat: batch=128/455 avg_train_loss=0.101446 avg_train_ssim=0.8808 run_seconds=76271.499
epoch 1923 heartbeat: batch=262/455 avg_train_loss=0.101647 avg_train_ssim=0.8805 run_seconds=76281.509
epoch 1923 heartbeat: batch=389/455 avg_train_loss=0.101610 avg_train_ssim=0.8806 run_seconds=76291.528
epoch 1923: train_loss=0.101639 train_ssim=0.8805 val_loss=0.108450 val_ssim=0.8725 val_psnr=32.42 lr=0.00029930179 epoch_seconds=39.041 run_seconds=76300.277 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1924 heartbeat: batch=1/455 avg_train_loss=0.103653 avg_train_ssim=0.8782 run_seconds=76300.567
epoch 1924 heartbeat: batch=128/455 avg_train_loss=0.101272 avg_train_ssim=0.8810 run_seconds=76310.582
epoch 1924 heartbeat: batch=262/455 avg_train_loss=0.101537 avg_train_ssim=0.8806 run_seconds=76320.615
epoch 1924 heartbeat: batch=389/455 avg_train_loss=0.101537 avg_train_ssim=0.8806 run_seconds=76330.641
epoch 1924: train_loss=0.101519 train_ssim=0.8807 val_loss=0.108838 val_ssim=0.8721 val_psnr=32.40 lr=0.00029843059 epoch_seconds=39.073 run_seconds=76339.386 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1925 heartbeat: batch=1/455 avg_train_loss=0.104816 avg_train_ssim=0.8768 run_seconds=76339.705
epoch 1925 heartbeat: batch=128/455 avg_train_loss=0.101517 avg_train_ssim=0.8807 run_seconds=76349.719
epoch 1925 heartbeat: batch=262/455 avg_train_loss=0.101627 avg_train_ssim=0.8805 run_seconds=76359.770
epoch 1925 heartbeat: batch=389/455 avg_train_loss=0.101660 avg_train_ssim=0.8805 run_seconds=76369.792
epoch 1925: train_loss=0.101649 train_ssim=0.8805 val_loss=0.109634 val_ssim=0.8711 val_psnr=32.28 lr=0.00029721387 epoch_seconds=39.085 run_seconds=76378.508 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1926 heartbeat: batch=1/455 avg_train_loss=0.106959 avg_train_ssim=0.8743 run_seconds=76378.794
epoch 1926 heartbeat: batch=128/455 avg_train_loss=0.103062 avg_train_ssim=0.8789 run_seconds=76388.816
epoch 1926 heartbeat: batch=262/455 avg_train_loss=0.103244 avg_train_ssim=0.8786 run_seconds=76398.835
epoch 1926 heartbeat: batch=389/455 avg_train_loss=0.102902 avg_train_ssim=0.8790 run_seconds=76408.876
epoch 1926: train_loss=0.102797 train_ssim=0.8792 val_loss=0.108836 val_ssim=0.8721 val_psnr=32.47 lr=0.00029565453 epoch_seconds=39.079 run_seconds=76417.625 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1927 heartbeat: batch=1/455 avg_train_loss=0.102373 avg_train_ssim=0.8797 run_seconds=76417.892
epoch 1927 heartbeat: batch=128/455 avg_train_loss=0.102286 avg_train_ssim=0.8798 run_seconds=76427.943
epoch 1927 heartbeat: batch=262/455 avg_train_loss=0.102050 avg_train_ssim=0.8800 run_seconds=76437.953
epoch 1927 heartbeat: batch=389/455 avg_train_loss=0.102005 avg_train_ssim=0.8801 run_seconds=76447.973
epoch 1927: train_loss=0.101937 train_ssim=0.8802 val_loss=0.108735 val_ssim=0.8722 val_psnr=32.45 lr=0.00029375635 epoch_seconds=39.093 run_seconds=76456.754 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1928 heartbeat: batch=1/455 avg_train_loss=0.100769 avg_train_ssim=0.8815 run_seconds=76457.033
epoch 1928 heartbeat: batch=128/455 avg_train_loss=0.102131 avg_train_ssim=0.8799 run_seconds=76467.106
epoch 1928 heartbeat: batch=262/455 avg_train_loss=0.101816 avg_train_ssim=0.8803 run_seconds=76477.149
epoch 1928 heartbeat: batch=389/455 avg_train_loss=0.101818 avg_train_ssim=0.8803 run_seconds=76487.178
epoch 1928: train_loss=0.101779 train_ssim=0.8804 val_loss=0.109082 val_ssim=0.8718 val_psnr=32.40 lr=0.00029152389 epoch_seconds=39.143 run_seconds=76495.934 gpu_index=0 gpu_util_pct=84 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1929 heartbeat: batch=1/455 avg_train_loss=0.100567 avg_train_ssim=0.8818 run_seconds=76496.223
epoch 1929 heartbeat: batch=128/455 avg_train_loss=0.101866 avg_train_ssim=0.8803 run_seconds=76506.271
epoch 1929 heartbeat: batch=263/455 avg_train_loss=0.101776 avg_train_ssim=0.8804 run_seconds=76516.319
epoch 1929 heartbeat: batch=390/455 avg_train_loss=0.101712 avg_train_ssim=0.8804 run_seconds=76526.369
epoch 1929: train_loss=0.101660 train_ssim=0.8805 val_loss=0.108622 val_ssim=0.8723 val_psnr=32.28 lr=0.00028896253 epoch_seconds=39.102 run_seconds=76535.072 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1930 heartbeat: batch=1/455 avg_train_loss=0.100400 avg_train_ssim=0.8820 run_seconds=76535.341
epoch 1930 heartbeat: batch=128/455 avg_train_loss=0.101321 avg_train_ssim=0.8809 run_seconds=76545.357
epoch 1930 heartbeat: batch=261/455 avg_train_loss=0.101370 avg_train_ssim=0.8808 run_seconds=76555.381
epoch 1930 heartbeat: batch=388/455 avg_train_loss=0.101462 avg_train_ssim=0.8807 run_seconds=76565.434
epoch 1930: train_loss=0.101512 train_ssim=0.8807 val_loss=0.108744 val_ssim=0.8722 val_psnr=32.40 lr=0.00028607845 epoch_seconds=39.188 run_seconds=76574.297 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1931 heartbeat: batch=1/455 avg_train_loss=0.103652 avg_train_ssim=0.8782 run_seconds=76574.579
epoch 1931 heartbeat: batch=128/455 avg_train_loss=0.101548 avg_train_ssim=0.8806 run_seconds=76584.596
epoch 1931 heartbeat: batch=262/455 avg_train_loss=0.101626 avg_train_ssim=0.8805 run_seconds=76594.620
epoch 1931 heartbeat: batch=389/455 avg_train_loss=0.101590 avg_train_ssim=0.8806 run_seconds=76604.659
epoch 1931: train_loss=0.101582 train_ssim=0.8806 val_loss=0.108740 val_ssim=0.8722 val_psnr=32.42 lr=0.00028287858 epoch_seconds=39.057 run_seconds=76613.393 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1932 heartbeat: batch=1/455 avg_train_loss=0.100524 avg_train_ssim=0.8818 run_seconds=76613.712
epoch 1932 heartbeat: batch=128/455 avg_train_loss=0.101670 avg_train_ssim=0.8805 run_seconds=76623.751
epoch 1932 heartbeat: batch=262/455 avg_train_loss=0.101429 avg_train_ssim=0.8808 run_seconds=76633.772
epoch 1932 heartbeat: batch=388/455 avg_train_loss=0.101447 avg_train_ssim=0.8807 run_seconds=76643.813
epoch 1932: train_loss=0.101513 train_ssim=0.8807 val_loss=0.108929 val_ssim=0.8720 val_psnr=32.32 lr=0.00027937065 epoch_seconds=39.221 run_seconds=76652.651 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1933 heartbeat: batch=1/455 avg_train_loss=0.103160 avg_train_ssim=0.8787 run_seconds=76652.976
epoch 1933 heartbeat: batch=128/455 avg_train_loss=0.101328 avg_train_ssim=0.8809 run_seconds=76663.010
epoch 1933 heartbeat: batch=263/455 avg_train_loss=0.101294 avg_train_ssim=0.8809 run_seconds=76673.080
epoch 1933 heartbeat: batch=390/455 avg_train_loss=0.101348 avg_train_ssim=0.8809 run_seconds=76683.123
epoch 1933: train_loss=0.101391 train_ssim=0.8808 val_loss=0.108471 val_ssim=0.8725 val_psnr=32.42 lr=0.00027556309 epoch_seconds=39.136 run_seconds=76691.824 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1934 heartbeat: batch=1/455 avg_train_loss=0.102143 avg_train_ssim=0.8799 run_seconds=76692.102
epoch 1934 heartbeat: batch=128/455 avg_train_loss=0.100971 avg_train_ssim=0.8813 run_seconds=76702.135
epoch 1934 heartbeat: batch=262/455 avg_train_loss=0.101217 avg_train_ssim=0.8810 run_seconds=76712.158
epoch 1934 heartbeat: batch=389/455 avg_train_loss=0.101398 avg_train_ssim=0.8808 run_seconds=76722.194
epoch 1934: train_loss=0.101449 train_ssim=0.8807 val_loss=0.108639 val_ssim=0.8723 val_psnr=32.43 lr=0.00027146509 epoch_seconds=39.118 run_seconds=76730.978 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1935 heartbeat: batch=1/455 avg_train_loss=0.103270 avg_train_ssim=0.8786 run_seconds=76731.264
epoch 1935 heartbeat: batch=128/455 avg_train_loss=0.101500 avg_train_ssim=0.8807 run_seconds=76741.276
epoch 1935 heartbeat: batch=262/455 avg_train_loss=0.101417 avg_train_ssim=0.8808 run_seconds=76751.319
epoch 1935 heartbeat: batch=389/455 avg_train_loss=0.101381 avg_train_ssim=0.8808 run_seconds=76761.336
epoch 1935: train_loss=0.101389 train_ssim=0.8808 val_loss=0.108305 val_ssim=0.8727 val_psnr=32.29 lr=0.00026708652 epoch_seconds=39.094 run_seconds=76770.109 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1936 heartbeat: batch=1/455 avg_train_loss=0.103170 avg_train_ssim=0.8787 run_seconds=76770.426
epoch 1936 heartbeat: batch=128/455 avg_train_loss=0.101305 avg_train_ssim=0.8809 run_seconds=76780.501
epoch 1936 heartbeat: batch=262/455 avg_train_loss=0.101257 avg_train_ssim=0.8810 run_seconds=76790.538
epoch 1936 heartbeat: batch=389/455 avg_train_loss=0.102343 avg_train_ssim=0.8797 run_seconds=76800.608
epoch 1936: train_loss=0.102392 train_ssim=0.8796 val_loss=0.109108 val_ssim=0.8717 val_psnr=32.30 lr=0.00026243791 epoch_seconds=39.189 run_seconds=76809.338 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1937 heartbeat: batch=1/455 avg_train_loss=0.099566 avg_train_ssim=0.8830 run_seconds=76809.614
epoch 1937 heartbeat: batch=128/455 avg_train_loss=0.101299 avg_train_ssim=0.8809 run_seconds=76819.633
epoch 1937 heartbeat: batch=262/455 avg_train_loss=0.101473 avg_train_ssim=0.8807 run_seconds=76829.653
epoch 1937 heartbeat: batch=389/455 avg_train_loss=0.101606 avg_train_ssim=0.8806 run_seconds=76839.711
epoch 1937: train_loss=0.101607 train_ssim=0.8806 val_loss=0.108637 val_ssim=0.8723 val_psnr=32.40 lr=0.00025753048 epoch_seconds=39.075 run_seconds=76848.449 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1938 heartbeat: batch=1/455 avg_train_loss=0.102955 avg_train_ssim=0.8790 run_seconds=76848.720
epoch 1938 heartbeat: batch=128/455 avg_train_loss=0.101387 avg_train_ssim=0.8808 run_seconds=76858.736
epoch 1938 heartbeat: batch=263/455 avg_train_loss=0.101371 avg_train_ssim=0.8808 run_seconds=76868.770
epoch 1938 heartbeat: batch=384/455 avg_train_loss=0.101402 avg_train_ssim=0.8808 run_seconds=76878.806
epoch 1938: train_loss=0.101371 train_ssim=0.8808 val_loss=0.108342 val_ssim=0.8726 val_psnr=32.38 lr=0.00025237605 epoch_seconds=44.314 run_seconds=76892.799 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21430 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1939 heartbeat: batch=1/455 avg_train_loss=0.107131 avg_train_ssim=0.8741 run_seconds=76893.122
epoch 1939 heartbeat: batch=83/455 avg_train_loss=0.101184 avg_train_ssim=0.8811 run_seconds=76903.220
epoch 1939 heartbeat: batch=164/455 avg_train_loss=0.101372 avg_train_ssim=0.8808 run_seconds=76913.269
epoch 1939 heartbeat: batch=248/455 avg_train_loss=0.101256 avg_train_ssim=0.8810 run_seconds=76923.313
epoch 1939 heartbeat: batch=329/455 avg_train_loss=0.101277 avg_train_ssim=0.8809 run_seconds=76933.364
epoch 1939 heartbeat: batch=411/455 avg_train_loss=0.101300 avg_train_ssim=0.8809 run_seconds=76943.481
epoch 1939: train_loss=0.101305 train_ssim=0.8809 val_loss=0.108674 val_ssim=0.8723 val_psnr=32.41 lr=0.00024698703 epoch_seconds=61.288 run_seconds=76954.128 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1940 heartbeat: batch=1/455 avg_train_loss=0.099322 avg_train_ssim=0.8832 run_seconds=76954.463
epoch 1940 heartbeat: batch=83/455 avg_train_loss=0.101401 avg_train_ssim=0.8808 run_seconds=76964.581
epoch 1940 heartbeat: batch=164/455 avg_train_loss=0.101369 avg_train_ssim=0.8808 run_seconds=76974.641
epoch 1940 heartbeat: batch=248/455 avg_train_loss=0.101345 avg_train_ssim=0.8809 run_seconds=76984.694
epoch 1940 heartbeat: batch=329/455 avg_train_loss=0.101294 avg_train_ssim=0.8809 run_seconds=76994.749
epoch 1940 heartbeat: batch=410/455 avg_train_loss=0.101222 avg_train_ssim=0.8810 run_seconds=77004.753
epoch 1940: train_loss=0.101253 train_ssim=0.8810 val_loss=0.108269 val_ssim=0.8727 val_psnr=32.34 lr=0.0002413764 epoch_seconds=61.227 run_seconds=77015.394 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1941 heartbeat: batch=1/455 avg_train_loss=0.105241 avg_train_ssim=0.8763 run_seconds=77015.740
epoch 1941 heartbeat: batch=82/455 avg_train_loss=0.101381 avg_train_ssim=0.8808 run_seconds=77025.791
epoch 1941 heartbeat: batch=163/455 avg_train_loss=0.101216 avg_train_ssim=0.8810 run_seconds=77035.798
epoch 1941 heartbeat: batch=247/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=77045.918
epoch 1941 heartbeat: batch=328/455 avg_train_loss=0.101251 avg_train_ssim=0.8810 run_seconds=77055.925
epoch 1941 heartbeat: batch=409/455 avg_train_loss=0.101256 avg_train_ssim=0.8810 run_seconds=77065.978
epoch 1941: train_loss=0.101214 train_ssim=0.8810 val_loss=0.108379 val_ssim=0.8726 val_psnr=32.41 lr=0.00023555768 epoch_seconds=61.398 run_seconds=77076.830 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1942 heartbeat: batch=1/455 avg_train_loss=0.099520 avg_train_ssim=0.8830 run_seconds=77077.157
epoch 1942 heartbeat: batch=82/455 avg_train_loss=0.100609 avg_train_ssim=0.8817 run_seconds=77087.200
epoch 1942 heartbeat: batch=164/455 avg_train_loss=0.100814 avg_train_ssim=0.8815 run_seconds=77097.301
epoch 1942 heartbeat: batch=247/455 avg_train_loss=0.100824 avg_train_ssim=0.8815 run_seconds=77107.323
epoch 1942 heartbeat: batch=329/455 avg_train_loss=0.101030 avg_train_ssim=0.8812 run_seconds=77117.446
epoch 1942 heartbeat: batch=410/455 avg_train_loss=0.101157 avg_train_ssim=0.8811 run_seconds=77127.502
epoch 1942: train_loss=0.101171 train_ssim=0.8811 val_loss=0.108683 val_ssim=0.8722 val_psnr=32.39 lr=0.0002295449 epoch_seconds=61.346 run_seconds=77138.212 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1943 heartbeat: batch=1/455 avg_train_loss=0.102259 avg_train_ssim=0.8798 run_seconds=77138.552
epoch 1943 heartbeat: batch=82/455 avg_train_loss=0.101299 avg_train_ssim=0.8809 run_seconds=77148.595
epoch 1943 heartbeat: batch=164/455 avg_train_loss=0.101340 avg_train_ssim=0.8809 run_seconds=77158.711
epoch 1943 heartbeat: batch=248/455 avg_train_loss=0.101209 avg_train_ssim=0.8810 run_seconds=77168.764
epoch 1943 heartbeat: batch=329/455 avg_train_loss=0.101131 avg_train_ssim=0.8811 run_seconds=77178.813
epoch 1943 heartbeat: batch=411/455 avg_train_loss=0.101170 avg_train_ssim=0.8811 run_seconds=77188.930
epoch 1943: train_loss=0.101191 train_ssim=0.8810 val_loss=0.108326 val_ssim=0.8727 val_psnr=32.27 lr=0.00022335253 epoch_seconds=61.278 run_seconds=77199.527 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1944 heartbeat: batch=1/455 avg_train_loss=0.102225 avg_train_ssim=0.8798 run_seconds=77199.844
epoch 1944 heartbeat: batch=91/455 avg_train_loss=0.100928 avg_train_ssim=0.8814 run_seconds=77209.867
epoch 1944 heartbeat: batch=219/455 avg_train_loss=0.101034 avg_train_ssim=0.8812 run_seconds=77219.937
epoch 1944 heartbeat: batch=351/455 avg_train_loss=0.101055 avg_train_ssim=0.8812 run_seconds=77229.993
epoch 1944: train_loss=0.101148 train_ssim=0.8811 val_loss=0.108608 val_ssim=0.8723 val_psnr=32.03 lr=0.00021699549 epoch_seconds=42.191 run_seconds=77241.754 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1945 heartbeat: batch=1/455 avg_train_loss=0.105656 avg_train_ssim=0.8758 run_seconds=77242.030
epoch 1945 heartbeat: batch=128/455 avg_train_loss=0.101327 avg_train_ssim=0.8809 run_seconds=77252.063
epoch 1945 heartbeat: batch=262/455 avg_train_loss=0.101346 avg_train_ssim=0.8809 run_seconds=77262.108
epoch 1945 heartbeat: batch=389/455 avg_train_loss=0.101136 avg_train_ssim=0.8811 run_seconds=77272.138
epoch 1945: train_loss=0.101083 train_ssim=0.8812 val_loss=0.108225 val_ssim=0.8728 val_psnr=32.36 lr=0.0002104891 epoch_seconds=39.093 run_seconds=77280.883 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1946 heartbeat: batch=1/455 avg_train_loss=0.100381 avg_train_ssim=0.8820 run_seconds=77281.207
epoch 1946 heartbeat: batch=128/455 avg_train_loss=0.101259 avg_train_ssim=0.8810 run_seconds=77291.228
epoch 1946 heartbeat: batch=262/455 avg_train_loss=0.101304 avg_train_ssim=0.8809 run_seconds=77301.271
epoch 1946 heartbeat: batch=389/455 avg_train_loss=0.101108 avg_train_ssim=0.8811 run_seconds=77311.302
epoch 1946: train_loss=0.101081 train_ssim=0.8812 val_loss=0.108154 val_ssim=0.8729 val_psnr=32.28 lr=0.00020384903 epoch_seconds=39.126 run_seconds=77320.047 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1947 heartbeat: batch=1/455 avg_train_loss=0.103457 avg_train_ssim=0.8784 run_seconds=77320.357
epoch 1947 heartbeat: batch=128/455 avg_train_loss=0.101117 avg_train_ssim=0.8811 run_seconds=77330.373
epoch 1947 heartbeat: batch=262/455 avg_train_loss=0.101170 avg_train_ssim=0.8811 run_seconds=77340.420
epoch 1947 heartbeat: batch=389/455 avg_train_loss=0.101087 avg_train_ssim=0.8812 run_seconds=77350.448
epoch 1947: train_loss=0.101065 train_ssim=0.8812 val_loss=0.108716 val_ssim=0.8722 val_psnr=32.33 lr=0.00019709128 epoch_seconds=39.096 run_seconds=77359.182 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1948 heartbeat: batch=1/455 avg_train_loss=0.101569 avg_train_ssim=0.8806 run_seconds=77359.470
epoch 1948 heartbeat: batch=128/455 avg_train_loss=0.100854 avg_train_ssim=0.8814 run_seconds=77369.487
epoch 1948 heartbeat: batch=262/455 avg_train_loss=0.101181 avg_train_ssim=0.8811 run_seconds=77379.525
epoch 1948 heartbeat: batch=389/455 avg_train_loss=0.101035 avg_train_ssim=0.8812 run_seconds=77389.552
epoch 1948: train_loss=0.101012 train_ssim=0.8813 val_loss=0.108153 val_ssim=0.8729 val_psnr=32.32 lr=0.00019023213 epoch_seconds=39.125 run_seconds=77398.345 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1949 heartbeat: batch=1/455 avg_train_loss=0.100643 avg_train_ssim=0.8817 run_seconds=77398.620
epoch 1949 heartbeat: batch=128/455 avg_train_loss=0.101025 avg_train_ssim=0.8812 run_seconds=77408.636
epoch 1949 heartbeat: batch=262/455 avg_train_loss=0.100866 avg_train_ssim=0.8814 run_seconds=77418.653
epoch 1949 heartbeat: batch=389/455 avg_train_loss=0.100918 avg_train_ssim=0.8814 run_seconds=77428.675
epoch 1949: train_loss=0.100903 train_ssim=0.8814 val_loss=0.107882 val_ssim=0.8732 val_psnr=32.50 lr=0.0001832881 epoch_seconds=39.078 run_seconds=77437.460 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1950 heartbeat: batch=1/455 avg_train_loss=0.102413 avg_train_ssim=0.8796 run_seconds=77437.739
epoch 1950 heartbeat: batch=128/455 avg_train_loss=0.100609 avg_train_ssim=0.8817 run_seconds=77447.757
epoch 1950 heartbeat: batch=262/455 avg_train_loss=0.100867 avg_train_ssim=0.8814 run_seconds=77457.778
epoch 1950 heartbeat: batch=389/455 avg_train_loss=0.100845 avg_train_ssim=0.8815 run_seconds=77467.809
epoch 1950: train_loss=0.100859 train_ssim=0.8814 val_loss=0.108125 val_ssim=0.8729 val_psnr=32.24 lr=0.00017627592 epoch_seconds=39.053 run_seconds=77476.549 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1951 heartbeat: batch=1/455 avg_train_loss=0.102289 avg_train_ssim=0.8798 run_seconds=77476.864
epoch 1951 heartbeat: batch=128/455 avg_train_loss=0.100943 avg_train_ssim=0.8813 run_seconds=77486.886
epoch 1951 heartbeat: batch=262/455 avg_train_loss=0.100783 avg_train_ssim=0.8815 run_seconds=77496.923
epoch 1951 heartbeat: batch=389/455 avg_train_loss=0.100752 avg_train_ssim=0.8816 run_seconds=77506.943
epoch 1951: train_loss=0.100813 train_ssim=0.8815 val_loss=0.108315 val_ssim=0.8727 val_psnr=32.30 lr=0.00016921249 epoch_seconds=39.096 run_seconds=77515.684 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1952 heartbeat: batch=1/455 avg_train_loss=0.101656 avg_train_ssim=0.8805 run_seconds=77515.956
epoch 1952 heartbeat: batch=128/455 avg_train_loss=0.100778 avg_train_ssim=0.8815 run_seconds=77525.988
epoch 1952 heartbeat: batch=265/455 avg_train_loss=0.100860 avg_train_ssim=0.8814 run_seconds=77536.007
epoch 1952 heartbeat: batch=392/455 avg_train_loss=0.100847 avg_train_ssim=0.8815 run_seconds=77546.041
epoch 1952: train_loss=0.100830 train_ssim=0.8815 val_loss=0.108057 val_ssim=0.8730 val_psnr=32.45 lr=0.00016211481 epoch_seconds=38.821 run_seconds=77554.540 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1953 heartbeat: batch=1/455 avg_train_loss=0.100075 avg_train_ssim=0.8824 run_seconds=77554.861
epoch 1953 heartbeat: batch=128/455 avg_train_loss=0.100718 avg_train_ssim=0.8816 run_seconds=77564.893
epoch 1953 heartbeat: batch=263/455 avg_train_loss=0.100728 avg_train_ssim=0.8816 run_seconds=77574.962
epoch 1953 heartbeat: batch=390/455 avg_train_loss=0.100727 avg_train_ssim=0.8816 run_seconds=77584.986
epoch 1953: train_loss=0.100709 train_ssim=0.8816 val_loss=0.108032 val_ssim=0.8730 val_psnr=32.49 lr=0.000155 epoch_seconds=39.083 run_seconds=77593.661 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1954 heartbeat: batch=1/455 avg_train_loss=0.099246 avg_train_ssim=0.8833 run_seconds=77593.928
epoch 1954 heartbeat: batch=128/455 avg_train_loss=0.100874 avg_train_ssim=0.8814 run_seconds=77603.943
epoch 1954 heartbeat: batch=262/455 avg_train_loss=0.100851 avg_train_ssim=0.8814 run_seconds=77613.960
epoch 1954 heartbeat: batch=389/455 avg_train_loss=0.100730 avg_train_ssim=0.8816 run_seconds=77624.003
epoch 1954: train_loss=0.100695 train_ssim=0.8816 val_loss=0.107983 val_ssim=0.8731 val_psnr=32.36 lr=0.00014788519 epoch_seconds=39.036 run_seconds=77632.732 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1955 heartbeat: batch=1/455 avg_train_loss=0.101291 avg_train_ssim=0.8809 run_seconds=77633.055
epoch 1955 heartbeat: batch=127/455 avg_train_loss=0.100497 avg_train_ssim=0.8819 run_seconds=77643.056
epoch 1955 heartbeat: batch=261/455 avg_train_loss=0.100499 avg_train_ssim=0.8819 run_seconds=77653.069
epoch 1955 heartbeat: batch=388/455 avg_train_loss=0.100690 avg_train_ssim=0.8816 run_seconds=77663.125
epoch 1955: train_loss=0.100720 train_ssim=0.8816 val_loss=0.108085 val_ssim=0.8729 val_psnr=32.53 lr=0.00014078751 epoch_seconds=39.203 run_seconds=77671.971 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1956 heartbeat: batch=1/455 avg_train_loss=0.099931 avg_train_ssim=0.8825 run_seconds=77672.243
epoch 1956 heartbeat: batch=128/455 avg_train_loss=0.100637 avg_train_ssim=0.8817 run_seconds=77682.265
epoch 1956 heartbeat: batch=262/455 avg_train_loss=0.100637 avg_train_ssim=0.8817 run_seconds=77692.306
epoch 1956 heartbeat: batch=389/455 avg_train_loss=0.100652 avg_train_ssim=0.8817 run_seconds=77702.325
epoch 1956: train_loss=0.100677 train_ssim=0.8817 val_loss=0.107834 val_ssim=0.8732 val_psnr=32.42 lr=0.00013372408 epoch_seconds=39.089 run_seconds=77711.096 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1957 heartbeat: batch=1/455 avg_train_loss=0.103250 avg_train_ssim=0.8786 run_seconds=77711.366
epoch 1957 heartbeat: batch=128/455 avg_train_loss=0.100870 avg_train_ssim=0.8814 run_seconds=77721.427
epoch 1957 heartbeat: batch=263/455 avg_train_loss=0.100632 avg_train_ssim=0.8817 run_seconds=77731.491
epoch 1957 heartbeat: batch=390/455 avg_train_loss=0.100595 avg_train_ssim=0.8817 run_seconds=77741.531
epoch 1957: train_loss=0.100562 train_ssim=0.8818 val_loss=0.107839 val_ssim=0.8732 val_psnr=32.48 lr=0.0001267119 epoch_seconds=39.086 run_seconds=77750.219 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1958 heartbeat: batch=1/455 avg_train_loss=0.101598 avg_train_ssim=0.8806 run_seconds=77750.500
epoch 1958 heartbeat: batch=128/455 avg_train_loss=0.100416 avg_train_ssim=0.8820 run_seconds=77760.540
epoch 1958 heartbeat: batch=262/455 avg_train_loss=0.100661 avg_train_ssim=0.8817 run_seconds=77770.580
epoch 1958 heartbeat: batch=389/455 avg_train_loss=0.100621 avg_train_ssim=0.8817 run_seconds=77780.602
epoch 1958: train_loss=0.100620 train_ssim=0.8817 val_loss=0.107937 val_ssim=0.8731 val_psnr=32.39 lr=0.00011976787 epoch_seconds=39.117 run_seconds=77789.373 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1959 heartbeat: batch=1/455 avg_train_loss=0.101381 avg_train_ssim=0.8808 run_seconds=77789.688
epoch 1959 heartbeat: batch=127/455 avg_train_loss=0.100352 avg_train_ssim=0.8820 run_seconds=77799.724
epoch 1959 heartbeat: batch=261/455 avg_train_loss=0.100496 avg_train_ssim=0.8819 run_seconds=77809.748
epoch 1959 heartbeat: batch=388/455 avg_train_loss=0.100497 avg_train_ssim=0.8819 run_seconds=77819.793
epoch 1959: train_loss=0.100630 train_ssim=0.8817 val_loss=0.113443 val_ssim=0.8667 val_psnr=31.71 lr=0.00011290872 epoch_seconds=39.203 run_seconds=77828.612 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1960 heartbeat: batch=1/455 avg_train_loss=0.099814 avg_train_ssim=0.8827 run_seconds=77828.890
epoch 1960 heartbeat: batch=128/455 avg_train_loss=0.100685 avg_train_ssim=0.8816 run_seconds=77838.912
epoch 1960 heartbeat: batch=263/455 avg_train_loss=0.100679 avg_train_ssim=0.8816 run_seconds=77848.968
epoch 1960 heartbeat: batch=390/455 avg_train_loss=0.100771 avg_train_ssim=0.8815 run_seconds=77859.008
epoch 1960: train_loss=0.100713 train_ssim=0.8816 val_loss=0.107923 val_ssim=0.8731 val_psnr=32.44 lr=0.00010615097 epoch_seconds=39.016 run_seconds=77867.667 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1961 heartbeat: batch=1/455 avg_train_loss=0.104647 avg_train_ssim=0.8770 run_seconds=77867.970
epoch 1961 heartbeat: batch=128/455 avg_train_loss=0.100456 avg_train_ssim=0.8819 run_seconds=77877.984
epoch 1961 heartbeat: batch=262/455 avg_train_loss=0.100409 avg_train_ssim=0.8820 run_seconds=77888.013
epoch 1961 heartbeat: batch=389/455 avg_train_loss=0.100494 avg_train_ssim=0.8819 run_seconds=77898.042
epoch 1961: train_loss=0.100505 train_ssim=0.8819 val_loss=0.107950 val_ssim=0.8731 val_psnr=32.47 lr=9.9510902e-05 epoch_seconds=39.108 run_seconds=77906.813 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1962 heartbeat: batch=1/455 avg_train_loss=0.102280 avg_train_ssim=0.8798 run_seconds=77907.093
epoch 1962 heartbeat: batch=128/455 avg_train_loss=0.100588 avg_train_ssim=0.8818 run_seconds=77917.115
epoch 1962 heartbeat: batch=262/455 avg_train_loss=0.100648 avg_train_ssim=0.8817 run_seconds=77927.118
epoch 1962 heartbeat: batch=389/455 avg_train_loss=0.100580 avg_train_ssim=0.8818 run_seconds=77937.128
epoch 1962: train_loss=0.100468 train_ssim=0.8819 val_loss=0.107961 val_ssim=0.8731 val_psnr=32.47 lr=9.3004511e-05 epoch_seconds=39.079 run_seconds=77945.928 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1963 heartbeat: batch=1/455 avg_train_loss=0.099460 avg_train_ssim=0.8831 run_seconds=77946.201
epoch 1963 heartbeat: batch=128/455 avg_train_loss=0.100046 avg_train_ssim=0.8824 run_seconds=77956.232
epoch 1963 heartbeat: batch=263/455 avg_train_loss=0.100410 avg_train_ssim=0.8820 run_seconds=77966.277
epoch 1963 heartbeat: batch=390/455 avg_train_loss=0.100341 avg_train_ssim=0.8820 run_seconds=77976.304
epoch 1963: train_loss=0.100401 train_ssim=0.8820 val_loss=0.107790 val_ssim=0.8733 val_psnr=32.47 lr=8.6647473e-05 epoch_seconds=39.021 run_seconds=77984.986 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1964 heartbeat: batch=1/455 avg_train_loss=0.102534 avg_train_ssim=0.8795 run_seconds=77985.257
epoch 1964 heartbeat: batch=128/455 avg_train_loss=0.100412 avg_train_ssim=0.8820 run_seconds=77995.275
epoch 1964 heartbeat: batch=262/455 avg_train_loss=0.100306 avg_train_ssim=0.8821 run_seconds=78005.310
epoch 1964 heartbeat: batch=389/455 avg_train_loss=0.100319 avg_train_ssim=0.8821 run_seconds=78015.330
epoch 1964: train_loss=0.100314 train_ssim=0.8821 val_loss=0.107711 val_ssim=0.8734 val_psnr=32.50 lr=8.0455102e-05 epoch_seconds=39.087 run_seconds=78024.111 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1965 heartbeat: batch=1/455 avg_train_loss=0.100842 avg_train_ssim=0.8815 run_seconds=78024.395
epoch 1965 heartbeat: batch=128/455 avg_train_loss=0.100194 avg_train_ssim=0.8822 run_seconds=78034.406
epoch 1965 heartbeat: batch=262/455 avg_train_loss=0.100246 avg_train_ssim=0.8822 run_seconds=78044.439
epoch 1965 heartbeat: batch=389/455 avg_train_loss=0.100271 avg_train_ssim=0.8821 run_seconds=78054.465
epoch 1965: train_loss=0.100302 train_ssim=0.8821 val_loss=0.107728 val_ssim=0.8734 val_psnr=32.45 lr=7.4442316e-05 epoch_seconds=39.108 run_seconds=78063.257 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1966 heartbeat: batch=1/455 avg_train_loss=0.098126 avg_train_ssim=0.8847 run_seconds=78063.530
epoch 1966 heartbeat: batch=128/455 avg_train_loss=0.100547 avg_train_ssim=0.8818 run_seconds=78073.551
epoch 1966 heartbeat: batch=262/455 avg_train_loss=0.100282 avg_train_ssim=0.8821 run_seconds=78083.598
epoch 1966 heartbeat: batch=389/455 avg_train_loss=0.100262 avg_train_ssim=0.8821 run_seconds=78093.619
epoch 1966: train_loss=0.100270 train_ssim=0.8821 val_loss=0.107615 val_ssim=0.8735 val_psnr=32.52 lr=6.8623601e-05 epoch_seconds=39.081 run_seconds=78102.374 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1967 heartbeat: batch=1/455 avg_train_loss=0.104012 avg_train_ssim=0.8777 run_seconds=78102.676
epoch 1967 heartbeat: batch=128/455 avg_train_loss=0.100200 avg_train_ssim=0.8822 run_seconds=78112.690
epoch 1967 heartbeat: batch=262/455 avg_train_loss=0.100273 avg_train_ssim=0.8821 run_seconds=78122.712
epoch 1967 heartbeat: batch=389/455 avg_train_loss=0.100254 avg_train_ssim=0.8821 run_seconds=78132.764
epoch 1967: train_loss=0.100258 train_ssim=0.8821 val_loss=0.107519 val_ssim=0.8736 val_psnr=32.49 lr=6.3012974e-05 epoch_seconds=39.135 run_seconds=78141.547 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1968 heartbeat: batch=1/455 avg_train_loss=0.097991 avg_train_ssim=0.8848 run_seconds=78141.858
epoch 1968 heartbeat: batch=128/455 avg_train_loss=0.100004 avg_train_ssim=0.8824 run_seconds=78151.885
epoch 1968 heartbeat: batch=262/455 avg_train_loss=0.100268 avg_train_ssim=0.8821 run_seconds=78161.939
epoch 1968 heartbeat: batch=389/455 avg_train_loss=0.100278 avg_train_ssim=0.8821 run_seconds=78171.966
epoch 1968: train_loss=0.100246 train_ssim=0.8822 val_loss=0.107570 val_ssim=0.8735 val_psnr=32.45 lr=5.7623952e-05 epoch_seconds=39.124 run_seconds=78180.706 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1969 heartbeat: batch=1/455 avg_train_loss=0.100012 avg_train_ssim=0.8824 run_seconds=78180.974
epoch 1969 heartbeat: batch=128/455 avg_train_loss=0.099878 avg_train_ssim=0.8826 run_seconds=78190.994
epoch 1969 heartbeat: batch=264/455 avg_train_loss=0.100197 avg_train_ssim=0.8822 run_seconds=78201.068
epoch 1969 heartbeat: batch=391/455 avg_train_loss=0.100171 avg_train_ssim=0.8822 run_seconds=78211.105
epoch 1969: train_loss=0.100187 train_ssim=0.8822 val_loss=0.107585 val_ssim=0.8735 val_psnr=32.45 lr=5.2469517e-05 epoch_seconds=38.969 run_seconds=78219.711 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1970 heartbeat: batch=1/455 avg_train_loss=0.102472 avg_train_ssim=0.8795 run_seconds=78219.978
epoch 1970 heartbeat: batch=128/455 avg_train_loss=0.100229 avg_train_ssim=0.8822 run_seconds=78229.993
epoch 1970 heartbeat: batch=262/455 avg_train_loss=0.100220 avg_train_ssim=0.8822 run_seconds=78240.022
epoch 1970 heartbeat: batch=388/455 avg_train_loss=0.100132 avg_train_ssim=0.8823 run_seconds=78250.060
epoch 1970: train_loss=0.100168 train_ssim=0.8823 val_loss=0.107706 val_ssim=0.8734 val_psnr=32.53 lr=4.7562087e-05 epoch_seconds=39.167 run_seconds=78258.912 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1971 heartbeat: batch=1/455 avg_train_loss=0.103217 avg_train_ssim=0.8787 run_seconds=78259.218
epoch 1971 heartbeat: batch=128/455 avg_train_loss=0.099811 avg_train_ssim=0.8827 run_seconds=78269.246
epoch 1971 heartbeat: batch=263/455 avg_train_loss=0.100142 avg_train_ssim=0.8823 run_seconds=78279.315
epoch 1971 heartbeat: batch=390/455 avg_train_loss=0.100131 avg_train_ssim=0.8823 run_seconds=78289.361
epoch 1971: train_loss=0.100118 train_ssim=0.8823 val_loss=0.107438 val_ssim=0.8737 val_psnr=32.49 lr=4.2913484e-05 epoch_seconds=39.048 run_seconds=78297.996 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1972 heartbeat: batch=1/455 avg_train_loss=0.099711 avg_train_ssim=0.8828 run_seconds=78298.310
epoch 1972 heartbeat: batch=128/455 avg_train_loss=0.100180 avg_train_ssim=0.8822 run_seconds=78308.317
epoch 1972 heartbeat: batch=262/455 avg_train_loss=0.100178 avg_train_ssim=0.8822 run_seconds=78318.319
epoch 1972 heartbeat: batch=389/455 avg_train_loss=0.100145 avg_train_ssim=0.8823 run_seconds=78328.371
epoch 1972: train_loss=0.100115 train_ssim=0.8823 val_loss=0.107498 val_ssim=0.8736 val_psnr=32.47 lr=3.8534908e-05 epoch_seconds=39.136 run_seconds=78337.170 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1973 heartbeat: batch=1/455 avg_train_loss=0.097923 avg_train_ssim=0.8849 run_seconds=78337.482
epoch 1973 heartbeat: batch=128/455 avg_train_loss=0.100076 avg_train_ssim=0.8824 run_seconds=78347.496
epoch 1973 heartbeat: batch=262/455 avg_train_loss=0.100159 avg_train_ssim=0.8823 run_seconds=78357.513
epoch 1973 heartbeat: batch=389/455 avg_train_loss=0.100147 avg_train_ssim=0.8823 run_seconds=78367.531
epoch 1973: train_loss=0.100064 train_ssim=0.8824 val_loss=0.107495 val_ssim=0.8736 val_psnr=32.45 lr=3.4436906e-05 epoch_seconds=39.067 run_seconds=78376.272 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1974 heartbeat: batch=1/455 avg_train_loss=0.102588 avg_train_ssim=0.8794 run_seconds=78376.552
epoch 1974 heartbeat: batch=128/455 avg_train_loss=0.099961 avg_train_ssim=0.8825 run_seconds=78386.563
epoch 1974 heartbeat: batch=262/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=78396.602
epoch 1974 heartbeat: batch=389/455 avg_train_loss=0.099927 avg_train_ssim=0.8825 run_seconds=78406.640
epoch 1974: train_loss=0.100014 train_ssim=0.8824 val_loss=0.107445 val_ssim=0.8737 val_psnr=32.48 lr=3.0629352e-05 epoch_seconds=39.134 run_seconds=78415.441 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1975 heartbeat: batch=1/455 avg_train_loss=0.104939 avg_train_ssim=0.8766 run_seconds=78415.710
epoch 1975 heartbeat: batch=128/455 avg_train_loss=0.099889 avg_train_ssim=0.8826 run_seconds=78425.732
epoch 1975 heartbeat: batch=263/455 avg_train_loss=0.099974 avg_train_ssim=0.8825 run_seconds=78435.805
epoch 1975 heartbeat: batch=390/455 avg_train_loss=0.099995 avg_train_ssim=0.8825 run_seconds=78445.837
epoch 1975: train_loss=0.100003 train_ssim=0.8824 val_loss=0.107432 val_ssim=0.8737 val_psnr=32.50 lr=2.7121417e-05 epoch_seconds=39.016 run_seconds=78454.493 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1976 heartbeat: batch=1/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=78454.787
epoch 1976 heartbeat: batch=128/455 avg_train_loss=0.100054 avg_train_ssim=0.8824 run_seconds=78464.813
epoch 1976 heartbeat: batch=262/455 avg_train_loss=0.099890 avg_train_ssim=0.8826 run_seconds=78474.837
epoch 1976 heartbeat: batch=389/455 avg_train_loss=0.099969 avg_train_ssim=0.8825 run_seconds=78484.885
epoch 1976: train_loss=0.099963 train_ssim=0.8825 val_loss=0.107382 val_ssim=0.8738 val_psnr=32.49 lr=2.3921552e-05 epoch_seconds=39.146 run_seconds=78493.676 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1977 heartbeat: batch=1/455 avg_train_loss=0.101836 avg_train_ssim=0.8803 run_seconds=78493.948
epoch 1977 heartbeat: batch=128/455 avg_train_loss=0.099673 avg_train_ssim=0.8828 run_seconds=78503.977
epoch 1977 heartbeat: batch=262/455 avg_train_loss=0.099843 avg_train_ssim=0.8826 run_seconds=78513.982
epoch 1977 heartbeat: batch=389/455 avg_train_loss=0.099929 avg_train_ssim=0.8825 run_seconds=78524.018
epoch 1977: train_loss=0.099945 train_ssim=0.8825 val_loss=0.107370 val_ssim=0.8738 val_psnr=32.48 lr=2.1037468e-05 epoch_seconds=39.107 run_seconds=78532.820 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1978 heartbeat: batch=1/455 avg_train_loss=0.102192 avg_train_ssim=0.8799 run_seconds=78533.095
epoch 1978 heartbeat: batch=128/455 avg_train_loss=0.100230 avg_train_ssim=0.8822 run_seconds=78543.114
epoch 1978 heartbeat: batch=263/455 avg_train_loss=0.099964 avg_train_ssim=0.8825 run_seconds=78553.186
epoch 1978 heartbeat: batch=390/455 avg_train_loss=0.099957 avg_train_ssim=0.8825 run_seconds=78563.223
epoch 1978: train_loss=0.099959 train_ssim=0.8825 val_loss=0.107351 val_ssim=0.8738 val_psnr=32.46 lr=1.8476111e-05 epoch_seconds=39.023 run_seconds=78571.878 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1979 heartbeat: batch=1/455 avg_train_loss=0.099625 avg_train_ssim=0.8829 run_seconds=78572.185
epoch 1979 heartbeat: batch=128/455 avg_train_loss=0.099784 avg_train_ssim=0.8827 run_seconds=78582.212
epoch 1979 heartbeat: batch=262/455 avg_train_loss=0.099789 avg_train_ssim=0.8827 run_seconds=78592.241
epoch 1979 heartbeat: batch=389/455 avg_train_loss=0.099857 avg_train_ssim=0.8826 run_seconds=78602.278
epoch 1979: train_loss=0.099957 train_ssim=0.8825 val_loss=0.107428 val_ssim=0.8737 val_psnr=32.44 lr=1.6243651e-05 epoch_seconds=39.097 run_seconds=78611.012 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1980 heartbeat: batch=1/455 avg_train_loss=0.098522 avg_train_ssim=0.8842 run_seconds=78611.330
epoch 1980 heartbeat: batch=128/455 avg_train_loss=0.100100 avg_train_ssim=0.8823 run_seconds=78621.373
epoch 1980 heartbeat: batch=262/455 avg_train_loss=0.099935 avg_train_ssim=0.8825 run_seconds=78631.377
epoch 1980 heartbeat: batch=389/455 avg_train_loss=0.099920 avg_train_ssim=0.8825 run_seconds=78641.403
epoch 1980: train_loss=0.099919 train_ssim=0.8825 val_loss=0.107376 val_ssim=0.8738 val_psnr=32.44 lr=1.4345468e-05 epoch_seconds=39.099 run_seconds=78650.149 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1981 heartbeat: batch=1/455 avg_train_loss=0.094075 avg_train_ssim=0.8894 run_seconds=78650.473
epoch 1981 heartbeat: batch=128/455 avg_train_loss=0.099629 avg_train_ssim=0.8829 run_seconds=78660.486
epoch 1981 heartbeat: batch=263/455 avg_train_loss=0.099870 avg_train_ssim=0.8826 run_seconds=78670.559
epoch 1981 heartbeat: batch=390/455 avg_train_loss=0.099896 avg_train_ssim=0.8826 run_seconds=78680.623
epoch 1981: train_loss=0.099913 train_ssim=0.8825 val_loss=0.107339 val_ssim=0.8738 val_psnr=32.48 lr=1.2786134e-05 epoch_seconds=39.119 run_seconds=78689.306 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1982 heartbeat: batch=1/455 avg_train_loss=0.103870 avg_train_ssim=0.8779 run_seconds=78689.579
epoch 1982 heartbeat: batch=83/455 avg_train_loss=0.099893 avg_train_ssim=0.8826 run_seconds=78699.680
epoch 1982 heartbeat: batch=164/455 avg_train_loss=0.099925 avg_train_ssim=0.8825 run_seconds=78709.732
epoch 1982 heartbeat: batch=248/455 avg_train_loss=0.100074 avg_train_ssim=0.8824 run_seconds=78719.788
epoch 1982 heartbeat: batch=329/455 avg_train_loss=0.099972 avg_train_ssim=0.8825 run_seconds=78729.843
epoch 1982 heartbeat: batch=410/455 avg_train_loss=0.099906 avg_train_ssim=0.8826 run_seconds=78739.911
epoch 1982: train_loss=0.099902 train_ssim=0.8826 val_loss=0.107354 val_ssim=0.8738 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=61.302 run_seconds=78750.645 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21366 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1983 heartbeat: batch=1/455 avg_train_loss=0.100109 avg_train_ssim=0.8823 run_seconds=78751.007
epoch 1983 heartbeat: batch=82/455 avg_train_loss=0.100256 avg_train_ssim=0.8821 run_seconds=78761.065
epoch 1983 heartbeat: batch=163/455 avg_train_loss=0.100062 avg_train_ssim=0.8824 run_seconds=78771.125
epoch 1983 heartbeat: batch=246/455 avg_train_loss=0.100073 avg_train_ssim=0.8824 run_seconds=78781.146
epoch 1983 heartbeat: batch=327/455 avg_train_loss=0.099966 avg_train_ssim=0.8825 run_seconds=78791.191
epoch 1983 heartbeat: batch=408/455 avg_train_loss=0.099881 avg_train_ssim=0.8826 run_seconds=78801.191
epoch 1983: train_loss=0.099880 train_ssim=0.8826 val_loss=0.107339 val_ssim=0.8738 val_psnr=32.51 lr=1.0698215e-05 epoch_seconds=61.474 run_seconds=78812.174 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1984 heartbeat: batch=1/455 avg_train_loss=0.102005 avg_train_ssim=0.8801 run_seconds=78812.497
epoch 1984 heartbeat: batch=82/455 avg_train_loss=0.099956 avg_train_ssim=0.8825 run_seconds=78822.535
epoch 1984 heartbeat: batch=163/455 avg_train_loss=0.099776 avg_train_ssim=0.8827 run_seconds=78832.586
epoch 1984 heartbeat: batch=246/455 avg_train_loss=0.099942 avg_train_ssim=0.8825 run_seconds=78842.608
epoch 1984 heartbeat: batch=329/455 avg_train_loss=0.099934 avg_train_ssim=0.8825 run_seconds=78852.716
epoch 1984 heartbeat: batch=410/455 avg_train_loss=0.099872 avg_train_ssim=0.8826 run_seconds=78862.774
epoch 1984: train_loss=0.099892 train_ssim=0.8826 val_loss=0.107342 val_ssim=0.8738 val_psnr=32.52 lr=1.0174659e-05 epoch_seconds=61.300 run_seconds=78873.513 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1985 heartbeat: batch=1/455 avg_train_loss=0.098533 avg_train_ssim=0.8842 run_seconds=78873.825
epoch 1985 heartbeat: batch=82/455 avg_train_loss=0.099395 avg_train_ssim=0.8832 run_seconds=78883.825
epoch 1985 heartbeat: batch=163/455 avg_train_loss=0.099590 avg_train_ssim=0.8829 run_seconds=78893.875
epoch 1985 heartbeat: batch=246/455 avg_train_loss=0.099782 avg_train_ssim=0.8827 run_seconds=78903.994
epoch 1985 heartbeat: batch=328/455 avg_train_loss=0.099826 avg_train_ssim=0.8827 run_seconds=78914.045
epoch 1985 heartbeat: batch=409/455 avg_train_loss=0.099881 avg_train_ssim=0.8826 run_seconds=78924.095
epoch 1985: train_loss=0.099917 train_ssim=0.8825 val_loss=0.107334 val_ssim=0.8738 val_psnr=32.52 lr=1e-05 epoch_seconds=61.412 run_seconds=78934.963 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1986 heartbeat: batch=1/455 avg_train_loss=0.096841 avg_train_ssim=0.8862 run_seconds=78935.353
epoch 1986 heartbeat: batch=82/455 avg_train_loss=0.100101 avg_train_ssim=0.8823 run_seconds=78945.405
epoch 1986 heartbeat: batch=163/455 avg_train_loss=0.100019 avg_train_ssim=0.8824 run_seconds=78955.459
epoch 1986 heartbeat: batch=246/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=78965.492
epoch 1986 heartbeat: batch=328/455 avg_train_loss=0.100011 avg_train_ssim=0.8824 run_seconds=78975.598
epoch 1986 heartbeat: batch=409/455 avg_train_loss=0.100019 avg_train_ssim=0.8824 run_seconds=78985.647
epoch 1986: train_loss=0.099943 train_ssim=0.8825 val_loss=0.107355 val_ssim=0.8738 val_psnr=32.50 lr=1.0174659e-05 epoch_seconds=61.494 run_seconds=78996.494 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1987 heartbeat: batch=1/455 avg_train_loss=0.096780 avg_train_ssim=0.8862 run_seconds=78996.833
epoch 1987 heartbeat: batch=82/455 avg_train_loss=0.099873 avg_train_ssim=0.8826 run_seconds=79006.883
epoch 1987 heartbeat: batch=163/455 avg_train_loss=0.099820 avg_train_ssim=0.8827 run_seconds=79016.933
epoch 1987 heartbeat: batch=246/455 avg_train_loss=0.099812 avg_train_ssim=0.8827 run_seconds=79027.042
epoch 1987 heartbeat: batch=329/455 avg_train_loss=0.099875 avg_train_ssim=0.8826 run_seconds=79037.082
epoch 1987 heartbeat: batch=410/455 avg_train_loss=0.099942 avg_train_ssim=0.8825 run_seconds=79047.139
epoch 1987: train_loss=0.099912 train_ssim=0.8826 val_loss=0.107304 val_ssim=0.8739 val_psnr=32.52 lr=1.0698215e-05 epoch_seconds=61.267 run_seconds=79057.799 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1988 heartbeat: batch=1/455 avg_train_loss=0.103680 avg_train_ssim=0.8781 run_seconds=79058.124
epoch 1988 heartbeat: batch=82/455 avg_train_loss=0.099762 avg_train_ssim=0.8827 run_seconds=79068.169
epoch 1988 heartbeat: batch=163/455 avg_train_loss=0.099792 avg_train_ssim=0.8827 run_seconds=79078.215
epoch 1988 heartbeat: batch=245/455 avg_train_loss=0.099850 avg_train_ssim=0.8826 run_seconds=79088.228
epoch 1988 heartbeat: batch=327/455 avg_train_loss=0.099837 avg_train_ssim=0.8826 run_seconds=79098.264
epoch 1988 heartbeat: batch=408/455 avg_train_loss=0.099877 avg_train_ssim=0.8826 run_seconds=79108.311
epoch 1988: train_loss=0.099915 train_ssim=0.8825 val_loss=0.107331 val_ssim=0.8738 val_psnr=32.48 lr=1.1569406e-05 epoch_seconds=61.452 run_seconds=79119.287 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1989 heartbeat: batch=1/455 avg_train_loss=0.102180 avg_train_ssim=0.8799 run_seconds=79119.648
epoch 1989 heartbeat: batch=82/455 avg_train_loss=0.099960 avg_train_ssim=0.8825 run_seconds=79129.691
epoch 1989 heartbeat: batch=164/455 avg_train_loss=0.099812 avg_train_ssim=0.8827 run_seconds=79139.802
epoch 1989 heartbeat: batch=246/455 avg_train_loss=0.099914 avg_train_ssim=0.8825 run_seconds=79149.816
epoch 1989 heartbeat: batch=328/455 avg_train_loss=0.099955 avg_train_ssim=0.8825 run_seconds=79159.877
epoch 1989 heartbeat: batch=409/455 avg_train_loss=0.099878 avg_train_ssim=0.8826 run_seconds=79169.932
epoch 1989: train_loss=0.099912 train_ssim=0.8826 val_loss=0.107357 val_ssim=0.8738 val_psnr=32.50 lr=1.2786134e-05 epoch_seconds=61.440 run_seconds=79180.766 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21366 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1990 heartbeat: batch=1/455 avg_train_loss=0.097908 avg_train_ssim=0.8849 run_seconds=79181.090
epoch 1990 heartbeat: batch=82/455 avg_train_loss=0.099947 avg_train_ssim=0.8825 run_seconds=79191.142
epoch 1990 heartbeat: batch=163/455 avg_train_loss=0.099961 avg_train_ssim=0.8825 run_seconds=79201.200
epoch 1990 heartbeat: batch=246/455 avg_train_loss=0.100084 avg_train_ssim=0.8823 run_seconds=79211.315
epoch 1990 heartbeat: batch=329/455 avg_train_loss=0.100019 avg_train_ssim=0.8824 run_seconds=79221.406
epoch 1990 heartbeat: batch=410/455 avg_train_loss=0.099975 avg_train_ssim=0.8825 run_seconds=79231.448
epoch 1990: train_loss=0.099914 train_ssim=0.8825 val_loss=0.107401 val_ssim=0.8737 val_psnr=32.47 lr=1.4345468e-05 epoch_seconds=61.372 run_seconds=79242.175 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1991 heartbeat: batch=1/455 avg_train_loss=0.100509 avg_train_ssim=0.8818 run_seconds=79242.506
epoch 1991 heartbeat: batch=82/455 avg_train_loss=0.100231 avg_train_ssim=0.8822 run_seconds=79252.548
epoch 1991 heartbeat: batch=163/455 avg_train_loss=0.100120 avg_train_ssim=0.8823 run_seconds=79262.600
epoch 1991 heartbeat: batch=245/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=79272.634
epoch 1991 heartbeat: batch=327/455 avg_train_loss=0.099950 avg_train_ssim=0.8825 run_seconds=79282.689
epoch 1991 heartbeat: batch=408/455 avg_train_loss=0.100012 avg_train_ssim=0.8824 run_seconds=79292.736
epoch 1991: train_loss=0.099959 train_ssim=0.8825 val_loss=0.107339 val_ssim=0.8738 val_psnr=32.48 lr=1.6243651e-05 epoch_seconds=61.439 run_seconds=79303.653 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1992 heartbeat: batch=1/455 avg_train_loss=0.099937 avg_train_ssim=0.8825 run_seconds=79303.973
epoch 1992 heartbeat: batch=82/455 avg_train_loss=0.099961 avg_train_ssim=0.8825 run_seconds=79314.021
epoch 1992 heartbeat: batch=163/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=79324.069
epoch 1992 heartbeat: batch=245/455 avg_train_loss=0.099972 avg_train_ssim=0.8825 run_seconds=79334.090
epoch 1992 heartbeat: batch=327/455 avg_train_loss=0.099975 avg_train_ssim=0.8825 run_seconds=79344.116
epoch 1992 heartbeat: batch=408/455 avg_train_loss=0.099949 avg_train_ssim=0.8825 run_seconds=79354.172
epoch 1992: train_loss=0.099934 train_ssim=0.8825 val_loss=0.107399 val_ssim=0.8737 val_psnr=32.46 lr=1.8476111e-05 epoch_seconds=61.480 run_seconds=79365.169 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1993 heartbeat: batch=1/455 avg_train_loss=0.097028 avg_train_ssim=0.8859 run_seconds=79365.506
epoch 1993 heartbeat: batch=82/455 avg_train_loss=0.099919 avg_train_ssim=0.8825 run_seconds=79375.580
epoch 1993 heartbeat: batch=163/455 avg_train_loss=0.099969 avg_train_ssim=0.8825 run_seconds=79385.630
epoch 1993 heartbeat: batch=246/455 avg_train_loss=0.099986 avg_train_ssim=0.8825 run_seconds=79395.701
epoch 1993 heartbeat: batch=329/455 avg_train_loss=0.099997 avg_train_ssim=0.8825 run_seconds=79405.749
epoch 1993 heartbeat: batch=410/455 avg_train_loss=0.100036 avg_train_ssim=0.8824 run_seconds=79415.872
epoch 1993: train_loss=0.099965 train_ssim=0.8825 val_loss=0.107357 val_ssim=0.8738 val_psnr=32.48 lr=2.1037468e-05 epoch_seconds=61.419 run_seconds=79426.630 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1994 heartbeat: batch=1/455 avg_train_loss=0.103085 avg_train_ssim=0.8788 run_seconds=79426.970
epoch 1994 heartbeat: batch=82/455 avg_train_loss=0.099919 avg_train_ssim=0.8825 run_seconds=79437.019
epoch 1994 heartbeat: batch=163/455 avg_train_loss=0.100030 avg_train_ssim=0.8824 run_seconds=79447.069
epoch 1994 heartbeat: batch=246/455 avg_train_loss=0.099899 avg_train_ssim=0.8826 run_seconds=79457.181
epoch 1994 heartbeat: batch=328/455 avg_train_loss=0.100017 avg_train_ssim=0.8824 run_seconds=79467.191
epoch 1994 heartbeat: batch=410/455 avg_train_loss=0.100014 avg_train_ssim=0.8824 run_seconds=79477.298
epoch 1994: train_loss=0.099974 train_ssim=0.8825 val_loss=0.107314 val_ssim=0.8739 val_psnr=32.42 lr=2.3921552e-05 epoch_seconds=61.335 run_seconds=79488.001 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1995 heartbeat: batch=1/455 avg_train_loss=0.101525 avg_train_ssim=0.8807 run_seconds=79488.332
epoch 1995 heartbeat: batch=82/455 avg_train_loss=0.100055 avg_train_ssim=0.8824 run_seconds=79498.380
epoch 1995 heartbeat: batch=163/455 avg_train_loss=0.099935 avg_train_ssim=0.8825 run_seconds=79508.432
epoch 1995 heartbeat: batch=245/455 avg_train_loss=0.099919 avg_train_ssim=0.8825 run_seconds=79518.454
epoch 1995 heartbeat: batch=327/455 avg_train_loss=0.099956 avg_train_ssim=0.8825 run_seconds=79528.502
epoch 1995 heartbeat: batch=408/455 avg_train_loss=0.099991 avg_train_ssim=0.8825 run_seconds=79538.558
epoch 1995: train_loss=0.099999 train_ssim=0.8824 val_loss=0.107464 val_ssim=0.8737 val_psnr=32.44 lr=2.7121417e-05 epoch_seconds=61.479 run_seconds=79549.516 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1996 heartbeat: batch=1/455 avg_train_loss=0.096128 avg_train_ssim=0.8870 run_seconds=79549.846
epoch 1996 heartbeat: batch=83/455 avg_train_loss=0.100000 avg_train_ssim=0.8824 run_seconds=79559.946
epoch 1996 heartbeat: batch=164/455 avg_train_loss=0.099990 avg_train_ssim=0.8825 run_seconds=79569.998
epoch 1996 heartbeat: batch=246/455 avg_train_loss=0.100024 avg_train_ssim=0.8824 run_seconds=79580.025
epoch 1996 heartbeat: batch=328/455 avg_train_loss=0.100018 avg_train_ssim=0.8824 run_seconds=79590.054
epoch 1996 heartbeat: batch=409/455 avg_train_loss=0.100048 avg_train_ssim=0.8824 run_seconds=79600.108
epoch 1996: train_loss=0.100020 train_ssim=0.8824 val_loss=0.107398 val_ssim=0.8737 val_psnr=32.48 lr=3.0629352e-05 epoch_seconds=61.438 run_seconds=79610.991 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1997 heartbeat: batch=1/455 avg_train_loss=0.098952 avg_train_ssim=0.8837 run_seconds=79611.320
epoch 1997 heartbeat: batch=82/455 avg_train_loss=0.100246 avg_train_ssim=0.8822 run_seconds=79621.366
epoch 1997 heartbeat: batch=163/455 avg_train_loss=0.100193 avg_train_ssim=0.8822 run_seconds=79631.421
epoch 1997 heartbeat: batch=245/455 avg_train_loss=0.100120 avg_train_ssim=0.8823 run_seconds=79641.421
epoch 1997 heartbeat: batch=328/455 avg_train_loss=0.100059 avg_train_ssim=0.8824 run_seconds=79651.503
epoch 1997 heartbeat: batch=409/455 avg_train_loss=0.100109 avg_train_ssim=0.8823 run_seconds=79661.557
epoch 1997: train_loss=0.100061 train_ssim=0.8824 val_loss=0.107473 val_ssim=0.8737 val_psnr=32.39 lr=3.4436906e-05 epoch_seconds=61.408 run_seconds=79672.438 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1998 heartbeat: batch=1/455 avg_train_loss=0.101608 avg_train_ssim=0.8806 run_seconds=79672.764
epoch 1998 heartbeat: batch=82/455 avg_train_loss=0.100218 avg_train_ssim=0.8822 run_seconds=79682.814
epoch 1998 heartbeat: batch=163/455 avg_train_loss=0.100064 avg_train_ssim=0.8824 run_seconds=79692.866
epoch 1998 heartbeat: batch=245/455 avg_train_loss=0.100041 avg_train_ssim=0.8824 run_seconds=79702.876
epoch 1998 heartbeat: batch=327/455 avg_train_loss=0.100087 avg_train_ssim=0.8823 run_seconds=79712.907
epoch 1998 heartbeat: batch=408/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=79722.956
epoch 1998: train_loss=0.100067 train_ssim=0.8824 val_loss=0.107499 val_ssim=0.8736 val_psnr=32.43 lr=3.8534908e-05 epoch_seconds=61.431 run_seconds=79733.905 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 1999 heartbeat: batch=1/455 avg_train_loss=0.101878 avg_train_ssim=0.8802 run_seconds=79734.237
epoch 1999 heartbeat: batch=82/455 avg_train_loss=0.100113 avg_train_ssim=0.8823 run_seconds=79744.290
epoch 1999 heartbeat: batch=163/455 avg_train_loss=0.100126 avg_train_ssim=0.8823 run_seconds=79754.348
epoch 1999 heartbeat: batch=245/455 avg_train_loss=0.100101 avg_train_ssim=0.8823 run_seconds=79764.375
epoch 1999 heartbeat: batch=327/455 avg_train_loss=0.100126 avg_train_ssim=0.8823 run_seconds=79774.394
epoch 1999 heartbeat: batch=408/455 avg_train_loss=0.100144 avg_train_ssim=0.8823 run_seconds=79784.447
epoch 1999: train_loss=0.100090 train_ssim=0.8823 val_loss=0.107409 val_ssim=0.8737 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=61.509 run_seconds=79795.452 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2000 heartbeat: batch=1/455 avg_train_loss=0.100433 avg_train_ssim=0.8819 run_seconds=79795.808
epoch 2000 heartbeat: batch=82/455 avg_train_loss=0.100325 avg_train_ssim=0.8821 run_seconds=79805.871
epoch 2000 heartbeat: batch=163/455 avg_train_loss=0.100195 avg_train_ssim=0.8822 run_seconds=79815.928
epoch 2000 heartbeat: batch=245/455 avg_train_loss=0.100121 avg_train_ssim=0.8823 run_seconds=79825.932
epoch 2000 heartbeat: batch=327/455 avg_train_loss=0.100051 avg_train_ssim=0.8824 run_seconds=79835.949
epoch 2000 heartbeat: batch=408/455 avg_train_loss=0.100109 avg_train_ssim=0.8823 run_seconds=79846.003
epoch 2000: train_loss=0.100151 train_ssim=0.8823 val_loss=0.107478 val_ssim=0.8737 val_psnr=32.52 lr=4.7562087e-05 epoch_seconds=61.513 run_seconds=79857.000 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2001 heartbeat: batch=1/455 avg_train_loss=0.097195 avg_train_ssim=0.8857 run_seconds=79857.365
epoch 2001 heartbeat: batch=82/455 avg_train_loss=0.100357 avg_train_ssim=0.8820 run_seconds=79867.424
epoch 2001 heartbeat: batch=163/455 avg_train_loss=0.100458 avg_train_ssim=0.8819 run_seconds=79877.481
epoch 2001 heartbeat: batch=245/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=79887.489
epoch 2001 heartbeat: batch=327/455 avg_train_loss=0.100253 avg_train_ssim=0.8822 run_seconds=79897.498
epoch 2001 heartbeat: batch=409/455 avg_train_loss=0.100196 avg_train_ssim=0.8822 run_seconds=79907.610
epoch 2001: train_loss=0.100173 train_ssim=0.8822 val_loss=0.107544 val_ssim=0.8736 val_psnr=32.43 lr=5.2469517e-05 epoch_seconds=61.429 run_seconds=79918.466 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2002 heartbeat: batch=1/455 avg_train_loss=0.098400 avg_train_ssim=0.8843 run_seconds=79918.819
epoch 2002 heartbeat: batch=82/455 avg_train_loss=0.100043 avg_train_ssim=0.8824 run_seconds=79928.862
epoch 2002 heartbeat: batch=163/455 avg_train_loss=0.100098 avg_train_ssim=0.8823 run_seconds=79938.914
epoch 2002 heartbeat: batch=245/455 avg_train_loss=0.100196 avg_train_ssim=0.8822 run_seconds=79948.946
epoch 2002 heartbeat: batch=327/455 avg_train_loss=0.100151 avg_train_ssim=0.8823 run_seconds=79958.983
epoch 2002 heartbeat: batch=408/455 avg_train_loss=0.100187 avg_train_ssim=0.8822 run_seconds=79969.038
epoch 2002: train_loss=0.100171 train_ssim=0.8822 val_loss=0.107551 val_ssim=0.8736 val_psnr=32.38 lr=5.7623952e-05 epoch_seconds=61.534 run_seconds=79980.037 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2003 heartbeat: batch=1/455 avg_train_loss=0.098067 avg_train_ssim=0.8847 run_seconds=79980.415
epoch 2003 heartbeat: batch=83/455 avg_train_loss=0.100282 avg_train_ssim=0.8821 run_seconds=79990.535
epoch 2003 heartbeat: batch=164/455 avg_train_loss=0.100271 avg_train_ssim=0.8821 run_seconds=80000.584
epoch 2003 heartbeat: batch=246/455 avg_train_loss=0.100299 avg_train_ssim=0.8821 run_seconds=80010.602
epoch 2003 heartbeat: batch=328/455 avg_train_loss=0.100201 avg_train_ssim=0.8822 run_seconds=80020.644
epoch 2003 heartbeat: batch=409/455 avg_train_loss=0.100203 avg_train_ssim=0.8822 run_seconds=80030.690
epoch 2003: train_loss=0.100229 train_ssim=0.8822 val_loss=0.107723 val_ssim=0.8734 val_psnr=32.52 lr=6.3012974e-05 epoch_seconds=61.489 run_seconds=80041.562 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21142 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2004 heartbeat: batch=1/455 avg_train_loss=0.100940 avg_train_ssim=0.8813 run_seconds=80041.881
epoch 2004 heartbeat: batch=82/455 avg_train_loss=0.100298 avg_train_ssim=0.8821 run_seconds=80051.939
epoch 2004 heartbeat: batch=163/455 avg_train_loss=0.100209 avg_train_ssim=0.8822 run_seconds=80061.986
epoch 2004 heartbeat: batch=245/455 avg_train_loss=0.100284 avg_train_ssim=0.8821 run_seconds=80071.995
epoch 2004 heartbeat: batch=337/455 avg_train_loss=0.100222 avg_train_ssim=0.8822 run_seconds=80082.066
epoch 2004: train_loss=0.100250 train_ssim=0.8822 val_loss=0.107667 val_ssim=0.8734 val_psnr=32.45 lr=6.8623601e-05 epoch_seconds=53.667 run_seconds=80095.264 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2005 heartbeat: batch=1/455 avg_train_loss=0.098042 avg_train_ssim=0.8847 run_seconds=80095.534
epoch 2005 heartbeat: batch=128/455 avg_train_loss=0.100195 avg_train_ssim=0.8822 run_seconds=80105.559
epoch 2005 heartbeat: batch=263/455 avg_train_loss=0.100285 avg_train_ssim=0.8821 run_seconds=80115.635
epoch 2005 heartbeat: batch=390/455 avg_train_loss=0.100273 avg_train_ssim=0.8821 run_seconds=80125.663
epoch 2005: train_loss=0.100287 train_ssim=0.8821 val_loss=0.107567 val_ssim=0.8736 val_psnr=32.42 lr=7.4442316e-05 epoch_seconds=39.073 run_seconds=80134.371 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2006 heartbeat: batch=1/455 avg_train_loss=0.096922 avg_train_ssim=0.8861 run_seconds=80134.653
epoch 2006 heartbeat: batch=128/455 avg_train_loss=0.100110 avg_train_ssim=0.8823 run_seconds=80144.676
epoch 2006 heartbeat: batch=262/455 avg_train_loss=0.100390 avg_train_ssim=0.8820 run_seconds=80154.717
epoch 2006 heartbeat: batch=389/455 avg_train_loss=0.100358 avg_train_ssim=0.8820 run_seconds=80164.746
epoch 2006: train_loss=0.100365 train_ssim=0.8820 val_loss=0.107777 val_ssim=0.8733 val_psnr=32.43 lr=8.0455102e-05 epoch_seconds=39.121 run_seconds=80173.530 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2007 heartbeat: batch=1/455 avg_train_loss=0.098155 avg_train_ssim=0.8846 run_seconds=80173.814
epoch 2007 heartbeat: batch=128/455 avg_train_loss=0.100313 avg_train_ssim=0.8821 run_seconds=80183.878
epoch 2007 heartbeat: batch=263/455 avg_train_loss=0.100243 avg_train_ssim=0.8822 run_seconds=80193.937
epoch 2007 heartbeat: batch=390/455 avg_train_loss=0.100327 avg_train_ssim=0.8821 run_seconds=80203.974
epoch 2007: train_loss=0.100376 train_ssim=0.8820 val_loss=0.107853 val_ssim=0.8732 val_psnr=32.28 lr=8.6647473e-05 epoch_seconds=39.106 run_seconds=80212.672 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2008 heartbeat: batch=1/455 avg_train_loss=0.099206 avg_train_ssim=0.8834 run_seconds=80212.946
epoch 2008 heartbeat: batch=128/455 avg_train_loss=0.100304 avg_train_ssim=0.8821 run_seconds=80222.967
epoch 2008 heartbeat: batch=263/455 avg_train_loss=0.100391 avg_train_ssim=0.8820 run_seconds=80233.036
epoch 2008 heartbeat: batch=390/455 avg_train_loss=0.100375 avg_train_ssim=0.8820 run_seconds=80243.065
epoch 2008: train_loss=0.100401 train_ssim=0.8820 val_loss=0.108041 val_ssim=0.8730 val_psnr=32.54 lr=9.3004511e-05 epoch_seconds=39.016 run_seconds=80251.724 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2009 heartbeat: batch=1/455 avg_train_loss=0.104906 avg_train_ssim=0.8767 run_seconds=80251.996
epoch 2009 heartbeat: batch=128/455 avg_train_loss=0.100567 avg_train_ssim=0.8818 run_seconds=80262.017
epoch 2009 heartbeat: batch=262/455 avg_train_loss=0.100576 avg_train_ssim=0.8818 run_seconds=80272.046
epoch 2009 heartbeat: batch=389/455 avg_train_loss=0.100438 avg_train_ssim=0.8819 run_seconds=80282.085
epoch 2009: train_loss=0.100454 train_ssim=0.8819 val_loss=0.107760 val_ssim=0.8733 val_psnr=32.48 lr=9.9510902e-05 epoch_seconds=39.099 run_seconds=80290.856 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2010 heartbeat: batch=1/455 avg_train_loss=0.098996 avg_train_ssim=0.8836 run_seconds=80291.134
epoch 2010 heartbeat: batch=127/455 avg_train_loss=0.100328 avg_train_ssim=0.8821 run_seconds=80301.151
epoch 2010 heartbeat: batch=261/455 avg_train_loss=0.100384 avg_train_ssim=0.8820 run_seconds=80311.199
epoch 2010 heartbeat: batch=388/455 avg_train_loss=0.100397 avg_train_ssim=0.8820 run_seconds=80321.228
epoch 2010: train_loss=0.100452 train_ssim=0.8819 val_loss=0.107956 val_ssim=0.8731 val_psnr=32.37 lr=0.00010615097 epoch_seconds=39.175 run_seconds=80330.067 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2011 heartbeat: batch=1/455 avg_train_loss=0.104254 avg_train_ssim=0.8774 run_seconds=80330.395
epoch 2011 heartbeat: batch=128/455 avg_train_loss=0.100559 avg_train_ssim=0.8818 run_seconds=80340.420
epoch 2011 heartbeat: batch=262/455 avg_train_loss=0.100537 avg_train_ssim=0.8818 run_seconds=80350.454
epoch 2011 heartbeat: batch=389/455 avg_train_loss=0.100453 avg_train_ssim=0.8819 run_seconds=80360.484
epoch 2011: train_loss=0.100479 train_ssim=0.8819 val_loss=0.108009 val_ssim=0.8730 val_psnr=32.40 lr=0.00011290872 epoch_seconds=39.123 run_seconds=80369.229 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2012 heartbeat: batch=1/455 avg_train_loss=0.101683 avg_train_ssim=0.8805 run_seconds=80369.510
epoch 2012 heartbeat: batch=128/455 avg_train_loss=0.100455 avg_train_ssim=0.8819 run_seconds=80379.525
epoch 2012 heartbeat: batch=262/455 avg_train_loss=0.100486 avg_train_ssim=0.8819 run_seconds=80389.572
epoch 2012 heartbeat: batch=389/455 avg_train_loss=0.100472 avg_train_ssim=0.8819 run_seconds=80399.598
epoch 2012: train_loss=0.100478 train_ssim=0.8819 val_loss=0.107783 val_ssim=0.8733 val_psnr=32.46 lr=0.00011976787 epoch_seconds=39.083 run_seconds=80408.348 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2013 heartbeat: batch=1/455 avg_train_loss=0.101399 avg_train_ssim=0.8808 run_seconds=80408.612
epoch 2013 heartbeat: batch=128/455 avg_train_loss=0.100600 avg_train_ssim=0.8817 run_seconds=80418.633
epoch 2013 heartbeat: batch=262/455 avg_train_loss=0.100487 avg_train_ssim=0.8819 run_seconds=80428.674
epoch 2013 heartbeat: batch=389/455 avg_train_loss=0.100510 avg_train_ssim=0.8818 run_seconds=80438.700
epoch 2013: train_loss=0.100574 train_ssim=0.8818 val_loss=0.107974 val_ssim=0.8731 val_psnr=32.43 lr=0.0001267119 epoch_seconds=39.095 run_seconds=80447.480 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2014 heartbeat: batch=1/455 avg_train_loss=0.098331 avg_train_ssim=0.8844 run_seconds=80447.789
epoch 2014 heartbeat: batch=128/455 avg_train_loss=0.100419 avg_train_ssim=0.8820 run_seconds=80457.863
epoch 2014 heartbeat: batch=263/455 avg_train_loss=0.100616 avg_train_ssim=0.8817 run_seconds=80467.941
epoch 2014 heartbeat: batch=390/455 avg_train_loss=0.100637 avg_train_ssim=0.8817 run_seconds=80477.974
epoch 2014: train_loss=0.100606 train_ssim=0.8817 val_loss=0.108206 val_ssim=0.8728 val_psnr=32.45 lr=0.00013372408 epoch_seconds=39.118 run_seconds=80486.635 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2015 heartbeat: batch=1/455 avg_train_loss=0.100915 avg_train_ssim=0.8814 run_seconds=80486.910
epoch 2015 heartbeat: batch=128/455 avg_train_loss=0.100319 avg_train_ssim=0.8821 run_seconds=80496.939
epoch 2015 heartbeat: batch=263/455 avg_train_loss=0.100571 avg_train_ssim=0.8818 run_seconds=80507.010
epoch 2015 heartbeat: batch=390/455 avg_train_loss=0.100623 avg_train_ssim=0.8817 run_seconds=80517.048
epoch 2015: train_loss=0.100609 train_ssim=0.8817 val_loss=0.108001 val_ssim=0.8730 val_psnr=32.44 lr=0.00014078751 epoch_seconds=39.055 run_seconds=80525.728 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2016 heartbeat: batch=1/455 avg_train_loss=0.098595 avg_train_ssim=0.8841 run_seconds=80526.036
epoch 2016 heartbeat: batch=128/455 avg_train_loss=0.100519 avg_train_ssim=0.8818 run_seconds=80536.060
epoch 2016 heartbeat: batch=262/455 avg_train_loss=0.100588 avg_train_ssim=0.8818 run_seconds=80546.075
epoch 2016 heartbeat: batch=389/455 avg_train_loss=0.100693 avg_train_ssim=0.8816 run_seconds=80556.107
epoch 2016: train_loss=0.100670 train_ssim=0.8817 val_loss=0.107992 val_ssim=0.8731 val_psnr=32.31 lr=0.00014788519 epoch_seconds=39.096 run_seconds=80564.860 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2017 heartbeat: batch=1/455 avg_train_loss=0.101056 avg_train_ssim=0.8812 run_seconds=80565.154
epoch 2017 heartbeat: batch=128/455 avg_train_loss=0.100676 avg_train_ssim=0.8817 run_seconds=80575.183
epoch 2017 heartbeat: batch=262/455 avg_train_loss=0.100754 avg_train_ssim=0.8816 run_seconds=80585.191
epoch 2017 heartbeat: batch=389/455 avg_train_loss=0.100765 avg_train_ssim=0.8815 run_seconds=80595.221
epoch 2017: train_loss=0.100690 train_ssim=0.8816 val_loss=0.107886 val_ssim=0.8732 val_psnr=32.45 lr=0.000155 epoch_seconds=39.065 run_seconds=80603.964 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2018 heartbeat: batch=1/455 avg_train_loss=0.099047 avg_train_ssim=0.8836 run_seconds=80604.254
epoch 2018 heartbeat: batch=128/455 avg_train_loss=0.100931 avg_train_ssim=0.8814 run_seconds=80614.301
epoch 2018 heartbeat: batch=262/455 avg_train_loss=0.100906 avg_train_ssim=0.8814 run_seconds=80624.303
epoch 2018 heartbeat: batch=389/455 avg_train_loss=0.100913 avg_train_ssim=0.8814 run_seconds=80634.331
epoch 2018: train_loss=0.100906 train_ssim=0.8814 val_loss=0.108088 val_ssim=0.8729 val_psnr=32.30 lr=0.00016211481 epoch_seconds=39.091 run_seconds=80643.093 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2019 heartbeat: batch=1/455 avg_train_loss=0.099859 avg_train_ssim=0.8826 run_seconds=80643.379
epoch 2019 heartbeat: batch=128/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=80653.417
epoch 2019 heartbeat: batch=262/455 avg_train_loss=0.100789 avg_train_ssim=0.8815 run_seconds=80663.445
epoch 2019 heartbeat: batch=389/455 avg_train_loss=0.100784 avg_train_ssim=0.8815 run_seconds=80673.479
epoch 2019: train_loss=0.100731 train_ssim=0.8816 val_loss=0.108296 val_ssim=0.8727 val_psnr=32.39 lr=0.00016921249 epoch_seconds=39.092 run_seconds=80682.223 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2020 heartbeat: batch=1/455 avg_train_loss=0.099165 avg_train_ssim=0.8834 run_seconds=80682.532
epoch 2020 heartbeat: batch=128/455 avg_train_loss=0.100742 avg_train_ssim=0.8816 run_seconds=80692.557
epoch 2020 heartbeat: batch=262/455 avg_train_loss=0.100812 avg_train_ssim=0.8815 run_seconds=80702.559
epoch 2020 heartbeat: batch=389/455 avg_train_loss=0.100811 avg_train_ssim=0.8815 run_seconds=80712.588
epoch 2020: train_loss=0.100807 train_ssim=0.8815 val_loss=0.108119 val_ssim=0.8729 val_psnr=32.43 lr=0.00017627592 epoch_seconds=39.090 run_seconds=80721.348 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2021 heartbeat: batch=1/455 avg_train_loss=0.097828 avg_train_ssim=0.8850 run_seconds=80721.667
epoch 2021 heartbeat: batch=128/455 avg_train_loss=0.101066 avg_train_ssim=0.8812 run_seconds=80731.692
epoch 2021 heartbeat: batch=262/455 avg_train_loss=0.100777 avg_train_ssim=0.8815 run_seconds=80741.709
epoch 2021 heartbeat: batch=389/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=80751.740
epoch 2021: train_loss=0.100831 train_ssim=0.8815 val_loss=0.108492 val_ssim=0.8725 val_psnr=32.43 lr=0.0001832881 epoch_seconds=39.134 run_seconds=80760.519 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2022 heartbeat: batch=1/455 avg_train_loss=0.099730 avg_train_ssim=0.8828 run_seconds=80760.827
epoch 2022 heartbeat: batch=128/455 avg_train_loss=0.101631 avg_train_ssim=0.8805 run_seconds=80770.888
epoch 2022 heartbeat: batch=262/455 avg_train_loss=0.101214 avg_train_ssim=0.8810 run_seconds=80780.898
epoch 2022 heartbeat: batch=389/455 avg_train_loss=0.101212 avg_train_ssim=0.8810 run_seconds=80790.938
epoch 2022: train_loss=0.101152 train_ssim=0.8811 val_loss=0.108143 val_ssim=0.8729 val_psnr=32.46 lr=0.00019023213 epoch_seconds=39.171 run_seconds=80799.727 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2023 heartbeat: batch=1/455 avg_train_loss=0.104610 avg_train_ssim=0.8770 run_seconds=80800.006
epoch 2023 heartbeat: batch=128/455 avg_train_loss=0.100905 avg_train_ssim=0.8814 run_seconds=80810.023
epoch 2023 heartbeat: batch=263/455 avg_train_loss=0.100842 avg_train_ssim=0.8815 run_seconds=80820.092
epoch 2023 heartbeat: batch=390/455 avg_train_loss=0.100890 avg_train_ssim=0.8814 run_seconds=80830.111
epoch 2023: train_loss=0.100898 train_ssim=0.8814 val_loss=0.108279 val_ssim=0.8727 val_psnr=32.28 lr=0.00019709128 epoch_seconds=39.049 run_seconds=80838.812 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2024 heartbeat: batch=1/455 avg_train_loss=0.099618 avg_train_ssim=0.8829 run_seconds=80839.132
epoch 2024 heartbeat: batch=126/455 avg_train_loss=0.100835 avg_train_ssim=0.8815 run_seconds=80849.142
epoch 2024 heartbeat: batch=260/455 avg_train_loss=0.100905 avg_train_ssim=0.8814 run_seconds=80859.157
epoch 2024 heartbeat: batch=387/455 avg_train_loss=0.100942 avg_train_ssim=0.8813 run_seconds=80869.193
epoch 2024: train_loss=0.100909 train_ssim=0.8814 val_loss=0.108692 val_ssim=0.8722 val_psnr=32.22 lr=0.00020384903 epoch_seconds=39.377 run_seconds=80878.226 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2025 heartbeat: batch=1/455 avg_train_loss=0.101875 avg_train_ssim=0.8802 run_seconds=80878.504
epoch 2025 heartbeat: batch=128/455 avg_train_loss=0.100944 avg_train_ssim=0.8813 run_seconds=80888.526
epoch 2025 heartbeat: batch=262/455 avg_train_loss=0.100944 avg_train_ssim=0.8813 run_seconds=80898.563
epoch 2025 heartbeat: batch=389/455 avg_train_loss=0.101138 avg_train_ssim=0.8811 run_seconds=80908.582
epoch 2025: train_loss=0.101139 train_ssim=0.8811 val_loss=0.108526 val_ssim=0.8724 val_psnr=32.32 lr=0.0002104891 epoch_seconds=39.094 run_seconds=80917.357 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2026 heartbeat: batch=1/455 avg_train_loss=0.102306 avg_train_ssim=0.8797 run_seconds=80917.676
epoch 2026 heartbeat: batch=128/455 avg_train_loss=0.101114 avg_train_ssim=0.8811 run_seconds=80927.705
epoch 2026 heartbeat: batch=263/455 avg_train_loss=0.101101 avg_train_ssim=0.8812 run_seconds=80937.753
epoch 2026 heartbeat: batch=390/455 avg_train_loss=0.101039 avg_train_ssim=0.8812 run_seconds=80947.782
epoch 2026: train_loss=0.101075 train_ssim=0.8812 val_loss=0.108470 val_ssim=0.8725 val_psnr=32.34 lr=0.00021699549 epoch_seconds=39.056 run_seconds=80956.451 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2027 heartbeat: batch=1/455 avg_train_loss=0.102972 avg_train_ssim=0.8790 run_seconds=80956.755
epoch 2027 heartbeat: batch=128/455 avg_train_loss=0.101020 avg_train_ssim=0.8813 run_seconds=80966.779
epoch 2027 heartbeat: batch=262/455 avg_train_loss=0.101057 avg_train_ssim=0.8812 run_seconds=80976.804
epoch 2027 heartbeat: batch=389/455 avg_train_loss=0.101131 avg_train_ssim=0.8811 run_seconds=80986.849
epoch 2027: train_loss=0.101078 train_ssim=0.8812 val_loss=0.108162 val_ssim=0.8729 val_psnr=32.47 lr=0.00022335253 epoch_seconds=39.120 run_seconds=80995.607 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2028 heartbeat: batch=1/455 avg_train_loss=0.100585 avg_train_ssim=0.8818 run_seconds=80995.895
epoch 2028 heartbeat: batch=127/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=81005.915
epoch 2028 heartbeat: batch=262/455 avg_train_loss=0.102636 avg_train_ssim=0.8794 run_seconds=81015.974
epoch 2028 heartbeat: batch=389/455 avg_train_loss=0.102391 avg_train_ssim=0.8796 run_seconds=81026.026
epoch 2028: train_loss=0.102265 train_ssim=0.8798 val_loss=0.108536 val_ssim=0.8724 val_psnr=32.44 lr=0.0002295449 epoch_seconds=39.156 run_seconds=81034.799 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2029 heartbeat: batch=1/455 avg_train_loss=0.101570 avg_train_ssim=0.8806 run_seconds=81035.091
epoch 2029 heartbeat: batch=128/455 avg_train_loss=0.101706 avg_train_ssim=0.8804 run_seconds=81045.121
epoch 2029 heartbeat: batch=262/455 avg_train_loss=0.101272 avg_train_ssim=0.8810 run_seconds=81055.139
epoch 2029 heartbeat: batch=389/455 avg_train_loss=0.101251 avg_train_ssim=0.8810 run_seconds=81065.163
epoch 2029: train_loss=0.101301 train_ssim=0.8809 val_loss=0.108618 val_ssim=0.8723 val_psnr=32.35 lr=0.00023555768 epoch_seconds=39.060 run_seconds=81073.899 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2030 heartbeat: batch=1/455 avg_train_loss=0.100455 avg_train_ssim=0.8819 run_seconds=81074.175
epoch 2030 heartbeat: batch=128/455 avg_train_loss=0.101162 avg_train_ssim=0.8811 run_seconds=81084.192
epoch 2030 heartbeat: batch=263/455 avg_train_loss=0.101112 avg_train_ssim=0.8811 run_seconds=81094.269
epoch 2030 heartbeat: batch=390/455 avg_train_loss=0.101213 avg_train_ssim=0.8810 run_seconds=81104.318
epoch 2030: train_loss=0.101198 train_ssim=0.8810 val_loss=0.108609 val_ssim=0.8723 val_psnr=32.44 lr=0.0002413764 epoch_seconds=39.052 run_seconds=81112.991 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2031 heartbeat: batch=1/455 avg_train_loss=0.099562 avg_train_ssim=0.8830 run_seconds=81113.272
epoch 2031 heartbeat: batch=128/455 avg_train_loss=0.101066 avg_train_ssim=0.8812 run_seconds=81123.337
epoch 2031 heartbeat: batch=261/455 avg_train_loss=0.101121 avg_train_ssim=0.8811 run_seconds=81133.358
epoch 2031 heartbeat: batch=388/455 avg_train_loss=0.101125 avg_train_ssim=0.8811 run_seconds=81143.397
epoch 2031: train_loss=0.101191 train_ssim=0.8810 val_loss=0.108314 val_ssim=0.8727 val_psnr=32.45 lr=0.00024698703 epoch_seconds=39.227 run_seconds=81152.256 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2032 heartbeat: batch=1/455 avg_train_loss=0.098412 avg_train_ssim=0.8843 run_seconds=81152.537
epoch 2032 heartbeat: batch=128/455 avg_train_loss=0.101092 avg_train_ssim=0.8812 run_seconds=81162.574
epoch 2032 heartbeat: batch=262/455 avg_train_loss=0.101282 avg_train_ssim=0.8809 run_seconds=81172.591
epoch 2032 heartbeat: batch=389/455 avg_train_loss=0.101233 avg_train_ssim=0.8810 run_seconds=81182.615
epoch 2032: train_loss=0.101191 train_ssim=0.8810 val_loss=0.108568 val_ssim=0.8724 val_psnr=32.15 lr=0.00025237605 epoch_seconds=39.087 run_seconds=81191.379 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2033 heartbeat: batch=1/455 avg_train_loss=0.103277 avg_train_ssim=0.8786 run_seconds=81191.700
epoch 2033 heartbeat: batch=128/455 avg_train_loss=0.101604 avg_train_ssim=0.8806 run_seconds=81201.769
epoch 2033 heartbeat: batch=262/455 avg_train_loss=0.101326 avg_train_ssim=0.8809 run_seconds=81211.784
epoch 2033 heartbeat: batch=389/455 avg_train_loss=0.101309 avg_train_ssim=0.8809 run_seconds=81221.811
epoch 2033: train_loss=0.101293 train_ssim=0.8809 val_loss=0.108705 val_ssim=0.8722 val_psnr=32.27 lr=0.00025753048 epoch_seconds=39.141 run_seconds=81230.557 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2034 heartbeat: batch=1/455 avg_train_loss=0.104709 avg_train_ssim=0.8769 run_seconds=81230.866
epoch 2034 heartbeat: batch=128/455 avg_train_loss=0.101218 avg_train_ssim=0.8810 run_seconds=81240.882
epoch 2034 heartbeat: batch=263/455 avg_train_loss=0.101322 avg_train_ssim=0.8809 run_seconds=81250.963
epoch 2034 heartbeat: batch=390/455 avg_train_loss=0.101243 avg_train_ssim=0.8810 run_seconds=81260.997
epoch 2034: train_loss=0.101270 train_ssim=0.8810 val_loss=0.108084 val_ssim=0.8729 val_psnr=32.43 lr=0.00026243791 epoch_seconds=39.091 run_seconds=81269.683 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2035 heartbeat: batch=1/455 avg_train_loss=0.100011 avg_train_ssim=0.8824 run_seconds=81269.989
epoch 2035 heartbeat: batch=128/455 avg_train_loss=0.101141 avg_train_ssim=0.8811 run_seconds=81280.020
epoch 2035 heartbeat: batch=262/455 avg_train_loss=0.101149 avg_train_ssim=0.8811 run_seconds=81290.051
epoch 2035 heartbeat: batch=389/455 avg_train_loss=0.101241 avg_train_ssim=0.8810 run_seconds=81300.073
epoch 2035: train_loss=0.101270 train_ssim=0.8810 val_loss=0.109247 val_ssim=0.8716 val_psnr=32.42 lr=0.00026708652 epoch_seconds=39.100 run_seconds=81308.821 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2036 heartbeat: batch=1/455 avg_train_loss=0.101461 avg_train_ssim=0.8807 run_seconds=81309.110
epoch 2036 heartbeat: batch=128/455 avg_train_loss=0.101399 avg_train_ssim=0.8808 run_seconds=81319.172
epoch 2036 heartbeat: batch=262/455 avg_train_loss=0.101353 avg_train_ssim=0.8809 run_seconds=81329.223
epoch 2036 heartbeat: batch=389/455 avg_train_loss=0.101331 avg_train_ssim=0.8809 run_seconds=81339.245
epoch 2036: train_loss=0.101237 train_ssim=0.8810 val_loss=0.108701 val_ssim=0.8722 val_psnr=32.18 lr=0.00027146509 epoch_seconds=39.133 run_seconds=81347.992 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2037 heartbeat: batch=1/455 avg_train_loss=0.099876 avg_train_ssim=0.8826 run_seconds=81348.269
epoch 2037 heartbeat: batch=128/455 avg_train_loss=0.101388 avg_train_ssim=0.8808 run_seconds=81358.326
epoch 2037 heartbeat: batch=262/455 avg_train_loss=0.101441 avg_train_ssim=0.8808 run_seconds=81368.337
epoch 2037 heartbeat: batch=389/455 avg_train_loss=0.101339 avg_train_ssim=0.8809 run_seconds=81378.364
epoch 2037: train_loss=0.101337 train_ssim=0.8809 val_loss=0.108531 val_ssim=0.8724 val_psnr=32.37 lr=0.00027556309 epoch_seconds=39.052 run_seconds=81387.081 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2038 heartbeat: batch=1/455 avg_train_loss=0.098821 avg_train_ssim=0.8838 run_seconds=81387.359
epoch 2038 heartbeat: batch=128/455 avg_train_loss=0.100819 avg_train_ssim=0.8815 run_seconds=81397.373
epoch 2038 heartbeat: batch=263/455 avg_train_loss=0.101071 avg_train_ssim=0.8812 run_seconds=81407.439
epoch 2038 heartbeat: batch=389/455 avg_train_loss=0.101396 avg_train_ssim=0.8808 run_seconds=81417.451
epoch 2038: train_loss=0.101434 train_ssim=0.8808 val_loss=0.109132 val_ssim=0.8717 val_psnr=32.30 lr=0.00027937065 epoch_seconds=39.088 run_seconds=81426.206 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2039 heartbeat: batch=1/455 avg_train_loss=0.102540 avg_train_ssim=0.8795 run_seconds=81426.514
epoch 2039 heartbeat: batch=128/455 avg_train_loss=0.101293 avg_train_ssim=0.8809 run_seconds=81436.530
epoch 2039 heartbeat: batch=263/455 avg_train_loss=0.101299 avg_train_ssim=0.8809 run_seconds=81446.586
epoch 2039 heartbeat: batch=390/455 avg_train_loss=0.101331 avg_train_ssim=0.8809 run_seconds=81456.611
epoch 2039: train_loss=0.101343 train_ssim=0.8809 val_loss=0.108373 val_ssim=0.8726 val_psnr=32.25 lr=0.00028287858 epoch_seconds=39.043 run_seconds=81465.286 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2040 heartbeat: batch=1/455 avg_train_loss=0.103243 avg_train_ssim=0.8786 run_seconds=81465.558
epoch 2040 heartbeat: batch=128/455 avg_train_loss=0.101242 avg_train_ssim=0.8810 run_seconds=81475.596
epoch 2040 heartbeat: batch=263/455 avg_train_loss=0.101327 avg_train_ssim=0.8809 run_seconds=81485.670
epoch 2040 heartbeat: batch=390/455 avg_train_loss=0.101327 avg_train_ssim=0.8809 run_seconds=81495.712
epoch 2040: train_loss=0.101324 train_ssim=0.8809 val_loss=0.108788 val_ssim=0.8721 val_psnr=32.26 lr=0.00028607845 epoch_seconds=39.045 run_seconds=81504.367 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2041 heartbeat: batch=1/455 avg_train_loss=0.103474 avg_train_ssim=0.8784 run_seconds=81504.647
epoch 2041 heartbeat: batch=128/455 avg_train_loss=0.101409 avg_train_ssim=0.8808 run_seconds=81514.655
epoch 2041 heartbeat: batch=263/455 avg_train_loss=0.101492 avg_train_ssim=0.8807 run_seconds=81524.724
epoch 2041 heartbeat: batch=390/455 avg_train_loss=0.101441 avg_train_ssim=0.8808 run_seconds=81534.767
epoch 2041: train_loss=0.101399 train_ssim=0.8808 val_loss=0.108662 val_ssim=0.8723 val_psnr=32.23 lr=0.00028896253 epoch_seconds=39.039 run_seconds=81543.443 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2042 heartbeat: batch=1/455 avg_train_loss=0.099154 avg_train_ssim=0.8834 run_seconds=81543.758
epoch 2042 heartbeat: batch=128/455 avg_train_loss=0.101434 avg_train_ssim=0.8808 run_seconds=81553.774
epoch 2042 heartbeat: batch=262/455 avg_train_loss=0.101280 avg_train_ssim=0.8809 run_seconds=81563.774
epoch 2042 heartbeat: batch=389/455 avg_train_loss=0.101264 avg_train_ssim=0.8810 run_seconds=81573.803
epoch 2042: train_loss=0.101240 train_ssim=0.8810 val_loss=0.108523 val_ssim=0.8724 val_psnr=32.44 lr=0.00029152389 epoch_seconds=39.070 run_seconds=81582.551 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2043 heartbeat: batch=1/455 avg_train_loss=0.100935 avg_train_ssim=0.8814 run_seconds=81582.827
epoch 2043 heartbeat: batch=128/455 avg_train_loss=0.101242 avg_train_ssim=0.8810 run_seconds=81592.869
epoch 2043 heartbeat: batch=262/455 avg_train_loss=0.101239 avg_train_ssim=0.8810 run_seconds=81602.897
epoch 2043 heartbeat: batch=389/455 avg_train_loss=0.101364 avg_train_ssim=0.8808 run_seconds=81612.943
epoch 2043: train_loss=0.101350 train_ssim=0.8809 val_loss=0.108602 val_ssim=0.8723 val_psnr=32.44 lr=0.00029375635 epoch_seconds=39.108 run_seconds=81621.697 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2044 heartbeat: batch=1/455 avg_train_loss=0.102058 avg_train_ssim=0.8800 run_seconds=81621.968
epoch 2044 heartbeat: batch=128/455 avg_train_loss=0.101625 avg_train_ssim=0.8805 run_seconds=81632.029
epoch 2044 heartbeat: batch=262/455 avg_train_loss=0.101401 avg_train_ssim=0.8808 run_seconds=81642.056
epoch 2044 heartbeat: batch=389/455 avg_train_loss=0.101505 avg_train_ssim=0.8807 run_seconds=81652.131
epoch 2044: train_loss=0.101441 train_ssim=0.8808 val_loss=0.108742 val_ssim=0.8722 val_psnr=32.27 lr=0.00029565453 epoch_seconds=39.138 run_seconds=81660.872 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2045 heartbeat: batch=1/455 avg_train_loss=0.103030 avg_train_ssim=0.8789 run_seconds=81661.151
epoch 2045 heartbeat: batch=128/455 avg_train_loss=0.101313 avg_train_ssim=0.8809 run_seconds=81671.166
epoch 2045 heartbeat: batch=262/455 avg_train_loss=0.101469 avg_train_ssim=0.8807 run_seconds=81681.215
epoch 2045 heartbeat: batch=389/455 avg_train_loss=0.101628 avg_train_ssim=0.8805 run_seconds=81691.242
epoch 2045: train_loss=0.101682 train_ssim=0.8805 val_loss=0.108821 val_ssim=0.8721 val_psnr=32.33 lr=0.00029721387 epoch_seconds=39.115 run_seconds=81700.023 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2046 heartbeat: batch=1/455 avg_train_loss=0.098740 avg_train_ssim=0.8839 run_seconds=81700.345
epoch 2046 heartbeat: batch=128/455 avg_train_loss=0.101260 avg_train_ssim=0.8810 run_seconds=81710.371
epoch 2046 heartbeat: batch=262/455 avg_train_loss=0.101206 avg_train_ssim=0.8810 run_seconds=81720.401
epoch 2046 heartbeat: batch=389/455 avg_train_loss=0.101381 avg_train_ssim=0.8808 run_seconds=81730.437
epoch 2046: train_loss=0.101491 train_ssim=0.8807 val_loss=0.108894 val_ssim=0.8720 val_psnr=32.47 lr=0.00029843059 epoch_seconds=39.124 run_seconds=81739.186 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2047 heartbeat: batch=1/455 avg_train_loss=0.101697 avg_train_ssim=0.8805 run_seconds=81739.497
epoch 2047 heartbeat: batch=128/455 avg_train_loss=0.101327 avg_train_ssim=0.8809 run_seconds=81749.540
epoch 2047 heartbeat: batch=262/455 avg_train_loss=0.101541 avg_train_ssim=0.8806 run_seconds=81759.573
epoch 2047 heartbeat: batch=389/455 avg_train_loss=0.101467 avg_train_ssim=0.8807 run_seconds=81769.614
epoch 2047: train_loss=0.101385 train_ssim=0.8808 val_loss=0.108593 val_ssim=0.8723 val_psnr=32.44 lr=0.00029930179 epoch_seconds=39.179 run_seconds=81778.401 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2048 heartbeat: batch=1/455 avg_train_loss=0.102639 avg_train_ssim=0.8793 run_seconds=81778.693
epoch 2048 heartbeat: batch=127/455 avg_train_loss=0.101185 avg_train_ssim=0.8811 run_seconds=81788.715
epoch 2048 heartbeat: batch=261/455 avg_train_loss=0.101328 avg_train_ssim=0.8809 run_seconds=81798.746
epoch 2048 heartbeat: batch=388/455 avg_train_loss=0.101359 avg_train_ssim=0.8809 run_seconds=81808.803
epoch 2048: train_loss=0.101406 train_ssim=0.8808 val_loss=0.108599 val_ssim=0.8723 val_psnr=32.39 lr=0.00029982534 epoch_seconds=39.205 run_seconds=81817.642 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2049 heartbeat: batch=1/455 avg_train_loss=0.099242 avg_train_ssim=0.8833 run_seconds=81817.963
epoch 2049 heartbeat: batch=127/455 avg_train_loss=0.102020 avg_train_ssim=0.8801 run_seconds=81827.976
epoch 2049 heartbeat: batch=261/455 avg_train_loss=0.101605 avg_train_ssim=0.8806 run_seconds=81837.995
epoch 2049 heartbeat: batch=388/455 avg_train_loss=0.101553 avg_train_ssim=0.8806 run_seconds=81848.074
epoch 2049: train_loss=0.101556 train_ssim=0.8806 val_loss=0.108378 val_ssim=0.8726 val_psnr=32.18 lr=0.0003 epoch_seconds=39.234 run_seconds=81856.914 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2050 heartbeat: batch=1/455 avg_train_loss=0.100683 avg_train_ssim=0.8816 run_seconds=81857.192
epoch 2050 heartbeat: batch=128/455 avg_train_loss=0.101171 avg_train_ssim=0.8811 run_seconds=81867.199
epoch 2050 heartbeat: batch=262/455 avg_train_loss=0.101095 avg_train_ssim=0.8812 run_seconds=81877.214
epoch 2050 heartbeat: batch=389/455 avg_train_loss=0.101244 avg_train_ssim=0.8810 run_seconds=81887.242
epoch 2050: train_loss=0.101304 train_ssim=0.8809 val_loss=0.108487 val_ssim=0.8725 val_psnr=32.42 lr=0.00029982534 epoch_seconds=39.104 run_seconds=81896.054 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2051 heartbeat: batch=1/455 avg_train_loss=0.101798 avg_train_ssim=0.8803 run_seconds=81896.372
epoch 2051 heartbeat: batch=128/455 avg_train_loss=0.101454 avg_train_ssim=0.8807 run_seconds=81906.390
epoch 2051 heartbeat: batch=262/455 avg_train_loss=0.101309 avg_train_ssim=0.8809 run_seconds=81916.430
epoch 2051 heartbeat: batch=389/455 avg_train_loss=0.101273 avg_train_ssim=0.8810 run_seconds=81926.451
epoch 2051: train_loss=0.101342 train_ssim=0.8809 val_loss=0.109343 val_ssim=0.8715 val_psnr=32.07 lr=0.00029930179 epoch_seconds=39.131 run_seconds=81935.223 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2052 heartbeat: batch=1/455 avg_train_loss=0.103065 avg_train_ssim=0.8789 run_seconds=81935.506
epoch 2052 heartbeat: batch=128/455 avg_train_loss=0.101791 avg_train_ssim=0.8803 run_seconds=81945.545
epoch 2052 heartbeat: batch=262/455 avg_train_loss=0.101494 avg_train_ssim=0.8807 run_seconds=81955.579
epoch 2052 heartbeat: batch=388/455 avg_train_loss=0.101533 avg_train_ssim=0.8806 run_seconds=81965.587
epoch 2052: train_loss=0.101687 train_ssim=0.8805 val_loss=0.109038 val_ssim=0.8718 val_psnr=32.37 lr=0.00029843059 epoch_seconds=39.113 run_seconds=81974.372 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2053 heartbeat: batch=1/455 avg_train_loss=0.104052 avg_train_ssim=0.8777 run_seconds=81974.657
epoch 2053 heartbeat: batch=128/455 avg_train_loss=0.101623 avg_train_ssim=0.8805 run_seconds=81984.692
epoch 2053 heartbeat: batch=262/455 avg_train_loss=0.101692 avg_train_ssim=0.8805 run_seconds=81994.718
epoch 2053 heartbeat: batch=389/455 avg_train_loss=0.101732 avg_train_ssim=0.8804 run_seconds=82004.773
epoch 2053: train_loss=0.101742 train_ssim=0.8804 val_loss=0.108634 val_ssim=0.8723 val_psnr=32.23 lr=0.00029721387 epoch_seconds=39.113 run_seconds=82013.520 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2054 heartbeat: batch=1/455 avg_train_loss=0.101243 avg_train_ssim=0.8810 run_seconds=82013.803
epoch 2054 heartbeat: batch=128/455 avg_train_loss=0.101236 avg_train_ssim=0.8810 run_seconds=82023.829
epoch 2054 heartbeat: batch=261/455 avg_train_loss=0.101431 avg_train_ssim=0.8808 run_seconds=82033.836
epoch 2054 heartbeat: batch=388/455 avg_train_loss=0.101292 avg_train_ssim=0.8809 run_seconds=82043.846
epoch 2054: train_loss=0.101383 train_ssim=0.8808 val_loss=0.108935 val_ssim=0.8719 val_psnr=32.24 lr=0.00029565453 epoch_seconds=39.155 run_seconds=82052.712 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2055 heartbeat: batch=1/455 avg_train_loss=0.100794 avg_train_ssim=0.8815 run_seconds=82053.021
epoch 2055 heartbeat: batch=128/455 avg_train_loss=0.101396 avg_train_ssim=0.8808 run_seconds=82063.097
epoch 2055 heartbeat: batch=262/455 avg_train_loss=0.101393 avg_train_ssim=0.8808 run_seconds=82073.153
epoch 2055 heartbeat: batch=389/455 avg_train_loss=0.101397 avg_train_ssim=0.8808 run_seconds=82083.228
epoch 2055: train_loss=0.101388 train_ssim=0.8808 val_loss=0.108687 val_ssim=0.8722 val_psnr=32.34 lr=0.00029375635 epoch_seconds=39.275 run_seconds=82092.024 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2056 heartbeat: batch=1/455 avg_train_loss=0.098699 avg_train_ssim=0.8840 run_seconds=82092.309
epoch 2056 heartbeat: batch=128/455 avg_train_loss=0.101350 avg_train_ssim=0.8809 run_seconds=82102.321
epoch 2056 heartbeat: batch=263/455 avg_train_loss=0.101235 avg_train_ssim=0.8810 run_seconds=82112.384
epoch 2056 heartbeat: batch=390/455 avg_train_loss=0.101279 avg_train_ssim=0.8809 run_seconds=82122.441
epoch 2056: train_loss=0.101278 train_ssim=0.8809 val_loss=0.108783 val_ssim=0.8721 val_psnr=32.06 lr=0.00029152389 epoch_seconds=39.132 run_seconds=82131.191 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2057 heartbeat: batch=1/455 avg_train_loss=0.102430 avg_train_ssim=0.8796 run_seconds=82131.471
epoch 2057 heartbeat: batch=128/455 avg_train_loss=0.101246 avg_train_ssim=0.8810 run_seconds=82141.497
epoch 2057 heartbeat: batch=262/455 avg_train_loss=0.101195 avg_train_ssim=0.8810 run_seconds=82151.536
epoch 2057 heartbeat: batch=389/455 avg_train_loss=0.101251 avg_train_ssim=0.8810 run_seconds=82161.559
epoch 2057: train_loss=0.101233 train_ssim=0.8810 val_loss=0.108512 val_ssim=0.8724 val_psnr=32.37 lr=0.00028896253 epoch_seconds=39.072 run_seconds=82170.302 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2058 heartbeat: batch=1/455 avg_train_loss=0.101010 avg_train_ssim=0.8813 run_seconds=82170.573
epoch 2058 heartbeat: batch=128/455 avg_train_loss=0.101173 avg_train_ssim=0.8811 run_seconds=82180.591
epoch 2058 heartbeat: batch=262/455 avg_train_loss=0.101588 avg_train_ssim=0.8806 run_seconds=82190.648
epoch 2058 heartbeat: batch=389/455 avg_train_loss=0.101749 avg_train_ssim=0.8804 run_seconds=82200.665
epoch 2058: train_loss=0.101735 train_ssim=0.8804 val_loss=0.108438 val_ssim=0.8725 val_psnr=32.37 lr=0.00028607845 epoch_seconds=39.080 run_seconds=82209.417 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2059 heartbeat: batch=1/455 avg_train_loss=0.104018 avg_train_ssim=0.8777 run_seconds=82209.702
epoch 2059 heartbeat: batch=128/455 avg_train_loss=0.101397 avg_train_ssim=0.8808 run_seconds=82219.731
epoch 2059 heartbeat: batch=262/455 avg_train_loss=0.101301 avg_train_ssim=0.8809 run_seconds=82229.754
epoch 2059 heartbeat: batch=389/455 avg_train_loss=0.101379 avg_train_ssim=0.8808 run_seconds=82239.786
epoch 2059: train_loss=0.101308 train_ssim=0.8809 val_loss=0.108763 val_ssim=0.8721 val_psnr=32.43 lr=0.00028287858 epoch_seconds=39.149 run_seconds=82248.604 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2060 heartbeat: batch=1/455 avg_train_loss=0.102479 avg_train_ssim=0.8795 run_seconds=82248.923
epoch 2060 heartbeat: batch=128/455 avg_train_loss=0.101200 avg_train_ssim=0.8810 run_seconds=82258.961
epoch 2060 heartbeat: batch=261/455 avg_train_loss=0.101252 avg_train_ssim=0.8810 run_seconds=82268.979
epoch 2060 heartbeat: batch=388/455 avg_train_loss=0.101308 avg_train_ssim=0.8809 run_seconds=82279.033
epoch 2060: train_loss=0.101287 train_ssim=0.8809 val_loss=0.109013 val_ssim=0.8719 val_psnr=32.12 lr=0.00027937065 epoch_seconds=39.221 run_seconds=82287.862 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2061 heartbeat: batch=1/455 avg_train_loss=0.099846 avg_train_ssim=0.8826 run_seconds=82288.134
epoch 2061 heartbeat: batch=128/455 avg_train_loss=0.100946 avg_train_ssim=0.8813 run_seconds=82298.154
epoch 2061 heartbeat: batch=262/455 avg_train_loss=0.101168 avg_train_ssim=0.8811 run_seconds=82308.174
epoch 2061 heartbeat: batch=389/455 avg_train_loss=0.101217 avg_train_ssim=0.8810 run_seconds=82318.185
epoch 2061: train_loss=0.101238 train_ssim=0.8810 val_loss=0.108852 val_ssim=0.8720 val_psnr=32.25 lr=0.00027556309 epoch_seconds=39.037 run_seconds=82326.936 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2062 heartbeat: batch=1/455 avg_train_loss=0.098336 avg_train_ssim=0.8844 run_seconds=82327.202
epoch 2062 heartbeat: batch=128/455 avg_train_loss=0.101277 avg_train_ssim=0.8809 run_seconds=82337.226
epoch 2062 heartbeat: batch=263/455 avg_train_loss=0.101186 avg_train_ssim=0.8811 run_seconds=82347.298
epoch 2062 heartbeat: batch=390/455 avg_train_loss=0.101171 avg_train_ssim=0.8811 run_seconds=82357.323
epoch 2062: train_loss=0.101191 train_ssim=0.8810 val_loss=0.108418 val_ssim=0.8726 val_psnr=32.44 lr=0.00027146509 epoch_seconds=39.104 run_seconds=82366.079 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2063 heartbeat: batch=1/455 avg_train_loss=0.100232 avg_train_ssim=0.8822 run_seconds=82366.368
epoch 2063 heartbeat: batch=128/455 avg_train_loss=0.100944 avg_train_ssim=0.8813 run_seconds=82376.377
epoch 2063 heartbeat: batch=262/455 avg_train_loss=0.101132 avg_train_ssim=0.8811 run_seconds=82386.398
epoch 2063 heartbeat: batch=389/455 avg_train_loss=0.101213 avg_train_ssim=0.8810 run_seconds=82396.441
epoch 2063: train_loss=0.101175 train_ssim=0.8811 val_loss=0.108207 val_ssim=0.8728 val_psnr=32.48 lr=0.00026708652 epoch_seconds=39.066 run_seconds=82405.180 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2064 heartbeat: batch=1/455 avg_train_loss=0.100882 avg_train_ssim=0.8814 run_seconds=82405.464
epoch 2064 heartbeat: batch=128/455 avg_train_loss=0.101336 avg_train_ssim=0.8809 run_seconds=82415.482
epoch 2064 heartbeat: batch=263/455 avg_train_loss=0.101374 avg_train_ssim=0.8808 run_seconds=82425.526
epoch 2064 heartbeat: batch=390/455 avg_train_loss=0.101274 avg_train_ssim=0.8810 run_seconds=82435.553
epoch 2064: train_loss=0.101277 train_ssim=0.8809 val_loss=0.108635 val_ssim=0.8723 val_psnr=32.33 lr=0.00026243791 epoch_seconds=39.030 run_seconds=82444.251 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2065 heartbeat: batch=1/455 avg_train_loss=0.102043 avg_train_ssim=0.8800 run_seconds=82444.566
epoch 2065 heartbeat: batch=128/455 avg_train_loss=0.100886 avg_train_ssim=0.8814 run_seconds=82454.612
epoch 2065 heartbeat: batch=262/455 avg_train_loss=0.100989 avg_train_ssim=0.8813 run_seconds=82464.612
epoch 2065 heartbeat: batch=389/455 avg_train_loss=0.101230 avg_train_ssim=0.8810 run_seconds=82474.640
epoch 2065: train_loss=0.101327 train_ssim=0.8809 val_loss=0.108609 val_ssim=0.8723 val_psnr=32.39 lr=0.00025753048 epoch_seconds=39.106 run_seconds=82483.396 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2066 heartbeat: batch=1/455 avg_train_loss=0.103151 avg_train_ssim=0.8787 run_seconds=82483.666
epoch 2066 heartbeat: batch=128/455 avg_train_loss=0.101173 avg_train_ssim=0.8811 run_seconds=82493.672
epoch 2066 heartbeat: batch=263/455 avg_train_loss=0.101148 avg_train_ssim=0.8811 run_seconds=82503.727
epoch 2066 heartbeat: batch=390/455 avg_train_loss=0.101170 avg_train_ssim=0.8811 run_seconds=82513.758
epoch 2066: train_loss=0.101257 train_ssim=0.8810 val_loss=0.108407 val_ssim=0.8726 val_psnr=32.38 lr=0.00025237605 epoch_seconds=39.023 run_seconds=82522.457 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2067 heartbeat: batch=1/455 avg_train_loss=0.105348 avg_train_ssim=0.8762 run_seconds=82522.740
epoch 2067 heartbeat: batch=128/455 avg_train_loss=0.101318 avg_train_ssim=0.8809 run_seconds=82532.761
epoch 2067 heartbeat: batch=263/455 avg_train_loss=0.101272 avg_train_ssim=0.8810 run_seconds=82542.830
epoch 2067 heartbeat: batch=390/455 avg_train_loss=0.101235 avg_train_ssim=0.8810 run_seconds=82552.850
epoch 2067: train_loss=0.101162 train_ssim=0.8811 val_loss=0.108450 val_ssim=0.8725 val_psnr=32.43 lr=0.00024698703 epoch_seconds=39.053 run_seconds=82561.548 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2068 heartbeat: batch=1/455 avg_train_loss=0.102985 avg_train_ssim=0.8789 run_seconds=82561.840
epoch 2068 heartbeat: batch=128/455 avg_train_loss=0.101245 avg_train_ssim=0.8810 run_seconds=82571.863
epoch 2068 heartbeat: batch=263/455 avg_train_loss=0.101185 avg_train_ssim=0.8811 run_seconds=82581.907
epoch 2068 heartbeat: batch=390/455 avg_train_loss=0.101086 avg_train_ssim=0.8812 run_seconds=82591.932
epoch 2068: train_loss=0.101057 train_ssim=0.8812 val_loss=0.108277 val_ssim=0.8727 val_psnr=32.42 lr=0.0002413764 epoch_seconds=39.017 run_seconds=82600.603 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2069 heartbeat: batch=1/455 avg_train_loss=0.097597 avg_train_ssim=0.8853 run_seconds=82600.873
epoch 2069 heartbeat: batch=128/455 avg_train_loss=0.100954 avg_train_ssim=0.8813 run_seconds=82610.884
epoch 2069 heartbeat: batch=262/455 avg_train_loss=0.101192 avg_train_ssim=0.8810 run_seconds=82620.889
epoch 2069 heartbeat: batch=389/455 avg_train_loss=0.101174 avg_train_ssim=0.8811 run_seconds=82630.918
epoch 2069: train_loss=0.101102 train_ssim=0.8812 val_loss=0.108158 val_ssim=0.8729 val_psnr=32.47 lr=0.00023555768 epoch_seconds=39.093 run_seconds=82639.731 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2070 heartbeat: batch=1/455 avg_train_loss=0.103200 avg_train_ssim=0.8787 run_seconds=82640.020
epoch 2070 heartbeat: batch=128/455 avg_train_loss=0.101040 avg_train_ssim=0.8812 run_seconds=82650.092
epoch 2070 heartbeat: batch=262/455 avg_train_loss=0.100885 avg_train_ssim=0.8814 run_seconds=82660.108
epoch 2070 heartbeat: batch=389/455 avg_train_loss=0.100875 avg_train_ssim=0.8814 run_seconds=82670.124
epoch 2070: train_loss=0.101095 train_ssim=0.8812 val_loss=0.109905 val_ssim=0.8708 val_psnr=32.38 lr=0.0002295449 epoch_seconds=39.119 run_seconds=82678.889 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2071 heartbeat: batch=1/455 avg_train_loss=0.103095 avg_train_ssim=0.8788 run_seconds=82679.204
epoch 2071 heartbeat: batch=127/455 avg_train_loss=0.101263 avg_train_ssim=0.8810 run_seconds=82689.204
epoch 2071 heartbeat: batch=261/455 avg_train_loss=0.101109 avg_train_ssim=0.8811 run_seconds=82699.246
epoch 2071 heartbeat: batch=388/455 avg_train_loss=0.101163 avg_train_ssim=0.8811 run_seconds=82709.285
epoch 2071: train_loss=0.101191 train_ssim=0.8810 val_loss=0.108218 val_ssim=0.8728 val_psnr=32.47 lr=0.00022335253 epoch_seconds=39.168 run_seconds=82718.095 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2072 heartbeat: batch=1/455 avg_train_loss=0.102227 avg_train_ssim=0.8798 run_seconds=82718.373
epoch 2072 heartbeat: batch=128/455 avg_train_loss=0.100911 avg_train_ssim=0.8814 run_seconds=82728.399
epoch 2072 heartbeat: batch=262/455 avg_train_loss=0.100990 avg_train_ssim=0.8813 run_seconds=82738.415
epoch 2072 heartbeat: batch=388/455 avg_train_loss=0.101024 avg_train_ssim=0.8812 run_seconds=82748.415
epoch 2072: train_loss=0.100952 train_ssim=0.8813 val_loss=0.108067 val_ssim=0.8730 val_psnr=32.42 lr=0.00021699549 epoch_seconds=39.089 run_seconds=82757.223 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2073 heartbeat: batch=1/455 avg_train_loss=0.100359 avg_train_ssim=0.8820 run_seconds=82757.537
epoch 2073 heartbeat: batch=128/455 avg_train_loss=0.101098 avg_train_ssim=0.8812 run_seconds=82767.549
epoch 2073 heartbeat: batch=263/455 avg_train_loss=0.101002 avg_train_ssim=0.8813 run_seconds=82777.630
epoch 2073 heartbeat: batch=390/455 avg_train_loss=0.101001 avg_train_ssim=0.8813 run_seconds=82787.655
epoch 2073: train_loss=0.100988 train_ssim=0.8813 val_loss=0.108441 val_ssim=0.8725 val_psnr=32.44 lr=0.0002104891 epoch_seconds=39.115 run_seconds=82796.377 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2074 heartbeat: batch=1/455 avg_train_loss=0.104445 avg_train_ssim=0.8772 run_seconds=82796.682
epoch 2074 heartbeat: batch=128/455 avg_train_loss=0.100603 avg_train_ssim=0.8817 run_seconds=82806.699
epoch 2074 heartbeat: batch=262/455 avg_train_loss=0.100887 avg_train_ssim=0.8814 run_seconds=82816.715
epoch 2074 heartbeat: batch=389/455 avg_train_loss=0.100921 avg_train_ssim=0.8814 run_seconds=82826.725
epoch 2074: train_loss=0.100852 train_ssim=0.8814 val_loss=0.107992 val_ssim=0.8731 val_psnr=32.29 lr=0.00020384903 epoch_seconds=39.058 run_seconds=82835.473 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2075 heartbeat: batch=1/455 avg_train_loss=0.102496 avg_train_ssim=0.8795 run_seconds=82835.744
epoch 2075 heartbeat: batch=128/455 avg_train_loss=0.100833 avg_train_ssim=0.8815 run_seconds=82845.764
epoch 2075 heartbeat: batch=263/455 avg_train_loss=0.100915 avg_train_ssim=0.8814 run_seconds=82855.820
epoch 2075 heartbeat: batch=390/455 avg_train_loss=0.100889 avg_train_ssim=0.8814 run_seconds=82865.841
epoch 2075: train_loss=0.100851 train_ssim=0.8814 val_loss=0.108057 val_ssim=0.8730 val_psnr=32.41 lr=0.00019709128 epoch_seconds=39.020 run_seconds=82874.529 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2076 heartbeat: batch=1/455 avg_train_loss=0.099158 avg_train_ssim=0.8834 run_seconds=82874.817
epoch 2076 heartbeat: batch=127/455 avg_train_loss=0.100964 avg_train_ssim=0.8813 run_seconds=82884.837
epoch 2076 heartbeat: batch=261/455 avg_train_loss=0.100759 avg_train_ssim=0.8816 run_seconds=82894.866
epoch 2076 heartbeat: batch=388/455 avg_train_loss=0.100723 avg_train_ssim=0.8816 run_seconds=82904.895
epoch 2076: train_loss=0.100767 train_ssim=0.8815 val_loss=0.108163 val_ssim=0.8729 val_psnr=32.43 lr=0.00019023213 epoch_seconds=39.181 run_seconds=82913.748 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2077 heartbeat: batch=1/455 avg_train_loss=0.102475 avg_train_ssim=0.8795 run_seconds=82914.039
epoch 2077 heartbeat: batch=128/455 avg_train_loss=0.100616 avg_train_ssim=0.8817 run_seconds=82924.060
epoch 2077 heartbeat: batch=262/455 avg_train_loss=0.100783 avg_train_ssim=0.8815 run_seconds=82934.096
epoch 2077 heartbeat: batch=389/455 avg_train_loss=0.100721 avg_train_ssim=0.8816 run_seconds=82944.139
epoch 2077: train_loss=0.100738 train_ssim=0.8816 val_loss=0.109530 val_ssim=0.8712 val_psnr=32.45 lr=0.0001832881 epoch_seconds=39.112 run_seconds=82952.900 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2078 heartbeat: batch=1/455 avg_train_loss=0.101701 avg_train_ssim=0.8804 run_seconds=82953.170
epoch 2078 heartbeat: batch=128/455 avg_train_loss=0.100923 avg_train_ssim=0.8814 run_seconds=82963.186
epoch 2078 heartbeat: batch=263/455 avg_train_loss=0.100661 avg_train_ssim=0.8817 run_seconds=82973.269
epoch 2078 heartbeat: batch=390/455 avg_train_loss=0.100732 avg_train_ssim=0.8816 run_seconds=82983.308
epoch 2078: train_loss=0.100753 train_ssim=0.8816 val_loss=0.108186 val_ssim=0.8728 val_psnr=32.30 lr=0.00017627592 epoch_seconds=39.040 run_seconds=82991.977 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2079 heartbeat: batch=1/455 avg_train_loss=0.101501 avg_train_ssim=0.8807 run_seconds=82992.250
epoch 2079 heartbeat: batch=128/455 avg_train_loss=0.100371 avg_train_ssim=0.8820 run_seconds=83002.305
epoch 2079 heartbeat: batch=262/455 avg_train_loss=0.100545 avg_train_ssim=0.8818 run_seconds=83012.315
epoch 2079 heartbeat: batch=389/455 avg_train_loss=0.100663 avg_train_ssim=0.8817 run_seconds=83022.341
epoch 2079: train_loss=0.100693 train_ssim=0.8816 val_loss=0.108498 val_ssim=0.8725 val_psnr=32.10 lr=0.00016921249 epoch_seconds=39.115 run_seconds=83031.127 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2080 heartbeat: batch=1/455 avg_train_loss=0.101256 avg_train_ssim=0.8810 run_seconds=83031.402
epoch 2080 heartbeat: batch=128/455 avg_train_loss=0.100611 avg_train_ssim=0.8817 run_seconds=83041.428
epoch 2080 heartbeat: batch=262/455 avg_train_loss=0.100731 avg_train_ssim=0.8816 run_seconds=83051.465
epoch 2080 heartbeat: batch=389/455 avg_train_loss=0.100693 avg_train_ssim=0.8816 run_seconds=83061.503
epoch 2080: train_loss=0.100633 train_ssim=0.8817 val_loss=0.108535 val_ssim=0.8724 val_psnr=32.35 lr=0.00016211481 epoch_seconds=39.125 run_seconds=83070.289 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2081 heartbeat: batch=1/455 avg_train_loss=0.100149 avg_train_ssim=0.8823 run_seconds=83070.564
epoch 2081 heartbeat: batch=128/455 avg_train_loss=0.100284 avg_train_ssim=0.8821 run_seconds=83080.591
epoch 2081 heartbeat: batch=263/455 avg_train_loss=0.100622 avg_train_ssim=0.8817 run_seconds=83090.664
epoch 2081 heartbeat: batch=390/455 avg_train_loss=0.100567 avg_train_ssim=0.8818 run_seconds=83100.697
epoch 2081: train_loss=0.100586 train_ssim=0.8818 val_loss=0.108115 val_ssim=0.8729 val_psnr=32.36 lr=0.000155 epoch_seconds=39.058 run_seconds=83109.382 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2082 heartbeat: batch=1/455 avg_train_loss=0.099325 avg_train_ssim=0.8832 run_seconds=83109.668
epoch 2082 heartbeat: batch=128/455 avg_train_loss=0.100641 avg_train_ssim=0.8817 run_seconds=83119.702
epoch 2082 heartbeat: batch=262/455 avg_train_loss=0.100620 avg_train_ssim=0.8817 run_seconds=83129.728
epoch 2082 heartbeat: batch=388/455 avg_train_loss=0.100540 avg_train_ssim=0.8818 run_seconds=83139.777
epoch 2082: train_loss=0.100562 train_ssim=0.8818 val_loss=0.107855 val_ssim=0.8732 val_psnr=32.48 lr=0.00014788519 epoch_seconds=39.215 run_seconds=83148.633 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2083 heartbeat: batch=1/455 avg_train_loss=0.097970 avg_train_ssim=0.8848 run_seconds=83148.950
epoch 2083 heartbeat: batch=128/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=83158.992
epoch 2083 heartbeat: batch=262/455 avg_train_loss=0.100342 avg_train_ssim=0.8820 run_seconds=83169.045
epoch 2083 heartbeat: batch=389/455 avg_train_loss=0.100489 avg_train_ssim=0.8819 run_seconds=83179.119
epoch 2083: train_loss=0.100531 train_ssim=0.8818 val_loss=0.108162 val_ssim=0.8729 val_psnr=32.44 lr=0.00014078751 epoch_seconds=39.183 run_seconds=83187.853 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2084 heartbeat: batch=1/455 avg_train_loss=0.098950 avg_train_ssim=0.8837 run_seconds=83188.129
epoch 2084 heartbeat: batch=128/455 avg_train_loss=0.100483 avg_train_ssim=0.8819 run_seconds=83198.159
epoch 2084 heartbeat: batch=262/455 avg_train_loss=0.100511 avg_train_ssim=0.8818 run_seconds=83208.194
epoch 2084 heartbeat: batch=389/455 avg_train_loss=0.100523 avg_train_ssim=0.8818 run_seconds=83218.221
epoch 2084: train_loss=0.100501 train_ssim=0.8819 val_loss=0.107853 val_ssim=0.8732 val_psnr=32.43 lr=0.00013372408 epoch_seconds=39.131 run_seconds=83227.023 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2085 heartbeat: batch=1/455 avg_train_loss=0.100234 avg_train_ssim=0.8822 run_seconds=83227.310
epoch 2085 heartbeat: batch=128/455 avg_train_loss=0.100380 avg_train_ssim=0.8820 run_seconds=83237.343
epoch 2085 heartbeat: batch=263/455 avg_train_loss=0.100622 avg_train_ssim=0.8817 run_seconds=83247.403
epoch 2085 heartbeat: batch=391/455 avg_train_loss=0.100504 avg_train_ssim=0.8819 run_seconds=83257.463
epoch 2085: train_loss=0.100453 train_ssim=0.8819 val_loss=0.107893 val_ssim=0.8732 val_psnr=32.45 lr=0.0001267119 epoch_seconds=39.006 run_seconds=83266.068 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2086 heartbeat: batch=1/455 avg_train_loss=0.102880 avg_train_ssim=0.8791 run_seconds=83266.373
epoch 2086 heartbeat: batch=128/455 avg_train_loss=0.100095 avg_train_ssim=0.8823 run_seconds=83276.408
epoch 2086 heartbeat: batch=263/455 avg_train_loss=0.100455 avg_train_ssim=0.8819 run_seconds=83286.480
epoch 2086 heartbeat: batch=390/455 avg_train_loss=0.100376 avg_train_ssim=0.8820 run_seconds=83296.514
epoch 2086: train_loss=0.100399 train_ssim=0.8820 val_loss=0.107905 val_ssim=0.8732 val_psnr=32.44 lr=0.00011976787 epoch_seconds=39.076 run_seconds=83305.180 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2087 heartbeat: batch=1/455 avg_train_loss=0.102989 avg_train_ssim=0.8789 run_seconds=83305.455
epoch 2087 heartbeat: batch=128/455 avg_train_loss=0.100152 avg_train_ssim=0.8823 run_seconds=83315.465
epoch 2087 heartbeat: batch=262/455 avg_train_loss=0.100389 avg_train_ssim=0.8820 run_seconds=83325.505
epoch 2087 heartbeat: batch=389/455 avg_train_loss=0.100418 avg_train_ssim=0.8820 run_seconds=83335.548
epoch 2087: train_loss=0.100446 train_ssim=0.8819 val_loss=0.107928 val_ssim=0.8731 val_psnr=32.50 lr=0.00011290872 epoch_seconds=39.153 run_seconds=83344.369 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2088 heartbeat: batch=1/455 avg_train_loss=0.101940 avg_train_ssim=0.8802 run_seconds=83344.650
epoch 2088 heartbeat: batch=128/455 avg_train_loss=0.100681 avg_train_ssim=0.8816 run_seconds=83354.687
epoch 2088 heartbeat: batch=262/455 avg_train_loss=0.100592 avg_train_ssim=0.8818 run_seconds=83364.733
epoch 2088 heartbeat: batch=389/455 avg_train_loss=0.100457 avg_train_ssim=0.8819 run_seconds=83374.760
epoch 2088: train_loss=0.100381 train_ssim=0.8820 val_loss=0.107871 val_ssim=0.8732 val_psnr=32.48 lr=0.00010615097 epoch_seconds=39.169 run_seconds=83383.575 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2089 heartbeat: batch=1/455 avg_train_loss=0.100679 avg_train_ssim=0.8816 run_seconds=83383.877
epoch 2089 heartbeat: batch=128/455 avg_train_loss=0.100418 avg_train_ssim=0.8820 run_seconds=83393.901
epoch 2089 heartbeat: batch=262/455 avg_train_loss=0.100317 avg_train_ssim=0.8821 run_seconds=83403.933
epoch 2089 heartbeat: batch=389/455 avg_train_loss=0.100343 avg_train_ssim=0.8820 run_seconds=83413.963
epoch 2089: train_loss=0.100317 train_ssim=0.8821 val_loss=0.107777 val_ssim=0.8733 val_psnr=32.47 lr=9.9510902e-05 epoch_seconds=39.123 run_seconds=83422.734 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2090 heartbeat: batch=1/455 avg_train_loss=0.103043 avg_train_ssim=0.8789 run_seconds=83423.030
epoch 2090 heartbeat: batch=128/455 avg_train_loss=0.100093 avg_train_ssim=0.8823 run_seconds=83433.057
epoch 2090 heartbeat: batch=262/455 avg_train_loss=0.100195 avg_train_ssim=0.8822 run_seconds=83443.060
epoch 2090 heartbeat: batch=389/455 avg_train_loss=0.100192 avg_train_ssim=0.8822 run_seconds=83453.090
epoch 2090: train_loss=0.100214 train_ssim=0.8822 val_loss=0.107739 val_ssim=0.8733 val_psnr=32.52 lr=9.3004511e-05 epoch_seconds=39.069 run_seconds=83461.843 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2091 heartbeat: batch=1/455 avg_train_loss=0.101156 avg_train_ssim=0.8811 run_seconds=83462.127
epoch 2091 heartbeat: batch=128/455 avg_train_loss=0.100533 avg_train_ssim=0.8818 run_seconds=83472.143
epoch 2091 heartbeat: batch=263/455 avg_train_loss=0.100325 avg_train_ssim=0.8821 run_seconds=83482.218
epoch 2091 heartbeat: batch=390/455 avg_train_loss=0.100297 avg_train_ssim=0.8821 run_seconds=83492.253
epoch 2091: train_loss=0.100267 train_ssim=0.8821 val_loss=0.107707 val_ssim=0.8734 val_psnr=32.40 lr=8.6647473e-05 epoch_seconds=39.035 run_seconds=83500.916 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2092 heartbeat: batch=1/455 avg_train_loss=0.099826 avg_train_ssim=0.8827 run_seconds=83501.189
epoch 2092 heartbeat: batch=128/455 avg_train_loss=0.100136 avg_train_ssim=0.8823 run_seconds=83511.203
epoch 2092 heartbeat: batch=262/455 avg_train_loss=0.100265 avg_train_ssim=0.8821 run_seconds=83521.206
epoch 2092 heartbeat: batch=389/455 avg_train_loss=0.100239 avg_train_ssim=0.8822 run_seconds=83531.237
epoch 2092: train_loss=0.100226 train_ssim=0.8822 val_loss=0.107703 val_ssim=0.8734 val_psnr=32.46 lr=8.0455102e-05 epoch_seconds=39.036 run_seconds=83539.987 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2093 heartbeat: batch=1/455 avg_train_loss=0.100242 avg_train_ssim=0.8822 run_seconds=83540.265
epoch 2093 heartbeat: batch=128/455 avg_train_loss=0.100115 avg_train_ssim=0.8823 run_seconds=83550.288
epoch 2093 heartbeat: batch=263/455 avg_train_loss=0.100272 avg_train_ssim=0.8821 run_seconds=83560.359
epoch 2093 heartbeat: batch=390/455 avg_train_loss=0.100188 avg_train_ssim=0.8822 run_seconds=83570.395
epoch 2093: train_loss=0.100169 train_ssim=0.8822 val_loss=0.107772 val_ssim=0.8733 val_psnr=32.45 lr=7.4442316e-05 epoch_seconds=39.079 run_seconds=83579.103 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2094 heartbeat: batch=1/455 avg_train_loss=0.098219 avg_train_ssim=0.8845 run_seconds=83579.379
epoch 2094 heartbeat: batch=128/455 avg_train_loss=0.100265 avg_train_ssim=0.8821 run_seconds=83589.400
epoch 2094 heartbeat: batch=263/455 avg_train_loss=0.100245 avg_train_ssim=0.8822 run_seconds=83599.463
epoch 2094 heartbeat: batch=390/455 avg_train_loss=0.100174 avg_train_ssim=0.8822 run_seconds=83609.508
epoch 2094: train_loss=0.100100 train_ssim=0.8823 val_loss=0.107535 val_ssim=0.8736 val_psnr=32.48 lr=6.8623601e-05 epoch_seconds=39.019 run_seconds=83618.159 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2095 heartbeat: batch=1/455 avg_train_loss=0.097172 avg_train_ssim=0.8858 run_seconds=83618.426
epoch 2095 heartbeat: batch=128/455 avg_train_loss=0.099952 avg_train_ssim=0.8825 run_seconds=83628.466
epoch 2095 heartbeat: batch=262/455 avg_train_loss=0.100083 avg_train_ssim=0.8824 run_seconds=83638.498
epoch 2095 heartbeat: batch=389/455 avg_train_loss=0.100117 avg_train_ssim=0.8823 run_seconds=83648.547
epoch 2095: train_loss=0.100096 train_ssim=0.8823 val_loss=0.107627 val_ssim=0.8735 val_psnr=32.48 lr=6.3012974e-05 epoch_seconds=39.121 run_seconds=83657.316 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2096 heartbeat: batch=1/455 avg_train_loss=0.101686 avg_train_ssim=0.8805 run_seconds=83657.628
epoch 2096 heartbeat: batch=127/455 avg_train_loss=0.100208 avg_train_ssim=0.8822 run_seconds=83667.639
epoch 2096 heartbeat: batch=261/455 avg_train_loss=0.100184 avg_train_ssim=0.8822 run_seconds=83677.640
epoch 2096 heartbeat: batch=388/455 avg_train_loss=0.100094 avg_train_ssim=0.8823 run_seconds=83687.683
epoch 2096: train_loss=0.100072 train_ssim=0.8824 val_loss=0.107617 val_ssim=0.8735 val_psnr=32.46 lr=5.7623952e-05 epoch_seconds=39.171 run_seconds=83696.525 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2097 heartbeat: batch=1/455 avg_train_loss=0.098711 avg_train_ssim=0.8840 run_seconds=83696.801
epoch 2097 heartbeat: batch=128/455 avg_train_loss=0.100015 avg_train_ssim=0.8824 run_seconds=83706.843
epoch 2097 heartbeat: batch=263/455 avg_train_loss=0.100086 avg_train_ssim=0.8823 run_seconds=83716.876
epoch 2097 heartbeat: batch=390/455 avg_train_loss=0.100000 avg_train_ssim=0.8824 run_seconds=83726.911
epoch 2097: train_loss=0.100014 train_ssim=0.8824 val_loss=0.107545 val_ssim=0.8736 val_psnr=32.51 lr=5.2469517e-05 epoch_seconds=39.023 run_seconds=83735.586 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2098 heartbeat: batch=1/455 avg_train_loss=0.096876 avg_train_ssim=0.8861 run_seconds=83735.878
epoch 2098 heartbeat: batch=125/455 avg_train_loss=0.099795 avg_train_ssim=0.8827 run_seconds=83745.880
epoch 2098 heartbeat: batch=260/455 avg_train_loss=0.099863 avg_train_ssim=0.8826 run_seconds=83755.949
epoch 2098 heartbeat: batch=387/455 avg_train_loss=0.099903 avg_train_ssim=0.8826 run_seconds=83765.989
epoch 2098: train_loss=0.099967 train_ssim=0.8825 val_loss=0.107539 val_ssim=0.8736 val_psnr=32.46 lr=4.7562087e-05 epoch_seconds=39.305 run_seconds=83774.930 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2099 heartbeat: batch=1/455 avg_train_loss=0.096664 avg_train_ssim=0.8864 run_seconds=83775.235
epoch 2099 heartbeat: batch=128/455 avg_train_loss=0.099923 avg_train_ssim=0.8825 run_seconds=83785.251
epoch 2099 heartbeat: batch=262/455 avg_train_loss=0.100033 avg_train_ssim=0.8824 run_seconds=83795.295
epoch 2099 heartbeat: batch=389/455 avg_train_loss=0.099968 avg_train_ssim=0.8825 run_seconds=83805.359
epoch 2099: train_loss=0.099955 train_ssim=0.8825 val_loss=0.107559 val_ssim=0.8736 val_psnr=32.49 lr=4.2913484e-05 epoch_seconds=39.158 run_seconds=83814.124 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2100 heartbeat: batch=1/455 avg_train_loss=0.102468 avg_train_ssim=0.8796 run_seconds=83814.403
epoch 2100 heartbeat: batch=128/455 avg_train_loss=0.099973 avg_train_ssim=0.8825 run_seconds=83824.437
epoch 2100 heartbeat: batch=263/455 avg_train_loss=0.100023 avg_train_ssim=0.8824 run_seconds=83834.515
epoch 2100 heartbeat: batch=390/455 avg_train_loss=0.099928 avg_train_ssim=0.8825 run_seconds=83844.539
epoch 2100: train_loss=0.099923 train_ssim=0.8825 val_loss=0.107494 val_ssim=0.8736 val_psnr=32.53 lr=3.8534908e-05 epoch_seconds=39.068 run_seconds=83853.231 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2101 heartbeat: batch=1/455 avg_train_loss=0.097482 avg_train_ssim=0.8854 run_seconds=83853.542
epoch 2101 heartbeat: batch=128/455 avg_train_loss=0.099914 avg_train_ssim=0.8825 run_seconds=83863.555
epoch 2101 heartbeat: batch=262/455 avg_train_loss=0.099988 avg_train_ssim=0.8825 run_seconds=83873.628
epoch 2101 heartbeat: batch=389/455 avg_train_loss=0.099947 avg_train_ssim=0.8825 run_seconds=83883.703
epoch 2101: train_loss=0.099918 train_ssim=0.8825 val_loss=0.107420 val_ssim=0.8737 val_psnr=32.50 lr=3.4436906e-05 epoch_seconds=39.139 run_seconds=83892.408 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2102 heartbeat: batch=1/455 avg_train_loss=0.099556 avg_train_ssim=0.8830 run_seconds=83892.723
epoch 2102 heartbeat: batch=128/455 avg_train_loss=0.099912 avg_train_ssim=0.8826 run_seconds=83902.738
epoch 2102 heartbeat: batch=262/455 avg_train_loss=0.099944 avg_train_ssim=0.8825 run_seconds=83912.749
epoch 2102 heartbeat: batch=389/455 avg_train_loss=0.099917 avg_train_ssim=0.8825 run_seconds=83922.780
epoch 2102: train_loss=0.099907 train_ssim=0.8826 val_loss=0.107443 val_ssim=0.8737 val_psnr=32.46 lr=3.0629352e-05 epoch_seconds=39.089 run_seconds=83931.537 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2103 heartbeat: batch=1/455 avg_train_loss=0.097196 avg_train_ssim=0.8857 run_seconds=83931.819
epoch 2103 heartbeat: batch=127/455 avg_train_loss=0.099873 avg_train_ssim=0.8826 run_seconds=83941.823
epoch 2103 heartbeat: batch=261/455 avg_train_loss=0.099966 avg_train_ssim=0.8825 run_seconds=83951.868
epoch 2103 heartbeat: batch=388/455 avg_train_loss=0.099902 avg_train_ssim=0.8826 run_seconds=83961.911
epoch 2103: train_loss=0.099861 train_ssim=0.8826 val_loss=0.107472 val_ssim=0.8737 val_psnr=32.44 lr=2.7121417e-05 epoch_seconds=39.202 run_seconds=83970.778 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2104 heartbeat: batch=1/455 avg_train_loss=0.097001 avg_train_ssim=0.8860 run_seconds=83971.052
epoch 2104 heartbeat: batch=128/455 avg_train_loss=0.099792 avg_train_ssim=0.8827 run_seconds=83981.091
epoch 2104 heartbeat: batch=263/455 avg_train_loss=0.099761 avg_train_ssim=0.8827 run_seconds=83991.168
epoch 2104 heartbeat: batch=390/455 avg_train_loss=0.099794 avg_train_ssim=0.8827 run_seconds=84001.203
epoch 2104: train_loss=0.099832 train_ssim=0.8826 val_loss=0.107460 val_ssim=0.8737 val_psnr=32.48 lr=2.3921552e-05 epoch_seconds=39.079 run_seconds=84009.892 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2105 heartbeat: batch=1/455 avg_train_loss=0.095789 avg_train_ssim=0.8874 run_seconds=84010.165
epoch 2105 heartbeat: batch=128/455 avg_train_loss=0.100058 avg_train_ssim=0.8824 run_seconds=84020.174
epoch 2105 heartbeat: batch=262/455 avg_train_loss=0.099818 avg_train_ssim=0.8827 run_seconds=84030.201
epoch 2105 heartbeat: batch=389/455 avg_train_loss=0.099846 avg_train_ssim=0.8826 run_seconds=84040.244
epoch 2105: train_loss=0.099829 train_ssim=0.8826 val_loss=0.107409 val_ssim=0.8737 val_psnr=32.48 lr=2.1037468e-05 epoch_seconds=39.054 run_seconds=84048.982 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2106 heartbeat: batch=1/455 avg_train_loss=0.100513 avg_train_ssim=0.8818 run_seconds=84049.251
epoch 2106 heartbeat: batch=128/455 avg_train_loss=0.099782 avg_train_ssim=0.8827 run_seconds=84059.265
epoch 2106 heartbeat: batch=262/455 avg_train_loss=0.099795 avg_train_ssim=0.8827 run_seconds=84069.278
epoch 2106 heartbeat: batch=389/455 avg_train_loss=0.099805 avg_train_ssim=0.8827 run_seconds=84079.298
epoch 2106: train_loss=0.099805 train_ssim=0.8827 val_loss=0.107434 val_ssim=0.8737 val_psnr=32.46 lr=1.8476111e-05 epoch_seconds=39.039 run_seconds=84088.057 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2107 heartbeat: batch=1/455 avg_train_loss=0.098224 avg_train_ssim=0.8845 run_seconds=84088.356
epoch 2107 heartbeat: batch=127/455 avg_train_loss=0.099888 avg_train_ssim=0.8826 run_seconds=84098.380
epoch 2107 heartbeat: batch=261/455 avg_train_loss=0.099805 avg_train_ssim=0.8827 run_seconds=84108.439
epoch 2107 heartbeat: batch=388/455 avg_train_loss=0.099831 avg_train_ssim=0.8826 run_seconds=84118.471
epoch 2107: train_loss=0.099785 train_ssim=0.8827 val_loss=0.107337 val_ssim=0.8738 val_psnr=32.46 lr=1.6243651e-05 epoch_seconds=39.260 run_seconds=84127.354 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2108 heartbeat: batch=1/455 avg_train_loss=0.101915 avg_train_ssim=0.8802 run_seconds=84127.641
epoch 2108 heartbeat: batch=128/455 avg_train_loss=0.099817 avg_train_ssim=0.8827 run_seconds=84137.701
epoch 2108 heartbeat: batch=262/455 avg_train_loss=0.099815 avg_train_ssim=0.8827 run_seconds=84147.775
epoch 2108 heartbeat: batch=389/455 avg_train_loss=0.099828 avg_train_ssim=0.8826 run_seconds=84157.793
epoch 2108: train_loss=0.099816 train_ssim=0.8827 val_loss=0.107360 val_ssim=0.8738 val_psnr=32.48 lr=1.4345468e-05 epoch_seconds=39.196 run_seconds=84166.585 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2109 heartbeat: batch=1/455 avg_train_loss=0.100688 avg_train_ssim=0.8816 run_seconds=84166.859
epoch 2109 heartbeat: batch=128/455 avg_train_loss=0.099513 avg_train_ssim=0.8830 run_seconds=84176.871
epoch 2109 heartbeat: batch=262/455 avg_train_loss=0.099695 avg_train_ssim=0.8828 run_seconds=84186.881
epoch 2109 heartbeat: batch=389/455 avg_train_loss=0.099723 avg_train_ssim=0.8828 run_seconds=84196.920
epoch 2109: train_loss=0.099721 train_ssim=0.8828 val_loss=0.107361 val_ssim=0.8738 val_psnr=32.46 lr=1.2786134e-05 epoch_seconds=39.072 run_seconds=84205.693 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2110 heartbeat: batch=1/455 avg_train_loss=0.097823 avg_train_ssim=0.8850 run_seconds=84205.975
epoch 2110 heartbeat: batch=128/455 avg_train_loss=0.099706 avg_train_ssim=0.8828 run_seconds=84216.000
epoch 2110 heartbeat: batch=262/455 avg_train_loss=0.099835 avg_train_ssim=0.8826 run_seconds=84226.019
epoch 2110 heartbeat: batch=388/455 avg_train_loss=0.099742 avg_train_ssim=0.8828 run_seconds=84236.090
epoch 2110: train_loss=0.099726 train_ssim=0.8828 val_loss=0.107345 val_ssim=0.8738 val_psnr=32.43 lr=1.1569406e-05 epoch_seconds=39.246 run_seconds=84244.976 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2111 heartbeat: batch=1/455 avg_train_loss=0.099889 avg_train_ssim=0.8826 run_seconds=84245.250
epoch 2111 heartbeat: batch=128/455 avg_train_loss=0.099497 avg_train_ssim=0.8830 run_seconds=84255.276
epoch 2111 heartbeat: batch=262/455 avg_train_loss=0.099657 avg_train_ssim=0.8829 run_seconds=84265.301
epoch 2111 heartbeat: batch=389/455 avg_train_loss=0.099739 avg_train_ssim=0.8828 run_seconds=84275.352
epoch 2111: train_loss=0.099750 train_ssim=0.8827 val_loss=0.107419 val_ssim=0.8737 val_psnr=32.51 lr=1.0698215e-05 epoch_seconds=39.142 run_seconds=84284.156 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2112 heartbeat: batch=1/455 avg_train_loss=0.098483 avg_train_ssim=0.8842 run_seconds=84284.432
epoch 2112 heartbeat: batch=128/455 avg_train_loss=0.099914 avg_train_ssim=0.8825 run_seconds=84294.468
epoch 2112 heartbeat: batch=262/455 avg_train_loss=0.099736 avg_train_ssim=0.8828 run_seconds=84304.474
epoch 2112 heartbeat: batch=389/455 avg_train_loss=0.099730 avg_train_ssim=0.8828 run_seconds=84314.496
epoch 2112: train_loss=0.099749 train_ssim=0.8827 val_loss=0.107387 val_ssim=0.8738 val_psnr=32.52 lr=1.0174659e-05 epoch_seconds=39.026 run_seconds=84323.220 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2113 heartbeat: batch=1/455 avg_train_loss=0.103028 avg_train_ssim=0.8789 run_seconds=84323.492
epoch 2113 heartbeat: batch=128/455 avg_train_loss=0.099812 avg_train_ssim=0.8827 run_seconds=84333.504
epoch 2113 heartbeat: batch=262/455 avg_train_loss=0.099769 avg_train_ssim=0.8827 run_seconds=84343.527
epoch 2113 heartbeat: batch=389/455 avg_train_loss=0.099736 avg_train_ssim=0.8828 run_seconds=84353.552
epoch 2113: train_loss=0.099731 train_ssim=0.8828 val_loss=0.107323 val_ssim=0.8738 val_psnr=32.46 lr=1e-05 epoch_seconds=39.110 run_seconds=84362.364 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2114 heartbeat: batch=1/455 avg_train_loss=0.096232 avg_train_ssim=0.8869 run_seconds=84362.773
epoch 2114 heartbeat: batch=128/455 avg_train_loss=0.099829 avg_train_ssim=0.8826 run_seconds=84372.805
epoch 2114 heartbeat: batch=262/455 avg_train_loss=0.099685 avg_train_ssim=0.8828 run_seconds=84382.833
epoch 2114 heartbeat: batch=389/455 avg_train_loss=0.099770 avg_train_ssim=0.8827 run_seconds=84392.884
epoch 2114: train_loss=0.099736 train_ssim=0.8828 val_loss=0.107383 val_ssim=0.8738 val_psnr=32.51 lr=1.0174659e-05 epoch_seconds=39.294 run_seconds=84401.724 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2115 heartbeat: batch=1/455 avg_train_loss=0.097054 avg_train_ssim=0.8859 run_seconds=84402.000
epoch 2115 heartbeat: batch=128/455 avg_train_loss=0.099639 avg_train_ssim=0.8829 run_seconds=84412.014
epoch 2115 heartbeat: batch=263/455 avg_train_loss=0.099622 avg_train_ssim=0.8829 run_seconds=84422.084
epoch 2115 heartbeat: batch=390/455 avg_train_loss=0.099757 avg_train_ssim=0.8827 run_seconds=84432.113
epoch 2115: train_loss=0.099727 train_ssim=0.8828 val_loss=0.107362 val_ssim=0.8738 val_psnr=32.43 lr=1.0698215e-05 epoch_seconds=39.052 run_seconds=84440.812 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2116 heartbeat: batch=1/455 avg_train_loss=0.099371 avg_train_ssim=0.8832 run_seconds=84441.084
epoch 2116 heartbeat: batch=128/455 avg_train_loss=0.099594 avg_train_ssim=0.8829 run_seconds=84451.096
epoch 2116 heartbeat: batch=262/455 avg_train_loss=0.099742 avg_train_ssim=0.8828 run_seconds=84461.108
epoch 2116 heartbeat: batch=389/455 avg_train_loss=0.099707 avg_train_ssim=0.8828 run_seconds=84471.136
epoch 2116: train_loss=0.099760 train_ssim=0.8827 val_loss=0.107385 val_ssim=0.8738 val_psnr=32.51 lr=1.1569406e-05 epoch_seconds=39.071 run_seconds=84479.920 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2117 heartbeat: batch=1/455 avg_train_loss=0.100087 avg_train_ssim=0.8823 run_seconds=84480.190
epoch 2117 heartbeat: batch=128/455 avg_train_loss=0.099576 avg_train_ssim=0.8829 run_seconds=84490.209
epoch 2117 heartbeat: batch=262/455 avg_train_loss=0.099694 avg_train_ssim=0.8828 run_seconds=84500.217
epoch 2117 heartbeat: batch=389/455 avg_train_loss=0.099769 avg_train_ssim=0.8827 run_seconds=84510.244
epoch 2117: train_loss=0.099753 train_ssim=0.8827 val_loss=0.107339 val_ssim=0.8738 val_psnr=32.41 lr=1.2786134e-05 epoch_seconds=39.093 run_seconds=84519.051 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2118 heartbeat: batch=1/455 avg_train_loss=0.100769 avg_train_ssim=0.8815 run_seconds=84519.383
epoch 2118 heartbeat: batch=128/455 avg_train_loss=0.099598 avg_train_ssim=0.8829 run_seconds=84529.397
epoch 2118 heartbeat: batch=262/455 avg_train_loss=0.099739 avg_train_ssim=0.8828 run_seconds=84539.428
epoch 2118 heartbeat: batch=389/455 avg_train_loss=0.099719 avg_train_ssim=0.8828 run_seconds=84549.471
epoch 2118: train_loss=0.099769 train_ssim=0.8827 val_loss=0.107417 val_ssim=0.8737 val_psnr=32.48 lr=1.4345468e-05 epoch_seconds=39.144 run_seconds=84558.231 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2119 heartbeat: batch=1/455 avg_train_loss=0.098176 avg_train_ssim=0.8846 run_seconds=84558.511
epoch 2119 heartbeat: batch=128/455 avg_train_loss=0.099832 avg_train_ssim=0.8826 run_seconds=84568.551
epoch 2119 heartbeat: batch=262/455 avg_train_loss=0.099808 avg_train_ssim=0.8827 run_seconds=84578.573
epoch 2119 heartbeat: batch=389/455 avg_train_loss=0.099819 avg_train_ssim=0.8827 run_seconds=84588.603
epoch 2119: train_loss=0.099764 train_ssim=0.8827 val_loss=0.107332 val_ssim=0.8738 val_psnr=32.49 lr=1.6243651e-05 epoch_seconds=39.140 run_seconds=84597.408 gpu_index=0 gpu_util_pct=84 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2120 heartbeat: batch=1/455 avg_train_loss=0.098626 avg_train_ssim=0.8841 run_seconds=84597.683
epoch 2120 heartbeat: batch=128/455 avg_train_loss=0.099612 avg_train_ssim=0.8829 run_seconds=84607.708
epoch 2120 heartbeat: batch=262/455 avg_train_loss=0.099734 avg_train_ssim=0.8828 run_seconds=84617.754
epoch 2120 heartbeat: batch=388/455 avg_train_loss=0.099751 avg_train_ssim=0.8827 run_seconds=84627.762
epoch 2120: train_loss=0.099749 train_ssim=0.8827 val_loss=0.107389 val_ssim=0.8738 val_psnr=32.47 lr=1.8476111e-05 epoch_seconds=39.236 run_seconds=84636.682 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2121 heartbeat: batch=1/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=84637.004
epoch 2121 heartbeat: batch=128/455 avg_train_loss=0.099893 avg_train_ssim=0.8826 run_seconds=84647.017
epoch 2121 heartbeat: batch=263/455 avg_train_loss=0.099941 avg_train_ssim=0.8825 run_seconds=84657.074
epoch 2121 heartbeat: batch=390/455 avg_train_loss=0.099916 avg_train_ssim=0.8825 run_seconds=84667.098
epoch 2121: train_loss=0.099847 train_ssim=0.8826 val_loss=0.107401 val_ssim=0.8737 val_psnr=32.46 lr=2.1037468e-05 epoch_seconds=39.039 run_seconds=84675.758 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2122 heartbeat: batch=1/455 avg_train_loss=0.096320 avg_train_ssim=0.8868 run_seconds=84676.063
epoch 2122 heartbeat: batch=128/455 avg_train_loss=0.099909 avg_train_ssim=0.8826 run_seconds=84686.096
epoch 2122 heartbeat: batch=262/455 avg_train_loss=0.099798 avg_train_ssim=0.8827 run_seconds=84696.098
epoch 2122 heartbeat: batch=389/455 avg_train_loss=0.099838 avg_train_ssim=0.8826 run_seconds=84706.125
epoch 2122: train_loss=0.099829 train_ssim=0.8826 val_loss=0.107376 val_ssim=0.8738 val_psnr=32.46 lr=2.3921552e-05 epoch_seconds=39.131 run_seconds=84714.925 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2123 heartbeat: batch=1/455 avg_train_loss=0.099169 avg_train_ssim=0.8834 run_seconds=84715.226
epoch 2123 heartbeat: batch=128/455 avg_train_loss=0.100169 avg_train_ssim=0.8822 run_seconds=84725.303
epoch 2123 heartbeat: batch=262/455 avg_train_loss=0.100005 avg_train_ssim=0.8824 run_seconds=84735.367
epoch 2123 heartbeat: batch=389/455 avg_train_loss=0.099897 avg_train_ssim=0.8826 run_seconds=84745.396
epoch 2123: train_loss=0.099862 train_ssim=0.8826 val_loss=0.107442 val_ssim=0.8737 val_psnr=32.49 lr=2.7121417e-05 epoch_seconds=39.193 run_seconds=84754.155 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2124 heartbeat: batch=1/455 avg_train_loss=0.099879 avg_train_ssim=0.8826 run_seconds=84754.420
epoch 2124 heartbeat: batch=128/455 avg_train_loss=0.099737 avg_train_ssim=0.8828 run_seconds=84764.448
epoch 2124 heartbeat: batch=263/455 avg_train_loss=0.099814 avg_train_ssim=0.8827 run_seconds=84774.518
epoch 2124 heartbeat: batch=390/455 avg_train_loss=0.099859 avg_train_ssim=0.8826 run_seconds=84784.547
epoch 2124: train_loss=0.099881 train_ssim=0.8826 val_loss=0.107468 val_ssim=0.8737 val_psnr=32.51 lr=3.0629352e-05 epoch_seconds=39.040 run_seconds=84793.232 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2125 heartbeat: batch=1/455 avg_train_loss=0.099899 avg_train_ssim=0.8826 run_seconds=84793.506
epoch 2125 heartbeat: batch=128/455 avg_train_loss=0.099873 avg_train_ssim=0.8826 run_seconds=84803.553
epoch 2125 heartbeat: batch=262/455 avg_train_loss=0.099943 avg_train_ssim=0.8825 run_seconds=84813.593
epoch 2125 heartbeat: batch=389/455 avg_train_loss=0.099818 avg_train_ssim=0.8827 run_seconds=84823.621
epoch 2125: train_loss=0.099860 train_ssim=0.8826 val_loss=0.107432 val_ssim=0.8737 val_psnr=32.46 lr=3.4436906e-05 epoch_seconds=39.103 run_seconds=84832.373 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2126 heartbeat: batch=1/455 avg_train_loss=0.096346 avg_train_ssim=0.8867 run_seconds=84832.646
epoch 2126 heartbeat: batch=128/455 avg_train_loss=0.100153 avg_train_ssim=0.8823 run_seconds=84842.683
epoch 2126 heartbeat: batch=262/455 avg_train_loss=0.099946 avg_train_ssim=0.8825 run_seconds=84852.692
epoch 2126 heartbeat: batch=389/455 avg_train_loss=0.099957 avg_train_ssim=0.8825 run_seconds=84862.722
epoch 2126: train_loss=0.099897 train_ssim=0.8826 val_loss=0.107381 val_ssim=0.8738 val_psnr=32.44 lr=3.8534908e-05 epoch_seconds=39.088 run_seconds=84871.497 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2127 heartbeat: batch=1/455 avg_train_loss=0.102327 avg_train_ssim=0.8797 run_seconds=84871.774
epoch 2127 heartbeat: batch=128/455 avg_train_loss=0.100025 avg_train_ssim=0.8824 run_seconds=84881.792
epoch 2127 heartbeat: batch=262/455 avg_train_loss=0.099933 avg_train_ssim=0.8825 run_seconds=84891.805
epoch 2127 heartbeat: batch=389/455 avg_train_loss=0.099898 avg_train_ssim=0.8826 run_seconds=84901.830
epoch 2127: train_loss=0.099936 train_ssim=0.8825 val_loss=0.107581 val_ssim=0.8735 val_psnr=32.46 lr=4.2913484e-05 epoch_seconds=39.020 run_seconds=84910.553 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2128 heartbeat: batch=1/455 avg_train_loss=0.099300 avg_train_ssim=0.8833 run_seconds=84910.830
epoch 2128 heartbeat: batch=128/455 avg_train_loss=0.100256 avg_train_ssim=0.8821 run_seconds=84920.866
epoch 2128 heartbeat: batch=262/455 avg_train_loss=0.100037 avg_train_ssim=0.8824 run_seconds=84930.875
epoch 2128 heartbeat: batch=389/455 avg_train_loss=0.099964 avg_train_ssim=0.8825 run_seconds=84940.903
epoch 2128: train_loss=0.099979 train_ssim=0.8825 val_loss=0.107547 val_ssim=0.8736 val_psnr=32.49 lr=4.7562087e-05 epoch_seconds=39.081 run_seconds=84949.671 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2129 heartbeat: batch=1/455 avg_train_loss=0.105360 avg_train_ssim=0.8762 run_seconds=84949.950
epoch 2129 heartbeat: batch=128/455 avg_train_loss=0.099907 avg_train_ssim=0.8826 run_seconds=84959.986
epoch 2129 heartbeat: batch=262/455 avg_train_loss=0.099927 avg_train_ssim=0.8825 run_seconds=84970.058
epoch 2129 heartbeat: batch=389/455 avg_train_loss=0.099978 avg_train_ssim=0.8825 run_seconds=84980.089
epoch 2129: train_loss=0.099955 train_ssim=0.8825 val_loss=0.107590 val_ssim=0.8735 val_psnr=32.46 lr=5.2469517e-05 epoch_seconds=39.097 run_seconds=84988.804 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2130 heartbeat: batch=1/455 avg_train_loss=0.101676 avg_train_ssim=0.8805 run_seconds=84989.093
epoch 2130 heartbeat: batch=128/455 avg_train_loss=0.100083 avg_train_ssim=0.8824 run_seconds=84999.111
epoch 2130 heartbeat: batch=261/455 avg_train_loss=0.100039 avg_train_ssim=0.8824 run_seconds=85009.137
epoch 2130 heartbeat: batch=388/455 avg_train_loss=0.099956 avg_train_ssim=0.8825 run_seconds=85019.183
epoch 2130: train_loss=0.100009 train_ssim=0.8824 val_loss=0.107691 val_ssim=0.8734 val_psnr=32.46 lr=5.7623952e-05 epoch_seconds=39.176 run_seconds=85028.024 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2131 heartbeat: batch=1/455 avg_train_loss=0.101703 avg_train_ssim=0.8805 run_seconds=85028.301
epoch 2131 heartbeat: batch=128/455 avg_train_loss=0.100090 avg_train_ssim=0.8823 run_seconds=85038.325
epoch 2131 heartbeat: batch=262/455 avg_train_loss=0.100003 avg_train_ssim=0.8824 run_seconds=85048.378
epoch 2131 heartbeat: batch=389/455 avg_train_loss=0.100016 avg_train_ssim=0.8824 run_seconds=85058.419
epoch 2131: train_loss=0.100024 train_ssim=0.8824 val_loss=0.107655 val_ssim=0.8735 val_psnr=32.38 lr=6.3012974e-05 epoch_seconds=39.119 run_seconds=85067.180 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2132 heartbeat: batch=1/455 avg_train_loss=0.102194 avg_train_ssim=0.8799 run_seconds=85067.462
epoch 2132 heartbeat: batch=128/455 avg_train_loss=0.100130 avg_train_ssim=0.8823 run_seconds=85077.538
epoch 2132 heartbeat: batch=262/455 avg_train_loss=0.100061 avg_train_ssim=0.8824 run_seconds=85087.553
epoch 2132 heartbeat: batch=389/455 avg_train_loss=0.100111 avg_train_ssim=0.8823 run_seconds=85097.581
epoch 2132: train_loss=0.100106 train_ssim=0.8823 val_loss=0.107638 val_ssim=0.8735 val_psnr=32.44 lr=6.8623601e-05 epoch_seconds=39.129 run_seconds=85106.348 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2133 heartbeat: batch=1/455 avg_train_loss=0.102464 avg_train_ssim=0.8796 run_seconds=85106.636
epoch 2133 heartbeat: batch=128/455 avg_train_loss=0.100069 avg_train_ssim=0.8824 run_seconds=85116.672
epoch 2133 heartbeat: batch=262/455 avg_train_loss=0.100092 avg_train_ssim=0.8823 run_seconds=85126.732
epoch 2133 heartbeat: batch=389/455 avg_train_loss=0.100148 avg_train_ssim=0.8823 run_seconds=85136.758
epoch 2133: train_loss=0.100107 train_ssim=0.8823 val_loss=0.107614 val_ssim=0.8735 val_psnr=32.48 lr=7.4442316e-05 epoch_seconds=39.225 run_seconds=85145.609 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2134 heartbeat: batch=1/455 avg_train_loss=0.100172 avg_train_ssim=0.8822 run_seconds=85145.915
epoch 2134 heartbeat: batch=128/455 avg_train_loss=0.099936 avg_train_ssim=0.8825 run_seconds=85155.978
epoch 2134 heartbeat: batch=263/455 avg_train_loss=0.100046 avg_train_ssim=0.8824 run_seconds=85166.038
epoch 2134 heartbeat: batch=390/455 avg_train_loss=0.100071 avg_train_ssim=0.8824 run_seconds=85176.073
epoch 2134: train_loss=0.100166 train_ssim=0.8823 val_loss=0.107812 val_ssim=0.8733 val_psnr=32.53 lr=8.0455102e-05 epoch_seconds=39.094 run_seconds=85184.741 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2135 heartbeat: batch=1/455 avg_train_loss=0.106449 avg_train_ssim=0.8749 run_seconds=85185.054
epoch 2135 heartbeat: batch=128/455 avg_train_loss=0.100142 avg_train_ssim=0.8823 run_seconds=85195.074
epoch 2135 heartbeat: batch=262/455 avg_train_loss=0.100130 avg_train_ssim=0.8823 run_seconds=85205.120
epoch 2135 heartbeat: batch=389/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=85215.147
epoch 2135: train_loss=0.100143 train_ssim=0.8823 val_loss=0.107685 val_ssim=0.8734 val_psnr=32.47 lr=8.6647473e-05 epoch_seconds=39.106 run_seconds=85223.883 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2136 heartbeat: batch=1/455 avg_train_loss=0.098008 avg_train_ssim=0.8848 run_seconds=85224.198
epoch 2136 heartbeat: batch=128/455 avg_train_loss=0.100167 avg_train_ssim=0.8823 run_seconds=85234.267
epoch 2136 heartbeat: batch=262/455 avg_train_loss=0.100107 avg_train_ssim=0.8823 run_seconds=85244.270
epoch 2136 heartbeat: batch=389/455 avg_train_loss=0.100151 avg_train_ssim=0.8823 run_seconds=85254.290
epoch 2136: train_loss=0.100205 train_ssim=0.8822 val_loss=0.107724 val_ssim=0.8734 val_psnr=32.45 lr=9.3004511e-05 epoch_seconds=39.161 run_seconds=85263.082 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2137 heartbeat: batch=1/455 avg_train_loss=0.099902 avg_train_ssim=0.8826 run_seconds=85263.411
epoch 2137 heartbeat: batch=128/455 avg_train_loss=0.100087 avg_train_ssim=0.8823 run_seconds=85273.425
epoch 2137 heartbeat: batch=262/455 avg_train_loss=0.100178 avg_train_ssim=0.8822 run_seconds=85283.476
epoch 2137 heartbeat: batch=389/455 avg_train_loss=0.100188 avg_train_ssim=0.8822 run_seconds=85293.508
epoch 2137: train_loss=0.100244 train_ssim=0.8822 val_loss=0.107720 val_ssim=0.8734 val_psnr=32.40 lr=9.9510902e-05 epoch_seconds=39.129 run_seconds=85302.246 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2138 heartbeat: batch=1/455 avg_train_loss=0.096993 avg_train_ssim=0.8860 run_seconds=85302.517
epoch 2138 heartbeat: batch=128/455 avg_train_loss=0.100204 avg_train_ssim=0.8822 run_seconds=85312.549
epoch 2138 heartbeat: batch=263/455 avg_train_loss=0.100159 avg_train_ssim=0.8823 run_seconds=85322.611
epoch 2138 heartbeat: batch=389/455 avg_train_loss=0.100221 avg_train_ssim=0.8822 run_seconds=85332.630
epoch 2138: train_loss=0.100256 train_ssim=0.8821 val_loss=0.107782 val_ssim=0.8733 val_psnr=32.42 lr=0.00010615097 epoch_seconds=39.135 run_seconds=85341.417 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2139 heartbeat: batch=1/455 avg_train_loss=0.098930 avg_train_ssim=0.8837 run_seconds=85341.745
epoch 2139 heartbeat: batch=128/455 avg_train_loss=0.100199 avg_train_ssim=0.8822 run_seconds=85351.760
epoch 2139 heartbeat: batch=262/455 avg_train_loss=0.100352 avg_train_ssim=0.8820 run_seconds=85361.787
epoch 2139 heartbeat: batch=389/455 avg_train_loss=0.100314 avg_train_ssim=0.8821 run_seconds=85371.806
epoch 2139: train_loss=0.100303 train_ssim=0.8821 val_loss=0.107816 val_ssim=0.8733 val_psnr=32.38 lr=0.00011290872 epoch_seconds=39.104 run_seconds=85380.560 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2140 heartbeat: batch=1/455 avg_train_loss=0.097477 avg_train_ssim=0.8854 run_seconds=85380.838
epoch 2140 heartbeat: batch=128/455 avg_train_loss=0.100370 avg_train_ssim=0.8820 run_seconds=85390.854
epoch 2140 heartbeat: batch=262/455 avg_train_loss=0.100310 avg_train_ssim=0.8821 run_seconds=85400.907
epoch 2140 heartbeat: batch=389/455 avg_train_loss=0.100271 avg_train_ssim=0.8821 run_seconds=85410.928
epoch 2140: train_loss=0.100302 train_ssim=0.8821 val_loss=0.107699 val_ssim=0.8734 val_psnr=32.56 lr=0.00011976787 epoch_seconds=39.096 run_seconds=85419.694 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2141 heartbeat: batch=1/455 avg_train_loss=0.100890 avg_train_ssim=0.8814 run_seconds=85420.014
epoch 2141 heartbeat: batch=128/455 avg_train_loss=0.100227 avg_train_ssim=0.8822 run_seconds=85430.037
epoch 2141 heartbeat: batch=263/455 avg_train_loss=0.100341 avg_train_ssim=0.8820 run_seconds=85440.103
epoch 2141 heartbeat: batch=389/455 avg_train_loss=0.100389 avg_train_ssim=0.8820 run_seconds=85450.117
epoch 2141: train_loss=0.100374 train_ssim=0.8820 val_loss=0.107870 val_ssim=0.8732 val_psnr=32.45 lr=0.0001267119 epoch_seconds=39.131 run_seconds=85458.863 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2142 heartbeat: batch=1/455 avg_train_loss=0.099173 avg_train_ssim=0.8834 run_seconds=85459.142
epoch 2142 heartbeat: batch=128/455 avg_train_loss=0.100580 avg_train_ssim=0.8818 run_seconds=85469.154
epoch 2142 heartbeat: batch=262/455 avg_train_loss=0.100323 avg_train_ssim=0.8821 run_seconds=85479.220
epoch 2142 heartbeat: batch=389/455 avg_train_loss=0.100418 avg_train_ssim=0.8820 run_seconds=85489.242
epoch 2142: train_loss=0.100362 train_ssim=0.8820 val_loss=0.107949 val_ssim=0.8731 val_psnr=32.43 lr=0.00013372408 epoch_seconds=39.093 run_seconds=85497.993 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2143 heartbeat: batch=1/455 avg_train_loss=0.101953 avg_train_ssim=0.8802 run_seconds=85498.271
epoch 2143 heartbeat: batch=128/455 avg_train_loss=0.100544 avg_train_ssim=0.8818 run_seconds=85508.283
epoch 2143 heartbeat: batch=263/455 avg_train_loss=0.100435 avg_train_ssim=0.8819 run_seconds=85518.355
epoch 2143 heartbeat: batch=390/455 avg_train_loss=0.100391 avg_train_ssim=0.8820 run_seconds=85528.370
epoch 2143: train_loss=0.100376 train_ssim=0.8820 val_loss=0.107962 val_ssim=0.8731 val_psnr=32.25 lr=0.00014078751 epoch_seconds=39.071 run_seconds=85537.099 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2144 heartbeat: batch=1/455 avg_train_loss=0.105888 avg_train_ssim=0.8755 run_seconds=85537.377
epoch 2144 heartbeat: batch=127/455 avg_train_loss=0.100447 avg_train_ssim=0.8819 run_seconds=85547.409
epoch 2144 heartbeat: batch=261/455 avg_train_loss=0.100413 avg_train_ssim=0.8820 run_seconds=85557.451
epoch 2144 heartbeat: batch=388/455 avg_train_loss=0.100462 avg_train_ssim=0.8819 run_seconds=85567.477
epoch 2144: train_loss=0.100470 train_ssim=0.8819 val_loss=0.108521 val_ssim=0.8724 val_psnr=32.44 lr=0.00014788519 epoch_seconds=39.194 run_seconds=85576.332 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2145 heartbeat: batch=1/455 avg_train_loss=0.098777 avg_train_ssim=0.8839 run_seconds=85576.607
epoch 2145 heartbeat: batch=128/455 avg_train_loss=0.100383 avg_train_ssim=0.8820 run_seconds=85586.628
epoch 2145 heartbeat: batch=262/455 avg_train_loss=0.100271 avg_train_ssim=0.8821 run_seconds=85596.689
epoch 2145 heartbeat: batch=389/455 avg_train_loss=0.100316 avg_train_ssim=0.8821 run_seconds=85606.710
epoch 2145: train_loss=0.100423 train_ssim=0.8820 val_loss=0.108033 val_ssim=0.8730 val_psnr=32.40 lr=0.000155 epoch_seconds=39.109 run_seconds=85615.477 gpu_index=0 gpu_util_pct=85 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2146 heartbeat: batch=1/455 avg_train_loss=0.098440 avg_train_ssim=0.8843 run_seconds=85615.759
epoch 2146 heartbeat: batch=128/455 avg_train_loss=0.100061 avg_train_ssim=0.8824 run_seconds=85625.785
epoch 2146 heartbeat: batch=262/455 avg_train_loss=0.100376 avg_train_ssim=0.8820 run_seconds=85635.795
epoch 2146 heartbeat: batch=389/455 avg_train_loss=0.100451 avg_train_ssim=0.8819 run_seconds=85645.874
epoch 2146: train_loss=0.100434 train_ssim=0.8819 val_loss=0.107903 val_ssim=0.8732 val_psnr=32.53 lr=0.00016211481 epoch_seconds=39.172 run_seconds=85654.685 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2147 heartbeat: batch=1/455 avg_train_loss=0.097598 avg_train_ssim=0.8853 run_seconds=85654.977
epoch 2147 heartbeat: batch=128/455 avg_train_loss=0.100780 avg_train_ssim=0.8815 run_seconds=85665.003
epoch 2147 heartbeat: batch=262/455 avg_train_loss=0.100644 avg_train_ssim=0.8817 run_seconds=85675.035
epoch 2147 heartbeat: batch=389/455 avg_train_loss=0.100508 avg_train_ssim=0.8819 run_seconds=85685.056
epoch 2147: train_loss=0.100450 train_ssim=0.8819 val_loss=0.108212 val_ssim=0.8728 val_psnr=32.33 lr=0.00016921249 epoch_seconds=39.083 run_seconds=85693.807 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2148 heartbeat: batch=1/455 avg_train_loss=0.099485 avg_train_ssim=0.8831 run_seconds=85694.093
epoch 2148 heartbeat: batch=128/455 avg_train_loss=0.100240 avg_train_ssim=0.8822 run_seconds=85704.168
epoch 2148 heartbeat: batch=261/455 avg_train_loss=0.100374 avg_train_ssim=0.8820 run_seconds=85714.171
epoch 2148 heartbeat: batch=388/455 avg_train_loss=0.100456 avg_train_ssim=0.8819 run_seconds=85724.195
epoch 2148: train_loss=0.100497 train_ssim=0.8819 val_loss=0.108178 val_ssim=0.8728 val_psnr=32.49 lr=0.00017627592 epoch_seconds=39.169 run_seconds=85733.014 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2149 heartbeat: batch=1/455 avg_train_loss=0.102342 avg_train_ssim=0.8797 run_seconds=85733.311
epoch 2149 heartbeat: batch=128/455 avg_train_loss=0.101412 avg_train_ssim=0.8808 run_seconds=85743.338
epoch 2149 heartbeat: batch=262/455 avg_train_loss=0.101091 avg_train_ssim=0.8812 run_seconds=85753.381
epoch 2149 heartbeat: batch=389/455 avg_train_loss=0.100902 avg_train_ssim=0.8814 run_seconds=85763.432
epoch 2149: train_loss=0.100864 train_ssim=0.8814 val_loss=0.107840 val_ssim=0.8732 val_psnr=32.53 lr=0.0001832881 epoch_seconds=39.147 run_seconds=85772.199 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2150 heartbeat: batch=1/455 avg_train_loss=0.097825 avg_train_ssim=0.8850 run_seconds=85772.479
epoch 2150 heartbeat: batch=127/455 avg_train_loss=0.100352 avg_train_ssim=0.8820 run_seconds=85782.507
epoch 2150 heartbeat: batch=260/455 avg_train_loss=0.100434 avg_train_ssim=0.8819 run_seconds=85792.512
epoch 2150 heartbeat: batch=387/455 avg_train_loss=0.100506 avg_train_ssim=0.8819 run_seconds=85802.552
epoch 2150: train_loss=0.100545 train_ssim=0.8818 val_loss=0.107863 val_ssim=0.8732 val_psnr=32.38 lr=0.00019023213 epoch_seconds=39.228 run_seconds=85811.464 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2151 heartbeat: batch=1/455 avg_train_loss=0.099290 avg_train_ssim=0.8833 run_seconds=85811.761
epoch 2151 heartbeat: batch=128/455 avg_train_loss=0.100190 avg_train_ssim=0.8822 run_seconds=85821.790
epoch 2151 heartbeat: batch=263/455 avg_train_loss=0.100461 avg_train_ssim=0.8819 run_seconds=85831.838
epoch 2151 heartbeat: batch=390/455 avg_train_loss=0.100554 avg_train_ssim=0.8818 run_seconds=85841.880
epoch 2151: train_loss=0.100576 train_ssim=0.8818 val_loss=0.107833 val_ssim=0.8732 val_psnr=32.41 lr=0.00019709128 epoch_seconds=39.061 run_seconds=85850.560 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2152 heartbeat: batch=1/455 avg_train_loss=0.098605 avg_train_ssim=0.8841 run_seconds=85850.868
epoch 2152 heartbeat: batch=128/455 avg_train_loss=0.100588 avg_train_ssim=0.8818 run_seconds=85860.880
epoch 2152 heartbeat: batch=262/455 avg_train_loss=0.100590 avg_train_ssim=0.8818 run_seconds=85870.905
epoch 2152 heartbeat: batch=389/455 avg_train_loss=0.100632 avg_train_ssim=0.8817 run_seconds=85880.928
epoch 2152: train_loss=0.100613 train_ssim=0.8817 val_loss=0.107996 val_ssim=0.8730 val_psnr=32.38 lr=0.00020384903 epoch_seconds=39.052 run_seconds=85889.649 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2153 heartbeat: batch=1/455 avg_train_loss=0.098257 avg_train_ssim=0.8845 run_seconds=85889.961
epoch 2153 heartbeat: batch=127/455 avg_train_loss=0.100324 avg_train_ssim=0.8821 run_seconds=85900.005
epoch 2153 heartbeat: batch=261/455 avg_train_loss=0.100497 avg_train_ssim=0.8819 run_seconds=85910.047
epoch 2153 heartbeat: batch=388/455 avg_train_loss=0.100680 avg_train_ssim=0.8816 run_seconds=85920.077
epoch 2153: train_loss=0.100668 train_ssim=0.8817 val_loss=0.108010 val_ssim=0.8730 val_psnr=32.26 lr=0.0002104891 epoch_seconds=39.240 run_seconds=85928.927 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2154 heartbeat: batch=1/455 avg_train_loss=0.100036 avg_train_ssim=0.8824 run_seconds=85929.222
epoch 2154 heartbeat: batch=128/455 avg_train_loss=0.100616 avg_train_ssim=0.8817 run_seconds=85939.247
epoch 2154 heartbeat: batch=262/455 avg_train_loss=0.100809 avg_train_ssim=0.8815 run_seconds=85949.254
epoch 2154 heartbeat: batch=389/455 avg_train_loss=0.100804 avg_train_ssim=0.8815 run_seconds=85959.277
epoch 2154: train_loss=0.100835 train_ssim=0.8815 val_loss=0.107946 val_ssim=0.8731 val_psnr=32.39 lr=0.00021699549 epoch_seconds=39.056 run_seconds=85968.021 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2155 heartbeat: batch=1/455 avg_train_loss=0.099529 avg_train_ssim=0.8830 run_seconds=85968.293
epoch 2155 heartbeat: batch=127/455 avg_train_loss=0.100916 avg_train_ssim=0.8814 run_seconds=85978.297
epoch 2155 heartbeat: batch=262/455 avg_train_loss=0.100757 avg_train_ssim=0.8816 run_seconds=85988.375
epoch 2155 heartbeat: batch=389/455 avg_train_loss=0.100775 avg_train_ssim=0.8815 run_seconds=85998.399
epoch 2155: train_loss=0.100773 train_ssim=0.8815 val_loss=0.108157 val_ssim=0.8729 val_psnr=32.34 lr=0.00022335253 epoch_seconds=39.085 run_seconds=86007.143 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2156 heartbeat: batch=1/455 avg_train_loss=0.101529 avg_train_ssim=0.8807 run_seconds=86007.420
epoch 2156 heartbeat: batch=128/455 avg_train_loss=0.100945 avg_train_ssim=0.8813 run_seconds=86017.446
epoch 2156 heartbeat: batch=263/455 avg_train_loss=0.100808 avg_train_ssim=0.8815 run_seconds=86027.492
epoch 2156 heartbeat: batch=390/455 avg_train_loss=0.100755 avg_train_ssim=0.8816 run_seconds=86037.519
epoch 2156: train_loss=0.100705 train_ssim=0.8816 val_loss=0.107949 val_ssim=0.8731 val_psnr=32.47 lr=0.0002295449 epoch_seconds=39.002 run_seconds=86046.185 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2157 heartbeat: batch=1/455 avg_train_loss=0.099829 avg_train_ssim=0.8826 run_seconds=86046.459
epoch 2157 heartbeat: batch=128/455 avg_train_loss=0.100436 avg_train_ssim=0.8819 run_seconds=86056.482
epoch 2157 heartbeat: batch=262/455 avg_train_loss=0.100581 avg_train_ssim=0.8818 run_seconds=86066.517
epoch 2157 heartbeat: batch=389/455 avg_train_loss=0.100709 avg_train_ssim=0.8816 run_seconds=86076.542
epoch 2157: train_loss=0.100692 train_ssim=0.8816 val_loss=0.108301 val_ssim=0.8727 val_psnr=32.33 lr=0.00023555768 epoch_seconds=39.110 run_seconds=86085.331 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2158 heartbeat: batch=1/455 avg_train_loss=0.100660 avg_train_ssim=0.8817 run_seconds=86085.609
epoch 2158 heartbeat: batch=128/455 avg_train_loss=0.100972 avg_train_ssim=0.8813 run_seconds=86095.635
epoch 2158 heartbeat: batch=262/455 avg_train_loss=0.100845 avg_train_ssim=0.8815 run_seconds=86105.637
epoch 2158 heartbeat: batch=389/455 avg_train_loss=0.100805 avg_train_ssim=0.8815 run_seconds=86115.667
epoch 2158: train_loss=0.100790 train_ssim=0.8815 val_loss=0.108101 val_ssim=0.8729 val_psnr=32.42 lr=0.0002413764 epoch_seconds=39.066 run_seconds=86124.433 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2159 heartbeat: batch=1/455 avg_train_loss=0.099132 avg_train_ssim=0.8835 run_seconds=86124.752
epoch 2159 heartbeat: batch=128/455 avg_train_loss=0.100945 avg_train_ssim=0.8813 run_seconds=86134.788
epoch 2159 heartbeat: batch=263/455 avg_train_loss=0.100982 avg_train_ssim=0.8813 run_seconds=86144.864
epoch 2159 heartbeat: batch=390/455 avg_train_loss=0.100824 avg_train_ssim=0.8815 run_seconds=86154.888
epoch 2159: train_loss=0.100803 train_ssim=0.8815 val_loss=0.108257 val_ssim=0.8727 val_psnr=32.35 lr=0.00024698703 epoch_seconds=39.129 run_seconds=86163.599 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2160 heartbeat: batch=1/455 avg_train_loss=0.100314 avg_train_ssim=0.8821 run_seconds=86163.911
epoch 2160 heartbeat: batch=128/455 avg_train_loss=0.100519 avg_train_ssim=0.8818 run_seconds=86173.928
epoch 2160 heartbeat: batch=262/455 avg_train_loss=0.100754 avg_train_ssim=0.8816 run_seconds=86183.967
epoch 2160 heartbeat: batch=389/455 avg_train_loss=0.100745 avg_train_ssim=0.8816 run_seconds=86193.995
epoch 2160: train_loss=0.100765 train_ssim=0.8815 val_loss=0.108009 val_ssim=0.8730 val_psnr=32.11 lr=0.00025237605 epoch_seconds=39.080 run_seconds=86202.715 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2161 heartbeat: batch=1/455 avg_train_loss=0.095790 avg_train_ssim=0.8874 run_seconds=86202.992
epoch 2161 heartbeat: batch=127/455 avg_train_loss=0.100704 avg_train_ssim=0.8816 run_seconds=86213.020
epoch 2161 heartbeat: batch=261/455 avg_train_loss=0.100903 avg_train_ssim=0.8814 run_seconds=86223.049
epoch 2161 heartbeat: batch=388/455 avg_train_loss=0.100845 avg_train_ssim=0.8815 run_seconds=86233.082
epoch 2161: train_loss=0.100865 train_ssim=0.8814 val_loss=0.108130 val_ssim=0.8729 val_psnr=32.49 lr=0.00025753048 epoch_seconds=39.178 run_seconds=86241.930 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2162 heartbeat: batch=1/455 avg_train_loss=0.101864 avg_train_ssim=0.8803 run_seconds=86242.212
epoch 2162 heartbeat: batch=127/455 avg_train_loss=0.100504 avg_train_ssim=0.8819 run_seconds=86252.232
epoch 2162 heartbeat: batch=261/455 avg_train_loss=0.100749 avg_train_ssim=0.8816 run_seconds=86262.268
epoch 2162 heartbeat: batch=388/455 avg_train_loss=0.100809 avg_train_ssim=0.8815 run_seconds=86272.295
epoch 2162: train_loss=0.100837 train_ssim=0.8815 val_loss=0.108081 val_ssim=0.8729 val_psnr=32.36 lr=0.00026243791 epoch_seconds=39.213 run_seconds=86281.181 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2163 heartbeat: batch=1/455 avg_train_loss=0.100274 avg_train_ssim=0.8821 run_seconds=86281.477
epoch 2163 heartbeat: batch=128/455 avg_train_loss=0.100975 avg_train_ssim=0.8813 run_seconds=86291.504
epoch 2163 heartbeat: batch=262/455 avg_train_loss=0.100975 avg_train_ssim=0.8813 run_seconds=86301.579
epoch 2163 heartbeat: batch=389/455 avg_train_loss=0.100892 avg_train_ssim=0.8814 run_seconds=86311.634
epoch 2163: train_loss=0.100908 train_ssim=0.8814 val_loss=0.108117 val_ssim=0.8729 val_psnr=32.36 lr=0.00026708652 epoch_seconds=39.202 run_seconds=86320.421 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2164 heartbeat: batch=1/455 avg_train_loss=0.101279 avg_train_ssim=0.8809 run_seconds=86320.694
epoch 2164 heartbeat: batch=128/455 avg_train_loss=0.100894 avg_train_ssim=0.8814 run_seconds=86330.716
epoch 2164 heartbeat: batch=263/455 avg_train_loss=0.100930 avg_train_ssim=0.8814 run_seconds=86340.755
epoch 2164 heartbeat: batch=390/455 avg_train_loss=0.100875 avg_train_ssim=0.8814 run_seconds=86350.772
epoch 2164: train_loss=0.100907 train_ssim=0.8814 val_loss=0.108438 val_ssim=0.8725 val_psnr=32.28 lr=0.00027146509 epoch_seconds=38.980 run_seconds=86359.438 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2165 heartbeat: batch=1/455 avg_train_loss=0.099062 avg_train_ssim=0.8836 run_seconds=86359.714
epoch 2165 heartbeat: batch=128/455 avg_train_loss=0.100910 avg_train_ssim=0.8814 run_seconds=86369.723
epoch 2165 heartbeat: batch=263/455 avg_train_loss=0.100916 avg_train_ssim=0.8814 run_seconds=86379.767
epoch 2165 heartbeat: batch=390/455 avg_train_loss=0.101043 avg_train_ssim=0.8812 run_seconds=86389.791
epoch 2165: train_loss=0.101120 train_ssim=0.8811 val_loss=0.108608 val_ssim=0.8723 val_psnr=32.22 lr=0.00027556309 epoch_seconds=38.992 run_seconds=86398.468 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2166 heartbeat: batch=1/455 avg_train_loss=0.109321 avg_train_ssim=0.8715 run_seconds=86398.747
epoch 2166 heartbeat: batch=128/455 avg_train_loss=0.100773 avg_train_ssim=0.8815 run_seconds=86408.795
epoch 2166 heartbeat: batch=263/455 avg_train_loss=0.100741 avg_train_ssim=0.8816 run_seconds=86418.856
epoch 2166 heartbeat: batch=390/455 avg_train_loss=0.100838 avg_train_ssim=0.8815 run_seconds=86428.894
epoch 2166: train_loss=0.100855 train_ssim=0.8814 val_loss=0.108235 val_ssim=0.8728 val_psnr=32.41 lr=0.00027937065 epoch_seconds=39.077 run_seconds=86437.582 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2167 heartbeat: batch=1/455 avg_train_loss=0.098103 avg_train_ssim=0.8847 run_seconds=86437.886
epoch 2167 heartbeat: batch=128/455 avg_train_loss=0.100733 avg_train_ssim=0.8816 run_seconds=86447.897
epoch 2167 heartbeat: batch=267/455 avg_train_loss=0.100962 avg_train_ssim=0.8813 run_seconds=86457.978
epoch 2167 heartbeat: batch=394/455 avg_train_loss=0.100961 avg_train_ssim=0.8813 run_seconds=86468.008
epoch 2167: train_loss=0.100939 train_ssim=0.8813 val_loss=0.111451 val_ssim=0.8690 val_psnr=32.28 lr=0.00028287858 epoch_seconds=38.808 run_seconds=86476.427 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2168 heartbeat: batch=1/455 avg_train_loss=0.099176 avg_train_ssim=0.8834 run_seconds=86476.714
epoch 2168 heartbeat: batch=128/455 avg_train_loss=0.101121 avg_train_ssim=0.8811 run_seconds=86486.742
epoch 2168 heartbeat: batch=263/455 avg_train_loss=0.101152 avg_train_ssim=0.8811 run_seconds=86496.796
epoch 2168 heartbeat: batch=390/455 avg_train_loss=0.101077 avg_train_ssim=0.8812 run_seconds=86506.815
epoch 2168: train_loss=0.101066 train_ssim=0.8812 val_loss=0.108631 val_ssim=0.8723 val_psnr=32.44 lr=0.00028607845 epoch_seconds=39.034 run_seconds=86515.499 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2169 heartbeat: batch=1/455 avg_train_loss=0.107548 avg_train_ssim=0.8736 run_seconds=86515.780
epoch 2169 heartbeat: batch=128/455 avg_train_loss=0.100905 avg_train_ssim=0.8814 run_seconds=86525.834
epoch 2169 heartbeat: batch=263/455 avg_train_loss=0.100994 avg_train_ssim=0.8813 run_seconds=86535.898
epoch 2169 heartbeat: batch=390/455 avg_train_loss=0.101874 avg_train_ssim=0.8802 run_seconds=86545.922
epoch 2169: train_loss=0.101829 train_ssim=0.8803 val_loss=0.108675 val_ssim=0.8723 val_psnr=32.24 lr=0.00028896253 epoch_seconds=39.054 run_seconds=86554.590 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2170 heartbeat: batch=1/455 avg_train_loss=0.101953 avg_train_ssim=0.8802 run_seconds=86554.900
epoch 2170 heartbeat: batch=128/455 avg_train_loss=0.101199 avg_train_ssim=0.8810 run_seconds=86564.927
epoch 2170 heartbeat: batch=263/455 avg_train_loss=0.101165 avg_train_ssim=0.8811 run_seconds=86574.978
epoch 2170 heartbeat: batch=361/455 avg_train_loss=0.101165 avg_train_ssim=0.8811 run_seconds=86585.097
epoch 2170 heartbeat: batch=442/455 avg_train_loss=0.101147 avg_train_ssim=0.8811 run_seconds=86595.199
epoch 2170: train_loss=0.101199 train_ssim=0.8810 val_loss=0.109035 val_ssim=0.8718 val_psnr=32.18 lr=0.00029152389 epoch_seconds=47.323 run_seconds=86601.949 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21494 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2171 heartbeat: batch=1/455 avg_train_loss=0.100872 avg_train_ssim=0.8814 run_seconds=86602.287
epoch 2171 heartbeat: batch=83/455 avg_train_loss=0.101426 avg_train_ssim=0.8808 run_seconds=86612.370
epoch 2171 heartbeat: batch=164/455 avg_train_loss=0.101156 avg_train_ssim=0.8811 run_seconds=86622.441
epoch 2171 heartbeat: batch=246/455 avg_train_loss=0.101125 avg_train_ssim=0.8811 run_seconds=86632.462
epoch 2171 heartbeat: batch=328/455 avg_train_loss=0.101058 avg_train_ssim=0.8812 run_seconds=86642.502
epoch 2171 heartbeat: batch=409/455 avg_train_loss=0.100967 avg_train_ssim=0.8813 run_seconds=86652.557
epoch 2171: train_loss=0.101071 train_ssim=0.8812 val_loss=0.108463 val_ssim=0.8725 val_psnr=32.37 lr=0.00029375635 epoch_seconds=61.392 run_seconds=86663.384 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21366 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2172 heartbeat: batch=1/455 avg_train_loss=0.100298 avg_train_ssim=0.8821 run_seconds=86663.712
epoch 2172 heartbeat: batch=82/455 avg_train_loss=0.101423 avg_train_ssim=0.8808 run_seconds=86673.770
epoch 2172 heartbeat: batch=163/455 avg_train_loss=0.101266 avg_train_ssim=0.8810 run_seconds=86683.834
epoch 2172 heartbeat: batch=246/455 avg_train_loss=0.101024 avg_train_ssim=0.8812 run_seconds=86693.933
epoch 2172 heartbeat: batch=328/455 avg_train_loss=0.101001 avg_train_ssim=0.8813 run_seconds=86703.984
epoch 2172 heartbeat: batch=409/455 avg_train_loss=0.100951 avg_train_ssim=0.8813 run_seconds=86714.036
epoch 2172: train_loss=0.100960 train_ssim=0.8813 val_loss=0.108270 val_ssim=0.8727 val_psnr=32.40 lr=0.00029565453 epoch_seconds=61.524 run_seconds=86724.941 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2173 heartbeat: batch=1/455 avg_train_loss=0.099447 avg_train_ssim=0.8831 run_seconds=86725.279
epoch 2173 heartbeat: batch=82/455 avg_train_loss=0.101060 avg_train_ssim=0.8812 run_seconds=86735.338
epoch 2173 heartbeat: batch=163/455 avg_train_loss=0.100871 avg_train_ssim=0.8814 run_seconds=86745.407
epoch 2173 heartbeat: batch=245/455 avg_train_loss=0.100920 avg_train_ssim=0.8814 run_seconds=86755.442
epoch 2173 heartbeat: batch=327/455 avg_train_loss=0.100927 avg_train_ssim=0.8814 run_seconds=86765.468
epoch 2173 heartbeat: batch=408/455 avg_train_loss=0.100925 avg_train_ssim=0.8814 run_seconds=86775.487
epoch 2173: train_loss=0.100971 train_ssim=0.8813 val_loss=0.108525 val_ssim=0.8724 val_psnr=32.36 lr=0.00029721387 epoch_seconds=61.485 run_seconds=86786.462 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2174 heartbeat: batch=1/455 avg_train_loss=0.101834 avg_train_ssim=0.8803 run_seconds=86786.798
epoch 2174 heartbeat: batch=82/455 avg_train_loss=0.100410 avg_train_ssim=0.8820 run_seconds=86796.850
epoch 2174 heartbeat: batch=163/455 avg_train_loss=0.100837 avg_train_ssim=0.8815 run_seconds=86806.913
epoch 2174 heartbeat: batch=245/455 avg_train_loss=0.101092 avg_train_ssim=0.8812 run_seconds=86816.935
epoch 2174 heartbeat: batch=327/455 avg_train_loss=0.101205 avg_train_ssim=0.8810 run_seconds=86826.942
epoch 2174 heartbeat: batch=408/455 avg_train_loss=0.101229 avg_train_ssim=0.8810 run_seconds=86836.998
epoch 2174: train_loss=0.101182 train_ssim=0.8811 val_loss=0.108436 val_ssim=0.8725 val_psnr=32.37 lr=0.00029843059 epoch_seconds=61.513 run_seconds=86848.025 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2175 heartbeat: batch=1/455 avg_train_loss=0.102030 avg_train_ssim=0.8801 run_seconds=86848.356
epoch 2175 heartbeat: batch=82/455 avg_train_loss=0.101021 avg_train_ssim=0.8812 run_seconds=86858.404
epoch 2175 heartbeat: batch=164/455 avg_train_loss=0.100833 avg_train_ssim=0.8815 run_seconds=86868.521
epoch 2175 heartbeat: batch=246/455 avg_train_loss=0.100984 avg_train_ssim=0.8813 run_seconds=86878.550
epoch 2175 heartbeat: batch=328/455 avg_train_loss=0.100959 avg_train_ssim=0.8813 run_seconds=86888.598
epoch 2175 heartbeat: batch=409/455 avg_train_loss=0.101000 avg_train_ssim=0.8813 run_seconds=86898.664
epoch 2175: train_loss=0.101011 train_ssim=0.8813 val_loss=0.108582 val_ssim=0.8724 val_psnr=32.41 lr=0.00029930179 epoch_seconds=61.533 run_seconds=86909.595 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2176 heartbeat: batch=1/455 avg_train_loss=0.099065 avg_train_ssim=0.8836 run_seconds=86909.910
epoch 2176 heartbeat: batch=82/455 avg_train_loss=0.100948 avg_train_ssim=0.8813 run_seconds=86919.971
epoch 2176 heartbeat: batch=163/455 avg_train_loss=0.101250 avg_train_ssim=0.8810 run_seconds=86930.022
epoch 2176 heartbeat: batch=246/455 avg_train_loss=0.101068 avg_train_ssim=0.8812 run_seconds=86940.139
epoch 2176 heartbeat: batch=329/455 avg_train_loss=0.100981 avg_train_ssim=0.8813 run_seconds=86950.249
epoch 2176 heartbeat: batch=410/455 avg_train_loss=0.101032 avg_train_ssim=0.8812 run_seconds=86960.305
epoch 2176: train_loss=0.101024 train_ssim=0.8812 val_loss=0.108329 val_ssim=0.8727 val_psnr=32.37 lr=0.00029982534 epoch_seconds=61.427 run_seconds=86971.057 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2177 heartbeat: batch=1/455 avg_train_loss=0.101682 avg_train_ssim=0.8805 run_seconds=86971.399
epoch 2177 heartbeat: batch=82/455 avg_train_loss=0.100885 avg_train_ssim=0.8814 run_seconds=86981.455
epoch 2177 heartbeat: batch=163/455 avg_train_loss=0.100947 avg_train_ssim=0.8813 run_seconds=86991.506
epoch 2177 heartbeat: batch=245/455 avg_train_loss=0.101004 avg_train_ssim=0.8813 run_seconds=87001.540
epoch 2177 heartbeat: batch=327/455 avg_train_loss=0.100959 avg_train_ssim=0.8813 run_seconds=87011.578
epoch 2177 heartbeat: batch=408/455 avg_train_loss=0.101037 avg_train_ssim=0.8812 run_seconds=87021.635
epoch 2177: train_loss=0.101061 train_ssim=0.8812 val_loss=0.108749 val_ssim=0.8722 val_psnr=32.39 lr=0.0003 epoch_seconds=61.548 run_seconds=87032.641 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2178 heartbeat: batch=1/455 avg_train_loss=0.099085 avg_train_ssim=0.8835 run_seconds=87032.985
epoch 2178 heartbeat: batch=82/455 avg_train_loss=0.101029 avg_train_ssim=0.8812 run_seconds=87042.986
epoch 2178 heartbeat: batch=163/455 avg_train_loss=0.101028 avg_train_ssim=0.8812 run_seconds=87053.050
epoch 2178 heartbeat: batch=245/455 avg_train_loss=0.101070 avg_train_ssim=0.8812 run_seconds=87063.073
epoch 2178 heartbeat: batch=327/455 avg_train_loss=0.101006 avg_train_ssim=0.8813 run_seconds=87073.105
epoch 2178 heartbeat: batch=408/455 avg_train_loss=0.101018 avg_train_ssim=0.8813 run_seconds=87083.159
epoch 2178: train_loss=0.101009 train_ssim=0.8813 val_loss=0.108546 val_ssim=0.8724 val_psnr=32.17 lr=0.00029982534 epoch_seconds=61.470 run_seconds=87094.153 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2179 heartbeat: batch=1/455 avg_train_loss=0.102286 avg_train_ssim=0.8798 run_seconds=87094.488
epoch 2179 heartbeat: batch=82/455 avg_train_loss=0.101072 avg_train_ssim=0.8812 run_seconds=87104.539
epoch 2179 heartbeat: batch=163/455 avg_train_loss=0.101189 avg_train_ssim=0.8811 run_seconds=87114.593
epoch 2179 heartbeat: batch=246/455 avg_train_loss=0.101113 avg_train_ssim=0.8811 run_seconds=87124.675
epoch 2179 heartbeat: batch=328/455 avg_train_loss=0.101057 avg_train_ssim=0.8812 run_seconds=87134.693
epoch 2179 heartbeat: batch=409/455 avg_train_loss=0.102398 avg_train_ssim=0.8796 run_seconds=87144.739
epoch 2179: train_loss=0.102521 train_ssim=0.8795 val_loss=0.109629 val_ssim=0.8711 val_psnr=32.32 lr=0.00029930179 epoch_seconds=61.447 run_seconds=87155.635 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2180 heartbeat: batch=1/455 avg_train_loss=0.106773 avg_train_ssim=0.8745 run_seconds=87155.968
epoch 2180 heartbeat: batch=82/455 avg_train_loss=0.102609 avg_train_ssim=0.8794 run_seconds=87166.016
epoch 2180 heartbeat: batch=163/455 avg_train_loss=0.102266 avg_train_ssim=0.8798 run_seconds=87176.077
epoch 2180 heartbeat: batch=245/455 avg_train_loss=0.101974 avg_train_ssim=0.8801 run_seconds=87186.113
epoch 2180 heartbeat: batch=327/455 avg_train_loss=0.101893 avg_train_ssim=0.8802 run_seconds=87196.165
epoch 2180 heartbeat: batch=408/455 avg_train_loss=0.101804 avg_train_ssim=0.8803 run_seconds=87206.216
epoch 2180: train_loss=0.101791 train_ssim=0.8803 val_loss=0.108565 val_ssim=0.8724 val_psnr=32.38 lr=0.00029843059 epoch_seconds=61.400 run_seconds=87217.074 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2181 heartbeat: batch=1/455 avg_train_loss=0.096698 avg_train_ssim=0.8863 run_seconds=87217.387
epoch 2181 heartbeat: batch=82/455 avg_train_loss=0.101302 avg_train_ssim=0.8809 run_seconds=87227.433
epoch 2181 heartbeat: batch=163/455 avg_train_loss=0.101458 avg_train_ssim=0.8807 run_seconds=87237.474
epoch 2181 heartbeat: batch=245/455 avg_train_loss=0.101368 avg_train_ssim=0.8808 run_seconds=87247.542
epoch 2181 heartbeat: batch=327/455 avg_train_loss=0.101392 avg_train_ssim=0.8808 run_seconds=87257.568
epoch 2181 heartbeat: batch=408/455 avg_train_loss=0.101289 avg_train_ssim=0.8809 run_seconds=87267.621
epoch 2181: train_loss=0.101396 train_ssim=0.8808 val_loss=0.109807 val_ssim=0.8709 val_psnr=32.36 lr=0.00029721387 epoch_seconds=61.498 run_seconds=87278.608 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2182 heartbeat: batch=1/455 avg_train_loss=0.104042 avg_train_ssim=0.8777 run_seconds=87278.990
epoch 2182 heartbeat: batch=82/455 avg_train_loss=0.101826 avg_train_ssim=0.8803 run_seconds=87289.050
epoch 2182 heartbeat: batch=164/455 avg_train_loss=0.101569 avg_train_ssim=0.8806 run_seconds=87299.162
epoch 2182 heartbeat: batch=246/455 avg_train_loss=0.101427 avg_train_ssim=0.8808 run_seconds=87309.179
epoch 2182 heartbeat: batch=328/455 avg_train_loss=0.101408 avg_train_ssim=0.8808 run_seconds=87319.218
epoch 2182 heartbeat: batch=409/455 avg_train_loss=0.101317 avg_train_ssim=0.8809 run_seconds=87329.266
epoch 2182: train_loss=0.101325 train_ssim=0.8809 val_loss=0.108523 val_ssim=0.8724 val_psnr=32.28 lr=0.00029565453 epoch_seconds=61.488 run_seconds=87340.132 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2183 heartbeat: batch=1/455 avg_train_loss=0.100231 avg_train_ssim=0.8822 run_seconds=87340.485
epoch 2183 heartbeat: batch=82/455 avg_train_loss=0.101193 avg_train_ssim=0.8810 run_seconds=87350.525
epoch 2183 heartbeat: batch=163/455 avg_train_loss=0.101366 avg_train_ssim=0.8808 run_seconds=87360.572
epoch 2183 heartbeat: batch=245/455 avg_train_loss=0.101177 avg_train_ssim=0.8811 run_seconds=87370.585
epoch 2183 heartbeat: batch=327/455 avg_train_loss=0.101175 avg_train_ssim=0.8811 run_seconds=87380.593
epoch 2183 heartbeat: batch=409/455 avg_train_loss=0.101104 avg_train_ssim=0.8812 run_seconds=87390.709
epoch 2183: train_loss=0.101063 train_ssim=0.8812 val_loss=0.107857 val_ssim=0.8732 val_psnr=32.39 lr=0.00029375635 epoch_seconds=61.419 run_seconds=87401.587 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2184 heartbeat: batch=1/455 avg_train_loss=0.101125 avg_train_ssim=0.8811 run_seconds=87401.919
epoch 2184 heartbeat: batch=82/455 avg_train_loss=0.101526 avg_train_ssim=0.8807 run_seconds=87411.957
epoch 2184 heartbeat: batch=163/455 avg_train_loss=0.101457 avg_train_ssim=0.8807 run_seconds=87422.017
epoch 2184 heartbeat: batch=245/455 avg_train_loss=0.101200 avg_train_ssim=0.8810 run_seconds=87432.034
epoch 2184 heartbeat: batch=327/455 avg_train_loss=0.101178 avg_train_ssim=0.8811 run_seconds=87442.073
epoch 2184 heartbeat: batch=408/455 avg_train_loss=0.101045 avg_train_ssim=0.8812 run_seconds=87452.128
epoch 2184: train_loss=0.101063 train_ssim=0.8812 val_loss=0.108577 val_ssim=0.8724 val_psnr=32.25 lr=0.00029152389 epoch_seconds=61.481 run_seconds=87463.126 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2185 heartbeat: batch=1/455 avg_train_loss=0.097367 avg_train_ssim=0.8855 run_seconds=87463.447
epoch 2185 heartbeat: batch=83/455 avg_train_loss=0.100505 avg_train_ssim=0.8819 run_seconds=87473.558
epoch 2185 heartbeat: batch=164/455 avg_train_loss=0.100986 avg_train_ssim=0.8813 run_seconds=87483.606
epoch 2185 heartbeat: batch=246/455 avg_train_loss=0.100952 avg_train_ssim=0.8813 run_seconds=87493.609
epoch 2185 heartbeat: batch=329/455 avg_train_loss=0.100954 avg_train_ssim=0.8813 run_seconds=87503.732
epoch 2185 heartbeat: batch=410/455 avg_train_loss=0.101015 avg_train_ssim=0.8813 run_seconds=87513.780
epoch 2185: train_loss=0.100996 train_ssim=0.8813 val_loss=0.108209 val_ssim=0.8728 val_psnr=32.24 lr=0.00028896253 epoch_seconds=61.325 run_seconds=87524.487 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2186 heartbeat: batch=1/455 avg_train_loss=0.098437 avg_train_ssim=0.8843 run_seconds=87524.829
epoch 2186 heartbeat: batch=82/455 avg_train_loss=0.100754 avg_train_ssim=0.8816 run_seconds=87534.870
epoch 2186 heartbeat: batch=163/455 avg_train_loss=0.100731 avg_train_ssim=0.8816 run_seconds=87544.920
epoch 2186 heartbeat: batch=245/455 avg_train_loss=0.100760 avg_train_ssim=0.8816 run_seconds=87554.946
epoch 2186 heartbeat: batch=328/455 avg_train_loss=0.100869 avg_train_ssim=0.8814 run_seconds=87565.031
epoch 2186 heartbeat: batch=409/455 avg_train_loss=0.100915 avg_train_ssim=0.8814 run_seconds=87575.079
epoch 2186: train_loss=0.100960 train_ssim=0.8813 val_loss=0.108359 val_ssim=0.8726 val_psnr=32.48 lr=0.00028607845 epoch_seconds=61.461 run_seconds=87585.986 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2187 heartbeat: batch=1/455 avg_train_loss=0.100206 avg_train_ssim=0.8822 run_seconds=87586.315
epoch 2187 heartbeat: batch=82/455 avg_train_loss=0.101275 avg_train_ssim=0.8810 run_seconds=87596.362
epoch 2187 heartbeat: batch=163/455 avg_train_loss=0.101067 avg_train_ssim=0.8812 run_seconds=87606.415
epoch 2187 heartbeat: batch=245/455 avg_train_loss=0.101080 avg_train_ssim=0.8812 run_seconds=87616.432
epoch 2187 heartbeat: batch=327/455 avg_train_loss=0.101047 avg_train_ssim=0.8812 run_seconds=87626.455
epoch 2187 heartbeat: batch=408/455 avg_train_loss=0.100993 avg_train_ssim=0.8813 run_seconds=87636.506
epoch 2187: train_loss=0.100965 train_ssim=0.8813 val_loss=0.108252 val_ssim=0.8727 val_psnr=32.35 lr=0.00028287858 epoch_seconds=61.473 run_seconds=87647.495 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2188 heartbeat: batch=1/455 avg_train_loss=0.103861 avg_train_ssim=0.8779 run_seconds=87647.821
epoch 2188 heartbeat: batch=83/455 avg_train_loss=0.100529 avg_train_ssim=0.8818 run_seconds=87657.936
epoch 2188 heartbeat: batch=164/455 avg_train_loss=0.100678 avg_train_ssim=0.8817 run_seconds=87667.990
epoch 2188 heartbeat: batch=246/455 avg_train_loss=0.100755 avg_train_ssim=0.8816 run_seconds=87677.997
epoch 2188 heartbeat: batch=328/455 avg_train_loss=0.100818 avg_train_ssim=0.8815 run_seconds=87688.040
epoch 2188 heartbeat: batch=409/455 avg_train_loss=0.100892 avg_train_ssim=0.8814 run_seconds=87698.098
epoch 2188: train_loss=0.100890 train_ssim=0.8814 val_loss=0.108381 val_ssim=0.8726 val_psnr=32.36 lr=0.00027937065 epoch_seconds=61.422 run_seconds=87708.953 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2189 heartbeat: batch=1/455 avg_train_loss=0.100004 avg_train_ssim=0.8825 run_seconds=87709.302
epoch 2189 heartbeat: batch=82/455 avg_train_loss=0.100529 avg_train_ssim=0.8818 run_seconds=87719.344
epoch 2189 heartbeat: batch=163/455 avg_train_loss=0.100879 avg_train_ssim=0.8814 run_seconds=87729.417
epoch 2189 heartbeat: batch=246/455 avg_train_loss=0.100786 avg_train_ssim=0.8815 run_seconds=87739.474
epoch 2189 heartbeat: batch=328/455 avg_train_loss=0.100844 avg_train_ssim=0.8815 run_seconds=87749.494
epoch 2189 heartbeat: batch=409/455 avg_train_loss=0.100826 avg_train_ssim=0.8815 run_seconds=87759.554
epoch 2189: train_loss=0.100866 train_ssim=0.8814 val_loss=0.107926 val_ssim=0.8731 val_psnr=32.34 lr=0.00027556309 epoch_seconds=61.417 run_seconds=87770.409 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2190 heartbeat: batch=1/455 avg_train_loss=0.100748 avg_train_ssim=0.8816 run_seconds=87770.725
epoch 2190 heartbeat: batch=82/455 avg_train_loss=0.100967 avg_train_ssim=0.8813 run_seconds=87780.779
epoch 2190 heartbeat: batch=163/455 avg_train_loss=0.101015 avg_train_ssim=0.8813 run_seconds=87790.830
epoch 2190 heartbeat: batch=245/455 avg_train_loss=0.100764 avg_train_ssim=0.8816 run_seconds=87800.857
epoch 2190 heartbeat: batch=327/455 avg_train_loss=0.100779 avg_train_ssim=0.8815 run_seconds=87810.865
epoch 2190 heartbeat: batch=408/455 avg_train_loss=0.100762 avg_train_ssim=0.8816 run_seconds=87820.914
epoch 2190: train_loss=0.100761 train_ssim=0.8816 val_loss=0.107878 val_ssim=0.8732 val_psnr=32.50 lr=0.00027146509 epoch_seconds=61.448 run_seconds=87831.895 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2191 heartbeat: batch=1/455 avg_train_loss=0.102926 avg_train_ssim=0.8790 run_seconds=87832.231
epoch 2191 heartbeat: batch=82/455 avg_train_loss=0.100529 avg_train_ssim=0.8818 run_seconds=87842.296
epoch 2191 heartbeat: batch=163/455 avg_train_loss=0.101062 avg_train_ssim=0.8812 run_seconds=87852.349
epoch 2191 heartbeat: batch=245/455 avg_train_loss=0.100996 avg_train_ssim=0.8813 run_seconds=87862.369
epoch 2191 heartbeat: batch=327/455 avg_train_loss=0.100897 avg_train_ssim=0.8814 run_seconds=87872.394
epoch 2191 heartbeat: batch=408/455 avg_train_loss=0.100923 avg_train_ssim=0.8814 run_seconds=87882.447
epoch 2191: train_loss=0.100970 train_ssim=0.8813 val_loss=0.108078 val_ssim=0.8730 val_psnr=32.24 lr=0.00026708652 epoch_seconds=61.524 run_seconds=87893.457 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21174 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2192 heartbeat: batch=1/455 avg_train_loss=0.098723 avg_train_ssim=0.8839 run_seconds=87893.804
epoch 2192 heartbeat: batch=82/455 avg_train_loss=0.100727 avg_train_ssim=0.8816 run_seconds=87903.874
epoch 2192 heartbeat: batch=164/455 avg_train_loss=0.100702 avg_train_ssim=0.8816 run_seconds=87913.991
epoch 2192 heartbeat: batch=246/455 avg_train_loss=0.100631 avg_train_ssim=0.8817 run_seconds=87924.014
epoch 2192 heartbeat: batch=328/455 avg_train_loss=0.100627 avg_train_ssim=0.8817 run_seconds=87934.031
epoch 2192 heartbeat: batch=409/455 avg_train_loss=0.100725 avg_train_ssim=0.8816 run_seconds=87944.083
epoch 2192: train_loss=0.100741 train_ssim=0.8816 val_loss=0.108667 val_ssim=0.8723 val_psnr=32.28 lr=0.00026243791 epoch_seconds=61.466 run_seconds=87954.958 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=21206 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2193 heartbeat: batch=1/455 avg_train_loss=0.100674 avg_train_ssim=0.8817 run_seconds=87955.289
epoch 2193 heartbeat: batch=82/455 avg_train_loss=0.101569 avg_train_ssim=0.8806 run_seconds=87965.326
epoch 2193 heartbeat: batch=163/455 avg_train_loss=0.101479 avg_train_ssim=0.8807 run_seconds=87975.370
epoch 2193 heartbeat: batch=245/455 avg_train_loss=0.101206 avg_train_ssim=0.8810 run_seconds=87985.416
epoch 2193 heartbeat: batch=327/455 avg_train_loss=0.101081 avg_train_ssim=0.8812 run_seconds=87995.435
epoch 2193 heartbeat: batch=421/455 avg_train_loss=0.100938 avg_train_ssim=0.8813 run_seconds=88005.505
epoch 2193: train_loss=0.100933 train_ssim=0.8814 val_loss=0.107903 val_ssim=0.8732 val_psnr=32.36 lr=0.00025753048 epoch_seconds=56.766 run_seconds=88011.761 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2194 heartbeat: batch=1/455 avg_train_loss=0.102117 avg_train_ssim=0.8800 run_seconds=88012.043
epoch 2194 heartbeat: batch=128/455 avg_train_loss=0.100726 avg_train_ssim=0.8816 run_seconds=88022.120
epoch 2194 heartbeat: batch=260/455 avg_train_loss=0.100779 avg_train_ssim=0.8815 run_seconds=88032.164
epoch 2194 heartbeat: batch=389/455 avg_train_loss=0.100744 avg_train_ssim=0.8816 run_seconds=88042.189
epoch 2194: train_loss=0.100737 train_ssim=0.8816 val_loss=0.108272 val_ssim=0.8727 val_psnr=32.45 lr=0.00025237605 epoch_seconds=39.120 run_seconds=88050.918 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2195 heartbeat: batch=1/455 avg_train_loss=0.103216 avg_train_ssim=0.8787 run_seconds=88051.193
epoch 2195 heartbeat: batch=128/455 avg_train_loss=0.100565 avg_train_ssim=0.8818 run_seconds=88061.226
epoch 2195 heartbeat: batch=260/455 avg_train_loss=0.100646 avg_train_ssim=0.8817 run_seconds=88071.258
epoch 2195 heartbeat: batch=390/455 avg_train_loss=0.100759 avg_train_ssim=0.8816 run_seconds=88081.335
epoch 2195: train_loss=0.100728 train_ssim=0.8816 val_loss=0.108510 val_ssim=0.8724 val_psnr=32.44 lr=0.00024698703 epoch_seconds=39.033 run_seconds=88089.986 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2196 heartbeat: batch=1/455 avg_train_loss=0.103200 avg_train_ssim=0.8787 run_seconds=88090.309
epoch 2196 heartbeat: batch=128/455 avg_train_loss=0.100745 avg_train_ssim=0.8816 run_seconds=88100.323
epoch 2196 heartbeat: batch=260/455 avg_train_loss=0.100750 avg_train_ssim=0.8816 run_seconds=88110.354
epoch 2196 heartbeat: batch=390/455 avg_train_loss=0.100706 avg_train_ssim=0.8816 run_seconds=88120.405
epoch 2196: train_loss=0.100741 train_ssim=0.8816 val_loss=0.108298 val_ssim=0.8727 val_psnr=32.32 lr=0.0002413764 epoch_seconds=39.074 run_seconds=88129.098 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2197 heartbeat: batch=1/455 avg_train_loss=0.101828 avg_train_ssim=0.8803 run_seconds=88129.371
epoch 2197 heartbeat: batch=128/455 avg_train_loss=0.100626 avg_train_ssim=0.8817 run_seconds=88139.418
epoch 2197 heartbeat: batch=259/455 avg_train_loss=0.100711 avg_train_ssim=0.8816 run_seconds=88149.420
epoch 2197 heartbeat: batch=389/455 avg_train_loss=0.100558 avg_train_ssim=0.8818 run_seconds=88159.490
epoch 2197: train_loss=0.100592 train_ssim=0.8818 val_loss=0.107930 val_ssim=0.8731 val_psnr=32.46 lr=0.00023555768 epoch_seconds=39.095 run_seconds=88168.231 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2198 heartbeat: batch=1/455 avg_train_loss=0.101192 avg_train_ssim=0.8810 run_seconds=88168.554
epoch 2198 heartbeat: batch=128/455 avg_train_loss=0.100642 avg_train_ssim=0.8817 run_seconds=88178.580
epoch 2198 heartbeat: batch=260/455 avg_train_loss=0.100608 avg_train_ssim=0.8817 run_seconds=88188.646
epoch 2198 heartbeat: batch=390/455 avg_train_loss=0.100564 avg_train_ssim=0.8818 run_seconds=88198.692
epoch 2198: train_loss=0.100559 train_ssim=0.8818 val_loss=0.107972 val_ssim=0.8731 val_psnr=32.48 lr=0.0002295449 epoch_seconds=39.126 run_seconds=88207.398 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2199 heartbeat: batch=1/455 avg_train_loss=0.098673 avg_train_ssim=0.8840 run_seconds=88207.721
epoch 2199 heartbeat: batch=128/455 avg_train_loss=0.100452 avg_train_ssim=0.8819 run_seconds=88217.755
epoch 2199 heartbeat: batch=260/455 avg_train_loss=0.100528 avg_train_ssim=0.8818 run_seconds=88227.798
epoch 2199 heartbeat: batch=389/455 avg_train_loss=0.100583 avg_train_ssim=0.8818 run_seconds=88237.830
epoch 2199: train_loss=0.100561 train_ssim=0.8818 val_loss=0.108034 val_ssim=0.8730 val_psnr=32.37 lr=0.00022335253 epoch_seconds=39.153 run_seconds=88246.588 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2200 heartbeat: batch=1/455 avg_train_loss=0.099150 avg_train_ssim=0.8835 run_seconds=88246.865
epoch 2200 heartbeat: batch=128/455 avg_train_loss=0.100085 avg_train_ssim=0.8823 run_seconds=88256.917
epoch 2200 heartbeat: batch=260/455 avg_train_loss=0.100535 avg_train_ssim=0.8818 run_seconds=88266.961
epoch 2200 heartbeat: batch=389/455 avg_train_loss=0.100637 avg_train_ssim=0.8817 run_seconds=88276.985
epoch 2200: train_loss=0.100642 train_ssim=0.8817 val_loss=0.107964 val_ssim=0.8731 val_psnr=32.40 lr=0.00021699549 epoch_seconds=39.063 run_seconds=88285.691 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2201 heartbeat: batch=1/455 avg_train_loss=0.096881 avg_train_ssim=0.8861 run_seconds=88285.957
epoch 2201 heartbeat: batch=128/455 avg_train_loss=0.100446 avg_train_ssim=0.8819 run_seconds=88295.976
epoch 2201 heartbeat: batch=259/455 avg_train_loss=0.100643 avg_train_ssim=0.8817 run_seconds=88305.980
epoch 2201 heartbeat: batch=389/455 avg_train_loss=0.100580 avg_train_ssim=0.8818 run_seconds=88316.006
epoch 2201: train_loss=0.100528 train_ssim=0.8818 val_loss=0.108114 val_ssim=0.8729 val_psnr=32.37 lr=0.0002104891 epoch_seconds=39.039 run_seconds=88324.767 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2202 heartbeat: batch=1/455 avg_train_loss=0.098494 avg_train_ssim=0.8842 run_seconds=88325.083
epoch 2202 heartbeat: batch=128/455 avg_train_loss=0.100717 avg_train_ssim=0.8816 run_seconds=88335.119
epoch 2202 heartbeat: batch=260/455 avg_train_loss=0.100504 avg_train_ssim=0.8819 run_seconds=88345.156
epoch 2202 heartbeat: batch=390/455 avg_train_loss=0.100532 avg_train_ssim=0.8818 run_seconds=88355.181
epoch 2202: train_loss=0.100502 train_ssim=0.8819 val_loss=0.107989 val_ssim=0.8731 val_psnr=32.31 lr=0.00020384903 epoch_seconds=39.063 run_seconds=88363.867 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2203 heartbeat: batch=1/455 avg_train_loss=0.104252 avg_train_ssim=0.8775 run_seconds=88364.157
epoch 2203 heartbeat: batch=127/455 avg_train_loss=0.100576 avg_train_ssim=0.8818 run_seconds=88374.221
epoch 2203 heartbeat: batch=258/455 avg_train_loss=0.100484 avg_train_ssim=0.8819 run_seconds=88384.258
epoch 2203 heartbeat: batch=388/455 avg_train_loss=0.100465 avg_train_ssim=0.8819 run_seconds=88394.317
epoch 2203: train_loss=0.100427 train_ssim=0.8819 val_loss=0.107960 val_ssim=0.8731 val_psnr=32.39 lr=0.00019709128 epoch_seconds=39.223 run_seconds=88403.128 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2204 heartbeat: batch=1/455 avg_train_loss=0.102308 avg_train_ssim=0.8797 run_seconds=88403.440
epoch 2204 heartbeat: batch=128/455 avg_train_loss=0.100524 avg_train_ssim=0.8818 run_seconds=88413.465
epoch 2204 heartbeat: batch=260/455 avg_train_loss=0.100549 avg_train_ssim=0.8818 run_seconds=88423.502
epoch 2204 heartbeat: batch=390/455 avg_train_loss=0.100541 avg_train_ssim=0.8818 run_seconds=88433.558
epoch 2204: train_loss=0.100461 train_ssim=0.8819 val_loss=0.107957 val_ssim=0.8731 val_psnr=32.33 lr=0.00019023213 epoch_seconds=39.142 run_seconds=88442.307 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2205 heartbeat: batch=1/455 avg_train_loss=0.102574 avg_train_ssim=0.8794 run_seconds=88442.596
epoch 2205 heartbeat: batch=127/455 avg_train_loss=0.100382 avg_train_ssim=0.8820 run_seconds=88452.596
epoch 2205 heartbeat: batch=259/455 avg_train_loss=0.100553 avg_train_ssim=0.8818 run_seconds=88462.650
epoch 2205 heartbeat: batch=389/455 avg_train_loss=0.100466 avg_train_ssim=0.8819 run_seconds=88472.714
epoch 2205: train_loss=0.100413 train_ssim=0.8820 val_loss=0.108301 val_ssim=0.8727 val_psnr=32.14 lr=0.0001832881 epoch_seconds=39.139 run_seconds=88481.482 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2206 heartbeat: batch=1/455 avg_train_loss=0.097012 avg_train_ssim=0.8860 run_seconds=88481.760
epoch 2206 heartbeat: batch=128/455 avg_train_loss=0.100691 avg_train_ssim=0.8816 run_seconds=88491.802
epoch 2206 heartbeat: batch=260/455 avg_train_loss=0.100518 avg_train_ssim=0.8818 run_seconds=88501.833
epoch 2206 heartbeat: batch=390/455 avg_train_loss=0.100446 avg_train_ssim=0.8819 run_seconds=88511.912
epoch 2206: train_loss=0.100399 train_ssim=0.8820 val_loss=0.107850 val_ssim=0.8732 val_psnr=32.40 lr=0.00017627592 epoch_seconds=39.124 run_seconds=88520.642 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2207 heartbeat: batch=1/455 avg_train_loss=0.098026 avg_train_ssim=0.8848 run_seconds=88520.922
epoch 2207 heartbeat: batch=128/455 avg_train_loss=0.100259 avg_train_ssim=0.8821 run_seconds=88530.948
epoch 2207 heartbeat: batch=260/455 avg_train_loss=0.100298 avg_train_ssim=0.8821 run_seconds=88540.962
epoch 2207 heartbeat: batch=389/455 avg_train_loss=0.100273 avg_train_ssim=0.8821 run_seconds=88550.991
epoch 2207: train_loss=0.100314 train_ssim=0.8821 val_loss=0.107711 val_ssim=0.8734 val_psnr=32.31 lr=0.00016921249 epoch_seconds=39.064 run_seconds=88559.741 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2208 heartbeat: batch=1/455 avg_train_loss=0.098275 avg_train_ssim=0.8845 run_seconds=88560.012
epoch 2208 heartbeat: batch=128/455 avg_train_loss=0.100269 avg_train_ssim=0.8821 run_seconds=88570.023
epoch 2208 heartbeat: batch=260/455 avg_train_loss=0.100227 avg_train_ssim=0.8822 run_seconds=88580.043
epoch 2208 heartbeat: batch=389/455 avg_train_loss=0.100276 avg_train_ssim=0.8821 run_seconds=88590.089
epoch 2208: train_loss=0.100251 train_ssim=0.8822 val_loss=0.107827 val_ssim=0.8732 val_psnr=32.54 lr=0.00016211481 epoch_seconds=39.059 run_seconds=88598.837 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2209 heartbeat: batch=1/455 avg_train_loss=0.099780 avg_train_ssim=0.8827 run_seconds=88599.183
epoch 2209 heartbeat: batch=128/455 avg_train_loss=0.099963 avg_train_ssim=0.8825 run_seconds=88609.259
epoch 2209 heartbeat: batch=260/455 avg_train_loss=0.100246 avg_train_ssim=0.8822 run_seconds=88619.264
epoch 2209 heartbeat: batch=388/455 avg_train_loss=0.100254 avg_train_ssim=0.8821 run_seconds=88629.297
epoch 2209: train_loss=0.100227 train_ssim=0.8822 val_loss=0.107791 val_ssim=0.8733 val_psnr=32.26 lr=0.000155 epoch_seconds=39.228 run_seconds=88638.101 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2210 heartbeat: batch=1/455 avg_train_loss=0.097369 avg_train_ssim=0.8855 run_seconds=88638.400
epoch 2210 heartbeat: batch=128/455 avg_train_loss=0.100312 avg_train_ssim=0.8821 run_seconds=88648.435
epoch 2210 heartbeat: batch=261/455 avg_train_loss=0.100167 avg_train_ssim=0.8823 run_seconds=88658.458
epoch 2210 heartbeat: batch=389/455 avg_train_loss=0.100174 avg_train_ssim=0.8822 run_seconds=88668.483
epoch 2210: train_loss=0.100208 train_ssim=0.8822 val_loss=0.107954 val_ssim=0.8731 val_psnr=32.20 lr=0.00014788519 epoch_seconds=39.082 run_seconds=88677.219 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2211 heartbeat: batch=1/455 avg_train_loss=0.102143 avg_train_ssim=0.8799 run_seconds=88677.549
epoch 2211 heartbeat: batch=127/455 avg_train_loss=0.100189 avg_train_ssim=0.8822 run_seconds=88687.568
epoch 2211 heartbeat: batch=259/455 avg_train_loss=0.100214 avg_train_ssim=0.8822 run_seconds=88697.600
epoch 2211 heartbeat: batch=388/455 avg_train_loss=0.100192 avg_train_ssim=0.8822 run_seconds=88707.678
epoch 2211: train_loss=0.100130 train_ssim=0.8823 val_loss=0.107755 val_ssim=0.8733 val_psnr=32.37 lr=0.00014078751 epoch_seconds=39.271 run_seconds=88716.527 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2212 heartbeat: batch=1/455 avg_train_loss=0.101447 avg_train_ssim=0.8807 run_seconds=88716.809
epoch 2212 heartbeat: batch=128/455 avg_train_loss=0.099972 avg_train_ssim=0.8825 run_seconds=88726.846
epoch 2212 heartbeat: batch=261/455 avg_train_loss=0.100099 avg_train_ssim=0.8823 run_seconds=88736.851
epoch 2212 heartbeat: batch=389/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=88746.910
epoch 2212: train_loss=0.100145 train_ssim=0.8823 val_loss=0.107677 val_ssim=0.8734 val_psnr=32.46 lr=0.00013372408 epoch_seconds=39.083 run_seconds=88755.647 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2213 heartbeat: batch=1/455 avg_train_loss=0.097239 avg_train_ssim=0.8857 run_seconds=88755.916
epoch 2213 heartbeat: batch=128/455 avg_train_loss=0.099802 avg_train_ssim=0.8827 run_seconds=88765.931
epoch 2213 heartbeat: batch=261/455 avg_train_loss=0.099910 avg_train_ssim=0.8826 run_seconds=88775.936
epoch 2213 heartbeat: batch=388/455 avg_train_loss=0.100015 avg_train_ssim=0.8824 run_seconds=88786.002
epoch 2213: train_loss=0.100045 train_ssim=0.8824 val_loss=0.107597 val_ssim=0.8735 val_psnr=32.53 lr=0.0001267119 epoch_seconds=39.175 run_seconds=88794.858 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2214 heartbeat: batch=1/455 avg_train_loss=0.104225 avg_train_ssim=0.8775 run_seconds=88795.134
epoch 2214 heartbeat: batch=128/455 avg_train_loss=0.099855 avg_train_ssim=0.8826 run_seconds=88805.193
epoch 2214 heartbeat: batch=262/455 avg_train_loss=0.099858 avg_train_ssim=0.8826 run_seconds=88815.203
epoch 2214 heartbeat: batch=389/455 avg_train_loss=0.100007 avg_train_ssim=0.8824 run_seconds=88825.228
epoch 2214: train_loss=0.100044 train_ssim=0.8824 val_loss=0.107637 val_ssim=0.8735 val_psnr=32.40 lr=0.00011976787 epoch_seconds=39.334 run_seconds=88834.231 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2215 heartbeat: batch=1/455 avg_train_loss=0.098469 avg_train_ssim=0.8842 run_seconds=88834.544
epoch 2215 heartbeat: batch=127/455 avg_train_loss=0.099819 avg_train_ssim=0.8827 run_seconds=88844.554
epoch 2215 heartbeat: batch=260/455 avg_train_loss=0.100051 avg_train_ssim=0.8824 run_seconds=88854.570
epoch 2215 heartbeat: batch=387/455 avg_train_loss=0.099980 avg_train_ssim=0.8825 run_seconds=88864.591
epoch 2215: train_loss=0.100013 train_ssim=0.8824 val_loss=0.107540 val_ssim=0.8736 val_psnr=32.48 lr=0.00011290872 epoch_seconds=39.231 run_seconds=88873.501 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2216 heartbeat: batch=1/455 avg_train_loss=0.099401 avg_train_ssim=0.8832 run_seconds=88873.788
epoch 2216 heartbeat: batch=128/455 avg_train_loss=0.099790 avg_train_ssim=0.8827 run_seconds=88883.854
epoch 2216 heartbeat: batch=262/455 avg_train_loss=0.099930 avg_train_ssim=0.8825 run_seconds=88893.875
epoch 2216 heartbeat: batch=389/455 avg_train_loss=0.099998 avg_train_ssim=0.8825 run_seconds=88903.908
epoch 2216: train_loss=0.099988 train_ssim=0.8825 val_loss=0.107415 val_ssim=0.8737 val_psnr=32.46 lr=0.00010615097 epoch_seconds=39.149 run_seconds=88912.692 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2217 heartbeat: batch=1/455 avg_train_loss=0.097907 avg_train_ssim=0.8849 run_seconds=88912.970
epoch 2217 heartbeat: batch=128/455 avg_train_loss=0.099592 avg_train_ssim=0.8829 run_seconds=88923.002
epoch 2217 heartbeat: batch=263/455 avg_train_loss=0.099752 avg_train_ssim=0.8827 run_seconds=88933.058
epoch 2217 heartbeat: batch=390/455 avg_train_loss=0.099926 avg_train_ssim=0.8825 run_seconds=88943.125
epoch 2217: train_loss=0.099925 train_ssim=0.8825 val_loss=0.107357 val_ssim=0.8738 val_psnr=32.44 lr=9.9510902e-05 epoch_seconds=39.048 run_seconds=88951.775 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2218 heartbeat: batch=1/455 avg_train_loss=0.097108 avg_train_ssim=0.8858 run_seconds=88952.091
epoch 2218 heartbeat: batch=128/455 avg_train_loss=0.099788 avg_train_ssim=0.8827 run_seconds=88962.120
epoch 2218 heartbeat: batch=262/455 avg_train_loss=0.099816 avg_train_ssim=0.8827 run_seconds=88972.177
epoch 2218 heartbeat: batch=389/455 avg_train_loss=0.099867 avg_train_ssim=0.8826 run_seconds=88982.240
epoch 2218: train_loss=0.099872 train_ssim=0.8826 val_loss=0.107336 val_ssim=0.8738 val_psnr=32.47 lr=9.3004511e-05 epoch_seconds=39.200 run_seconds=88991.013 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2219 heartbeat: batch=1/455 avg_train_loss=0.101105 avg_train_ssim=0.8811 run_seconds=88991.314
epoch 2219 heartbeat: batch=128/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=89001.344
epoch 2219 heartbeat: batch=262/455 avg_train_loss=0.099861 avg_train_ssim=0.8826 run_seconds=89011.373
epoch 2219 heartbeat: batch=389/455 avg_train_loss=0.099790 avg_train_ssim=0.8827 run_seconds=89021.394
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2219: train_loss=0.099836 train_ssim=0.8826 val_loss=0.107234 val_ssim=0.8739 val_psnr=32.47 lr=8.6647473e-05 epoch_seconds=39.102 run_seconds=89030.151 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2220 heartbeat: batch=1/455 avg_train_loss=0.098431 avg_train_ssim=0.8843 run_seconds=89030.829
epoch 2220 heartbeat: batch=128/455 avg_train_loss=0.099698 avg_train_ssim=0.8828 run_seconds=89040.861
epoch 2220 heartbeat: batch=262/455 avg_train_loss=0.099861 avg_train_ssim=0.8826 run_seconds=89050.889
epoch 2220 heartbeat: batch=389/455 avg_train_loss=0.099782 avg_train_ssim=0.8827 run_seconds=89060.913
epoch 2220: train_loss=0.099769 train_ssim=0.8827 val_loss=0.107381 val_ssim=0.8738 val_psnr=32.49 lr=8.0455102e-05 epoch_seconds=39.109 run_seconds=89069.683 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2221 heartbeat: batch=1/455 avg_train_loss=0.102836 avg_train_ssim=0.8791 run_seconds=89069.962
epoch 2221 heartbeat: batch=128/455 avg_train_loss=0.099662 avg_train_ssim=0.8828 run_seconds=89079.992
epoch 2221 heartbeat: batch=263/455 avg_train_loss=0.099809 avg_train_ssim=0.8827 run_seconds=89090.060
epoch 2221 heartbeat: batch=390/455 avg_train_loss=0.099747 avg_train_ssim=0.8827 run_seconds=89100.119
epoch 2221: train_loss=0.099764 train_ssim=0.8827 val_loss=0.107394 val_ssim=0.8738 val_psnr=32.50 lr=7.4442316e-05 epoch_seconds=39.086 run_seconds=89108.805 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2222 heartbeat: batch=1/455 avg_train_loss=0.100241 avg_train_ssim=0.8822 run_seconds=89109.090
epoch 2222 heartbeat: batch=128/455 avg_train_loss=0.099809 avg_train_ssim=0.8827 run_seconds=89119.169
epoch 2222 heartbeat: batch=262/455 avg_train_loss=0.099727 avg_train_ssim=0.8828 run_seconds=89129.214
epoch 2222 heartbeat: batch=389/455 avg_train_loss=0.099779 avg_train_ssim=0.8827 run_seconds=89139.279
epoch 2222: train_loss=0.099812 train_ssim=0.8827 val_loss=0.107359 val_ssim=0.8738 val_psnr=32.43 lr=6.8623601e-05 epoch_seconds=39.209 run_seconds=89148.049 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2223 heartbeat: batch=1/455 avg_train_loss=0.095176 avg_train_ssim=0.8881 run_seconds=89148.332
epoch 2223 heartbeat: batch=127/455 avg_train_loss=0.100252 avg_train_ssim=0.8822 run_seconds=89158.336
epoch 2223 heartbeat: batch=261/455 avg_train_loss=0.100077 avg_train_ssim=0.8824 run_seconds=89168.398
epoch 2223 heartbeat: batch=387/455 avg_train_loss=0.099962 avg_train_ssim=0.8825 run_seconds=89178.443
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2223: train_loss=0.099868 train_ssim=0.8826 val_loss=0.107229 val_ssim=0.8739 val_psnr=32.46 lr=6.3012974e-05 epoch_seconds=39.290 run_seconds=89187.378 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2224 heartbeat: batch=1/455 avg_train_loss=0.099399 avg_train_ssim=0.8832 run_seconds=89188.089
epoch 2224 heartbeat: batch=127/455 avg_train_loss=0.099681 avg_train_ssim=0.8828 run_seconds=89198.112
epoch 2224 heartbeat: batch=261/455 avg_train_loss=0.099714 avg_train_ssim=0.8828 run_seconds=89208.186
epoch 2224 heartbeat: batch=387/455 avg_train_loss=0.099697 avg_train_ssim=0.8828 run_seconds=89218.219
epoch 2224: train_loss=0.099688 train_ssim=0.8828 val_loss=0.107368 val_ssim=0.8738 val_psnr=32.48 lr=5.7623952e-05 epoch_seconds=39.298 run_seconds=89227.123 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2225 heartbeat: batch=1/455 avg_train_loss=0.097477 avg_train_ssim=0.8854 run_seconds=89227.442
epoch 2225 heartbeat: batch=128/455 avg_train_loss=0.100310 avg_train_ssim=0.8821 run_seconds=89237.457
epoch 2225 heartbeat: batch=262/455 avg_train_loss=0.099875 avg_train_ssim=0.8826 run_seconds=89247.477
epoch 2225 heartbeat: batch=389/455 avg_train_loss=0.099735 avg_train_ssim=0.8828 run_seconds=89257.503
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2225: train_loss=0.099699 train_ssim=0.8828 val_loss=0.107198 val_ssim=0.8740 val_psnr=32.46 lr=5.2469517e-05 epoch_seconds=39.053 run_seconds=89266.212 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2226 heartbeat: batch=1/455 avg_train_loss=0.100825 avg_train_ssim=0.8815 run_seconds=89266.863
epoch 2226 heartbeat: batch=128/455 avg_train_loss=0.099492 avg_train_ssim=0.8830 run_seconds=89276.884
epoch 2226 heartbeat: batch=262/455 avg_train_loss=0.099552 avg_train_ssim=0.8830 run_seconds=89286.947
epoch 2226 heartbeat: batch=388/455 avg_train_loss=0.099610 avg_train_ssim=0.8829 run_seconds=89297.003
epoch 2226: train_loss=0.099636 train_ssim=0.8829 val_loss=0.107338 val_ssim=0.8738 val_psnr=32.45 lr=4.7562087e-05 epoch_seconds=39.202 run_seconds=89305.819 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2227 heartbeat: batch=1/455 avg_train_loss=0.100859 avg_train_ssim=0.8814 run_seconds=89306.091
epoch 2227 heartbeat: batch=126/455 avg_train_loss=0.099586 avg_train_ssim=0.8829 run_seconds=89316.102
epoch 2227 heartbeat: batch=260/455 avg_train_loss=0.099658 avg_train_ssim=0.8828 run_seconds=89326.126
epoch 2227 heartbeat: batch=387/455 avg_train_loss=0.099544 avg_train_ssim=0.8830 run_seconds=89336.157
epoch 2227: train_loss=0.099590 train_ssim=0.8829 val_loss=0.107242 val_ssim=0.8739 val_psnr=32.51 lr=4.2913484e-05 epoch_seconds=39.241 run_seconds=89345.097 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2228 heartbeat: batch=1/455 avg_train_loss=0.098857 avg_train_ssim=0.8838 run_seconds=89345.372
epoch 2228 heartbeat: batch=128/455 avg_train_loss=0.099695 avg_train_ssim=0.8828 run_seconds=89355.388
epoch 2228 heartbeat: batch=262/455 avg_train_loss=0.099589 avg_train_ssim=0.8829 run_seconds=89365.396
epoch 2228 heartbeat: batch=389/455 avg_train_loss=0.099574 avg_train_ssim=0.8829 run_seconds=89375.424
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2228: train_loss=0.099570 train_ssim=0.8830 val_loss=0.107151 val_ssim=0.8740 val_psnr=32.50 lr=3.8534908e-05 epoch_seconds=39.072 run_seconds=89384.207 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2229 heartbeat: batch=1/455 avg_train_loss=0.100198 avg_train_ssim=0.8822 run_seconds=89384.810
epoch 2229 heartbeat: batch=128/455 avg_train_loss=0.099524 avg_train_ssim=0.8830 run_seconds=89394.846
epoch 2229 heartbeat: batch=261/455 avg_train_loss=0.099526 avg_train_ssim=0.8830 run_seconds=89404.871
epoch 2229 heartbeat: batch=388/455 avg_train_loss=0.099508 avg_train_ssim=0.8830 run_seconds=89414.900
epoch 2229: train_loss=0.099539 train_ssim=0.8830 val_loss=0.107210 val_ssim=0.8740 val_psnr=32.52 lr=3.4436906e-05 epoch_seconds=39.244 run_seconds=89423.817 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2230 heartbeat: batch=1/455 avg_train_loss=0.102002 avg_train_ssim=0.8801 run_seconds=89424.101
epoch 2230 heartbeat: batch=128/455 avg_train_loss=0.099644 avg_train_ssim=0.8829 run_seconds=89434.111
epoch 2230 heartbeat: batch=262/455 avg_train_loss=0.099574 avg_train_ssim=0.8829 run_seconds=89444.168
epoch 2230 heartbeat: batch=389/455 avg_train_loss=0.099556 avg_train_ssim=0.8830 run_seconds=89454.182
epoch 2230: train_loss=0.099514 train_ssim=0.8830 val_loss=0.107207 val_ssim=0.8740 val_psnr=32.51 lr=3.0629352e-05 epoch_seconds=39.121 run_seconds=89462.977 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2231 heartbeat: batch=1/455 avg_train_loss=0.098529 avg_train_ssim=0.8842 run_seconds=89463.267
epoch 2231 heartbeat: batch=128/455 avg_train_loss=0.099114 avg_train_ssim=0.8835 run_seconds=89473.321
epoch 2231 heartbeat: batch=262/455 avg_train_loss=0.099519 avg_train_ssim=0.8830 run_seconds=89483.400
epoch 2231 heartbeat: batch=388/455 avg_train_loss=0.099484 avg_train_ssim=0.8831 run_seconds=89493.443
epoch 2231: train_loss=0.099507 train_ssim=0.8830 val_loss=0.107236 val_ssim=0.8739 val_psnr=32.46 lr=2.7121417e-05 epoch_seconds=39.324 run_seconds=89502.338 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2232 heartbeat: batch=1/455 avg_train_loss=0.096501 avg_train_ssim=0.8866 run_seconds=89502.611
epoch 2232 heartbeat: batch=128/455 avg_train_loss=0.099468 avg_train_ssim=0.8831 run_seconds=89512.624
epoch 2232 heartbeat: batch=263/455 avg_train_loss=0.099388 avg_train_ssim=0.8832 run_seconds=89522.674
epoch 2232 heartbeat: batch=390/455 avg_train_loss=0.099450 avg_train_ssim=0.8831 run_seconds=89532.697
epoch 2232: train_loss=0.099472 train_ssim=0.8831 val_loss=0.107237 val_ssim=0.8739 val_psnr=32.48 lr=2.3921552e-05 epoch_seconds=39.001 run_seconds=89541.374 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2233 heartbeat: batch=1/455 avg_train_loss=0.098525 avg_train_ssim=0.8842 run_seconds=89541.657
epoch 2233 heartbeat: batch=126/455 avg_train_loss=0.099473 avg_train_ssim=0.8831 run_seconds=89551.663
epoch 2233 heartbeat: batch=259/455 avg_train_loss=0.099457 avg_train_ssim=0.8831 run_seconds=89561.692
epoch 2233 heartbeat: batch=386/455 avg_train_loss=0.099448 avg_train_ssim=0.8831 run_seconds=89571.715
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2233: train_loss=0.099442 train_ssim=0.8831 val_loss=0.107107 val_ssim=0.8741 val_psnr=32.50 lr=2.1037468e-05 epoch_seconds=39.323 run_seconds=89580.734 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2234 heartbeat: batch=1/455 avg_train_loss=0.100196 avg_train_ssim=0.8822 run_seconds=89581.376
epoch 2234 heartbeat: batch=127/455 avg_train_loss=0.099248 avg_train_ssim=0.8833 run_seconds=89591.407
epoch 2234 heartbeat: batch=262/455 avg_train_loss=0.099368 avg_train_ssim=0.8832 run_seconds=89601.474
epoch 2234 heartbeat: batch=389/455 avg_train_loss=0.099484 avg_train_ssim=0.8831 run_seconds=89611.503
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2234: train_loss=0.099461 train_ssim=0.8831 val_loss=0.107106 val_ssim=0.8741 val_psnr=32.53 lr=1.8476111e-05 epoch_seconds=39.203 run_seconds=89620.333 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2235 heartbeat: batch=1/455 avg_train_loss=0.098221 avg_train_ssim=0.8845 run_seconds=89621.058
epoch 2235 heartbeat: batch=128/455 avg_train_loss=0.099515 avg_train_ssim=0.8830 run_seconds=89631.105
epoch 2235 heartbeat: batch=263/455 avg_train_loss=0.099343 avg_train_ssim=0.8832 run_seconds=89641.178
epoch 2235 heartbeat: batch=390/455 avg_train_loss=0.099370 avg_train_ssim=0.8832 run_seconds=89651.205
epoch 2235: train_loss=0.099421 train_ssim=0.8831 val_loss=0.107112 val_ssim=0.8741 val_psnr=32.53 lr=1.6243651e-05 epoch_seconds=39.154 run_seconds=89659.942 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2236 heartbeat: batch=1/455 avg_train_loss=0.100037 avg_train_ssim=0.8824 run_seconds=89660.259
epoch 2236 heartbeat: batch=128/455 avg_train_loss=0.099339 avg_train_ssim=0.8832 run_seconds=89670.280
epoch 2236 heartbeat: batch=263/455 avg_train_loss=0.099520 avg_train_ssim=0.8830 run_seconds=89680.353
epoch 2236 heartbeat: batch=390/455 avg_train_loss=0.099514 avg_train_ssim=0.8830 run_seconds=89690.383
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2236: train_loss=0.099452 train_ssim=0.8831 val_loss=0.107070 val_ssim=0.8741 val_psnr=32.52 lr=1.4345468e-05 epoch_seconds=39.082 run_seconds=89699.062 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2237 heartbeat: batch=1/455 avg_train_loss=0.094197 avg_train_ssim=0.8893 run_seconds=89699.783
epoch 2237 heartbeat: batch=128/455 avg_train_loss=0.099494 avg_train_ssim=0.8830 run_seconds=89709.806
epoch 2237 heartbeat: batch=262/455 avg_train_loss=0.099497 avg_train_ssim=0.8830 run_seconds=89719.844
epoch 2237 heartbeat: batch=388/455 avg_train_loss=0.099456 avg_train_ssim=0.8831 run_seconds=89729.867
epoch 2237: train_loss=0.099454 train_ssim=0.8831 val_loss=0.107160 val_ssim=0.8740 val_psnr=32.54 lr=1.2786134e-05 epoch_seconds=39.153 run_seconds=89738.701 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2238 heartbeat: batch=1/455 avg_train_loss=0.102113 avg_train_ssim=0.8800 run_seconds=89738.987
epoch 2238 heartbeat: batch=128/455 avg_train_loss=0.099315 avg_train_ssim=0.8833 run_seconds=89749.020
epoch 2238 heartbeat: batch=263/455 avg_train_loss=0.099443 avg_train_ssim=0.8831 run_seconds=89759.081
epoch 2238 heartbeat: batch=390/455 avg_train_loss=0.099389 avg_train_ssim=0.8832 run_seconds=89769.105
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2238: train_loss=0.099377 train_ssim=0.8832 val_loss=0.107037 val_ssim=0.8742 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=39.030 run_seconds=89777.770 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2239 heartbeat: batch=1/455 avg_train_loss=0.096960 avg_train_ssim=0.8860 run_seconds=89778.483
epoch 2239 heartbeat: batch=128/455 avg_train_loss=0.099239 avg_train_ssim=0.8833 run_seconds=89788.513
epoch 2239 heartbeat: batch=262/455 avg_train_loss=0.099366 avg_train_ssim=0.8832 run_seconds=89798.530
epoch 2239 heartbeat: batch=389/455 avg_train_loss=0.099359 avg_train_ssim=0.8832 run_seconds=89808.554
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2239: train_loss=0.099379 train_ssim=0.8832 val_loss=0.107036 val_ssim=0.8742 val_psnr=32.51 lr=1.0698215e-05 epoch_seconds=39.096 run_seconds=89817.296 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2240 heartbeat: batch=1/455 avg_train_loss=0.098200 avg_train_ssim=0.8846 run_seconds=89817.944
epoch 2240 heartbeat: batch=128/455 avg_train_loss=0.099525 avg_train_ssim=0.8830 run_seconds=89827.964
epoch 2240 heartbeat: batch=262/455 avg_train_loss=0.099596 avg_train_ssim=0.8829 run_seconds=89838.034
epoch 2240 heartbeat: batch=389/455 avg_train_loss=0.099472 avg_train_ssim=0.8831 run_seconds=89848.060
epoch 2240: train_loss=0.099399 train_ssim=0.8832 val_loss=0.107076 val_ssim=0.8741 val_psnr=32.49 lr=1.0174659e-05 epoch_seconds=39.158 run_seconds=89856.840 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2241 heartbeat: batch=1/455 avg_train_loss=0.098017 avg_train_ssim=0.8848 run_seconds=89857.121
epoch 2241 heartbeat: batch=128/455 avg_train_loss=0.099622 avg_train_ssim=0.8829 run_seconds=89867.197
epoch 2241 heartbeat: batch=262/455 avg_train_loss=0.099429 avg_train_ssim=0.8831 run_seconds=89877.238
epoch 2241 heartbeat: batch=389/455 avg_train_loss=0.099455 avg_train_ssim=0.8831 run_seconds=89887.277
epoch 2241: train_loss=0.099374 train_ssim=0.8832 val_loss=0.107057 val_ssim=0.8742 val_psnr=32.44 lr=1e-05 epoch_seconds=39.141 run_seconds=89896.020 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2242 heartbeat: batch=1/455 avg_train_loss=0.096650 avg_train_ssim=0.8864 run_seconds=89896.312
epoch 2242 heartbeat: batch=127/455 avg_train_loss=0.099519 avg_train_ssim=0.8830 run_seconds=89906.335
epoch 2242 heartbeat: batch=262/455 avg_train_loss=0.099395 avg_train_ssim=0.8832 run_seconds=89916.374
epoch 2242 heartbeat: batch=389/455 avg_train_loss=0.099363 avg_train_ssim=0.8832 run_seconds=89926.410
epoch 2242: train_loss=0.099361 train_ssim=0.8832 val_loss=0.107120 val_ssim=0.8741 val_psnr=32.48 lr=1.0174659e-05 epoch_seconds=39.093 run_seconds=89935.149 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2243 heartbeat: batch=1/455 avg_train_loss=0.098361 avg_train_ssim=0.8844 run_seconds=89935.428
epoch 2243 heartbeat: batch=128/455 avg_train_loss=0.099547 avg_train_ssim=0.8830 run_seconds=89945.457
epoch 2243 heartbeat: batch=262/455 avg_train_loss=0.099523 avg_train_ssim=0.8830 run_seconds=89955.504
epoch 2243 heartbeat: batch=388/455 avg_train_loss=0.099400 avg_train_ssim=0.8832 run_seconds=89965.518
epoch 2243: train_loss=0.099380 train_ssim=0.8832 val_loss=0.107071 val_ssim=0.8741 val_psnr=32.52 lr=1.0698215e-05 epoch_seconds=39.166 run_seconds=89974.350 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2244 heartbeat: batch=1/455 avg_train_loss=0.097361 avg_train_ssim=0.8855 run_seconds=89974.622
epoch 2244 heartbeat: batch=127/455 avg_train_loss=0.099497 avg_train_ssim=0.8830 run_seconds=89984.676
epoch 2244 heartbeat: batch=261/455 avg_train_loss=0.099424 avg_train_ssim=0.8831 run_seconds=89994.759
epoch 2244 heartbeat: batch=388/455 avg_train_loss=0.099424 avg_train_ssim=0.8831 run_seconds=90004.799
epoch 2244: train_loss=0.099430 train_ssim=0.8831 val_loss=0.107093 val_ssim=0.8741 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=39.240 run_seconds=90013.627 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2245 heartbeat: batch=1/455 avg_train_loss=0.098777 avg_train_ssim=0.8839 run_seconds=90013.917
epoch 2245 heartbeat: batch=128/455 avg_train_loss=0.099497 avg_train_ssim=0.8830 run_seconds=90023.947
epoch 2245 heartbeat: batch=263/455 avg_train_loss=0.099439 avg_train_ssim=0.8831 run_seconds=90034.022
epoch 2245 heartbeat: batch=389/455 avg_train_loss=0.099360 avg_train_ssim=0.8832 run_seconds=90044.039
epoch 2245: train_loss=0.099383 train_ssim=0.8832 val_loss=0.107141 val_ssim=0.8741 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.247 run_seconds=90052.909 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2246 heartbeat: batch=1/455 avg_train_loss=0.095357 avg_train_ssim=0.8879 run_seconds=90053.174
epoch 2246 heartbeat: batch=128/455 avg_train_loss=0.099528 avg_train_ssim=0.8830 run_seconds=90063.190
epoch 2246 heartbeat: batch=263/455 avg_train_loss=0.099589 avg_train_ssim=0.8829 run_seconds=90073.268
epoch 2246 heartbeat: batch=390/455 avg_train_loss=0.099501 avg_train_ssim=0.8830 run_seconds=90083.289
epoch 2246: train_loss=0.099427 train_ssim=0.8831 val_loss=0.107075 val_ssim=0.8741 val_psnr=32.50 lr=1.4345468e-05 epoch_seconds=38.997 run_seconds=90091.943 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2247 heartbeat: batch=1/455 avg_train_loss=0.099443 avg_train_ssim=0.8831 run_seconds=90092.249
epoch 2247 heartbeat: batch=128/455 avg_train_loss=0.099174 avg_train_ssim=0.8834 run_seconds=90102.305
epoch 2247 heartbeat: batch=262/455 avg_train_loss=0.099446 avg_train_ssim=0.8831 run_seconds=90112.346
epoch 2247 heartbeat: batch=389/455 avg_train_loss=0.099367 avg_train_ssim=0.8832 run_seconds=90122.381
epoch 2247: train_loss=0.099404 train_ssim=0.8831 val_loss=0.107106 val_ssim=0.8741 val_psnr=32.49 lr=1.6243651e-05 epoch_seconds=39.130 run_seconds=90131.111 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2248 heartbeat: batch=1/455 avg_train_loss=0.103123 avg_train_ssim=0.8788 run_seconds=90131.397
epoch 2248 heartbeat: batch=128/455 avg_train_loss=0.099347 avg_train_ssim=0.8832 run_seconds=90141.418
epoch 2248 heartbeat: batch=262/455 avg_train_loss=0.099472 avg_train_ssim=0.8831 run_seconds=90151.420
epoch 2248 heartbeat: batch=388/455 avg_train_loss=0.099410 avg_train_ssim=0.8831 run_seconds=90161.444
epoch 2248: train_loss=0.099431 train_ssim=0.8831 val_loss=0.107086 val_ssim=0.8741 val_psnr=32.47 lr=1.8476111e-05 epoch_seconds=39.141 run_seconds=90170.290 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2249 heartbeat: batch=1/455 avg_train_loss=0.099103 avg_train_ssim=0.8835 run_seconds=90170.581
epoch 2249 heartbeat: batch=128/455 avg_train_loss=0.099364 avg_train_ssim=0.8832 run_seconds=90180.638
epoch 2249 heartbeat: batch=262/455 avg_train_loss=0.099481 avg_train_ssim=0.8831 run_seconds=90190.687
epoch 2249 heartbeat: batch=389/455 avg_train_loss=0.099451 avg_train_ssim=0.8831 run_seconds=90200.730
epoch 2249: train_loss=0.099476 train_ssim=0.8831 val_loss=0.107128 val_ssim=0.8741 val_psnr=32.53 lr=2.1037468e-05 epoch_seconds=39.185 run_seconds=90209.514 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2250 heartbeat: batch=1/455 avg_train_loss=0.098281 avg_train_ssim=0.8845 run_seconds=90209.829
epoch 2250 heartbeat: batch=128/455 avg_train_loss=0.099030 avg_train_ssim=0.8836 run_seconds=90219.858
epoch 2250 heartbeat: batch=262/455 avg_train_loss=0.099384 avg_train_ssim=0.8832 run_seconds=90229.860
epoch 2250 heartbeat: batch=389/455 avg_train_loss=0.099460 avg_train_ssim=0.8831 run_seconds=90239.897
epoch 2250: train_loss=0.099526 train_ssim=0.8830 val_loss=0.107094 val_ssim=0.8741 val_psnr=32.53 lr=2.3921552e-05 epoch_seconds=39.100 run_seconds=90248.655 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2251 heartbeat: batch=1/455 avg_train_loss=0.101813 avg_train_ssim=0.8803 run_seconds=90248.947
epoch 2251 heartbeat: batch=128/455 avg_train_loss=0.099367 avg_train_ssim=0.8832 run_seconds=90258.966
epoch 2251 heartbeat: batch=262/455 avg_train_loss=0.099353 avg_train_ssim=0.8832 run_seconds=90269.039
epoch 2251 heartbeat: batch=389/455 avg_train_loss=0.099449 avg_train_ssim=0.8831 run_seconds=90279.059
epoch 2251: train_loss=0.099485 train_ssim=0.8831 val_loss=0.107192 val_ssim=0.8740 val_psnr=32.51 lr=2.7121417e-05 epoch_seconds=39.129 run_seconds=90287.826 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2252 heartbeat: batch=1/455 avg_train_loss=0.098461 avg_train_ssim=0.8843 run_seconds=90288.105
epoch 2252 heartbeat: batch=128/455 avg_train_loss=0.099325 avg_train_ssim=0.8832 run_seconds=90298.146
epoch 2252 heartbeat: batch=262/455 avg_train_loss=0.099477 avg_train_ssim=0.8831 run_seconds=90308.161
epoch 2252 heartbeat: batch=389/455 avg_train_loss=0.099524 avg_train_ssim=0.8830 run_seconds=90318.186
epoch 2252: train_loss=0.099530 train_ssim=0.8830 val_loss=0.107130 val_ssim=0.8741 val_psnr=32.45 lr=3.0629352e-05 epoch_seconds=39.047 run_seconds=90326.911 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2253 heartbeat: batch=1/455 avg_train_loss=0.102847 avg_train_ssim=0.8791 run_seconds=90327.189
epoch 2253 heartbeat: batch=128/455 avg_train_loss=0.099695 avg_train_ssim=0.8828 run_seconds=90337.237
epoch 2253 heartbeat: batch=263/455 avg_train_loss=0.099665 avg_train_ssim=0.8828 run_seconds=90347.299
epoch 2253 heartbeat: batch=390/455 avg_train_loss=0.099577 avg_train_ssim=0.8829 run_seconds=90357.329
epoch 2253: train_loss=0.099545 train_ssim=0.8830 val_loss=0.107198 val_ssim=0.8740 val_psnr=32.43 lr=3.4436906e-05 epoch_seconds=39.055 run_seconds=90366.003 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2254 heartbeat: batch=1/455 avg_train_loss=0.102137 avg_train_ssim=0.8799 run_seconds=90366.313
epoch 2254 heartbeat: batch=128/455 avg_train_loss=0.099410 avg_train_ssim=0.8831 run_seconds=90376.346
epoch 2254 heartbeat: batch=262/455 avg_train_loss=0.099558 avg_train_ssim=0.8830 run_seconds=90386.357
epoch 2254 heartbeat: batch=389/455 avg_train_loss=0.099556 avg_train_ssim=0.8830 run_seconds=90396.382
epoch 2254: train_loss=0.099565 train_ssim=0.8830 val_loss=0.107196 val_ssim=0.8740 val_psnr=32.53 lr=3.8534908e-05 epoch_seconds=39.172 run_seconds=90405.213 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2255 heartbeat: batch=1/455 avg_train_loss=0.099864 avg_train_ssim=0.8826 run_seconds=90405.529
epoch 2255 heartbeat: batch=128/455 avg_train_loss=0.099696 avg_train_ssim=0.8828 run_seconds=90415.591
epoch 2255 heartbeat: batch=262/455 avg_train_loss=0.099685 avg_train_ssim=0.8828 run_seconds=90425.628
epoch 2255 heartbeat: batch=388/455 avg_train_loss=0.099607 avg_train_ssim=0.8829 run_seconds=90435.683
epoch 2255: train_loss=0.099560 train_ssim=0.8830 val_loss=0.107173 val_ssim=0.8740 val_psnr=32.54 lr=4.2913484e-05 epoch_seconds=39.360 run_seconds=90444.608 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2256 heartbeat: batch=1/455 avg_train_loss=0.101729 avg_train_ssim=0.8804 run_seconds=90444.885
epoch 2256 heartbeat: batch=128/455 avg_train_loss=0.099379 avg_train_ssim=0.8832 run_seconds=90454.906
epoch 2256 heartbeat: batch=263/455 avg_train_loss=0.099544 avg_train_ssim=0.8830 run_seconds=90464.965
epoch 2256 heartbeat: batch=390/455 avg_train_loss=0.099582 avg_train_ssim=0.8829 run_seconds=90474.991
epoch 2256: train_loss=0.099587 train_ssim=0.8829 val_loss=0.107234 val_ssim=0.8739 val_psnr=32.46 lr=4.7562087e-05 epoch_seconds=39.021 run_seconds=90483.667 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2257 heartbeat: batch=1/455 avg_train_loss=0.097757 avg_train_ssim=0.8851 run_seconds=90483.934
epoch 2257 heartbeat: batch=128/455 avg_train_loss=0.099350 avg_train_ssim=0.8832 run_seconds=90493.958
epoch 2257 heartbeat: batch=263/455 avg_train_loss=0.099563 avg_train_ssim=0.8830 run_seconds=90504.037
epoch 2257 heartbeat: batch=390/455 avg_train_loss=0.099594 avg_train_ssim=0.8829 run_seconds=90514.073
epoch 2257: train_loss=0.099662 train_ssim=0.8828 val_loss=0.107216 val_ssim=0.8740 val_psnr=32.50 lr=5.2469517e-05 epoch_seconds=39.083 run_seconds=90522.786 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2258 heartbeat: batch=1/455 avg_train_loss=0.101493 avg_train_ssim=0.8807 run_seconds=90523.065
epoch 2258 heartbeat: batch=128/455 avg_train_loss=0.099784 avg_train_ssim=0.8827 run_seconds=90533.089
epoch 2258 heartbeat: batch=262/455 avg_train_loss=0.099800 avg_train_ssim=0.8827 run_seconds=90543.126
epoch 2258 heartbeat: batch=389/455 avg_train_loss=0.099750 avg_train_ssim=0.8827 run_seconds=90553.156
epoch 2258: train_loss=0.099699 train_ssim=0.8828 val_loss=0.107385 val_ssim=0.8738 val_psnr=32.46 lr=5.7623952e-05 epoch_seconds=39.111 run_seconds=90561.935 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2259 heartbeat: batch=1/455 avg_train_loss=0.101966 avg_train_ssim=0.8801 run_seconds=90562.209
epoch 2259 heartbeat: batch=128/455 avg_train_loss=0.099499 avg_train_ssim=0.8830 run_seconds=90572.221
epoch 2259 heartbeat: batch=262/455 avg_train_loss=0.099658 avg_train_ssim=0.8828 run_seconds=90582.277
epoch 2259 heartbeat: batch=389/455 avg_train_loss=0.099757 avg_train_ssim=0.8827 run_seconds=90592.307
epoch 2259: train_loss=0.099686 train_ssim=0.8828 val_loss=0.107455 val_ssim=0.8737 val_psnr=32.45 lr=6.3012974e-05 epoch_seconds=39.127 run_seconds=90601.100 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2260 heartbeat: batch=1/455 avg_train_loss=0.099298 avg_train_ssim=0.8833 run_seconds=90601.404
epoch 2260 heartbeat: batch=128/455 avg_train_loss=0.099527 avg_train_ssim=0.8830 run_seconds=90611.422
epoch 2260 heartbeat: batch=262/455 avg_train_loss=0.099654 avg_train_ssim=0.8829 run_seconds=90621.463
epoch 2260 heartbeat: batch=389/455 avg_train_loss=0.099628 avg_train_ssim=0.8829 run_seconds=90631.489
epoch 2260: train_loss=0.099702 train_ssim=0.8828 val_loss=0.107253 val_ssim=0.8739 val_psnr=32.45 lr=6.8623601e-05 epoch_seconds=39.078 run_seconds=90640.213 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2261 heartbeat: batch=1/455 avg_train_loss=0.098431 avg_train_ssim=0.8843 run_seconds=90640.512
epoch 2261 heartbeat: batch=128/455 avg_train_loss=0.099713 avg_train_ssim=0.8828 run_seconds=90650.540
epoch 2261 heartbeat: batch=262/455 avg_train_loss=0.099730 avg_train_ssim=0.8828 run_seconds=90660.578
epoch 2261 heartbeat: batch=389/455 avg_train_loss=0.099730 avg_train_ssim=0.8828 run_seconds=90670.598
epoch 2261: train_loss=0.099753 train_ssim=0.8827 val_loss=0.107452 val_ssim=0.8737 val_psnr=32.47 lr=7.4442316e-05 epoch_seconds=39.109 run_seconds=90679.361 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2262 heartbeat: batch=1/455 avg_train_loss=0.100603 avg_train_ssim=0.8817 run_seconds=90679.667
epoch 2262 heartbeat: batch=128/455 avg_train_loss=0.099591 avg_train_ssim=0.8829 run_seconds=90689.697
epoch 2262 heartbeat: batch=261/455 avg_train_loss=0.099841 avg_train_ssim=0.8826 run_seconds=90699.720
epoch 2262 heartbeat: batch=388/455 avg_train_loss=0.099848 avg_train_ssim=0.8826 run_seconds=90709.742
epoch 2262: train_loss=0.099780 train_ssim=0.8827 val_loss=0.107468 val_ssim=0.8737 val_psnr=32.29 lr=8.0455102e-05 epoch_seconds=39.161 run_seconds=90718.559 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2263 heartbeat: batch=1/455 avg_train_loss=0.099923 avg_train_ssim=0.8825 run_seconds=90718.845
epoch 2263 heartbeat: batch=128/455 avg_train_loss=0.099840 avg_train_ssim=0.8826 run_seconds=90728.869
epoch 2263 heartbeat: batch=262/455 avg_train_loss=0.099805 avg_train_ssim=0.8827 run_seconds=90738.892
epoch 2263 heartbeat: batch=389/455 avg_train_loss=0.099880 avg_train_ssim=0.8826 run_seconds=90748.921
epoch 2263: train_loss=0.099824 train_ssim=0.8827 val_loss=0.107645 val_ssim=0.8735 val_psnr=32.52 lr=8.6647473e-05 epoch_seconds=39.096 run_seconds=90757.691 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2264 heartbeat: batch=1/455 avg_train_loss=0.098040 avg_train_ssim=0.8848 run_seconds=90757.973
epoch 2264 heartbeat: batch=128/455 avg_train_loss=0.099851 avg_train_ssim=0.8826 run_seconds=90768.038
epoch 2264 heartbeat: batch=261/455 avg_train_loss=0.099875 avg_train_ssim=0.8826 run_seconds=90778.090
epoch 2264 heartbeat: batch=388/455 avg_train_loss=0.099927 avg_train_ssim=0.8825 run_seconds=90788.119
epoch 2264: train_loss=0.099864 train_ssim=0.8826 val_loss=0.107449 val_ssim=0.8737 val_psnr=32.46 lr=9.3004511e-05 epoch_seconds=39.191 run_seconds=90796.919 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2265 heartbeat: batch=1/455 avg_train_loss=0.100045 avg_train_ssim=0.8824 run_seconds=90797.226
epoch 2265 heartbeat: batch=128/455 avg_train_loss=0.100154 avg_train_ssim=0.8823 run_seconds=90807.239
epoch 2265 heartbeat: batch=262/455 avg_train_loss=0.100000 avg_train_ssim=0.8824 run_seconds=90817.248
epoch 2265 heartbeat: batch=389/455 avg_train_loss=0.099919 avg_train_ssim=0.8825 run_seconds=90827.277
epoch 2265: train_loss=0.099931 train_ssim=0.8825 val_loss=0.107661 val_ssim=0.8734 val_psnr=32.53 lr=9.9510902e-05 epoch_seconds=39.051 run_seconds=90836.007 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2266 heartbeat: batch=1/455 avg_train_loss=0.098162 avg_train_ssim=0.8846 run_seconds=90836.320
epoch 2266 heartbeat: batch=128/455 avg_train_loss=0.099989 avg_train_ssim=0.8825 run_seconds=90846.342
epoch 2266 heartbeat: batch=262/455 avg_train_loss=0.099984 avg_train_ssim=0.8825 run_seconds=90856.366
epoch 2266 heartbeat: batch=389/455 avg_train_loss=0.099873 avg_train_ssim=0.8826 run_seconds=90866.390
epoch 2266: train_loss=0.099913 train_ssim=0.8825 val_loss=0.107517 val_ssim=0.8736 val_psnr=32.44 lr=0.00010615097 epoch_seconds=39.147 run_seconds=90875.191 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2267 heartbeat: batch=1/455 avg_train_loss=0.102074 avg_train_ssim=0.8800 run_seconds=90875.472
epoch 2267 heartbeat: batch=128/455 avg_train_loss=0.099756 avg_train_ssim=0.8827 run_seconds=90885.496
epoch 2267 heartbeat: batch=262/455 avg_train_loss=0.099959 avg_train_ssim=0.8825 run_seconds=90895.537
epoch 2267 heartbeat: batch=389/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=90905.564
epoch 2267: train_loss=0.099971 train_ssim=0.8825 val_loss=0.107656 val_ssim=0.8734 val_psnr=32.41 lr=0.00011290872 epoch_seconds=39.087 run_seconds=90914.318 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2268 heartbeat: batch=1/455 avg_train_loss=0.100926 avg_train_ssim=0.8814 run_seconds=90914.587
epoch 2268 heartbeat: batch=128/455 avg_train_loss=0.099945 avg_train_ssim=0.8825 run_seconds=90924.598
epoch 2268 heartbeat: batch=262/455 avg_train_loss=0.100085 avg_train_ssim=0.8823 run_seconds=90934.606
epoch 2268 heartbeat: batch=389/455 avg_train_loss=0.100033 avg_train_ssim=0.8824 run_seconds=90944.636
epoch 2268: train_loss=0.099974 train_ssim=0.8825 val_loss=0.107556 val_ssim=0.8736 val_psnr=32.42 lr=0.00011976787 epoch_seconds=39.031 run_seconds=90953.385 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2269 heartbeat: batch=1/455 avg_train_loss=0.098344 avg_train_ssim=0.8844 run_seconds=90953.656
epoch 2269 heartbeat: batch=128/455 avg_train_loss=0.099763 avg_train_ssim=0.8827 run_seconds=90963.680
epoch 2269 heartbeat: batch=263/455 avg_train_loss=0.099922 avg_train_ssim=0.8825 run_seconds=90973.724
epoch 2269 heartbeat: batch=389/455 avg_train_loss=0.099989 avg_train_ssim=0.8825 run_seconds=90983.784
epoch 2269: train_loss=0.099999 train_ssim=0.8824 val_loss=0.107578 val_ssim=0.8735 val_psnr=32.33 lr=0.0001267119 epoch_seconds=39.168 run_seconds=90992.588 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2270 heartbeat: batch=1/455 avg_train_loss=0.096251 avg_train_ssim=0.8869 run_seconds=90992.869
epoch 2270 heartbeat: batch=128/455 avg_train_loss=0.100089 avg_train_ssim=0.8823 run_seconds=91002.918
epoch 2270 heartbeat: batch=263/455 avg_train_loss=0.100061 avg_train_ssim=0.8824 run_seconds=91012.986
epoch 2270 heartbeat: batch=390/455 avg_train_loss=0.100125 avg_train_ssim=0.8823 run_seconds=91023.013
epoch 2270: train_loss=0.100109 train_ssim=0.8823 val_loss=0.107722 val_ssim=0.8734 val_psnr=32.45 lr=0.00013372408 epoch_seconds=39.149 run_seconds=91031.776 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2271 heartbeat: batch=1/455 avg_train_loss=0.098469 avg_train_ssim=0.8842 run_seconds=91032.103
epoch 2271 heartbeat: batch=128/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=91042.128
epoch 2271 heartbeat: batch=263/455 avg_train_loss=0.100117 avg_train_ssim=0.8823 run_seconds=91052.203
epoch 2271 heartbeat: batch=390/455 avg_train_loss=0.100060 avg_train_ssim=0.8824 run_seconds=91062.265
epoch 2271: train_loss=0.100079 train_ssim=0.8824 val_loss=0.107875 val_ssim=0.8732 val_psnr=32.46 lr=0.00014078751 epoch_seconds=39.195 run_seconds=91071.007 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2272 heartbeat: batch=1/455 avg_train_loss=0.099073 avg_train_ssim=0.8835 run_seconds=91071.336
epoch 2272 heartbeat: batch=128/455 avg_train_loss=0.099964 avg_train_ssim=0.8825 run_seconds=91081.369
epoch 2272 heartbeat: batch=263/455 avg_train_loss=0.100068 avg_train_ssim=0.8824 run_seconds=91091.425
epoch 2272 heartbeat: batch=390/455 avg_train_loss=0.100209 avg_train_ssim=0.8822 run_seconds=91101.456
epoch 2272: train_loss=0.100154 train_ssim=0.8823 val_loss=0.107641 val_ssim=0.8735 val_psnr=32.41 lr=0.00014788519 epoch_seconds=39.092 run_seconds=91110.136 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2273 heartbeat: batch=1/455 avg_train_loss=0.100201 avg_train_ssim=0.8822 run_seconds=91110.443
epoch 2273 heartbeat: batch=128/455 avg_train_loss=0.100059 avg_train_ssim=0.8824 run_seconds=91120.479
epoch 2273 heartbeat: batch=262/455 avg_train_loss=0.101815 avg_train_ssim=0.8803 run_seconds=91130.525
epoch 2273 heartbeat: batch=389/455 avg_train_loss=0.101499 avg_train_ssim=0.8807 run_seconds=91140.552
epoch 2273: train_loss=0.101401 train_ssim=0.8808 val_loss=0.107908 val_ssim=0.8732 val_psnr=32.42 lr=0.000155 epoch_seconds=39.159 run_seconds=91149.332 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2274 heartbeat: batch=1/455 avg_train_loss=0.099132 avg_train_ssim=0.8835 run_seconds=91149.603
epoch 2274 heartbeat: batch=128/455 avg_train_loss=0.100369 avg_train_ssim=0.8820 run_seconds=91159.645
epoch 2274 heartbeat: batch=262/455 avg_train_loss=0.100483 avg_train_ssim=0.8819 run_seconds=91169.692
epoch 2274 heartbeat: batch=389/455 avg_train_loss=0.100402 avg_train_ssim=0.8820 run_seconds=91179.724
epoch 2274: train_loss=0.100365 train_ssim=0.8820 val_loss=0.107668 val_ssim=0.8734 val_psnr=32.51 lr=0.00016211481 epoch_seconds=39.113 run_seconds=91188.482 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2275 heartbeat: batch=1/455 avg_train_loss=0.098113 avg_train_ssim=0.8847 run_seconds=91188.779
epoch 2275 heartbeat: batch=128/455 avg_train_loss=0.100296 avg_train_ssim=0.8821 run_seconds=91198.815
epoch 2275 heartbeat: batch=262/455 avg_train_loss=0.100449 avg_train_ssim=0.8819 run_seconds=91208.843
epoch 2275 heartbeat: batch=389/455 avg_train_loss=0.100322 avg_train_ssim=0.8821 run_seconds=91218.902
epoch 2275: train_loss=0.100294 train_ssim=0.8821 val_loss=0.107813 val_ssim=0.8733 val_psnr=32.47 lr=0.00016921249 epoch_seconds=39.130 run_seconds=91227.651 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2276 heartbeat: batch=1/455 avg_train_loss=0.098365 avg_train_ssim=0.8844 run_seconds=91227.960
epoch 2276 heartbeat: batch=128/455 avg_train_loss=0.100321 avg_train_ssim=0.8821 run_seconds=91238.018
epoch 2276 heartbeat: batch=262/455 avg_train_loss=0.100436 avg_train_ssim=0.8819 run_seconds=91248.026
epoch 2276 heartbeat: batch=389/455 avg_train_loss=0.100357 avg_train_ssim=0.8820 run_seconds=91258.058
epoch 2276: train_loss=0.100319 train_ssim=0.8821 val_loss=0.107777 val_ssim=0.8733 val_psnr=32.52 lr=0.00017627592 epoch_seconds=39.183 run_seconds=91266.870 gpu_index=0 gpu_util_pct=88 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2277 heartbeat: batch=1/455 avg_train_loss=0.098116 avg_train_ssim=0.8847 run_seconds=91267.146
epoch 2277 heartbeat: batch=128/455 avg_train_loss=0.100217 avg_train_ssim=0.8822 run_seconds=91277.174
epoch 2277 heartbeat: batch=262/455 avg_train_loss=0.100134 avg_train_ssim=0.8823 run_seconds=91287.223
epoch 2277 heartbeat: batch=389/455 avg_train_loss=0.100182 avg_train_ssim=0.8822 run_seconds=91297.257
epoch 2277: train_loss=0.100271 train_ssim=0.8821 val_loss=0.108033 val_ssim=0.8730 val_psnr=32.45 lr=0.0001832881 epoch_seconds=39.101 run_seconds=91306.007 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2278 heartbeat: batch=1/455 avg_train_loss=0.102828 avg_train_ssim=0.8791 run_seconds=91306.304
epoch 2278 heartbeat: batch=128/455 avg_train_loss=0.100237 avg_train_ssim=0.8822 run_seconds=91316.338
epoch 2278 heartbeat: batch=262/455 avg_train_loss=0.100334 avg_train_ssim=0.8821 run_seconds=91326.382
epoch 2278 heartbeat: batch=389/455 avg_train_loss=0.100287 avg_train_ssim=0.8821 run_seconds=91336.416
epoch 2278: train_loss=0.100337 train_ssim=0.8821 val_loss=0.107661 val_ssim=0.8734 val_psnr=32.46 lr=0.00019023213 epoch_seconds=39.125 run_seconds=91345.169 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2279 heartbeat: batch=1/455 avg_train_loss=0.098425 avg_train_ssim=0.8843 run_seconds=91345.477
epoch 2279 heartbeat: batch=128/455 avg_train_loss=0.100333 avg_train_ssim=0.8821 run_seconds=91355.493
epoch 2279 heartbeat: batch=262/455 avg_train_loss=0.100517 avg_train_ssim=0.8818 run_seconds=91365.511
epoch 2279 heartbeat: batch=389/455 avg_train_loss=0.100397 avg_train_ssim=0.8820 run_seconds=91375.540
epoch 2279: train_loss=0.100367 train_ssim=0.8820 val_loss=0.107758 val_ssim=0.8733 val_psnr=32.48 lr=0.00019709128 epoch_seconds=39.144 run_seconds=91384.351 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2280 heartbeat: batch=1/455 avg_train_loss=0.099102 avg_train_ssim=0.8835 run_seconds=91384.630
epoch 2280 heartbeat: batch=127/455 avg_train_loss=0.100595 avg_train_ssim=0.8817 run_seconds=91394.649
epoch 2280 heartbeat: batch=261/455 avg_train_loss=0.100456 avg_train_ssim=0.8819 run_seconds=91404.670
epoch 2280 heartbeat: batch=388/455 avg_train_loss=0.100468 avg_train_ssim=0.8819 run_seconds=91414.689
epoch 2280: train_loss=0.100418 train_ssim=0.8820 val_loss=0.108046 val_ssim=0.8730 val_psnr=32.43 lr=0.00020384903 epoch_seconds=39.095 run_seconds=91423.485 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2281 heartbeat: batch=1/455 avg_train_loss=0.098494 avg_train_ssim=0.8842 run_seconds=91423.767
epoch 2281 heartbeat: batch=128/455 avg_train_loss=0.100210 avg_train_ssim=0.8822 run_seconds=91433.810
epoch 2281 heartbeat: batch=262/455 avg_train_loss=0.100391 avg_train_ssim=0.8820 run_seconds=91443.870
epoch 2281 heartbeat: batch=389/455 avg_train_loss=0.100440 avg_train_ssim=0.8819 run_seconds=91453.891
epoch 2281: train_loss=0.100427 train_ssim=0.8819 val_loss=0.107780 val_ssim=0.8733 val_psnr=32.45 lr=0.0002104891 epoch_seconds=39.151 run_seconds=91462.672 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2282 heartbeat: batch=1/455 avg_train_loss=0.098680 avg_train_ssim=0.8840 run_seconds=91462.958
epoch 2282 heartbeat: batch=128/455 avg_train_loss=0.100389 avg_train_ssim=0.8820 run_seconds=91472.998
epoch 2282 heartbeat: batch=263/455 avg_train_loss=0.100537 avg_train_ssim=0.8818 run_seconds=91483.074
epoch 2282 heartbeat: batch=390/455 avg_train_loss=0.100445 avg_train_ssim=0.8819 run_seconds=91493.099
epoch 2282: train_loss=0.100434 train_ssim=0.8819 val_loss=0.107906 val_ssim=0.8732 val_psnr=32.50 lr=0.00021699549 epoch_seconds=39.082 run_seconds=91501.791 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2283 heartbeat: batch=1/455 avg_train_loss=0.099842 avg_train_ssim=0.8826 run_seconds=91502.072
epoch 2283 heartbeat: batch=128/455 avg_train_loss=0.100394 avg_train_ssim=0.8820 run_seconds=91512.084
epoch 2283 heartbeat: batch=262/455 avg_train_loss=0.100375 avg_train_ssim=0.8820 run_seconds=91522.086
epoch 2283 heartbeat: batch=389/455 avg_train_loss=0.100422 avg_train_ssim=0.8820 run_seconds=91532.119
epoch 2283: train_loss=0.100478 train_ssim=0.8819 val_loss=0.108091 val_ssim=0.8729 val_psnr=32.41 lr=0.00022335253 epoch_seconds=39.090 run_seconds=91540.919 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2284 heartbeat: batch=1/455 avg_train_loss=0.099018 avg_train_ssim=0.8836 run_seconds=91541.203
epoch 2284 heartbeat: batch=128/455 avg_train_loss=0.100430 avg_train_ssim=0.8819 run_seconds=91551.254
epoch 2284 heartbeat: batch=262/455 avg_train_loss=0.100612 avg_train_ssim=0.8817 run_seconds=91561.299
epoch 2284 heartbeat: batch=389/455 avg_train_loss=0.100562 avg_train_ssim=0.8818 run_seconds=91571.321
epoch 2284: train_loss=0.100533 train_ssim=0.8818 val_loss=0.108170 val_ssim=0.8728 val_psnr=32.39 lr=0.0002295449 epoch_seconds=39.126 run_seconds=91580.083 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2285 heartbeat: batch=1/455 avg_train_loss=0.100226 avg_train_ssim=0.8822 run_seconds=91580.358
epoch 2285 heartbeat: batch=128/455 avg_train_loss=0.100388 avg_train_ssim=0.8820 run_seconds=91590.377
epoch 2285 heartbeat: batch=262/455 avg_train_loss=0.100470 avg_train_ssim=0.8819 run_seconds=91600.424
epoch 2285 heartbeat: batch=389/455 avg_train_loss=0.100581 avg_train_ssim=0.8818 run_seconds=91610.456
epoch 2285: train_loss=0.100601 train_ssim=0.8817 val_loss=0.108100 val_ssim=0.8729 val_psnr=32.44 lr=0.00023555768 epoch_seconds=39.094 run_seconds=91619.214 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2286 heartbeat: batch=1/455 avg_train_loss=0.097669 avg_train_ssim=0.8852 run_seconds=91619.511
epoch 2286 heartbeat: batch=128/455 avg_train_loss=0.100836 avg_train_ssim=0.8815 run_seconds=91629.527
epoch 2286 heartbeat: batch=262/455 avg_train_loss=0.100824 avg_train_ssim=0.8815 run_seconds=91639.533
epoch 2286 heartbeat: batch=389/455 avg_train_loss=0.100710 avg_train_ssim=0.8816 run_seconds=91649.559
epoch 2286: train_loss=0.100657 train_ssim=0.8817 val_loss=0.108215 val_ssim=0.8728 val_psnr=32.29 lr=0.0002413764 epoch_seconds=39.065 run_seconds=91658.314 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2287 heartbeat: batch=1/455 avg_train_loss=0.102385 avg_train_ssim=0.8797 run_seconds=91658.585
epoch 2287 heartbeat: batch=128/455 avg_train_loss=0.100682 avg_train_ssim=0.8816 run_seconds=91668.602
epoch 2287 heartbeat: batch=262/455 avg_train_loss=0.100698 avg_train_ssim=0.8816 run_seconds=91678.652
epoch 2287 heartbeat: batch=389/455 avg_train_loss=0.100711 avg_train_ssim=0.8816 run_seconds=91688.683
epoch 2287: train_loss=0.100643 train_ssim=0.8817 val_loss=0.108024 val_ssim=0.8730 val_psnr=32.28 lr=0.00024698703 epoch_seconds=39.123 run_seconds=91697.472 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2288 heartbeat: batch=1/455 avg_train_loss=0.100720 avg_train_ssim=0.8816 run_seconds=91697.799
epoch 2288 heartbeat: batch=128/455 avg_train_loss=0.100879 avg_train_ssim=0.8814 run_seconds=91707.824
epoch 2288 heartbeat: batch=262/455 avg_train_loss=0.100643 avg_train_ssim=0.8817 run_seconds=91717.865
epoch 2288 heartbeat: batch=389/455 avg_train_loss=0.100584 avg_train_ssim=0.8818 run_seconds=91727.894
epoch 2288: train_loss=0.100725 train_ssim=0.8816 val_loss=0.108158 val_ssim=0.8729 val_psnr=32.19 lr=0.00025237605 epoch_seconds=39.128 run_seconds=91736.636 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2289 heartbeat: batch=1/455 avg_train_loss=0.102604 avg_train_ssim=0.8794 run_seconds=91736.912
epoch 2289 heartbeat: batch=128/455 avg_train_loss=0.100620 avg_train_ssim=0.8817 run_seconds=91746.934
epoch 2289 heartbeat: batch=263/455 avg_train_loss=0.100569 avg_train_ssim=0.8818 run_seconds=91756.999
epoch 2289 heartbeat: batch=390/455 avg_train_loss=0.100645 avg_train_ssim=0.8817 run_seconds=91767.023
epoch 2289: train_loss=0.100692 train_ssim=0.8816 val_loss=0.108040 val_ssim=0.8730 val_psnr=32.46 lr=0.00025753048 epoch_seconds=39.034 run_seconds=91775.708 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2290 heartbeat: batch=1/455 avg_train_loss=0.102081 avg_train_ssim=0.8800 run_seconds=91775.988
epoch 2290 heartbeat: batch=128/455 avg_train_loss=0.100620 avg_train_ssim=0.8817 run_seconds=91786.054
epoch 2290 heartbeat: batch=263/455 avg_train_loss=0.100499 avg_train_ssim=0.8819 run_seconds=91796.092
epoch 2290 heartbeat: batch=390/455 avg_train_loss=0.100566 avg_train_ssim=0.8818 run_seconds=91806.119
epoch 2290: train_loss=0.100665 train_ssim=0.8817 val_loss=0.108495 val_ssim=0.8725 val_psnr=32.29 lr=0.00026243791 epoch_seconds=39.028 run_seconds=91814.773 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2291 heartbeat: batch=1/455 avg_train_loss=0.105030 avg_train_ssim=0.8765 run_seconds=91815.071
epoch 2291 heartbeat: batch=128/455 avg_train_loss=0.100769 avg_train_ssim=0.8815 run_seconds=91825.102
epoch 2291 heartbeat: batch=262/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=91835.141
epoch 2291 heartbeat: batch=389/455 avg_train_loss=0.100658 avg_train_ssim=0.8817 run_seconds=91845.166
epoch 2291: train_loss=0.100678 train_ssim=0.8817 val_loss=0.108139 val_ssim=0.8729 val_psnr=32.44 lr=0.00026708652 epoch_seconds=39.123 run_seconds=91853.931 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2292 heartbeat: batch=1/455 avg_train_loss=0.097041 avg_train_ssim=0.8859 run_seconds=91854.207
epoch 2292 heartbeat: batch=127/455 avg_train_loss=0.100828 avg_train_ssim=0.8815 run_seconds=91864.208
epoch 2292 heartbeat: batch=261/455 avg_train_loss=0.100716 avg_train_ssim=0.8816 run_seconds=91874.209
epoch 2292 heartbeat: batch=388/455 avg_train_loss=0.100735 avg_train_ssim=0.8816 run_seconds=91884.235
epoch 2292: train_loss=0.100736 train_ssim=0.8816 val_loss=0.108363 val_ssim=0.8726 val_psnr=32.33 lr=0.00027146509 epoch_seconds=39.103 run_seconds=91893.072 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2293 heartbeat: batch=1/455 avg_train_loss=0.098199 avg_train_ssim=0.8846 run_seconds=91893.401
epoch 2293 heartbeat: batch=128/455 avg_train_loss=0.100611 avg_train_ssim=0.8817 run_seconds=91903.417
epoch 2293 heartbeat: batch=262/455 avg_train_loss=0.100624 avg_train_ssim=0.8817 run_seconds=91913.445
epoch 2293 heartbeat: batch=389/455 avg_train_loss=0.100596 avg_train_ssim=0.8817 run_seconds=91923.475
epoch 2293: train_loss=0.100691 train_ssim=0.8816 val_loss=0.108550 val_ssim=0.8724 val_psnr=32.45 lr=0.00027556309 epoch_seconds=39.110 run_seconds=91932.218 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2294 heartbeat: batch=1/455 avg_train_loss=0.099672 avg_train_ssim=0.8828 run_seconds=91932.528
epoch 2294 heartbeat: batch=127/455 avg_train_loss=0.100355 avg_train_ssim=0.8820 run_seconds=91942.606
epoch 2294 heartbeat: batch=261/455 avg_train_loss=0.100751 avg_train_ssim=0.8816 run_seconds=91952.614
epoch 2294 heartbeat: batch=388/455 avg_train_loss=0.100711 avg_train_ssim=0.8816 run_seconds=91962.638
epoch 2294: train_loss=0.101012 train_ssim=0.8813 val_loss=0.148374 val_ssim=0.8263 val_psnr=24.56 lr=0.00027937065 epoch_seconds=39.243 run_seconds=91971.499 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2295 heartbeat: batch=1/455 avg_train_loss=0.105599 avg_train_ssim=0.8759 run_seconds=91971.784
epoch 2295 heartbeat: batch=128/455 avg_train_loss=0.103956 avg_train_ssim=0.8778 run_seconds=91981.829
epoch 2295 heartbeat: batch=262/455 avg_train_loss=0.102818 avg_train_ssim=0.8791 run_seconds=91991.907
epoch 2295 heartbeat: batch=389/455 avg_train_loss=0.102460 avg_train_ssim=0.8796 run_seconds=92001.934
epoch 2295: train_loss=0.102363 train_ssim=0.8797 val_loss=0.108913 val_ssim=0.8720 val_psnr=32.43 lr=0.00028287858 epoch_seconds=39.151 run_seconds=92010.686 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2296 heartbeat: batch=1/455 avg_train_loss=0.103481 avg_train_ssim=0.8784 run_seconds=92010.996
epoch 2296 heartbeat: batch=128/455 avg_train_loss=0.101344 avg_train_ssim=0.8809 run_seconds=92021.016
epoch 2296 heartbeat: batch=262/455 avg_train_loss=0.101244 avg_train_ssim=0.8810 run_seconds=92031.070
epoch 2296 heartbeat: batch=389/455 avg_train_loss=0.101337 avg_train_ssim=0.8809 run_seconds=92041.087
epoch 2296: train_loss=0.101336 train_ssim=0.8809 val_loss=0.108863 val_ssim=0.8720 val_psnr=32.21 lr=0.00028607845 epoch_seconds=39.132 run_seconds=92049.853 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2297 heartbeat: batch=1/455 avg_train_loss=0.101180 avg_train_ssim=0.8811 run_seconds=92050.172
epoch 2297 heartbeat: batch=128/455 avg_train_loss=0.101073 avg_train_ssim=0.8812 run_seconds=92060.187
epoch 2297 heartbeat: batch=262/455 avg_train_loss=0.100970 avg_train_ssim=0.8813 run_seconds=92070.201
epoch 2297 heartbeat: batch=389/455 avg_train_loss=0.101066 avg_train_ssim=0.8812 run_seconds=92080.227
epoch 2297: train_loss=0.101081 train_ssim=0.8812 val_loss=0.108161 val_ssim=0.8729 val_psnr=32.42 lr=0.00028896253 epoch_seconds=39.084 run_seconds=92088.973 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2298 heartbeat: batch=1/455 avg_train_loss=0.101549 avg_train_ssim=0.8806 run_seconds=92089.280
epoch 2298 heartbeat: batch=128/455 avg_train_loss=0.101093 avg_train_ssim=0.8812 run_seconds=92099.317
epoch 2298 heartbeat: batch=261/455 avg_train_loss=0.101111 avg_train_ssim=0.8811 run_seconds=92109.328
epoch 2298 heartbeat: batch=386/455 avg_train_loss=0.101044 avg_train_ssim=0.8812 run_seconds=92119.342
epoch 2298: train_loss=0.101090 train_ssim=0.8812 val_loss=0.108480 val_ssim=0.8725 val_psnr=32.48 lr=0.00029152389 epoch_seconds=39.290 run_seconds=92128.302 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2299 heartbeat: batch=1/455 avg_train_loss=0.101299 avg_train_ssim=0.8809 run_seconds=92128.585
epoch 2299 heartbeat: batch=128/455 avg_train_loss=0.100821 avg_train_ssim=0.8815 run_seconds=92138.634
epoch 2299 heartbeat: batch=262/455 avg_train_loss=0.100885 avg_train_ssim=0.8814 run_seconds=92148.639
epoch 2299 heartbeat: batch=389/455 avg_train_loss=0.100949 avg_train_ssim=0.8813 run_seconds=92158.668
epoch 2299: train_loss=0.100900 train_ssim=0.8814 val_loss=0.108221 val_ssim=0.8728 val_psnr=32.42 lr=0.00029375635 epoch_seconds=39.074 run_seconds=92167.412 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2300 heartbeat: batch=1/455 avg_train_loss=0.100015 avg_train_ssim=0.8824 run_seconds=92167.701
epoch 2300 heartbeat: batch=128/455 avg_train_loss=0.100870 avg_train_ssim=0.8814 run_seconds=92177.740
epoch 2300 heartbeat: batch=263/455 avg_train_loss=0.100807 avg_train_ssim=0.8815 run_seconds=92187.815
epoch 2300 heartbeat: batch=390/455 avg_train_loss=0.100941 avg_train_ssim=0.8813 run_seconds=92197.842
epoch 2300: train_loss=0.100935 train_ssim=0.8813 val_loss=0.108530 val_ssim=0.8724 val_psnr=32.09 lr=0.00029565453 epoch_seconds=39.125 run_seconds=92206.577 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2301 heartbeat: batch=1/455 avg_train_loss=0.098911 avg_train_ssim=0.8837 run_seconds=92206.862
epoch 2301 heartbeat: batch=128/455 avg_train_loss=0.100882 avg_train_ssim=0.8814 run_seconds=92216.891
epoch 2301 heartbeat: batch=263/455 avg_train_loss=0.100963 avg_train_ssim=0.8813 run_seconds=92226.967
epoch 2301 heartbeat: batch=390/455 avg_train_loss=0.100917 avg_train_ssim=0.8814 run_seconds=92236.998
epoch 2301: train_loss=0.100894 train_ssim=0.8814 val_loss=0.108390 val_ssim=0.8726 val_psnr=32.34 lr=0.00029721387 epoch_seconds=39.054 run_seconds=92245.668 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2302 heartbeat: batch=1/455 avg_train_loss=0.102947 avg_train_ssim=0.8790 run_seconds=92245.940
epoch 2302 heartbeat: batch=128/455 avg_train_loss=0.100680 avg_train_ssim=0.8816 run_seconds=92255.966
epoch 2302 heartbeat: batch=262/455 avg_train_loss=0.100918 avg_train_ssim=0.8814 run_seconds=92265.982
epoch 2302 heartbeat: batch=389/455 avg_train_loss=0.100908 avg_train_ssim=0.8814 run_seconds=92276.039
epoch 2302: train_loss=0.100966 train_ssim=0.8813 val_loss=0.108612 val_ssim=0.8723 val_psnr=32.42 lr=0.00029843059 epoch_seconds=39.076 run_seconds=92284.781 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2303 heartbeat: batch=1/455 avg_train_loss=0.101495 avg_train_ssim=0.8807 run_seconds=92285.058
epoch 2303 heartbeat: batch=128/455 avg_train_loss=0.101048 avg_train_ssim=0.8812 run_seconds=92295.086
epoch 2303 heartbeat: batch=261/455 avg_train_loss=0.100998 avg_train_ssim=0.8813 run_seconds=92305.095
epoch 2303 heartbeat: batch=388/455 avg_train_loss=0.100968 avg_train_ssim=0.8813 run_seconds=92315.145
epoch 2303: train_loss=0.101054 train_ssim=0.8812 val_loss=0.108885 val_ssim=0.8720 val_psnr=32.45 lr=0.00029930179 epoch_seconds=39.170 run_seconds=92323.988 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2304 heartbeat: batch=1/455 avg_train_loss=0.102236 avg_train_ssim=0.8798 run_seconds=92324.273
epoch 2304 heartbeat: batch=128/455 avg_train_loss=0.100702 avg_train_ssim=0.8816 run_seconds=92334.309
epoch 2304 heartbeat: batch=261/455 avg_train_loss=0.101028 avg_train_ssim=0.8812 run_seconds=92344.310
epoch 2304 heartbeat: batch=388/455 avg_train_loss=0.101006 avg_train_ssim=0.8813 run_seconds=92354.333
epoch 2304: train_loss=0.100959 train_ssim=0.8813 val_loss=0.108230 val_ssim=0.8728 val_psnr=32.49 lr=0.00029982534 epoch_seconds=39.164 run_seconds=92363.191 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2305 heartbeat: batch=1/455 avg_train_loss=0.096968 avg_train_ssim=0.8860 run_seconds=92363.475
epoch 2305 heartbeat: batch=128/455 avg_train_loss=0.100891 avg_train_ssim=0.8814 run_seconds=92373.494
epoch 2305 heartbeat: batch=262/455 avg_train_loss=0.100831 avg_train_ssim=0.8815 run_seconds=92383.543
epoch 2305 heartbeat: batch=389/455 avg_train_loss=0.100877 avg_train_ssim=0.8814 run_seconds=92393.568
epoch 2305: train_loss=0.100884 train_ssim=0.8814 val_loss=0.108218 val_ssim=0.8728 val_psnr=32.34 lr=0.0003 epoch_seconds=39.112 run_seconds=92402.342 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2306 heartbeat: batch=1/455 avg_train_loss=0.095781 avg_train_ssim=0.8874 run_seconds=92402.632
epoch 2306 heartbeat: batch=128/455 avg_train_loss=0.100664 avg_train_ssim=0.8817 run_seconds=92412.663
epoch 2306 heartbeat: batch=262/455 avg_train_loss=0.100891 avg_train_ssim=0.8814 run_seconds=92422.714
epoch 2306 heartbeat: batch=389/455 avg_train_loss=0.100795 avg_train_ssim=0.8815 run_seconds=92432.744
epoch 2306: train_loss=0.100866 train_ssim=0.8814 val_loss=0.108027 val_ssim=0.8730 val_psnr=32.43 lr=0.00029982534 epoch_seconds=39.117 run_seconds=92441.498 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2307 heartbeat: batch=1/455 avg_train_loss=0.100751 avg_train_ssim=0.8816 run_seconds=92441.777
epoch 2307 heartbeat: batch=128/455 avg_train_loss=0.100764 avg_train_ssim=0.8816 run_seconds=92451.804
epoch 2307 heartbeat: batch=262/455 avg_train_loss=0.100872 avg_train_ssim=0.8814 run_seconds=92461.822
epoch 2307 heartbeat: batch=389/455 avg_train_loss=0.100897 avg_train_ssim=0.8814 run_seconds=92471.848
epoch 2307: train_loss=0.100921 train_ssim=0.8814 val_loss=0.108085 val_ssim=0.8729 val_psnr=32.18 lr=0.00029930179 epoch_seconds=39.087 run_seconds=92480.621 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2308 heartbeat: batch=1/455 avg_train_loss=0.105731 avg_train_ssim=0.8757 run_seconds=92480.901
epoch 2308 heartbeat: batch=127/455 avg_train_loss=0.101222 avg_train_ssim=0.8810 run_seconds=92490.953
epoch 2308 heartbeat: batch=262/455 avg_train_loss=0.100812 avg_train_ssim=0.8815 run_seconds=92501.002
epoch 2308 heartbeat: batch=389/455 avg_train_loss=0.100738 avg_train_ssim=0.8816 run_seconds=92511.059
epoch 2308: train_loss=0.100787 train_ssim=0.8815 val_loss=0.108268 val_ssim=0.8727 val_psnr=32.53 lr=0.00029843059 epoch_seconds=39.204 run_seconds=92519.865 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2309 heartbeat: batch=1/455 avg_train_loss=0.100123 avg_train_ssim=0.8823 run_seconds=92520.177
epoch 2309 heartbeat: batch=128/455 avg_train_loss=0.100987 avg_train_ssim=0.8813 run_seconds=92530.186
epoch 2309 heartbeat: batch=262/455 avg_train_loss=0.100810 avg_train_ssim=0.8815 run_seconds=92540.226
epoch 2309 heartbeat: batch=389/455 avg_train_loss=0.100793 avg_train_ssim=0.8815 run_seconds=92550.238
epoch 2309: train_loss=0.100805 train_ssim=0.8815 val_loss=0.108421 val_ssim=0.8725 val_psnr=32.41 lr=0.00029721387 epoch_seconds=39.116 run_seconds=92559.018 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2310 heartbeat: batch=1/455 avg_train_loss=0.101253 avg_train_ssim=0.8810 run_seconds=92559.293
epoch 2310 heartbeat: batch=128/455 avg_train_loss=0.100792 avg_train_ssim=0.8815 run_seconds=92569.312
epoch 2310 heartbeat: batch=262/455 avg_train_loss=0.100823 avg_train_ssim=0.8815 run_seconds=92579.366
epoch 2310 heartbeat: batch=389/455 avg_train_loss=0.100792 avg_train_ssim=0.8815 run_seconds=92589.394
epoch 2310: train_loss=0.100824 train_ssim=0.8815 val_loss=0.108288 val_ssim=0.8727 val_psnr=32.21 lr=0.00029565453 epoch_seconds=39.082 run_seconds=92598.137 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2311 heartbeat: batch=1/455 avg_train_loss=0.102884 avg_train_ssim=0.8791 run_seconds=92598.461
epoch 2311 heartbeat: batch=128/455 avg_train_loss=0.100832 avg_train_ssim=0.8815 run_seconds=92608.508
epoch 2311 heartbeat: batch=262/455 avg_train_loss=0.100911 avg_train_ssim=0.8814 run_seconds=92618.510
epoch 2311 heartbeat: batch=389/455 avg_train_loss=0.100857 avg_train_ssim=0.8814 run_seconds=92628.537
epoch 2311: train_loss=0.100901 train_ssim=0.8814 val_loss=0.108325 val_ssim=0.8727 val_psnr=32.48 lr=0.00029375635 epoch_seconds=39.126 run_seconds=92637.300 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2312 heartbeat: batch=1/455 avg_train_loss=0.104181 avg_train_ssim=0.8775 run_seconds=92637.602
epoch 2312 heartbeat: batch=128/455 avg_train_loss=0.100978 avg_train_ssim=0.8813 run_seconds=92647.614
epoch 2312 heartbeat: batch=262/455 avg_train_loss=0.101007 avg_train_ssim=0.8813 run_seconds=92657.672
epoch 2312 heartbeat: batch=389/455 avg_train_loss=0.100912 avg_train_ssim=0.8814 run_seconds=92667.699
epoch 2312: train_loss=0.100861 train_ssim=0.8814 val_loss=0.109236 val_ssim=0.8716 val_psnr=32.33 lr=0.00029152389 epoch_seconds=39.132 run_seconds=92676.469 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2313 heartbeat: batch=1/455 avg_train_loss=0.104519 avg_train_ssim=0.8771 run_seconds=92676.743
epoch 2313 heartbeat: batch=128/455 avg_train_loss=0.100687 avg_train_ssim=0.8816 run_seconds=92686.755
epoch 2313 heartbeat: batch=262/455 avg_train_loss=0.100741 avg_train_ssim=0.8816 run_seconds=92696.801
epoch 2313 heartbeat: batch=389/455 avg_train_loss=0.100674 avg_train_ssim=0.8817 run_seconds=92706.835
epoch 2313: train_loss=0.100715 train_ssim=0.8816 val_loss=0.108050 val_ssim=0.8730 val_psnr=32.50 lr=0.00028896253 epoch_seconds=39.074 run_seconds=92715.579 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2314 heartbeat: batch=1/455 avg_train_loss=0.100624 avg_train_ssim=0.8817 run_seconds=92715.892
epoch 2314 heartbeat: batch=128/455 avg_train_loss=0.100955 avg_train_ssim=0.8813 run_seconds=92725.917
epoch 2314 heartbeat: batch=261/455 avg_train_loss=0.100782 avg_train_ssim=0.8815 run_seconds=92735.921
epoch 2314 heartbeat: batch=388/455 avg_train_loss=0.100721 avg_train_ssim=0.8816 run_seconds=92745.941
epoch 2314: train_loss=0.100710 train_ssim=0.8816 val_loss=0.108275 val_ssim=0.8727 val_psnr=32.36 lr=0.00028607845 epoch_seconds=39.160 run_seconds=92754.775 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2315 heartbeat: batch=1/455 avg_train_loss=0.100666 avg_train_ssim=0.8817 run_seconds=92755.051
epoch 2315 heartbeat: batch=128/455 avg_train_loss=0.100475 avg_train_ssim=0.8819 run_seconds=92765.073
epoch 2315 heartbeat: batch=262/455 avg_train_loss=0.100541 avg_train_ssim=0.8818 run_seconds=92775.076
epoch 2315 heartbeat: batch=389/455 avg_train_loss=0.100665 avg_train_ssim=0.8817 run_seconds=92785.103
epoch 2315: train_loss=0.100697 train_ssim=0.8816 val_loss=0.108010 val_ssim=0.8730 val_psnr=32.37 lr=0.00028287858 epoch_seconds=39.040 run_seconds=92793.854 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2316 heartbeat: batch=1/455 avg_train_loss=0.099117 avg_train_ssim=0.8835 run_seconds=92794.144
epoch 2316 heartbeat: batch=128/455 avg_train_loss=0.100311 avg_train_ssim=0.8821 run_seconds=92804.217
epoch 2316 heartbeat: batch=261/455 avg_train_loss=0.100681 avg_train_ssim=0.8816 run_seconds=92814.256
epoch 2316 heartbeat: batch=388/455 avg_train_loss=0.100676 avg_train_ssim=0.8817 run_seconds=92824.315
epoch 2316: train_loss=0.100700 train_ssim=0.8816 val_loss=0.108201 val_ssim=0.8728 val_psnr=32.36 lr=0.00027937065 epoch_seconds=39.267 run_seconds=92833.161 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2317 heartbeat: batch=1/455 avg_train_loss=0.103204 avg_train_ssim=0.8787 run_seconds=92833.448
epoch 2317 heartbeat: batch=128/455 avg_train_loss=0.100648 avg_train_ssim=0.8817 run_seconds=92843.515
epoch 2317 heartbeat: batch=261/455 avg_train_loss=0.100692 avg_train_ssim=0.8816 run_seconds=92853.519
epoch 2317 heartbeat: batch=387/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=92863.577
epoch 2317: train_loss=0.100658 train_ssim=0.8817 val_loss=0.108722 val_ssim=0.8722 val_psnr=32.43 lr=0.00027556309 epoch_seconds=39.347 run_seconds=92872.547 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2318 heartbeat: batch=1/455 avg_train_loss=0.096072 avg_train_ssim=0.8871 run_seconds=92872.829
epoch 2318 heartbeat: batch=128/455 avg_train_loss=0.100620 avg_train_ssim=0.8817 run_seconds=92882.863
epoch 2318 heartbeat: batch=262/455 avg_train_loss=0.100693 avg_train_ssim=0.8816 run_seconds=92892.921
epoch 2318 heartbeat: batch=389/455 avg_train_loss=0.100667 avg_train_ssim=0.8817 run_seconds=92902.948
epoch 2318: train_loss=0.100717 train_ssim=0.8816 val_loss=0.108392 val_ssim=0.8726 val_psnr=32.33 lr=0.00027146509 epoch_seconds=39.151 run_seconds=92911.735 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2319 heartbeat: batch=1/455 avg_train_loss=0.100232 avg_train_ssim=0.8822 run_seconds=92912.039
epoch 2319 heartbeat: batch=128/455 avg_train_loss=0.100409 avg_train_ssim=0.8820 run_seconds=92922.061
epoch 2319 heartbeat: batch=262/455 avg_train_loss=0.100531 avg_train_ssim=0.8818 run_seconds=92932.090
epoch 2319 heartbeat: batch=389/455 avg_train_loss=0.100781 avg_train_ssim=0.8815 run_seconds=92942.120
epoch 2319: train_loss=0.100724 train_ssim=0.8816 val_loss=0.107921 val_ssim=0.8731 val_psnr=32.51 lr=0.00026708652 epoch_seconds=39.104 run_seconds=92950.876 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2320 heartbeat: batch=1/455 avg_train_loss=0.100538 avg_train_ssim=0.8818 run_seconds=92951.199
epoch 2320 heartbeat: batch=128/455 avg_train_loss=0.100552 avg_train_ssim=0.8818 run_seconds=92961.266
epoch 2320 heartbeat: batch=262/455 avg_train_loss=0.100666 avg_train_ssim=0.8817 run_seconds=92971.279
epoch 2320 heartbeat: batch=389/455 avg_train_loss=0.100655 avg_train_ssim=0.8817 run_seconds=92981.307
epoch 2320: train_loss=0.100651 train_ssim=0.8817 val_loss=0.108152 val_ssim=0.8729 val_psnr=32.50 lr=0.00026243791 epoch_seconds=39.173 run_seconds=92990.086 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2321 heartbeat: batch=1/455 avg_train_loss=0.098241 avg_train_ssim=0.8845 run_seconds=92990.360
epoch 2321 heartbeat: batch=127/455 avg_train_loss=0.100479 avg_train_ssim=0.8819 run_seconds=93000.377
epoch 2321 heartbeat: batch=261/455 avg_train_loss=0.100659 avg_train_ssim=0.8817 run_seconds=93010.390
epoch 2321 heartbeat: batch=388/455 avg_train_loss=0.100820 avg_train_ssim=0.8815 run_seconds=93020.418
epoch 2321: train_loss=0.100834 train_ssim=0.8815 val_loss=0.108424 val_ssim=0.8725 val_psnr=32.25 lr=0.00025753048 epoch_seconds=39.168 run_seconds=93029.289 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2322 heartbeat: batch=1/455 avg_train_loss=0.099871 avg_train_ssim=0.8826 run_seconds=93029.572
epoch 2322 heartbeat: batch=128/455 avg_train_loss=0.100846 avg_train_ssim=0.8815 run_seconds=93039.578
epoch 2322 heartbeat: batch=262/455 avg_train_loss=0.100629 avg_train_ssim=0.8817 run_seconds=93049.597
epoch 2322 heartbeat: batch=389/455 avg_train_loss=0.100697 avg_train_ssim=0.8816 run_seconds=93059.630
epoch 2322: train_loss=0.100679 train_ssim=0.8817 val_loss=0.108600 val_ssim=0.8723 val_psnr=32.24 lr=0.00025237605 epoch_seconds=39.053 run_seconds=93068.378 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2323 heartbeat: batch=1/455 avg_train_loss=0.104929 avg_train_ssim=0.8767 run_seconds=93068.698
epoch 2323 heartbeat: batch=128/455 avg_train_loss=0.100608 avg_train_ssim=0.8817 run_seconds=93078.713
epoch 2323 heartbeat: batch=263/455 avg_train_loss=0.100458 avg_train_ssim=0.8819 run_seconds=93088.786
epoch 2323 heartbeat: batch=390/455 avg_train_loss=0.100480 avg_train_ssim=0.8819 run_seconds=93098.810
epoch 2323: train_loss=0.100543 train_ssim=0.8818 val_loss=0.108319 val_ssim=0.8727 val_psnr=32.38 lr=0.00024698703 epoch_seconds=39.073 run_seconds=93107.488 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2324 heartbeat: batch=1/455 avg_train_loss=0.099379 avg_train_ssim=0.8832 run_seconds=93107.767
epoch 2324 heartbeat: batch=128/455 avg_train_loss=0.100443 avg_train_ssim=0.8819 run_seconds=93117.812
epoch 2324 heartbeat: batch=262/455 avg_train_loss=0.100474 avg_train_ssim=0.8819 run_seconds=93127.863
epoch 2324 heartbeat: batch=389/455 avg_train_loss=0.100441 avg_train_ssim=0.8819 run_seconds=93137.896
epoch 2324: train_loss=0.100471 train_ssim=0.8819 val_loss=0.108011 val_ssim=0.8730 val_psnr=32.44 lr=0.0002413764 epoch_seconds=39.126 run_seconds=93146.654 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2325 heartbeat: batch=1/455 avg_train_loss=0.097451 avg_train_ssim=0.8854 run_seconds=93146.971
epoch 2325 heartbeat: batch=128/455 avg_train_loss=0.100256 avg_train_ssim=0.8821 run_seconds=93156.989
epoch 2325 heartbeat: batch=263/455 avg_train_loss=0.100421 avg_train_ssim=0.8820 run_seconds=93167.064
epoch 2325 heartbeat: batch=390/455 avg_train_loss=0.100446 avg_train_ssim=0.8819 run_seconds=93177.095
epoch 2325: train_loss=0.100486 train_ssim=0.8819 val_loss=0.108047 val_ssim=0.8730 val_psnr=32.46 lr=0.00023555768 epoch_seconds=39.053 run_seconds=93185.743 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2326 heartbeat: batch=1/455 avg_train_loss=0.101174 avg_train_ssim=0.8811 run_seconds=93186.015
epoch 2326 heartbeat: batch=127/455 avg_train_loss=0.100573 avg_train_ssim=0.8818 run_seconds=93196.056
epoch 2326 heartbeat: batch=261/455 avg_train_loss=0.100598 avg_train_ssim=0.8817 run_seconds=93206.092
epoch 2326 heartbeat: batch=388/455 avg_train_loss=0.100486 avg_train_ssim=0.8819 run_seconds=93216.143
epoch 2326: train_loss=0.100456 train_ssim=0.8819 val_loss=0.107922 val_ssim=0.8731 val_psnr=32.42 lr=0.0002295449 epoch_seconds=39.202 run_seconds=93224.982 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2327 heartbeat: batch=1/455 avg_train_loss=0.098798 avg_train_ssim=0.8839 run_seconds=93225.258
epoch 2327 heartbeat: batch=128/455 avg_train_loss=0.100060 avg_train_ssim=0.8824 run_seconds=93235.295
epoch 2327 heartbeat: batch=262/455 avg_train_loss=0.100181 avg_train_ssim=0.8822 run_seconds=93245.328
epoch 2327 heartbeat: batch=389/455 avg_train_loss=0.100303 avg_train_ssim=0.8821 run_seconds=93255.355
epoch 2327: train_loss=0.100382 train_ssim=0.8820 val_loss=0.107803 val_ssim=0.8733 val_psnr=32.47 lr=0.00022335253 epoch_seconds=39.105 run_seconds=93264.125 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2328 heartbeat: batch=1/455 avg_train_loss=0.101717 avg_train_ssim=0.8804 run_seconds=93264.397
epoch 2328 heartbeat: batch=128/455 avg_train_loss=0.100383 avg_train_ssim=0.8820 run_seconds=93274.424
epoch 2328 heartbeat: batch=262/455 avg_train_loss=0.100352 avg_train_ssim=0.8820 run_seconds=93284.457
epoch 2328 heartbeat: batch=389/455 avg_train_loss=0.100426 avg_train_ssim=0.8819 run_seconds=93294.482
epoch 2328: train_loss=0.100461 train_ssim=0.8819 val_loss=0.108322 val_ssim=0.8727 val_psnr=32.42 lr=0.00021699549 epoch_seconds=39.074 run_seconds=93303.235 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2329 heartbeat: batch=1/455 avg_train_loss=0.099862 avg_train_ssim=0.8826 run_seconds=93303.522
epoch 2329 heartbeat: batch=128/455 avg_train_loss=0.100664 avg_train_ssim=0.8817 run_seconds=93313.529
epoch 2329 heartbeat: batch=262/455 avg_train_loss=0.100385 avg_train_ssim=0.8820 run_seconds=93323.589
epoch 2329 heartbeat: batch=389/455 avg_train_loss=0.100290 avg_train_ssim=0.8821 run_seconds=93333.614
epoch 2329: train_loss=0.100334 train_ssim=0.8821 val_loss=0.108123 val_ssim=0.8729 val_psnr=32.42 lr=0.0002104891 epoch_seconds=39.093 run_seconds=93342.365 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2330 heartbeat: batch=1/455 avg_train_loss=0.101005 avg_train_ssim=0.8813 run_seconds=93342.681
epoch 2330 heartbeat: batch=127/455 avg_train_loss=0.100313 avg_train_ssim=0.8821 run_seconds=93352.685
epoch 2330 heartbeat: batch=260/455 avg_train_loss=0.100433 avg_train_ssim=0.8819 run_seconds=93362.705
epoch 2330 heartbeat: batch=387/455 avg_train_loss=0.100365 avg_train_ssim=0.8820 run_seconds=93372.752
epoch 2330: train_loss=0.100340 train_ssim=0.8820 val_loss=0.108193 val_ssim=0.8728 val_psnr=32.37 lr=0.00020384903 epoch_seconds=39.249 run_seconds=93381.652 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2331 heartbeat: batch=1/455 avg_train_loss=0.099815 avg_train_ssim=0.8827 run_seconds=93381.931
epoch 2331 heartbeat: batch=128/455 avg_train_loss=0.100232 avg_train_ssim=0.8822 run_seconds=93391.945
epoch 2331 heartbeat: batch=262/455 avg_train_loss=0.100303 avg_train_ssim=0.8821 run_seconds=93401.990
epoch 2331 heartbeat: batch=389/455 avg_train_loss=0.100323 avg_train_ssim=0.8821 run_seconds=93412.015
epoch 2331: train_loss=0.100261 train_ssim=0.8821 val_loss=0.107847 val_ssim=0.8732 val_psnr=32.46 lr=0.00019709128 epoch_seconds=39.098 run_seconds=93420.788 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2332 heartbeat: batch=1/455 avg_train_loss=0.096771 avg_train_ssim=0.8862 run_seconds=93421.084
epoch 2332 heartbeat: batch=128/455 avg_train_loss=0.099852 avg_train_ssim=0.8826 run_seconds=93431.127
epoch 2332 heartbeat: batch=262/455 avg_train_loss=0.100157 avg_train_ssim=0.8823 run_seconds=93441.198
epoch 2332 heartbeat: batch=389/455 avg_train_loss=0.100203 avg_train_ssim=0.8822 run_seconds=93451.222
epoch 2332: train_loss=0.100228 train_ssim=0.8822 val_loss=0.107819 val_ssim=0.8733 val_psnr=32.51 lr=0.00019023213 epoch_seconds=39.126 run_seconds=93459.951 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2333 heartbeat: batch=1/455 avg_train_loss=0.100063 avg_train_ssim=0.8824 run_seconds=93460.225
epoch 2333 heartbeat: batch=127/455 avg_train_loss=0.100158 avg_train_ssim=0.8823 run_seconds=93470.229
epoch 2333 heartbeat: batch=261/455 avg_train_loss=0.100245 avg_train_ssim=0.8822 run_seconds=93480.269
epoch 2333 heartbeat: batch=388/455 avg_train_loss=0.100313 avg_train_ssim=0.8821 run_seconds=93490.283
epoch 2333: train_loss=0.100214 train_ssim=0.8822 val_loss=0.107797 val_ssim=0.8733 val_psnr=32.21 lr=0.0001832881 epoch_seconds=39.116 run_seconds=93499.105 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2334 heartbeat: batch=1/455 avg_train_loss=0.099167 avg_train_ssim=0.8834 run_seconds=93499.420
epoch 2334 heartbeat: batch=128/455 avg_train_loss=0.100098 avg_train_ssim=0.8823 run_seconds=93509.451
epoch 2334 heartbeat: batch=263/455 avg_train_loss=0.100151 avg_train_ssim=0.8823 run_seconds=93519.526
epoch 2334 heartbeat: batch=390/455 avg_train_loss=0.100172 avg_train_ssim=0.8822 run_seconds=93529.549
epoch 2334: train_loss=0.100203 train_ssim=0.8822 val_loss=0.107841 val_ssim=0.8732 val_psnr=32.44 lr=0.00017627592 epoch_seconds=39.085 run_seconds=93538.225 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2335 heartbeat: batch=1/455 avg_train_loss=0.103135 avg_train_ssim=0.8788 run_seconds=93538.524
epoch 2335 heartbeat: batch=128/455 avg_train_loss=0.100164 avg_train_ssim=0.8823 run_seconds=93548.549
epoch 2335 heartbeat: batch=262/455 avg_train_loss=0.100105 avg_train_ssim=0.8823 run_seconds=93558.582
epoch 2335 heartbeat: batch=389/455 avg_train_loss=0.100129 avg_train_ssim=0.8823 run_seconds=93568.610
epoch 2335: train_loss=0.100199 train_ssim=0.8822 val_loss=0.107730 val_ssim=0.8734 val_psnr=32.41 lr=0.00016921249 epoch_seconds=39.087 run_seconds=93577.353 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2336 heartbeat: batch=1/455 avg_train_loss=0.095647 avg_train_ssim=0.8876 run_seconds=93577.662
epoch 2336 heartbeat: batch=128/455 avg_train_loss=0.099930 avg_train_ssim=0.8825 run_seconds=93587.685
epoch 2336 heartbeat: batch=262/455 avg_train_loss=0.100005 avg_train_ssim=0.8824 run_seconds=93597.723
epoch 2336 heartbeat: batch=389/455 avg_train_loss=0.100101 avg_train_ssim=0.8823 run_seconds=93607.750
epoch 2336: train_loss=0.100084 train_ssim=0.8824 val_loss=0.107626 val_ssim=0.8735 val_psnr=32.46 lr=0.00016211481 epoch_seconds=39.104 run_seconds=93616.493 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2337 heartbeat: batch=1/455 avg_train_loss=0.101760 avg_train_ssim=0.8804 run_seconds=93616.770
epoch 2337 heartbeat: batch=128/455 avg_train_loss=0.100370 avg_train_ssim=0.8820 run_seconds=93626.796
epoch 2337 heartbeat: batch=262/455 avg_train_loss=0.100226 avg_train_ssim=0.8822 run_seconds=93636.796
epoch 2337 heartbeat: batch=388/455 avg_train_loss=0.100212 avg_train_ssim=0.8822 run_seconds=93646.811
epoch 2337: train_loss=0.100211 train_ssim=0.8822 val_loss=0.107996 val_ssim=0.8730 val_psnr=32.39 lr=0.000155 epoch_seconds=39.100 run_seconds=93655.630 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2338 heartbeat: batch=1/455 avg_train_loss=0.098757 avg_train_ssim=0.8839 run_seconds=93655.906
epoch 2338 heartbeat: batch=128/455 avg_train_loss=0.099877 avg_train_ssim=0.8826 run_seconds=93665.955
epoch 2338 heartbeat: batch=262/455 avg_train_loss=0.100205 avg_train_ssim=0.8822 run_seconds=93675.989
epoch 2338 heartbeat: batch=389/455 avg_train_loss=0.100071 avg_train_ssim=0.8824 run_seconds=93686.014
epoch 2338: train_loss=0.100083 train_ssim=0.8824 val_loss=0.107575 val_ssim=0.8735 val_psnr=32.48 lr=0.00014788519 epoch_seconds=39.133 run_seconds=93694.801 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2339 heartbeat: batch=1/455 avg_train_loss=0.103372 avg_train_ssim=0.8785 run_seconds=93695.086
epoch 2339 heartbeat: batch=127/455 avg_train_loss=0.100057 avg_train_ssim=0.8824 run_seconds=93705.099
epoch 2339 heartbeat: batch=261/455 avg_train_loss=0.100215 avg_train_ssim=0.8822 run_seconds=93715.105
epoch 2339 heartbeat: batch=388/455 avg_train_loss=0.100122 avg_train_ssim=0.8823 run_seconds=93725.124
epoch 2339: train_loss=0.100069 train_ssim=0.8824 val_loss=0.107566 val_ssim=0.8736 val_psnr=32.32 lr=0.00014078751 epoch_seconds=39.099 run_seconds=93733.935 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2340 heartbeat: batch=1/455 avg_train_loss=0.100360 avg_train_ssim=0.8820 run_seconds=93734.206
epoch 2340 heartbeat: batch=127/455 avg_train_loss=0.099790 avg_train_ssim=0.8827 run_seconds=93744.243
epoch 2340 heartbeat: batch=260/455 avg_train_loss=0.099907 avg_train_ssim=0.8826 run_seconds=93754.244
epoch 2340 heartbeat: batch=387/455 avg_train_loss=0.099987 avg_train_ssim=0.8825 run_seconds=93764.286
epoch 2340: train_loss=0.099962 train_ssim=0.8825 val_loss=0.107563 val_ssim=0.8736 val_psnr=32.53 lr=0.00013372408 epoch_seconds=39.255 run_seconds=93773.229 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2341 heartbeat: batch=1/455 avg_train_loss=0.097654 avg_train_ssim=0.8852 run_seconds=93773.513
epoch 2341 heartbeat: batch=127/455 avg_train_loss=0.100162 avg_train_ssim=0.8823 run_seconds=93783.516
epoch 2341 heartbeat: batch=261/455 avg_train_loss=0.099886 avg_train_ssim=0.8826 run_seconds=93793.546
epoch 2341 heartbeat: batch=388/455 avg_train_loss=0.099934 avg_train_ssim=0.8825 run_seconds=93803.575
epoch 2341: train_loss=0.099926 train_ssim=0.8825 val_loss=0.107495 val_ssim=0.8736 val_psnr=32.41 lr=0.0001267119 epoch_seconds=39.173 run_seconds=93812.440 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2342 heartbeat: batch=1/455 avg_train_loss=0.103913 avg_train_ssim=0.8778 run_seconds=93812.762
epoch 2342 heartbeat: batch=128/455 avg_train_loss=0.099947 avg_train_ssim=0.8825 run_seconds=93822.775
epoch 2342 heartbeat: batch=262/455 avg_train_loss=0.099926 avg_train_ssim=0.8825 run_seconds=93832.801
epoch 2342 heartbeat: batch=388/455 avg_train_loss=0.099907 avg_train_ssim=0.8826 run_seconds=93842.822
epoch 2342: train_loss=0.099941 train_ssim=0.8825 val_loss=0.107533 val_ssim=0.8736 val_psnr=32.43 lr=0.00011976787 epoch_seconds=39.251 run_seconds=93851.729 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2343 heartbeat: batch=1/455 avg_train_loss=0.099224 avg_train_ssim=0.8834 run_seconds=93852.007
epoch 2343 heartbeat: batch=128/455 avg_train_loss=0.100410 avg_train_ssim=0.8820 run_seconds=93862.041
epoch 2343 heartbeat: batch=262/455 avg_train_loss=0.100051 avg_train_ssim=0.8824 run_seconds=93872.076
epoch 2343 heartbeat: batch=389/455 avg_train_loss=0.099922 avg_train_ssim=0.8825 run_seconds=93882.110
epoch 2343: train_loss=0.099843 train_ssim=0.8826 val_loss=0.107398 val_ssim=0.8737 val_psnr=32.52 lr=0.00011290872 epoch_seconds=39.135 run_seconds=93890.905 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2344 heartbeat: batch=1/455 avg_train_loss=0.099056 avg_train_ssim=0.8836 run_seconds=93891.182
epoch 2344 heartbeat: batch=128/455 avg_train_loss=0.099861 avg_train_ssim=0.8826 run_seconds=93901.218
epoch 2344 heartbeat: batch=262/455 avg_train_loss=0.099840 avg_train_ssim=0.8826 run_seconds=93911.292
epoch 2344 heartbeat: batch=389/455 avg_train_loss=0.099820 avg_train_ssim=0.8827 run_seconds=93921.314
epoch 2344: train_loss=0.099833 train_ssim=0.8826 val_loss=0.107499 val_ssim=0.8736 val_psnr=32.38 lr=0.00010615097 epoch_seconds=39.105 run_seconds=93930.048 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2345 heartbeat: batch=1/455 avg_train_loss=0.101805 avg_train_ssim=0.8803 run_seconds=93930.325
epoch 2345 heartbeat: batch=127/455 avg_train_loss=0.099625 avg_train_ssim=0.8829 run_seconds=93940.332
epoch 2345 heartbeat: batch=261/455 avg_train_loss=0.099699 avg_train_ssim=0.8828 run_seconds=93950.336
epoch 2345 heartbeat: batch=388/455 avg_train_loss=0.099720 avg_train_ssim=0.8828 run_seconds=93960.358
epoch 2345: train_loss=0.099755 train_ssim=0.8827 val_loss=0.107523 val_ssim=0.8736 val_psnr=32.42 lr=9.9510902e-05 epoch_seconds=39.129 run_seconds=93969.212 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2346 heartbeat: batch=1/455 avg_train_loss=0.101749 avg_train_ssim=0.8804 run_seconds=93969.529
epoch 2346 heartbeat: batch=128/455 avg_train_loss=0.099966 avg_train_ssim=0.8825 run_seconds=93979.536
epoch 2346 heartbeat: batch=262/455 avg_train_loss=0.099934 avg_train_ssim=0.8825 run_seconds=93989.543
epoch 2346 heartbeat: batch=389/455 avg_train_loss=0.099773 avg_train_ssim=0.8827 run_seconds=93999.574
epoch 2346: train_loss=0.099731 train_ssim=0.8828 val_loss=0.107359 val_ssim=0.8738 val_psnr=32.51 lr=9.3004511e-05 epoch_seconds=39.152 run_seconds=94008.402 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2347 heartbeat: batch=1/455 avg_train_loss=0.099580 avg_train_ssim=0.8829 run_seconds=94008.716
epoch 2347 heartbeat: batch=128/455 avg_train_loss=0.099544 avg_train_ssim=0.8830 run_seconds=94018.795
epoch 2347 heartbeat: batch=262/455 avg_train_loss=0.099682 avg_train_ssim=0.8828 run_seconds=94028.843
epoch 2347 heartbeat: batch=389/455 avg_train_loss=0.099683 avg_train_ssim=0.8828 run_seconds=94038.865
epoch 2347: train_loss=0.099705 train_ssim=0.8828 val_loss=0.107978 val_ssim=0.8731 val_psnr=32.09 lr=8.6647473e-05 epoch_seconds=39.193 run_seconds=94047.632 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2348 heartbeat: batch=1/455 avg_train_loss=0.101457 avg_train_ssim=0.8807 run_seconds=94047.908
epoch 2348 heartbeat: batch=128/455 avg_train_loss=0.099736 avg_train_ssim=0.8828 run_seconds=94057.944
epoch 2348 heartbeat: batch=263/455 avg_train_loss=0.099728 avg_train_ssim=0.8828 run_seconds=94068.007
epoch 2348 heartbeat: batch=390/455 avg_train_loss=0.099808 avg_train_ssim=0.8827 run_seconds=94078.034
epoch 2348: train_loss=0.099713 train_ssim=0.8828 val_loss=0.107590 val_ssim=0.8735 val_psnr=32.30 lr=8.0455102e-05 epoch_seconds=39.036 run_seconds=94086.707 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2349 heartbeat: batch=1/455 avg_train_loss=0.103417 avg_train_ssim=0.8784 run_seconds=94086.999
epoch 2349 heartbeat: batch=128/455 avg_train_loss=0.099481 avg_train_ssim=0.8831 run_seconds=94097.052
epoch 2349 heartbeat: batch=262/455 avg_train_loss=0.099576 avg_train_ssim=0.8829 run_seconds=94107.110
epoch 2349 heartbeat: batch=388/455 avg_train_loss=0.099614 avg_train_ssim=0.8829 run_seconds=94117.145
epoch 2349: train_loss=0.099645 train_ssim=0.8829 val_loss=0.107476 val_ssim=0.8737 val_psnr=32.45 lr=7.4442316e-05 epoch_seconds=39.259 run_seconds=94126.001 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2350 heartbeat: batch=1/455 avg_train_loss=0.101669 avg_train_ssim=0.8805 run_seconds=94126.272
epoch 2350 heartbeat: batch=127/455 avg_train_loss=0.099870 avg_train_ssim=0.8826 run_seconds=94136.291
epoch 2350 heartbeat: batch=261/455 avg_train_loss=0.100000 avg_train_ssim=0.8824 run_seconds=94146.321
epoch 2350 heartbeat: batch=388/455 avg_train_loss=0.099930 avg_train_ssim=0.8825 run_seconds=94156.337
epoch 2350: train_loss=0.099886 train_ssim=0.8826 val_loss=0.107375 val_ssim=0.8738 val_psnr=32.43 lr=6.8623601e-05 epoch_seconds=39.141 run_seconds=94165.178 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2351 heartbeat: batch=1/455 avg_train_loss=0.097060 avg_train_ssim=0.8859 run_seconds=94165.465
epoch 2351 heartbeat: batch=128/455 avg_train_loss=0.099502 avg_train_ssim=0.8830 run_seconds=94175.536
epoch 2351 heartbeat: batch=262/455 avg_train_loss=0.099582 avg_train_ssim=0.8829 run_seconds=94185.570
epoch 2351 heartbeat: batch=389/455 avg_train_loss=0.099549 avg_train_ssim=0.8830 run_seconds=94195.589
epoch 2351: train_loss=0.099619 train_ssim=0.8829 val_loss=0.107347 val_ssim=0.8738 val_psnr=32.43 lr=6.3012974e-05 epoch_seconds=39.132 run_seconds=94204.348 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2352 heartbeat: batch=1/455 avg_train_loss=0.097772 avg_train_ssim=0.8851 run_seconds=94204.626
epoch 2352 heartbeat: batch=128/455 avg_train_loss=0.099492 avg_train_ssim=0.8830 run_seconds=94214.640
epoch 2352 heartbeat: batch=262/455 avg_train_loss=0.099597 avg_train_ssim=0.8829 run_seconds=94224.689
epoch 2352 heartbeat: batch=389/455 avg_train_loss=0.099604 avg_train_ssim=0.8829 run_seconds=94234.715
epoch 2352: train_loss=0.099550 train_ssim=0.8830 val_loss=0.107500 val_ssim=0.8736 val_psnr=32.46 lr=5.7623952e-05 epoch_seconds=39.096 run_seconds=94243.483 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2353 heartbeat: batch=1/455 avg_train_loss=0.099189 avg_train_ssim=0.8834 run_seconds=94243.788
epoch 2353 heartbeat: batch=128/455 avg_train_loss=0.099832 avg_train_ssim=0.8826 run_seconds=94253.802
epoch 2353 heartbeat: batch=262/455 avg_train_loss=0.099537 avg_train_ssim=0.8830 run_seconds=94263.847
epoch 2353 heartbeat: batch=389/455 avg_train_loss=0.099499 avg_train_ssim=0.8830 run_seconds=94273.868
epoch 2353: train_loss=0.099541 train_ssim=0.8830 val_loss=0.107237 val_ssim=0.8739 val_psnr=32.51 lr=5.2469517e-05 epoch_seconds=39.145 run_seconds=94282.667 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2354 heartbeat: batch=1/455 avg_train_loss=0.097686 avg_train_ssim=0.8852 run_seconds=94282.959
epoch 2354 heartbeat: batch=128/455 avg_train_loss=0.099567 avg_train_ssim=0.8830 run_seconds=94292.974
epoch 2354 heartbeat: batch=262/455 avg_train_loss=0.099600 avg_train_ssim=0.8829 run_seconds=94303.012
epoch 2354 heartbeat: batch=389/455 avg_train_loss=0.099515 avg_train_ssim=0.8830 run_seconds=94313.039
epoch 2354: train_loss=0.099505 train_ssim=0.8830 val_loss=0.107192 val_ssim=0.8740 val_psnr=32.40 lr=4.7562087e-05 epoch_seconds=39.113 run_seconds=94321.815 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2355 heartbeat: batch=1/455 avg_train_loss=0.098354 avg_train_ssim=0.8844 run_seconds=94322.095
epoch 2355 heartbeat: batch=128/455 avg_train_loss=0.099654 avg_train_ssim=0.8829 run_seconds=94332.098
epoch 2355 heartbeat: batch=262/455 avg_train_loss=0.099545 avg_train_ssim=0.8830 run_seconds=94342.132
epoch 2355 heartbeat: batch=389/455 avg_train_loss=0.099428 avg_train_ssim=0.8831 run_seconds=94352.190
epoch 2355: train_loss=0.099445 train_ssim=0.8831 val_loss=0.107259 val_ssim=0.8739 val_psnr=32.50 lr=4.2913484e-05 epoch_seconds=39.099 run_seconds=94360.950 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2356 heartbeat: batch=1/455 avg_train_loss=0.098332 avg_train_ssim=0.8844 run_seconds=94361.223
epoch 2356 heartbeat: batch=128/455 avg_train_loss=0.099785 avg_train_ssim=0.8827 run_seconds=94371.251
epoch 2356 heartbeat: batch=261/455 avg_train_loss=0.099663 avg_train_ssim=0.8828 run_seconds=94381.264
epoch 2356 heartbeat: batch=388/455 avg_train_loss=0.099475 avg_train_ssim=0.8831 run_seconds=94391.293
epoch 2356: train_loss=0.099450 train_ssim=0.8831 val_loss=0.107242 val_ssim=0.8739 val_psnr=32.52 lr=3.8534908e-05 epoch_seconds=39.197 run_seconds=94400.183 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2357 heartbeat: batch=1/455 avg_train_loss=0.097752 avg_train_ssim=0.8851 run_seconds=94400.464
epoch 2357 heartbeat: batch=128/455 avg_train_loss=0.099799 avg_train_ssim=0.8827 run_seconds=94410.515
epoch 2357 heartbeat: batch=261/455 avg_train_loss=0.099607 avg_train_ssim=0.8829 run_seconds=94420.568
epoch 2357 heartbeat: batch=388/455 avg_train_loss=0.099426 avg_train_ssim=0.8831 run_seconds=94430.592
epoch 2357: train_loss=0.099418 train_ssim=0.8831 val_loss=0.107278 val_ssim=0.8739 val_psnr=32.48 lr=3.4436906e-05 epoch_seconds=39.201 run_seconds=94439.421 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2358 heartbeat: batch=1/455 avg_train_loss=0.099380 avg_train_ssim=0.8832 run_seconds=94439.687
epoch 2358 heartbeat: batch=128/455 avg_train_loss=0.099281 avg_train_ssim=0.8833 run_seconds=94449.700
epoch 2358 heartbeat: batch=262/455 avg_train_loss=0.099345 avg_train_ssim=0.8832 run_seconds=94459.756
epoch 2358 heartbeat: batch=389/455 avg_train_loss=0.099362 avg_train_ssim=0.8832 run_seconds=94469.781
epoch 2358: train_loss=0.099390 train_ssim=0.8832 val_loss=0.107111 val_ssim=0.8741 val_psnr=32.51 lr=3.0629352e-05 epoch_seconds=39.041 run_seconds=94478.498 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2359 heartbeat: batch=1/455 avg_train_loss=0.102508 avg_train_ssim=0.8795 run_seconds=94478.815
epoch 2359 heartbeat: batch=127/455 avg_train_loss=0.099236 avg_train_ssim=0.8833 run_seconds=94488.823
epoch 2359 heartbeat: batch=261/455 avg_train_loss=0.099374 avg_train_ssim=0.8832 run_seconds=94498.846
epoch 2359 heartbeat: batch=388/455 avg_train_loss=0.099283 avg_train_ssim=0.8833 run_seconds=94508.876
epoch 2359: train_loss=0.099369 train_ssim=0.8832 val_loss=0.107144 val_ssim=0.8740 val_psnr=32.50 lr=2.7121417e-05 epoch_seconds=39.191 run_seconds=94517.725 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2360 heartbeat: batch=1/455 avg_train_loss=0.100672 avg_train_ssim=0.8817 run_seconds=94518.036
epoch 2360 heartbeat: batch=128/455 avg_train_loss=0.099239 avg_train_ssim=0.8833 run_seconds=94528.047
epoch 2360 heartbeat: batch=262/455 avg_train_loss=0.099368 avg_train_ssim=0.8832 run_seconds=94538.092
epoch 2360 heartbeat: batch=389/455 avg_train_loss=0.099364 avg_train_ssim=0.8832 run_seconds=94548.117
epoch 2360: train_loss=0.099358 train_ssim=0.8832 val_loss=0.107125 val_ssim=0.8741 val_psnr=32.49 lr=2.3921552e-05 epoch_seconds=39.118 run_seconds=94556.880 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2361 heartbeat: batch=1/455 avg_train_loss=0.097853 avg_train_ssim=0.8850 run_seconds=94557.190
epoch 2361 heartbeat: batch=128/455 avg_train_loss=0.099327 avg_train_ssim=0.8832 run_seconds=94567.210
epoch 2361 heartbeat: batch=262/455 avg_train_loss=0.099397 avg_train_ssim=0.8832 run_seconds=94577.242
epoch 2361 heartbeat: batch=389/455 avg_train_loss=0.099397 avg_train_ssim=0.8832 run_seconds=94587.263
epoch 2361: train_loss=0.099328 train_ssim=0.8832 val_loss=0.107062 val_ssim=0.8741 val_psnr=32.50 lr=2.1037468e-05 epoch_seconds=39.187 run_seconds=94596.107 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2362 heartbeat: batch=1/455 avg_train_loss=0.099404 avg_train_ssim=0.8832 run_seconds=94596.379
epoch 2362 heartbeat: batch=128/455 avg_train_loss=0.099139 avg_train_ssim=0.8835 run_seconds=94606.415
epoch 2362 heartbeat: batch=262/455 avg_train_loss=0.099254 avg_train_ssim=0.8833 run_seconds=94616.447
epoch 2362 heartbeat: batch=389/455 avg_train_loss=0.099267 avg_train_ssim=0.8833 run_seconds=94626.471
epoch 2362: train_loss=0.099298 train_ssim=0.8833 val_loss=0.107264 val_ssim=0.8739 val_psnr=32.47 lr=1.8476111e-05 epoch_seconds=39.078 run_seconds=94635.221 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2363 heartbeat: batch=1/455 avg_train_loss=0.099826 avg_train_ssim=0.8827 run_seconds=94635.501
epoch 2363 heartbeat: batch=126/455 avg_train_loss=0.099561 avg_train_ssim=0.8830 run_seconds=94645.530
epoch 2363 heartbeat: batch=260/455 avg_train_loss=0.099433 avg_train_ssim=0.8831 run_seconds=94655.601
epoch 2363 heartbeat: batch=387/455 avg_train_loss=0.099397 avg_train_ssim=0.8832 run_seconds=94665.610
epoch 2363: train_loss=0.099320 train_ssim=0.8832 val_loss=0.107138 val_ssim=0.8741 val_psnr=32.45 lr=1.6243651e-05 epoch_seconds=39.239 run_seconds=94674.495 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2364 heartbeat: batch=1/455 avg_train_loss=0.101656 avg_train_ssim=0.8805 run_seconds=94674.773
epoch 2364 heartbeat: batch=128/455 avg_train_loss=0.099079 avg_train_ssim=0.8835 run_seconds=94684.832
epoch 2364 heartbeat: batch=262/455 avg_train_loss=0.099136 avg_train_ssim=0.8835 run_seconds=94694.870
epoch 2364 heartbeat: batch=389/455 avg_train_loss=0.099207 avg_train_ssim=0.8834 run_seconds=94704.893
epoch 2364: train_loss=0.099251 train_ssim=0.8833 val_loss=0.107111 val_ssim=0.8741 val_psnr=32.53 lr=1.4345468e-05 epoch_seconds=39.112 run_seconds=94713.644 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2365 heartbeat: batch=1/455 avg_train_loss=0.101036 avg_train_ssim=0.8812 run_seconds=94713.920
epoch 2365 heartbeat: batch=128/455 avg_train_loss=0.099517 avg_train_ssim=0.8830 run_seconds=94723.930
epoch 2365 heartbeat: batch=263/455 avg_train_loss=0.099361 avg_train_ssim=0.8832 run_seconds=94734.004
epoch 2365 heartbeat: batch=390/455 avg_train_loss=0.099286 avg_train_ssim=0.8833 run_seconds=94744.034
epoch 2365: train_loss=0.099269 train_ssim=0.8833 val_loss=0.107109 val_ssim=0.8741 val_psnr=32.48 lr=1.2786134e-05 epoch_seconds=39.052 run_seconds=94752.734 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2366 heartbeat: batch=1/455 avg_train_loss=0.097796 avg_train_ssim=0.8850 run_seconds=94753.013
epoch 2366 heartbeat: batch=128/455 avg_train_loss=0.099358 avg_train_ssim=0.8832 run_seconds=94763.033
epoch 2366 heartbeat: batch=262/455 avg_train_loss=0.099203 avg_train_ssim=0.8834 run_seconds=94773.078
epoch 2366 heartbeat: batch=389/455 avg_train_loss=0.099256 avg_train_ssim=0.8833 run_seconds=94783.100
epoch 2366: train_loss=0.099269 train_ssim=0.8833 val_loss=0.107056 val_ssim=0.8742 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=39.091 run_seconds=94791.864 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2367 heartbeat: batch=1/455 avg_train_loss=0.100298 avg_train_ssim=0.8821 run_seconds=94792.160
epoch 2367 heartbeat: batch=128/455 avg_train_loss=0.099073 avg_train_ssim=0.8835 run_seconds=94802.185
epoch 2367 heartbeat: batch=262/455 avg_train_loss=0.099194 avg_train_ssim=0.8834 run_seconds=94812.219
epoch 2367 heartbeat: batch=389/455 avg_train_loss=0.099254 avg_train_ssim=0.8833 run_seconds=94822.239
epoch 2367: train_loss=0.099273 train_ssim=0.8833 val_loss=0.107069 val_ssim=0.8741 val_psnr=32.51 lr=1.0698215e-05 epoch_seconds=39.083 run_seconds=94830.984 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2368 heartbeat: batch=1/455 avg_train_loss=0.095603 avg_train_ssim=0.8876 run_seconds=94831.272
epoch 2368 heartbeat: batch=128/455 avg_train_loss=0.099176 avg_train_ssim=0.8834 run_seconds=94841.300
epoch 2368 heartbeat: batch=262/455 avg_train_loss=0.099153 avg_train_ssim=0.8834 run_seconds=94851.338
epoch 2368 heartbeat: batch=389/455 avg_train_loss=0.099239 avg_train_ssim=0.8833 run_seconds=94861.369
epoch 2368: train_loss=0.099233 train_ssim=0.8833 val_loss=0.107063 val_ssim=0.8741 val_psnr=32.51 lr=1.0174659e-05 epoch_seconds=39.162 run_seconds=94870.181 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2369 heartbeat: batch=1/455 avg_train_loss=0.100387 avg_train_ssim=0.8820 run_seconds=94870.454
epoch 2369 heartbeat: batch=127/455 avg_train_loss=0.098938 avg_train_ssim=0.8837 run_seconds=94880.472
epoch 2369 heartbeat: batch=262/455 avg_train_loss=0.099054 avg_train_ssim=0.8836 run_seconds=94890.515
epoch 2369 heartbeat: batch=389/455 avg_train_loss=0.099202 avg_train_ssim=0.8834 run_seconds=94900.542
epoch 2369: train_loss=0.099248 train_ssim=0.8833 val_loss=0.107066 val_ssim=0.8741 val_psnr=32.55 lr=1e-05 epoch_seconds=39.108 run_seconds=94909.325 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2370 heartbeat: batch=1/455 avg_train_loss=0.103916 avg_train_ssim=0.8778 run_seconds=94909.608
epoch 2370 heartbeat: batch=128/455 avg_train_loss=0.099368 avg_train_ssim=0.8832 run_seconds=94919.631
epoch 2370 heartbeat: batch=263/455 avg_train_loss=0.099248 avg_train_ssim=0.8833 run_seconds=94929.704
epoch 2370 heartbeat: batch=390/455 avg_train_loss=0.099253 avg_train_ssim=0.8833 run_seconds=94939.744
epoch 2370: train_loss=0.099231 train_ssim=0.8834 val_loss=0.107064 val_ssim=0.8741 val_psnr=32.50 lr=1.0174659e-05 epoch_seconds=39.062 run_seconds=94948.423 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2371 heartbeat: batch=1/455 avg_train_loss=0.100000 avg_train_ssim=0.8824 run_seconds=94948.699
epoch 2371 heartbeat: batch=128/455 avg_train_loss=0.099440 avg_train_ssim=0.8831 run_seconds=94958.715
epoch 2371 heartbeat: batch=262/455 avg_train_loss=0.099235 avg_train_ssim=0.8833 run_seconds=94968.721
epoch 2371 heartbeat: batch=389/455 avg_train_loss=0.099281 avg_train_ssim=0.8833 run_seconds=94978.740
epoch 2371: train_loss=0.099248 train_ssim=0.8833 val_loss=0.107083 val_ssim=0.8741 val_psnr=32.50 lr=1.0698215e-05 epoch_seconds=39.035 run_seconds=94987.494 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2372 heartbeat: batch=1/455 avg_train_loss=0.102026 avg_train_ssim=0.8801 run_seconds=94987.804
epoch 2372 heartbeat: batch=128/455 avg_train_loss=0.099199 avg_train_ssim=0.8834 run_seconds=94997.823
epoch 2372 heartbeat: batch=262/455 avg_train_loss=0.099203 avg_train_ssim=0.8834 run_seconds=95007.879
epoch 2372 heartbeat: batch=389/455 avg_train_loss=0.099229 avg_train_ssim=0.8834 run_seconds=95017.902
epoch 2372: train_loss=0.099261 train_ssim=0.8833 val_loss=0.107130 val_ssim=0.8741 val_psnr=32.51 lr=1.1569406e-05 epoch_seconds=39.140 run_seconds=95026.669 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2373 heartbeat: batch=1/455 avg_train_loss=0.096354 avg_train_ssim=0.8867 run_seconds=95026.976
epoch 2373 heartbeat: batch=128/455 avg_train_loss=0.099269 avg_train_ssim=0.8833 run_seconds=95036.993
epoch 2373 heartbeat: batch=263/455 avg_train_loss=0.099279 avg_train_ssim=0.8833 run_seconds=95047.042
epoch 2373 heartbeat: batch=390/455 avg_train_loss=0.099277 avg_train_ssim=0.8833 run_seconds=95057.067
epoch 2373: train_loss=0.099279 train_ssim=0.8833 val_loss=0.107125 val_ssim=0.8741 val_psnr=32.51 lr=1.2786134e-05 epoch_seconds=39.036 run_seconds=95065.745 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2374 heartbeat: batch=1/455 avg_train_loss=0.101901 avg_train_ssim=0.8802 run_seconds=95066.084
epoch 2374 heartbeat: batch=128/455 avg_train_loss=0.099243 avg_train_ssim=0.8833 run_seconds=95076.107
epoch 2374 heartbeat: batch=262/455 avg_train_loss=0.099315 avg_train_ssim=0.8833 run_seconds=95086.150
epoch 2374 heartbeat: batch=389/455 avg_train_loss=0.099304 avg_train_ssim=0.8833 run_seconds=95096.171
epoch 2374: train_loss=0.099276 train_ssim=0.8833 val_loss=0.107083 val_ssim=0.8741 val_psnr=32.54 lr=1.4345468e-05 epoch_seconds=39.133 run_seconds=95104.918 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2375 heartbeat: batch=1/455 avg_train_loss=0.098706 avg_train_ssim=0.8840 run_seconds=95105.200
epoch 2375 heartbeat: batch=128/455 avg_train_loss=0.099390 avg_train_ssim=0.8832 run_seconds=95115.222
epoch 2375 heartbeat: batch=262/455 avg_train_loss=0.099190 avg_train_ssim=0.8834 run_seconds=95125.265
epoch 2375 heartbeat: batch=389/455 avg_train_loss=0.099273 avg_train_ssim=0.8833 run_seconds=95135.310
epoch 2375: train_loss=0.099303 train_ssim=0.8833 val_loss=0.107132 val_ssim=0.8741 val_psnr=32.51 lr=1.6243651e-05 epoch_seconds=39.084 run_seconds=95144.042 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2376 heartbeat: batch=1/455 avg_train_loss=0.095819 avg_train_ssim=0.8874 run_seconds=95144.326
epoch 2376 heartbeat: batch=127/455 avg_train_loss=0.099233 avg_train_ssim=0.8833 run_seconds=95154.342
epoch 2376 heartbeat: batch=261/455 avg_train_loss=0.099381 avg_train_ssim=0.8832 run_seconds=95164.379
epoch 2376 heartbeat: batch=388/455 avg_train_loss=0.099311 avg_train_ssim=0.8833 run_seconds=95174.402
epoch 2376: train_loss=0.099301 train_ssim=0.8833 val_loss=0.107085 val_ssim=0.8741 val_psnr=32.49 lr=1.8476111e-05 epoch_seconds=39.180 run_seconds=95183.259 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2377 heartbeat: batch=1/455 avg_train_loss=0.095858 avg_train_ssim=0.8873 run_seconds=95183.539
epoch 2377 heartbeat: batch=126/455 avg_train_loss=0.099158 avg_train_ssim=0.8834 run_seconds=95193.553
epoch 2377 heartbeat: batch=260/455 avg_train_loss=0.099232 avg_train_ssim=0.8834 run_seconds=95203.608
epoch 2377 heartbeat: batch=387/455 avg_train_loss=0.099316 avg_train_ssim=0.8833 run_seconds=95213.630
epoch 2377: train_loss=0.099285 train_ssim=0.8833 val_loss=0.107074 val_ssim=0.8741 val_psnr=32.52 lr=2.1037468e-05 epoch_seconds=39.313 run_seconds=95222.611 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2378 heartbeat: batch=1/455 avg_train_loss=0.102791 avg_train_ssim=0.8792 run_seconds=95222.886
epoch 2378 heartbeat: batch=128/455 avg_train_loss=0.099411 avg_train_ssim=0.8831 run_seconds=95232.915
epoch 2378 heartbeat: batch=262/455 avg_train_loss=0.099495 avg_train_ssim=0.8830 run_seconds=95242.962
epoch 2378 heartbeat: batch=389/455 avg_train_loss=0.099314 avg_train_ssim=0.8833 run_seconds=95252.989
epoch 2378: train_loss=0.099332 train_ssim=0.8832 val_loss=0.107189 val_ssim=0.8740 val_psnr=32.49 lr=2.3921552e-05 epoch_seconds=39.091 run_seconds=95261.738 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2379 heartbeat: batch=1/455 avg_train_loss=0.102295 avg_train_ssim=0.8797 run_seconds=95262.034
epoch 2379 heartbeat: batch=128/455 avg_train_loss=0.099521 avg_train_ssim=0.8830 run_seconds=95272.079
epoch 2379 heartbeat: batch=262/455 avg_train_loss=0.099387 avg_train_ssim=0.8832 run_seconds=95282.154
epoch 2379 heartbeat: batch=389/455 avg_train_loss=0.099358 avg_train_ssim=0.8832 run_seconds=95292.178
epoch 2379: train_loss=0.099366 train_ssim=0.8832 val_loss=0.107111 val_ssim=0.8741 val_psnr=32.52 lr=2.7121417e-05 epoch_seconds=39.157 run_seconds=95300.931 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2380 heartbeat: batch=1/455 avg_train_loss=0.097520 avg_train_ssim=0.8854 run_seconds=95301.217
epoch 2380 heartbeat: batch=128/455 avg_train_loss=0.099081 avg_train_ssim=0.8835 run_seconds=95311.291
epoch 2380 heartbeat: batch=263/455 avg_train_loss=0.099229 avg_train_ssim=0.8834 run_seconds=95321.343
epoch 2380 heartbeat: batch=390/455 avg_train_loss=0.099341 avg_train_ssim=0.8832 run_seconds=95331.369
epoch 2380: train_loss=0.099378 train_ssim=0.8832 val_loss=0.107227 val_ssim=0.8740 val_psnr=32.47 lr=3.0629352e-05 epoch_seconds=39.102 run_seconds=95340.069 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2381 heartbeat: batch=1/455 avg_train_loss=0.097649 avg_train_ssim=0.8852 run_seconds=95340.343
epoch 2381 heartbeat: batch=128/455 avg_train_loss=0.099314 avg_train_ssim=0.8833 run_seconds=95350.364
epoch 2381 heartbeat: batch=262/455 avg_train_loss=0.099435 avg_train_ssim=0.8831 run_seconds=95360.397
epoch 2381 heartbeat: batch=389/455 avg_train_loss=0.099390 avg_train_ssim=0.8832 run_seconds=95370.420
epoch 2381: train_loss=0.099400 train_ssim=0.8832 val_loss=0.107268 val_ssim=0.8739 val_psnr=32.54 lr=3.4436906e-05 epoch_seconds=39.087 run_seconds=95379.194 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2382 heartbeat: batch=1/455 avg_train_loss=0.097622 avg_train_ssim=0.8852 run_seconds=95379.471
epoch 2382 heartbeat: batch=128/455 avg_train_loss=0.099447 avg_train_ssim=0.8831 run_seconds=95389.494
epoch 2382 heartbeat: batch=263/455 avg_train_loss=0.099441 avg_train_ssim=0.8831 run_seconds=95399.563
epoch 2382 heartbeat: batch=390/455 avg_train_loss=0.099433 avg_train_ssim=0.8831 run_seconds=95409.586
epoch 2382: train_loss=0.099461 train_ssim=0.8831 val_loss=0.107251 val_ssim=0.8739 val_psnr=32.44 lr=3.8534908e-05 epoch_seconds=39.044 run_seconds=95418.274 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2383 heartbeat: batch=1/455 avg_train_loss=0.097999 avg_train_ssim=0.8848 run_seconds=95418.550
epoch 2383 heartbeat: batch=128/455 avg_train_loss=0.099467 avg_train_ssim=0.8831 run_seconds=95428.581
epoch 2383 heartbeat: batch=262/455 avg_train_loss=0.099405 avg_train_ssim=0.8831 run_seconds=95438.616
epoch 2383 heartbeat: batch=389/455 avg_train_loss=0.099490 avg_train_ssim=0.8830 run_seconds=95448.630
epoch 2383: train_loss=0.099485 train_ssim=0.8831 val_loss=0.107253 val_ssim=0.8739 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=39.060 run_seconds=95457.372 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2384 heartbeat: batch=1/455 avg_train_loss=0.099766 avg_train_ssim=0.8827 run_seconds=95457.645
epoch 2384 heartbeat: batch=128/455 avg_train_loss=0.099490 avg_train_ssim=0.8830 run_seconds=95467.665
epoch 2384 heartbeat: batch=262/455 avg_train_loss=0.099384 avg_train_ssim=0.8832 run_seconds=95477.729
epoch 2384 heartbeat: batch=389/455 avg_train_loss=0.099523 avg_train_ssim=0.8830 run_seconds=95487.754
epoch 2384: train_loss=0.099506 train_ssim=0.8830 val_loss=0.107334 val_ssim=0.8738 val_psnr=32.44 lr=4.7562087e-05 epoch_seconds=39.113 run_seconds=95496.520 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2385 heartbeat: batch=1/455 avg_train_loss=0.096311 avg_train_ssim=0.8868 run_seconds=95496.797
epoch 2385 heartbeat: batch=128/455 avg_train_loss=0.099484 avg_train_ssim=0.8831 run_seconds=95506.827
epoch 2385 heartbeat: batch=263/455 avg_train_loss=0.099618 avg_train_ssim=0.8829 run_seconds=95516.901
epoch 2385 heartbeat: batch=390/455 avg_train_loss=0.099587 avg_train_ssim=0.8829 run_seconds=95526.928
epoch 2385: train_loss=0.099517 train_ssim=0.8830 val_loss=0.107270 val_ssim=0.8739 val_psnr=32.43 lr=5.2469517e-05 epoch_seconds=39.093 run_seconds=95535.651 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2386 heartbeat: batch=1/455 avg_train_loss=0.101885 avg_train_ssim=0.8802 run_seconds=95535.953
epoch 2386 heartbeat: batch=127/455 avg_train_loss=0.099695 avg_train_ssim=0.8828 run_seconds=95545.987
epoch 2386 heartbeat: batch=261/455 avg_train_loss=0.099614 avg_train_ssim=0.8829 run_seconds=95556.046
epoch 2386 heartbeat: batch=388/455 avg_train_loss=0.099536 avg_train_ssim=0.8830 run_seconds=95566.066
epoch 2386: train_loss=0.099494 train_ssim=0.8830 val_loss=0.107401 val_ssim=0.8737 val_psnr=32.46 lr=5.7623952e-05 epoch_seconds=39.234 run_seconds=95574.921 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2387 heartbeat: batch=1/455 avg_train_loss=0.103196 avg_train_ssim=0.8787 run_seconds=95575.222
epoch 2387 heartbeat: batch=128/455 avg_train_loss=0.099333 avg_train_ssim=0.8832 run_seconds=95585.230
epoch 2387 heartbeat: batch=262/455 avg_train_loss=0.099431 avg_train_ssim=0.8831 run_seconds=95595.266
epoch 2387 heartbeat: batch=389/455 avg_train_loss=0.099484 avg_train_ssim=0.8831 run_seconds=95605.301
epoch 2387: train_loss=0.099515 train_ssim=0.8830 val_loss=0.107353 val_ssim=0.8738 val_psnr=32.46 lr=6.3012974e-05 epoch_seconds=39.118 run_seconds=95614.076 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2388 heartbeat: batch=1/455 avg_train_loss=0.102535 avg_train_ssim=0.8795 run_seconds=95614.369
epoch 2388 heartbeat: batch=128/455 avg_train_loss=0.099627 avg_train_ssim=0.8829 run_seconds=95624.379
epoch 2388 heartbeat: batch=262/455 avg_train_loss=0.099406 avg_train_ssim=0.8831 run_seconds=95634.396
epoch 2388 heartbeat: batch=389/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=95644.420
epoch 2388: train_loss=0.099591 train_ssim=0.8829 val_loss=0.107492 val_ssim=0.8736 val_psnr=32.44 lr=6.8623601e-05 epoch_seconds=39.082 run_seconds=95653.195 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2389 heartbeat: batch=1/455 avg_train_loss=0.106766 avg_train_ssim=0.8745 run_seconds=95653.475
epoch 2389 heartbeat: batch=128/455 avg_train_loss=0.099500 avg_train_ssim=0.8830 run_seconds=95663.490
epoch 2389 heartbeat: batch=262/455 avg_train_loss=0.099809 avg_train_ssim=0.8827 run_seconds=95673.521
epoch 2389 heartbeat: batch=389/455 avg_train_loss=0.099660 avg_train_ssim=0.8828 run_seconds=95683.550
epoch 2389: train_loss=0.099621 train_ssim=0.8829 val_loss=0.107336 val_ssim=0.8738 val_psnr=32.48 lr=7.4442316e-05 epoch_seconds=39.176 run_seconds=95692.407 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2390 heartbeat: batch=1/455 avg_train_loss=0.098229 avg_train_ssim=0.8845 run_seconds=95692.688
epoch 2390 heartbeat: batch=128/455 avg_train_loss=0.099770 avg_train_ssim=0.8827 run_seconds=95702.698
epoch 2390 heartbeat: batch=262/455 avg_train_loss=0.099793 avg_train_ssim=0.8827 run_seconds=95712.760
epoch 2390 heartbeat: batch=389/455 avg_train_loss=0.099705 avg_train_ssim=0.8828 run_seconds=95722.785
epoch 2390: train_loss=0.099685 train_ssim=0.8828 val_loss=0.107397 val_ssim=0.8738 val_psnr=32.48 lr=8.0455102e-05 epoch_seconds=39.096 run_seconds=95731.541 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2391 heartbeat: batch=1/455 avg_train_loss=0.095907 avg_train_ssim=0.8873 run_seconds=95731.831
epoch 2391 heartbeat: batch=129/455 avg_train_loss=0.099691 avg_train_ssim=0.8828 run_seconds=95741.858
epoch 2391 heartbeat: batch=262/455 avg_train_loss=0.099670 avg_train_ssim=0.8828 run_seconds=95751.893
epoch 2391 heartbeat: batch=389/455 avg_train_loss=0.099653 avg_train_ssim=0.8829 run_seconds=95761.920
epoch 2391: train_loss=0.099679 train_ssim=0.8828 val_loss=0.107469 val_ssim=0.8737 val_psnr=32.40 lr=8.6647473e-05 epoch_seconds=39.138 run_seconds=95770.716 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2392 heartbeat: batch=1/455 avg_train_loss=0.097988 avg_train_ssim=0.8848 run_seconds=95770.982
epoch 2392 heartbeat: batch=129/455 avg_train_loss=0.099752 avg_train_ssim=0.8827 run_seconds=95780.985
epoch 2392 heartbeat: batch=262/455 avg_train_loss=0.099556 avg_train_ssim=0.8830 run_seconds=95791.004
epoch 2392 heartbeat: batch=389/455 avg_train_loss=0.099635 avg_train_ssim=0.8829 run_seconds=95801.032
epoch 2392: train_loss=0.099720 train_ssim=0.8828 val_loss=0.107455 val_ssim=0.8737 val_psnr=32.55 lr=9.3004511e-05 epoch_seconds=39.061 run_seconds=95809.814 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2393 heartbeat: batch=1/455 avg_train_loss=0.097145 avg_train_ssim=0.8858 run_seconds=95810.088
epoch 2393 heartbeat: batch=129/455 avg_train_loss=0.099838 avg_train_ssim=0.8826 run_seconds=95820.094
epoch 2393 heartbeat: batch=262/455 avg_train_loss=0.099727 avg_train_ssim=0.8828 run_seconds=95830.105
epoch 2393 heartbeat: batch=389/455 avg_train_loss=0.099799 avg_train_ssim=0.8827 run_seconds=95840.133
epoch 2393: train_loss=0.099775 train_ssim=0.8827 val_loss=0.107581 val_ssim=0.8735 val_psnr=32.41 lr=9.9510902e-05 epoch_seconds=39.060 run_seconds=95848.910 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2394 heartbeat: batch=1/455 avg_train_loss=0.100456 avg_train_ssim=0.8819 run_seconds=95849.195
epoch 2394 heartbeat: batch=129/455 avg_train_loss=0.099595 avg_train_ssim=0.8829 run_seconds=95859.214
epoch 2394 heartbeat: batch=262/455 avg_train_loss=0.099679 avg_train_ssim=0.8828 run_seconds=95869.217
epoch 2394 heartbeat: batch=389/455 avg_train_loss=0.099771 avg_train_ssim=0.8827 run_seconds=95879.252
epoch 2394: train_loss=0.099801 train_ssim=0.8827 val_loss=0.107786 val_ssim=0.8733 val_psnr=32.41 lr=0.00010615097 epoch_seconds=39.066 run_seconds=95888.016 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2395 heartbeat: batch=1/455 avg_train_loss=0.100741 avg_train_ssim=0.8816 run_seconds=95888.293
epoch 2395 heartbeat: batch=129/455 avg_train_loss=0.099891 avg_train_ssim=0.8826 run_seconds=95898.330
epoch 2395 heartbeat: batch=262/455 avg_train_loss=0.099823 avg_train_ssim=0.8827 run_seconds=95908.355
epoch 2395 heartbeat: batch=389/455 avg_train_loss=0.099914 avg_train_ssim=0.8825 run_seconds=95918.378
epoch 2395: train_loss=0.099852 train_ssim=0.8826 val_loss=0.107529 val_ssim=0.8736 val_psnr=32.39 lr=0.00011290872 epoch_seconds=39.094 run_seconds=95927.148 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2396 heartbeat: batch=1/455 avg_train_loss=0.101067 avg_train_ssim=0.8812 run_seconds=95927.470
epoch 2396 heartbeat: batch=130/455 avg_train_loss=0.099856 avg_train_ssim=0.8826 run_seconds=95937.504
epoch 2396 heartbeat: batch=262/455 avg_train_loss=0.099818 avg_train_ssim=0.8827 run_seconds=95947.507
epoch 2396 heartbeat: batch=389/455 avg_train_loss=0.099931 avg_train_ssim=0.8825 run_seconds=95957.533
epoch 2396: train_loss=0.099878 train_ssim=0.8826 val_loss=0.107705 val_ssim=0.8734 val_psnr=32.39 lr=0.00011976787 epoch_seconds=39.118 run_seconds=95966.303 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2397 heartbeat: batch=1/455 avg_train_loss=0.100132 avg_train_ssim=0.8823 run_seconds=95966.590
epoch 2397 heartbeat: batch=129/455 avg_train_loss=0.099900 avg_train_ssim=0.8826 run_seconds=95976.615
epoch 2397 heartbeat: batch=263/455 avg_train_loss=0.099871 avg_train_ssim=0.8826 run_seconds=95986.684
epoch 2397 heartbeat: batch=390/455 avg_train_loss=0.099893 avg_train_ssim=0.8826 run_seconds=95996.704
epoch 2397: train_loss=0.099999 train_ssim=0.8824 val_loss=0.107636 val_ssim=0.8735 val_psnr=32.36 lr=0.0001267119 epoch_seconds=39.058 run_seconds=96005.397 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2398 heartbeat: batch=1/455 avg_train_loss=0.100817 avg_train_ssim=0.8815 run_seconds=96005.697
epoch 2398 heartbeat: batch=129/455 avg_train_loss=0.099852 avg_train_ssim=0.8826 run_seconds=96015.735
epoch 2398 heartbeat: batch=263/455 avg_train_loss=0.100107 avg_train_ssim=0.8823 run_seconds=96025.791
epoch 2398 heartbeat: batch=390/455 avg_train_loss=0.099947 avg_train_ssim=0.8825 run_seconds=96035.856
epoch 2398: train_loss=0.099905 train_ssim=0.8826 val_loss=0.107694 val_ssim=0.8734 val_psnr=32.52 lr=0.00013372408 epoch_seconds=39.102 run_seconds=96044.536 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2399 heartbeat: batch=1/455 avg_train_loss=0.101630 avg_train_ssim=0.8805 run_seconds=96044.809
epoch 2399 heartbeat: batch=127/455 avg_train_loss=0.100140 avg_train_ssim=0.8823 run_seconds=96054.822
epoch 2399 heartbeat: batch=261/455 avg_train_loss=0.100070 avg_train_ssim=0.8824 run_seconds=96064.859
epoch 2399 heartbeat: batch=388/455 avg_train_loss=0.099953 avg_train_ssim=0.8825 run_seconds=96074.885
epoch 2399: train_loss=0.100000 train_ssim=0.8824 val_loss=0.107845 val_ssim=0.8732 val_psnr=32.54 lr=0.00014078751 epoch_seconds=39.144 run_seconds=96083.717 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2400 heartbeat: batch=1/455 avg_train_loss=0.096950 avg_train_ssim=0.8860 run_seconds=96083.990
epoch 2400 heartbeat: batch=128/455 avg_train_loss=0.100115 avg_train_ssim=0.8823 run_seconds=96094.004
epoch 2400 heartbeat: batch=262/455 avg_train_loss=0.100080 avg_train_ssim=0.8824 run_seconds=96104.048
epoch 2400 heartbeat: batch=389/455 avg_train_loss=0.100008 avg_train_ssim=0.8824 run_seconds=96114.119
epoch 2400: train_loss=0.100025 train_ssim=0.8824 val_loss=0.107728 val_ssim=0.8734 val_psnr=32.37 lr=0.00014788519 epoch_seconds=39.139 run_seconds=96122.894 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2401 heartbeat: batch=1/455 avg_train_loss=0.102909 avg_train_ssim=0.8790 run_seconds=96123.179
epoch 2401 heartbeat: batch=128/455 avg_train_loss=0.099743 avg_train_ssim=0.8827 run_seconds=96133.220
epoch 2401 heartbeat: batch=262/455 avg_train_loss=0.100104 avg_train_ssim=0.8823 run_seconds=96143.241
epoch 2401 heartbeat: batch=389/455 avg_train_loss=0.100102 avg_train_ssim=0.8823 run_seconds=96153.269
epoch 2401: train_loss=0.100086 train_ssim=0.8823 val_loss=0.107736 val_ssim=0.8734 val_psnr=32.40 lr=0.000155 epoch_seconds=39.080 run_seconds=96162.013 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2402 heartbeat: batch=1/455 avg_train_loss=0.097090 avg_train_ssim=0.8859 run_seconds=96162.298
epoch 2402 heartbeat: batch=128/455 avg_train_loss=0.100182 avg_train_ssim=0.8822 run_seconds=96172.324
epoch 2402 heartbeat: batch=262/455 avg_train_loss=0.100033 avg_train_ssim=0.8824 run_seconds=96182.363
epoch 2402 heartbeat: batch=389/455 avg_train_loss=0.100051 avg_train_ssim=0.8824 run_seconds=96192.389
epoch 2402: train_loss=0.100055 train_ssim=0.8824 val_loss=0.107924 val_ssim=0.8731 val_psnr=32.22 lr=0.00016211481 epoch_seconds=39.152 run_seconds=96201.204 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2403 heartbeat: batch=1/455 avg_train_loss=0.097797 avg_train_ssim=0.8850 run_seconds=96201.482
epoch 2403 heartbeat: batch=128/455 avg_train_loss=0.100029 avg_train_ssim=0.8824 run_seconds=96211.513
epoch 2403 heartbeat: batch=262/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=96221.515
epoch 2403 heartbeat: batch=389/455 avg_train_loss=0.100035 avg_train_ssim=0.8824 run_seconds=96231.575
epoch 2403: train_loss=0.100071 train_ssim=0.8824 val_loss=0.107823 val_ssim=0.8733 val_psnr=32.40 lr=0.00016921249 epoch_seconds=39.108 run_seconds=96240.348 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2404 heartbeat: batch=1/455 avg_train_loss=0.105833 avg_train_ssim=0.8756 run_seconds=96240.657
epoch 2404 heartbeat: batch=129/455 avg_train_loss=0.100049 avg_train_ssim=0.8824 run_seconds=96250.680
epoch 2404 heartbeat: batch=262/455 avg_train_loss=0.100238 avg_train_ssim=0.8822 run_seconds=96260.729
epoch 2404 heartbeat: batch=389/455 avg_train_loss=0.100261 avg_train_ssim=0.8821 run_seconds=96270.752
epoch 2404: train_loss=0.100168 train_ssim=0.8823 val_loss=0.107769 val_ssim=0.8733 val_psnr=32.50 lr=0.00017627592 epoch_seconds=39.154 run_seconds=96279.538 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2405 heartbeat: batch=1/455 avg_train_loss=0.099018 avg_train_ssim=0.8836 run_seconds=96279.828
epoch 2405 heartbeat: batch=128/455 avg_train_loss=0.099993 avg_train_ssim=0.8825 run_seconds=96289.850
epoch 2405 heartbeat: batch=261/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=96299.908
epoch 2405 heartbeat: batch=388/455 avg_train_loss=0.100199 avg_train_ssim=0.8822 run_seconds=96309.936
epoch 2405: train_loss=0.100195 train_ssim=0.8822 val_loss=0.107971 val_ssim=0.8731 val_psnr=32.27 lr=0.0001832881 epoch_seconds=39.227 run_seconds=96318.804 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2406 heartbeat: batch=1/455 avg_train_loss=0.099372 avg_train_ssim=0.8832 run_seconds=96319.104
epoch 2406 heartbeat: batch=129/455 avg_train_loss=0.099998 avg_train_ssim=0.8825 run_seconds=96329.129
epoch 2406 heartbeat: batch=262/455 avg_train_loss=0.100106 avg_train_ssim=0.8823 run_seconds=96339.138
epoch 2406 heartbeat: batch=389/455 avg_train_loss=0.100133 avg_train_ssim=0.8823 run_seconds=96349.163
epoch 2406: train_loss=0.100190 train_ssim=0.8822 val_loss=0.107779 val_ssim=0.8733 val_psnr=32.50 lr=0.00019023213 epoch_seconds=39.084 run_seconds=96357.926 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2407 heartbeat: batch=1/455 avg_train_loss=0.099051 avg_train_ssim=0.8836 run_seconds=96358.235
epoch 2407 heartbeat: batch=129/455 avg_train_loss=0.100153 avg_train_ssim=0.8823 run_seconds=96368.247
epoch 2407 heartbeat: batch=262/455 avg_train_loss=0.101113 avg_train_ssim=0.8811 run_seconds=96378.268
epoch 2407 heartbeat: batch=389/455 avg_train_loss=0.100914 avg_train_ssim=0.8814 run_seconds=96388.289
epoch 2407: train_loss=0.100810 train_ssim=0.8815 val_loss=0.107853 val_ssim=0.8732 val_psnr=32.48 lr=0.00019709128 epoch_seconds=39.097 run_seconds=96397.061 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2408 heartbeat: batch=1/455 avg_train_loss=0.101159 avg_train_ssim=0.8811 run_seconds=96397.338
epoch 2408 heartbeat: batch=128/455 avg_train_loss=0.100505 avg_train_ssim=0.8819 run_seconds=96407.368
epoch 2408 heartbeat: batch=262/455 avg_train_loss=0.100366 avg_train_ssim=0.8820 run_seconds=96417.445
epoch 2408 heartbeat: batch=389/455 avg_train_loss=0.100287 avg_train_ssim=0.8821 run_seconds=96427.477
epoch 2408: train_loss=0.100281 train_ssim=0.8821 val_loss=0.107922 val_ssim=0.8731 val_psnr=32.44 lr=0.00020384903 epoch_seconds=39.128 run_seconds=96436.227 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2409 heartbeat: batch=1/455 avg_train_loss=0.102841 avg_train_ssim=0.8791 run_seconds=96436.531
epoch 2409 heartbeat: batch=130/455 avg_train_loss=0.100347 avg_train_ssim=0.8820 run_seconds=96446.548
epoch 2409 heartbeat: batch=262/455 avg_train_loss=0.100366 avg_train_ssim=0.8820 run_seconds=96456.582
epoch 2409 heartbeat: batch=389/455 avg_train_loss=0.100386 avg_train_ssim=0.8820 run_seconds=96466.600
epoch 2409: train_loss=0.100340 train_ssim=0.8820 val_loss=0.107706 val_ssim=0.8734 val_psnr=32.51 lr=0.0002104891 epoch_seconds=39.104 run_seconds=96475.368 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2410 heartbeat: batch=1/455 avg_train_loss=0.103958 avg_train_ssim=0.8778 run_seconds=96475.662
epoch 2410 heartbeat: batch=130/455 avg_train_loss=0.100168 avg_train_ssim=0.8823 run_seconds=96485.682
epoch 2410 heartbeat: batch=262/455 avg_train_loss=0.100246 avg_train_ssim=0.8822 run_seconds=96495.719
epoch 2410 heartbeat: batch=389/455 avg_train_loss=0.100398 avg_train_ssim=0.8820 run_seconds=96505.739
epoch 2410: train_loss=0.100352 train_ssim=0.8820 val_loss=0.108183 val_ssim=0.8728 val_psnr=32.43 lr=0.00021699549 epoch_seconds=39.131 run_seconds=96514.536 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2411 heartbeat: batch=1/455 avg_train_loss=0.102004 avg_train_ssim=0.8801 run_seconds=96514.842
epoch 2411 heartbeat: batch=130/455 avg_train_loss=0.100420 avg_train_ssim=0.8820 run_seconds=96524.907
epoch 2411 heartbeat: batch=262/455 avg_train_loss=0.100361 avg_train_ssim=0.8820 run_seconds=96534.927
epoch 2411 heartbeat: batch=389/455 avg_train_loss=0.100359 avg_train_ssim=0.8820 run_seconds=96544.955
epoch 2411: train_loss=0.100379 train_ssim=0.8820 val_loss=0.107794 val_ssim=0.8733 val_psnr=32.41 lr=0.00022335253 epoch_seconds=39.195 run_seconds=96553.767 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2412 heartbeat: batch=1/455 avg_train_loss=0.102992 avg_train_ssim=0.8789 run_seconds=96554.069
epoch 2412 heartbeat: batch=131/455 avg_train_loss=0.100108 avg_train_ssim=0.8823 run_seconds=96564.112
epoch 2412 heartbeat: batch=262/455 avg_train_loss=0.100382 avg_train_ssim=0.8820 run_seconds=96574.132
epoch 2412 heartbeat: batch=388/455 avg_train_loss=0.100445 avg_train_ssim=0.8819 run_seconds=96584.167
epoch 2412: train_loss=0.100420 train_ssim=0.8820 val_loss=0.108047 val_ssim=0.8730 val_psnr=32.23 lr=0.0002295449 epoch_seconds=39.204 run_seconds=96593.008 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2413 heartbeat: batch=1/455 avg_train_loss=0.096825 avg_train_ssim=0.8862 run_seconds=96593.298
epoch 2413 heartbeat: batch=130/455 avg_train_loss=0.100741 avg_train_ssim=0.8816 run_seconds=96603.312
epoch 2413 heartbeat: batch=261/455 avg_train_loss=0.100534 avg_train_ssim=0.8818 run_seconds=96613.387
epoch 2413 heartbeat: batch=388/455 avg_train_loss=0.100511 avg_train_ssim=0.8818 run_seconds=96623.412
epoch 2413: train_loss=0.100522 train_ssim=0.8818 val_loss=0.108544 val_ssim=0.8724 val_psnr=32.37 lr=0.00023555768 epoch_seconds=39.222 run_seconds=96632.267 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2414 heartbeat: batch=1/455 avg_train_loss=0.099882 avg_train_ssim=0.8826 run_seconds=96632.577
epoch 2414 heartbeat: batch=129/455 avg_train_loss=0.100543 avg_train_ssim=0.8818 run_seconds=96642.634
epoch 2414 heartbeat: batch=260/455 avg_train_loss=0.100409 avg_train_ssim=0.8820 run_seconds=96652.637
epoch 2414 heartbeat: batch=387/455 avg_train_loss=0.100464 avg_train_ssim=0.8819 run_seconds=96662.660
epoch 2414: train_loss=0.100505 train_ssim=0.8819 val_loss=0.108002 val_ssim=0.8730 val_psnr=32.36 lr=0.0002413764 epoch_seconds=39.223 run_seconds=96671.529 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2415 heartbeat: batch=1/455 avg_train_loss=0.102598 avg_train_ssim=0.8794 run_seconds=96671.804
epoch 2415 heartbeat: batch=130/455 avg_train_loss=0.100454 avg_train_ssim=0.8819 run_seconds=96681.851
epoch 2415 heartbeat: batch=262/455 avg_train_loss=0.100432 avg_train_ssim=0.8819 run_seconds=96691.922
epoch 2415 heartbeat: batch=389/455 avg_train_loss=0.100499 avg_train_ssim=0.8819 run_seconds=96701.942
epoch 2415: train_loss=0.100683 train_ssim=0.8816 val_loss=0.109550 val_ssim=0.8712 val_psnr=32.38 lr=0.00024698703 epoch_seconds=39.177 run_seconds=96710.742 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2416 heartbeat: batch=1/455 avg_train_loss=0.100224 avg_train_ssim=0.8822 run_seconds=96711.021
epoch 2416 heartbeat: batch=130/455 avg_train_loss=0.101109 avg_train_ssim=0.8811 run_seconds=96721.071
epoch 2416 heartbeat: batch=262/455 avg_train_loss=0.100965 avg_train_ssim=0.8813 run_seconds=96731.112
epoch 2416 heartbeat: batch=389/455 avg_train_loss=0.100794 avg_train_ssim=0.8815 run_seconds=96741.143
epoch 2416: train_loss=0.100718 train_ssim=0.8816 val_loss=0.108147 val_ssim=0.8729 val_psnr=32.40 lr=0.00025237605 epoch_seconds=39.104 run_seconds=96749.886 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2417 heartbeat: batch=1/455 avg_train_loss=0.104868 avg_train_ssim=0.8767 run_seconds=96750.152
epoch 2417 heartbeat: batch=130/455 avg_train_loss=0.100670 avg_train_ssim=0.8817 run_seconds=96760.160
epoch 2417 heartbeat: batch=261/455 avg_train_loss=0.100618 avg_train_ssim=0.8817 run_seconds=96770.215
epoch 2417 heartbeat: batch=388/455 avg_train_loss=0.100653 avg_train_ssim=0.8817 run_seconds=96780.247
epoch 2417: train_loss=0.100581 train_ssim=0.8818 val_loss=0.108037 val_ssim=0.8730 val_psnr=32.36 lr=0.00025753048 epoch_seconds=39.137 run_seconds=96789.060 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2418 heartbeat: batch=1/455 avg_train_loss=0.102411 avg_train_ssim=0.8796 run_seconds=96789.332
epoch 2418 heartbeat: batch=129/455 avg_train_loss=0.100334 avg_train_ssim=0.8821 run_seconds=96799.371
epoch 2418 heartbeat: batch=261/455 avg_train_loss=0.100413 avg_train_ssim=0.8820 run_seconds=96809.426
epoch 2418 heartbeat: batch=388/455 avg_train_loss=0.100490 avg_train_ssim=0.8819 run_seconds=96819.453
epoch 2418: train_loss=0.100541 train_ssim=0.8818 val_loss=0.108194 val_ssim=0.8728 val_psnr=32.46 lr=0.00026243791 epoch_seconds=39.170 run_seconds=96828.266 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2419 heartbeat: batch=1/455 avg_train_loss=0.097581 avg_train_ssim=0.8853 run_seconds=96828.562
epoch 2419 heartbeat: batch=131/455 avg_train_loss=0.100721 avg_train_ssim=0.8816 run_seconds=96838.613
epoch 2419 heartbeat: batch=262/455 avg_train_loss=0.100617 avg_train_ssim=0.8817 run_seconds=96848.615
epoch 2419 heartbeat: batch=389/455 avg_train_loss=0.100609 avg_train_ssim=0.8817 run_seconds=96858.642
epoch 2419: train_loss=0.100582 train_ssim=0.8818 val_loss=0.108629 val_ssim=0.8723 val_psnr=32.21 lr=0.00026708652 epoch_seconds=39.115 run_seconds=96867.420 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2420 heartbeat: batch=1/455 avg_train_loss=0.097121 avg_train_ssim=0.8858 run_seconds=96867.693
epoch 2420 heartbeat: batch=130/455 avg_train_loss=0.100402 avg_train_ssim=0.8820 run_seconds=96877.700
epoch 2420 heartbeat: batch=261/455 avg_train_loss=0.100555 avg_train_ssim=0.8818 run_seconds=96887.713
epoch 2420 heartbeat: batch=388/455 avg_train_loss=0.100563 avg_train_ssim=0.8818 run_seconds=96897.744
epoch 2420: train_loss=0.100638 train_ssim=0.8817 val_loss=0.108864 val_ssim=0.8720 val_psnr=32.24 lr=0.00027146509 epoch_seconds=39.119 run_seconds=96906.576 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2421 heartbeat: batch=1/455 avg_train_loss=0.099618 avg_train_ssim=0.8829 run_seconds=96906.847
epoch 2421 heartbeat: batch=131/455 avg_train_loss=0.100608 avg_train_ssim=0.8817 run_seconds=96916.895
epoch 2421 heartbeat: batch=262/455 avg_train_loss=0.100537 avg_train_ssim=0.8818 run_seconds=96926.946
epoch 2421 heartbeat: batch=389/455 avg_train_loss=0.100581 avg_train_ssim=0.8818 run_seconds=96937.000
epoch 2421: train_loss=0.100631 train_ssim=0.8817 val_loss=0.108396 val_ssim=0.8726 val_psnr=32.37 lr=0.00027556309 epoch_seconds=39.192 run_seconds=96945.805 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2422 heartbeat: batch=1/455 avg_train_loss=0.097852 avg_train_ssim=0.8850 run_seconds=96946.073
epoch 2422 heartbeat: batch=130/455 avg_train_loss=0.101018 avg_train_ssim=0.8813 run_seconds=96956.078
epoch 2422 heartbeat: batch=262/455 avg_train_loss=0.100811 avg_train_ssim=0.8815 run_seconds=96966.093
epoch 2422 heartbeat: batch=389/455 avg_train_loss=0.100668 avg_train_ssim=0.8817 run_seconds=96976.125
epoch 2422: train_loss=0.100650 train_ssim=0.8817 val_loss=0.108472 val_ssim=0.8725 val_psnr=32.41 lr=0.00027937065 epoch_seconds=39.063 run_seconds=96984.903 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2423 heartbeat: batch=1/455 avg_train_loss=0.100244 avg_train_ssim=0.8821 run_seconds=96985.194
epoch 2423 heartbeat: batch=131/455 avg_train_loss=0.101182 avg_train_ssim=0.8811 run_seconds=96995.238
epoch 2423 heartbeat: batch=263/455 avg_train_loss=0.101031 avg_train_ssim=0.8812 run_seconds=97005.279
epoch 2423 heartbeat: batch=390/455 avg_train_loss=0.101077 avg_train_ssim=0.8812 run_seconds=97015.300
epoch 2423: train_loss=0.101114 train_ssim=0.8811 val_loss=0.108894 val_ssim=0.8720 val_psnr=31.31 lr=0.00028287858 epoch_seconds=39.042 run_seconds=97023.982 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2424 heartbeat: batch=1/455 avg_train_loss=0.098758 avg_train_ssim=0.8839 run_seconds=97024.277
epoch 2424 heartbeat: batch=130/455 avg_train_loss=0.100932 avg_train_ssim=0.8814 run_seconds=97034.299
epoch 2424 heartbeat: batch=262/455 avg_train_loss=0.100674 avg_train_ssim=0.8817 run_seconds=97044.349
epoch 2424 heartbeat: batch=389/455 avg_train_loss=0.100639 avg_train_ssim=0.8817 run_seconds=97054.373
epoch 2424: train_loss=0.100614 train_ssim=0.8817 val_loss=0.108541 val_ssim=0.8724 val_psnr=32.32 lr=0.00028607845 epoch_seconds=39.154 run_seconds=97063.173 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2425 heartbeat: batch=1/455 avg_train_loss=0.100288 avg_train_ssim=0.8821 run_seconds=97063.490
epoch 2425 heartbeat: batch=131/455 avg_train_loss=0.100465 avg_train_ssim=0.8819 run_seconds=97073.549
epoch 2425 heartbeat: batch=263/455 avg_train_loss=0.100706 avg_train_ssim=0.8816 run_seconds=97083.612
epoch 2425 heartbeat: batch=390/455 avg_train_loss=0.100695 avg_train_ssim=0.8816 run_seconds=97093.635
epoch 2425: train_loss=0.100637 train_ssim=0.8817 val_loss=0.108374 val_ssim=0.8726 val_psnr=32.42 lr=0.00028896253 epoch_seconds=39.111 run_seconds=97102.322 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2426 heartbeat: batch=1/455 avg_train_loss=0.100771 avg_train_ssim=0.8815 run_seconds=97102.627
epoch 2426 heartbeat: batch=131/455 avg_train_loss=0.100729 avg_train_ssim=0.8816 run_seconds=97112.668
epoch 2426 heartbeat: batch=263/455 avg_train_loss=0.100758 avg_train_ssim=0.8816 run_seconds=97122.731
epoch 2426 heartbeat: batch=390/455 avg_train_loss=0.100706 avg_train_ssim=0.8816 run_seconds=97132.762
epoch 2426: train_loss=0.100709 train_ssim=0.8816 val_loss=0.108292 val_ssim=0.8727 val_psnr=32.46 lr=0.00029152389 epoch_seconds=39.049 run_seconds=97141.408 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2427 heartbeat: batch=1/455 avg_train_loss=0.104169 avg_train_ssim=0.8775 run_seconds=97141.691
epoch 2427 heartbeat: batch=130/455 avg_train_loss=0.100979 avg_train_ssim=0.8813 run_seconds=97151.706
epoch 2427 heartbeat: batch=262/455 avg_train_loss=0.100829 avg_train_ssim=0.8815 run_seconds=97161.717
epoch 2427 heartbeat: batch=389/455 avg_train_loss=0.100815 avg_train_ssim=0.8815 run_seconds=97171.732
epoch 2427: train_loss=0.100704 train_ssim=0.8816 val_loss=0.108130 val_ssim=0.8729 val_psnr=32.38 lr=0.00029375635 epoch_seconds=39.027 run_seconds=97180.476 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2428 heartbeat: batch=1/455 avg_train_loss=0.100233 avg_train_ssim=0.8822 run_seconds=97180.753
epoch 2428 heartbeat: batch=131/455 avg_train_loss=0.100548 avg_train_ssim=0.8818 run_seconds=97190.817
epoch 2428 heartbeat: batch=263/455 avg_train_loss=0.100537 avg_train_ssim=0.8818 run_seconds=97200.847
epoch 2428 heartbeat: batch=390/455 avg_train_loss=0.100663 avg_train_ssim=0.8817 run_seconds=97210.873
epoch 2428: train_loss=0.100657 train_ssim=0.8817 val_loss=0.108213 val_ssim=0.8728 val_psnr=32.39 lr=0.00029565453 epoch_seconds=39.083 run_seconds=97219.595 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2429 heartbeat: batch=1/455 avg_train_loss=0.099415 avg_train_ssim=0.8831 run_seconds=97219.887
epoch 2429 heartbeat: batch=131/455 avg_train_loss=0.100525 avg_train_ssim=0.8818 run_seconds=97229.950
epoch 2429 heartbeat: batch=262/455 avg_train_loss=0.100674 avg_train_ssim=0.8817 run_seconds=97239.956
epoch 2429 heartbeat: batch=388/455 avg_train_loss=0.100659 avg_train_ssim=0.8817 run_seconds=97249.978
epoch 2429: train_loss=0.100719 train_ssim=0.8816 val_loss=0.108208 val_ssim=0.8728 val_psnr=32.38 lr=0.00029721387 epoch_seconds=39.225 run_seconds=97258.860 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2430 heartbeat: batch=1/455 avg_train_loss=0.098393 avg_train_ssim=0.8843 run_seconds=97259.146
epoch 2430 heartbeat: batch=130/455 avg_train_loss=0.100697 avg_train_ssim=0.8816 run_seconds=97269.158
epoch 2430 heartbeat: batch=262/455 avg_train_loss=0.100526 avg_train_ssim=0.8818 run_seconds=97279.165
epoch 2430 heartbeat: batch=389/455 avg_train_loss=0.100603 avg_train_ssim=0.8817 run_seconds=97289.182
epoch 2430: train_loss=0.100624 train_ssim=0.8817 val_loss=0.108404 val_ssim=0.8726 val_psnr=32.20 lr=0.00029843059 epoch_seconds=39.081 run_seconds=97297.978 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2431 heartbeat: batch=1/455 avg_train_loss=0.100151 avg_train_ssim=0.8823 run_seconds=97298.290
epoch 2431 heartbeat: batch=131/455 avg_train_loss=0.100961 avg_train_ssim=0.8813 run_seconds=97308.356
epoch 2431 heartbeat: batch=263/455 avg_train_loss=0.100716 avg_train_ssim=0.8816 run_seconds=97318.411
epoch 2431 heartbeat: batch=390/455 avg_train_loss=0.100698 avg_train_ssim=0.8816 run_seconds=97328.439
epoch 2431: train_loss=0.100677 train_ssim=0.8817 val_loss=0.108711 val_ssim=0.8722 val_psnr=32.42 lr=0.00029930179 epoch_seconds=39.127 run_seconds=97337.141 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2432 heartbeat: batch=1/455 avg_train_loss=0.100337 avg_train_ssim=0.8821 run_seconds=97337.423
epoch 2432 heartbeat: batch=130/455 avg_train_loss=0.100472 avg_train_ssim=0.8819 run_seconds=97347.437
epoch 2432 heartbeat: batch=261/455 avg_train_loss=0.100534 avg_train_ssim=0.8818 run_seconds=97357.440
epoch 2432 heartbeat: batch=388/455 avg_train_loss=0.100827 avg_train_ssim=0.8815 run_seconds=97367.468
epoch 2432: train_loss=0.100857 train_ssim=0.8814 val_loss=0.108373 val_ssim=0.8726 val_psnr=32.49 lr=0.00029982534 epoch_seconds=39.126 run_seconds=97376.304 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2433 heartbeat: batch=1/455 avg_train_loss=0.097119 avg_train_ssim=0.8858 run_seconds=97376.602
epoch 2433 heartbeat: batch=131/455 avg_train_loss=0.100883 avg_train_ssim=0.8814 run_seconds=97386.669
epoch 2433 heartbeat: batch=263/455 avg_train_loss=0.100650 avg_train_ssim=0.8817 run_seconds=97396.699
epoch 2433 heartbeat: batch=390/455 avg_train_loss=0.100664 avg_train_ssim=0.8817 run_seconds=97406.720
epoch 2433: train_loss=0.100665 train_ssim=0.8817 val_loss=0.108222 val_ssim=0.8728 val_psnr=32.35 lr=0.0003 epoch_seconds=39.038 run_seconds=97415.377 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2434 heartbeat: batch=1/455 avg_train_loss=0.098108 avg_train_ssim=0.8847 run_seconds=97415.670
epoch 2434 heartbeat: batch=131/455 avg_train_loss=0.100608 avg_train_ssim=0.8817 run_seconds=97425.727
epoch 2434 heartbeat: batch=263/455 avg_train_loss=0.100659 avg_train_ssim=0.8817 run_seconds=97435.786
epoch 2434 heartbeat: batch=390/455 avg_train_loss=0.100681 avg_train_ssim=0.8816 run_seconds=97445.804
epoch 2434: train_loss=0.100628 train_ssim=0.8817 val_loss=0.108180 val_ssim=0.8728 val_psnr=32.45 lr=0.00029982534 epoch_seconds=39.040 run_seconds=97454.454 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2435 heartbeat: batch=1/455 avg_train_loss=0.102309 avg_train_ssim=0.8797 run_seconds=97454.725
epoch 2435 heartbeat: batch=131/455 avg_train_loss=0.103018 avg_train_ssim=0.8789 run_seconds=97464.780
epoch 2435 heartbeat: batch=263/455 avg_train_loss=0.102154 avg_train_ssim=0.8799 run_seconds=97474.854
epoch 2435 heartbeat: batch=390/455 avg_train_loss=0.101830 avg_train_ssim=0.8803 run_seconds=97484.873
epoch 2435: train_loss=0.101728 train_ssim=0.8804 val_loss=0.108711 val_ssim=0.8722 val_psnr=32.39 lr=0.00029930179 epoch_seconds=39.018 run_seconds=97493.507 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2436 heartbeat: batch=1/455 avg_train_loss=0.099485 avg_train_ssim=0.8831 run_seconds=97493.823
epoch 2436 heartbeat: batch=130/455 avg_train_loss=0.100471 avg_train_ssim=0.8819 run_seconds=97503.824
epoch 2436 heartbeat: batch=262/455 avg_train_loss=0.100438 avg_train_ssim=0.8819 run_seconds=97513.875
epoch 2436 heartbeat: batch=389/455 avg_train_loss=0.100598 avg_train_ssim=0.8817 run_seconds=97523.901
epoch 2436: train_loss=0.100650 train_ssim=0.8817 val_loss=0.108206 val_ssim=0.8728 val_psnr=32.44 lr=0.00029843059 epoch_seconds=39.106 run_seconds=97532.650 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2437 heartbeat: batch=1/455 avg_train_loss=0.100227 avg_train_ssim=0.8822 run_seconds=97532.914
epoch 2437 heartbeat: batch=131/455 avg_train_loss=0.100464 avg_train_ssim=0.8819 run_seconds=97542.969
epoch 2437 heartbeat: batch=263/455 avg_train_loss=0.100587 avg_train_ssim=0.8818 run_seconds=97553.010
epoch 2437 heartbeat: batch=390/455 avg_train_loss=0.100674 avg_train_ssim=0.8817 run_seconds=97563.031
epoch 2437: train_loss=0.100690 train_ssim=0.8816 val_loss=0.108829 val_ssim=0.8721 val_psnr=32.16 lr=0.00029721387 epoch_seconds=39.006 run_seconds=97571.693 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2438 heartbeat: batch=1/455 avg_train_loss=0.100390 avg_train_ssim=0.8820 run_seconds=97571.971
epoch 2438 heartbeat: batch=130/455 avg_train_loss=0.100243 avg_train_ssim=0.8822 run_seconds=97582.019
epoch 2438 heartbeat: batch=262/455 avg_train_loss=0.100358 avg_train_ssim=0.8820 run_seconds=97592.049
epoch 2438 heartbeat: batch=389/455 avg_train_loss=0.100514 avg_train_ssim=0.8818 run_seconds=97602.080
epoch 2438: train_loss=0.100559 train_ssim=0.8818 val_loss=0.108533 val_ssim=0.8724 val_psnr=32.34 lr=0.00029565453 epoch_seconds=39.100 run_seconds=97610.831 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2439 heartbeat: batch=1/455 avg_train_loss=0.099430 avg_train_ssim=0.8831 run_seconds=97611.108
epoch 2439 heartbeat: batch=130/455 avg_train_loss=0.100467 avg_train_ssim=0.8819 run_seconds=97621.135
epoch 2439 heartbeat: batch=262/455 avg_train_loss=0.100711 avg_train_ssim=0.8816 run_seconds=97631.173
epoch 2439 heartbeat: batch=389/455 avg_train_loss=0.100695 avg_train_ssim=0.8816 run_seconds=97641.188
epoch 2439: train_loss=0.100645 train_ssim=0.8817 val_loss=0.108023 val_ssim=0.8730 val_psnr=32.34 lr=0.00029375635 epoch_seconds=39.029 run_seconds=97649.898 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2440 heartbeat: batch=1/455 avg_train_loss=0.100632 avg_train_ssim=0.8817 run_seconds=97650.214
epoch 2440 heartbeat: batch=130/455 avg_train_loss=0.100424 avg_train_ssim=0.8820 run_seconds=97660.220
epoch 2440 heartbeat: batch=262/455 avg_train_loss=0.100661 avg_train_ssim=0.8817 run_seconds=97670.246
epoch 2440 heartbeat: batch=389/455 avg_train_loss=0.100685 avg_train_ssim=0.8816 run_seconds=97680.265
epoch 2440: train_loss=0.100747 train_ssim=0.8816 val_loss=0.109244 val_ssim=0.8716 val_psnr=31.96 lr=0.00029152389 epoch_seconds=39.170 run_seconds=97689.105 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2441 heartbeat: batch=1/455 avg_train_loss=0.106955 avg_train_ssim=0.8743 run_seconds=97689.379
epoch 2441 heartbeat: batch=131/455 avg_train_loss=0.100845 avg_train_ssim=0.8815 run_seconds=97699.441
epoch 2441 heartbeat: batch=263/455 avg_train_loss=0.100634 avg_train_ssim=0.8817 run_seconds=97709.515
epoch 2441 heartbeat: batch=390/455 avg_train_loss=0.100672 avg_train_ssim=0.8817 run_seconds=97719.541
epoch 2441: train_loss=0.100764 train_ssim=0.8816 val_loss=0.108118 val_ssim=0.8729 val_psnr=32.22 lr=0.00028896253 epoch_seconds=39.118 run_seconds=97728.262 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2442 heartbeat: batch=1/455 avg_train_loss=0.102173 avg_train_ssim=0.8799 run_seconds=97728.536
epoch 2442 heartbeat: batch=130/455 avg_train_loss=0.100527 avg_train_ssim=0.8818 run_seconds=97738.548
epoch 2442 heartbeat: batch=262/455 avg_train_loss=0.100595 avg_train_ssim=0.8817 run_seconds=97748.603
epoch 2442 heartbeat: batch=389/455 avg_train_loss=0.100593 avg_train_ssim=0.8818 run_seconds=97758.626
epoch 2442: train_loss=0.100573 train_ssim=0.8818 val_loss=0.108454 val_ssim=0.8725 val_psnr=32.35 lr=0.00028607845 epoch_seconds=39.087 run_seconds=97767.387 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2443 heartbeat: batch=1/455 avg_train_loss=0.101409 avg_train_ssim=0.8808 run_seconds=97767.661
epoch 2443 heartbeat: batch=130/455 avg_train_loss=0.100629 avg_train_ssim=0.8817 run_seconds=97777.666
epoch 2443 heartbeat: batch=262/455 avg_train_loss=0.100491 avg_train_ssim=0.8819 run_seconds=97787.725
epoch 2443 heartbeat: batch=389/455 avg_train_loss=0.100496 avg_train_ssim=0.8819 run_seconds=97797.753
epoch 2443: train_loss=0.100550 train_ssim=0.8818 val_loss=0.108822 val_ssim=0.8721 val_psnr=32.44 lr=0.00028287858 epoch_seconds=39.087 run_seconds=97806.512 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2444 heartbeat: batch=1/455 avg_train_loss=0.101798 avg_train_ssim=0.8803 run_seconds=97806.806
epoch 2444 heartbeat: batch=131/455 avg_train_loss=0.100467 avg_train_ssim=0.8819 run_seconds=97816.858
epoch 2444 heartbeat: batch=263/455 avg_train_loss=0.100600 avg_train_ssim=0.8817 run_seconds=97826.884
epoch 2444 heartbeat: batch=390/455 avg_train_loss=0.100679 avg_train_ssim=0.8817 run_seconds=97836.916
epoch 2444: train_loss=0.100665 train_ssim=0.8817 val_loss=0.108204 val_ssim=0.8728 val_psnr=32.50 lr=0.00027937065 epoch_seconds=39.075 run_seconds=97845.623 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2445 heartbeat: batch=1/455 avg_train_loss=0.103671 avg_train_ssim=0.8781 run_seconds=97845.901
epoch 2445 heartbeat: batch=131/455 avg_train_loss=0.100506 avg_train_ssim=0.8819 run_seconds=97855.964
epoch 2445 heartbeat: batch=263/455 avg_train_loss=0.100472 avg_train_ssim=0.8819 run_seconds=97866.016
epoch 2445 heartbeat: batch=390/455 avg_train_loss=0.100588 avg_train_ssim=0.8818 run_seconds=97876.035
epoch 2445: train_loss=0.100520 train_ssim=0.8818 val_loss=0.108220 val_ssim=0.8728 val_psnr=32.45 lr=0.00027556309 epoch_seconds=39.041 run_seconds=97884.703 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2446 heartbeat: batch=1/455 avg_train_loss=0.103619 avg_train_ssim=0.8782 run_seconds=97884.968
epoch 2446 heartbeat: batch=130/455 avg_train_loss=0.100639 avg_train_ssim=0.8817 run_seconds=97894.983
epoch 2446 heartbeat: batch=263/455 avg_train_loss=0.100560 avg_train_ssim=0.8818 run_seconds=97905.029
epoch 2446 heartbeat: batch=390/455 avg_train_loss=0.100625 avg_train_ssim=0.8817 run_seconds=97915.044
epoch 2446: train_loss=0.100637 train_ssim=0.8817 val_loss=0.108190 val_ssim=0.8728 val_psnr=32.34 lr=0.00027146509 epoch_seconds=39.014 run_seconds=97923.754 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2447 heartbeat: batch=1/455 avg_train_loss=0.103154 avg_train_ssim=0.8787 run_seconds=97924.067
epoch 2447 heartbeat: batch=130/455 avg_train_loss=0.100501 avg_train_ssim=0.8819 run_seconds=97934.082
epoch 2447 heartbeat: batch=262/455 avg_train_loss=0.100442 avg_train_ssim=0.8819 run_seconds=97944.127
epoch 2447 heartbeat: batch=389/455 avg_train_loss=0.100459 avg_train_ssim=0.8819 run_seconds=97954.149
epoch 2447: train_loss=0.100486 train_ssim=0.8819 val_loss=0.108139 val_ssim=0.8729 val_psnr=32.43 lr=0.00026708652 epoch_seconds=39.136 run_seconds=97962.927 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2448 heartbeat: batch=1/455 avg_train_loss=0.100655 avg_train_ssim=0.8817 run_seconds=97963.230
epoch 2448 heartbeat: batch=130/455 avg_train_loss=0.100455 avg_train_ssim=0.8819 run_seconds=97973.241
epoch 2448 heartbeat: batch=263/455 avg_train_loss=0.100410 avg_train_ssim=0.8820 run_seconds=97983.281
epoch 2448 heartbeat: batch=390/455 avg_train_loss=0.100487 avg_train_ssim=0.8819 run_seconds=97993.304
epoch 2448: train_loss=0.100533 train_ssim=0.8818 val_loss=0.108130 val_ssim=0.8729 val_psnr=32.50 lr=0.00026243791 epoch_seconds=38.996 run_seconds=98001.960 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2449 heartbeat: batch=1/455 avg_train_loss=0.101960 avg_train_ssim=0.8801 run_seconds=98002.245
epoch 2449 heartbeat: batch=129/455 avg_train_loss=0.100807 avg_train_ssim=0.8815 run_seconds=98012.268
epoch 2449 heartbeat: batch=261/455 avg_train_loss=0.100580 avg_train_ssim=0.8818 run_seconds=98022.306
epoch 2449 heartbeat: batch=388/455 avg_train_loss=0.100449 avg_train_ssim=0.8819 run_seconds=98032.330
epoch 2449: train_loss=0.100449 train_ssim=0.8819 val_loss=0.108045 val_ssim=0.8730 val_psnr=32.42 lr=0.00025753048 epoch_seconds=39.145 run_seconds=98041.142 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2450 heartbeat: batch=1/455 avg_train_loss=0.101206 avg_train_ssim=0.8810 run_seconds=98041.417
epoch 2450 heartbeat: batch=130/455 avg_train_loss=0.100689 avg_train_ssim=0.8816 run_seconds=98051.449
epoch 2450 heartbeat: batch=262/455 avg_train_loss=0.100498 avg_train_ssim=0.8819 run_seconds=98061.481
epoch 2450 heartbeat: batch=389/455 avg_train_loss=0.100439 avg_train_ssim=0.8819 run_seconds=98071.499
epoch 2450: train_loss=0.100451 train_ssim=0.8819 val_loss=0.108134 val_ssim=0.8729 val_psnr=32.47 lr=0.00025237605 epoch_seconds=39.067 run_seconds=98080.246 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2451 heartbeat: batch=1/455 avg_train_loss=0.103257 avg_train_ssim=0.8786 run_seconds=98080.514
epoch 2451 heartbeat: batch=130/455 avg_train_loss=0.100582 avg_train_ssim=0.8818 run_seconds=98090.533
epoch 2451 heartbeat: batch=263/455 avg_train_loss=0.100489 avg_train_ssim=0.8819 run_seconds=98100.612
epoch 2451 heartbeat: batch=390/455 avg_train_loss=0.100522 avg_train_ssim=0.8818 run_seconds=98110.637
epoch 2451: train_loss=0.100476 train_ssim=0.8819 val_loss=0.107978 val_ssim=0.8731 val_psnr=32.43 lr=0.00024698703 epoch_seconds=39.048 run_seconds=98119.331 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2452 heartbeat: batch=1/455 avg_train_loss=0.099484 avg_train_ssim=0.8831 run_seconds=98119.612
epoch 2452 heartbeat: batch=128/455 avg_train_loss=0.100380 avg_train_ssim=0.8820 run_seconds=98129.613
epoch 2452 heartbeat: batch=261/455 avg_train_loss=0.100339 avg_train_ssim=0.8821 run_seconds=98139.663
epoch 2452 heartbeat: batch=388/455 avg_train_loss=0.100432 avg_train_ssim=0.8819 run_seconds=98149.730
epoch 2452: train_loss=0.100427 train_ssim=0.8819 val_loss=0.108305 val_ssim=0.8727 val_psnr=32.36 lr=0.0002413764 epoch_seconds=39.237 run_seconds=98158.604 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2453 heartbeat: batch=1/455 avg_train_loss=0.100384 avg_train_ssim=0.8820 run_seconds=98158.892
epoch 2453 heartbeat: batch=130/455 avg_train_loss=0.100219 avg_train_ssim=0.8822 run_seconds=98168.915
epoch 2453 heartbeat: batch=262/455 avg_train_loss=0.100322 avg_train_ssim=0.8821 run_seconds=98178.921
epoch 2453 heartbeat: batch=389/455 avg_train_loss=0.100325 avg_train_ssim=0.8821 run_seconds=98188.951
epoch 2453: train_loss=0.100261 train_ssim=0.8821 val_loss=0.108043 val_ssim=0.8730 val_psnr=32.45 lr=0.00023555768 epoch_seconds=39.095 run_seconds=98197.739 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2454 heartbeat: batch=1/455 avg_train_loss=0.099664 avg_train_ssim=0.8829 run_seconds=98198.020
epoch 2454 heartbeat: batch=130/455 avg_train_loss=0.100174 avg_train_ssim=0.8822 run_seconds=98208.038
epoch 2454 heartbeat: batch=262/455 avg_train_loss=0.100522 avg_train_ssim=0.8818 run_seconds=98218.084
epoch 2454 heartbeat: batch=389/455 avg_train_loss=0.100440 avg_train_ssim=0.8819 run_seconds=98228.115
epoch 2454: train_loss=0.100419 train_ssim=0.8820 val_loss=0.108344 val_ssim=0.8726 val_psnr=32.33 lr=0.0002295449 epoch_seconds=39.062 run_seconds=98236.841 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2455 heartbeat: batch=1/455 avg_train_loss=0.106613 avg_train_ssim=0.8747 run_seconds=98237.139
epoch 2455 heartbeat: batch=130/455 avg_train_loss=0.100670 avg_train_ssim=0.8817 run_seconds=98247.147
epoch 2455 heartbeat: batch=262/455 avg_train_loss=0.100456 avg_train_ssim=0.8819 run_seconds=98257.149
epoch 2455 heartbeat: batch=389/455 avg_train_loss=0.100491 avg_train_ssim=0.8819 run_seconds=98267.182
epoch 2455: train_loss=0.100474 train_ssim=0.8819 val_loss=0.107833 val_ssim=0.8732 val_psnr=32.34 lr=0.00022335253 epoch_seconds=39.048 run_seconds=98275.925 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2456 heartbeat: batch=1/455 avg_train_loss=0.098257 avg_train_ssim=0.8845 run_seconds=98276.214
epoch 2456 heartbeat: batch=128/455 avg_train_loss=0.100385 avg_train_ssim=0.8820 run_seconds=98286.244
epoch 2456 heartbeat: batch=261/455 avg_train_loss=0.100423 avg_train_ssim=0.8820 run_seconds=98296.282
epoch 2456 heartbeat: batch=388/455 avg_train_loss=0.100382 avg_train_ssim=0.8820 run_seconds=98306.303
epoch 2456: train_loss=0.100339 train_ssim=0.8821 val_loss=0.108054 val_ssim=0.8730 val_psnr=32.42 lr=0.00021699549 epoch_seconds=39.168 run_seconds=98315.127 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2457 heartbeat: batch=1/455 avg_train_loss=0.100210 avg_train_ssim=0.8822 run_seconds=98315.400
epoch 2457 heartbeat: batch=129/455 avg_train_loss=0.100265 avg_train_ssim=0.8821 run_seconds=98325.412
epoch 2457 heartbeat: batch=262/455 avg_train_loss=0.100228 avg_train_ssim=0.8822 run_seconds=98335.463
epoch 2457 heartbeat: batch=389/455 avg_train_loss=0.100255 avg_train_ssim=0.8821 run_seconds=98345.501
epoch 2457: train_loss=0.100271 train_ssim=0.8821 val_loss=0.108057 val_ssim=0.8730 val_psnr=32.42 lr=0.0002104891 epoch_seconds=39.080 run_seconds=98354.244 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2458 heartbeat: batch=1/455 avg_train_loss=0.099469 avg_train_ssim=0.8831 run_seconds=98354.570
epoch 2458 heartbeat: batch=130/455 avg_train_loss=0.100534 avg_train_ssim=0.8818 run_seconds=98364.613
epoch 2458 heartbeat: batch=263/455 avg_train_loss=0.100157 avg_train_ssim=0.8823 run_seconds=98374.658
epoch 2458 heartbeat: batch=390/455 avg_train_loss=0.100150 avg_train_ssim=0.8823 run_seconds=98384.677
epoch 2458: train_loss=0.100159 train_ssim=0.8823 val_loss=0.107853 val_ssim=0.8732 val_psnr=32.36 lr=0.00020384903 epoch_seconds=39.068 run_seconds=98393.348 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2459 heartbeat: batch=1/455 avg_train_loss=0.096710 avg_train_ssim=0.8863 run_seconds=98393.617
epoch 2459 heartbeat: batch=129/455 avg_train_loss=0.100246 avg_train_ssim=0.8822 run_seconds=98403.656
epoch 2459 heartbeat: batch=263/455 avg_train_loss=0.100134 avg_train_ssim=0.8823 run_seconds=98413.710
epoch 2459 heartbeat: batch=390/455 avg_train_loss=0.100222 avg_train_ssim=0.8822 run_seconds=98423.739
epoch 2459: train_loss=0.100179 train_ssim=0.8822 val_loss=0.107893 val_ssim=0.8732 val_psnr=32.47 lr=0.00019709128 epoch_seconds=39.057 run_seconds=98432.442 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2460 heartbeat: batch=1/455 avg_train_loss=0.098578 avg_train_ssim=0.8841 run_seconds=98432.752
epoch 2460 heartbeat: batch=128/455 avg_train_loss=0.099909 avg_train_ssim=0.8826 run_seconds=98442.761
epoch 2460 heartbeat: batch=261/455 avg_train_loss=0.100096 avg_train_ssim=0.8823 run_seconds=98452.823
epoch 2460 heartbeat: batch=388/455 avg_train_loss=0.100116 avg_train_ssim=0.8823 run_seconds=98462.848
epoch 2460: train_loss=0.100173 train_ssim=0.8822 val_loss=0.108182 val_ssim=0.8728 val_psnr=32.40 lr=0.00019023213 epoch_seconds=39.231 run_seconds=98471.711 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2461 heartbeat: batch=1/455 avg_train_loss=0.101109 avg_train_ssim=0.8811 run_seconds=98471.993
epoch 2461 heartbeat: batch=129/455 avg_train_loss=0.100027 avg_train_ssim=0.8824 run_seconds=98482.010
epoch 2461 heartbeat: batch=263/455 avg_train_loss=0.100045 avg_train_ssim=0.8824 run_seconds=98492.059
epoch 2461 heartbeat: batch=390/455 avg_train_loss=0.100106 avg_train_ssim=0.8823 run_seconds=98502.087
epoch 2461: train_loss=0.100073 train_ssim=0.8824 val_loss=0.108129 val_ssim=0.8729 val_psnr=32.48 lr=0.0001832881 epoch_seconds=39.034 run_seconds=98510.782 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2462 heartbeat: batch=1/455 avg_train_loss=0.098276 avg_train_ssim=0.8845 run_seconds=98511.083
epoch 2462 heartbeat: batch=128/455 avg_train_loss=0.100004 avg_train_ssim=0.8824 run_seconds=98521.086
epoch 2462 heartbeat: batch=261/455 avg_train_loss=0.100073 avg_train_ssim=0.8824 run_seconds=98531.123
epoch 2462 heartbeat: batch=388/455 avg_train_loss=0.100123 avg_train_ssim=0.8823 run_seconds=98541.145
epoch 2462: train_loss=0.100129 train_ssim=0.8823 val_loss=0.107695 val_ssim=0.8734 val_psnr=32.34 lr=0.00017627592 epoch_seconds=39.172 run_seconds=98549.991 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2463 heartbeat: batch=1/455 avg_train_loss=0.097057 avg_train_ssim=0.8859 run_seconds=98550.264
epoch 2463 heartbeat: batch=130/455 avg_train_loss=0.100019 avg_train_ssim=0.8824 run_seconds=98560.300
epoch 2463 heartbeat: batch=262/455 avg_train_loss=0.100114 avg_train_ssim=0.8823 run_seconds=98570.312
epoch 2463 heartbeat: batch=388/455 avg_train_loss=0.100021 avg_train_ssim=0.8824 run_seconds=98580.347
epoch 2463: train_loss=0.100040 train_ssim=0.8824 val_loss=0.107906 val_ssim=0.8732 val_psnr=32.46 lr=0.00016921249 epoch_seconds=39.116 run_seconds=98589.143 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2464 heartbeat: batch=1/455 avg_train_loss=0.100100 avg_train_ssim=0.8823 run_seconds=98589.460
epoch 2464 heartbeat: batch=129/455 avg_train_loss=0.100073 avg_train_ssim=0.8824 run_seconds=98599.498
epoch 2464 heartbeat: batch=263/455 avg_train_loss=0.099941 avg_train_ssim=0.8825 run_seconds=98609.518
epoch 2464 heartbeat: batch=390/455 avg_train_loss=0.099997 avg_train_ssim=0.8825 run_seconds=98619.547
epoch 2464: train_loss=0.099978 train_ssim=0.8825 val_loss=0.107724 val_ssim=0.8734 val_psnr=32.52 lr=0.00016211481 epoch_seconds=39.086 run_seconds=98628.270 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2465 heartbeat: batch=1/455 avg_train_loss=0.097961 avg_train_ssim=0.8848 run_seconds=98628.561
epoch 2465 heartbeat: batch=128/455 avg_train_loss=0.099819 avg_train_ssim=0.8827 run_seconds=98638.583
epoch 2465 heartbeat: batch=263/455 avg_train_loss=0.099746 avg_train_ssim=0.8827 run_seconds=98648.655
epoch 2465 heartbeat: batch=390/455 avg_train_loss=0.099899 avg_train_ssim=0.8826 run_seconds=98658.672
epoch 2465: train_loss=0.099968 train_ssim=0.8825 val_loss=0.108411 val_ssim=0.8726 val_psnr=32.49 lr=0.000155 epoch_seconds=39.049 run_seconds=98667.356 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2466 heartbeat: batch=1/455 avg_train_loss=0.096464 avg_train_ssim=0.8866 run_seconds=98667.669
epoch 2466 heartbeat: batch=128/455 avg_train_loss=0.099918 avg_train_ssim=0.8825 run_seconds=98677.673
epoch 2466 heartbeat: batch=262/455 avg_train_loss=0.099949 avg_train_ssim=0.8825 run_seconds=98687.726
epoch 2466 heartbeat: batch=389/455 avg_train_loss=0.099982 avg_train_ssim=0.8825 run_seconds=98697.760
epoch 2466: train_loss=0.099961 train_ssim=0.8825 val_loss=0.107656 val_ssim=0.8734 val_psnr=32.44 lr=0.00014788519 epoch_seconds=39.086 run_seconds=98706.482 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2467 heartbeat: batch=1/455 avg_train_loss=0.098810 avg_train_ssim=0.8838 run_seconds=98706.760
epoch 2467 heartbeat: batch=128/455 avg_train_loss=0.099927 avg_train_ssim=0.8825 run_seconds=98716.787
epoch 2467 heartbeat: batch=262/455 avg_train_loss=0.099993 avg_train_ssim=0.8825 run_seconds=98726.833
epoch 2467 heartbeat: batch=389/455 avg_train_loss=0.099843 avg_train_ssim=0.8826 run_seconds=98736.861
epoch 2467: train_loss=0.099926 train_ssim=0.8825 val_loss=0.107696 val_ssim=0.8734 val_psnr=32.44 lr=0.00014078751 epoch_seconds=39.136 run_seconds=98745.654 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2468 heartbeat: batch=1/455 avg_train_loss=0.098283 avg_train_ssim=0.8845 run_seconds=98745.924
epoch 2468 heartbeat: batch=128/455 avg_train_loss=0.099747 avg_train_ssim=0.8827 run_seconds=98755.937
epoch 2468 heartbeat: batch=262/455 avg_train_loss=0.099767 avg_train_ssim=0.8827 run_seconds=98765.938
epoch 2468 heartbeat: batch=389/455 avg_train_loss=0.099793 avg_train_ssim=0.8827 run_seconds=98775.962
epoch 2468: train_loss=0.099809 train_ssim=0.8827 val_loss=0.107632 val_ssim=0.8735 val_psnr=32.48 lr=0.00013372408 epoch_seconds=39.019 run_seconds=98784.710 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2469 heartbeat: batch=1/455 avg_train_loss=0.099057 avg_train_ssim=0.8836 run_seconds=98785.014
epoch 2469 heartbeat: batch=127/455 avg_train_loss=0.099659 avg_train_ssim=0.8828 run_seconds=98795.015
epoch 2469 heartbeat: batch=261/455 avg_train_loss=0.099897 avg_train_ssim=0.8826 run_seconds=98805.033
epoch 2469 heartbeat: batch=388/455 avg_train_loss=0.099859 avg_train_ssim=0.8826 run_seconds=98815.058
epoch 2469: train_loss=0.099822 train_ssim=0.8827 val_loss=0.107558 val_ssim=0.8736 val_psnr=32.49 lr=0.0001267119 epoch_seconds=39.125 run_seconds=98823.873 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2470 heartbeat: batch=1/455 avg_train_loss=0.100953 avg_train_ssim=0.8813 run_seconds=98824.155
epoch 2470 heartbeat: batch=128/455 avg_train_loss=0.099928 avg_train_ssim=0.8825 run_seconds=98834.167
epoch 2470 heartbeat: batch=263/455 avg_train_loss=0.099918 avg_train_ssim=0.8825 run_seconds=98844.208
epoch 2470 heartbeat: batch=390/455 avg_train_loss=0.099809 avg_train_ssim=0.8827 run_seconds=98854.231
epoch 2470: train_loss=0.099791 train_ssim=0.8827 val_loss=0.107736 val_ssim=0.8734 val_psnr=32.46 lr=0.00011976787 epoch_seconds=38.968 run_seconds=98862.877 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2471 heartbeat: batch=1/455 avg_train_loss=0.097716 avg_train_ssim=0.8851 run_seconds=98863.148
epoch 2471 heartbeat: batch=128/455 avg_train_loss=0.099677 avg_train_ssim=0.8828 run_seconds=98873.200
epoch 2471 heartbeat: batch=262/455 avg_train_loss=0.099706 avg_train_ssim=0.8828 run_seconds=98883.250
epoch 2471 heartbeat: batch=389/455 avg_train_loss=0.099671 avg_train_ssim=0.8828 run_seconds=98893.276
epoch 2471: train_loss=0.099725 train_ssim=0.8828 val_loss=0.107541 val_ssim=0.8736 val_psnr=32.46 lr=0.00011290872 epoch_seconds=39.104 run_seconds=98902.016 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2472 heartbeat: batch=1/455 avg_train_loss=0.100807 avg_train_ssim=0.8815 run_seconds=98902.350
epoch 2472 heartbeat: batch=128/455 avg_train_loss=0.099640 avg_train_ssim=0.8829 run_seconds=98912.385
epoch 2472 heartbeat: batch=262/455 avg_train_loss=0.099658 avg_train_ssim=0.8828 run_seconds=98922.434
epoch 2472 heartbeat: batch=389/455 avg_train_loss=0.099715 avg_train_ssim=0.8828 run_seconds=98932.456
epoch 2472: train_loss=0.099700 train_ssim=0.8828 val_loss=0.107577 val_ssim=0.8735 val_psnr=32.37 lr=0.00010615097 epoch_seconds=39.157 run_seconds=98941.214 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2473 heartbeat: batch=1/455 avg_train_loss=0.098096 avg_train_ssim=0.8847 run_seconds=98941.507
epoch 2473 heartbeat: batch=127/455 avg_train_loss=0.099655 avg_train_ssim=0.8829 run_seconds=98951.544
epoch 2473 heartbeat: batch=260/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=98961.592
epoch 2473 heartbeat: batch=387/455 avg_train_loss=0.099616 avg_train_ssim=0.8829 run_seconds=98971.622
epoch 2473: train_loss=0.099678 train_ssim=0.8828 val_loss=0.107603 val_ssim=0.8735 val_psnr=32.42 lr=9.9510902e-05 epoch_seconds=39.322 run_seconds=98980.573 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2474 heartbeat: batch=1/455 avg_train_loss=0.097136 avg_train_ssim=0.8858 run_seconds=98980.859
epoch 2474 heartbeat: batch=127/455 avg_train_loss=0.099569 avg_train_ssim=0.8830 run_seconds=98990.867
epoch 2474 heartbeat: batch=261/455 avg_train_loss=0.099585 avg_train_ssim=0.8829 run_seconds=99000.888
epoch 2474 heartbeat: batch=388/455 avg_train_loss=0.099664 avg_train_ssim=0.8828 run_seconds=99010.914
epoch 2474: train_loss=0.099609 train_ssim=0.8829 val_loss=0.107641 val_ssim=0.8735 val_psnr=32.50 lr=9.3004511e-05 epoch_seconds=39.151 run_seconds=99019.762 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2475 heartbeat: batch=1/455 avg_train_loss=0.098692 avg_train_ssim=0.8840 run_seconds=99020.049
epoch 2475 heartbeat: batch=128/455 avg_train_loss=0.099424 avg_train_ssim=0.8831 run_seconds=99030.080
epoch 2475 heartbeat: batch=263/455 avg_train_loss=0.099497 avg_train_ssim=0.8830 run_seconds=99040.149
epoch 2475 heartbeat: batch=390/455 avg_train_loss=0.099541 avg_train_ssim=0.8830 run_seconds=99050.178
epoch 2475: train_loss=0.099567 train_ssim=0.8830 val_loss=0.107438 val_ssim=0.8737 val_psnr=32.47 lr=8.6647473e-05 epoch_seconds=39.046 run_seconds=99058.845 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2476 heartbeat: batch=1/455 avg_train_loss=0.099133 avg_train_ssim=0.8835 run_seconds=99059.190
epoch 2476 heartbeat: batch=127/455 avg_train_loss=0.099612 avg_train_ssim=0.8829 run_seconds=99069.235
epoch 2476 heartbeat: batch=260/455 avg_train_loss=0.099639 avg_train_ssim=0.8829 run_seconds=99079.246
epoch 2476 heartbeat: batch=387/455 avg_train_loss=0.099641 avg_train_ssim=0.8829 run_seconds=99089.269
epoch 2476: train_loss=0.099577 train_ssim=0.8829 val_loss=0.107519 val_ssim=0.8736 val_psnr=32.48 lr=8.0455102e-05 epoch_seconds=39.316 run_seconds=99098.199 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2477 heartbeat: batch=1/455 avg_train_loss=0.100805 avg_train_ssim=0.8815 run_seconds=99098.505
epoch 2477 heartbeat: batch=128/455 avg_train_loss=0.099729 avg_train_ssim=0.8828 run_seconds=99108.511
epoch 2477 heartbeat: batch=263/455 avg_train_loss=0.099536 avg_train_ssim=0.8830 run_seconds=99118.564
epoch 2477 heartbeat: batch=390/455 avg_train_loss=0.099516 avg_train_ssim=0.8830 run_seconds=99128.585
epoch 2477: train_loss=0.099522 train_ssim=0.8830 val_loss=0.107538 val_ssim=0.8736 val_psnr=32.44 lr=7.4442316e-05 epoch_seconds=39.014 run_seconds=99137.252 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2478 heartbeat: batch=1/455 avg_train_loss=0.103368 avg_train_ssim=0.8785 run_seconds=99137.524
epoch 2478 heartbeat: batch=128/455 avg_train_loss=0.099358 avg_train_ssim=0.8832 run_seconds=99147.580
epoch 2478 heartbeat: batch=262/455 avg_train_loss=0.099525 avg_train_ssim=0.8830 run_seconds=99157.635
epoch 2478 heartbeat: batch=389/455 avg_train_loss=0.099559 avg_train_ssim=0.8830 run_seconds=99167.651
epoch 2478: train_loss=0.099498 train_ssim=0.8830 val_loss=0.107493 val_ssim=0.8736 val_psnr=32.51 lr=6.8623601e-05 epoch_seconds=39.136 run_seconds=99176.423 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2479 heartbeat: batch=1/455 avg_train_loss=0.100384 avg_train_ssim=0.8820 run_seconds=99176.736
epoch 2479 heartbeat: batch=128/455 avg_train_loss=0.099414 avg_train_ssim=0.8831 run_seconds=99186.759
epoch 2479 heartbeat: batch=262/455 avg_train_loss=0.099477 avg_train_ssim=0.8831 run_seconds=99196.799
epoch 2479 heartbeat: batch=389/455 avg_train_loss=0.099464 avg_train_ssim=0.8831 run_seconds=99206.829
epoch 2479: train_loss=0.099452 train_ssim=0.8831 val_loss=0.107306 val_ssim=0.8739 val_psnr=32.50 lr=6.3012974e-05 epoch_seconds=39.113 run_seconds=99215.572 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2480 heartbeat: batch=1/455 avg_train_loss=0.098421 avg_train_ssim=0.8843 run_seconds=99215.841
epoch 2480 heartbeat: batch=128/455 avg_train_loss=0.099509 avg_train_ssim=0.8830 run_seconds=99225.879
epoch 2480 heartbeat: batch=261/455 avg_train_loss=0.099447 avg_train_ssim=0.8831 run_seconds=99235.885
epoch 2480 heartbeat: batch=387/455 avg_train_loss=0.099461 avg_train_ssim=0.8831 run_seconds=99245.904
epoch 2480: train_loss=0.099458 train_ssim=0.8831 val_loss=0.107231 val_ssim=0.8739 val_psnr=32.49 lr=5.7623952e-05 epoch_seconds=39.187 run_seconds=99254.796 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2481 heartbeat: batch=1/455 avg_train_loss=0.097747 avg_train_ssim=0.8851 run_seconds=99255.075
epoch 2481 heartbeat: batch=128/455 avg_train_loss=0.099639 avg_train_ssim=0.8829 run_seconds=99265.098
epoch 2481 heartbeat: batch=262/455 avg_train_loss=0.099517 avg_train_ssim=0.8830 run_seconds=99275.139
epoch 2481 heartbeat: batch=389/455 avg_train_loss=0.099433 avg_train_ssim=0.8831 run_seconds=99285.167
epoch 2481: train_loss=0.099452 train_ssim=0.8831 val_loss=0.107333 val_ssim=0.8738 val_psnr=32.51 lr=5.2469517e-05 epoch_seconds=39.065 run_seconds=99293.898 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2482 heartbeat: batch=1/455 avg_train_loss=0.100245 avg_train_ssim=0.8822 run_seconds=99294.177
epoch 2482 heartbeat: batch=128/455 avg_train_loss=0.099467 avg_train_ssim=0.8831 run_seconds=99304.208
epoch 2482 heartbeat: batch=262/455 avg_train_loss=0.099384 avg_train_ssim=0.8832 run_seconds=99314.228
epoch 2482 heartbeat: batch=389/455 avg_train_loss=0.099418 avg_train_ssim=0.8831 run_seconds=99324.252
epoch 2482: train_loss=0.099404 train_ssim=0.8831 val_loss=0.107299 val_ssim=0.8739 val_psnr=32.47 lr=4.7562087e-05 epoch_seconds=39.100 run_seconds=99333.035 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2483 heartbeat: batch=1/455 avg_train_loss=0.098802 avg_train_ssim=0.8839 run_seconds=99333.333
epoch 2483 heartbeat: batch=128/455 avg_train_loss=0.099463 avg_train_ssim=0.8831 run_seconds=99343.378
epoch 2483 heartbeat: batch=262/455 avg_train_loss=0.099190 avg_train_ssim=0.8834 run_seconds=99353.406
epoch 2483 heartbeat: batch=389/455 avg_train_loss=0.099324 avg_train_ssim=0.8832 run_seconds=99363.426
epoch 2483: train_loss=0.099342 train_ssim=0.8832 val_loss=0.107273 val_ssim=0.8739 val_psnr=32.51 lr=4.2913484e-05 epoch_seconds=39.110 run_seconds=99372.181 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2484 heartbeat: batch=1/455 avg_train_loss=0.096638 avg_train_ssim=0.8864 run_seconds=99372.453
epoch 2484 heartbeat: batch=128/455 avg_train_loss=0.099120 avg_train_ssim=0.8835 run_seconds=99382.470
epoch 2484 heartbeat: batch=262/455 avg_train_loss=0.099358 avg_train_ssim=0.8832 run_seconds=99392.507
epoch 2484 heartbeat: batch=389/455 avg_train_loss=0.099248 avg_train_ssim=0.8833 run_seconds=99402.529
epoch 2484: train_loss=0.099321 train_ssim=0.8832 val_loss=0.107168 val_ssim=0.8740 val_psnr=32.48 lr=3.8534908e-05 epoch_seconds=39.080 run_seconds=99411.300 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2485 heartbeat: batch=1/455 avg_train_loss=0.102923 avg_train_ssim=0.8790 run_seconds=99411.615
epoch 2485 heartbeat: batch=127/455 avg_train_loss=0.099179 avg_train_ssim=0.8834 run_seconds=99421.638
epoch 2485 heartbeat: batch=261/455 avg_train_loss=0.099300 avg_train_ssim=0.8833 run_seconds=99431.659
epoch 2485 heartbeat: batch=388/455 avg_train_loss=0.099267 avg_train_ssim=0.8833 run_seconds=99441.678
epoch 2485: train_loss=0.099271 train_ssim=0.8833 val_loss=0.107141 val_ssim=0.8741 val_psnr=32.50 lr=3.4436906e-05 epoch_seconds=39.134 run_seconds=99450.473 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2486 heartbeat: batch=1/455 avg_train_loss=0.100902 avg_train_ssim=0.8814 run_seconds=99450.753
epoch 2486 heartbeat: batch=126/455 avg_train_loss=0.099317 avg_train_ssim=0.8833 run_seconds=99460.755
epoch 2486 heartbeat: batch=260/455 avg_train_loss=0.099324 avg_train_ssim=0.8832 run_seconds=99470.786
epoch 2486 heartbeat: batch=387/455 avg_train_loss=0.099324 avg_train_ssim=0.8832 run_seconds=99480.810
epoch 2486: train_loss=0.099299 train_ssim=0.8833 val_loss=0.107169 val_ssim=0.8740 val_psnr=32.49 lr=3.0629352e-05 epoch_seconds=39.249 run_seconds=99489.759 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2487 heartbeat: batch=1/455 avg_train_loss=0.098635 avg_train_ssim=0.8841 run_seconds=99490.037
epoch 2487 heartbeat: batch=128/455 avg_train_loss=0.099391 avg_train_ssim=0.8832 run_seconds=99500.059
epoch 2487 heartbeat: batch=263/455 avg_train_loss=0.099241 avg_train_ssim=0.8833 run_seconds=99510.094
epoch 2487 heartbeat: batch=390/455 avg_train_loss=0.099252 avg_train_ssim=0.8833 run_seconds=99520.115
epoch 2487: train_loss=0.099272 train_ssim=0.8833 val_loss=0.107264 val_ssim=0.8739 val_psnr=32.50 lr=2.7121417e-05 epoch_seconds=38.988 run_seconds=99528.783 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2488 heartbeat: batch=1/455 avg_train_loss=0.099523 avg_train_ssim=0.8830 run_seconds=99529.069
epoch 2488 heartbeat: batch=128/455 avg_train_loss=0.099258 avg_train_ssim=0.8833 run_seconds=99539.083
epoch 2488 heartbeat: batch=263/455 avg_train_loss=0.099162 avg_train_ssim=0.8834 run_seconds=99549.138
epoch 2488 heartbeat: batch=390/455 avg_train_loss=0.099254 avg_train_ssim=0.8833 run_seconds=99559.169
epoch 2488: train_loss=0.099266 train_ssim=0.8833 val_loss=0.107108 val_ssim=0.8741 val_psnr=32.51 lr=2.3921552e-05 epoch_seconds=38.989 run_seconds=99567.809 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2489 heartbeat: batch=1/455 avg_train_loss=0.101123 avg_train_ssim=0.8811 run_seconds=99568.109
epoch 2489 heartbeat: batch=128/455 avg_train_loss=0.099138 avg_train_ssim=0.8835 run_seconds=99578.142
epoch 2489 heartbeat: batch=262/455 avg_train_loss=0.099315 avg_train_ssim=0.8833 run_seconds=99588.172
epoch 2489 heartbeat: batch=389/455 avg_train_loss=0.099239 avg_train_ssim=0.8833 run_seconds=99598.202
epoch 2489: train_loss=0.099207 train_ssim=0.8834 val_loss=0.107127 val_ssim=0.8741 val_psnr=32.47 lr=2.1037468e-05 epoch_seconds=39.114 run_seconds=99606.962 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2490 heartbeat: batch=1/455 avg_train_loss=0.097195 avg_train_ssim=0.8857 run_seconds=99607.244
epoch 2490 heartbeat: batch=128/455 avg_train_loss=0.099385 avg_train_ssim=0.8832 run_seconds=99617.268
epoch 2490 heartbeat: batch=262/455 avg_train_loss=0.099190 avg_train_ssim=0.8834 run_seconds=99627.340
epoch 2490 heartbeat: batch=389/455 avg_train_loss=0.099185 avg_train_ssim=0.8834 run_seconds=99637.369
epoch 2490: train_loss=0.099222 train_ssim=0.8834 val_loss=0.107131 val_ssim=0.8741 val_psnr=32.48 lr=1.8476111e-05 epoch_seconds=39.131 run_seconds=99646.131 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2491 heartbeat: batch=1/455 avg_train_loss=0.099432 avg_train_ssim=0.8831 run_seconds=99646.453
epoch 2491 heartbeat: batch=128/455 avg_train_loss=0.099010 avg_train_ssim=0.8836 run_seconds=99656.488
epoch 2491 heartbeat: batch=262/455 avg_train_loss=0.099017 avg_train_ssim=0.8836 run_seconds=99666.510
epoch 2491 heartbeat: batch=389/455 avg_train_loss=0.099113 avg_train_ssim=0.8835 run_seconds=99676.533
epoch 2491: train_loss=0.099173 train_ssim=0.8834 val_loss=0.107098 val_ssim=0.8741 val_psnr=32.50 lr=1.6243651e-05 epoch_seconds=39.134 run_seconds=99685.302 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2492 heartbeat: batch=1/455 avg_train_loss=0.097779 avg_train_ssim=0.8851 run_seconds=99685.582
epoch 2492 heartbeat: batch=128/455 avg_train_loss=0.099036 avg_train_ssim=0.8836 run_seconds=99695.659
epoch 2492 heartbeat: batch=262/455 avg_train_loss=0.099068 avg_train_ssim=0.8835 run_seconds=99705.662
epoch 2492 heartbeat: batch=389/455 avg_train_loss=0.099135 avg_train_ssim=0.8835 run_seconds=99715.689
epoch 2492: train_loss=0.099187 train_ssim=0.8834 val_loss=0.107136 val_ssim=0.8741 val_psnr=32.52 lr=1.4345468e-05 epoch_seconds=39.084 run_seconds=99724.422 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2493 heartbeat: batch=1/455 avg_train_loss=0.098943 avg_train_ssim=0.8837 run_seconds=99724.703
epoch 2493 heartbeat: batch=128/455 avg_train_loss=0.099176 avg_train_ssim=0.8834 run_seconds=99734.735
epoch 2493 heartbeat: batch=262/455 avg_train_loss=0.099186 avg_train_ssim=0.8834 run_seconds=99744.779
epoch 2493 heartbeat: batch=389/455 avg_train_loss=0.099100 avg_train_ssim=0.8835 run_seconds=99754.799
epoch 2493: train_loss=0.099136 train_ssim=0.8835 val_loss=0.107100 val_ssim=0.8741 val_psnr=32.50 lr=1.2786134e-05 epoch_seconds=39.101 run_seconds=99763.559 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2494 heartbeat: batch=1/455 avg_train_loss=0.099985 avg_train_ssim=0.8825 run_seconds=99763.846
epoch 2494 heartbeat: batch=128/455 avg_train_loss=0.099334 avg_train_ssim=0.8832 run_seconds=99773.876
epoch 2494 heartbeat: batch=263/455 avg_train_loss=0.099276 avg_train_ssim=0.8833 run_seconds=99783.927
epoch 2494 heartbeat: batch=390/455 avg_train_loss=0.099165 avg_train_ssim=0.8834 run_seconds=99793.945
epoch 2494: train_loss=0.099172 train_ssim=0.8834 val_loss=0.107085 val_ssim=0.8741 val_psnr=32.49 lr=1.1569406e-05 epoch_seconds=38.990 run_seconds=99802.589 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2495 heartbeat: batch=1/455 avg_train_loss=0.102275 avg_train_ssim=0.8798 run_seconds=99802.872
epoch 2495 heartbeat: batch=128/455 avg_train_loss=0.099291 avg_train_ssim=0.8833 run_seconds=99812.888
epoch 2495 heartbeat: batch=262/455 avg_train_loss=0.099228 avg_train_ssim=0.8834 run_seconds=99822.934
epoch 2495 heartbeat: batch=389/455 avg_train_loss=0.099131 avg_train_ssim=0.8835 run_seconds=99832.962
epoch 2495: train_loss=0.099166 train_ssim=0.8834 val_loss=0.107152 val_ssim=0.8740 val_psnr=32.51 lr=1.0698215e-05 epoch_seconds=39.127 run_seconds=99841.754 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2496 heartbeat: batch=1/455 avg_train_loss=0.099849 avg_train_ssim=0.8826 run_seconds=99842.031
epoch 2496 heartbeat: batch=127/455 avg_train_loss=0.098939 avg_train_ssim=0.8837 run_seconds=99852.104
epoch 2496 heartbeat: batch=261/455 avg_train_loss=0.099010 avg_train_ssim=0.8836 run_seconds=99862.151
epoch 2496 heartbeat: batch=388/455 avg_train_loss=0.099083 avg_train_ssim=0.8835 run_seconds=99872.174
epoch 2496: train_loss=0.099155 train_ssim=0.8834 val_loss=0.107045 val_ssim=0.8742 val_psnr=32.49 lr=1.0174659e-05 epoch_seconds=39.201 run_seconds=99880.992 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2497 heartbeat: batch=1/455 avg_train_loss=0.101376 avg_train_ssim=0.8808 run_seconds=99881.272
epoch 2497 heartbeat: batch=128/455 avg_train_loss=0.098899 avg_train_ssim=0.8837 run_seconds=99891.284
epoch 2497 heartbeat: batch=262/455 avg_train_loss=0.099068 avg_train_ssim=0.8835 run_seconds=99901.296
epoch 2497 heartbeat: batch=389/455 avg_train_loss=0.099148 avg_train_ssim=0.8834 run_seconds=99911.316
epoch 2497: train_loss=0.099173 train_ssim=0.8834 val_loss=0.107084 val_ssim=0.8741 val_psnr=32.47 lr=1e-05 epoch_seconds=39.046 run_seconds=99920.076 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2498 heartbeat: batch=1/455 avg_train_loss=0.098021 avg_train_ssim=0.8848 run_seconds=99920.387
epoch 2498 heartbeat: batch=128/455 avg_train_loss=0.098889 avg_train_ssim=0.8838 run_seconds=99930.430
epoch 2498 heartbeat: batch=262/455 avg_train_loss=0.099119 avg_train_ssim=0.8835 run_seconds=99940.452
epoch 2498 heartbeat: batch=389/455 avg_train_loss=0.099102 avg_train_ssim=0.8835 run_seconds=99950.475
epoch 2498: train_loss=0.099146 train_ssim=0.8835 val_loss=0.107129 val_ssim=0.8741 val_psnr=32.51 lr=1.0174659e-05 epoch_seconds=39.092 run_seconds=99959.205 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2499 heartbeat: batch=1/455 avg_train_loss=0.096970 avg_train_ssim=0.8860 run_seconds=99959.495
epoch 2499 heartbeat: batch=128/455 avg_train_loss=0.099143 avg_train_ssim=0.8835 run_seconds=99969.517
epoch 2499 heartbeat: batch=262/455 avg_train_loss=0.099017 avg_train_ssim=0.8836 run_seconds=99979.539
epoch 2499 heartbeat: batch=389/455 avg_train_loss=0.099174 avg_train_ssim=0.8834 run_seconds=99989.571
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2499: train_loss=0.099146 train_ssim=0.8835 val_loss=0.107026 val_ssim=0.8742 val_psnr=32.50 lr=1.0698215e-05 epoch_seconds=39.098 run_seconds=99998.341 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2500 heartbeat: batch=1/455 avg_train_loss=0.098086 avg_train_ssim=0.8847 run_seconds=99999.081
epoch 2500 heartbeat: batch=130/455 avg_train_loss=0.099056 avg_train_ssim=0.8836 run_seconds=100009.088
epoch 2500 heartbeat: batch=262/455 avg_train_loss=0.099073 avg_train_ssim=0.8835 run_seconds=100019.098
epoch 2500 heartbeat: batch=389/455 avg_train_loss=0.099109 avg_train_ssim=0.8835 run_seconds=100029.121
epoch 2500: train_loss=0.099149 train_ssim=0.8834 val_loss=0.107141 val_ssim=0.8741 val_psnr=32.50 lr=1.1569406e-05 epoch_seconds=39.025 run_seconds=100037.865 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2501 heartbeat: batch=1/455 avg_train_loss=0.095899 avg_train_ssim=0.8873 run_seconds=100038.152
epoch 2501 heartbeat: batch=131/455 avg_train_loss=0.099217 avg_train_ssim=0.8834 run_seconds=100048.229
epoch 2501 heartbeat: batch=263/455 avg_train_loss=0.099116 avg_train_ssim=0.8835 run_seconds=100058.266
epoch 2501 heartbeat: batch=390/455 avg_train_loss=0.099181 avg_train_ssim=0.8834 run_seconds=100068.294
epoch 2501: train_loss=0.099141 train_ssim=0.8835 val_loss=0.107100 val_ssim=0.8741 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.040 run_seconds=100076.941 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2502 heartbeat: batch=1/455 avg_train_loss=0.099468 avg_train_ssim=0.8831 run_seconds=100077.227
epoch 2502 heartbeat: batch=130/455 avg_train_loss=0.098953 avg_train_ssim=0.8837 run_seconds=100087.228
epoch 2502 heartbeat: batch=262/455 avg_train_loss=0.099130 avg_train_ssim=0.8835 run_seconds=100097.252
epoch 2502 heartbeat: batch=389/455 avg_train_loss=0.099186 avg_train_ssim=0.8834 run_seconds=100107.272
epoch 2502: train_loss=0.099228 train_ssim=0.8834 val_loss=0.107143 val_ssim=0.8740 val_psnr=32.50 lr=1.4345468e-05 epoch_seconds=39.027 run_seconds=100116.004 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2503 heartbeat: batch=1/455 avg_train_loss=0.098503 avg_train_ssim=0.8842 run_seconds=100116.309
epoch 2503 heartbeat: batch=131/455 avg_train_loss=0.099395 avg_train_ssim=0.8832 run_seconds=100126.364
epoch 2503 heartbeat: batch=263/455 avg_train_loss=0.099416 avg_train_ssim=0.8831 run_seconds=100136.427
epoch 2503 heartbeat: batch=390/455 avg_train_loss=0.099271 avg_train_ssim=0.8833 run_seconds=100146.452
epoch 2503: train_loss=0.099218 train_ssim=0.8834 val_loss=0.107161 val_ssim=0.8740 val_psnr=32.49 lr=1.6243651e-05 epoch_seconds=39.067 run_seconds=100155.109 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2504 heartbeat: batch=1/455 avg_train_loss=0.097322 avg_train_ssim=0.8856 run_seconds=100155.381
epoch 2504 heartbeat: batch=128/455 avg_train_loss=0.099018 avg_train_ssim=0.8836 run_seconds=100165.392
epoch 2504 heartbeat: batch=261/455 avg_train_loss=0.099216 avg_train_ssim=0.8834 run_seconds=100175.394
epoch 2504 heartbeat: batch=388/455 avg_train_loss=0.099183 avg_train_ssim=0.8834 run_seconds=100185.456
epoch 2504: train_loss=0.099275 train_ssim=0.8833 val_loss=0.107120 val_ssim=0.8741 val_psnr=32.49 lr=1.8476111e-05 epoch_seconds=39.216 run_seconds=100194.361 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2505 heartbeat: batch=1/455 avg_train_loss=0.097175 avg_train_ssim=0.8858 run_seconds=100194.661
epoch 2505 heartbeat: batch=128/455 avg_train_loss=0.099253 avg_train_ssim=0.8833 run_seconds=100204.690
epoch 2505 heartbeat: batch=261/455 avg_train_loss=0.099151 avg_train_ssim=0.8834 run_seconds=100214.718
epoch 2505 heartbeat: batch=388/455 avg_train_loss=0.099214 avg_train_ssim=0.8834 run_seconds=100224.774
epoch 2505: train_loss=0.099195 train_ssim=0.8834 val_loss=0.107161 val_ssim=0.8740 val_psnr=32.46 lr=2.1037468e-05 epoch_seconds=39.175 run_seconds=100233.575 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2506 heartbeat: batch=1/455 avg_train_loss=0.097368 avg_train_ssim=0.8855 run_seconds=100233.876
epoch 2506 heartbeat: batch=128/455 avg_train_loss=0.099161 avg_train_ssim=0.8834 run_seconds=100243.898
epoch 2506 heartbeat: batch=262/455 avg_train_loss=0.099278 avg_train_ssim=0.8833 run_seconds=100253.914
epoch 2506 heartbeat: batch=389/455 avg_train_loss=0.099281 avg_train_ssim=0.8833 run_seconds=100263.939
epoch 2506: train_loss=0.099225 train_ssim=0.8834 val_loss=0.107141 val_ssim=0.8741 val_psnr=32.53 lr=2.3921552e-05 epoch_seconds=39.075 run_seconds=100272.687 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2507 heartbeat: batch=1/455 avg_train_loss=0.099270 avg_train_ssim=0.8833 run_seconds=100272.958
epoch 2507 heartbeat: batch=128/455 avg_train_loss=0.099060 avg_train_ssim=0.8836 run_seconds=100282.970
epoch 2507 heartbeat: batch=262/455 avg_train_loss=0.099205 avg_train_ssim=0.8834 run_seconds=100292.993
epoch 2507 heartbeat: batch=389/455 avg_train_loss=0.099241 avg_train_ssim=0.8833 run_seconds=100303.013
epoch 2507: train_loss=0.099256 train_ssim=0.8833 val_loss=0.107171 val_ssim=0.8740 val_psnr=32.49 lr=2.7121417e-05 epoch_seconds=39.092 run_seconds=100311.816 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2508 heartbeat: batch=1/455 avg_train_loss=0.103986 avg_train_ssim=0.8778 run_seconds=100312.082
epoch 2508 heartbeat: batch=128/455 avg_train_loss=0.099374 avg_train_ssim=0.8832 run_seconds=100322.101
epoch 2508 heartbeat: batch=262/455 avg_train_loss=0.099166 avg_train_ssim=0.8834 run_seconds=100332.105
epoch 2508 heartbeat: batch=389/455 avg_train_loss=0.099265 avg_train_ssim=0.8833 run_seconds=100342.131
epoch 2508: train_loss=0.099282 train_ssim=0.8833 val_loss=0.107183 val_ssim=0.8740 val_psnr=32.45 lr=3.0629352e-05 epoch_seconds=39.048 run_seconds=100350.901 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2509 heartbeat: batch=1/455 avg_train_loss=0.100544 avg_train_ssim=0.8818 run_seconds=100351.178
epoch 2509 heartbeat: batch=128/455 avg_train_loss=0.099500 avg_train_ssim=0.8830 run_seconds=100361.193
epoch 2509 heartbeat: batch=263/455 avg_train_loss=0.099360 avg_train_ssim=0.8832 run_seconds=100371.258
epoch 2509 heartbeat: batch=390/455 avg_train_loss=0.099307 avg_train_ssim=0.8833 run_seconds=100381.285
epoch 2509: train_loss=0.099285 train_ssim=0.8833 val_loss=0.107177 val_ssim=0.8740 val_psnr=32.48 lr=3.4436906e-05 epoch_seconds=39.033 run_seconds=100389.973 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2510 heartbeat: batch=1/455 avg_train_loss=0.098206 avg_train_ssim=0.8846 run_seconds=100390.252
epoch 2510 heartbeat: batch=128/455 avg_train_loss=0.099266 avg_train_ssim=0.8833 run_seconds=100400.322
epoch 2510 heartbeat: batch=262/455 avg_train_loss=0.099274 avg_train_ssim=0.8833 run_seconds=100410.373
epoch 2510 heartbeat: batch=389/455 avg_train_loss=0.099283 avg_train_ssim=0.8833 run_seconds=100420.397
epoch 2510: train_loss=0.099305 train_ssim=0.8833 val_loss=0.107190 val_ssim=0.8740 val_psnr=32.46 lr=3.8534908e-05 epoch_seconds=39.122 run_seconds=100429.135 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2511 heartbeat: batch=1/455 avg_train_loss=0.097489 avg_train_ssim=0.8854 run_seconds=100429.444
epoch 2511 heartbeat: batch=128/455 avg_train_loss=0.099203 avg_train_ssim=0.8834 run_seconds=100439.449
epoch 2511 heartbeat: batch=262/455 avg_train_loss=0.099347 avg_train_ssim=0.8832 run_seconds=100449.494
epoch 2511 heartbeat: batch=389/455 avg_train_loss=0.099357 avg_train_ssim=0.8832 run_seconds=100459.514
epoch 2511: train_loss=0.099369 train_ssim=0.8832 val_loss=0.107241 val_ssim=0.8739 val_psnr=32.47 lr=4.2913484e-05 epoch_seconds=39.111 run_seconds=100468.286 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2512 heartbeat: batch=1/455 avg_train_loss=0.100457 avg_train_ssim=0.8819 run_seconds=100468.560
epoch 2512 heartbeat: batch=128/455 avg_train_loss=0.099513 avg_train_ssim=0.8830 run_seconds=100478.604
epoch 2512 heartbeat: batch=262/455 avg_train_loss=0.099305 avg_train_ssim=0.8833 run_seconds=100488.607
epoch 2512 heartbeat: batch=389/455 avg_train_loss=0.099349 avg_train_ssim=0.8832 run_seconds=100498.627
epoch 2512: train_loss=0.099336 train_ssim=0.8832 val_loss=0.107252 val_ssim=0.8739 val_psnr=32.50 lr=4.7562087e-05 epoch_seconds=39.050 run_seconds=100507.371 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2513 heartbeat: batch=1/455 avg_train_loss=0.098770 avg_train_ssim=0.8839 run_seconds=100507.645
epoch 2513 heartbeat: batch=128/455 avg_train_loss=0.099302 avg_train_ssim=0.8833 run_seconds=100517.654
epoch 2513 heartbeat: batch=261/455 avg_train_loss=0.099351 avg_train_ssim=0.8832 run_seconds=100527.663
epoch 2513 heartbeat: batch=388/455 avg_train_loss=0.099399 avg_train_ssim=0.8832 run_seconds=100537.694
epoch 2513: train_loss=0.099392 train_ssim=0.8832 val_loss=0.107270 val_ssim=0.8739 val_psnr=32.49 lr=5.2469517e-05 epoch_seconds=39.121 run_seconds=100546.527 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2514 heartbeat: batch=1/455 avg_train_loss=0.099576 avg_train_ssim=0.8829 run_seconds=100546.811
epoch 2514 heartbeat: batch=128/455 avg_train_loss=0.099533 avg_train_ssim=0.8830 run_seconds=100556.850
epoch 2514 heartbeat: batch=262/455 avg_train_loss=0.099544 avg_train_ssim=0.8830 run_seconds=100566.884
epoch 2514 heartbeat: batch=389/455 avg_train_loss=0.099463 avg_train_ssim=0.8831 run_seconds=100576.906
epoch 2514: train_loss=0.099455 train_ssim=0.8831 val_loss=0.107324 val_ssim=0.8738 val_psnr=32.45 lr=5.7623952e-05 epoch_seconds=39.103 run_seconds=100585.669 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2515 heartbeat: batch=1/455 avg_train_loss=0.098384 avg_train_ssim=0.8843 run_seconds=100585.944
epoch 2515 heartbeat: batch=128/455 avg_train_loss=0.099584 avg_train_ssim=0.8829 run_seconds=100595.993
epoch 2515 heartbeat: batch=262/455 avg_train_loss=0.099391 avg_train_ssim=0.8832 run_seconds=100606.025
epoch 2515 heartbeat: batch=389/455 avg_train_loss=0.099353 avg_train_ssim=0.8832 run_seconds=100616.046
epoch 2515: train_loss=0.099422 train_ssim=0.8831 val_loss=0.107270 val_ssim=0.8739 val_psnr=32.45 lr=6.3012974e-05 epoch_seconds=39.147 run_seconds=100624.853 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2516 heartbeat: batch=1/455 avg_train_loss=0.102670 avg_train_ssim=0.8793 run_seconds=100625.177
epoch 2516 heartbeat: batch=127/455 avg_train_loss=0.099325 avg_train_ssim=0.8832 run_seconds=100635.180
epoch 2516 heartbeat: batch=262/455 avg_train_loss=0.099435 avg_train_ssim=0.8831 run_seconds=100645.235
epoch 2516 heartbeat: batch=389/455 avg_train_loss=0.099446 avg_train_ssim=0.8831 run_seconds=100655.257
epoch 2516: train_loss=0.099499 train_ssim=0.8830 val_loss=0.107454 val_ssim=0.8737 val_psnr=32.51 lr=6.8623601e-05 epoch_seconds=39.132 run_seconds=100664.022 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2517 heartbeat: batch=1/455 avg_train_loss=0.099592 avg_train_ssim=0.8829 run_seconds=100664.289
epoch 2517 heartbeat: batch=128/455 avg_train_loss=0.099212 avg_train_ssim=0.8834 run_seconds=100674.309
epoch 2517 heartbeat: batch=263/455 avg_train_loss=0.099494 avg_train_ssim=0.8830 run_seconds=100684.375
epoch 2517 heartbeat: batch=390/455 avg_train_loss=0.099520 avg_train_ssim=0.8830 run_seconds=100694.401
epoch 2517: train_loss=0.099514 train_ssim=0.8830 val_loss=0.107367 val_ssim=0.8738 val_psnr=32.46 lr=7.4442316e-05 epoch_seconds=39.022 run_seconds=100703.081 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2518 heartbeat: batch=1/455 avg_train_loss=0.100448 avg_train_ssim=0.8819 run_seconds=100703.393
epoch 2518 heartbeat: batch=128/455 avg_train_loss=0.099437 avg_train_ssim=0.8831 run_seconds=100713.400
epoch 2518 heartbeat: batch=262/455 avg_train_loss=0.099612 avg_train_ssim=0.8829 run_seconds=100723.413
epoch 2518 heartbeat: batch=389/455 avg_train_loss=0.099616 avg_train_ssim=0.8829 run_seconds=100733.437
epoch 2518: train_loss=0.099559 train_ssim=0.8830 val_loss=0.107440 val_ssim=0.8737 val_psnr=32.37 lr=8.0455102e-05 epoch_seconds=39.082 run_seconds=100742.200 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2519 heartbeat: batch=1/455 avg_train_loss=0.096762 avg_train_ssim=0.8862 run_seconds=100742.472
epoch 2519 heartbeat: batch=128/455 avg_train_loss=0.099673 avg_train_ssim=0.8828 run_seconds=100752.479
epoch 2519 heartbeat: batch=262/455 avg_train_loss=0.099592 avg_train_ssim=0.8829 run_seconds=100762.483
epoch 2519 heartbeat: batch=389/455 avg_train_loss=0.099511 avg_train_ssim=0.8830 run_seconds=100772.512
epoch 2519: train_loss=0.099568 train_ssim=0.8830 val_loss=0.107417 val_ssim=0.8737 val_psnr=32.53 lr=8.6647473e-05 epoch_seconds=38.999 run_seconds=100781.236 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2520 heartbeat: batch=1/455 avg_train_loss=0.100215 avg_train_ssim=0.8822 run_seconds=100781.513
epoch 2520 heartbeat: batch=128/455 avg_train_loss=0.099828 avg_train_ssim=0.8827 run_seconds=100791.517
epoch 2520 heartbeat: batch=262/455 avg_train_loss=0.099647 avg_train_ssim=0.8829 run_seconds=100801.518
epoch 2520 heartbeat: batch=389/455 avg_train_loss=0.099567 avg_train_ssim=0.8830 run_seconds=100811.539
epoch 2520: train_loss=0.099623 train_ssim=0.8829 val_loss=0.111469 val_ssim=0.8690 val_psnr=31.67 lr=9.3004511e-05 epoch_seconds=38.971 run_seconds=100820.245 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2521 heartbeat: batch=1/455 avg_train_loss=0.098604 avg_train_ssim=0.8841 run_seconds=100820.527
epoch 2521 heartbeat: batch=128/455 avg_train_loss=0.100092 avg_train_ssim=0.8823 run_seconds=100830.534
epoch 2521 heartbeat: batch=263/455 avg_train_loss=0.099815 avg_train_ssim=0.8827 run_seconds=100840.596
epoch 2521 heartbeat: batch=390/455 avg_train_loss=0.099709 avg_train_ssim=0.8828 run_seconds=100850.614
epoch 2521: train_loss=0.099704 train_ssim=0.8828 val_loss=0.107476 val_ssim=0.8737 val_psnr=32.50 lr=9.9510902e-05 epoch_seconds=39.040 run_seconds=100859.322 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2522 heartbeat: batch=1/455 avg_train_loss=0.102518 avg_train_ssim=0.8795 run_seconds=100859.643
epoch 2522 heartbeat: batch=128/455 avg_train_loss=0.099655 avg_train_ssim=0.8829 run_seconds=100869.666
epoch 2522 heartbeat: batch=263/455 avg_train_loss=0.099687 avg_train_ssim=0.8828 run_seconds=100879.721
epoch 2522 heartbeat: batch=390/455 avg_train_loss=0.099641 avg_train_ssim=0.8829 run_seconds=100889.741
epoch 2522: train_loss=0.099693 train_ssim=0.8828 val_loss=0.107534 val_ssim=0.8736 val_psnr=32.52 lr=0.00010615097 epoch_seconds=39.033 run_seconds=100898.393 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2523 heartbeat: batch=1/455 avg_train_loss=0.101337 avg_train_ssim=0.8809 run_seconds=100898.675
epoch 2523 heartbeat: batch=128/455 avg_train_loss=0.099835 avg_train_ssim=0.8826 run_seconds=100908.706
epoch 2523 heartbeat: batch=263/455 avg_train_loss=0.099763 avg_train_ssim=0.8827 run_seconds=100918.759
epoch 2523 heartbeat: batch=390/455 avg_train_loss=0.099760 avg_train_ssim=0.8827 run_seconds=100928.778
epoch 2523: train_loss=0.099709 train_ssim=0.8828 val_loss=0.107457 val_ssim=0.8737 val_psnr=32.42 lr=0.00011290872 epoch_seconds=39.030 run_seconds=100937.462 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2524 heartbeat: batch=1/455 avg_train_loss=0.100407 avg_train_ssim=0.8820 run_seconds=100937.748
epoch 2524 heartbeat: batch=128/455 avg_train_loss=0.099512 avg_train_ssim=0.8830 run_seconds=100947.813
epoch 2524 heartbeat: batch=262/455 avg_train_loss=0.099692 avg_train_ssim=0.8828 run_seconds=100957.843
epoch 2524 heartbeat: batch=389/455 avg_train_loss=0.099725 avg_train_ssim=0.8828 run_seconds=100967.869
epoch 2524: train_loss=0.099688 train_ssim=0.8828 val_loss=0.107543 val_ssim=0.8736 val_psnr=32.38 lr=0.00011976787 epoch_seconds=39.136 run_seconds=100976.635 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2525 heartbeat: batch=1/455 avg_train_loss=0.099663 avg_train_ssim=0.8828 run_seconds=100976.916
epoch 2525 heartbeat: batch=127/455 avg_train_loss=0.099694 avg_train_ssim=0.8828 run_seconds=100986.940
epoch 2525 heartbeat: batch=262/455 avg_train_loss=0.099804 avg_train_ssim=0.8827 run_seconds=100997.010
epoch 2525 heartbeat: batch=389/455 avg_train_loss=0.099767 avg_train_ssim=0.8827 run_seconds=101007.021
epoch 2525: train_loss=0.099775 train_ssim=0.8827 val_loss=0.107922 val_ssim=0.8731 val_psnr=32.37 lr=0.0001267119 epoch_seconds=39.131 run_seconds=101015.803 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2526 heartbeat: batch=1/455 avg_train_loss=0.098357 avg_train_ssim=0.8844 run_seconds=101016.083
epoch 2526 heartbeat: batch=127/455 avg_train_loss=0.099813 avg_train_ssim=0.8827 run_seconds=101026.097
epoch 2526 heartbeat: batch=261/455 avg_train_loss=0.099804 avg_train_ssim=0.8827 run_seconds=101036.137
epoch 2526 heartbeat: batch=388/455 avg_train_loss=0.099897 avg_train_ssim=0.8826 run_seconds=101046.158
epoch 2526: train_loss=0.099861 train_ssim=0.8826 val_loss=0.107517 val_ssim=0.8736 val_psnr=32.49 lr=0.00013372408 epoch_seconds=39.157 run_seconds=101054.997 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2527 heartbeat: batch=1/455 avg_train_loss=0.100909 avg_train_ssim=0.8814 run_seconds=101055.267
epoch 2527 heartbeat: batch=128/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=101065.275
epoch 2527 heartbeat: batch=262/455 avg_train_loss=0.099716 avg_train_ssim=0.8828 run_seconds=101075.286
epoch 2527 heartbeat: batch=389/455 avg_train_loss=0.099771 avg_train_ssim=0.8827 run_seconds=101085.313
epoch 2527: train_loss=0.099834 train_ssim=0.8826 val_loss=0.107613 val_ssim=0.8735 val_psnr=32.50 lr=0.00014078751 epoch_seconds=39.039 run_seconds=101094.074 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2528 heartbeat: batch=1/455 avg_train_loss=0.098341 avg_train_ssim=0.8844 run_seconds=101094.356
epoch 2528 heartbeat: batch=128/455 avg_train_loss=0.099624 avg_train_ssim=0.8829 run_seconds=101104.426
epoch 2528 heartbeat: batch=262/455 avg_train_loss=0.099968 avg_train_ssim=0.8825 run_seconds=101114.481
epoch 2528 heartbeat: batch=388/455 avg_train_loss=0.099943 avg_train_ssim=0.8825 run_seconds=101124.503
epoch 2528: train_loss=0.099898 train_ssim=0.8826 val_loss=0.107895 val_ssim=0.8732 val_psnr=32.47 lr=0.00014788519 epoch_seconds=39.207 run_seconds=101133.320 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2529 heartbeat: batch=1/455 avg_train_loss=0.103699 avg_train_ssim=0.8781 run_seconds=101133.626
epoch 2529 heartbeat: batch=128/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=101143.655
epoch 2529 heartbeat: batch=262/455 avg_train_loss=0.099922 avg_train_ssim=0.8825 run_seconds=101153.660
epoch 2529 heartbeat: batch=389/455 avg_train_loss=0.099907 avg_train_ssim=0.8826 run_seconds=101163.679
epoch 2529: train_loss=0.099925 train_ssim=0.8825 val_loss=0.107843 val_ssim=0.8732 val_psnr=32.45 lr=0.000155 epoch_seconds=39.070 run_seconds=101172.426 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2530 heartbeat: batch=1/455 avg_train_loss=0.098959 avg_train_ssim=0.8837 run_seconds=101172.696
epoch 2530 heartbeat: batch=128/455 avg_train_loss=0.103189 avg_train_ssim=0.8787 run_seconds=101182.715
epoch 2530 heartbeat: batch=263/455 avg_train_loss=0.101997 avg_train_ssim=0.8801 run_seconds=101192.793
epoch 2530 heartbeat: batch=390/455 avg_train_loss=0.101503 avg_train_ssim=0.8807 run_seconds=101202.811
epoch 2530: train_loss=0.101262 train_ssim=0.8810 val_loss=0.107908 val_ssim=0.8732 val_psnr=32.49 lr=0.00016211481 epoch_seconds=39.041 run_seconds=101211.504 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2531 heartbeat: batch=1/455 avg_train_loss=0.098998 avg_train_ssim=0.8836 run_seconds=101211.785
epoch 2531 heartbeat: batch=128/455 avg_train_loss=0.099908 avg_train_ssim=0.8826 run_seconds=101221.846
epoch 2531 heartbeat: batch=262/455 avg_train_loss=0.100069 avg_train_ssim=0.8824 run_seconds=101231.867
epoch 2531 heartbeat: batch=389/455 avg_train_loss=0.100155 avg_train_ssim=0.8823 run_seconds=101241.885
epoch 2531: train_loss=0.100177 train_ssim=0.8822 val_loss=0.107935 val_ssim=0.8731 val_psnr=32.48 lr=0.00016921249 epoch_seconds=39.155 run_seconds=101250.696 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2532 heartbeat: batch=1/455 avg_train_loss=0.101459 avg_train_ssim=0.8807 run_seconds=101251.006
epoch 2532 heartbeat: batch=128/455 avg_train_loss=0.100139 avg_train_ssim=0.8823 run_seconds=101261.022
epoch 2532 heartbeat: batch=262/455 avg_train_loss=0.100094 avg_train_ssim=0.8823 run_seconds=101271.046
epoch 2532 heartbeat: batch=389/455 avg_train_loss=0.100119 avg_train_ssim=0.8823 run_seconds=101281.069
epoch 2532: train_loss=0.100099 train_ssim=0.8823 val_loss=0.108016 val_ssim=0.8730 val_psnr=32.35 lr=0.00017627592 epoch_seconds=39.096 run_seconds=101289.830 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2533 heartbeat: batch=1/455 avg_train_loss=0.099874 avg_train_ssim=0.8826 run_seconds=101290.138
epoch 2533 heartbeat: batch=128/455 avg_train_loss=0.100087 avg_train_ssim=0.8823 run_seconds=101300.166
epoch 2533 heartbeat: batch=262/455 avg_train_loss=0.100213 avg_train_ssim=0.8822 run_seconds=101310.210
epoch 2533 heartbeat: batch=389/455 avg_train_loss=0.100111 avg_train_ssim=0.8823 run_seconds=101320.218
epoch 2533: train_loss=0.100108 train_ssim=0.8823 val_loss=0.107927 val_ssim=0.8731 val_psnr=32.48 lr=0.0001832881 epoch_seconds=39.102 run_seconds=101328.968 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2534 heartbeat: batch=1/455 avg_train_loss=0.104371 avg_train_ssim=0.8773 run_seconds=101329.251
epoch 2534 heartbeat: batch=128/455 avg_train_loss=0.100302 avg_train_ssim=0.8821 run_seconds=101339.258
epoch 2534 heartbeat: batch=263/455 avg_train_loss=0.100189 avg_train_ssim=0.8822 run_seconds=101349.294
epoch 2534 heartbeat: batch=390/455 avg_train_loss=0.100057 avg_train_ssim=0.8824 run_seconds=101359.317
epoch 2534: train_loss=0.100080 train_ssim=0.8824 val_loss=0.107844 val_ssim=0.8732 val_psnr=32.46 lr=0.00019023213 epoch_seconds=39.040 run_seconds=101368.046 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2535 heartbeat: batch=1/455 avg_train_loss=0.102709 avg_train_ssim=0.8793 run_seconds=101368.336
epoch 2535 heartbeat: batch=128/455 avg_train_loss=0.099881 avg_train_ssim=0.8826 run_seconds=101378.373
epoch 2535 heartbeat: batch=262/455 avg_train_loss=0.100239 avg_train_ssim=0.8822 run_seconds=101388.381
epoch 2535 heartbeat: batch=389/455 avg_train_loss=0.100145 avg_train_ssim=0.8823 run_seconds=101398.407
epoch 2535: train_loss=0.100089 train_ssim=0.8823 val_loss=0.107933 val_ssim=0.8731 val_psnr=32.30 lr=0.00019709128 epoch_seconds=39.078 run_seconds=101407.164 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2536 heartbeat: batch=1/455 avg_train_loss=0.099978 avg_train_ssim=0.8825 run_seconds=101407.480
epoch 2536 heartbeat: batch=128/455 avg_train_loss=0.100157 avg_train_ssim=0.8823 run_seconds=101417.521
epoch 2536 heartbeat: batch=262/455 avg_train_loss=0.099996 avg_train_ssim=0.8825 run_seconds=101427.574
epoch 2536 heartbeat: batch=389/455 avg_train_loss=0.100141 avg_train_ssim=0.8823 run_seconds=101437.591
epoch 2536: train_loss=0.100152 train_ssim=0.8823 val_loss=0.108083 val_ssim=0.8729 val_psnr=32.39 lr=0.00020384903 epoch_seconds=39.154 run_seconds=101446.355 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2537 heartbeat: batch=1/455 avg_train_loss=0.102611 avg_train_ssim=0.8794 run_seconds=101446.649
epoch 2537 heartbeat: batch=128/455 avg_train_loss=0.100271 avg_train_ssim=0.8821 run_seconds=101456.670
epoch 2537 heartbeat: batch=262/455 avg_train_loss=0.100127 avg_train_ssim=0.8823 run_seconds=101466.700
epoch 2537 heartbeat: batch=389/455 avg_train_loss=0.100251 avg_train_ssim=0.8822 run_seconds=101476.720
epoch 2537: train_loss=0.100207 train_ssim=0.8822 val_loss=0.108105 val_ssim=0.8729 val_psnr=32.42 lr=0.0002104891 epoch_seconds=39.131 run_seconds=101485.525 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2538 heartbeat: batch=1/455 avg_train_loss=0.099975 avg_train_ssim=0.8825 run_seconds=101485.828
epoch 2538 heartbeat: batch=128/455 avg_train_loss=0.100089 avg_train_ssim=0.8823 run_seconds=101495.893
epoch 2538 heartbeat: batch=262/455 avg_train_loss=0.100028 avg_train_ssim=0.8824 run_seconds=101505.906
epoch 2538 heartbeat: batch=389/455 avg_train_loss=0.100074 avg_train_ssim=0.8824 run_seconds=101515.919
epoch 2538: train_loss=0.100179 train_ssim=0.8822 val_loss=0.108307 val_ssim=0.8727 val_psnr=32.10 lr=0.00021699549 epoch_seconds=39.150 run_seconds=101524.714 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2539 heartbeat: batch=1/455 avg_train_loss=0.105512 avg_train_ssim=0.8760 run_seconds=101525.000
epoch 2539 heartbeat: batch=128/455 avg_train_loss=0.100235 avg_train_ssim=0.8822 run_seconds=101535.068
epoch 2539 heartbeat: batch=263/455 avg_train_loss=0.100303 avg_train_ssim=0.8821 run_seconds=101545.114
epoch 2539 heartbeat: batch=390/455 avg_train_loss=0.100189 avg_train_ssim=0.8822 run_seconds=101555.138
epoch 2539: train_loss=0.100226 train_ssim=0.8822 val_loss=0.108018 val_ssim=0.8730 val_psnr=32.43 lr=0.00022335253 epoch_seconds=39.061 run_seconds=101563.815 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2540 heartbeat: batch=1/455 avg_train_loss=0.100624 avg_train_ssim=0.8817 run_seconds=101564.103
epoch 2540 heartbeat: batch=128/455 avg_train_loss=0.100111 avg_train_ssim=0.8823 run_seconds=101574.108
epoch 2540 heartbeat: batch=262/455 avg_train_loss=0.100173 avg_train_ssim=0.8822 run_seconds=101584.175
epoch 2540 heartbeat: batch=389/455 avg_train_loss=0.100244 avg_train_ssim=0.8822 run_seconds=101594.190
epoch 2540: train_loss=0.100198 train_ssim=0.8822 val_loss=0.107953 val_ssim=0.8731 val_psnr=32.30 lr=0.0002295449 epoch_seconds=39.059 run_seconds=101602.912 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2541 heartbeat: batch=1/455 avg_train_loss=0.100929 avg_train_ssim=0.8814 run_seconds=101603.218
epoch 2541 heartbeat: batch=128/455 avg_train_loss=0.099934 avg_train_ssim=0.8825 run_seconds=101613.219
epoch 2541 heartbeat: batch=262/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=101623.283
epoch 2541 heartbeat: batch=389/455 avg_train_loss=0.100210 avg_train_ssim=0.8822 run_seconds=101633.295
epoch 2541: train_loss=0.100228 train_ssim=0.8822 val_loss=0.108475 val_ssim=0.8725 val_psnr=32.35 lr=0.00023555768 epoch_seconds=39.105 run_seconds=101642.053 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2542 heartbeat: batch=1/455 avg_train_loss=0.099711 avg_train_ssim=0.8828 run_seconds=101642.336
epoch 2542 heartbeat: batch=128/455 avg_train_loss=0.100164 avg_train_ssim=0.8823 run_seconds=101652.357
epoch 2542 heartbeat: batch=263/455 avg_train_loss=0.100269 avg_train_ssim=0.8821 run_seconds=101662.392
epoch 2542 heartbeat: batch=390/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=101672.402
epoch 2542: train_loss=0.100231 train_ssim=0.8822 val_loss=0.108143 val_ssim=0.8729 val_psnr=32.27 lr=0.0002413764 epoch_seconds=38.969 run_seconds=101681.060 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2543 heartbeat: batch=1/455 avg_train_loss=0.098328 avg_train_ssim=0.8844 run_seconds=101681.331
epoch 2543 heartbeat: batch=128/455 avg_train_loss=0.099986 avg_train_ssim=0.8825 run_seconds=101691.344
epoch 2543 heartbeat: batch=263/455 avg_train_loss=0.100360 avg_train_ssim=0.8820 run_seconds=101701.422
epoch 2543 heartbeat: batch=390/455 avg_train_loss=0.100367 avg_train_ssim=0.8820 run_seconds=101711.449
epoch 2543: train_loss=0.100390 train_ssim=0.8820 val_loss=0.108317 val_ssim=0.8727 val_psnr=32.41 lr=0.00024698703 epoch_seconds=39.014 run_seconds=101720.111 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2544 heartbeat: batch=1/455 avg_train_loss=0.098605 avg_train_ssim=0.8841 run_seconds=101720.418
epoch 2544 heartbeat: batch=127/455 avg_train_loss=0.100307 avg_train_ssim=0.8821 run_seconds=101730.428
epoch 2544 heartbeat: batch=261/455 avg_train_loss=0.100396 avg_train_ssim=0.8820 run_seconds=101740.452
epoch 2544 heartbeat: batch=388/455 avg_train_loss=0.100344 avg_train_ssim=0.8820 run_seconds=101750.471
epoch 2544: train_loss=0.100343 train_ssim=0.8820 val_loss=0.108070 val_ssim=0.8730 val_psnr=32.48 lr=0.00025237605 epoch_seconds=39.168 run_seconds=101759.317 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2545 heartbeat: batch=1/455 avg_train_loss=0.100454 avg_train_ssim=0.8819 run_seconds=101759.591
epoch 2545 heartbeat: batch=128/455 avg_train_loss=0.100651 avg_train_ssim=0.8817 run_seconds=101769.610
epoch 2545 heartbeat: batch=262/455 avg_train_loss=0.100495 avg_train_ssim=0.8819 run_seconds=101779.619
epoch 2545 heartbeat: batch=389/455 avg_train_loss=0.100415 avg_train_ssim=0.8820 run_seconds=101789.643
epoch 2545: train_loss=0.100423 train_ssim=0.8820 val_loss=0.108034 val_ssim=0.8730 val_psnr=32.37 lr=0.00025753048 epoch_seconds=39.042 run_seconds=101798.397 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2546 heartbeat: batch=1/455 avg_train_loss=0.100419 avg_train_ssim=0.8820 run_seconds=101798.696
epoch 2546 heartbeat: batch=128/455 avg_train_loss=0.100096 avg_train_ssim=0.8823 run_seconds=101808.748
epoch 2546 heartbeat: batch=263/455 avg_train_loss=0.100256 avg_train_ssim=0.8821 run_seconds=101818.801
epoch 2546 heartbeat: batch=390/455 avg_train_loss=0.100325 avg_train_ssim=0.8821 run_seconds=101828.831
epoch 2546: train_loss=0.100391 train_ssim=0.8820 val_loss=0.108470 val_ssim=0.8725 val_psnr=32.45 lr=0.00026243791 epoch_seconds=39.073 run_seconds=101837.506 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2547 heartbeat: batch=1/455 avg_train_loss=0.099124 avg_train_ssim=0.8835 run_seconds=101837.790
epoch 2547 heartbeat: batch=128/455 avg_train_loss=0.100541 avg_train_ssim=0.8818 run_seconds=101847.855
epoch 2547 heartbeat: batch=263/455 avg_train_loss=0.100948 avg_train_ssim=0.8813 run_seconds=101857.905
epoch 2547 heartbeat: batch=390/455 avg_train_loss=0.100942 avg_train_ssim=0.8813 run_seconds=101867.927
epoch 2547: train_loss=0.100905 train_ssim=0.8814 val_loss=0.108117 val_ssim=0.8729 val_psnr=32.50 lr=0.00026708652 epoch_seconds=39.051 run_seconds=101876.596 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2548 heartbeat: batch=1/455 avg_train_loss=0.098125 avg_train_ssim=0.8847 run_seconds=101876.872
epoch 2548 heartbeat: batch=127/455 avg_train_loss=0.100459 avg_train_ssim=0.8819 run_seconds=101886.951
epoch 2548 heartbeat: batch=261/455 avg_train_loss=0.100437 avg_train_ssim=0.8819 run_seconds=101896.975
epoch 2548 heartbeat: batch=388/455 avg_train_loss=0.100414 avg_train_ssim=0.8820 run_seconds=101906.996
epoch 2548: train_loss=0.100414 train_ssim=0.8820 val_loss=0.108172 val_ssim=0.8728 val_psnr=32.45 lr=0.00027146509 epoch_seconds=39.229 run_seconds=101915.862 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2549 heartbeat: batch=1/455 avg_train_loss=0.100792 avg_train_ssim=0.8815 run_seconds=101916.138
epoch 2549 heartbeat: batch=128/455 avg_train_loss=0.100185 avg_train_ssim=0.8822 run_seconds=101926.150
epoch 2549 heartbeat: batch=262/455 avg_train_loss=0.100474 avg_train_ssim=0.8819 run_seconds=101936.208
epoch 2549 heartbeat: batch=388/455 avg_train_loss=0.100515 avg_train_ssim=0.8818 run_seconds=101946.217
epoch 2549: train_loss=0.100494 train_ssim=0.8819 val_loss=0.108125 val_ssim=0.8729 val_psnr=32.48 lr=0.00027556309 epoch_seconds=39.137 run_seconds=101955.037 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2550 heartbeat: batch=1/455 avg_train_loss=0.104020 avg_train_ssim=0.8778 run_seconds=101955.309
epoch 2550 heartbeat: batch=128/455 avg_train_loss=0.100518 avg_train_ssim=0.8818 run_seconds=101965.338
epoch 2550 heartbeat: batch=262/455 avg_train_loss=0.100522 avg_train_ssim=0.8818 run_seconds=101975.389
epoch 2550 heartbeat: batch=389/455 avg_train_loss=0.101448 avg_train_ssim=0.8808 run_seconds=101985.416
epoch 2550: train_loss=0.101405 train_ssim=0.8808 val_loss=0.108265 val_ssim=0.8727 val_psnr=32.49 lr=0.00027937065 epoch_seconds=39.110 run_seconds=101994.182 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2551 heartbeat: batch=1/455 avg_train_loss=0.098230 avg_train_ssim=0.8845 run_seconds=101994.500
epoch 2551 heartbeat: batch=129/455 avg_train_loss=0.100823 avg_train_ssim=0.8815 run_seconds=102004.576
epoch 2551 heartbeat: batch=262/455 avg_train_loss=0.100622 avg_train_ssim=0.8817 run_seconds=102014.577
epoch 2551 heartbeat: batch=389/455 avg_train_loss=0.100657 avg_train_ssim=0.8817 run_seconds=102024.595
epoch 2551: train_loss=0.100651 train_ssim=0.8817 val_loss=0.108146 val_ssim=0.8729 val_psnr=32.29 lr=0.00028287858 epoch_seconds=39.083 run_seconds=102033.305 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2552 heartbeat: batch=1/455 avg_train_loss=0.099342 avg_train_ssim=0.8832 run_seconds=102033.600
epoch 2552 heartbeat: batch=128/455 avg_train_loss=0.100531 avg_train_ssim=0.8818 run_seconds=102043.633
epoch 2552 heartbeat: batch=262/455 avg_train_loss=0.100706 avg_train_ssim=0.8816 run_seconds=102053.705
epoch 2552 heartbeat: batch=389/455 avg_train_loss=0.100587 avg_train_ssim=0.8818 run_seconds=102063.726
epoch 2552: train_loss=0.100543 train_ssim=0.8818 val_loss=0.108278 val_ssim=0.8727 val_psnr=32.25 lr=0.00028607845 epoch_seconds=39.106 run_seconds=102072.447 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2553 heartbeat: batch=1/455 avg_train_loss=0.100205 avg_train_ssim=0.8822 run_seconds=102072.748
epoch 2553 heartbeat: batch=128/455 avg_train_loss=0.100177 avg_train_ssim=0.8822 run_seconds=102082.756
epoch 2553 heartbeat: batch=261/455 avg_train_loss=0.100453 avg_train_ssim=0.8819 run_seconds=102092.789
epoch 2553 heartbeat: batch=388/455 avg_train_loss=0.100505 avg_train_ssim=0.8819 run_seconds=102102.828
epoch 2553: train_loss=0.100545 train_ssim=0.8818 val_loss=0.108287 val_ssim=0.8727 val_psnr=32.49 lr=0.00028896253 epoch_seconds=39.157 run_seconds=102111.641 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2554 heartbeat: batch=1/455 avg_train_loss=0.097113 avg_train_ssim=0.8858 run_seconds=102111.959
epoch 2554 heartbeat: batch=128/455 avg_train_loss=0.100119 avg_train_ssim=0.8823 run_seconds=102121.973
epoch 2554 heartbeat: batch=262/455 avg_train_loss=0.100383 avg_train_ssim=0.8820 run_seconds=102131.982
epoch 2554 heartbeat: batch=389/455 avg_train_loss=0.100677 avg_train_ssim=0.8817 run_seconds=102142.008
epoch 2554: train_loss=0.100667 train_ssim=0.8817 val_loss=0.108405 val_ssim=0.8726 val_psnr=32.45 lr=0.00029152389 epoch_seconds=39.075 run_seconds=102150.753 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2555 heartbeat: batch=1/455 avg_train_loss=0.098662 avg_train_ssim=0.8840 run_seconds=102151.048
epoch 2555 heartbeat: batch=128/455 avg_train_loss=0.100436 avg_train_ssim=0.8819 run_seconds=102161.083
epoch 2555 heartbeat: batch=262/455 avg_train_loss=0.100386 avg_train_ssim=0.8820 run_seconds=102171.097
epoch 2555 heartbeat: batch=389/455 avg_train_loss=0.100471 avg_train_ssim=0.8819 run_seconds=102181.112
epoch 2555: train_loss=0.100517 train_ssim=0.8818 val_loss=0.108628 val_ssim=0.8723 val_psnr=32.15 lr=0.00029375635 epoch_seconds=39.057 run_seconds=102189.846 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2556 heartbeat: batch=1/455 avg_train_loss=0.099932 avg_train_ssim=0.8825 run_seconds=102190.126
epoch 2556 heartbeat: batch=127/455 avg_train_loss=0.100360 avg_train_ssim=0.8820 run_seconds=102200.151
epoch 2556 heartbeat: batch=262/455 avg_train_loss=0.100392 avg_train_ssim=0.8820 run_seconds=102210.212
epoch 2556 heartbeat: batch=389/455 avg_train_loss=0.100555 avg_train_ssim=0.8818 run_seconds=102220.230
epoch 2556: train_loss=0.100525 train_ssim=0.8818 val_loss=0.108419 val_ssim=0.8726 val_psnr=32.20 lr=0.00029565453 epoch_seconds=39.095 run_seconds=102228.981 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2557 heartbeat: batch=1/455 avg_train_loss=0.100130 avg_train_ssim=0.8823 run_seconds=102229.275
epoch 2557 heartbeat: batch=128/455 avg_train_loss=0.100587 avg_train_ssim=0.8818 run_seconds=102239.291
epoch 2557 heartbeat: batch=262/455 avg_train_loss=0.100724 avg_train_ssim=0.8816 run_seconds=102249.299
epoch 2557 heartbeat: batch=389/455 avg_train_loss=0.100702 avg_train_ssim=0.8816 run_seconds=102259.322
epoch 2557: train_loss=0.100719 train_ssim=0.8816 val_loss=0.108605 val_ssim=0.8723 val_psnr=31.90 lr=0.00029721387 epoch_seconds=39.060 run_seconds=102268.081 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2558 heartbeat: batch=1/455 avg_train_loss=0.098277 avg_train_ssim=0.8845 run_seconds=102268.345
epoch 2558 heartbeat: batch=128/455 avg_train_loss=0.100586 avg_train_ssim=0.8818 run_seconds=102278.353
epoch 2558 heartbeat: batch=263/455 avg_train_loss=0.100679 avg_train_ssim=0.8817 run_seconds=102288.430
epoch 2558 heartbeat: batch=390/455 avg_train_loss=0.100570 avg_train_ssim=0.8818 run_seconds=102298.444
epoch 2558: train_loss=0.100537 train_ssim=0.8818 val_loss=0.108270 val_ssim=0.8727 val_psnr=32.36 lr=0.00029843059 epoch_seconds=39.037 run_seconds=102307.154 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2559 heartbeat: batch=1/455 avg_train_loss=0.101364 avg_train_ssim=0.8809 run_seconds=102307.423
epoch 2559 heartbeat: batch=128/455 avg_train_loss=0.100576 avg_train_ssim=0.8818 run_seconds=102317.438
epoch 2559 heartbeat: batch=262/455 avg_train_loss=0.100527 avg_train_ssim=0.8818 run_seconds=102327.489
epoch 2559 heartbeat: batch=389/455 avg_train_loss=0.100596 avg_train_ssim=0.8817 run_seconds=102337.520
epoch 2559: train_loss=0.100514 train_ssim=0.8818 val_loss=0.108151 val_ssim=0.8729 val_psnr=32.42 lr=0.00029930179 epoch_seconds=39.107 run_seconds=102346.296 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2560 heartbeat: batch=1/455 avg_train_loss=0.101813 avg_train_ssim=0.8803 run_seconds=102346.593
epoch 2560 heartbeat: batch=128/455 avg_train_loss=0.100297 avg_train_ssim=0.8821 run_seconds=102356.611
epoch 2560 heartbeat: batch=262/455 avg_train_loss=0.100525 avg_train_ssim=0.8818 run_seconds=102366.648
epoch 2560 heartbeat: batch=389/455 avg_train_loss=0.100477 avg_train_ssim=0.8819 run_seconds=102376.663
epoch 2560: train_loss=0.100512 train_ssim=0.8818 val_loss=0.108175 val_ssim=0.8728 val_psnr=32.50 lr=0.00029982534 epoch_seconds=39.123 run_seconds=102385.456 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2561 heartbeat: batch=1/455 avg_train_loss=0.097198 avg_train_ssim=0.8857 run_seconds=102385.731
epoch 2561 heartbeat: batch=128/455 avg_train_loss=0.100360 avg_train_ssim=0.8820 run_seconds=102395.761
epoch 2561 heartbeat: batch=262/455 avg_train_loss=0.100402 avg_train_ssim=0.8820 run_seconds=102405.770
epoch 2561 heartbeat: batch=389/455 avg_train_loss=0.100576 avg_train_ssim=0.8818 run_seconds=102415.786
epoch 2561: train_loss=0.100560 train_ssim=0.8818 val_loss=0.108094 val_ssim=0.8729 val_psnr=32.27 lr=0.0003 epoch_seconds=39.046 run_seconds=102424.538 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2562 heartbeat: batch=1/455 avg_train_loss=0.101875 avg_train_ssim=0.8802 run_seconds=102424.814
epoch 2562 heartbeat: batch=128/455 avg_train_loss=0.101080 avg_train_ssim=0.8812 run_seconds=102434.874
epoch 2562 heartbeat: batch=262/455 avg_train_loss=0.100658 avg_train_ssim=0.8817 run_seconds=102444.946
epoch 2562 heartbeat: batch=388/455 avg_train_loss=0.100709 avg_train_ssim=0.8816 run_seconds=102455.000
epoch 2562: train_loss=0.100668 train_ssim=0.8817 val_loss=0.107988 val_ssim=0.8731 val_psnr=32.44 lr=0.00029982534 epoch_seconds=39.286 run_seconds=102463.861 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2563 heartbeat: batch=1/455 avg_train_loss=0.101989 avg_train_ssim=0.8801 run_seconds=102464.139
epoch 2563 heartbeat: batch=128/455 avg_train_loss=0.100556 avg_train_ssim=0.8818 run_seconds=102474.165
epoch 2563 heartbeat: batch=263/455 avg_train_loss=0.100508 avg_train_ssim=0.8819 run_seconds=102484.244
epoch 2563 heartbeat: batch=390/455 avg_train_loss=0.100549 avg_train_ssim=0.8818 run_seconds=102494.270
epoch 2563: train_loss=0.100606 train_ssim=0.8817 val_loss=0.108436 val_ssim=0.8725 val_psnr=32.34 lr=0.00029930179 epoch_seconds=39.067 run_seconds=102502.966 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2564 heartbeat: batch=1/455 avg_train_loss=0.101342 avg_train_ssim=0.8809 run_seconds=102503.240
epoch 2564 heartbeat: batch=128/455 avg_train_loss=0.100855 avg_train_ssim=0.8814 run_seconds=102513.290
epoch 2564 heartbeat: batch=263/455 avg_train_loss=0.100686 avg_train_ssim=0.8816 run_seconds=102523.371
epoch 2564 heartbeat: batch=390/455 avg_train_loss=0.100921 avg_train_ssim=0.8814 run_seconds=102533.388
epoch 2564: train_loss=0.101080 train_ssim=0.8812 val_loss=0.108771 val_ssim=0.8721 val_psnr=32.07 lr=0.00029843059 epoch_seconds=39.061 run_seconds=102542.063 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2565 heartbeat: batch=1/455 avg_train_loss=0.104492 avg_train_ssim=0.8772 run_seconds=102542.373
epoch 2565 heartbeat: batch=128/455 avg_train_loss=0.100737 avg_train_ssim=0.8816 run_seconds=102552.381
epoch 2565 heartbeat: batch=262/455 avg_train_loss=0.100781 avg_train_ssim=0.8815 run_seconds=102562.402
epoch 2565 heartbeat: batch=389/455 avg_train_loss=0.100812 avg_train_ssim=0.8815 run_seconds=102572.415
epoch 2565: train_loss=0.100808 train_ssim=0.8815 val_loss=0.108410 val_ssim=0.8726 val_psnr=32.44 lr=0.00029721387 epoch_seconds=39.078 run_seconds=102581.177 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2566 heartbeat: batch=1/455 avg_train_loss=0.097765 avg_train_ssim=0.8851 run_seconds=102581.456
epoch 2566 heartbeat: batch=128/455 avg_train_loss=0.100910 avg_train_ssim=0.8814 run_seconds=102591.496
epoch 2566 heartbeat: batch=262/455 avg_train_loss=0.100715 avg_train_ssim=0.8816 run_seconds=102601.531
epoch 2566 heartbeat: batch=389/455 avg_train_loss=0.100728 avg_train_ssim=0.8816 run_seconds=102611.550
epoch 2566: train_loss=0.100700 train_ssim=0.8816 val_loss=0.108176 val_ssim=0.8728 val_psnr=32.42 lr=0.00029565453 epoch_seconds=39.069 run_seconds=102620.282 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2567 heartbeat: batch=1/455 avg_train_loss=0.099223 avg_train_ssim=0.8834 run_seconds=102620.601
epoch 2567 heartbeat: batch=128/455 avg_train_loss=0.100731 avg_train_ssim=0.8816 run_seconds=102630.631
epoch 2567 heartbeat: batch=262/455 avg_train_loss=0.100585 avg_train_ssim=0.8818 run_seconds=102640.640
epoch 2567 heartbeat: batch=389/455 avg_train_loss=0.100480 avg_train_ssim=0.8819 run_seconds=102650.663
epoch 2567: train_loss=0.100556 train_ssim=0.8818 val_loss=0.108511 val_ssim=0.8724 val_psnr=32.42 lr=0.00029375635 epoch_seconds=39.116 run_seconds=102659.435 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2568 heartbeat: batch=1/455 avg_train_loss=0.096907 avg_train_ssim=0.8861 run_seconds=102659.716
epoch 2568 heartbeat: batch=128/455 avg_train_loss=0.100170 avg_train_ssim=0.8822 run_seconds=102669.748
epoch 2568 heartbeat: batch=262/455 avg_train_loss=0.100416 avg_train_ssim=0.8820 run_seconds=102679.791
epoch 2568 heartbeat: batch=389/455 avg_train_loss=0.100415 avg_train_ssim=0.8820 run_seconds=102689.806
epoch 2568: train_loss=0.100510 train_ssim=0.8818 val_loss=0.108337 val_ssim=0.8726 val_psnr=32.33 lr=0.00029152389 epoch_seconds=39.060 run_seconds=102698.535 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2569 heartbeat: batch=1/455 avg_train_loss=0.101451 avg_train_ssim=0.8807 run_seconds=102698.805
epoch 2569 heartbeat: batch=128/455 avg_train_loss=0.100563 avg_train_ssim=0.8818 run_seconds=102708.830
epoch 2569 heartbeat: batch=262/455 avg_train_loss=0.100752 avg_train_ssim=0.8816 run_seconds=102718.845
epoch 2569 heartbeat: batch=389/455 avg_train_loss=0.100778 avg_train_ssim=0.8815 run_seconds=102728.872
epoch 2569: train_loss=0.100659 train_ssim=0.8817 val_loss=0.108508 val_ssim=0.8724 val_psnr=32.42 lr=0.00028896253 epoch_seconds=39.057 run_seconds=102737.628 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2570 heartbeat: batch=1/455 avg_train_loss=0.100622 avg_train_ssim=0.8817 run_seconds=102737.942
epoch 2570 heartbeat: batch=128/455 avg_train_loss=0.100628 avg_train_ssim=0.8817 run_seconds=102748.011
epoch 2570 heartbeat: batch=262/455 avg_train_loss=0.100624 avg_train_ssim=0.8817 run_seconds=102758.031
epoch 2570 heartbeat: batch=389/455 avg_train_loss=0.100527 avg_train_ssim=0.8818 run_seconds=102768.057
epoch 2570: train_loss=0.100445 train_ssim=0.8819 val_loss=0.108302 val_ssim=0.8727 val_psnr=32.30 lr=0.00028607845 epoch_seconds=39.205 run_seconds=102776.870 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2571 heartbeat: batch=1/455 avg_train_loss=0.097927 avg_train_ssim=0.8849 run_seconds=102777.146
epoch 2571 heartbeat: batch=128/455 avg_train_loss=0.100024 avg_train_ssim=0.8824 run_seconds=102787.217
epoch 2571 heartbeat: batch=262/455 avg_train_loss=0.100331 avg_train_ssim=0.8821 run_seconds=102797.246
epoch 2571 heartbeat: batch=389/455 avg_train_loss=0.100409 avg_train_ssim=0.8820 run_seconds=102807.268
epoch 2571: train_loss=0.100404 train_ssim=0.8820 val_loss=0.108237 val_ssim=0.8728 val_psnr=32.48 lr=0.00028287858 epoch_seconds=39.109 run_seconds=102816.016 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2572 heartbeat: batch=1/455 avg_train_loss=0.101026 avg_train_ssim=0.8812 run_seconds=102816.291
epoch 2572 heartbeat: batch=128/455 avg_train_loss=0.100534 avg_train_ssim=0.8818 run_seconds=102826.301
epoch 2572 heartbeat: batch=262/455 avg_train_loss=0.100532 avg_train_ssim=0.8818 run_seconds=102836.327
epoch 2572 heartbeat: batch=389/455 avg_train_loss=0.100539 avg_train_ssim=0.8818 run_seconds=102846.383
epoch 2572: train_loss=0.100523 train_ssim=0.8818 val_loss=0.108040 val_ssim=0.8730 val_psnr=32.35 lr=0.00027937065 epoch_seconds=39.096 run_seconds=102855.150 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2573 heartbeat: batch=1/455 avg_train_loss=0.099801 avg_train_ssim=0.8827 run_seconds=102855.432
epoch 2573 heartbeat: batch=128/455 avg_train_loss=0.100124 avg_train_ssim=0.8823 run_seconds=102865.489
epoch 2573 heartbeat: batch=262/455 avg_train_loss=0.100396 avg_train_ssim=0.8820 run_seconds=102875.544
epoch 2573 heartbeat: batch=389/455 avg_train_loss=0.100438 avg_train_ssim=0.8819 run_seconds=102885.564
epoch 2573: train_loss=0.100450 train_ssim=0.8819 val_loss=0.108291 val_ssim=0.8727 val_psnr=32.43 lr=0.00027556309 epoch_seconds=39.116 run_seconds=102894.304 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2574 heartbeat: batch=1/455 avg_train_loss=0.103642 avg_train_ssim=0.8782 run_seconds=102894.611
epoch 2574 heartbeat: batch=128/455 avg_train_loss=0.100121 avg_train_ssim=0.8823 run_seconds=102904.616
epoch 2574 heartbeat: batch=261/455 avg_train_loss=0.100282 avg_train_ssim=0.8821 run_seconds=102914.647
epoch 2574 heartbeat: batch=388/455 avg_train_loss=0.100364 avg_train_ssim=0.8820 run_seconds=102924.667
epoch 2574: train_loss=0.100373 train_ssim=0.8820 val_loss=0.107889 val_ssim=0.8732 val_psnr=32.41 lr=0.00027146509 epoch_seconds=39.164 run_seconds=102933.504 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2575 heartbeat: batch=1/455 avg_train_loss=0.099025 avg_train_ssim=0.8836 run_seconds=102933.806
epoch 2575 heartbeat: batch=128/455 avg_train_loss=0.100249 avg_train_ssim=0.8822 run_seconds=102943.811
epoch 2575 heartbeat: batch=262/455 avg_train_loss=0.100326 avg_train_ssim=0.8821 run_seconds=102953.814
epoch 2575 heartbeat: batch=388/455 avg_train_loss=0.100348 avg_train_ssim=0.8820 run_seconds=102963.833
epoch 2575: train_loss=0.100412 train_ssim=0.8820 val_loss=0.108365 val_ssim=0.8726 val_psnr=32.23 lr=0.00026708652 epoch_seconds=39.135 run_seconds=102972.677 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2576 heartbeat: batch=1/455 avg_train_loss=0.101983 avg_train_ssim=0.8801 run_seconds=102972.952
epoch 2576 heartbeat: batch=128/455 avg_train_loss=0.100546 avg_train_ssim=0.8818 run_seconds=102982.969
epoch 2576 heartbeat: batch=262/455 avg_train_loss=0.100315 avg_train_ssim=0.8821 run_seconds=102992.990
epoch 2576 heartbeat: batch=389/455 avg_train_loss=0.100295 avg_train_ssim=0.8821 run_seconds=103003.014
epoch 2576: train_loss=0.100348 train_ssim=0.8820 val_loss=0.108103 val_ssim=0.8729 val_psnr=32.46 lr=0.00026243791 epoch_seconds=39.060 run_seconds=103011.773 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2577 heartbeat: batch=1/455 avg_train_loss=0.100407 avg_train_ssim=0.8820 run_seconds=103012.067
epoch 2577 heartbeat: batch=128/455 avg_train_loss=0.099958 avg_train_ssim=0.8825 run_seconds=103022.070
epoch 2577 heartbeat: batch=262/455 avg_train_loss=0.100214 avg_train_ssim=0.8822 run_seconds=103032.078
epoch 2577 heartbeat: batch=389/455 avg_train_loss=0.100441 avg_train_ssim=0.8819 run_seconds=103042.103
epoch 2577: train_loss=0.100435 train_ssim=0.8819 val_loss=0.107914 val_ssim=0.8731 val_psnr=32.38 lr=0.00025753048 epoch_seconds=39.076 run_seconds=103050.886 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2578 heartbeat: batch=1/455 avg_train_loss=0.100679 avg_train_ssim=0.8817 run_seconds=103051.167
epoch 2578 heartbeat: batch=128/455 avg_train_loss=0.100303 avg_train_ssim=0.8821 run_seconds=103061.171
epoch 2578 heartbeat: batch=262/455 avg_train_loss=0.100397 avg_train_ssim=0.8820 run_seconds=103071.200
epoch 2578 heartbeat: batch=389/455 avg_train_loss=0.100276 avg_train_ssim=0.8821 run_seconds=103081.221
epoch 2578: train_loss=0.100268 train_ssim=0.8821 val_loss=0.108240 val_ssim=0.8728 val_psnr=32.40 lr=0.00025237605 epoch_seconds=39.077 run_seconds=103090.004 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2579 heartbeat: batch=1/455 avg_train_loss=0.100205 avg_train_ssim=0.8822 run_seconds=103090.286
epoch 2579 heartbeat: batch=128/455 avg_train_loss=0.100407 avg_train_ssim=0.8820 run_seconds=103100.302
epoch 2579 heartbeat: batch=263/455 avg_train_loss=0.100338 avg_train_ssim=0.8821 run_seconds=103110.374
epoch 2579 heartbeat: batch=390/455 avg_train_loss=0.100292 avg_train_ssim=0.8821 run_seconds=103120.388
epoch 2579: train_loss=0.100324 train_ssim=0.8821 val_loss=0.108228 val_ssim=0.8728 val_psnr=32.46 lr=0.00024698703 epoch_seconds=39.021 run_seconds=103129.063 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2580 heartbeat: batch=1/455 avg_train_loss=0.098945 avg_train_ssim=0.8837 run_seconds=103129.370
epoch 2580 heartbeat: batch=128/455 avg_train_loss=0.100202 avg_train_ssim=0.8822 run_seconds=103139.424
epoch 2580 heartbeat: batch=262/455 avg_train_loss=0.100265 avg_train_ssim=0.8821 run_seconds=103149.479
epoch 2580 heartbeat: batch=389/455 avg_train_loss=0.100314 avg_train_ssim=0.8821 run_seconds=103159.498
epoch 2580: train_loss=0.100319 train_ssim=0.8821 val_loss=0.108286 val_ssim=0.8727 val_psnr=32.44 lr=0.0002413764 epoch_seconds=39.165 run_seconds=103168.263 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2581 heartbeat: batch=1/455 avg_train_loss=0.101119 avg_train_ssim=0.8811 run_seconds=103168.553
epoch 2581 heartbeat: batch=128/455 avg_train_loss=0.099979 avg_train_ssim=0.8825 run_seconds=103178.560
epoch 2581 heartbeat: batch=263/455 avg_train_loss=0.100121 avg_train_ssim=0.8823 run_seconds=103188.611
epoch 2581 heartbeat: batch=390/455 avg_train_loss=0.100240 avg_train_ssim=0.8822 run_seconds=103198.622
epoch 2581: train_loss=0.100326 train_ssim=0.8821 val_loss=0.109090 val_ssim=0.8718 val_psnr=32.32 lr=0.00023555768 epoch_seconds=39.009 run_seconds=103207.307 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2582 heartbeat: batch=1/455 avg_train_loss=0.101700 avg_train_ssim=0.8804 run_seconds=103207.600
epoch 2582 heartbeat: batch=128/455 avg_train_loss=0.100458 avg_train_ssim=0.8819 run_seconds=103217.626
epoch 2582 heartbeat: batch=262/455 avg_train_loss=0.100441 avg_train_ssim=0.8819 run_seconds=103227.628
epoch 2582 heartbeat: batch=389/455 avg_train_loss=0.100232 avg_train_ssim=0.8822 run_seconds=103237.642
epoch 2582: train_loss=0.100288 train_ssim=0.8821 val_loss=0.108005 val_ssim=0.8730 val_psnr=32.47 lr=0.0002295449 epoch_seconds=39.041 run_seconds=103246.387 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2583 heartbeat: batch=1/455 avg_train_loss=0.097497 avg_train_ssim=0.8854 run_seconds=103246.671
epoch 2583 heartbeat: batch=128/455 avg_train_loss=0.100025 avg_train_ssim=0.8824 run_seconds=103256.681
epoch 2583 heartbeat: batch=263/455 avg_train_loss=0.100258 avg_train_ssim=0.8821 run_seconds=103266.753
epoch 2583 heartbeat: batch=390/455 avg_train_loss=0.100138 avg_train_ssim=0.8823 run_seconds=103276.771
epoch 2583: train_loss=0.100126 train_ssim=0.8823 val_loss=0.108060 val_ssim=0.8730 val_psnr=32.51 lr=0.00022335253 epoch_seconds=39.008 run_seconds=103285.431 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2584 heartbeat: batch=1/455 avg_train_loss=0.098896 avg_train_ssim=0.8837 run_seconds=103285.706
epoch 2584 heartbeat: batch=128/455 avg_train_loss=0.099932 avg_train_ssim=0.8825 run_seconds=103295.719
epoch 2584 heartbeat: batch=261/455 avg_train_loss=0.099956 avg_train_ssim=0.8825 run_seconds=103305.723
epoch 2584 heartbeat: batch=388/455 avg_train_loss=0.100003 avg_train_ssim=0.8824 run_seconds=103315.747
epoch 2584: train_loss=0.100119 train_ssim=0.8823 val_loss=0.107805 val_ssim=0.8733 val_psnr=32.46 lr=0.00021699549 epoch_seconds=39.124 run_seconds=103324.594 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2585 heartbeat: batch=1/455 avg_train_loss=0.100465 avg_train_ssim=0.8819 run_seconds=103324.869
epoch 2585 heartbeat: batch=128/455 avg_train_loss=0.100026 avg_train_ssim=0.8824 run_seconds=103334.873
epoch 2585 heartbeat: batch=263/455 avg_train_loss=0.100004 avg_train_ssim=0.8824 run_seconds=103344.951
epoch 2585 heartbeat: batch=390/455 avg_train_loss=0.100092 avg_train_ssim=0.8823 run_seconds=103354.976
epoch 2585: train_loss=0.100079 train_ssim=0.8824 val_loss=0.108040 val_ssim=0.8730 val_psnr=32.43 lr=0.0002104891 epoch_seconds=39.035 run_seconds=103363.665 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2586 heartbeat: batch=1/455 avg_train_loss=0.100803 avg_train_ssim=0.8815 run_seconds=103363.941
epoch 2586 heartbeat: batch=128/455 avg_train_loss=0.100121 avg_train_ssim=0.8823 run_seconds=103373.950
epoch 2586 heartbeat: batch=261/455 avg_train_loss=0.100039 avg_train_ssim=0.8824 run_seconds=103383.967
epoch 2586 heartbeat: batch=388/455 avg_train_loss=0.100078 avg_train_ssim=0.8824 run_seconds=103393.988
epoch 2586: train_loss=0.100117 train_ssim=0.8823 val_loss=0.108168 val_ssim=0.8728 val_psnr=32.34 lr=0.00020384903 epoch_seconds=39.157 run_seconds=103402.858 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2587 heartbeat: batch=1/455 avg_train_loss=0.098044 avg_train_ssim=0.8848 run_seconds=103403.134
epoch 2587 heartbeat: batch=128/455 avg_train_loss=0.099996 avg_train_ssim=0.8825 run_seconds=103413.140
epoch 2587 heartbeat: batch=262/455 avg_train_loss=0.099863 avg_train_ssim=0.8826 run_seconds=103423.175
epoch 2587 heartbeat: batch=389/455 avg_train_loss=0.099993 avg_train_ssim=0.8825 run_seconds=103433.189
epoch 2587: train_loss=0.100076 train_ssim=0.8824 val_loss=0.107964 val_ssim=0.8731 val_psnr=32.45 lr=0.00019709128 epoch_seconds=39.082 run_seconds=103441.978 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2588 heartbeat: batch=1/455 avg_train_loss=0.099023 avg_train_ssim=0.8836 run_seconds=103442.258
epoch 2588 heartbeat: batch=128/455 avg_train_loss=0.099912 avg_train_ssim=0.8826 run_seconds=103452.273
epoch 2588 heartbeat: batch=262/455 avg_train_loss=0.099980 avg_train_ssim=0.8825 run_seconds=103462.277
epoch 2588 heartbeat: batch=389/455 avg_train_loss=0.099972 avg_train_ssim=0.8825 run_seconds=103472.290
epoch 2588: train_loss=0.099990 train_ssim=0.8825 val_loss=0.107749 val_ssim=0.8733 val_psnr=32.49 lr=0.00019023213 epoch_seconds=39.017 run_seconds=103481.034 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2589 heartbeat: batch=1/455 avg_train_loss=0.095951 avg_train_ssim=0.8872 run_seconds=103481.334
epoch 2589 heartbeat: batch=127/455 avg_train_loss=0.100300 avg_train_ssim=0.8821 run_seconds=103491.337
epoch 2589 heartbeat: batch=261/455 avg_train_loss=0.100198 avg_train_ssim=0.8822 run_seconds=103501.367
epoch 2589 heartbeat: batch=388/455 avg_train_loss=0.100119 avg_train_ssim=0.8823 run_seconds=103511.391
epoch 2589: train_loss=0.100083 train_ssim=0.8824 val_loss=0.108546 val_ssim=0.8724 val_psnr=32.27 lr=0.0001832881 epoch_seconds=39.169 run_seconds=103520.240 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2590 heartbeat: batch=1/455 avg_train_loss=0.097105 avg_train_ssim=0.8859 run_seconds=103520.523
epoch 2590 heartbeat: batch=128/455 avg_train_loss=0.100264 avg_train_ssim=0.8821 run_seconds=103530.539
epoch 2590 heartbeat: batch=263/455 avg_train_loss=0.100054 avg_train_ssim=0.8824 run_seconds=103540.549
epoch 2590 heartbeat: batch=390/455 avg_train_loss=0.099962 avg_train_ssim=0.8825 run_seconds=103550.569
epoch 2590: train_loss=0.099992 train_ssim=0.8825 val_loss=0.108010 val_ssim=0.8730 val_psnr=32.31 lr=0.00017627592 epoch_seconds=38.955 run_seconds=103559.232 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2591 heartbeat: batch=1/455 avg_train_loss=0.101664 avg_train_ssim=0.8805 run_seconds=103559.515
epoch 2591 heartbeat: batch=128/455 avg_train_loss=0.099825 avg_train_ssim=0.8827 run_seconds=103569.520
epoch 2591 heartbeat: batch=263/455 avg_train_loss=0.099970 avg_train_ssim=0.8825 run_seconds=103579.597
epoch 2591 heartbeat: batch=390/455 avg_train_loss=0.099921 avg_train_ssim=0.8825 run_seconds=103589.612
epoch 2591: train_loss=0.099930 train_ssim=0.8825 val_loss=0.107981 val_ssim=0.8731 val_psnr=32.45 lr=0.00016921249 epoch_seconds=38.995 run_seconds=103598.264 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2592 heartbeat: batch=1/455 avg_train_loss=0.097833 avg_train_ssim=0.8850 run_seconds=103598.595
epoch 2592 heartbeat: batch=128/455 avg_train_loss=0.099989 avg_train_ssim=0.8825 run_seconds=103608.611
epoch 2592 heartbeat: batch=263/455 avg_train_loss=0.099920 avg_train_ssim=0.8825 run_seconds=103618.684
epoch 2592 heartbeat: batch=390/455 avg_train_loss=0.099941 avg_train_ssim=0.8825 run_seconds=103628.714
epoch 2592: train_loss=0.099885 train_ssim=0.8826 val_loss=0.107574 val_ssim=0.8735 val_psnr=32.42 lr=0.00016211481 epoch_seconds=39.103 run_seconds=103637.402 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2593 heartbeat: batch=1/455 avg_train_loss=0.101096 avg_train_ssim=0.8812 run_seconds=103637.687
epoch 2593 heartbeat: batch=128/455 avg_train_loss=0.099846 avg_train_ssim=0.8826 run_seconds=103647.714
epoch 2593 heartbeat: batch=262/455 avg_train_loss=0.099802 avg_train_ssim=0.8827 run_seconds=103657.761
epoch 2593 heartbeat: batch=389/455 avg_train_loss=0.099898 avg_train_ssim=0.8826 run_seconds=103667.778
epoch 2593: train_loss=0.099852 train_ssim=0.8826 val_loss=0.107840 val_ssim=0.8732 val_psnr=32.41 lr=0.000155 epoch_seconds=39.100 run_seconds=103676.539 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2594 heartbeat: batch=1/455 avg_train_loss=0.100027 avg_train_ssim=0.8824 run_seconds=103676.822
epoch 2594 heartbeat: batch=128/455 avg_train_loss=0.099752 avg_train_ssim=0.8827 run_seconds=103686.847
epoch 2594 heartbeat: batch=262/455 avg_train_loss=0.099608 avg_train_ssim=0.8829 run_seconds=103696.888
epoch 2594 heartbeat: batch=389/455 avg_train_loss=0.099694 avg_train_ssim=0.8828 run_seconds=103706.905
epoch 2594: train_loss=0.099789 train_ssim=0.8827 val_loss=0.107978 val_ssim=0.8731 val_psnr=32.23 lr=0.00014788519 epoch_seconds=39.075 run_seconds=103715.652 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2595 heartbeat: batch=1/455 avg_train_loss=0.103124 avg_train_ssim=0.8788 run_seconds=103715.929
epoch 2595 heartbeat: batch=128/455 avg_train_loss=0.099736 avg_train_ssim=0.8828 run_seconds=103725.931
epoch 2595 heartbeat: batch=262/455 avg_train_loss=0.099834 avg_train_ssim=0.8826 run_seconds=103735.967
epoch 2595 heartbeat: batch=389/455 avg_train_loss=0.099776 avg_train_ssim=0.8827 run_seconds=103745.970
epoch 2595: train_loss=0.099726 train_ssim=0.8828 val_loss=0.107548 val_ssim=0.8736 val_psnr=32.56 lr=0.00014078751 epoch_seconds=39.034 run_seconds=103754.724 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2596 heartbeat: batch=1/455 avg_train_loss=0.098089 avg_train_ssim=0.8847 run_seconds=103754.999
epoch 2596 heartbeat: batch=128/455 avg_train_loss=0.099703 avg_train_ssim=0.8828 run_seconds=103765.009
epoch 2596 heartbeat: batch=262/455 avg_train_loss=0.099751 avg_train_ssim=0.8827 run_seconds=103775.052
epoch 2596 heartbeat: batch=389/455 avg_train_loss=0.099750 avg_train_ssim=0.8827 run_seconds=103785.078
epoch 2596: train_loss=0.099734 train_ssim=0.8828 val_loss=0.107592 val_ssim=0.8735 val_psnr=32.43 lr=0.00013372408 epoch_seconds=39.059 run_seconds=103793.820 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2597 heartbeat: batch=1/455 avg_train_loss=0.099968 avg_train_ssim=0.8825 run_seconds=103794.097
epoch 2597 heartbeat: batch=128/455 avg_train_loss=0.099392 avg_train_ssim=0.8832 run_seconds=103804.110
epoch 2597 heartbeat: batch=262/455 avg_train_loss=0.099625 avg_train_ssim=0.8829 run_seconds=103814.147
epoch 2597 heartbeat: batch=389/455 avg_train_loss=0.099630 avg_train_ssim=0.8829 run_seconds=103824.170
epoch 2597: train_loss=0.099696 train_ssim=0.8828 val_loss=0.107823 val_ssim=0.8732 val_psnr=32.56 lr=0.0001267119 epoch_seconds=39.112 run_seconds=103832.969 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2598 heartbeat: batch=1/455 avg_train_loss=0.101602 avg_train_ssim=0.8806 run_seconds=103833.287
epoch 2598 heartbeat: batch=128/455 avg_train_loss=0.099762 avg_train_ssim=0.8827 run_seconds=103843.353
epoch 2598 heartbeat: batch=261/455 avg_train_loss=0.099704 avg_train_ssim=0.8828 run_seconds=103853.354
epoch 2598 heartbeat: batch=388/455 avg_train_loss=0.099677 avg_train_ssim=0.8828 run_seconds=103863.367
epoch 2598: train_loss=0.099653 train_ssim=0.8829 val_loss=0.107506 val_ssim=0.8736 val_psnr=32.44 lr=0.00011976787 epoch_seconds=39.278 run_seconds=103872.285 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2599 heartbeat: batch=1/455 avg_train_loss=0.098033 avg_train_ssim=0.8848 run_seconds=103872.558
epoch 2599 heartbeat: batch=128/455 avg_train_loss=0.099657 avg_train_ssim=0.8829 run_seconds=103882.573
epoch 2599 heartbeat: batch=262/455 avg_train_loss=0.099505 avg_train_ssim=0.8830 run_seconds=103892.645
epoch 2599 heartbeat: batch=389/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=103902.673
epoch 2599: train_loss=0.099634 train_ssim=0.8829 val_loss=0.107521 val_ssim=0.8736 val_psnr=32.37 lr=0.00011290872 epoch_seconds=39.087 run_seconds=103911.408 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2600 heartbeat: batch=1/455 avg_train_loss=0.098126 avg_train_ssim=0.8847 run_seconds=103911.685
epoch 2600 heartbeat: batch=128/455 avg_train_loss=0.099812 avg_train_ssim=0.8827 run_seconds=103921.714
epoch 2600 heartbeat: batch=262/455 avg_train_loss=0.099630 avg_train_ssim=0.8829 run_seconds=103931.769
epoch 2600 heartbeat: batch=389/455 avg_train_loss=0.099674 avg_train_ssim=0.8828 run_seconds=103941.797
epoch 2600: train_loss=0.099580 train_ssim=0.8829 val_loss=0.107485 val_ssim=0.8736 val_psnr=32.44 lr=0.00010615097 epoch_seconds=39.117 run_seconds=103950.562 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2601 heartbeat: batch=1/455 avg_train_loss=0.101059 avg_train_ssim=0.8812 run_seconds=103950.844
epoch 2601 heartbeat: batch=128/455 avg_train_loss=0.099729 avg_train_ssim=0.8828 run_seconds=103960.912
epoch 2601 heartbeat: batch=262/455 avg_train_loss=0.099785 avg_train_ssim=0.8827 run_seconds=103970.951
epoch 2601 heartbeat: batch=389/455 avg_train_loss=0.099680 avg_train_ssim=0.8828 run_seconds=103980.978
epoch 2601: train_loss=0.099701 train_ssim=0.8828 val_loss=0.107612 val_ssim=0.8735 val_psnr=32.45 lr=9.9510902e-05 epoch_seconds=39.119 run_seconds=103989.721 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2602 heartbeat: batch=1/455 avg_train_loss=0.098961 avg_train_ssim=0.8837 run_seconds=103990.003
epoch 2602 heartbeat: batch=128/455 avg_train_loss=0.099906 avg_train_ssim=0.8826 run_seconds=104000.013
epoch 2602 heartbeat: batch=263/455 avg_train_loss=0.099689 avg_train_ssim=0.8828 run_seconds=104010.042
epoch 2602 heartbeat: batch=390/455 avg_train_loss=0.099558 avg_train_ssim=0.8830 run_seconds=104020.069
epoch 2602: train_loss=0.099544 train_ssim=0.8830 val_loss=0.107433 val_ssim=0.8737 val_psnr=32.51 lr=9.3004511e-05 epoch_seconds=38.977 run_seconds=104028.734 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2603 heartbeat: batch=1/455 avg_train_loss=0.095723 avg_train_ssim=0.8875 run_seconds=104029.012
epoch 2603 heartbeat: batch=128/455 avg_train_loss=0.099519 avg_train_ssim=0.8830 run_seconds=104039.040
epoch 2603 heartbeat: batch=262/455 avg_train_loss=0.099517 avg_train_ssim=0.8830 run_seconds=104049.055
epoch 2603 heartbeat: batch=389/455 avg_train_loss=0.099522 avg_train_ssim=0.8830 run_seconds=104059.075
epoch 2603: train_loss=0.099505 train_ssim=0.8830 val_loss=0.107451 val_ssim=0.8737 val_psnr=32.46 lr=8.6647473e-05 epoch_seconds=39.064 run_seconds=104067.835 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2604 heartbeat: batch=1/455 avg_train_loss=0.099183 avg_train_ssim=0.8834 run_seconds=104068.140
epoch 2604 heartbeat: batch=127/455 avg_train_loss=0.099244 avg_train_ssim=0.8833 run_seconds=104078.157
epoch 2604 heartbeat: batch=261/455 avg_train_loss=0.099416 avg_train_ssim=0.8831 run_seconds=104088.198
epoch 2604 heartbeat: batch=388/455 avg_train_loss=0.099475 avg_train_ssim=0.8831 run_seconds=104098.222
epoch 2604: train_loss=0.099454 train_ssim=0.8831 val_loss=0.107465 val_ssim=0.8737 val_psnr=32.42 lr=8.0455102e-05 epoch_seconds=39.141 run_seconds=104107.013 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2605 heartbeat: batch=1/455 avg_train_loss=0.096478 avg_train_ssim=0.8866 run_seconds=104107.294
epoch 2605 heartbeat: batch=128/455 avg_train_loss=0.099223 avg_train_ssim=0.8834 run_seconds=104117.328
epoch 2605 heartbeat: batch=263/455 avg_train_loss=0.099364 avg_train_ssim=0.8832 run_seconds=104127.374
epoch 2605 heartbeat: batch=390/455 avg_train_loss=0.099389 avg_train_ssim=0.8832 run_seconds=104137.403
epoch 2605: train_loss=0.099421 train_ssim=0.8831 val_loss=0.107315 val_ssim=0.8738 val_psnr=32.47 lr=7.4442316e-05 epoch_seconds=39.060 run_seconds=104146.108 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2606 heartbeat: batch=1/455 avg_train_loss=0.098636 avg_train_ssim=0.8840 run_seconds=104146.386
epoch 2606 heartbeat: batch=128/455 avg_train_loss=0.099288 avg_train_ssim=0.8833 run_seconds=104156.427
epoch 2606 heartbeat: batch=262/455 avg_train_loss=0.099328 avg_train_ssim=0.8832 run_seconds=104166.466
epoch 2606 heartbeat: batch=389/455 avg_train_loss=0.099427 avg_train_ssim=0.8831 run_seconds=104176.531
epoch 2606: train_loss=0.099382 train_ssim=0.8832 val_loss=0.107447 val_ssim=0.8737 val_psnr=32.40 lr=6.8623601e-05 epoch_seconds=39.144 run_seconds=104185.290 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2607 heartbeat: batch=1/455 avg_train_loss=0.100412 avg_train_ssim=0.8820 run_seconds=104185.565
epoch 2607 heartbeat: batch=128/455 avg_train_loss=0.099344 avg_train_ssim=0.8832 run_seconds=104195.582
epoch 2607 heartbeat: batch=262/455 avg_train_loss=0.099413 avg_train_ssim=0.8831 run_seconds=104205.591
epoch 2607 heartbeat: batch=389/455 avg_train_loss=0.099478 avg_train_ssim=0.8831 run_seconds=104215.623
epoch 2607: train_loss=0.099363 train_ssim=0.8832 val_loss=0.107299 val_ssim=0.8739 val_psnr=32.55 lr=6.3012974e-05 epoch_seconds=39.049 run_seconds=104224.378 gpu_index=0 gpu_util_pct=91 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2608 heartbeat: batch=1/455 avg_train_loss=0.099903 avg_train_ssim=0.8826 run_seconds=104224.660
epoch 2608 heartbeat: batch=127/455 avg_train_loss=0.099469 avg_train_ssim=0.8831 run_seconds=104234.676
epoch 2608 heartbeat: batch=262/455 avg_train_loss=0.099399 avg_train_ssim=0.8832 run_seconds=104244.740
epoch 2608 heartbeat: batch=389/455 avg_train_loss=0.099396 avg_train_ssim=0.8832 run_seconds=104254.761
epoch 2608: train_loss=0.099303 train_ssim=0.8833 val_loss=0.107253 val_ssim=0.8739 val_psnr=32.47 lr=5.7623952e-05 epoch_seconds=39.099 run_seconds=104263.515 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2609 heartbeat: batch=1/455 avg_train_loss=0.099541 avg_train_ssim=0.8830 run_seconds=104263.822
epoch 2609 heartbeat: batch=128/455 avg_train_loss=0.099387 avg_train_ssim=0.8832 run_seconds=104273.883
epoch 2609 heartbeat: batch=262/455 avg_train_loss=0.099350 avg_train_ssim=0.8832 run_seconds=104283.887
epoch 2609 heartbeat: batch=389/455 avg_train_loss=0.099343 avg_train_ssim=0.8832 run_seconds=104293.907
epoch 2609: train_loss=0.099304 train_ssim=0.8833 val_loss=0.107295 val_ssim=0.8739 val_psnr=32.43 lr=5.2469517e-05 epoch_seconds=39.101 run_seconds=104302.653 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2610 heartbeat: batch=1/455 avg_train_loss=0.100394 avg_train_ssim=0.8820 run_seconds=104302.927
epoch 2610 heartbeat: batch=128/455 avg_train_loss=0.099308 avg_train_ssim=0.8833 run_seconds=104312.969
epoch 2610 heartbeat: batch=265/455 avg_train_loss=0.099317 avg_train_ssim=0.8833 run_seconds=104322.980
epoch 2610 heartbeat: batch=392/455 avg_train_loss=0.099255 avg_train_ssim=0.8833 run_seconds=104332.999
epoch 2610: train_loss=0.099249 train_ssim=0.8833 val_loss=0.107362 val_ssim=0.8738 val_psnr=32.49 lr=4.7562087e-05 epoch_seconds=38.846 run_seconds=104341.537 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2611 heartbeat: batch=1/455 avg_train_loss=0.101385 avg_train_ssim=0.8808 run_seconds=104341.852
epoch 2611 heartbeat: batch=129/455 avg_train_loss=0.099079 avg_train_ssim=0.8835 run_seconds=104351.930
epoch 2611 heartbeat: batch=263/455 avg_train_loss=0.099315 avg_train_ssim=0.8833 run_seconds=104361.939
epoch 2611 heartbeat: batch=390/455 avg_train_loss=0.099355 avg_train_ssim=0.8832 run_seconds=104371.964
epoch 2611: train_loss=0.099274 train_ssim=0.8833 val_loss=0.107223 val_ssim=0.8740 val_psnr=32.46 lr=4.2913484e-05 epoch_seconds=39.074 run_seconds=104380.649 gpu_index=0 gpu_util_pct=85 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2612 heartbeat: batch=1/455 avg_train_loss=0.099546 avg_train_ssim=0.8830 run_seconds=104380.950
epoch 2612 heartbeat: batch=128/455 avg_train_loss=0.099309 avg_train_ssim=0.8833 run_seconds=104390.961
epoch 2612 heartbeat: batch=262/455 avg_train_loss=0.099138 avg_train_ssim=0.8835 run_seconds=104401.016
epoch 2612 heartbeat: batch=387/455 avg_train_loss=0.099261 avg_train_ssim=0.8833 run_seconds=104411.026
epoch 2612: train_loss=0.099215 train_ssim=0.8834 val_loss=0.107224 val_ssim=0.8740 val_psnr=32.50 lr=3.8534908e-05 epoch_seconds=39.228 run_seconds=104419.915 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2613 heartbeat: batch=1/455 avg_train_loss=0.097970 avg_train_ssim=0.8848 run_seconds=104420.225
epoch 2613 heartbeat: batch=128/455 avg_train_loss=0.099105 avg_train_ssim=0.8835 run_seconds=104430.240
epoch 2613 heartbeat: batch=262/455 avg_train_loss=0.099123 avg_train_ssim=0.8835 run_seconds=104440.260
epoch 2613 heartbeat: batch=389/455 avg_train_loss=0.099188 avg_train_ssim=0.8834 run_seconds=104450.280
epoch 2613: train_loss=0.099199 train_ssim=0.8834 val_loss=0.107162 val_ssim=0.8740 val_psnr=32.50 lr=3.4436906e-05 epoch_seconds=39.091 run_seconds=104459.042 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2614 heartbeat: batch=1/455 avg_train_loss=0.097933 avg_train_ssim=0.8849 run_seconds=104459.318
epoch 2614 heartbeat: batch=129/455 avg_train_loss=0.099270 avg_train_ssim=0.8833 run_seconds=104469.396
epoch 2614 heartbeat: batch=263/455 avg_train_loss=0.099257 avg_train_ssim=0.8833 run_seconds=104479.422
epoch 2614 heartbeat: batch=390/455 avg_train_loss=0.099181 avg_train_ssim=0.8834 run_seconds=104489.446
epoch 2614: train_loss=0.099157 train_ssim=0.8834 val_loss=0.107156 val_ssim=0.8740 val_psnr=32.45 lr=3.0629352e-05 epoch_seconds=39.013 run_seconds=104498.094 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2615 heartbeat: batch=1/455 avg_train_loss=0.100752 avg_train_ssim=0.8816 run_seconds=104498.384
epoch 2615 heartbeat: batch=128/455 avg_train_loss=0.099300 avg_train_ssim=0.8833 run_seconds=104508.400
epoch 2615 heartbeat: batch=262/455 avg_train_loss=0.099113 avg_train_ssim=0.8835 run_seconds=104518.462
epoch 2615 heartbeat: batch=389/455 avg_train_loss=0.099189 avg_train_ssim=0.8834 run_seconds=104528.510
epoch 2615: train_loss=0.099142 train_ssim=0.8835 val_loss=0.107212 val_ssim=0.8740 val_psnr=32.49 lr=2.7121417e-05 epoch_seconds=39.203 run_seconds=104537.333 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2616 heartbeat: batch=1/455 avg_train_loss=0.101946 avg_train_ssim=0.8802 run_seconds=104537.618
epoch 2616 heartbeat: batch=127/455 avg_train_loss=0.099006 avg_train_ssim=0.8836 run_seconds=104547.625
epoch 2616 heartbeat: batch=261/455 avg_train_loss=0.099056 avg_train_ssim=0.8836 run_seconds=104557.625
epoch 2616 heartbeat: batch=388/455 avg_train_loss=0.099095 avg_train_ssim=0.8835 run_seconds=104567.654
epoch 2616: train_loss=0.099105 train_ssim=0.8835 val_loss=0.107194 val_ssim=0.8740 val_psnr=32.49 lr=2.3921552e-05 epoch_seconds=39.122 run_seconds=104576.493 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2617 heartbeat: batch=1/455 avg_train_loss=0.101156 avg_train_ssim=0.8811 run_seconds=104576.794
epoch 2617 heartbeat: batch=128/455 avg_train_loss=0.099127 avg_train_ssim=0.8835 run_seconds=104586.795
epoch 2617 heartbeat: batch=263/455 avg_train_loss=0.099058 avg_train_ssim=0.8836 run_seconds=104596.867
epoch 2617 heartbeat: batch=390/455 avg_train_loss=0.099156 avg_train_ssim=0.8834 run_seconds=104606.885
epoch 2617: train_loss=0.099104 train_ssim=0.8835 val_loss=0.107157 val_ssim=0.8740 val_psnr=32.49 lr=2.1037468e-05 epoch_seconds=39.016 run_seconds=104615.549 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2618 heartbeat: batch=1/455 avg_train_loss=0.104240 avg_train_ssim=0.8775 run_seconds=104615.831
epoch 2618 heartbeat: batch=128/455 avg_train_loss=0.099468 avg_train_ssim=0.8831 run_seconds=104625.839
epoch 2618 heartbeat: batch=262/455 avg_train_loss=0.099166 avg_train_ssim=0.8834 run_seconds=104635.860
epoch 2618 heartbeat: batch=389/455 avg_train_loss=0.099156 avg_train_ssim=0.8834 run_seconds=104645.872
epoch 2618: train_loss=0.099134 train_ssim=0.8835 val_loss=0.107164 val_ssim=0.8740 val_psnr=32.50 lr=1.8476111e-05 epoch_seconds=39.011 run_seconds=104654.595 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2619 heartbeat: batch=1/455 avg_train_loss=0.099560 avg_train_ssim=0.8830 run_seconds=104654.867
epoch 2619 heartbeat: batch=128/455 avg_train_loss=0.099148 avg_train_ssim=0.8834 run_seconds=104664.881
epoch 2619 heartbeat: batch=262/455 avg_train_loss=0.099020 avg_train_ssim=0.8836 run_seconds=104674.901
epoch 2619 heartbeat: batch=389/455 avg_train_loss=0.099039 avg_train_ssim=0.8836 run_seconds=104684.918
epoch 2619: train_loss=0.099046 train_ssim=0.8836 val_loss=0.107158 val_ssim=0.8740 val_psnr=32.48 lr=1.6243651e-05 epoch_seconds=39.102 run_seconds=104693.732 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2620 heartbeat: batch=1/455 avg_train_loss=0.099946 avg_train_ssim=0.8825 run_seconds=104694.007
epoch 2620 heartbeat: batch=128/455 avg_train_loss=0.098866 avg_train_ssim=0.8838 run_seconds=104704.057
epoch 2620 heartbeat: batch=262/455 avg_train_loss=0.099049 avg_train_ssim=0.8836 run_seconds=104714.079
epoch 2620 heartbeat: batch=388/455 avg_train_loss=0.099050 avg_train_ssim=0.8836 run_seconds=104724.104
epoch 2620: train_loss=0.099056 train_ssim=0.8836 val_loss=0.107073 val_ssim=0.8741 val_psnr=32.51 lr=1.4345468e-05 epoch_seconds=39.297 run_seconds=104733.064 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2621 heartbeat: batch=1/455 avg_train_loss=0.100897 avg_train_ssim=0.8814 run_seconds=104733.327
epoch 2621 heartbeat: batch=128/455 avg_train_loss=0.099229 avg_train_ssim=0.8834 run_seconds=104743.347
epoch 2621 heartbeat: batch=262/455 avg_train_loss=0.099042 avg_train_ssim=0.8836 run_seconds=104753.407
epoch 2621 heartbeat: batch=388/455 avg_train_loss=0.099089 avg_train_ssim=0.8835 run_seconds=104763.419
epoch 2621: train_loss=0.099061 train_ssim=0.8836 val_loss=0.107116 val_ssim=0.8741 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.189 run_seconds=104772.289 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2622 heartbeat: batch=1/455 avg_train_loss=0.101453 avg_train_ssim=0.8807 run_seconds=104772.602
epoch 2622 heartbeat: batch=128/455 avg_train_loss=0.099170 avg_train_ssim=0.8834 run_seconds=104782.669
epoch 2622 heartbeat: batch=262/455 avg_train_loss=0.099150 avg_train_ssim=0.8834 run_seconds=104792.708
epoch 2622 heartbeat: batch=388/455 avg_train_loss=0.099073 avg_train_ssim=0.8835 run_seconds=104802.715
epoch 2622: train_loss=0.099066 train_ssim=0.8835 val_loss=0.107119 val_ssim=0.8741 val_psnr=32.46 lr=1.1569406e-05 epoch_seconds=39.276 run_seconds=104811.605 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2623 heartbeat: batch=1/455 avg_train_loss=0.102350 avg_train_ssim=0.8797 run_seconds=104811.882
epoch 2623 heartbeat: batch=128/455 avg_train_loss=0.098883 avg_train_ssim=0.8838 run_seconds=104821.903
epoch 2623 heartbeat: batch=262/455 avg_train_loss=0.098976 avg_train_ssim=0.8837 run_seconds=104831.957
epoch 2623 heartbeat: batch=389/455 avg_train_loss=0.099017 avg_train_ssim=0.8836 run_seconds=104841.965
epoch 2623: train_loss=0.099041 train_ssim=0.8836 val_loss=0.107113 val_ssim=0.8741 val_psnr=32.50 lr=1.0698215e-05 epoch_seconds=39.060 run_seconds=104850.707 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2624 heartbeat: batch=1/455 avg_train_loss=0.098949 avg_train_ssim=0.8837 run_seconds=104850.980
epoch 2624 heartbeat: batch=128/455 avg_train_loss=0.098937 avg_train_ssim=0.8837 run_seconds=104860.993
epoch 2624 heartbeat: batch=263/455 avg_train_loss=0.098926 avg_train_ssim=0.8837 run_seconds=104871.069
epoch 2624 heartbeat: batch=390/455 avg_train_loss=0.098968 avg_train_ssim=0.8837 run_seconds=104881.125
epoch 2624: train_loss=0.099052 train_ssim=0.8836 val_loss=0.107074 val_ssim=0.8741 val_psnr=32.46 lr=1.0174659e-05 epoch_seconds=39.068 run_seconds=104889.812 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2625 heartbeat: batch=1/455 avg_train_loss=0.098386 avg_train_ssim=0.8843 run_seconds=104890.125
epoch 2625 heartbeat: batch=128/455 avg_train_loss=0.098967 avg_train_ssim=0.8837 run_seconds=104900.197
epoch 2625 heartbeat: batch=265/455 avg_train_loss=0.098912 avg_train_ssim=0.8837 run_seconds=104910.246
epoch 2625 heartbeat: batch=392/455 avg_train_loss=0.099011 avg_train_ssim=0.8836 run_seconds=104920.297
epoch 2625: train_loss=0.099032 train_ssim=0.8836 val_loss=0.107089 val_ssim=0.8741 val_psnr=32.50 lr=1e-05 epoch_seconds=39.015 run_seconds=104928.864 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2626 heartbeat: batch=1/455 avg_train_loss=0.101369 avg_train_ssim=0.8808 run_seconds=104929.139
epoch 2626 heartbeat: batch=128/455 avg_train_loss=0.099133 avg_train_ssim=0.8835 run_seconds=104939.155
epoch 2626 heartbeat: batch=263/455 avg_train_loss=0.099135 avg_train_ssim=0.8835 run_seconds=104949.204
epoch 2626 heartbeat: batch=390/455 avg_train_loss=0.099115 avg_train_ssim=0.8835 run_seconds=104959.226
epoch 2626: train_loss=0.099059 train_ssim=0.8836 val_loss=0.107059 val_ssim=0.8741 val_psnr=32.52 lr=1.0174659e-05 epoch_seconds=39.001 run_seconds=104967.903 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2627 heartbeat: batch=1/455 avg_train_loss=0.097940 avg_train_ssim=0.8849 run_seconds=104968.216
epoch 2627 heartbeat: batch=128/455 avg_train_loss=0.098611 avg_train_ssim=0.8841 run_seconds=104978.223
epoch 2627 heartbeat: batch=262/455 avg_train_loss=0.098853 avg_train_ssim=0.8838 run_seconds=104988.238
epoch 2627 heartbeat: batch=389/455 avg_train_loss=0.098977 avg_train_ssim=0.8836 run_seconds=104998.256
epoch 2627: train_loss=0.099033 train_ssim=0.8836 val_loss=0.107085 val_ssim=0.8741 val_psnr=32.43 lr=1.0698215e-05 epoch_seconds=39.069 run_seconds=105007.009 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2628 heartbeat: batch=1/455 avg_train_loss=0.098580 avg_train_ssim=0.8841 run_seconds=105007.295
epoch 2628 heartbeat: batch=128/455 avg_train_loss=0.099201 avg_train_ssim=0.8834 run_seconds=105017.301
epoch 2628 heartbeat: batch=262/455 avg_train_loss=0.099009 avg_train_ssim=0.8836 run_seconds=105027.349
epoch 2628 heartbeat: batch=389/455 avg_train_loss=0.099041 avg_train_ssim=0.8836 run_seconds=105037.368
epoch 2628: train_loss=0.099060 train_ssim=0.8836 val_loss=0.107150 val_ssim=0.8740 val_psnr=32.50 lr=1.1569406e-05 epoch_seconds=39.082 run_seconds=105046.128 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2629 heartbeat: batch=1/455 avg_train_loss=0.100564 avg_train_ssim=0.8818 run_seconds=105046.438
epoch 2629 heartbeat: batch=128/455 avg_train_loss=0.099043 avg_train_ssim=0.8836 run_seconds=105056.446
epoch 2629 heartbeat: batch=262/455 avg_train_loss=0.099126 avg_train_ssim=0.8835 run_seconds=105066.449
epoch 2629 heartbeat: batch=389/455 avg_train_loss=0.099079 avg_train_ssim=0.8835 run_seconds=105076.467
epoch 2629: train_loss=0.099059 train_ssim=0.8836 val_loss=0.107081 val_ssim=0.8741 val_psnr=32.50 lr=1.2786134e-05 epoch_seconds=39.094 run_seconds=105085.259 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2630 heartbeat: batch=1/455 avg_train_loss=0.100029 avg_train_ssim=0.8824 run_seconds=105085.539
epoch 2630 heartbeat: batch=128/455 avg_train_loss=0.098918 avg_train_ssim=0.8837 run_seconds=105095.563
epoch 2630 heartbeat: batch=263/455 avg_train_loss=0.099097 avg_train_ssim=0.8835 run_seconds=105105.612
epoch 2630 heartbeat: batch=390/455 avg_train_loss=0.099077 avg_train_ssim=0.8835 run_seconds=105115.633
epoch 2630: train_loss=0.099070 train_ssim=0.8835 val_loss=0.107158 val_ssim=0.8740 val_psnr=32.52 lr=1.4345468e-05 epoch_seconds=39.040 run_seconds=105124.337 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2631 heartbeat: batch=1/455 avg_train_loss=0.102484 avg_train_ssim=0.8795 run_seconds=105124.647
epoch 2631 heartbeat: batch=128/455 avg_train_loss=0.098966 avg_train_ssim=0.8837 run_seconds=105134.663
epoch 2631 heartbeat: batch=262/455 avg_train_loss=0.098994 avg_train_ssim=0.8836 run_seconds=105144.680
epoch 2631 heartbeat: batch=389/455 avg_train_loss=0.099041 avg_train_ssim=0.8836 run_seconds=105154.724
epoch 2631: train_loss=0.099068 train_ssim=0.8835 val_loss=0.107124 val_ssim=0.8741 val_psnr=32.47 lr=1.6243651e-05 epoch_seconds=39.098 run_seconds=105163.471 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2632 heartbeat: batch=1/455 avg_train_loss=0.097024 avg_train_ssim=0.8859 run_seconds=105163.749
epoch 2632 heartbeat: batch=128/455 avg_train_loss=0.098985 avg_train_ssim=0.8836 run_seconds=105173.808
epoch 2632 heartbeat: batch=262/455 avg_train_loss=0.099049 avg_train_ssim=0.8836 run_seconds=105183.852
epoch 2632 heartbeat: batch=389/455 avg_train_loss=0.099139 avg_train_ssim=0.8835 run_seconds=105193.918
epoch 2632: train_loss=0.099102 train_ssim=0.8835 val_loss=0.107161 val_ssim=0.8740 val_psnr=32.51 lr=1.8476111e-05 epoch_seconds=39.259 run_seconds=105202.768 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2633 heartbeat: batch=1/455 avg_train_loss=0.096289 avg_train_ssim=0.8868 run_seconds=105203.071
epoch 2633 heartbeat: batch=128/455 avg_train_loss=0.099215 avg_train_ssim=0.8834 run_seconds=105213.086
epoch 2633 heartbeat: batch=263/455 avg_train_loss=0.099078 avg_train_ssim=0.8835 run_seconds=105223.166
epoch 2633 heartbeat: batch=390/455 avg_train_loss=0.099069 avg_train_ssim=0.8835 run_seconds=105233.185
epoch 2633: train_loss=0.099089 train_ssim=0.8835 val_loss=0.107127 val_ssim=0.8741 val_psnr=32.50 lr=2.1037468e-05 epoch_seconds=39.040 run_seconds=105241.845 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2634 heartbeat: batch=1/455 avg_train_loss=0.101126 avg_train_ssim=0.8811 run_seconds=105242.132
epoch 2634 heartbeat: batch=128/455 avg_train_loss=0.099112 avg_train_ssim=0.8835 run_seconds=105252.184
epoch 2634 heartbeat: batch=264/455 avg_train_loss=0.099146 avg_train_ssim=0.8835 run_seconds=105262.254
epoch 2634 heartbeat: batch=391/455 avg_train_loss=0.099150 avg_train_ssim=0.8834 run_seconds=105272.322
epoch 2634: train_loss=0.099108 train_ssim=0.8835 val_loss=0.107173 val_ssim=0.8740 val_psnr=32.52 lr=2.3921552e-05 epoch_seconds=39.017 run_seconds=105280.899 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2635 heartbeat: batch=1/455 avg_train_loss=0.100107 avg_train_ssim=0.8823 run_seconds=105281.176
epoch 2635 heartbeat: batch=128/455 avg_train_loss=0.099109 avg_train_ssim=0.8835 run_seconds=105291.206
epoch 2635 heartbeat: batch=262/455 avg_train_loss=0.099164 avg_train_ssim=0.8834 run_seconds=105301.206
epoch 2635 heartbeat: batch=388/455 avg_train_loss=0.099140 avg_train_ssim=0.8835 run_seconds=105311.244
epoch 2635: train_loss=0.099126 train_ssim=0.8835 val_loss=0.107232 val_ssim=0.8739 val_psnr=32.48 lr=2.7121417e-05 epoch_seconds=39.166 run_seconds=105320.101 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2636 heartbeat: batch=1/455 avg_train_loss=0.100142 avg_train_ssim=0.8823 run_seconds=105320.376
epoch 2636 heartbeat: batch=128/455 avg_train_loss=0.099186 avg_train_ssim=0.8834 run_seconds=105330.376
epoch 2636 heartbeat: batch=261/455 avg_train_loss=0.099091 avg_train_ssim=0.8835 run_seconds=105340.405
epoch 2636 heartbeat: batch=388/455 avg_train_loss=0.099080 avg_train_ssim=0.8835 run_seconds=105350.415
epoch 2636: train_loss=0.099147 train_ssim=0.8834 val_loss=0.107198 val_ssim=0.8740 val_psnr=32.50 lr=3.0629352e-05 epoch_seconds=39.132 run_seconds=105359.269 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2637 heartbeat: batch=1/455 avg_train_loss=0.097204 avg_train_ssim=0.8857 run_seconds=105359.584
epoch 2637 heartbeat: batch=128/455 avg_train_loss=0.099033 avg_train_ssim=0.8836 run_seconds=105369.602
epoch 2637 heartbeat: batch=262/455 avg_train_loss=0.099184 avg_train_ssim=0.8834 run_seconds=105379.632
epoch 2637 heartbeat: batch=389/455 avg_train_loss=0.099207 avg_train_ssim=0.8834 run_seconds=105389.649
epoch 2637: train_loss=0.099187 train_ssim=0.8834 val_loss=0.107240 val_ssim=0.8739 val_psnr=32.41 lr=3.4436906e-05 epoch_seconds=39.081 run_seconds=105398.390 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2638 heartbeat: batch=1/455 avg_train_loss=0.100155 avg_train_ssim=0.8823 run_seconds=105398.680
epoch 2638 heartbeat: batch=127/455 avg_train_loss=0.099226 avg_train_ssim=0.8834 run_seconds=105408.702
epoch 2638 heartbeat: batch=261/455 avg_train_loss=0.099455 avg_train_ssim=0.8831 run_seconds=105418.723
epoch 2638 heartbeat: batch=388/455 avg_train_loss=0.099219 avg_train_ssim=0.8834 run_seconds=105428.740
epoch 2638: train_loss=0.099192 train_ssim=0.8834 val_loss=0.107273 val_ssim=0.8739 val_psnr=32.48 lr=3.8534908e-05 epoch_seconds=39.099 run_seconds=105437.527 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2639 heartbeat: batch=1/455 avg_train_loss=0.097107 avg_train_ssim=0.8858 run_seconds=105437.804
epoch 2639 heartbeat: batch=128/455 avg_train_loss=0.098977 avg_train_ssim=0.8836 run_seconds=105447.837
epoch 2639 heartbeat: batch=262/455 avg_train_loss=0.099156 avg_train_ssim=0.8834 run_seconds=105457.897
epoch 2639 heartbeat: batch=389/455 avg_train_loss=0.099233 avg_train_ssim=0.8833 run_seconds=105467.916
epoch 2639: train_loss=0.099252 train_ssim=0.8833 val_loss=0.107329 val_ssim=0.8738 val_psnr=32.45 lr=4.2913484e-05 epoch_seconds=39.114 run_seconds=105476.679 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2640 heartbeat: batch=1/455 avg_train_loss=0.096550 avg_train_ssim=0.8865 run_seconds=105476.944
epoch 2640 heartbeat: batch=128/455 avg_train_loss=0.098990 avg_train_ssim=0.8836 run_seconds=105486.958
epoch 2640 heartbeat: batch=263/455 avg_train_loss=0.099173 avg_train_ssim=0.8834 run_seconds=105496.996
epoch 2640 heartbeat: batch=390/455 avg_train_loss=0.099179 avg_train_ssim=0.8834 run_seconds=105507.020
epoch 2640: train_loss=0.099226 train_ssim=0.8834 val_loss=0.107269 val_ssim=0.8739 val_psnr=32.42 lr=4.7562087e-05 epoch_seconds=38.965 run_seconds=105515.680 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2641 heartbeat: batch=1/455 avg_train_loss=0.101127 avg_train_ssim=0.8811 run_seconds=105515.958
epoch 2641 heartbeat: batch=128/455 avg_train_loss=0.099196 avg_train_ssim=0.8834 run_seconds=105525.981
epoch 2641 heartbeat: batch=262/455 avg_train_loss=0.099212 avg_train_ssim=0.8834 run_seconds=105536.030
epoch 2641 heartbeat: batch=389/455 avg_train_loss=0.099356 avg_train_ssim=0.8832 run_seconds=105546.068
epoch 2641: train_loss=0.099326 train_ssim=0.8832 val_loss=0.107213 val_ssim=0.8740 val_psnr=32.51 lr=5.2469517e-05 epoch_seconds=39.079 run_seconds=105554.798 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2642 heartbeat: batch=1/455 avg_train_loss=0.099427 avg_train_ssim=0.8831 run_seconds=105555.072
epoch 2642 heartbeat: batch=128/455 avg_train_loss=0.099440 avg_train_ssim=0.8831 run_seconds=105565.104
epoch 2642 heartbeat: batch=262/455 avg_train_loss=0.099303 avg_train_ssim=0.8833 run_seconds=105575.108
epoch 2642 heartbeat: batch=389/455 avg_train_loss=0.099328 avg_train_ssim=0.8832 run_seconds=105585.128
epoch 2642: train_loss=0.099305 train_ssim=0.8833 val_loss=0.107450 val_ssim=0.8737 val_psnr=32.49 lr=5.7623952e-05 epoch_seconds=39.064 run_seconds=105593.901 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2643 heartbeat: batch=1/455 avg_train_loss=0.098762 avg_train_ssim=0.8839 run_seconds=105594.177
epoch 2643 heartbeat: batch=128/455 avg_train_loss=0.099301 avg_train_ssim=0.8833 run_seconds=105604.194
epoch 2643 heartbeat: batch=262/455 avg_train_loss=0.099303 avg_train_ssim=0.8833 run_seconds=105614.201
epoch 2643 heartbeat: batch=388/455 avg_train_loss=0.099379 avg_train_ssim=0.8832 run_seconds=105624.255
epoch 2643: train_loss=0.099370 train_ssim=0.8832 val_loss=0.107438 val_ssim=0.8737 val_psnr=32.45 lr=6.3012974e-05 epoch_seconds=39.162 run_seconds=105633.101 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2644 heartbeat: batch=1/455 avg_train_loss=0.102054 avg_train_ssim=0.8800 run_seconds=105633.385
epoch 2644 heartbeat: batch=128/455 avg_train_loss=0.099325 avg_train_ssim=0.8832 run_seconds=105643.432
epoch 2644 heartbeat: batch=262/455 avg_train_loss=0.099328 avg_train_ssim=0.8832 run_seconds=105653.470
epoch 2644 heartbeat: batch=389/455 avg_train_loss=0.099321 avg_train_ssim=0.8832 run_seconds=105663.493
epoch 2644: train_loss=0.099329 train_ssim=0.8832 val_loss=0.107377 val_ssim=0.8738 val_psnr=32.47 lr=6.8623601e-05 epoch_seconds=39.157 run_seconds=105672.297 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2645 heartbeat: batch=1/455 avg_train_loss=0.099594 avg_train_ssim=0.8829 run_seconds=105672.610
epoch 2645 heartbeat: batch=128/455 avg_train_loss=0.099257 avg_train_ssim=0.8833 run_seconds=105682.614
epoch 2645 heartbeat: batch=262/455 avg_train_loss=0.099363 avg_train_ssim=0.8832 run_seconds=105692.668
epoch 2645 heartbeat: batch=388/455 avg_train_loss=0.099385 avg_train_ssim=0.8832 run_seconds=105702.671
epoch 2645: train_loss=0.099431 train_ssim=0.8831 val_loss=0.107418 val_ssim=0.8737 val_psnr=32.40 lr=7.4442316e-05 epoch_seconds=39.163 run_seconds=105711.496 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2646 heartbeat: batch=1/455 avg_train_loss=0.097803 avg_train_ssim=0.8850 run_seconds=105711.806
epoch 2646 heartbeat: batch=128/455 avg_train_loss=0.099439 avg_train_ssim=0.8831 run_seconds=105721.819
epoch 2646 heartbeat: batch=263/455 avg_train_loss=0.099391 avg_train_ssim=0.8832 run_seconds=105731.888
epoch 2646 heartbeat: batch=390/455 avg_train_loss=0.099452 avg_train_ssim=0.8831 run_seconds=105741.909
epoch 2646: train_loss=0.099454 train_ssim=0.8831 val_loss=0.107610 val_ssim=0.8735 val_psnr=32.56 lr=8.0455102e-05 epoch_seconds=39.020 run_seconds=105750.554 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2647 heartbeat: batch=1/455 avg_train_loss=0.097823 avg_train_ssim=0.8850 run_seconds=105750.858
epoch 2647 heartbeat: batch=128/455 avg_train_loss=0.099446 avg_train_ssim=0.8831 run_seconds=105760.869
epoch 2647 heartbeat: batch=262/455 avg_train_loss=0.099538 avg_train_ssim=0.8830 run_seconds=105770.917
epoch 2647 heartbeat: batch=388/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=105780.950
epoch 2647: train_loss=0.099457 train_ssim=0.8831 val_loss=0.107428 val_ssim=0.8737 val_psnr=32.46 lr=8.6647473e-05 epoch_seconds=39.173 run_seconds=105789.764 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2648 heartbeat: batch=1/455 avg_train_loss=0.099563 avg_train_ssim=0.8830 run_seconds=105790.049
epoch 2648 heartbeat: batch=128/455 avg_train_loss=0.099541 avg_train_ssim=0.8830 run_seconds=105800.068
epoch 2648 heartbeat: batch=262/455 avg_train_loss=0.099487 avg_train_ssim=0.8831 run_seconds=105810.097
epoch 2648 heartbeat: batch=389/455 avg_train_loss=0.099394 avg_train_ssim=0.8832 run_seconds=105820.121
epoch 2648: train_loss=0.099520 train_ssim=0.8830 val_loss=0.107464 val_ssim=0.8737 val_psnr=32.39 lr=9.3004511e-05 epoch_seconds=39.030 run_seconds=105828.832 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2649 heartbeat: batch=1/455 avg_train_loss=0.094999 avg_train_ssim=0.8883 run_seconds=105829.106
epoch 2649 heartbeat: batch=128/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=105839.122
epoch 2649 heartbeat: batch=262/455 avg_train_loss=0.099614 avg_train_ssim=0.8829 run_seconds=105849.191
epoch 2649 heartbeat: batch=389/455 avg_train_loss=0.099547 avg_train_ssim=0.8830 run_seconds=105859.262
epoch 2649: train_loss=0.099539 train_ssim=0.8830 val_loss=0.107537 val_ssim=0.8736 val_psnr=32.43 lr=9.9510902e-05 epoch_seconds=39.167 run_seconds=105868.035 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2650 heartbeat: batch=1/455 avg_train_loss=0.098447 avg_train_ssim=0.8843 run_seconds=105868.351
epoch 2650 heartbeat: batch=128/455 avg_train_loss=0.099501 avg_train_ssim=0.8830 run_seconds=105878.352
epoch 2650 heartbeat: batch=262/455 avg_train_loss=0.099563 avg_train_ssim=0.8830 run_seconds=105888.424
epoch 2650 heartbeat: batch=388/455 avg_train_loss=0.099521 avg_train_ssim=0.8830 run_seconds=105898.503
epoch 2650: train_loss=0.099546 train_ssim=0.8830 val_loss=0.107486 val_ssim=0.8736 val_psnr=32.51 lr=0.00010615097 epoch_seconds=39.309 run_seconds=105907.382 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2651 heartbeat: batch=1/455 avg_train_loss=0.096538 avg_train_ssim=0.8865 run_seconds=105907.693
epoch 2651 heartbeat: batch=128/455 avg_train_loss=0.099402 avg_train_ssim=0.8832 run_seconds=105917.710
epoch 2651 heartbeat: batch=262/455 avg_train_loss=0.099484 avg_train_ssim=0.8831 run_seconds=105927.720
epoch 2651 heartbeat: batch=388/455 avg_train_loss=0.099632 avg_train_ssim=0.8829 run_seconds=105937.728
epoch 2651: train_loss=0.099607 train_ssim=0.8829 val_loss=0.107500 val_ssim=0.8736 val_psnr=32.44 lr=0.00011290872 epoch_seconds=39.111 run_seconds=105946.530 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2652 heartbeat: batch=1/455 avg_train_loss=0.099547 avg_train_ssim=0.8830 run_seconds=105946.801
epoch 2652 heartbeat: batch=128/455 avg_train_loss=0.099406 avg_train_ssim=0.8831 run_seconds=105956.803
epoch 2652 heartbeat: batch=262/455 avg_train_loss=0.099504 avg_train_ssim=0.8830 run_seconds=105966.820
epoch 2652 heartbeat: batch=389/455 avg_train_loss=0.099601 avg_train_ssim=0.8829 run_seconds=105976.844
epoch 2652: train_loss=0.099611 train_ssim=0.8829 val_loss=0.107674 val_ssim=0.8734 val_psnr=32.53 lr=0.00011976787 epoch_seconds=39.005 run_seconds=105985.570 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2653 heartbeat: batch=1/455 avg_train_loss=0.098806 avg_train_ssim=0.8838 run_seconds=105985.850
epoch 2653 heartbeat: batch=128/455 avg_train_loss=0.099481 avg_train_ssim=0.8831 run_seconds=105995.875
epoch 2653 heartbeat: batch=262/455 avg_train_loss=0.099491 avg_train_ssim=0.8830 run_seconds=106005.884
epoch 2653 heartbeat: batch=389/455 avg_train_loss=0.099626 avg_train_ssim=0.8829 run_seconds=106015.903
epoch 2653: train_loss=0.099617 train_ssim=0.8829 val_loss=0.107692 val_ssim=0.8734 val_psnr=32.39 lr=0.0001267119 epoch_seconds=39.033 run_seconds=106024.638 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2654 heartbeat: batch=1/455 avg_train_loss=0.098510 avg_train_ssim=0.8842 run_seconds=106024.933
epoch 2654 heartbeat: batch=128/455 avg_train_loss=0.099599 avg_train_ssim=0.8829 run_seconds=106034.939
epoch 2654 heartbeat: batch=263/455 avg_train_loss=0.099709 avg_train_ssim=0.8828 run_seconds=106045.018
epoch 2654 heartbeat: batch=390/455 avg_train_loss=0.099751 avg_train_ssim=0.8827 run_seconds=106055.032
epoch 2654: train_loss=0.099697 train_ssim=0.8828 val_loss=0.107734 val_ssim=0.8734 val_psnr=32.45 lr=0.00013372408 epoch_seconds=39.024 run_seconds=106063.699 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2655 heartbeat: batch=1/455 avg_train_loss=0.100269 avg_train_ssim=0.8821 run_seconds=106064.007
epoch 2655 heartbeat: batch=128/455 avg_train_loss=0.099668 avg_train_ssim=0.8828 run_seconds=106074.027
epoch 2655 heartbeat: batch=263/455 avg_train_loss=0.099812 avg_train_ssim=0.8827 run_seconds=106084.103
epoch 2655 heartbeat: batch=390/455 avg_train_loss=0.099723 avg_train_ssim=0.8828 run_seconds=106094.111
epoch 2655: train_loss=0.099739 train_ssim=0.8828 val_loss=0.107857 val_ssim=0.8732 val_psnr=32.54 lr=0.00014078751 epoch_seconds=39.002 run_seconds=106102.740 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2656 heartbeat: batch=1/455 avg_train_loss=0.101016 avg_train_ssim=0.8813 run_seconds=106103.020
epoch 2656 heartbeat: batch=128/455 avg_train_loss=0.099720 avg_train_ssim=0.8828 run_seconds=106113.030
epoch 2656 heartbeat: batch=262/455 avg_train_loss=0.099838 avg_train_ssim=0.8826 run_seconds=106123.044
epoch 2656 heartbeat: batch=389/455 avg_train_loss=0.099714 avg_train_ssim=0.8828 run_seconds=106133.051
epoch 2656: train_loss=0.099761 train_ssim=0.8827 val_loss=0.107937 val_ssim=0.8731 val_psnr=32.25 lr=0.00014788519 epoch_seconds=39.028 run_seconds=106141.804 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2657 heartbeat: batch=1/455 avg_train_loss=0.097957 avg_train_ssim=0.8849 run_seconds=106142.128
epoch 2657 heartbeat: batch=129/455 avg_train_loss=0.099655 avg_train_ssim=0.8829 run_seconds=106152.202
epoch 2657 heartbeat: batch=263/455 avg_train_loss=0.099696 avg_train_ssim=0.8828 run_seconds=106162.209
epoch 2657 heartbeat: batch=390/455 avg_train_loss=0.099733 avg_train_ssim=0.8828 run_seconds=106172.230
epoch 2657: train_loss=0.099756 train_ssim=0.8827 val_loss=0.107798 val_ssim=0.8733 val_psnr=32.30 lr=0.000155 epoch_seconds=39.090 run_seconds=106180.935 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2658 heartbeat: batch=1/455 avg_train_loss=0.101592 avg_train_ssim=0.8806 run_seconds=106181.241
epoch 2658 heartbeat: batch=128/455 avg_train_loss=0.099564 avg_train_ssim=0.8830 run_seconds=106191.259
epoch 2658 heartbeat: batch=263/455 avg_train_loss=0.099725 avg_train_ssim=0.8828 run_seconds=106201.335
epoch 2658 heartbeat: batch=390/455 avg_train_loss=0.099815 avg_train_ssim=0.8827 run_seconds=106211.353
epoch 2658: train_loss=0.099810 train_ssim=0.8827 val_loss=0.107747 val_ssim=0.8733 val_psnr=32.38 lr=0.00016211481 epoch_seconds=39.012 run_seconds=106219.984 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2659 heartbeat: batch=1/455 avg_train_loss=0.101104 avg_train_ssim=0.8811 run_seconds=106220.282
epoch 2659 heartbeat: batch=129/455 avg_train_loss=0.099712 avg_train_ssim=0.8828 run_seconds=106230.356
epoch 2659 heartbeat: batch=263/455 avg_train_loss=0.099858 avg_train_ssim=0.8826 run_seconds=106240.376
epoch 2659 heartbeat: batch=390/455 avg_train_loss=0.099772 avg_train_ssim=0.8827 run_seconds=106250.384
epoch 2659: train_loss=0.099794 train_ssim=0.8827 val_loss=0.108006 val_ssim=0.8730 val_psnr=32.40 lr=0.00016921249 epoch_seconds=39.071 run_seconds=106259.092 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2660 heartbeat: batch=1/455 avg_train_loss=0.095254 avg_train_ssim=0.8880 run_seconds=106259.372
epoch 2660 heartbeat: batch=127/455 avg_train_loss=0.099704 avg_train_ssim=0.8828 run_seconds=106269.427
epoch 2660 heartbeat: batch=261/455 avg_train_loss=0.099847 avg_train_ssim=0.8826 run_seconds=106279.490
epoch 2660 heartbeat: batch=388/455 avg_train_loss=0.099850 avg_train_ssim=0.8826 run_seconds=106289.530
epoch 2660: train_loss=0.099873 train_ssim=0.8826 val_loss=0.107679 val_ssim=0.8734 val_psnr=32.40 lr=0.00017627592 epoch_seconds=39.247 run_seconds=106298.376 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2661 heartbeat: batch=1/455 avg_train_loss=0.098925 avg_train_ssim=0.8837 run_seconds=106298.685
epoch 2661 heartbeat: batch=128/455 avg_train_loss=0.100239 avg_train_ssim=0.8822 run_seconds=106308.687
epoch 2661 heartbeat: batch=266/455 avg_train_loss=0.100029 avg_train_ssim=0.8824 run_seconds=106318.751
epoch 2661 heartbeat: batch=393/455 avg_train_loss=0.099895 avg_train_ssim=0.8826 run_seconds=106328.770
epoch 2661: train_loss=0.099891 train_ssim=0.8826 val_loss=0.107783 val_ssim=0.8733 val_psnr=32.43 lr=0.0001832881 epoch_seconds=38.758 run_seconds=106337.172 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2662 heartbeat: batch=1/455 avg_train_loss=0.102846 avg_train_ssim=0.8791 run_seconds=106337.447
epoch 2662 heartbeat: batch=128/455 avg_train_loss=0.100081 avg_train_ssim=0.8824 run_seconds=106347.463
epoch 2662 heartbeat: batch=262/455 avg_train_loss=0.099855 avg_train_ssim=0.8826 run_seconds=106357.499
epoch 2662 heartbeat: batch=389/455 avg_train_loss=0.099870 avg_train_ssim=0.8826 run_seconds=106367.515
epoch 2662: train_loss=0.099938 train_ssim=0.8825 val_loss=0.108032 val_ssim=0.8730 val_psnr=32.40 lr=0.00019023213 epoch_seconds=39.062 run_seconds=106376.270 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2663 heartbeat: batch=1/455 avg_train_loss=0.101817 avg_train_ssim=0.8803 run_seconds=106376.554
epoch 2663 heartbeat: batch=128/455 avg_train_loss=0.099791 avg_train_ssim=0.8827 run_seconds=106386.570
epoch 2663 heartbeat: batch=262/455 avg_train_loss=0.099805 avg_train_ssim=0.8827 run_seconds=106396.585
epoch 2663 heartbeat: batch=389/455 avg_train_loss=0.099916 avg_train_ssim=0.8825 run_seconds=106406.631
epoch 2663: train_loss=0.099960 train_ssim=0.8825 val_loss=0.107995 val_ssim=0.8730 val_psnr=32.41 lr=0.00019709128 epoch_seconds=39.131 run_seconds=106415.441 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2664 heartbeat: batch=1/455 avg_train_loss=0.098805 avg_train_ssim=0.8839 run_seconds=106415.737
epoch 2664 heartbeat: batch=128/455 avg_train_loss=0.102138 avg_train_ssim=0.8799 run_seconds=106425.742
epoch 2664 heartbeat: batch=263/455 avg_train_loss=0.101922 avg_train_ssim=0.8802 run_seconds=106435.755
epoch 2664 heartbeat: batch=390/455 avg_train_loss=0.101487 avg_train_ssim=0.8807 run_seconds=106445.774
epoch 2664: train_loss=0.101413 train_ssim=0.8808 val_loss=0.108415 val_ssim=0.8726 val_psnr=32.44 lr=0.00020384903 epoch_seconds=38.961 run_seconds=106454.439 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2665 heartbeat: batch=1/455 avg_train_loss=0.105049 avg_train_ssim=0.8765 run_seconds=106454.761
epoch 2665 heartbeat: batch=128/455 avg_train_loss=0.100055 avg_train_ssim=0.8824 run_seconds=106464.766
epoch 2665 heartbeat: batch=262/455 avg_train_loss=0.100409 avg_train_ssim=0.8820 run_seconds=106474.800
epoch 2665 heartbeat: batch=389/455 avg_train_loss=0.100470 avg_train_ssim=0.8819 run_seconds=106484.824
epoch 2665: train_loss=0.100438 train_ssim=0.8819 val_loss=0.108090 val_ssim=0.8729 val_psnr=32.29 lr=0.0002104891 epoch_seconds=39.094 run_seconds=106493.573 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2666 heartbeat: batch=1/455 avg_train_loss=0.099992 avg_train_ssim=0.8825 run_seconds=106493.846
epoch 2666 heartbeat: batch=128/455 avg_train_loss=0.099788 avg_train_ssim=0.8827 run_seconds=106503.854
epoch 2666 heartbeat: batch=263/455 avg_train_loss=0.100122 avg_train_ssim=0.8823 run_seconds=106513.938
epoch 2666 heartbeat: batch=390/455 avg_train_loss=0.100144 avg_train_ssim=0.8823 run_seconds=106523.993
epoch 2666: train_loss=0.100146 train_ssim=0.8823 val_loss=0.108287 val_ssim=0.8727 val_psnr=32.37 lr=0.00021699549 epoch_seconds=39.056 run_seconds=106532.668 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2667 heartbeat: batch=1/455 avg_train_loss=0.101897 avg_train_ssim=0.8802 run_seconds=106532.962
epoch 2667 heartbeat: batch=128/455 avg_train_loss=0.100436 avg_train_ssim=0.8819 run_seconds=106542.987
epoch 2667 heartbeat: batch=263/455 avg_train_loss=0.100209 avg_train_ssim=0.8822 run_seconds=106553.045
epoch 2667 heartbeat: batch=389/455 avg_train_loss=0.100121 avg_train_ssim=0.8823 run_seconds=106563.092
epoch 2667: train_loss=0.100088 train_ssim=0.8823 val_loss=0.107836 val_ssim=0.8732 val_psnr=32.45 lr=0.00022335253 epoch_seconds=39.164 run_seconds=106571.870 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2668 heartbeat: batch=1/455 avg_train_loss=0.101205 avg_train_ssim=0.8810 run_seconds=106572.144
epoch 2668 heartbeat: batch=128/455 avg_train_loss=0.100125 avg_train_ssim=0.8823 run_seconds=106582.151
epoch 2668 heartbeat: batch=264/455 avg_train_loss=0.099949 avg_train_ssim=0.8825 run_seconds=106592.161
epoch 2668 heartbeat: batch=391/455 avg_train_loss=0.100009 avg_train_ssim=0.8824 run_seconds=106602.176
epoch 2668: train_loss=0.100025 train_ssim=0.8824 val_loss=0.107955 val_ssim=0.8731 val_psnr=32.45 lr=0.0002295449 epoch_seconds=38.886 run_seconds=106610.791 gpu_index=0 gpu_util_pct=82 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2669 heartbeat: batch=1/455 avg_train_loss=0.097056 avg_train_ssim=0.8859 run_seconds=106611.086
epoch 2669 heartbeat: batch=127/455 avg_train_loss=0.100161 avg_train_ssim=0.8823 run_seconds=106621.110
epoch 2669 heartbeat: batch=261/455 avg_train_loss=0.099977 avg_train_ssim=0.8825 run_seconds=106631.156
epoch 2669 heartbeat: batch=388/455 avg_train_loss=0.100050 avg_train_ssim=0.8824 run_seconds=106641.213
epoch 2669: train_loss=0.100072 train_ssim=0.8824 val_loss=0.108007 val_ssim=0.8730 val_psnr=32.45 lr=0.00023555768 epoch_seconds=39.220 run_seconds=106650.048 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2670 heartbeat: batch=1/455 avg_train_loss=0.100327 avg_train_ssim=0.8821 run_seconds=106650.358
epoch 2670 heartbeat: batch=128/455 avg_train_loss=0.100132 avg_train_ssim=0.8823 run_seconds=106660.381
epoch 2670 heartbeat: batch=262/455 avg_train_loss=0.099994 avg_train_ssim=0.8825 run_seconds=106670.426
epoch 2670 heartbeat: batch=389/455 avg_train_loss=0.100156 avg_train_ssim=0.8823 run_seconds=106680.457
epoch 2670: train_loss=0.100159 train_ssim=0.8823 val_loss=0.107948 val_ssim=0.8731 val_psnr=32.47 lr=0.0002413764 epoch_seconds=39.089 run_seconds=106689.174 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2671 heartbeat: batch=1/455 avg_train_loss=0.099669 avg_train_ssim=0.8828 run_seconds=106689.458
epoch 2671 heartbeat: batch=128/455 avg_train_loss=0.100123 avg_train_ssim=0.8823 run_seconds=106699.470
epoch 2671 heartbeat: batch=263/455 avg_train_loss=0.100029 avg_train_ssim=0.8824 run_seconds=106709.544
epoch 2671 heartbeat: batch=390/455 avg_train_loss=0.100101 avg_train_ssim=0.8823 run_seconds=106719.585
epoch 2671: train_loss=0.100080 train_ssim=0.8824 val_loss=0.108008 val_ssim=0.8730 val_psnr=32.28 lr=0.00024698703 epoch_seconds=39.042 run_seconds=106728.252 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2672 heartbeat: batch=1/455 avg_train_loss=0.098779 avg_train_ssim=0.8839 run_seconds=106728.567
epoch 2672 heartbeat: batch=128/455 avg_train_loss=0.099875 avg_train_ssim=0.8826 run_seconds=106738.585
epoch 2672 heartbeat: batch=262/455 avg_train_loss=0.100069 avg_train_ssim=0.8824 run_seconds=106748.595
epoch 2672 heartbeat: batch=389/455 avg_train_loss=0.100083 avg_train_ssim=0.8824 run_seconds=106758.620
epoch 2672: train_loss=0.100103 train_ssim=0.8823 val_loss=0.107780 val_ssim=0.8733 val_psnr=32.38 lr=0.00025237605 epoch_seconds=39.065 run_seconds=106767.355 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2673 heartbeat: batch=1/455 avg_train_loss=0.102066 avg_train_ssim=0.8800 run_seconds=106767.625
epoch 2673 heartbeat: batch=128/455 avg_train_loss=0.100023 avg_train_ssim=0.8824 run_seconds=106777.635
epoch 2673 heartbeat: batch=264/455 avg_train_loss=0.100108 avg_train_ssim=0.8823 run_seconds=106787.640
epoch 2673 heartbeat: batch=391/455 avg_train_loss=0.100055 avg_train_ssim=0.8824 run_seconds=106797.666
epoch 2673: train_loss=0.100032 train_ssim=0.8824 val_loss=0.107876 val_ssim=0.8732 val_psnr=32.49 lr=0.00025753048 epoch_seconds=38.836 run_seconds=106806.230 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2674 heartbeat: batch=1/455 avg_train_loss=0.100075 avg_train_ssim=0.8824 run_seconds=106806.498
epoch 2674 heartbeat: batch=128/455 avg_train_loss=0.100136 avg_train_ssim=0.8823 run_seconds=106816.525
epoch 2674 heartbeat: batch=259/455 avg_train_loss=0.100283 avg_train_ssim=0.8821 run_seconds=106826.543
epoch 2674 heartbeat: batch=389/455 avg_train_loss=0.100200 avg_train_ssim=0.8822 run_seconds=106836.604
epoch 2674: train_loss=0.100201 train_ssim=0.8822 val_loss=0.108071 val_ssim=0.8730 val_psnr=32.32 lr=0.00026243791 epoch_seconds=39.082 run_seconds=106845.348 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2675 heartbeat: batch=1/455 avg_train_loss=0.100069 avg_train_ssim=0.8824 run_seconds=106845.650
epoch 2675 heartbeat: batch=128/455 avg_train_loss=0.100012 avg_train_ssim=0.8824 run_seconds=106855.678
epoch 2675 heartbeat: batch=260/455 avg_train_loss=0.100107 avg_train_ssim=0.8823 run_seconds=106865.726
epoch 2675 heartbeat: batch=390/455 avg_train_loss=0.100204 avg_train_ssim=0.8822 run_seconds=106875.769
epoch 2675: train_loss=0.100250 train_ssim=0.8822 val_loss=0.107885 val_ssim=0.8732 val_psnr=32.43 lr=0.00026708652 epoch_seconds=39.120 run_seconds=106884.504 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2676 heartbeat: batch=1/455 avg_train_loss=0.097070 avg_train_ssim=0.8859 run_seconds=106884.801
epoch 2676 heartbeat: batch=128/455 avg_train_loss=0.100027 avg_train_ssim=0.8824 run_seconds=106894.802
epoch 2676 heartbeat: batch=260/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=106904.822
epoch 2676 heartbeat: batch=388/455 avg_train_loss=0.100153 avg_train_ssim=0.8823 run_seconds=106914.837
epoch 2676: train_loss=0.100136 train_ssim=0.8823 val_loss=0.107966 val_ssim=0.8731 val_psnr=32.35 lr=0.00027146509 epoch_seconds=39.129 run_seconds=106923.669 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2677 heartbeat: batch=1/455 avg_train_loss=0.096907 avg_train_ssim=0.8861 run_seconds=106923.947
epoch 2677 heartbeat: batch=128/455 avg_train_loss=0.100249 avg_train_ssim=0.8822 run_seconds=106933.956
epoch 2677 heartbeat: batch=260/455 avg_train_loss=0.100225 avg_train_ssim=0.8822 run_seconds=106943.974
epoch 2677 heartbeat: batch=390/455 avg_train_loss=0.100269 avg_train_ssim=0.8821 run_seconds=106954.040
epoch 2677: train_loss=0.100303 train_ssim=0.8821 val_loss=0.107856 val_ssim=0.8732 val_psnr=32.44 lr=0.00027556309 epoch_seconds=39.071 run_seconds=106962.777 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2678 heartbeat: batch=1/455 avg_train_loss=0.102946 avg_train_ssim=0.8790 run_seconds=106963.081
epoch 2678 heartbeat: batch=128/455 avg_train_loss=0.100369 avg_train_ssim=0.8820 run_seconds=106973.083
epoch 2678 heartbeat: batch=260/455 avg_train_loss=0.100198 avg_train_ssim=0.8822 run_seconds=106983.115
epoch 2678 heartbeat: batch=389/455 avg_train_loss=0.100115 avg_train_ssim=0.8823 run_seconds=106993.142
epoch 2678: train_loss=0.100158 train_ssim=0.8823 val_loss=0.108086 val_ssim=0.8729 val_psnr=32.42 lr=0.00027937065 epoch_seconds=39.114 run_seconds=107001.928 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2679 heartbeat: batch=1/455 avg_train_loss=0.099661 avg_train_ssim=0.8828 run_seconds=107002.190
epoch 2679 heartbeat: batch=128/455 avg_train_loss=0.100055 avg_train_ssim=0.8824 run_seconds=107012.203
epoch 2679 heartbeat: batch=260/455 avg_train_loss=0.100016 avg_train_ssim=0.8824 run_seconds=107022.207
epoch 2679 heartbeat: batch=389/455 avg_train_loss=0.100154 avg_train_ssim=0.8823 run_seconds=107032.232
epoch 2679: train_loss=0.100233 train_ssim=0.8822 val_loss=0.107871 val_ssim=0.8732 val_psnr=32.11 lr=0.00028287858 epoch_seconds=39.053 run_seconds=107041.017 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2680 heartbeat: batch=1/455 avg_train_loss=0.099172 avg_train_ssim=0.8834 run_seconds=107041.316
epoch 2680 heartbeat: batch=128/455 avg_train_loss=0.100010 avg_train_ssim=0.8824 run_seconds=107051.372
epoch 2680 heartbeat: batch=260/455 avg_train_loss=0.100201 avg_train_ssim=0.8822 run_seconds=107061.373
epoch 2680 heartbeat: batch=389/455 avg_train_loss=0.100378 avg_train_ssim=0.8820 run_seconds=107071.398
epoch 2680: train_loss=0.100368 train_ssim=0.8820 val_loss=0.107883 val_ssim=0.8732 val_psnr=32.41 lr=0.00028607845 epoch_seconds=39.118 run_seconds=107080.171 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2681 heartbeat: batch=1/455 avg_train_loss=0.101981 avg_train_ssim=0.8801 run_seconds=107080.449
epoch 2681 heartbeat: batch=128/455 avg_train_loss=0.100330 avg_train_ssim=0.8821 run_seconds=107090.522
epoch 2681 heartbeat: batch=260/455 avg_train_loss=0.100388 avg_train_ssim=0.8820 run_seconds=107100.541
epoch 2681 heartbeat: batch=389/455 avg_train_loss=0.100317 avg_train_ssim=0.8821 run_seconds=107110.579
epoch 2681: train_loss=0.100310 train_ssim=0.8821 val_loss=0.108035 val_ssim=0.8730 val_psnr=32.47 lr=0.00028896253 epoch_seconds=39.121 run_seconds=107119.329 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2682 heartbeat: batch=1/455 avg_train_loss=0.100239 avg_train_ssim=0.8822 run_seconds=107119.637
epoch 2682 heartbeat: batch=128/455 avg_train_loss=0.100061 avg_train_ssim=0.8824 run_seconds=107129.652
epoch 2682 heartbeat: batch=260/455 avg_train_loss=0.100069 avg_train_ssim=0.8824 run_seconds=107139.667
epoch 2682 heartbeat: batch=389/455 avg_train_loss=0.100094 avg_train_ssim=0.8823 run_seconds=107149.691
epoch 2682: train_loss=0.100158 train_ssim=0.8823 val_loss=0.108567 val_ssim=0.8724 val_psnr=32.02 lr=0.00029152389 epoch_seconds=39.084 run_seconds=107158.450 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2683 heartbeat: batch=1/455 avg_train_loss=0.101433 avg_train_ssim=0.8808 run_seconds=107158.748
epoch 2683 heartbeat: batch=128/455 avg_train_loss=0.100246 avg_train_ssim=0.8822 run_seconds=107168.759
epoch 2683 heartbeat: batch=261/455 avg_train_loss=0.100148 avg_train_ssim=0.8823 run_seconds=107178.790
epoch 2683 heartbeat: batch=389/455 avg_train_loss=0.100179 avg_train_ssim=0.8822 run_seconds=107188.810
epoch 2683: train_loss=0.100355 train_ssim=0.8820 val_loss=0.108502 val_ssim=0.8725 val_psnr=32.41 lr=0.00029375635 epoch_seconds=39.103 run_seconds=107197.589 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2684 heartbeat: batch=1/455 avg_train_loss=0.100713 avg_train_ssim=0.8816 run_seconds=107197.878
epoch 2684 heartbeat: batch=128/455 avg_train_loss=0.099892 avg_train_ssim=0.8826 run_seconds=107207.925
epoch 2684 heartbeat: batch=262/455 avg_train_loss=0.099965 avg_train_ssim=0.8825 run_seconds=107217.962
epoch 2684 heartbeat: batch=390/455 avg_train_loss=0.100088 avg_train_ssim=0.8823 run_seconds=107227.989
epoch 2684: train_loss=0.100150 train_ssim=0.8823 val_loss=0.108073 val_ssim=0.8730 val_psnr=32.41 lr=0.00029565453 epoch_seconds=39.033 run_seconds=107236.658 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2685 heartbeat: batch=1/455 avg_train_loss=0.099342 avg_train_ssim=0.8832 run_seconds=107236.935
epoch 2685 heartbeat: batch=128/455 avg_train_loss=0.100249 avg_train_ssim=0.8822 run_seconds=107246.949
epoch 2685 heartbeat: batch=260/455 avg_train_loss=0.100436 avg_train_ssim=0.8819 run_seconds=107256.982
epoch 2685 heartbeat: batch=390/455 avg_train_loss=0.100395 avg_train_ssim=0.8820 run_seconds=107267.056
epoch 2685: train_loss=0.100402 train_ssim=0.8820 val_loss=0.108415 val_ssim=0.8726 val_psnr=32.42 lr=0.00029721387 epoch_seconds=39.024 run_seconds=107275.720 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2686 heartbeat: batch=1/455 avg_train_loss=0.101938 avg_train_ssim=0.8802 run_seconds=107275.993
epoch 2686 heartbeat: batch=128/455 avg_train_loss=0.100621 avg_train_ssim=0.8817 run_seconds=107286.010
epoch 2686 heartbeat: batch=260/455 avg_train_loss=0.100455 avg_train_ssim=0.8819 run_seconds=107296.060
epoch 2686 heartbeat: batch=390/455 avg_train_loss=0.100229 avg_train_ssim=0.8822 run_seconds=107306.103
epoch 2686: train_loss=0.100237 train_ssim=0.8822 val_loss=0.108519 val_ssim=0.8724 val_psnr=32.37 lr=0.00029843059 epoch_seconds=39.012 run_seconds=107314.768 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2687 heartbeat: batch=1/455 avg_train_loss=0.099948 avg_train_ssim=0.8825 run_seconds=107315.033
epoch 2687 heartbeat: batch=128/455 avg_train_loss=0.099899 avg_train_ssim=0.8826 run_seconds=107325.045
epoch 2687 heartbeat: batch=260/455 avg_train_loss=0.100170 avg_train_ssim=0.8822 run_seconds=107335.115
epoch 2687 heartbeat: batch=390/455 avg_train_loss=0.100180 avg_train_ssim=0.8822 run_seconds=107345.188
epoch 2687: train_loss=0.100242 train_ssim=0.8822 val_loss=0.108172 val_ssim=0.8728 val_psnr=32.41 lr=0.00029930179 epoch_seconds=39.044 run_seconds=107353.847 gpu_index=0 gpu_util_pct=86 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2688 heartbeat: batch=1/455 avg_train_loss=0.100186 avg_train_ssim=0.8822 run_seconds=107354.153
epoch 2688 heartbeat: batch=127/455 avg_train_loss=0.100406 avg_train_ssim=0.8820 run_seconds=107364.160
epoch 2688 heartbeat: batch=259/455 avg_train_loss=0.100350 avg_train_ssim=0.8820 run_seconds=107374.233
epoch 2688 heartbeat: batch=389/455 avg_train_loss=0.100234 avg_train_ssim=0.8822 run_seconds=107384.284
epoch 2688: train_loss=0.100248 train_ssim=0.8822 val_loss=0.108395 val_ssim=0.8726 val_psnr=32.38 lr=0.00029982534 epoch_seconds=39.184 run_seconds=107393.070 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2689 heartbeat: batch=1/455 avg_train_loss=0.100181 avg_train_ssim=0.8822 run_seconds=107393.338
epoch 2689 heartbeat: batch=128/455 avg_train_loss=0.099940 avg_train_ssim=0.8825 run_seconds=107403.345
epoch 2689 heartbeat: batch=260/455 avg_train_loss=0.102964 avg_train_ssim=0.8790 run_seconds=107413.386
epoch 2689 heartbeat: batch=390/455 avg_train_loss=0.102780 avg_train_ssim=0.8792 run_seconds=107423.430
epoch 2689: train_loss=0.102600 train_ssim=0.8794 val_loss=0.108739 val_ssim=0.8722 val_psnr=32.49 lr=0.0003 epoch_seconds=39.005 run_seconds=107432.112 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2690 heartbeat: batch=1/455 avg_train_loss=0.100723 avg_train_ssim=0.8816 run_seconds=107432.429
epoch 2690 heartbeat: batch=128/455 avg_train_loss=0.101916 avg_train_ssim=0.8802 run_seconds=107442.466
epoch 2690 heartbeat: batch=259/455 avg_train_loss=0.101517 avg_train_ssim=0.8807 run_seconds=107452.480
epoch 2690 heartbeat: batch=389/455 avg_train_loss=0.101256 avg_train_ssim=0.8810 run_seconds=107462.549
epoch 2690: train_loss=0.101232 train_ssim=0.8810 val_loss=0.108319 val_ssim=0.8727 val_psnr=32.32 lr=0.00029982534 epoch_seconds=39.163 run_seconds=107471.313 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2691 heartbeat: batch=1/455 avg_train_loss=0.101019 avg_train_ssim=0.8813 run_seconds=107471.580
epoch 2691 heartbeat: batch=128/455 avg_train_loss=0.100743 avg_train_ssim=0.8816 run_seconds=107481.594
epoch 2691 heartbeat: batch=260/455 avg_train_loss=0.100989 avg_train_ssim=0.8813 run_seconds=107491.653
epoch 2691 heartbeat: batch=390/455 avg_train_loss=0.100854 avg_train_ssim=0.8814 run_seconds=107501.726
epoch 2691: train_loss=0.100819 train_ssim=0.8815 val_loss=0.108231 val_ssim=0.8728 val_psnr=32.47 lr=0.00029930179 epoch_seconds=39.056 run_seconds=107510.406 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2692 heartbeat: batch=1/455 avg_train_loss=0.100088 avg_train_ssim=0.8823 run_seconds=107510.686
epoch 2692 heartbeat: batch=128/455 avg_train_loss=0.100608 avg_train_ssim=0.8817 run_seconds=107520.714
epoch 2692 heartbeat: batch=259/455 avg_train_loss=0.100714 avg_train_ssim=0.8816 run_seconds=107530.723
epoch 2692 heartbeat: batch=386/455 avg_train_loss=0.100651 avg_train_ssim=0.8817 run_seconds=107540.727
epoch 2692: train_loss=0.100630 train_ssim=0.8817 val_loss=0.107932 val_ssim=0.8731 val_psnr=32.46 lr=0.00029843059 epoch_seconds=39.267 run_seconds=107549.711 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2693 heartbeat: batch=1/455 avg_train_loss=0.101790 avg_train_ssim=0.8804 run_seconds=107549.976
epoch 2693 heartbeat: batch=128/455 avg_train_loss=0.100379 avg_train_ssim=0.8820 run_seconds=107560.002
epoch 2693 heartbeat: batch=260/455 avg_train_loss=0.100394 avg_train_ssim=0.8820 run_seconds=107570.056
epoch 2693 heartbeat: batch=388/455 avg_train_loss=0.100469 avg_train_ssim=0.8819 run_seconds=107580.071
epoch 2693: train_loss=0.100475 train_ssim=0.8819 val_loss=0.108645 val_ssim=0.8723 val_psnr=32.35 lr=0.00029721387 epoch_seconds=39.155 run_seconds=107588.901 gpu_index=0 gpu_util_pct=90 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2694 heartbeat: batch=1/455 avg_train_loss=0.103801 avg_train_ssim=0.8780 run_seconds=107589.192
epoch 2694 heartbeat: batch=128/455 avg_train_loss=0.100624 avg_train_ssim=0.8817 run_seconds=107599.243
epoch 2694 heartbeat: batch=259/455 avg_train_loss=0.100771 avg_train_ssim=0.8815 run_seconds=107609.295
epoch 2694 heartbeat: batch=389/455 avg_train_loss=0.100596 avg_train_ssim=0.8817 run_seconds=107619.363
epoch 2694: train_loss=0.100538 train_ssim=0.8818 val_loss=0.107803 val_ssim=0.8733 val_psnr=32.38 lr=0.00029565453 epoch_seconds=39.228 run_seconds=107628.171 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2695 heartbeat: batch=1/455 avg_train_loss=0.101329 avg_train_ssim=0.8809 run_seconds=107628.479
epoch 2695 heartbeat: batch=128/455 avg_train_loss=0.100632 avg_train_ssim=0.8817 run_seconds=107638.491
epoch 2695 heartbeat: batch=259/455 avg_train_loss=0.100448 avg_train_ssim=0.8819 run_seconds=107648.509
epoch 2695 heartbeat: batch=389/455 avg_train_loss=0.100374 avg_train_ssim=0.8820 run_seconds=107658.544
epoch 2695: train_loss=0.100354 train_ssim=0.8820 val_loss=0.108390 val_ssim=0.8726 val_psnr=32.42 lr=0.00029375635 epoch_seconds=39.110 run_seconds=107667.319 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2696 heartbeat: batch=1/455 avg_train_loss=0.098994 avg_train_ssim=0.8836 run_seconds=107667.598
epoch 2696 heartbeat: batch=128/455 avg_train_loss=0.100283 avg_train_ssim=0.8821 run_seconds=107677.640
epoch 2696 heartbeat: batch=260/455 avg_train_loss=0.100234 avg_train_ssim=0.8822 run_seconds=107687.705
epoch 2696 heartbeat: batch=390/455 avg_train_loss=0.100180 avg_train_ssim=0.8822 run_seconds=107697.773
epoch 2696: train_loss=0.100236 train_ssim=0.8822 val_loss=0.107887 val_ssim=0.8732 val_psnr=32.48 lr=0.00029152389 epoch_seconds=39.128 run_seconds=107706.486 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2697 heartbeat: batch=1/455 avg_train_loss=0.101420 avg_train_ssim=0.8808 run_seconds=107706.757
epoch 2697 heartbeat: batch=128/455 avg_train_loss=0.100150 avg_train_ssim=0.8823 run_seconds=107716.767
epoch 2697 heartbeat: batch=260/455 avg_train_loss=0.100130 avg_train_ssim=0.8823 run_seconds=107726.837
epoch 2697 heartbeat: batch=390/455 avg_train_loss=0.100208 avg_train_ssim=0.8822 run_seconds=107736.863
epoch 2697: train_loss=0.100256 train_ssim=0.8821 val_loss=0.107815 val_ssim=0.8733 val_psnr=32.47 lr=0.00028896253 epoch_seconds=39.007 run_seconds=107745.530 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2698 heartbeat: batch=1/455 avg_train_loss=0.101300 avg_train_ssim=0.8809 run_seconds=107745.813
epoch 2698 heartbeat: batch=128/455 avg_train_loss=0.100196 avg_train_ssim=0.8822 run_seconds=107755.828
epoch 2698 heartbeat: batch=259/455 avg_train_loss=0.100245 avg_train_ssim=0.8822 run_seconds=107765.831
epoch 2698 heartbeat: batch=390/455 avg_train_loss=0.100247 avg_train_ssim=0.8822 run_seconds=107775.900
epoch 2698: train_loss=0.100227 train_ssim=0.8822 val_loss=0.107801 val_ssim=0.8733 val_psnr=32.43 lr=0.00028607845 epoch_seconds=38.999 run_seconds=107784.565 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2699 heartbeat: batch=1/455 avg_train_loss=0.098486 avg_train_ssim=0.8842 run_seconds=107784.846
epoch 2699 heartbeat: batch=128/455 avg_train_loss=0.100227 avg_train_ssim=0.8822 run_seconds=107794.863
epoch 2699 heartbeat: batch=259/455 avg_train_loss=0.100131 avg_train_ssim=0.8823 run_seconds=107804.881
epoch 2699 heartbeat: batch=389/455 avg_train_loss=0.100167 avg_train_ssim=0.8823 run_seconds=107814.910
epoch 2699: train_loss=0.100195 train_ssim=0.8822 val_loss=0.107869 val_ssim=0.8732 val_psnr=32.22 lr=0.00028287858 epoch_seconds=39.052 run_seconds=107823.655 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2700 heartbeat: batch=1/455 avg_train_loss=0.102295 avg_train_ssim=0.8798 run_seconds=107823.942
epoch 2700 heartbeat: batch=128/455 avg_train_loss=0.100172 avg_train_ssim=0.8822 run_seconds=107833.965
epoch 2700 heartbeat: batch=260/455 avg_train_loss=0.100179 avg_train_ssim=0.8822 run_seconds=107844.036
epoch 2700 heartbeat: batch=391/455 avg_train_loss=0.100175 avg_train_ssim=0.8822 run_seconds=107854.093
epoch 2700: train_loss=0.100158 train_ssim=0.8823 val_loss=0.107875 val_ssim=0.8732 val_psnr=32.48 lr=0.00027937065 epoch_seconds=38.980 run_seconds=107862.676 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2701 heartbeat: batch=1/455 avg_train_loss=0.100017 avg_train_ssim=0.8824 run_seconds=107862.985
epoch 2701 heartbeat: batch=128/455 avg_train_loss=0.100275 avg_train_ssim=0.8821 run_seconds=107873.010
epoch 2701 heartbeat: batch=259/455 avg_train_loss=0.100237 avg_train_ssim=0.8822 run_seconds=107883.064
epoch 2701 heartbeat: batch=389/455 avg_train_loss=0.100165 avg_train_ssim=0.8823 run_seconds=107893.074
epoch 2701: train_loss=0.100145 train_ssim=0.8823 val_loss=0.108117 val_ssim=0.8729 val_psnr=32.41 lr=0.00027556309 epoch_seconds=39.093 run_seconds=107901.806 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2702 heartbeat: batch=1/455 avg_train_loss=0.099940 avg_train_ssim=0.8825 run_seconds=107902.105
epoch 2702 heartbeat: batch=128/455 avg_train_loss=0.100058 avg_train_ssim=0.8824 run_seconds=107912.130
epoch 2702 heartbeat: batch=258/455 avg_train_loss=0.100134 avg_train_ssim=0.8823 run_seconds=107922.132
epoch 2702 heartbeat: batch=388/455 avg_train_loss=0.100216 avg_train_ssim=0.8822 run_seconds=107932.172
epoch 2702: train_loss=0.100159 train_ssim=0.8823 val_loss=0.107651 val_ssim=0.8735 val_psnr=32.47 lr=0.00027146509 epoch_seconds=39.164 run_seconds=107941.005 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2703 heartbeat: batch=1/455 avg_train_loss=0.097741 avg_train_ssim=0.8851 run_seconds=107941.335
epoch 2703 heartbeat: batch=128/455 avg_train_loss=0.100214 avg_train_ssim=0.8822 run_seconds=107951.342
epoch 2703 heartbeat: batch=259/455 avg_train_loss=0.100075 avg_train_ssim=0.8824 run_seconds=107961.379
epoch 2703 heartbeat: batch=389/455 avg_train_loss=0.100039 avg_train_ssim=0.8824 run_seconds=107971.401
epoch 2703: train_loss=0.100068 train_ssim=0.8824 val_loss=0.107789 val_ssim=0.8733 val_psnr=32.42 lr=0.00026708652 epoch_seconds=39.176 run_seconds=107980.217 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2704 heartbeat: batch=1/455 avg_train_loss=0.100974 avg_train_ssim=0.8813 run_seconds=107980.498
epoch 2704 heartbeat: batch=128/455 avg_train_loss=0.099967 avg_train_ssim=0.8825 run_seconds=107990.576
epoch 2704 heartbeat: batch=258/455 avg_train_loss=0.100016 avg_train_ssim=0.8824 run_seconds=108000.604
epoch 2704 heartbeat: batch=388/455 avg_train_loss=0.100012 avg_train_ssim=0.8824 run_seconds=108010.647
epoch 2704: train_loss=0.100041 train_ssim=0.8824 val_loss=0.107747 val_ssim=0.8733 val_psnr=32.42 lr=0.00026243791 epoch_seconds=39.189 run_seconds=108019.445 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2705 heartbeat: batch=1/455 avg_train_loss=0.099256 avg_train_ssim=0.8833 run_seconds=108019.720
epoch 2705 heartbeat: batch=128/455 avg_train_loss=0.100049 avg_train_ssim=0.8824 run_seconds=108029.770
epoch 2705 heartbeat: batch=259/455 avg_train_loss=0.100102 avg_train_ssim=0.8823 run_seconds=108039.804
epoch 2705 heartbeat: batch=389/455 avg_train_loss=0.100151 avg_train_ssim=0.8823 run_seconds=108049.821
epoch 2705: train_loss=0.100150 train_ssim=0.8823 val_loss=0.107732 val_ssim=0.8734 val_psnr=32.46 lr=0.00025753048 epoch_seconds=39.080 run_seconds=108058.562 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2706 heartbeat: batch=1/455 avg_train_loss=0.102475 avg_train_ssim=0.8795 run_seconds=108058.842
epoch 2706 heartbeat: batch=129/455 avg_train_loss=0.099968 avg_train_ssim=0.8825 run_seconds=108068.919
epoch 2706 heartbeat: batch=260/455 avg_train_loss=0.100079 avg_train_ssim=0.8824 run_seconds=108078.952
epoch 2706 heartbeat: batch=389/455 avg_train_loss=0.100085 avg_train_ssim=0.8823 run_seconds=108088.976
epoch 2706: train_loss=0.100030 train_ssim=0.8824 val_loss=0.107633 val_ssim=0.8735 val_psnr=32.51 lr=0.00025237605 epoch_seconds=39.204 run_seconds=108097.803 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2707 heartbeat: batch=1/455 avg_train_loss=0.100807 avg_train_ssim=0.8815 run_seconds=108098.124
epoch 2707 heartbeat: batch=128/455 avg_train_loss=0.099876 avg_train_ssim=0.8826 run_seconds=108108.164
epoch 2707 heartbeat: batch=259/455 avg_train_loss=0.099912 avg_train_ssim=0.8826 run_seconds=108118.175
epoch 2707 heartbeat: batch=389/455 avg_train_loss=0.099992 avg_train_ssim=0.8825 run_seconds=108128.187
epoch 2707: train_loss=0.100017 train_ssim=0.8824 val_loss=0.107587 val_ssim=0.8735 val_psnr=32.45 lr=0.00024698703 epoch_seconds=39.104 run_seconds=108136.943 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2708 heartbeat: batch=1/455 avg_train_loss=0.100042 avg_train_ssim=0.8824 run_seconds=108137.257
epoch 2708 heartbeat: batch=128/455 avg_train_loss=0.104212 avg_train_ssim=0.8775 run_seconds=108147.267
epoch 2708 heartbeat: batch=259/455 avg_train_loss=0.102982 avg_train_ssim=0.8790 run_seconds=108157.289
epoch 2708 heartbeat: batch=390/455 avg_train_loss=0.102198 avg_train_ssim=0.8799 run_seconds=108167.358
epoch 2708: train_loss=0.101918 train_ssim=0.8802 val_loss=0.108176 val_ssim=0.8728 val_psnr=32.43 lr=0.0002413764 epoch_seconds=39.077 run_seconds=108176.058 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2709 heartbeat: batch=1/455 avg_train_loss=0.099946 avg_train_ssim=0.8825 run_seconds=108176.334
epoch 2709 heartbeat: batch=128/455 avg_train_loss=0.100053 avg_train_ssim=0.8824 run_seconds=108186.348
epoch 2709 heartbeat: batch=260/455 avg_train_loss=0.100248 avg_train_ssim=0.8822 run_seconds=108196.421
epoch 2709 heartbeat: batch=389/455 avg_train_loss=0.100257 avg_train_ssim=0.8821 run_seconds=108206.452
epoch 2709: train_loss=0.100203 train_ssim=0.8822 val_loss=0.107778 val_ssim=0.8733 val_psnr=32.43 lr=0.00023555768 epoch_seconds=39.135 run_seconds=108215.229 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2710 heartbeat: batch=1/455 avg_train_loss=0.099486 avg_train_ssim=0.8831 run_seconds=108215.519
epoch 2710 heartbeat: batch=128/455 avg_train_loss=0.100068 avg_train_ssim=0.8824 run_seconds=108225.547
epoch 2710 heartbeat: batch=260/455 avg_train_loss=0.100002 avg_train_ssim=0.8824 run_seconds=108235.587
epoch 2710 heartbeat: batch=389/455 avg_train_loss=0.100039 avg_train_ssim=0.8824 run_seconds=108245.615
epoch 2710: train_loss=0.100043 train_ssim=0.8824 val_loss=0.107867 val_ssim=0.8732 val_psnr=32.38 lr=0.0002295449 epoch_seconds=39.125 run_seconds=108254.394 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2711 heartbeat: batch=1/455 avg_train_loss=0.097958 avg_train_ssim=0.8848 run_seconds=108254.663
epoch 2711 heartbeat: batch=128/455 avg_train_loss=0.099757 avg_train_ssim=0.8827 run_seconds=108264.678
epoch 2711 heartbeat: batch=259/455 avg_train_loss=0.099986 avg_train_ssim=0.8825 run_seconds=108274.690
epoch 2711 heartbeat: batch=389/455 avg_train_loss=0.099973 avg_train_ssim=0.8825 run_seconds=108284.719
epoch 2711: train_loss=0.099919 train_ssim=0.8825 val_loss=0.107917 val_ssim=0.8731 val_psnr=32.45 lr=0.00022335253 epoch_seconds=39.014 run_seconds=108293.446 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2712 heartbeat: batch=1/455 avg_train_loss=0.104087 avg_train_ssim=0.8776 run_seconds=108293.721
epoch 2712 heartbeat: batch=128/455 avg_train_loss=0.100324 avg_train_ssim=0.8821 run_seconds=108303.749
epoch 2712 heartbeat: batch=259/455 avg_train_loss=0.100109 avg_train_ssim=0.8823 run_seconds=108313.793
epoch 2712 heartbeat: batch=389/455 avg_train_loss=0.100002 avg_train_ssim=0.8824 run_seconds=108323.797
epoch 2712: train_loss=0.099961 train_ssim=0.8825 val_loss=0.107722 val_ssim=0.8734 val_psnr=32.47 lr=0.00021699549 epoch_seconds=39.033 run_seconds=108332.516 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2713 heartbeat: batch=1/455 avg_train_loss=0.096080 avg_train_ssim=0.8871 run_seconds=108332.830
epoch 2713 heartbeat: batch=128/455 avg_train_loss=0.099722 avg_train_ssim=0.8828 run_seconds=108342.887
epoch 2713 heartbeat: batch=259/455 avg_train_loss=0.099951 avg_train_ssim=0.8825 run_seconds=108352.888
epoch 2713 heartbeat: batch=389/455 avg_train_loss=0.099937 avg_train_ssim=0.8825 run_seconds=108362.938
epoch 2713: train_loss=0.099880 train_ssim=0.8826 val_loss=0.107616 val_ssim=0.8735 val_psnr=32.37 lr=0.0002104891 epoch_seconds=39.134 run_seconds=108371.688 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2714 heartbeat: batch=1/455 avg_train_loss=0.098670 avg_train_ssim=0.8840 run_seconds=108371.995
epoch 2714 heartbeat: batch=128/455 avg_train_loss=0.099763 avg_train_ssim=0.8827 run_seconds=108382.004
epoch 2714 heartbeat: batch=259/455 avg_train_loss=0.099852 avg_train_ssim=0.8826 run_seconds=108392.008
epoch 2714 heartbeat: batch=389/455 avg_train_loss=0.099896 avg_train_ssim=0.8826 run_seconds=108402.027
epoch 2714: train_loss=0.099856 train_ssim=0.8826 val_loss=0.107728 val_ssim=0.8734 val_psnr=32.50 lr=0.00020384903 epoch_seconds=39.050 run_seconds=108410.777 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2715 heartbeat: batch=1/455 avg_train_loss=0.101692 avg_train_ssim=0.8805 run_seconds=108411.089
epoch 2715 heartbeat: batch=127/455 avg_train_loss=0.099648 avg_train_ssim=0.8829 run_seconds=108421.103
epoch 2715 heartbeat: batch=259/455 avg_train_loss=0.099783 avg_train_ssim=0.8827 run_seconds=108431.156
epoch 2715 heartbeat: batch=389/455 avg_train_loss=0.099786 avg_train_ssim=0.8827 run_seconds=108441.204
epoch 2715: train_loss=0.099773 train_ssim=0.8827 val_loss=0.107685 val_ssim=0.8734 val_psnr=32.35 lr=0.00019709128 epoch_seconds=39.145 run_seconds=108449.959 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2716 heartbeat: batch=1/455 avg_train_loss=0.100397 avg_train_ssim=0.8820 run_seconds=108450.249
epoch 2716 heartbeat: batch=128/455 avg_train_loss=0.099573 avg_train_ssim=0.8829 run_seconds=108460.277
epoch 2716 heartbeat: batch=259/455 avg_train_loss=0.099582 avg_train_ssim=0.8829 run_seconds=108470.313
epoch 2716 heartbeat: batch=389/455 avg_train_loss=0.099672 avg_train_ssim=0.8828 run_seconds=108480.348
epoch 2716: train_loss=0.099723 train_ssim=0.8828 val_loss=0.107420 val_ssim=0.8737 val_psnr=32.31 lr=0.00019023213 epoch_seconds=39.127 run_seconds=108489.123 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2717 heartbeat: batch=1/455 avg_train_loss=0.099422 avg_train_ssim=0.8831 run_seconds=108489.407
epoch 2717 heartbeat: batch=128/455 avg_train_loss=0.099658 avg_train_ssim=0.8829 run_seconds=108499.471
epoch 2717 heartbeat: batch=258/455 avg_train_loss=0.099660 avg_train_ssim=0.8828 run_seconds=108509.492
epoch 2717 heartbeat: batch=388/455 avg_train_loss=0.099701 avg_train_ssim=0.8828 run_seconds=108519.531
epoch 2717: train_loss=0.099665 train_ssim=0.8828 val_loss=0.107471 val_ssim=0.8737 val_psnr=32.30 lr=0.0001832881 epoch_seconds=39.196 run_seconds=108528.358 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2718 heartbeat: batch=1/455 avg_train_loss=0.098483 avg_train_ssim=0.8842 run_seconds=108528.634
epoch 2718 heartbeat: batch=127/455 avg_train_loss=0.099522 avg_train_ssim=0.8830 run_seconds=108538.636
epoch 2718 heartbeat: batch=258/455 avg_train_loss=0.099570 avg_train_ssim=0.8830 run_seconds=108548.700
epoch 2718 heartbeat: batch=388/455 avg_train_loss=0.099591 avg_train_ssim=0.8829 run_seconds=108558.737
epoch 2718: train_loss=0.099635 train_ssim=0.8829 val_loss=0.107634 val_ssim=0.8735 val_psnr=32.51 lr=0.00017627592 epoch_seconds=39.155 run_seconds=108567.550 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2719 heartbeat: batch=1/455 avg_train_loss=0.095686 avg_train_ssim=0.8875 run_seconds=108567.823
epoch 2719 heartbeat: batch=128/455 avg_train_loss=0.099578 avg_train_ssim=0.8829 run_seconds=108577.830
epoch 2719 heartbeat: batch=259/455 avg_train_loss=0.099503 avg_train_ssim=0.8830 run_seconds=108587.838
epoch 2719 heartbeat: batch=389/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=108597.857
epoch 2719: train_loss=0.099527 train_ssim=0.8830 val_loss=0.107340 val_ssim=0.8738 val_psnr=32.45 lr=0.00016921249 epoch_seconds=39.077 run_seconds=108606.665 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2720 heartbeat: batch=1/455 avg_train_loss=0.097722 avg_train_ssim=0.8851 run_seconds=108606.981
epoch 2720 heartbeat: batch=128/455 avg_train_loss=0.099513 avg_train_ssim=0.8830 run_seconds=108616.998
epoch 2720 heartbeat: batch=260/455 avg_train_loss=0.099675 avg_train_ssim=0.8828 run_seconds=108627.065
epoch 2720 heartbeat: batch=389/455 avg_train_loss=0.099584 avg_train_ssim=0.8829 run_seconds=108637.119
epoch 2720: train_loss=0.099520 train_ssim=0.8830 val_loss=0.107562 val_ssim=0.8736 val_psnr=32.50 lr=0.00016211481 epoch_seconds=39.203 run_seconds=108645.906 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2721 heartbeat: batch=1/455 avg_train_loss=0.097440 avg_train_ssim=0.8855 run_seconds=108646.194
epoch 2721 heartbeat: batch=128/455 avg_train_loss=0.099600 avg_train_ssim=0.8829 run_seconds=108656.216
epoch 2721 heartbeat: batch=260/455 avg_train_loss=0.099593 avg_train_ssim=0.8829 run_seconds=108666.289
epoch 2721 heartbeat: batch=389/455 avg_train_loss=0.099584 avg_train_ssim=0.8829 run_seconds=108676.368
epoch 2721: train_loss=0.099548 train_ssim=0.8830 val_loss=0.107227 val_ssim=0.8740 val_psnr=32.36 lr=0.000155 epoch_seconds=39.187 run_seconds=108685.133 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2722 heartbeat: batch=1/455 avg_train_loss=0.101666 avg_train_ssim=0.8805 run_seconds=108685.398
epoch 2722 heartbeat: batch=128/455 avg_train_loss=0.099455 avg_train_ssim=0.8831 run_seconds=108695.423
epoch 2722 heartbeat: batch=259/455 avg_train_loss=0.099456 avg_train_ssim=0.8831 run_seconds=108705.447
epoch 2722 heartbeat: batch=389/455 avg_train_loss=0.099497 avg_train_ssim=0.8830 run_seconds=108715.470
epoch 2722: train_loss=0.099468 train_ssim=0.8831 val_loss=0.107212 val_ssim=0.8740 val_psnr=32.57 lr=0.00014788519 epoch_seconds=39.056 run_seconds=108724.225 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2723 heartbeat: batch=1/455 avg_train_loss=0.096214 avg_train_ssim=0.8869 run_seconds=108724.534
epoch 2723 heartbeat: batch=128/455 avg_train_loss=0.099411 avg_train_ssim=0.8831 run_seconds=108734.559
epoch 2723 heartbeat: batch=259/455 avg_train_loss=0.099464 avg_train_ssim=0.8831 run_seconds=108744.604
epoch 2723 heartbeat: batch=389/455 avg_train_loss=0.099415 avg_train_ssim=0.8831 run_seconds=108754.676
epoch 2723: train_loss=0.099422 train_ssim=0.8831 val_loss=0.107458 val_ssim=0.8737 val_psnr=32.49 lr=0.00014078751 epoch_seconds=39.161 run_seconds=108763.425 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2724 heartbeat: batch=1/455 avg_train_loss=0.097775 avg_train_ssim=0.8851 run_seconds=108763.695
epoch 2724 heartbeat: batch=128/455 avg_train_loss=0.099491 avg_train_ssim=0.8830 run_seconds=108773.702
epoch 2724 heartbeat: batch=260/455 avg_train_loss=0.099430 avg_train_ssim=0.8831 run_seconds=108783.767
epoch 2724 heartbeat: batch=390/455 avg_train_loss=0.099362 avg_train_ssim=0.8832 run_seconds=108793.810
epoch 2724: train_loss=0.099482 train_ssim=0.8831 val_loss=0.108220 val_ssim=0.8728 val_psnr=32.42 lr=0.00013372408 epoch_seconds=38.996 run_seconds=108802.459 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2725 heartbeat: batch=1/455 avg_train_loss=0.099634 avg_train_ssim=0.8829 run_seconds=108802.730
epoch 2725 heartbeat: batch=128/455 avg_train_loss=0.099722 avg_train_ssim=0.8828 run_seconds=108812.792
epoch 2725 heartbeat: batch=260/455 avg_train_loss=0.099508 avg_train_ssim=0.8830 run_seconds=108822.857
epoch 2725 heartbeat: batch=390/455 avg_train_loss=0.099463 avg_train_ssim=0.8831 run_seconds=108832.872
epoch 2725: train_loss=0.099488 train_ssim=0.8830 val_loss=0.107196 val_ssim=0.8740 val_psnr=32.38 lr=0.0001267119 epoch_seconds=39.085 run_seconds=108841.580 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2726 heartbeat: batch=1/455 avg_train_loss=0.101602 avg_train_ssim=0.8806 run_seconds=108841.846
epoch 2726 heartbeat: batch=128/455 avg_train_loss=0.099454 avg_train_ssim=0.8831 run_seconds=108851.862
epoch 2726 heartbeat: batch=260/455 avg_train_loss=0.099270 avg_train_ssim=0.8833 run_seconds=108861.924
epoch 2726 heartbeat: batch=390/455 avg_train_loss=0.099295 avg_train_ssim=0.8833 run_seconds=108871.995
epoch 2726: train_loss=0.099269 train_ssim=0.8833 val_loss=0.107162 val_ssim=0.8740 val_psnr=32.47 lr=0.00011976787 epoch_seconds=39.088 run_seconds=108880.705 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2727 heartbeat: batch=1/455 avg_train_loss=0.100075 avg_train_ssim=0.8824 run_seconds=108881.008
epoch 2727 heartbeat: batch=128/455 avg_train_loss=0.099022 avg_train_ssim=0.8836 run_seconds=108891.018
epoch 2727 heartbeat: batch=259/455 avg_train_loss=0.099292 avg_train_ssim=0.8833 run_seconds=108901.019
epoch 2727 heartbeat: batch=389/455 avg_train_loss=0.099258 avg_train_ssim=0.8833 run_seconds=108911.071
epoch 2727: train_loss=0.099254 train_ssim=0.8833 val_loss=0.107120 val_ssim=0.8741 val_psnr=32.46 lr=0.00011290872 epoch_seconds=39.075 run_seconds=108919.819 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2728 heartbeat: batch=1/455 avg_train_loss=0.099177 avg_train_ssim=0.8834 run_seconds=108920.128
epoch 2728 heartbeat: batch=128/455 avg_train_loss=0.099423 avg_train_ssim=0.8831 run_seconds=108930.164
epoch 2728 heartbeat: batch=260/455 avg_train_loss=0.099443 avg_train_ssim=0.8831 run_seconds=108940.211
epoch 2728 heartbeat: batch=390/455 avg_train_loss=0.099353 avg_train_ssim=0.8832 run_seconds=108950.275
epoch 2728: train_loss=0.099308 train_ssim=0.8833 val_loss=0.107156 val_ssim=0.8740 val_psnr=32.48 lr=0.00010615097 epoch_seconds=39.127 run_seconds=108958.982 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2729 heartbeat: batch=1/455 avg_train_loss=0.098576 avg_train_ssim=0.8841 run_seconds=108959.294
epoch 2729 heartbeat: batch=128/455 avg_train_loss=0.099044 avg_train_ssim=0.8836 run_seconds=108969.336
epoch 2729 heartbeat: batch=260/455 avg_train_loss=0.099097 avg_train_ssim=0.8835 run_seconds=108979.402
epoch 2729 heartbeat: batch=389/455 avg_train_loss=0.099141 avg_train_ssim=0.8835 run_seconds=108989.410
epoch 2729: train_loss=0.099190 train_ssim=0.8834 val_loss=0.107114 val_ssim=0.8741 val_psnr=32.51 lr=9.9510902e-05 epoch_seconds=39.147 run_seconds=108998.166 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2730 heartbeat: batch=1/455 avg_train_loss=0.099858 avg_train_ssim=0.8826 run_seconds=108998.435
epoch 2730 heartbeat: batch=128/455 avg_train_loss=0.099044 avg_train_ssim=0.8836 run_seconds=109008.439
epoch 2730 heartbeat: batch=260/455 avg_train_loss=0.099183 avg_train_ssim=0.8834 run_seconds=109018.465
epoch 2730 heartbeat: batch=390/455 avg_train_loss=0.099236 avg_train_ssim=0.8833 run_seconds=109028.538
epoch 2730: train_loss=0.099273 train_ssim=0.8833 val_loss=0.107134 val_ssim=0.8741 val_psnr=32.34 lr=9.3004511e-05 epoch_seconds=39.009 run_seconds=109037.212 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2731 heartbeat: batch=1/455 avg_train_loss=0.097111 avg_train_ssim=0.8858 run_seconds=109037.485
epoch 2731 heartbeat: batch=128/455 avg_train_loss=0.099173 avg_train_ssim=0.8834 run_seconds=109047.497
epoch 2731 heartbeat: batch=259/455 avg_train_loss=0.099204 avg_train_ssim=0.8834 run_seconds=109057.510
epoch 2731 heartbeat: batch=389/455 avg_train_loss=0.099249 avg_train_ssim=0.8833 run_seconds=109067.551
epoch 2731: train_loss=0.099189 train_ssim=0.8834 val_loss=0.107278 val_ssim=0.8739 val_psnr=32.44 lr=8.6647473e-05 epoch_seconds=39.057 run_seconds=109076.306 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2732 heartbeat: batch=1/455 avg_train_loss=0.100040 avg_train_ssim=0.8824 run_seconds=109076.597
epoch 2732 heartbeat: batch=128/455 avg_train_loss=0.099136 avg_train_ssim=0.8835 run_seconds=109086.659
epoch 2732 heartbeat: batch=260/455 avg_train_loss=0.099167 avg_train_ssim=0.8834 run_seconds=109096.715
epoch 2732 heartbeat: batch=389/455 avg_train_loss=0.099137 avg_train_ssim=0.8835 run_seconds=109106.721
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2732: train_loss=0.099118 train_ssim=0.8835 val_loss=0.107024 val_ssim=0.8742 val_psnr=32.52 lr=8.0455102e-05 epoch_seconds=39.142 run_seconds=109115.484 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2733 heartbeat: batch=1/455 avg_train_loss=0.098758 avg_train_ssim=0.8839 run_seconds=109116.169
epoch 2733 heartbeat: batch=127/455 avg_train_loss=0.099095 avg_train_ssim=0.8835 run_seconds=109126.175
epoch 2733 heartbeat: batch=260/455 avg_train_loss=0.099100 avg_train_ssim=0.8835 run_seconds=109136.204
epoch 2733 heartbeat: batch=388/455 avg_train_loss=0.099102 avg_train_ssim=0.8835 run_seconds=109146.250
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2733: train_loss=0.099065 train_ssim=0.8835 val_loss=0.107002 val_ssim=0.8742 val_psnr=32.49 lr=7.4442316e-05 epoch_seconds=39.132 run_seconds=109155.059 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2734 heartbeat: batch=1/455 avg_train_loss=0.099562 avg_train_ssim=0.8830 run_seconds=109155.734
epoch 2734 heartbeat: batch=128/455 avg_train_loss=0.099046 avg_train_ssim=0.8836 run_seconds=109165.791
epoch 2734 heartbeat: batch=262/455 avg_train_loss=0.099041 avg_train_ssim=0.8836 run_seconds=109175.852
epoch 2734 heartbeat: batch=389/455 avg_train_loss=0.099009 avg_train_ssim=0.8836 run_seconds=109185.898
epoch 2734: train_loss=0.099035 train_ssim=0.8836 val_loss=0.107014 val_ssim=0.8742 val_psnr=32.42 lr=6.8623601e-05 epoch_seconds=39.161 run_seconds=109194.657 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2735 heartbeat: batch=1/455 avg_train_loss=0.098194 avg_train_ssim=0.8846 run_seconds=109194.934
epoch 2735 heartbeat: batch=128/455 avg_train_loss=0.099059 avg_train_ssim=0.8836 run_seconds=109204.948
epoch 2735 heartbeat: batch=262/455 avg_train_loss=0.098892 avg_train_ssim=0.8837 run_seconds=109214.986
epoch 2735 heartbeat: batch=389/455 avg_train_loss=0.098967 avg_train_ssim=0.8837 run_seconds=109225.004
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2735: train_loss=0.099033 train_ssim=0.8836 val_loss=0.106933 val_ssim=0.8743 val_psnr=32.47 lr=6.3012974e-05 epoch_seconds=39.081 run_seconds=109233.780 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2736 heartbeat: batch=1/455 avg_train_loss=0.100503 avg_train_ssim=0.8819 run_seconds=109234.510
epoch 2736 heartbeat: batch=127/455 avg_train_loss=0.098929 avg_train_ssim=0.8837 run_seconds=109244.523
epoch 2736 heartbeat: batch=262/455 avg_train_loss=0.098977 avg_train_ssim=0.8836 run_seconds=109254.591
epoch 2736 heartbeat: batch=389/455 avg_train_loss=0.099033 avg_train_ssim=0.8836 run_seconds=109264.616
epoch 2736: train_loss=0.099009 train_ssim=0.8836 val_loss=0.106942 val_ssim=0.8743 val_psnr=32.44 lr=5.7623952e-05 epoch_seconds=39.112 run_seconds=109273.386 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2737 heartbeat: batch=1/455 avg_train_loss=0.094645 avg_train_ssim=0.8887 run_seconds=109273.688
epoch 2737 heartbeat: batch=128/455 avg_train_loss=0.098886 avg_train_ssim=0.8838 run_seconds=109283.695
epoch 2737 heartbeat: batch=262/455 avg_train_loss=0.098934 avg_train_ssim=0.8837 run_seconds=109293.738
epoch 2737 heartbeat: batch=389/455 avg_train_loss=0.098894 avg_train_ssim=0.8837 run_seconds=109303.759
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2737: train_loss=0.098944 train_ssim=0.8837 val_loss=0.106895 val_ssim=0.8743 val_psnr=32.56 lr=5.2469517e-05 epoch_seconds=39.131 run_seconds=109312.553 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2738 heartbeat: batch=1/455 avg_train_loss=0.097322 avg_train_ssim=0.8856 run_seconds=109313.271
epoch 2738 heartbeat: batch=128/455 avg_train_loss=0.098914 avg_train_ssim=0.8837 run_seconds=109323.332
epoch 2738 heartbeat: batch=262/455 avg_train_loss=0.098894 avg_train_ssim=0.8837 run_seconds=109333.368
epoch 2738 heartbeat: batch=389/455 avg_train_loss=0.098976 avg_train_ssim=0.8837 run_seconds=109343.386
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2738: train_loss=0.098953 train_ssim=0.8837 val_loss=0.106874 val_ssim=0.8744 val_psnr=32.45 lr=4.7562087e-05 epoch_seconds=39.132 run_seconds=109352.156 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2739 heartbeat: batch=1/455 avg_train_loss=0.094493 avg_train_ssim=0.8889 run_seconds=109352.845
epoch 2739 heartbeat: batch=128/455 avg_train_loss=0.098713 avg_train_ssim=0.8840 run_seconds=109362.870
epoch 2739 heartbeat: batch=262/455 avg_train_loss=0.098825 avg_train_ssim=0.8838 run_seconds=109372.908
epoch 2739 heartbeat: batch=389/455 avg_train_loss=0.098850 avg_train_ssim=0.8838 run_seconds=109382.929
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2739: train_loss=0.098890 train_ssim=0.8838 val_loss=0.106780 val_ssim=0.8745 val_psnr=32.47 lr=4.2913484e-05 epoch_seconds=39.061 run_seconds=109391.668 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2740 heartbeat: batch=1/455 avg_train_loss=0.101466 avg_train_ssim=0.8807 run_seconds=109392.410
epoch 2740 heartbeat: batch=128/455 avg_train_loss=0.098815 avg_train_ssim=0.8838 run_seconds=109402.449
epoch 2740 heartbeat: batch=262/455 avg_train_loss=0.098749 avg_train_ssim=0.8839 run_seconds=109412.493
epoch 2740 heartbeat: batch=389/455 avg_train_loss=0.098773 avg_train_ssim=0.8839 run_seconds=109422.538
epoch 2740: train_loss=0.098830 train_ssim=0.8838 val_loss=0.106805 val_ssim=0.8744 val_psnr=32.46 lr=3.8534908e-05 epoch_seconds=39.140 run_seconds=109431.304 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2741 heartbeat: batch=1/455 avg_train_loss=0.095915 avg_train_ssim=0.8872 run_seconds=109431.577
epoch 2741 heartbeat: batch=128/455 avg_train_loss=0.098852 avg_train_ssim=0.8838 run_seconds=109441.588
epoch 2741 heartbeat: batch=263/455 avg_train_loss=0.098944 avg_train_ssim=0.8837 run_seconds=109451.624
epoch 2741 heartbeat: batch=390/455 avg_train_loss=0.098908 avg_train_ssim=0.8837 run_seconds=109461.646
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2741: train_loss=0.098879 train_ssim=0.8838 val_loss=0.106728 val_ssim=0.8745 val_psnr=32.56 lr=3.4436906e-05 epoch_seconds=38.962 run_seconds=109470.304 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2742 heartbeat: batch=1/455 avg_train_loss=0.098105 avg_train_ssim=0.8847 run_seconds=109470.955
epoch 2742 heartbeat: batch=128/455 avg_train_loss=0.098882 avg_train_ssim=0.8838 run_seconds=109481.014
epoch 2742 heartbeat: batch=262/455 avg_train_loss=0.098809 avg_train_ssim=0.8838 run_seconds=109491.074
epoch 2742 heartbeat: batch=389/455 avg_train_loss=0.098799 avg_train_ssim=0.8839 run_seconds=109501.130
epoch 2742: train_loss=0.098822 train_ssim=0.8838 val_loss=0.106859 val_ssim=0.8744 val_psnr=32.43 lr=3.0629352e-05 epoch_seconds=39.223 run_seconds=109509.937 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2743 heartbeat: batch=1/455 avg_train_loss=0.097088 avg_train_ssim=0.8859 run_seconds=109510.213
epoch 2743 heartbeat: batch=128/455 avg_train_loss=0.098998 avg_train_ssim=0.8836 run_seconds=109520.255
epoch 2743 heartbeat: batch=266/455 avg_train_loss=0.098788 avg_train_ssim=0.8839 run_seconds=109530.303
epoch 2743 heartbeat: batch=393/455 avg_train_loss=0.098809 avg_train_ssim=0.8838 run_seconds=109540.323
epoch 2743: train_loss=0.098787 train_ssim=0.8839 val_loss=0.106729 val_ssim=0.8745 val_psnr=32.54 lr=2.7121417e-05 epoch_seconds=38.763 run_seconds=109548.737 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2744 heartbeat: batch=1/455 avg_train_loss=0.100486 avg_train_ssim=0.8819 run_seconds=109549.056
epoch 2744 heartbeat: batch=128/455 avg_train_loss=0.098799 avg_train_ssim=0.8839 run_seconds=109559.102
epoch 2744 heartbeat: batch=262/455 avg_train_loss=0.098869 avg_train_ssim=0.8838 run_seconds=109569.165
epoch 2744 heartbeat: batch=389/455 avg_train_loss=0.098788 avg_train_ssim=0.8839 run_seconds=109579.196
epoch 2744: train_loss=0.098792 train_ssim=0.8839 val_loss=0.106771 val_ssim=0.8745 val_psnr=32.55 lr=2.3921552e-05 epoch_seconds=39.159 run_seconds=109587.932 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2745 heartbeat: batch=1/455 avg_train_loss=0.095632 avg_train_ssim=0.8876 run_seconds=109588.238
epoch 2745 heartbeat: batch=128/455 avg_train_loss=0.098677 avg_train_ssim=0.8840 run_seconds=109598.297
epoch 2745 heartbeat: batch=262/455 avg_train_loss=0.098748 avg_train_ssim=0.8839 run_seconds=109608.320
epoch 2745 heartbeat: batch=389/455 avg_train_loss=0.098756 avg_train_ssim=0.8839 run_seconds=109618.342
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2745: train_loss=0.098730 train_ssim=0.8839 val_loss=0.106701 val_ssim=0.8746 val_psnr=32.50 lr=2.1037468e-05 epoch_seconds=39.138 run_seconds=109627.110 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2746 heartbeat: batch=1/455 avg_train_loss=0.106349 avg_train_ssim=0.8750 run_seconds=109627.744
epoch 2746 heartbeat: batch=128/455 avg_train_loss=0.098802 avg_train_ssim=0.8839 run_seconds=109637.809
epoch 2746 heartbeat: batch=262/455 avg_train_loss=0.098734 avg_train_ssim=0.8839 run_seconds=109647.854
epoch 2746 heartbeat: batch=388/455 avg_train_loss=0.098753 avg_train_ssim=0.8839 run_seconds=109657.901
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2746: train_loss=0.098751 train_ssim=0.8839 val_loss=0.106680 val_ssim=0.8746 val_psnr=32.54 lr=1.8476111e-05 epoch_seconds=39.322 run_seconds=109666.816 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2747 heartbeat: batch=1/455 avg_train_loss=0.098129 avg_train_ssim=0.8846 run_seconds=109667.484
epoch 2747 heartbeat: batch=128/455 avg_train_loss=0.098748 avg_train_ssim=0.8839 run_seconds=109677.489
epoch 2747 heartbeat: batch=262/455 avg_train_loss=0.098680 avg_train_ssim=0.8840 run_seconds=109687.521
epoch 2747 heartbeat: batch=389/455 avg_train_loss=0.098677 avg_train_ssim=0.8840 run_seconds=109697.545
epoch 2747: train_loss=0.098680 train_ssim=0.8840 val_loss=0.106721 val_ssim=0.8745 val_psnr=32.52 lr=1.6243651e-05 epoch_seconds=39.085 run_seconds=109706.295 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2748 heartbeat: batch=1/455 avg_train_loss=0.097539 avg_train_ssim=0.8853 run_seconds=109706.570
epoch 2748 heartbeat: batch=128/455 avg_train_loss=0.098895 avg_train_ssim=0.8837 run_seconds=109716.586
epoch 2748 heartbeat: batch=262/455 avg_train_loss=0.098748 avg_train_ssim=0.8839 run_seconds=109726.630
epoch 2748 heartbeat: batch=389/455 avg_train_loss=0.098715 avg_train_ssim=0.8840 run_seconds=109736.650
epoch 2748: train_loss=0.098695 train_ssim=0.8840 val_loss=0.106775 val_ssim=0.8745 val_psnr=32.52 lr=1.4345468e-05 epoch_seconds=39.097 run_seconds=109745.429 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2749 heartbeat: batch=1/455 avg_train_loss=0.100262 avg_train_ssim=0.8821 run_seconds=109745.715
epoch 2749 heartbeat: batch=128/455 avg_train_loss=0.098644 avg_train_ssim=0.8840 run_seconds=109755.774
epoch 2749 heartbeat: batch=262/455 avg_train_loss=0.098523 avg_train_ssim=0.8842 run_seconds=109765.806
epoch 2749 heartbeat: batch=389/455 avg_train_loss=0.098689 avg_train_ssim=0.8840 run_seconds=109775.835
epoch 2749: train_loss=0.098681 train_ssim=0.8840 val_loss=0.106703 val_ssim=0.8746 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.088 run_seconds=109784.553 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2750 heartbeat: batch=1/455 avg_train_loss=0.100874 avg_train_ssim=0.8814 run_seconds=109784.868
epoch 2750 heartbeat: batch=127/455 avg_train_loss=0.098771 avg_train_ssim=0.8839 run_seconds=109794.876
epoch 2750 heartbeat: batch=261/455 avg_train_loss=0.098694 avg_train_ssim=0.8840 run_seconds=109804.902
epoch 2750 heartbeat: batch=388/455 avg_train_loss=0.098668 avg_train_ssim=0.8840 run_seconds=109814.931
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2750: train_loss=0.098699 train_ssim=0.8840 val_loss=0.106648 val_ssim=0.8746 val_psnr=32.51 lr=1.1569406e-05 epoch_seconds=39.137 run_seconds=109823.728 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2751 heartbeat: batch=1/455 avg_train_loss=0.096588 avg_train_ssim=0.8865 run_seconds=109824.393
epoch 2751 heartbeat: batch=128/455 avg_train_loss=0.098777 avg_train_ssim=0.8839 run_seconds=109834.411
epoch 2751 heartbeat: batch=262/455 avg_train_loss=0.098703 avg_train_ssim=0.8840 run_seconds=109844.418
epoch 2751 heartbeat: batch=389/455 avg_train_loss=0.098613 avg_train_ssim=0.8841 run_seconds=109854.441
epoch 2751: train_loss=0.098673 train_ssim=0.8840 val_loss=0.106695 val_ssim=0.8746 val_psnr=32.50 lr=1.0698215e-05 epoch_seconds=39.064 run_seconds=109863.216 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2752 heartbeat: batch=1/455 avg_train_loss=0.098228 avg_train_ssim=0.8845 run_seconds=109863.503
epoch 2752 heartbeat: batch=128/455 avg_train_loss=0.098487 avg_train_ssim=0.8842 run_seconds=109873.529
epoch 2752 heartbeat: batch=262/455 avg_train_loss=0.098592 avg_train_ssim=0.8841 run_seconds=109883.574
epoch 2752 heartbeat: batch=389/455 avg_train_loss=0.098626 avg_train_ssim=0.8841 run_seconds=109893.596
epoch 2752: train_loss=0.098657 train_ssim=0.8840 val_loss=0.106661 val_ssim=0.8746 val_psnr=32.48 lr=1.0174659e-05 epoch_seconds=39.098 run_seconds=109902.350 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2753 heartbeat: batch=1/455 avg_train_loss=0.101023 avg_train_ssim=0.8812 run_seconds=109902.624
epoch 2753 heartbeat: batch=128/455 avg_train_loss=0.098705 avg_train_ssim=0.8840 run_seconds=109912.637
epoch 2753 heartbeat: batch=262/455 avg_train_loss=0.098732 avg_train_ssim=0.8839 run_seconds=109922.652
epoch 2753 heartbeat: batch=389/455 avg_train_loss=0.098763 avg_train_ssim=0.8839 run_seconds=109932.679
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2753: train_loss=0.098675 train_ssim=0.8840 val_loss=0.106621 val_ssim=0.8747 val_psnr=32.54 lr=1e-05 epoch_seconds=39.069 run_seconds=109941.455 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2754 heartbeat: batch=1/455 avg_train_loss=0.096224 avg_train_ssim=0.8869 run_seconds=109942.113
epoch 2754 heartbeat: batch=128/455 avg_train_loss=0.098627 avg_train_ssim=0.8841 run_seconds=109952.125
epoch 2754 heartbeat: batch=262/455 avg_train_loss=0.098618 avg_train_ssim=0.8841 run_seconds=109962.150
epoch 2754 heartbeat: batch=389/455 avg_train_loss=0.098630 avg_train_ssim=0.8841 run_seconds=109972.174
epoch 2754: train_loss=0.098680 train_ssim=0.8840 val_loss=0.106668 val_ssim=0.8746 val_psnr=32.51 lr=1.0174659e-05 epoch_seconds=39.036 run_seconds=109980.916 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2755 heartbeat: batch=1/455 avg_train_loss=0.101765 avg_train_ssim=0.8804 run_seconds=109981.190
epoch 2755 heartbeat: batch=128/455 avg_train_loss=0.098776 avg_train_ssim=0.8839 run_seconds=109991.208
epoch 2755 heartbeat: batch=263/455 avg_train_loss=0.098673 avg_train_ssim=0.8840 run_seconds=110001.258
epoch 2755 heartbeat: batch=389/455 avg_train_loss=0.098636 avg_train_ssim=0.8841 run_seconds=110011.265
epoch 2755: train_loss=0.098649 train_ssim=0.8840 val_loss=0.106653 val_ssim=0.8746 val_psnr=32.52 lr=1.0698215e-05 epoch_seconds=39.070 run_seconds=110020.026 gpu_index=0 gpu_util_pct=92 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2756 heartbeat: batch=1/455 avg_train_loss=0.104917 avg_train_ssim=0.8767 run_seconds=110020.315
epoch 2756 heartbeat: batch=128/455 avg_train_loss=0.098611 avg_train_ssim=0.8841 run_seconds=110030.342
epoch 2756 heartbeat: batch=263/455 avg_train_loss=0.098686 avg_train_ssim=0.8840 run_seconds=110040.383
epoch 2756 heartbeat: batch=390/455 avg_train_loss=0.098597 avg_train_ssim=0.8841 run_seconds=110050.406
epoch 2756: train_loss=0.098665 train_ssim=0.8840 val_loss=0.106698 val_ssim=0.8746 val_psnr=32.51 lr=1.1569406e-05 epoch_seconds=39.043 run_seconds=110059.107 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2757 heartbeat: batch=1/455 avg_train_loss=0.102290 avg_train_ssim=0.8798 run_seconds=110059.386
epoch 2757 heartbeat: batch=128/455 avg_train_loss=0.098702 avg_train_ssim=0.8840 run_seconds=110069.409
epoch 2757 heartbeat: batch=262/455 avg_train_loss=0.098667 avg_train_ssim=0.8840 run_seconds=110079.442
epoch 2757 heartbeat: batch=389/455 avg_train_loss=0.098668 avg_train_ssim=0.8840 run_seconds=110089.461
epoch 2757: train_loss=0.098674 train_ssim=0.8840 val_loss=0.106706 val_ssim=0.8746 val_psnr=32.49 lr=1.2786134e-05 epoch_seconds=39.093 run_seconds=110098.236 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2758 heartbeat: batch=1/455 avg_train_loss=0.103443 avg_train_ssim=0.8784 run_seconds=110098.546
epoch 2758 heartbeat: batch=127/455 avg_train_loss=0.098741 avg_train_ssim=0.8839 run_seconds=110108.607
epoch 2758 heartbeat: batch=261/455 avg_train_loss=0.098707 avg_train_ssim=0.8840 run_seconds=110118.626
epoch 2758 heartbeat: batch=388/455 avg_train_loss=0.098649 avg_train_ssim=0.8840 run_seconds=110128.642
epoch 2758: train_loss=0.098689 train_ssim=0.8840 val_loss=0.106657 val_ssim=0.8746 val_psnr=32.52 lr=1.4345468e-05 epoch_seconds=39.236 run_seconds=110137.508 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2759 heartbeat: batch=1/455 avg_train_loss=0.100167 avg_train_ssim=0.8823 run_seconds=110137.820
epoch 2759 heartbeat: batch=127/455 avg_train_loss=0.099050 avg_train_ssim=0.8836 run_seconds=110147.840
epoch 2759 heartbeat: batch=262/455 avg_train_loss=0.098856 avg_train_ssim=0.8838 run_seconds=110157.895
epoch 2759 heartbeat: batch=389/455 avg_train_loss=0.098732 avg_train_ssim=0.8839 run_seconds=110167.913
epoch 2759: train_loss=0.098702 train_ssim=0.8840 val_loss=0.106705 val_ssim=0.8746 val_psnr=32.54 lr=1.6243651e-05 epoch_seconds=39.117 run_seconds=110176.664 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2760 heartbeat: batch=1/455 avg_train_loss=0.098115 avg_train_ssim=0.8847 run_seconds=110176.944
epoch 2760 heartbeat: batch=127/455 avg_train_loss=0.098664 avg_train_ssim=0.8840 run_seconds=110187.005
epoch 2760 heartbeat: batch=261/455 avg_train_loss=0.098737 avg_train_ssim=0.8839 run_seconds=110197.047
epoch 2760 heartbeat: batch=388/455 avg_train_loss=0.098740 avg_train_ssim=0.8839 run_seconds=110207.080
epoch 2760: train_loss=0.098743 train_ssim=0.8839 val_loss=0.106686 val_ssim=0.8746 val_psnr=32.56 lr=1.8476111e-05 epoch_seconds=39.219 run_seconds=110215.925 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2761 heartbeat: batch=1/455 avg_train_loss=0.097484 avg_train_ssim=0.8854 run_seconds=110216.211
epoch 2761 heartbeat: batch=128/455 avg_train_loss=0.098510 avg_train_ssim=0.8842 run_seconds=110226.268
epoch 2761 heartbeat: batch=262/455 avg_train_loss=0.098553 avg_train_ssim=0.8841 run_seconds=110236.288
epoch 2761 heartbeat: batch=389/455 avg_train_loss=0.098663 avg_train_ssim=0.8840 run_seconds=110246.309
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:423: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  originals.append(Image.fromarray(np.clip(orig * 255.0, 0, 255).astype(np.uint8), mode="L"))
/remote_codex/Freedom-For-All/tools/train_patch_autoencoder_ssim/train_patch_autoencoder_ssim.py:424: DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15)
  reconstructions.append(Image.fromarray(np.clip(recon * 255.0, 0, 255).astype(np.uint8), mode="L"))
epoch 2761: train_loss=0.098722 train_ssim=0.8839 val_loss=0.106619 val_ssim=0.8747 val_psnr=32.54 lr=2.1037468e-05 epoch_seconds=39.049 run_seconds=110255.013 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2762 heartbeat: batch=1/455 avg_train_loss=0.100517 avg_train_ssim=0.8818 run_seconds=110255.705
epoch 2762 heartbeat: batch=130/455 avg_train_loss=0.098888 avg_train_ssim=0.8838 run_seconds=110265.731
epoch 2762 heartbeat: batch=261/455 avg_train_loss=0.098739 avg_train_ssim=0.8839 run_seconds=110275.742
epoch 2762 heartbeat: batch=388/455 avg_train_loss=0.098757 avg_train_ssim=0.8839 run_seconds=110285.758
epoch 2762: train_loss=0.098756 train_ssim=0.8839 val_loss=0.106743 val_ssim=0.8745 val_psnr=32.53 lr=2.3921552e-05 epoch_seconds=39.146 run_seconds=110294.609 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2763 heartbeat: batch=1/455 avg_train_loss=0.096427 avg_train_ssim=0.8866 run_seconds=110294.904
epoch 2763 heartbeat: batch=131/455 avg_train_loss=0.098444 avg_train_ssim=0.8843 run_seconds=110304.945
epoch 2763 heartbeat: batch=263/455 avg_train_loss=0.098588 avg_train_ssim=0.8841 run_seconds=110315.010
epoch 2763 heartbeat: batch=390/455 avg_train_loss=0.098756 avg_train_ssim=0.8839 run_seconds=110325.041
epoch 2763: train_loss=0.098756 train_ssim=0.8839 val_loss=0.106712 val_ssim=0.8746 val_psnr=32.47 lr=2.7121417e-05 epoch_seconds=39.032 run_seconds=110333.679 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2764 heartbeat: batch=1/455 avg_train_loss=0.098898 avg_train_ssim=0.8837 run_seconds=110333.989
epoch 2764 heartbeat: batch=131/455 avg_train_loss=0.098755 avg_train_ssim=0.8839 run_seconds=110344.067
epoch 2764 heartbeat: batch=262/455 avg_train_loss=0.098724 avg_train_ssim=0.8839 run_seconds=110354.069
epoch 2764 heartbeat: batch=389/455 avg_train_loss=0.098737 avg_train_ssim=0.8839 run_seconds=110364.090
epoch 2764: train_loss=0.098773 train_ssim=0.8839 val_loss=0.106722 val_ssim=0.8745 val_psnr=32.49 lr=3.0629352e-05 epoch_seconds=39.144 run_seconds=110372.862 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2765 heartbeat: batch=1/455 avg_train_loss=0.097729 avg_train_ssim=0.8851 run_seconds=110373.138
epoch 2765 heartbeat: batch=129/455 avg_train_loss=0.098814 avg_train_ssim=0.8838 run_seconds=110383.158
epoch 2765 heartbeat: batch=261/455 avg_train_loss=0.098900 avg_train_ssim=0.8837 run_seconds=110393.177
epoch 2765 heartbeat: batch=388/455 avg_train_loss=0.098901 avg_train_ssim=0.8837 run_seconds=110403.196
epoch 2765: train_loss=0.098915 train_ssim=0.8837 val_loss=0.106786 val_ssim=0.8745 val_psnr=32.46 lr=3.4436906e-05 epoch_seconds=39.161 run_seconds=110412.060 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2766 heartbeat: batch=1/455 avg_train_loss=0.099030 avg_train_ssim=0.8836 run_seconds=110412.341
epoch 2766 heartbeat: batch=130/455 avg_train_loss=0.099025 avg_train_ssim=0.8836 run_seconds=110422.341
epoch 2766 heartbeat: batch=262/455 avg_train_loss=0.098878 avg_train_ssim=0.8838 run_seconds=110432.393
epoch 2766 heartbeat: batch=389/455 avg_train_loss=0.098826 avg_train_ssim=0.8838 run_seconds=110442.414
epoch 2766: train_loss=0.098829 train_ssim=0.8838 val_loss=0.106757 val_ssim=0.8745 val_psnr=32.52 lr=3.8534908e-05 epoch_seconds=39.084 run_seconds=110451.179 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2767 heartbeat: batch=1/455 avg_train_loss=0.097132 avg_train_ssim=0.8858 run_seconds=110451.460
epoch 2767 heartbeat: batch=131/455 avg_train_loss=0.098485 avg_train_ssim=0.8842 run_seconds=110461.512
epoch 2767 heartbeat: batch=263/455 avg_train_loss=0.098717 avg_train_ssim=0.8840 run_seconds=110471.556
epoch 2767 heartbeat: batch=390/455 avg_train_loss=0.098812 avg_train_ssim=0.8838 run_seconds=110481.625
epoch 2767: train_loss=0.098828 train_ssim=0.8838 val_loss=0.106731 val_ssim=0.8745 val_psnr=32.48 lr=4.2913484e-05 epoch_seconds=39.132 run_seconds=110490.350 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2768 heartbeat: batch=1/455 avg_train_loss=0.100105 avg_train_ssim=0.8823 run_seconds=110490.673
epoch 2768 heartbeat: batch=131/455 avg_train_loss=0.098866 avg_train_ssim=0.8838 run_seconds=110500.742
epoch 2768 heartbeat: batch=263/455 avg_train_loss=0.098797 avg_train_ssim=0.8839 run_seconds=110510.790
epoch 2768 heartbeat: batch=390/455 avg_train_loss=0.098895 avg_train_ssim=0.8837 run_seconds=110520.848
epoch 2768: train_loss=0.098881 train_ssim=0.8838 val_loss=0.106791 val_ssim=0.8745 val_psnr=32.51 lr=4.7562087e-05 epoch_seconds=39.098 run_seconds=110529.485 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2769 heartbeat: batch=1/455 avg_train_loss=0.096574 avg_train_ssim=0.8865 run_seconds=110529.763
epoch 2769 heartbeat: batch=131/455 avg_train_loss=0.098950 avg_train_ssim=0.8837 run_seconds=110539.816
epoch 2769 heartbeat: batch=263/455 avg_train_loss=0.098841 avg_train_ssim=0.8838 run_seconds=110549.826
epoch 2769 heartbeat: batch=389/455 avg_train_loss=0.098885 avg_train_ssim=0.8838 run_seconds=110559.827
epoch 2769: train_loss=0.098853 train_ssim=0.8838 val_loss=0.106840 val_ssim=0.8744 val_psnr=32.44 lr=5.2469517e-05 epoch_seconds=39.071 run_seconds=110568.595 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2770 heartbeat: batch=1/455 avg_train_loss=0.097903 avg_train_ssim=0.8849 run_seconds=110568.864
epoch 2770 heartbeat: batch=130/455 avg_train_loss=0.098932 avg_train_ssim=0.8837 run_seconds=110578.891
epoch 2770 heartbeat: batch=262/455 avg_train_loss=0.098816 avg_train_ssim=0.8838 run_seconds=110588.933
epoch 2770 heartbeat: batch=389/455 avg_train_loss=0.098884 avg_train_ssim=0.8838 run_seconds=110598.951
epoch 2770: train_loss=0.098908 train_ssim=0.8837 val_loss=0.106792 val_ssim=0.8745 val_psnr=32.47 lr=5.7623952e-05 epoch_seconds=39.038 run_seconds=110607.669 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2771 heartbeat: batch=1/455 avg_train_loss=0.095302 avg_train_ssim=0.8880 run_seconds=110607.949
epoch 2771 heartbeat: batch=128/455 avg_train_loss=0.099038 avg_train_ssim=0.8836 run_seconds=110617.988
epoch 2771 heartbeat: batch=261/455 avg_train_loss=0.099059 avg_train_ssim=0.8836 run_seconds=110627.997
epoch 2771 heartbeat: batch=388/455 avg_train_loss=0.098938 avg_train_ssim=0.8837 run_seconds=110638.011
epoch 2771: train_loss=0.098914 train_ssim=0.8837 val_loss=0.106925 val_ssim=0.8743 val_psnr=32.47 lr=6.3012974e-05 epoch_seconds=39.156 run_seconds=110646.863 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2772 heartbeat: batch=1/455 avg_train_loss=0.099170 avg_train_ssim=0.8834 run_seconds=110647.155
epoch 2772 heartbeat: batch=129/455 avg_train_loss=0.098837 avg_train_ssim=0.8838 run_seconds=110657.191
epoch 2772 heartbeat: batch=262/455 avg_train_loss=0.099014 avg_train_ssim=0.8836 run_seconds=110667.231
epoch 2772 heartbeat: batch=389/455 avg_train_loss=0.098994 avg_train_ssim=0.8836 run_seconds=110677.250
epoch 2772: train_loss=0.098976 train_ssim=0.8837 val_loss=0.107089 val_ssim=0.8741 val_psnr=32.47 lr=6.8623601e-05 epoch_seconds=39.124 run_seconds=110686.024 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2773 heartbeat: batch=1/455 avg_train_loss=0.098299 avg_train_ssim=0.8844 run_seconds=110686.295
epoch 2773 heartbeat: batch=129/455 avg_train_loss=0.098926 avg_train_ssim=0.8837 run_seconds=110696.295
epoch 2773 heartbeat: batch=262/455 avg_train_loss=0.099045 avg_train_ssim=0.8836 run_seconds=110706.347
epoch 2773 heartbeat: batch=389/455 avg_train_loss=0.099076 avg_train_ssim=0.8835 run_seconds=110716.363
epoch 2773: train_loss=0.098992 train_ssim=0.8836 val_loss=0.106797 val_ssim=0.8745 val_psnr=32.53 lr=7.4442316e-05 epoch_seconds=39.028 run_seconds=110725.089 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2774 heartbeat: batch=1/455 avg_train_loss=0.096411 avg_train_ssim=0.8867 run_seconds=110725.367
epoch 2774 heartbeat: batch=128/455 avg_train_loss=0.098992 avg_train_ssim=0.8836 run_seconds=110735.389
epoch 2774 heartbeat: batch=262/455 avg_train_loss=0.099145 avg_train_ssim=0.8835 run_seconds=110745.408
epoch 2774 heartbeat: batch=389/455 avg_train_loss=0.098990 avg_train_ssim=0.8836 run_seconds=110755.426
epoch 2774: train_loss=0.099041 train_ssim=0.8836 val_loss=0.106968 val_ssim=0.8743 val_psnr=32.48 lr=8.0455102e-05 epoch_seconds=39.098 run_seconds=110764.224 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2775 heartbeat: batch=1/455 avg_train_loss=0.101084 avg_train_ssim=0.8812 run_seconds=110764.497
epoch 2775 heartbeat: batch=129/455 avg_train_loss=0.098781 avg_train_ssim=0.8839 run_seconds=110774.534
epoch 2775 heartbeat: batch=263/455 avg_train_loss=0.099033 avg_train_ssim=0.8836 run_seconds=110784.595
epoch 2775 heartbeat: batch=390/455 avg_train_loss=0.098972 avg_train_ssim=0.8837 run_seconds=110794.619
epoch 2775: train_loss=0.099037 train_ssim=0.8836 val_loss=0.106947 val_ssim=0.8743 val_psnr=32.50 lr=8.6647473e-05 epoch_seconds=39.048 run_seconds=110803.309 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2776 heartbeat: batch=1/455 avg_train_loss=0.099828 avg_train_ssim=0.8827 run_seconds=110803.625
epoch 2776 heartbeat: batch=128/455 avg_train_loss=0.099164 avg_train_ssim=0.8834 run_seconds=110813.640
epoch 2776 heartbeat: batch=262/455 avg_train_loss=0.099188 avg_train_ssim=0.8834 run_seconds=110823.661
epoch 2776 heartbeat: batch=389/455 avg_train_loss=0.099177 avg_train_ssim=0.8834 run_seconds=110833.686
epoch 2776: train_loss=0.099112 train_ssim=0.8835 val_loss=0.106909 val_ssim=0.8743 val_psnr=32.50 lr=9.3004511e-05 epoch_seconds=39.103 run_seconds=110842.450 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2777 heartbeat: batch=1/455 avg_train_loss=0.099806 avg_train_ssim=0.8827 run_seconds=110842.735
epoch 2777 heartbeat: batch=128/455 avg_train_loss=0.099294 avg_train_ssim=0.8833 run_seconds=110852.760
epoch 2777 heartbeat: batch=263/455 avg_train_loss=0.099241 avg_train_ssim=0.8833 run_seconds=110862.842
epoch 2777 heartbeat: batch=389/455 avg_train_loss=0.099113 avg_train_ssim=0.8835 run_seconds=110872.881
epoch 2777: train_loss=0.099112 train_ssim=0.8835 val_loss=0.106990 val_ssim=0.8742 val_psnr=32.49 lr=9.9510902e-05 epoch_seconds=39.113 run_seconds=110881.599 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2778 heartbeat: batch=1/455 avg_train_loss=0.099266 avg_train_ssim=0.8833 run_seconds=110881.879
epoch 2778 heartbeat: batch=127/455 avg_train_loss=0.099144 avg_train_ssim=0.8835 run_seconds=110891.912
epoch 2778 heartbeat: batch=262/455 avg_train_loss=0.099217 avg_train_ssim=0.8834 run_seconds=110901.964
epoch 2778 heartbeat: batch=389/455 avg_train_loss=0.099290 avg_train_ssim=0.8833 run_seconds=110911.985
epoch 2778: train_loss=0.099276 train_ssim=0.8833 val_loss=0.107160 val_ssim=0.8740 val_psnr=32.54 lr=0.00010615097 epoch_seconds=39.120 run_seconds=110920.755 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2779 heartbeat: batch=1/455 avg_train_loss=0.097054 avg_train_ssim=0.8859 run_seconds=110921.037
epoch 2779 heartbeat: batch=128/455 avg_train_loss=0.099170 avg_train_ssim=0.8834 run_seconds=110931.086
epoch 2779 heartbeat: batch=262/455 avg_train_loss=0.099193 avg_train_ssim=0.8834 run_seconds=110941.100
epoch 2779 heartbeat: batch=389/455 avg_train_loss=0.099204 avg_train_ssim=0.8834 run_seconds=110951.123
epoch 2779: train_loss=0.099202 train_ssim=0.8834 val_loss=0.106886 val_ssim=0.8744 val_psnr=32.50 lr=0.00011290872 epoch_seconds=39.075 run_seconds=110959.868 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2780 heartbeat: batch=1/455 avg_train_loss=0.097600 avg_train_ssim=0.8853 run_seconds=110960.176
epoch 2780 heartbeat: batch=128/455 avg_train_loss=0.098954 avg_train_ssim=0.8837 run_seconds=110970.200
epoch 2780 heartbeat: batch=262/455 avg_train_loss=0.099262 avg_train_ssim=0.8833 run_seconds=110980.226
epoch 2780 heartbeat: batch=389/455 avg_train_loss=0.099193 avg_train_ssim=0.8834 run_seconds=110990.251
epoch 2780: train_loss=0.099172 train_ssim=0.8834 val_loss=0.107048 val_ssim=0.8742 val_psnr=32.50 lr=0.00011976787 epoch_seconds=39.110 run_seconds=110999.015 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2781 heartbeat: batch=1/455 avg_train_loss=0.099398 avg_train_ssim=0.8832 run_seconds=110999.300
epoch 2781 heartbeat: batch=127/455 avg_train_loss=0.098968 avg_train_ssim=0.8837 run_seconds=111009.305
epoch 2781 heartbeat: batch=261/455 avg_train_loss=0.099219 avg_train_ssim=0.8834 run_seconds=111019.365
epoch 2781 heartbeat: batch=388/455 avg_train_loss=0.099101 avg_train_ssim=0.8835 run_seconds=111029.385
epoch 2781: train_loss=0.099185 train_ssim=0.8834 val_loss=0.107176 val_ssim=0.8740 val_psnr=32.54 lr=0.0001267119 epoch_seconds=39.182 run_seconds=111038.233 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2782 heartbeat: batch=1/455 avg_train_loss=0.100244 avg_train_ssim=0.8822 run_seconds=111038.505
epoch 2782 heartbeat: batch=128/455 avg_train_loss=0.099393 avg_train_ssim=0.8832 run_seconds=111048.532
epoch 2782 heartbeat: batch=263/455 avg_train_loss=0.099248 avg_train_ssim=0.8833 run_seconds=111058.611
epoch 2782 heartbeat: batch=390/455 avg_train_loss=0.099211 avg_train_ssim=0.8834 run_seconds=111068.625
epoch 2782: train_loss=0.099223 train_ssim=0.8834 val_loss=0.107154 val_ssim=0.8740 val_psnr=32.35 lr=0.00013372408 epoch_seconds=39.050 run_seconds=111077.320 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2783 heartbeat: batch=1/455 avg_train_loss=0.097562 avg_train_ssim=0.8853 run_seconds=111077.595
epoch 2783 heartbeat: batch=128/455 avg_train_loss=0.099233 avg_train_ssim=0.8833 run_seconds=111087.631
epoch 2783 heartbeat: batch=262/455 avg_train_loss=0.099200 avg_train_ssim=0.8834 run_seconds=111097.670
epoch 2783 heartbeat: batch=389/455 avg_train_loss=0.099201 avg_train_ssim=0.8834 run_seconds=111107.685
epoch 2783: train_loss=0.099231 train_ssim=0.8834 val_loss=0.107025 val_ssim=0.8742 val_psnr=32.51 lr=0.00014078751 epoch_seconds=39.080 run_seconds=111116.438 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2784 heartbeat: batch=1/455 avg_train_loss=0.099704 avg_train_ssim=0.8828 run_seconds=111116.720
epoch 2784 heartbeat: batch=128/455 avg_train_loss=0.099164 avg_train_ssim=0.8834 run_seconds=111126.737
epoch 2784 heartbeat: batch=262/455 avg_train_loss=0.099157 avg_train_ssim=0.8834 run_seconds=111136.761
epoch 2784 heartbeat: batch=389/455 avg_train_loss=0.099285 avg_train_ssim=0.8833 run_seconds=111146.788
epoch 2784: train_loss=0.099285 train_ssim=0.8833 val_loss=0.107362 val_ssim=0.8738 val_psnr=32.49 lr=0.00014788519 epoch_seconds=39.116 run_seconds=111155.590 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2785 heartbeat: batch=1/455 avg_train_loss=0.099650 avg_train_ssim=0.8829 run_seconds=111155.912
epoch 2785 heartbeat: batch=127/455 avg_train_loss=0.099333 avg_train_ssim=0.8832 run_seconds=111165.931
epoch 2785 heartbeat: batch=261/455 avg_train_loss=0.099207 avg_train_ssim=0.8834 run_seconds=111175.989
epoch 2785 heartbeat: batch=388/455 avg_train_loss=0.099294 avg_train_ssim=0.8833 run_seconds=111186.009
epoch 2785: train_loss=0.099567 train_ssim=0.8830 val_loss=0.107323 val_ssim=0.8738 val_psnr=32.55 lr=0.000155 epoch_seconds=39.250 run_seconds=111194.878 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2786 heartbeat: batch=1/455 avg_train_loss=0.099957 avg_train_ssim=0.8825 run_seconds=111195.157
epoch 2786 heartbeat: batch=128/455 avg_train_loss=0.099559 avg_train_ssim=0.8830 run_seconds=111205.185
epoch 2786 heartbeat: batch=262/455 avg_train_loss=0.099450 avg_train_ssim=0.8831 run_seconds=111215.223
epoch 2786 heartbeat: batch=389/455 avg_train_loss=0.099461 avg_train_ssim=0.8831 run_seconds=111225.247
epoch 2786: train_loss=0.099448 train_ssim=0.8831 val_loss=0.107259 val_ssim=0.8739 val_psnr=32.52 lr=0.00016211481 epoch_seconds=39.032 run_seconds=111233.950 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2787 heartbeat: batch=1/455 avg_train_loss=0.096972 avg_train_ssim=0.8860 run_seconds=111234.225
epoch 2787 heartbeat: batch=128/455 avg_train_loss=0.099417 avg_train_ssim=0.8831 run_seconds=111244.243
epoch 2787 heartbeat: batch=262/455 avg_train_loss=0.099358 avg_train_ssim=0.8832 run_seconds=111254.247
epoch 2787 heartbeat: batch=389/455 avg_train_loss=0.099429 avg_train_ssim=0.8831 run_seconds=111264.271
epoch 2787: train_loss=0.099429 train_ssim=0.8831 val_loss=0.108149 val_ssim=0.8729 val_psnr=32.40 lr=0.00016921249 epoch_seconds=39.033 run_seconds=111273.019 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2788 heartbeat: batch=1/455 avg_train_loss=0.099600 avg_train_ssim=0.8829 run_seconds=111273.335
epoch 2788 heartbeat: batch=128/455 avg_train_loss=0.099428 avg_train_ssim=0.8831 run_seconds=111283.341
epoch 2788 heartbeat: batch=262/455 avg_train_loss=0.099340 avg_train_ssim=0.8832 run_seconds=111293.403
epoch 2788 heartbeat: batch=389/455 avg_train_loss=0.099428 avg_train_ssim=0.8831 run_seconds=111303.453
epoch 2788: train_loss=0.099439 train_ssim=0.8831 val_loss=0.107111 val_ssim=0.8741 val_psnr=32.43 lr=0.00017627592 epoch_seconds=39.179 run_seconds=111312.236 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2789 heartbeat: batch=1/455 avg_train_loss=0.099817 avg_train_ssim=0.8827 run_seconds=111312.509
epoch 2789 heartbeat: batch=128/455 avg_train_loss=0.099311 avg_train_ssim=0.8833 run_seconds=111322.520
epoch 2789 heartbeat: batch=262/455 avg_train_loss=0.099320 avg_train_ssim=0.8832 run_seconds=111332.539
epoch 2789 heartbeat: batch=389/455 avg_train_loss=0.099392 avg_train_ssim=0.8832 run_seconds=111342.555
epoch 2789: train_loss=0.099353 train_ssim=0.8832 val_loss=0.107113 val_ssim=0.8741 val_psnr=32.48 lr=0.0001832881 epoch_seconds=39.064 run_seconds=111351.336 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2790 heartbeat: batch=1/455 avg_train_loss=0.096755 avg_train_ssim=0.8863 run_seconds=111351.643
epoch 2790 heartbeat: batch=128/455 avg_train_loss=0.099517 avg_train_ssim=0.8830 run_seconds=111361.670
epoch 2790 heartbeat: batch=262/455 avg_train_loss=0.099395 avg_train_ssim=0.8832 run_seconds=111371.701
epoch 2790 heartbeat: batch=389/455 avg_train_loss=0.099417 avg_train_ssim=0.8831 run_seconds=111381.722
epoch 2790: train_loss=0.099451 train_ssim=0.8831 val_loss=0.107422 val_ssim=0.8737 val_psnr=32.44 lr=0.00019023213 epoch_seconds=39.147 run_seconds=111390.519 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2791 heartbeat: batch=1/455 avg_train_loss=0.098715 avg_train_ssim=0.8840 run_seconds=111390.802
epoch 2791 heartbeat: batch=128/455 avg_train_loss=0.099553 avg_train_ssim=0.8830 run_seconds=111400.813
epoch 2791 heartbeat: batch=262/455 avg_train_loss=0.099634 avg_train_ssim=0.8829 run_seconds=111410.889
epoch 2791 heartbeat: batch=389/455 avg_train_loss=0.099520 avg_train_ssim=0.8830 run_seconds=111420.897
epoch 2791: train_loss=0.099516 train_ssim=0.8830 val_loss=0.107260 val_ssim=0.8739 val_psnr=32.51 lr=0.00019709128 epoch_seconds=39.113 run_seconds=111429.669 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2792 heartbeat: batch=1/455 avg_train_loss=0.101752 avg_train_ssim=0.8804 run_seconds=111429.954
epoch 2792 heartbeat: batch=128/455 avg_train_loss=0.099682 avg_train_ssim=0.8828 run_seconds=111440.011
epoch 2792 heartbeat: batch=262/455 avg_train_loss=0.099602 avg_train_ssim=0.8829 run_seconds=111450.050
epoch 2792 heartbeat: batch=389/455 avg_train_loss=0.099554 avg_train_ssim=0.8830 run_seconds=111460.074
epoch 2792: train_loss=0.099515 train_ssim=0.8830 val_loss=0.107452 val_ssim=0.8737 val_psnr=32.45 lr=0.00020384903 epoch_seconds=39.174 run_seconds=111468.881 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2793 heartbeat: batch=1/455 avg_train_loss=0.102950 avg_train_ssim=0.8790 run_seconds=111469.166
epoch 2793 heartbeat: batch=128/455 avg_train_loss=0.099603 avg_train_ssim=0.8829 run_seconds=111479.174
epoch 2793 heartbeat: batch=262/455 avg_train_loss=0.099527 avg_train_ssim=0.8830 run_seconds=111489.215
epoch 2793 heartbeat: batch=389/455 avg_train_loss=0.099578 avg_train_ssim=0.8829 run_seconds=111499.236
epoch 2793: train_loss=0.099578 train_ssim=0.8829 val_loss=0.107243 val_ssim=0.8739 val_psnr=32.55 lr=0.0002104891 epoch_seconds=39.037 run_seconds=111507.956 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2794 heartbeat: batch=1/455 avg_train_loss=0.097304 avg_train_ssim=0.8856 run_seconds=111508.232
epoch 2794 heartbeat: batch=127/455 avg_train_loss=0.099729 avg_train_ssim=0.8828 run_seconds=111518.242
epoch 2794 heartbeat: batch=261/455 avg_train_loss=0.099543 avg_train_ssim=0.8830 run_seconds=111528.312
epoch 2794 heartbeat: batch=388/455 avg_train_loss=0.099547 avg_train_ssim=0.8830 run_seconds=111538.339
epoch 2794: train_loss=0.099549 train_ssim=0.8830 val_loss=0.107441 val_ssim=0.8737 val_psnr=32.34 lr=0.00021699549 epoch_seconds=39.154 run_seconds=111547.148 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2795 heartbeat: batch=1/455 avg_train_loss=0.099682 avg_train_ssim=0.8828 run_seconds=111547.451
epoch 2795 heartbeat: batch=127/455 avg_train_loss=0.099383 avg_train_ssim=0.8832 run_seconds=111557.471
epoch 2795 heartbeat: batch=261/455 avg_train_loss=0.099646 avg_train_ssim=0.8829 run_seconds=111567.474
epoch 2795 heartbeat: batch=388/455 avg_train_loss=0.099647 avg_train_ssim=0.8829 run_seconds=111577.506
epoch 2795: train_loss=0.099618 train_ssim=0.8829 val_loss=0.107619 val_ssim=0.8735 val_psnr=32.43 lr=0.00022335253 epoch_seconds=39.157 run_seconds=111586.344 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2796 heartbeat: batch=1/455 avg_train_loss=0.098451 avg_train_ssim=0.8843 run_seconds=111586.623
epoch 2796 heartbeat: batch=128/455 avg_train_loss=0.099746 avg_train_ssim=0.8827 run_seconds=111596.682
epoch 2796 heartbeat: batch=263/455 avg_train_loss=0.099680 avg_train_ssim=0.8828 run_seconds=111606.736
epoch 2796 heartbeat: batch=390/455 avg_train_loss=0.099617 avg_train_ssim=0.8829 run_seconds=111616.763
epoch 2796: train_loss=0.099612 train_ssim=0.8829 val_loss=0.107583 val_ssim=0.8735 val_psnr=32.39 lr=0.0002295449 epoch_seconds=39.057 run_seconds=111625.439 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2797 heartbeat: batch=1/455 avg_train_loss=0.099281 avg_train_ssim=0.8833 run_seconds=111625.714
epoch 2797 heartbeat: batch=127/455 avg_train_loss=0.099721 avg_train_ssim=0.8828 run_seconds=111635.725
epoch 2797 heartbeat: batch=262/455 avg_train_loss=0.099801 avg_train_ssim=0.8827 run_seconds=111645.772
epoch 2797 heartbeat: batch=389/455 avg_train_loss=0.099713 avg_train_ssim=0.8828 run_seconds=111655.809
epoch 2797: train_loss=0.099687 train_ssim=0.8828 val_loss=0.107401 val_ssim=0.8737 val_psnr=32.42 lr=0.00023555768 epoch_seconds=39.045 run_seconds=111664.520 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2798 heartbeat: batch=1/455 avg_train_loss=0.101959 avg_train_ssim=0.8802 run_seconds=111664.828
epoch 2798 heartbeat: batch=128/455 avg_train_loss=0.099448 avg_train_ssim=0.8831 run_seconds=111674.833
epoch 2798 heartbeat: batch=262/455 avg_train_loss=0.099635 avg_train_ssim=0.8829 run_seconds=111684.885
epoch 2798 heartbeat: batch=389/455 avg_train_loss=0.099599 avg_train_ssim=0.8829 run_seconds=111694.911
epoch 2798: train_loss=0.099645 train_ssim=0.8829 val_loss=0.107803 val_ssim=0.8733 val_psnr=32.14 lr=0.0002413764 epoch_seconds=39.157 run_seconds=111703.713 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2799 heartbeat: batch=1/455 avg_train_loss=0.101631 avg_train_ssim=0.8805 run_seconds=111703.996
epoch 2799 heartbeat: batch=128/455 avg_train_loss=0.099895 avg_train_ssim=0.8826 run_seconds=111714.005
epoch 2799 heartbeat: batch=262/455 avg_train_loss=0.099932 avg_train_ssim=0.8825 run_seconds=111724.034
epoch 2799 heartbeat: batch=389/455 avg_train_loss=0.099741 avg_train_ssim=0.8828 run_seconds=111734.057
epoch 2799: train_loss=0.099740 train_ssim=0.8828 val_loss=0.107307 val_ssim=0.8739 val_psnr=32.48 lr=0.00024698703 epoch_seconds=39.043 run_seconds=111742.794 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2800 heartbeat: batch=1/455 avg_train_loss=0.099933 avg_train_ssim=0.8825 run_seconds=111743.103
epoch 2800 heartbeat: batch=128/455 avg_train_loss=0.099669 avg_train_ssim=0.8828 run_seconds=111753.165
epoch 2800 heartbeat: batch=262/455 avg_train_loss=0.099743 avg_train_ssim=0.8828 run_seconds=111763.193
epoch 2800 heartbeat: batch=389/455 avg_train_loss=0.099745 avg_train_ssim=0.8827 run_seconds=111773.215
epoch 2800: train_loss=0.099802 train_ssim=0.8827 val_loss=0.107625 val_ssim=0.8735 val_psnr=32.52 lr=0.00025237605 epoch_seconds=39.133 run_seconds=111781.965 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2801 heartbeat: batch=1/455 avg_train_loss=0.099020 avg_train_ssim=0.8836 run_seconds=111782.236
epoch 2801 heartbeat: batch=127/455 avg_train_loss=0.099871 avg_train_ssim=0.8826 run_seconds=111792.263
epoch 2801 heartbeat: batch=261/455 avg_train_loss=0.099697 avg_train_ssim=0.8828 run_seconds=111802.288
epoch 2801 heartbeat: batch=388/455 avg_train_loss=0.099617 avg_train_ssim=0.8829 run_seconds=111812.306
epoch 2801: train_loss=0.099688 train_ssim=0.8828 val_loss=0.107429 val_ssim=0.8737 val_psnr=32.46 lr=0.00025753048 epoch_seconds=39.151 run_seconds=111821.154 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2802 heartbeat: batch=1/455 avg_train_loss=0.099742 avg_train_ssim=0.8828 run_seconds=111821.439
epoch 2802 heartbeat: batch=128/455 avg_train_loss=0.100010 avg_train_ssim=0.8824 run_seconds=111831.471
epoch 2802 heartbeat: batch=263/455 avg_train_loss=0.099895 avg_train_ssim=0.8826 run_seconds=111841.521
epoch 2802 heartbeat: batch=390/455 avg_train_loss=0.099867 avg_train_ssim=0.8826 run_seconds=111851.538
epoch 2802: train_loss=0.099822 train_ssim=0.8827 val_loss=0.107801 val_ssim=0.8733 val_psnr=32.33 lr=0.00026243791 epoch_seconds=38.997 run_seconds=111860.187 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2803 heartbeat: batch=1/455 avg_train_loss=0.100890 avg_train_ssim=0.8814 run_seconds=111860.462
epoch 2803 heartbeat: batch=128/455 avg_train_loss=0.099728 avg_train_ssim=0.8828 run_seconds=111870.484
epoch 2803 heartbeat: batch=262/455 avg_train_loss=0.099735 avg_train_ssim=0.8828 run_seconds=111880.551
epoch 2803 heartbeat: batch=389/455 avg_train_loss=0.099768 avg_train_ssim=0.8827 run_seconds=111890.582
epoch 2803: train_loss=0.099804 train_ssim=0.8827 val_loss=0.107514 val_ssim=0.8736 val_psnr=32.49 lr=0.00026708652 epoch_seconds=39.140 run_seconds=111899.363 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2804 heartbeat: batch=1/455 avg_train_loss=0.101637 avg_train_ssim=0.8805 run_seconds=111899.652
epoch 2804 heartbeat: batch=128/455 avg_train_loss=0.099771 avg_train_ssim=0.8827 run_seconds=111909.697
epoch 2804 heartbeat: batch=263/455 avg_train_loss=0.099966 avg_train_ssim=0.8825 run_seconds=111919.762
epoch 2804 heartbeat: batch=390/455 avg_train_loss=0.099866 avg_train_ssim=0.8826 run_seconds=111929.778
epoch 2804: train_loss=0.099773 train_ssim=0.8827 val_loss=0.107305 val_ssim=0.8739 val_psnr=32.53 lr=0.00027146509 epoch_seconds=39.090 run_seconds=111938.491 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2805 heartbeat: batch=1/455 avg_train_loss=0.100710 avg_train_ssim=0.8816 run_seconds=111938.799
epoch 2805 heartbeat: batch=128/455 avg_train_loss=0.099630 avg_train_ssim=0.8829 run_seconds=111948.823
epoch 2805 heartbeat: batch=262/455 avg_train_loss=0.099674 avg_train_ssim=0.8828 run_seconds=111958.846
epoch 2805 heartbeat: batch=389/455 avg_train_loss=0.099775 avg_train_ssim=0.8827 run_seconds=111968.871
epoch 2805: train_loss=0.099815 train_ssim=0.8827 val_loss=0.108211 val_ssim=0.8728 val_psnr=32.39 lr=0.00027556309 epoch_seconds=39.052 run_seconds=111977.582 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2806 heartbeat: batch=1/455 avg_train_loss=0.102182 avg_train_ssim=0.8799 run_seconds=111977.852
epoch 2806 heartbeat: batch=128/455 avg_train_loss=0.100070 avg_train_ssim=0.8824 run_seconds=111987.889
epoch 2806 heartbeat: batch=262/455 avg_train_loss=0.100058 avg_train_ssim=0.8824 run_seconds=111997.923
epoch 2806 heartbeat: batch=389/455 avg_train_loss=0.099805 avg_train_ssim=0.8827 run_seconds=112007.958
epoch 2806: train_loss=0.099804 train_ssim=0.8827 val_loss=0.108131 val_ssim=0.8729 val_psnr=32.35 lr=0.00027937065 epoch_seconds=39.074 run_seconds=112016.691 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2807 heartbeat: batch=1/455 avg_train_loss=0.101330 avg_train_ssim=0.8809 run_seconds=112016.967
epoch 2807 heartbeat: batch=128/455 avg_train_loss=0.102010 avg_train_ssim=0.8801 run_seconds=112027.000
epoch 2807 heartbeat: batch=262/455 avg_train_loss=0.101228 avg_train_ssim=0.8810 run_seconds=112037.004
epoch 2807 heartbeat: batch=389/455 avg_train_loss=0.101083 avg_train_ssim=0.8812 run_seconds=112047.027
epoch 2807: train_loss=0.100891 train_ssim=0.8814 val_loss=0.107774 val_ssim=0.8733 val_psnr=32.40 lr=0.00028287858 epoch_seconds=39.058 run_seconds=112055.788 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2808 heartbeat: batch=1/455 avg_train_loss=0.098144 avg_train_ssim=0.8846 run_seconds=112056.095
epoch 2808 heartbeat: batch=128/455 avg_train_loss=0.099835 avg_train_ssim=0.8826 run_seconds=112066.102
epoch 2808 heartbeat: batch=262/455 avg_train_loss=0.099997 avg_train_ssim=0.8825 run_seconds=112076.161
epoch 2808 heartbeat: batch=389/455 avg_train_loss=0.099850 avg_train_ssim=0.8826 run_seconds=112086.187
epoch 2808: train_loss=0.099865 train_ssim=0.8826 val_loss=0.107498 val_ssim=0.8736 val_psnr=32.47 lr=0.00028607845 epoch_seconds=39.079 run_seconds=112094.904 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2809 heartbeat: batch=1/455 avg_train_loss=0.103844 avg_train_ssim=0.8779 run_seconds=112095.195
epoch 2809 heartbeat: batch=128/455 avg_train_loss=0.099940 avg_train_ssim=0.8825 run_seconds=112105.216
epoch 2809 heartbeat: batch=262/455 avg_train_loss=0.099863 avg_train_ssim=0.8826 run_seconds=112115.247
epoch 2809 heartbeat: batch=389/455 avg_train_loss=0.099921 avg_train_ssim=0.8825 run_seconds=112125.273
epoch 2809: train_loss=0.099843 train_ssim=0.8826 val_loss=0.107765 val_ssim=0.8733 val_psnr=32.46 lr=0.00028896253 epoch_seconds=39.062 run_seconds=112134.002 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2810 heartbeat: batch=1/455 avg_train_loss=0.098248 avg_train_ssim=0.8845 run_seconds=112134.276
epoch 2810 heartbeat: batch=128/455 avg_train_loss=0.099814 avg_train_ssim=0.8827 run_seconds=112144.299
epoch 2810 heartbeat: batch=262/455 avg_train_loss=0.099926 avg_train_ssim=0.8825 run_seconds=112154.345
epoch 2810 heartbeat: batch=389/455 avg_train_loss=0.099970 avg_train_ssim=0.8825 run_seconds=112164.366
epoch 2810: train_loss=0.100002 train_ssim=0.8824 val_loss=0.107503 val_ssim=0.8736 val_psnr=32.11 lr=0.00029152389 epoch_seconds=39.132 run_seconds=112173.172 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2811 heartbeat: batch=1/455 avg_train_loss=0.102746 avg_train_ssim=0.8792 run_seconds=112173.437
epoch 2811 heartbeat: batch=128/455 avg_train_loss=0.099680 avg_train_ssim=0.8828 run_seconds=112183.481
epoch 2811 heartbeat: batch=262/455 avg_train_loss=0.099677 avg_train_ssim=0.8828 run_seconds=112193.520
epoch 2811 heartbeat: batch=389/455 avg_train_loss=0.099798 avg_train_ssim=0.8827 run_seconds=112203.539
epoch 2811: train_loss=0.099821 train_ssim=0.8827 val_loss=0.107339 val_ssim=0.8738 val_psnr=32.32 lr=0.00029375635 epoch_seconds=39.086 run_seconds=112212.295 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2812 heartbeat: batch=1/455 avg_train_loss=0.100035 avg_train_ssim=0.8824 run_seconds=112212.574
epoch 2812 heartbeat: batch=128/455 avg_train_loss=0.099662 avg_train_ssim=0.8828 run_seconds=112222.605
epoch 2812 heartbeat: batch=262/455 avg_train_loss=0.099780 avg_train_ssim=0.8827 run_seconds=112232.615
epoch 2812 heartbeat: batch=389/455 avg_train_loss=0.099832 avg_train_ssim=0.8826 run_seconds=112242.628
epoch 2812: train_loss=0.099863 train_ssim=0.8826 val_loss=0.107697 val_ssim=0.8734 val_psnr=32.38 lr=0.00029565453 epoch_seconds=39.039 run_seconds=112251.371 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2813 heartbeat: batch=1/455 avg_train_loss=0.101370 avg_train_ssim=0.8808 run_seconds=112251.671
epoch 2813 heartbeat: batch=128/455 avg_train_loss=0.099693 avg_train_ssim=0.8828 run_seconds=112261.675
epoch 2813 heartbeat: batch=262/455 avg_train_loss=0.099815 avg_train_ssim=0.8827 run_seconds=112271.678
epoch 2813 heartbeat: batch=389/455 avg_train_loss=0.099897 avg_train_ssim=0.8826 run_seconds=112281.699
epoch 2813: train_loss=0.099863 train_ssim=0.8826 val_loss=0.107547 val_ssim=0.8736 val_psnr=32.20 lr=0.00029721387 epoch_seconds=39.091 run_seconds=112290.502 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2814 heartbeat: batch=1/455 avg_train_loss=0.102915 avg_train_ssim=0.8790 run_seconds=112290.767
epoch 2814 heartbeat: batch=128/455 avg_train_loss=0.099710 avg_train_ssim=0.8828 run_seconds=112300.782
epoch 2814 heartbeat: batch=262/455 avg_train_loss=0.100093 avg_train_ssim=0.8823 run_seconds=112310.819
epoch 2814 heartbeat: batch=389/455 avg_train_loss=0.100149 avg_train_ssim=0.8823 run_seconds=112320.836
epoch 2814: train_loss=0.100103 train_ssim=0.8823 val_loss=0.107633 val_ssim=0.8735 val_psnr=32.27 lr=0.00029843059 epoch_seconds=39.042 run_seconds=112329.579 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2815 heartbeat: batch=1/455 avg_train_loss=0.102014 avg_train_ssim=0.8801 run_seconds=112329.852
epoch 2815 heartbeat: batch=128/455 avg_train_loss=0.100032 avg_train_ssim=0.8824 run_seconds=112339.868
epoch 2815 heartbeat: batch=262/455 avg_train_loss=0.099941 avg_train_ssim=0.8825 run_seconds=112349.895
epoch 2815 heartbeat: batch=389/455 avg_train_loss=0.099888 avg_train_ssim=0.8826 run_seconds=112359.917
epoch 2815: train_loss=0.099854 train_ssim=0.8826 val_loss=0.107404 val_ssim=0.8737 val_psnr=32.38 lr=0.00029930179 epoch_seconds=39.074 run_seconds=112368.687 gpu_index=0 gpu_util_pct=94 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2816 heartbeat: batch=1/455 avg_train_loss=0.101225 avg_train_ssim=0.8810 run_seconds=112368.972
epoch 2816 heartbeat: batch=128/455 avg_train_loss=0.099659 avg_train_ssim=0.8828 run_seconds=112378.990
epoch 2816 heartbeat: batch=263/455 avg_train_loss=0.099941 avg_train_ssim=0.8825 run_seconds=112389.063
epoch 2816 heartbeat: batch=390/455 avg_train_loss=0.099992 avg_train_ssim=0.8825 run_seconds=112399.094
epoch 2816: train_loss=0.099966 train_ssim=0.8825 val_loss=0.107908 val_ssim=0.8731 val_psnr=32.49 lr=0.00029982534 epoch_seconds=39.035 run_seconds=112407.760 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2817 heartbeat: batch=1/455 avg_train_loss=0.100345 avg_train_ssim=0.8820 run_seconds=112408.045
epoch 2817 heartbeat: batch=128/455 avg_train_loss=0.099810 avg_train_ssim=0.8827 run_seconds=112418.069
epoch 2817 heartbeat: batch=262/455 avg_train_loss=0.100010 avg_train_ssim=0.8824 run_seconds=112428.113
epoch 2817 heartbeat: batch=389/455 avg_train_loss=0.100075 avg_train_ssim=0.8824 run_seconds=112438.130
epoch 2817: train_loss=0.100038 train_ssim=0.8824 val_loss=0.108063 val_ssim=0.8730 val_psnr=32.46 lr=0.0003 epoch_seconds=39.090 run_seconds=112446.889 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2818 heartbeat: batch=1/455 avg_train_loss=0.098447 avg_train_ssim=0.8843 run_seconds=112447.187
epoch 2818 heartbeat: batch=128/455 avg_train_loss=0.099969 avg_train_ssim=0.8825 run_seconds=112457.214
epoch 2818 heartbeat: batch=262/455 avg_train_loss=0.099822 avg_train_ssim=0.8827 run_seconds=112467.270
epoch 2818 heartbeat: batch=389/455 avg_train_loss=0.099890 avg_train_ssim=0.8826 run_seconds=112477.290
epoch 2818: train_loss=0.099914 train_ssim=0.8826 val_loss=0.107504 val_ssim=0.8736 val_psnr=32.35 lr=0.00029982534 epoch_seconds=39.092 run_seconds=112486.019 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2819 heartbeat: batch=1/455 avg_train_loss=0.101357 avg_train_ssim=0.8808 run_seconds=112486.296
epoch 2819 heartbeat: batch=128/455 avg_train_loss=0.099589 avg_train_ssim=0.8829 run_seconds=112496.302
epoch 2819 heartbeat: batch=262/455 avg_train_loss=0.099620 avg_train_ssim=0.8829 run_seconds=112506.347
epoch 2819 heartbeat: batch=389/455 avg_train_loss=0.099815 avg_train_ssim=0.8827 run_seconds=112516.375
epoch 2819: train_loss=0.099858 train_ssim=0.8826 val_loss=0.108008 val_ssim=0.8730 val_psnr=32.32 lr=0.00029930179 epoch_seconds=39.101 run_seconds=112525.156 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2820 heartbeat: batch=1/455 avg_train_loss=0.100917 avg_train_ssim=0.8814 run_seconds=112525.439
epoch 2820 heartbeat: batch=128/455 avg_train_loss=0.100067 avg_train_ssim=0.8824 run_seconds=112535.517
epoch 2820 heartbeat: batch=262/455 avg_train_loss=0.099842 avg_train_ssim=0.8826 run_seconds=112545.551
epoch 2820 heartbeat: batch=389/455 avg_train_loss=0.099851 avg_train_ssim=0.8826 run_seconds=112555.573
epoch 2820: train_loss=0.100003 train_ssim=0.8824 val_loss=0.108649 val_ssim=0.8723 val_psnr=32.35 lr=0.00029843059 epoch_seconds=39.199 run_seconds=112564.392 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2821 heartbeat: batch=1/455 avg_train_loss=0.105978 avg_train_ssim=0.8754 run_seconds=112564.697
epoch 2821 heartbeat: batch=128/455 avg_train_loss=0.100270 avg_train_ssim=0.8821 run_seconds=112574.710
epoch 2821 heartbeat: batch=262/455 avg_train_loss=0.099868 avg_train_ssim=0.8826 run_seconds=112584.716
epoch 2821 heartbeat: batch=389/455 avg_train_loss=0.099846 avg_train_ssim=0.8826 run_seconds=112594.731
epoch 2821: train_loss=0.099880 train_ssim=0.8826 val_loss=0.107602 val_ssim=0.8735 val_psnr=32.33 lr=0.00029721387 epoch_seconds=39.006 run_seconds=112603.436 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2822 heartbeat: batch=1/455 avg_train_loss=0.100663 avg_train_ssim=0.8817 run_seconds=112603.744
epoch 2822 heartbeat: batch=128/455 avg_train_loss=0.100186 avg_train_ssim=0.8822 run_seconds=112613.806
epoch 2822 heartbeat: batch=261/455 avg_train_loss=0.100116 avg_train_ssim=0.8823 run_seconds=112623.824
epoch 2822 heartbeat: batch=387/455 avg_train_loss=0.100009 avg_train_ssim=0.8824 run_seconds=112633.841
epoch 2822: train_loss=0.099955 train_ssim=0.8825 val_loss=0.107737 val_ssim=0.8734 val_psnr=32.16 lr=0.00029565453 epoch_seconds=39.252 run_seconds=112642.725 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2823 heartbeat: batch=1/455 avg_train_loss=0.098123 avg_train_ssim=0.8847 run_seconds=112643.011
epoch 2823 heartbeat: batch=128/455 avg_train_loss=0.099679 avg_train_ssim=0.8828 run_seconds=112653.085
epoch 2823 heartbeat: batch=262/455 avg_train_loss=0.099668 avg_train_ssim=0.8828 run_seconds=112663.097
epoch 2823 heartbeat: batch=389/455 avg_train_loss=0.099787 avg_train_ssim=0.8827 run_seconds=112673.132
epoch 2823: train_loss=0.099797 train_ssim=0.8827 val_loss=0.107441 val_ssim=0.8737 val_psnr=32.35 lr=0.00029375635 epoch_seconds=39.147 run_seconds=112681.908 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2824 heartbeat: batch=1/455 avg_train_loss=0.101375 avg_train_ssim=0.8808 run_seconds=112682.184
epoch 2824 heartbeat: batch=128/455 avg_train_loss=0.099630 avg_train_ssim=0.8829 run_seconds=112692.213
epoch 2824 heartbeat: batch=262/455 avg_train_loss=0.099696 avg_train_ssim=0.8828 run_seconds=112702.236
epoch 2824 heartbeat: batch=389/455 avg_train_loss=0.099818 avg_train_ssim=0.8827 run_seconds=112712.258
epoch 2824: train_loss=0.099851 train_ssim=0.8826 val_loss=0.107740 val_ssim=0.8733 val_psnr=32.45 lr=0.00029152389 epoch_seconds=39.096 run_seconds=112721.042 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2825 heartbeat: batch=1/455 avg_train_loss=0.097578 avg_train_ssim=0.8853 run_seconds=112721.325
epoch 2825 heartbeat: batch=128/455 avg_train_loss=0.100281 avg_train_ssim=0.8821 run_seconds=112731.352
epoch 2825 heartbeat: batch=262/455 avg_train_loss=0.100050 avg_train_ssim=0.8824 run_seconds=112741.404
epoch 2825 heartbeat: batch=389/455 avg_train_loss=0.099986 avg_train_ssim=0.8825 run_seconds=112751.425
epoch 2825: train_loss=0.100000 train_ssim=0.8824 val_loss=0.108000 val_ssim=0.8730 val_psnr=32.45 lr=0.00028896253 epoch_seconds=39.116 run_seconds=112760.195 gpu_index=0 gpu_util_pct=93 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2826 heartbeat: batch=1/455 avg_train_loss=0.102169 avg_train_ssim=0.8799 run_seconds=112760.473
epoch 2826 heartbeat: batch=128/455 avg_train_loss=0.099733 avg_train_ssim=0.8828 run_seconds=112770.497
epoch 2826 heartbeat: batch=262/455 avg_train_loss=0.099883 avg_train_ssim=0.8826 run_seconds=112780.568
epoch 2826 heartbeat: batch=389/455 avg_train_loss=0.099846 avg_train_ssim=0.8826 run_seconds=112790.583
epoch 2826: train_loss=0.099805 train_ssim=0.8827 val_loss=0.107585 val_ssim=0.8735 val_psnr=32.50 lr=0.00028607845 epoch_seconds=39.176 run_seconds=112799.409 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2827 heartbeat: batch=1/455 avg_train_loss=0.101966 avg_train_ssim=0.8801 run_seconds=112799.692
epoch 2827 heartbeat: batch=128/455 avg_train_loss=0.099728 avg_train_ssim=0.8828 run_seconds=112809.712
epoch 2827 heartbeat: batch=262/455 avg_train_loss=0.099790 avg_train_ssim=0.8827 run_seconds=112819.756
epoch 2827 heartbeat: batch=389/455 avg_train_loss=0.099729 avg_train_ssim=0.8828 run_seconds=112829.779
epoch 2827: train_loss=0.099783 train_ssim=0.8827 val_loss=0.107651 val_ssim=0.8735 val_psnr=32.33 lr=0.00028287858 epoch_seconds=39.152 run_seconds=112838.598 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2828 heartbeat: batch=1/455 avg_train_loss=0.096815 avg_train_ssim=0.8862 run_seconds=112838.907
epoch 2828 heartbeat: batch=128/455 avg_train_loss=0.099626 avg_train_ssim=0.8829 run_seconds=112848.936
epoch 2828 heartbeat: batch=262/455 avg_train_loss=0.099735 avg_train_ssim=0.8828 run_seconds=112858.976
epoch 2828 heartbeat: batch=389/455 avg_train_loss=0.099812 avg_train_ssim=0.8827 run_seconds=112869.006
epoch 2828: train_loss=0.099835 train_ssim=0.8826 val_loss=0.107642 val_ssim=0.8735 val_psnr=32.15 lr=0.00027937065 epoch_seconds=39.151 run_seconds=112877.784 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2829 heartbeat: batch=1/455 avg_train_loss=0.098012 avg_train_ssim=0.8848 run_seconds=112878.062
epoch 2829 heartbeat: batch=128/455 avg_train_loss=0.099644 avg_train_ssim=0.8829 run_seconds=112888.083
epoch 2829 heartbeat: batch=263/455 avg_train_loss=0.099781 avg_train_ssim=0.8827 run_seconds=112898.132
epoch 2829 heartbeat: batch=390/455 avg_train_loss=0.099795 avg_train_ssim=0.8827 run_seconds=112908.140
epoch 2829: train_loss=0.099839 train_ssim=0.8826 val_loss=0.107538 val_ssim=0.8736 val_psnr=32.30 lr=0.00027556309 epoch_seconds=39.033 run_seconds=112916.854 gpu_index=0 gpu_util_pct=96 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2830 heartbeat: batch=1/455 avg_train_loss=0.100975 avg_train_ssim=0.8813 run_seconds=112917.141
epoch 2830 heartbeat: batch=128/455 avg_train_loss=0.099820 avg_train_ssim=0.8827 run_seconds=112927.218
epoch 2830 heartbeat: batch=263/455 avg_train_loss=0.099776 avg_train_ssim=0.8827 run_seconds=112937.276
epoch 2830 heartbeat: batch=390/455 avg_train_loss=0.099751 avg_train_ssim=0.8827 run_seconds=112947.304
epoch 2830: train_loss=0.099699 train_ssim=0.8828 val_loss=0.107532 val_ssim=0.8736 val_psnr=32.47 lr=0.00027146509 epoch_seconds=39.060 run_seconds=112955.953 gpu_index=0 gpu_util_pct=100 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2831 heartbeat: batch=1/455 avg_train_loss=0.098528 avg_train_ssim=0.8842 run_seconds=112956.239
epoch 2831 heartbeat: batch=128/455 avg_train_loss=0.099562 avg_train_ssim=0.8830 run_seconds=112966.307
epoch 2831 heartbeat: batch=262/455 avg_train_loss=0.099641 avg_train_ssim=0.8829 run_seconds=112976.330
epoch 2831 heartbeat: batch=389/455 avg_train_loss=0.099791 avg_train_ssim=0.8827 run_seconds=112986.406
epoch 2831: train_loss=0.099768 train_ssim=0.8827 val_loss=0.107396 val_ssim=0.8738 val_psnr=32.37 lr=0.00026708652 epoch_seconds=39.191 run_seconds=112995.180 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2832 heartbeat: batch=1/455 avg_train_loss=0.098687 avg_train_ssim=0.8840 run_seconds=112995.458
epoch 2832 heartbeat: batch=128/455 avg_train_loss=0.100201 avg_train_ssim=0.8822 run_seconds=113005.477
epoch 2832 heartbeat: batch=262/455 avg_train_loss=0.099976 avg_train_ssim=0.8825 run_seconds=113015.487
epoch 2832 heartbeat: batch=389/455 avg_train_loss=0.099852 avg_train_ssim=0.8826 run_seconds=113025.500
epoch 2832: train_loss=0.099816 train_ssim=0.8827 val_loss=0.107941 val_ssim=0.8731 val_psnr=32.39 lr=0.00026243791 epoch_seconds=39.031 run_seconds=113034.250 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2833 heartbeat: batch=1/455 avg_train_loss=0.097996 avg_train_ssim=0.8848 run_seconds=113034.571
epoch 2833 heartbeat: batch=127/455 avg_train_loss=0.099592 avg_train_ssim=0.8829 run_seconds=113044.600
epoch 2833 heartbeat: batch=261/455 avg_train_loss=0.099776 avg_train_ssim=0.8827 run_seconds=113054.611
epoch 2833 heartbeat: batch=388/455 avg_train_loss=0.099713 avg_train_ssim=0.8828 run_seconds=113064.633
epoch 2833: train_loss=0.099731 train_ssim=0.8828 val_loss=0.107512 val_ssim=0.8736 val_psnr=32.47 lr=0.00025753048 epoch_seconds=39.176 run_seconds=113073.465 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2834 heartbeat: batch=1/455 avg_train_loss=0.095597 avg_train_ssim=0.8876 run_seconds=113073.737
epoch 2834 heartbeat: batch=128/455 avg_train_loss=0.099365 avg_train_ssim=0.8832 run_seconds=113083.745
epoch 2834 heartbeat: batch=262/455 avg_train_loss=0.099496 avg_train_ssim=0.8830 run_seconds=113093.751
epoch 2834 heartbeat: batch=389/455 avg_train_loss=0.099542 avg_train_ssim=0.8830 run_seconds=113103.768
epoch 2834: train_loss=0.099617 train_ssim=0.8829 val_loss=0.107686 val_ssim=0.8734 val_psnr=32.42 lr=0.00025237605 epoch_seconds=39.038 run_seconds=113112.540 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2835 heartbeat: batch=1/455 avg_train_loss=0.101141 avg_train_ssim=0.8811 run_seconds=113112.835
epoch 2835 heartbeat: batch=128/455 avg_train_loss=0.099920 avg_train_ssim=0.8825 run_seconds=113122.851
epoch 2835 heartbeat: batch=262/455 avg_train_loss=0.099654 avg_train_ssim=0.8829 run_seconds=113132.861
epoch 2835 heartbeat: batch=389/455 avg_train_loss=0.099635 avg_train_ssim=0.8829 run_seconds=113142.876
epoch 2835: train_loss=0.099612 train_ssim=0.8829 val_loss=0.107492 val_ssim=0.8736 val_psnr=32.32 lr=0.00024698703 epoch_seconds=39.075 run_seconds=113151.650 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2836 heartbeat: batch=1/455 avg_train_loss=0.098468 avg_train_ssim=0.8842 run_seconds=113151.928
epoch 2836 heartbeat: batch=127/455 avg_train_loss=0.099762 avg_train_ssim=0.8827 run_seconds=113161.951
epoch 2836 heartbeat: batch=261/455 avg_train_loss=0.099630 avg_train_ssim=0.8829 run_seconds=113171.965
epoch 2836 heartbeat: batch=388/455 avg_train_loss=0.099578 avg_train_ssim=0.8829 run_seconds=113181.990
epoch 2836: train_loss=0.099635 train_ssim=0.8829 val_loss=0.107327 val_ssim=0.8738 val_psnr=32.51 lr=0.0002413764 epoch_seconds=39.120 run_seconds=113190.811 gpu_index=0 gpu_util_pct=99 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2837 heartbeat: batch=1/455 avg_train_loss=0.097872 avg_train_ssim=0.8850 run_seconds=113191.085
epoch 2837 heartbeat: batch=128/455 avg_train_loss=0.099369 avg_train_ssim=0.8832 run_seconds=113201.098
epoch 2837 heartbeat: batch=263/455 avg_train_loss=0.099465 avg_train_ssim=0.8831 run_seconds=113211.168
epoch 2837 heartbeat: batch=390/455 avg_train_loss=0.099539 avg_train_ssim=0.8830 run_seconds=113221.191
epoch 2837: train_loss=0.099577 train_ssim=0.8829 val_loss=0.107454 val_ssim=0.8737 val_psnr=32.47 lr=0.00023555768 epoch_seconds=39.028 run_seconds=113229.875 gpu_index=0 gpu_util_pct=97 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2838 heartbeat: batch=1/455 avg_train_loss=0.098177 avg_train_ssim=0.8846 run_seconds=113230.147
epoch 2838 heartbeat: batch=127/455 avg_train_loss=0.099596 avg_train_ssim=0.8829 run_seconds=113240.227
epoch 2838 heartbeat: batch=262/455 avg_train_loss=0.099451 avg_train_ssim=0.8831 run_seconds=113250.305
epoch 2838 heartbeat: batch=389/455 avg_train_loss=0.099562 avg_train_ssim=0.8830 run_seconds=113260.326
epoch 2838: train_loss=0.099567 train_ssim=0.8830 val_loss=0.107487 val_ssim=0.8736 val_psnr=32.39 lr=0.0002295449 epoch_seconds=39.155 run_seconds=113269.066 gpu_index=0 gpu_util_pct=98 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2839 heartbeat: batch=1/455 avg_train_loss=0.097736 avg_train_ssim=0.8851 run_seconds=113269.376
epoch 2839 heartbeat: batch=128/455 avg_train_loss=0.102053 avg_train_ssim=0.8801 run_seconds=113279.403
epoch 2839 heartbeat: batch=262/455 avg_train_loss=0.101677 avg_train_ssim=0.8805 run_seconds=113289.406
epoch 2839 heartbeat: batch=389/455 avg_train_loss=0.101202 avg_train_ssim=0.8810 run_seconds=113299.424
epoch 2839: train_loss=0.101047 train_ssim=0.8812 val_loss=0.107657 val_ssim=0.8734 val_psnr=32.46 lr=0.00022335253 epoch_seconds=39.087 run_seconds=113308.189 gpu_index=0 gpu_util_pct=95 gpu_mem_used_mib=20886 gpu_mem_total_mib=24576 gpu_process_mem_mib=2022
epoch 2840 heartbeat: batch=1/455 avg_train_loss=0.099989 avg_train_ssim=0.8825 run_seconds=113308.498
epoch 2840 heartbeat: batch=128/455 avg_train_loss=0.099808 avg_train_ssim=0.8827 run_seconds=113318.503
epoch 2840 heartbeat: batch=263/455 avg_train_loss=0.099763 avg_train_ssim=0.8827 run_seconds=113328.546
epoch 2840 heartbeat: batch=390/455 avg_train_loss=0.099776 avg_train_ssim=0.8827 run_seconds=113338.564