diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..bed0738c7eeb449bca98b5d2f33c89a1ee56349a 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1,5 +1,6 @@ *.7z filter=lfs diff=lfs merge=lfs -text *.arrow filter=lfs diff=lfs merge=lfs -text +*.avro filter=lfs diff=lfs merge=lfs -text *.bin filter=lfs diff=lfs merge=lfs -text *.bz2 filter=lfs diff=lfs merge=lfs -text *.ckpt filter=lfs diff=lfs merge=lfs -text @@ -8,6 +9,8 @@ *.h5 filter=lfs diff=lfs merge=lfs -text *.joblib filter=lfs diff=lfs merge=lfs -text *.lfs.* filter=lfs diff=lfs merge=lfs -text +*.lz4 filter=lfs diff=lfs merge=lfs -text +*.mds filter=lfs diff=lfs merge=lfs -text *.mlmodel filter=lfs diff=lfs merge=lfs -text *.model filter=lfs diff=lfs merge=lfs -text *.msgpack filter=lfs diff=lfs merge=lfs -text @@ -33,3 +36,25 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +# Audio files - uncompressed +*.pcm filter=lfs diff=lfs merge=lfs -text +*.sam filter=lfs diff=lfs merge=lfs -text +*.raw filter=lfs diff=lfs merge=lfs -text +# Audio files - compressed +*.aac filter=lfs diff=lfs merge=lfs -text +*.flac filter=lfs diff=lfs merge=lfs -text +*.mp3 filter=lfs diff=lfs merge=lfs -text +*.ogg filter=lfs diff=lfs merge=lfs -text +*.wav filter=lfs diff=lfs merge=lfs -text +# Image files - uncompressed +*.bmp filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.tiff filter=lfs diff=lfs merge=lfs -text +# Image files - compressed +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.webp filter=lfs diff=lfs merge=lfs -text +# Video files - compressed +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.webm filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..702d1f42a56a930d41cb431ab7c8378e277b8b73 --- /dev/null +++ b/README.md @@ -0,0 +1,31 @@ +--- +pretty_name: Simplified CLAD experiment artifacts +--- + +# Simplified CLAD experiment artifacts + +Private archive of outputs derived from training, validation, checkpointing, +TensorBoard logging, and five-seed test inference. + +## NIV + +- Horizon: 3 +- VAE best validation ELBO: 597.9396 +- Selected compact checkpoint: epoch 125 +- Five-seed mean: Acc@1 53.7037, Acc@5 81.1605, success 33.6296, + mIoU1 79.4502, mIoU2 62.6605 +- Caveat: the event-class-enriched official NIV test manifest was also used for + validation/model selection, so this is not an untouched test estimate. + +## CrossTask + +- Input: manifest-referenced S3D features, observation dimension 1536 +- Horizon: 3; action classes: 105; task classes: 18 +- VAE: 500 epochs, MSE reconstruction; best validation ELBO 617.4352 +- Compact model: 1,087,721 parameters; 120 epochs +- Selected 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dataset/crosstask/crosstask_release/train_split_T3.json +Loaded dataset/crosstask/crosstask_release/train_split_T3.json +vid name list length 10942 +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Compact planner parameters: 1,087,721 (1.09M) +Diffusion state: [batch, 3, 105] (action-only) +Logs: logs/compact/crosstask/compact_clad_crosstask_T3/T3_base64 +epoch 0001 | train loss=2676.6038 | lr=5.000e-06 | steps/s=3.75 | peak MiB=58.4 +epoch 0002 | train loss=2629.3176 | lr=1.000e-05 | steps/s=4.22 | peak MiB=58.4 +epoch 0003 | train loss=2570.1985 | lr=1.500e-05 | steps/s=3.82 | peak MiB=58.4 +epoch 0004 | train loss=2467.5083 | lr=2.000e-05 | steps/s=4.34 | peak MiB=58.4 +epoch 0005 | train loss=2343.9614 | lr=2.500e-05 | steps/s=3.18 | peak MiB=58.4 +epoch 0005 validation | loss=2590.8501 | acc@1=7.5715 | acc@5=21.6452 | success=0.0218 | mIoU1=5.1169 | mIoU2=7.7915 | a0=9.1643 | aT=11.4772 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0005.pth.tar +epoch 0006 | train loss=2200.8918 | lr=3.000e-05 | steps/s=3.75 | peak MiB=58.4 +epoch 0007 | train loss=2051.3374 | lr=3.500e-05 | steps/s=3.43 | peak MiB=58.4 +epoch 0008 | train loss=1954.0005 | lr=4.000e-05 | steps/s=3.05 | peak MiB=58.4 +epoch 0009 | train loss=1883.4728 | lr=4.500e-05 | steps/s=4.49 | peak MiB=58.4 +epoch 0010 | train loss=1830.7823 | lr=5.000e-05 | steps/s=4.14 | peak MiB=58.4 +epoch 0010 validation | loss=2531.4946 | acc@1=8.5824 | acc@5=26.9620 | success=0.1746 | mIoU1=13.0957 | mIoU2=9.4105 | a0=9.1861 | aT=11.3899 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0010.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0010.pth.tar +epoch 0011 | train loss=1774.7023 | lr=5.500e-05 | steps/s=4.38 | peak MiB=58.4 +epoch 0012 | train loss=1718.2130 | lr=6.000e-05 | steps/s=4.18 | peak MiB=58.4 +epoch 0013 | train loss=1658.6006 | lr=6.500e-05 | steps/s=6.19 | peak MiB=58.4 +epoch 0014 | train loss=1599.8893 | lr=7.000e-05 | steps/s=4.51 | peak MiB=58.4 +epoch 0015 | train loss=1536.3025 | lr=7.500e-05 | steps/s=3.65 | peak MiB=58.4 +epoch 0015 validation | loss=2235.3276 | acc@1=23.1580 | acc@5=50.9346 | success=1.1346 | mIoU1=22.1956 | mIoU2=22.3198 | a0=26.9256 | aT=27.2093 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0015.pth.tar +epoch 0016 | train loss=1469.3674 | lr=8.000e-05 | steps/s=4.93 | peak MiB=58.4 +epoch 0017 | train loss=1417.1908 | lr=8.500e-05 | steps/s=5.30 | peak MiB=58.4 +epoch 0018 | train loss=1366.6346 | lr=9.000e-05 | steps/s=6.93 | peak MiB=58.4 +epoch 0019 | train loss=1330.3306 | lr=9.500e-05 | steps/s=5.32 | peak MiB=58.4 +epoch 0020 | train loss=1285.1263 | lr=1.000e-04 | steps/s=4.22 | peak MiB=58.4 +epoch 0020 validation | loss=1897.3236 | acc@1=36.0026 | acc@5=72.4053 | success=5.0622 | mIoU1=37.5880 | mIoU2=34.4170 | a0=42.9631 | aT=41.6321 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0020.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0020.pth.tar +epoch 0021 | train loss=1245.1476 | lr=1.000e-04 | steps/s=5.18 | peak MiB=58.4 +epoch 0022 | train loss=1220.6948 | lr=1.000e-04 | steps/s=4.69 | peak MiB=58.4 +epoch 0023 | train loss=1187.1777 | lr=1.000e-04 | steps/s=4.30 | peak MiB=58.4 +epoch 0024 | train loss=1167.1526 | lr=1.000e-04 | steps/s=4.66 | peak MiB=58.4 +epoch 0025 | train loss=1137.9296 | lr=1.000e-04 | steps/s=4.44 | peak MiB=58.4 +epoch 0025 validation | loss=1622.7389 | acc@1=46.4979 | acc@5=81.0241 | success=13.5719 | mIoU1=43.0578 | mIoU2=44.5643 | a0=53.1748 | aT=54.4840 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0025.pth.tar +epoch 0026 | train loss=1110.6058 | lr=1.000e-04 | steps/s=3.86 | peak MiB=58.4 +epoch 0027 | train loss=1095.6143 | lr=1.000e-04 | steps/s=4.27 | peak MiB=58.4 +epoch 0028 | train loss=1070.5884 | lr=1.000e-04 | steps/s=4.39 | peak MiB=58.4 +epoch 0029 | train loss=1056.6005 | lr=1.000e-04 | steps/s=3.81 | peak MiB=58.4 +epoch 0030 | train loss=1034.1437 | lr=1.000e-04 | steps/s=4.37 | peak MiB=58.4 +epoch 0030 validation | loss=1425.0914 | acc@1=52.6438 | acc@5=83.5333 | success=20.5106 | mIoU1=45.4919 | mIoU2=50.2651 | a0=60.9863 | aT=60.5280 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0030.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0030.pth.tar +epoch 0031 | train loss=1026.5546 | lr=1.000e-04 | steps/s=4.94 | peak MiB=58.4 +epoch 0032 | train loss=1007.9530 | lr=1.000e-04 | steps/s=5.70 | peak MiB=58.4 +epoch 0033 | train loss=993.2939 | lr=1.000e-04 | steps/s=4.69 | peak MiB=58.4 +epoch 0034 | train loss=984.5181 | lr=1.000e-04 | steps/s=5.98 | peak MiB=58.4 +epoch 0035 | train loss=991.7170 | lr=1.000e-04 | steps/s=4.73 | peak MiB=58.4 +epoch 0035 validation | loss=1308.0299 | acc@1=56.0768 | acc@5=84.9371 | success=23.8708 | mIoU1=47.4868 | mIoU2=53.9337 | a0=64.6083 | aT=64.9793 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0035.pth.tar +epoch 0036 | train loss=964.5424 | lr=1.000e-04 | steps/s=5.42 | peak MiB=58.4 +epoch 0037 | train loss=944.3976 | lr=1.000e-04 | steps/s=5.65 | peak MiB=58.4 +epoch 0038 | train loss=929.5272 | lr=1.000e-04 | steps/s=5.80 | peak MiB=58.4 +epoch 0039 | train loss=923.8122 | lr=1.000e-04 | steps/s=6.31 | peak MiB=58.4 +epoch 0040 | train loss=904.8649 | lr=1.000e-04 | steps/s=6.00 | peak MiB=58.4 +epoch 0040 validation | loss=1235.4418 | acc@1=57.8006 | acc@5=85.4971 | success=25.9219 | mIoU1=48.6071 | mIoU2=55.5051 | a0=67.0521 | aT=66.6594 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0040.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0040.pth.tar +epoch 0041 | train loss=902.8126 | lr=1.000e-04 | steps/s=5.57 | peak MiB=58.4 +epoch 0042 | train loss=913.9862 | lr=1.000e-04 | steps/s=6.03 | peak MiB=58.4 +epoch 0043 | train loss=886.7640 | lr=1.000e-04 | steps/s=4.24 | peak MiB=58.4 +epoch 0044 | train loss=867.9739 | lr=1.000e-04 | steps/s=6.30 | peak MiB=58.4 +epoch 0045 | train loss=857.7220 | lr=1.000e-04 | steps/s=5.02 | peak MiB=58.4 +epoch 0045 validation | loss=1183.7589 | acc@1=59.3789 | acc@5=85.6280 | success=27.4711 | mIoU1=51.5226 | mIoU2=56.7721 | a0=69.7578 | aT=68.8414 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0045.pth.tar +epoch 0046 | train loss=847.9711 | lr=1.000e-04 | steps/s=5.13 | peak MiB=58.4 +epoch 0047 | train loss=836.4330 | lr=1.000e-04 | steps/s=5.07 | peak MiB=58.4 +epoch 0048 | train loss=830.6333 | lr=1.000e-04 | steps/s=5.35 | peak MiB=58.4 +epoch 0049 | train loss=813.1266 | lr=1.000e-04 | steps/s=5.02 | peak MiB=58.4 +epoch 0050 | train loss=807.8705 | lr=5.000e-05 | steps/s=4.68 | peak MiB=58.4 +epoch 0050 validation | loss=1148.7709 | acc@1=60.2953 | acc@5=85.6499 | success=28.3439 | mIoU1=51.4625 | mIoU2=57.5587 | a0=71.8089 | aT=69.2341 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0050.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0050.pth.tar +epoch 0051 | train loss=788.2122 | lr=5.000e-05 | steps/s=3.78 | peak MiB=58.4 +epoch 0052 | train loss=779.3228 | lr=5.000e-05 | steps/s=3.71 | peak MiB=58.4 +epoch 0053 | train loss=774.3869 | lr=5.000e-05 | steps/s=5.23 | peak MiB=58.4 +epoch 0054 | train loss=768.2141 | lr=5.000e-05 | steps/s=4.49 | peak MiB=58.4 +epoch 0055 | train loss=758.4776 | lr=5.000e-05 | steps/s=4.61 | peak MiB=58.4 +epoch 0055 validation | loss=1124.8475 | acc@1=61.0008 | acc@5=85.4826 | success=28.8457 | mIoU1=52.0157 | mIoU2=57.9991 | a0=72.7471 | aT=69.9760 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0055.pth.tar +epoch 0056 | train loss=753.5193 | lr=5.000e-05 | steps/s=5.67 | peak MiB=58.4 +epoch 0057 | train loss=746.0493 | lr=5.000e-05 | steps/s=5.68 | peak MiB=58.4 +epoch 0058 | train loss=736.9954 | lr=5.000e-05 | steps/s=4.65 | peak MiB=58.4 +epoch 0059 | train loss=731.2819 | lr=5.000e-05 | steps/s=4.26 | peak MiB=58.4 +epoch 0060 | train loss=724.6232 | lr=5.000e-05 | steps/s=4.59 | peak MiB=58.4 +epoch 0060 validation | loss=1110.3629 | acc@1=61.2481 | acc@5=85.3808 | success=29.0858 | mIoU1=51.1290 | mIoU2=58.5141 | a0=72.7253 | aT=70.6742 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0060.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0060.pth.tar +epoch 0061 | train loss=719.1707 | lr=5.000e-05 | steps/s=2.87 | peak MiB=58.4 +epoch 0062 | train loss=712.3477 | lr=5.000e-05 | steps/s=3.28 | peak MiB=58.4 +epoch 0063 | train loss=708.3751 | lr=5.000e-05 | steps/s=2.97 | peak MiB=58.4 +epoch 0064 | train loss=704.6212 | lr=5.000e-05 | steps/s=2.23 | peak MiB=58.4 +epoch 0065 | train loss=699.4603 | lr=5.000e-05 | steps/s=3.70 | peak MiB=58.4 +epoch 0065 validation | loss=1100.0005 | acc@1=61.5608 | acc@5=85.2280 | success=29.5658 | mIoU1=51.2687 | mIoU2=58.9792 | a0=72.3762 | aT=71.4161 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0065.pth.tar +epoch 0066 | train loss=692.4962 | lr=5.000e-05 | steps/s=6.56 | peak MiB=58.4 +epoch 0067 | train loss=693.8558 | lr=5.000e-05 | steps/s=3.62 | peak MiB=58.4 +epoch 0068 | train loss=688.4084 | lr=5.000e-05 | steps/s=3.76 | peak MiB=58.4 +epoch 0069 | train loss=690.4952 | lr=5.000e-05 | steps/s=4.31 | peak MiB=58.4 +epoch 0070 | train loss=674.7607 | lr=5.000e-05 | steps/s=4.66 | peak MiB=58.4 +epoch 0070 validation | loss=1094.9403 | acc@1=62.5864 | acc@5=85.1698 | success=29.9804 | mIoU1=51.4685 | mIoU2=59.9189 | a0=73.4672 | aT=72.5725 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0070.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0070.pth.tar +epoch 0071 | train loss=677.2261 | lr=5.000e-05 | steps/s=3.39 | peak MiB=58.4 +epoch 0072 | train loss=673.9402 | lr=5.000e-05 | steps/s=4.45 | peak MiB=58.4 +epoch 0073 | train loss=669.8195 | lr=5.000e-05 | steps/s=3.33 | peak MiB=58.4 +epoch 0074 | train loss=666.7066 | lr=5.000e-05 | steps/s=3.36 | peak MiB=58.4 +epoch 0075 | train loss=664.7889 | lr=5.000e-05 | steps/s=4.92 | peak MiB=58.4 +epoch 0075 validation | loss=1091.6656 | acc@1=63.0009 | acc@5=84.9953 | success=30.4604 | mIoU1=51.6079 | mIoU2=60.4877 | a0=73.8381 | aT=73.1617 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0075.pth.tar +epoch 0076 | train loss=658.5607 | lr=5.000e-05 | steps/s=4.14 | peak MiB=58.4 +epoch 0077 | train loss=656.5195 | lr=5.000e-05 | steps/s=3.63 | peak MiB=58.4 +epoch 0078 | train loss=653.0291 | lr=5.000e-05 | steps/s=4.15 | peak MiB=58.4 +epoch 0079 | train loss=652.9625 | lr=5.000e-05 | steps/s=4.25 | peak MiB=58.4 +epoch 0080 | train loss=649.2359 | lr=2.500e-05 | steps/s=2.47 | peak MiB=58.4 +epoch 0080 validation | loss=1090.9141 | acc@1=63.0809 | acc@5=85.0098 | success=30.6350 | mIoU1=51.2377 | mIoU2=60.6637 | a0=73.8599 | aT=73.1835 +Saved best checkpoint: save_max/crosstask/compact_clad/base64/T3_epoch0080.pth.tar +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0080.pth.tar +epoch 0081 | train loss=644.8062 | lr=2.500e-05 | steps/s=4.11 | peak MiB=58.4 +epoch 0082 | train loss=642.2590 | lr=2.500e-05 | steps/s=3.60 | peak MiB=58.4 +epoch 0083 | train loss=640.0706 | lr=2.500e-05 | steps/s=3.31 | peak MiB=58.4 +epoch 0084 | train loss=640.7458 | lr=2.500e-05 | steps/s=3.76 | peak MiB=58.4 +epoch 0085 | train loss=640.1964 | lr=2.500e-05 | steps/s=4.24 | peak MiB=58.4 +epoch 0085 validation | loss=1092.5955 | acc@1=63.1828 | acc@5=84.7843 | success=30.5913 | mIoU1=50.6870 | mIoU2=60.7728 | a0=73.6417 | aT=73.3144 +epoch 0086 | train loss=637.8301 | lr=2.500e-05 | steps/s=3.70 | peak MiB=58.4 +epoch 0087 | train loss=637.2441 | lr=2.500e-05 | steps/s=4.28 | peak MiB=58.4 +epoch 0088 | train loss=635.1631 | lr=2.500e-05 | steps/s=4.97 | peak MiB=58.4 +epoch 0089 | train loss=637.0345 | lr=2.500e-05 | steps/s=5.14 | peak MiB=58.4 +epoch 0090 | train loss=630.5829 | lr=2.500e-05 | steps/s=4.65 | peak MiB=58.4 +epoch 0090 validation | loss=1091.4626 | acc@1=63.0155 | acc@5=84.6680 | success=30.5040 | mIoU1=51.0043 | mIoU2=60.6495 | a0=73.2926 | aT=73.0526 +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0090.pth.tar +epoch 0091 | train loss=632.8963 | lr=2.500e-05 | steps/s=5.31 | peak MiB=58.4 +epoch 0092 | train loss=632.0017 | lr=2.500e-05 | steps/s=5.04 | peak MiB=58.4 +epoch 0093 | train loss=630.1373 | lr=2.500e-05 | steps/s=4.77 | peak MiB=58.4 +epoch 0094 | train loss=631.3962 | lr=2.500e-05 | steps/s=6.84 | peak MiB=58.4 +epoch 0095 | train loss=625.3895 | lr=2.500e-05 | steps/s=6.16 | peak MiB=58.4 +epoch 0095 validation | loss=1091.5389 | acc@1=63.0373 | acc@5=84.6680 | success=30.2640 | mIoU1=51.2989 | mIoU2=60.5750 | a0=73.2053 | aT=73.1180 +epoch 0096 | train loss=626.4075 | lr=2.500e-05 | steps/s=3.96 | peak MiB=58.4 +epoch 0097 | train loss=627.2988 | lr=2.500e-05 | steps/s=4.05 | peak MiB=58.4 +epoch 0098 | train loss=625.8851 | lr=2.500e-05 | steps/s=4.09 | peak MiB=58.4 +epoch 0099 | train loss=623.8738 | lr=2.500e-05 | steps/s=3.91 | peak MiB=58.4 +epoch 0100 | train loss=625.0828 | lr=2.500e-05 | steps/s=4.40 | peak MiB=58.4 +epoch 0100 validation | loss=1094.3319 | acc@1=62.9355 | acc@5=84.6171 | success=30.3077 | mIoU1=51.1963 | mIoU2=60.5720 | a0=73.0526 | aT=72.9217 +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0100.pth.tar +epoch 0101 | train loss=618.9834 | lr=2.500e-05 | steps/s=4.52 | peak MiB=58.4 +epoch 0102 | train loss=622.1857 | lr=2.500e-05 | steps/s=4.92 | peak MiB=58.4 +epoch 0103 | train loss=618.0671 | lr=2.500e-05 | steps/s=3.77 | peak MiB=58.4 +epoch 0104 | train loss=618.5996 | lr=2.500e-05 | steps/s=2.77 | peak MiB=58.4 +epoch 0105 | train loss=620.4985 | lr=2.500e-05 | steps/s=4.85 | peak MiB=58.4 +epoch 0105 validation | loss=1094.7527 | acc@1=62.9355 | acc@5=84.5589 | success=30.4168 | mIoU1=50.8666 | mIoU2=60.5535 | a0=73.0308 | aT=72.9217 +epoch 0106 | train loss=619.4592 | lr=2.500e-05 | steps/s=3.65 | peak MiB=58.4 +epoch 0107 | train loss=618.0354 | lr=2.500e-05 | steps/s=2.64 | peak MiB=58.4 +epoch 0108 | train loss=617.0671 | lr=2.500e-05 | steps/s=2.58 | peak MiB=58.4 +epoch 0109 | train loss=615.7890 | lr=2.500e-05 | steps/s=2.69 | peak MiB=58.4 +epoch 0110 | train loss=611.6508 | lr=1.250e-05 | steps/s=3.26 | peak MiB=58.4 +epoch 0110 validation | loss=1098.3746 | acc@1=62.8482 | acc@5=84.6098 | success=30.3295 | mIoU1=50.8247 | mIoU2=60.6266 | a0=72.9435 | aT=72.6598 +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0110.pth.tar +epoch 0111 | train loss=611.5771 | lr=1.250e-05 | steps/s=2.96 | peak MiB=58.4 +epoch 0112 | train loss=612.1917 | lr=1.250e-05 | steps/s=4.13 | peak MiB=58.4 +epoch 0113 | train loss=610.4453 | lr=1.250e-05 | steps/s=4.46 | peak MiB=58.4 +epoch 0114 | train loss=611.7307 | lr=1.250e-05 | steps/s=2.50 | peak MiB=58.4 +epoch 0115 | train loss=611.2645 | lr=1.250e-05 | steps/s=3.05 | peak MiB=58.4 +epoch 0115 validation | loss=1100.8999 | acc@1=62.8264 | acc@5=84.6316 | success=30.3731 | mIoU1=50.9048 | mIoU2=60.5593 | a0=72.8998 | aT=72.8126 +epoch 0116 | train loss=610.0113 | lr=1.250e-05 | steps/s=5.10 | peak MiB=58.4 +epoch 0117 | train loss=609.9767 | lr=1.250e-05 | steps/s=3.95 | peak MiB=58.4 +epoch 0118 | train loss=603.9264 | lr=1.250e-05 | steps/s=3.06 | peak MiB=58.4 +epoch 0119 | train loss=610.9645 | lr=1.250e-05 | steps/s=3.42 | peak MiB=58.4 +epoch 0120 | train loss=608.3387 | lr=1.250e-05 | steps/s=3.38 | peak MiB=58.4 +epoch 0120 validation | loss=1104.9540 | acc@1=62.6736 | acc@5=84.5516 | success=30.0895 | mIoU1=50.7984 | mIoU2=60.3826 | a0=72.7907 | aT=72.5725 +Saved checkpoint: checkpoint/compact_clad_crosstask_T3/epoch0120.pth.tar diff --git a/artifacts/crosstask/pipeline_logs/crosstask_compact.done b/artifacts/crosstask/pipeline_logs/crosstask_compact.done new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference.done b/artifacts/crosstask/pipeline_logs/crosstask_inference.done new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference_seed0.log b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed0.log new file mode 100644 index 0000000000000000000000000000000000000000..0433d11dfa084d3c76ba0fcddd57c1cabd8292d4 --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed0.log @@ -0,0 +1,19 @@ +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Loaded compact checkpoint from epoch 80 +Compact planner parameters: 1,087,721 (1.09M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: crosstask | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1091.7723 +Acc@1: 63.0882 +Acc@5: 85.0316 +Success: 30.3295 +MIoU1: 50.9405 +MIoU2: 60.5557 +a0 Acc: 73.6635 +aT Acc: 73.1835 +Elapsed: 3.68s +Peak GPU: 48.9 MiB +================================================================ diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference_seed1.log b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed1.log new file mode 100644 index 0000000000000000000000000000000000000000..dfc58423b965e07fddb12aefb0fd9746a2700e0a --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed1.log @@ -0,0 +1,19 @@ +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Loaded compact checkpoint from epoch 80 +Compact planner parameters: 1,087,721 (1.09M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: crosstask | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1092.0284 +Acc@1: 63.1246 +Acc@5: 84.9880 +Success: 30.5259 +MIoU1: 51.2316 +MIoU2: 60.6190 +a0 Acc: 73.6854 +aT Acc: 73.3144 +Elapsed: 3.73s +Peak GPU: 48.9 MiB +================================================================ diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference_seed2.log b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed2.log new file mode 100644 index 0000000000000000000000000000000000000000..e28515944f015319b4aaba0f052c29cdf31677b0 --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed2.log @@ -0,0 +1,19 @@ +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Loaded compact checkpoint from epoch 80 +Compact planner parameters: 1,087,721 (1.09M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: crosstask | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1091.5398 +Acc@1: 63.1391 +Acc@5: 84.9298 +Success: 30.5040 +MIoU1: 51.0376 +MIoU2: 60.6153 +a0 Acc: 73.6854 +aT Acc: 73.3144 +Elapsed: 3.67s +Peak GPU: 48.9 MiB +================================================================ diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference_seed3.log b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed3.log new file mode 100644 index 0000000000000000000000000000000000000000..cf01946adb5e3c5ec0ec0cc6c3da7de858482de2 --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed3.log @@ -0,0 +1,19 @@ +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Loaded compact checkpoint from epoch 80 +Compact planner parameters: 1,087,721 (1.09M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: crosstask | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1090.9021 +Acc@1: 63.1173 +Acc@5: 84.9371 +Success: 30.4604 +MIoU1: 51.2169 +MIoU2: 60.6048 +a0 Acc: 73.6854 +aT Acc: 73.3799 +Elapsed: 3.71s +Peak GPU: 48.9 MiB +================================================================ diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference_seed4.log b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed4.log new file mode 100644 index 0000000000000000000000000000000000000000..4b8e4779cf66dd4d6bfdadd7e20ece0df42757a5 --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_inference_seed4.log @@ -0,0 +1,19 @@ +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Loaded compact checkpoint from epoch 80 +Compact planner parameters: 1,087,721 (1.09M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: crosstask | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1090.9148 +Acc@1: 63.0664 +Acc@5: 84.9734 +Success: 30.3731 +MIoU1: 50.8133 +MIoU2: 60.5862 +a0 Acc: 73.6635 +aT Acc: 73.2490 +Elapsed: 4.98s +Peak GPU: 48.9 MiB +================================================================ diff --git a/artifacts/crosstask/pipeline_logs/crosstask_inference_summary.csv b/artifacts/crosstask/pipeline_logs/crosstask_inference_summary.csv new file mode 100644 index 0000000000000000000000000000000000000000..38bd6bc407242dbeb109ef26bb417989189c78ab --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_inference_summary.csv @@ -0,0 +1,6 @@ +seed,loss,acc1,acc5,success,miou1,miou2,a0_acc,aT_acc,elapsed_seconds,peak_gpu_mib +0,1091.7723,63.0882,85.0316,30.3295,50.9405,60.5557,73.6635,73.1835,3.68,48.9 +1,1092.0284,63.1246,84.9880,30.5259,51.2316,60.6190,73.6854,73.3144,3.73,48.9 +2,1091.5398,63.1391,84.9298,30.5040,51.0376,60.6153,73.6854,73.3144,3.67,48.9 +3,1090.9021,63.1173,84.9371,30.4604,51.2169,60.6048,73.6854,73.3799,3.71,48.9 +4,1090.9148,63.0664,84.9734,30.3731,50.8133,60.5862,73.6635,73.2490,4.98,48.9 diff --git a/artifacts/crosstask/pipeline_logs/crosstask_vae.console.log b/artifacts/crosstask/pipeline_logs/crosstask_vae.console.log new file mode 100644 index 0000000000000000000000000000000000000000..27ba0770e12cae3499911615322d9a71f8a96b26 --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/crosstask_vae.console.log @@ -0,0 +1,509 @@ +cross task data name train dataset/crosstask/crosstask_release/train_split_T3.json +Loaded dataset/crosstask/crosstask_release/train_split_T3.json +vid name list length 10942 +cross task data name val dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +Loaded dataset/crosstask/crosstask_release/crosstask_mlp_T3.json +vid name list length 4583 +Endpoint VAE: normalized act+img | signed-output MSE | 32,826 train endpoint rows +Logs: log/vae/crosstask/T3_act_img_dim2 +epoch 0001/0500 | train elbo=942.1791 recon=937.8689 kl=4.3102 | val elbo=872.2437 recon=865.6096 kl=6.6341 | 28.21s | peak=187.5 MiB +epoch 0002/0500 | train elbo=840.3096 recon=833.8006 kl=6.5091 | val elbo=824.8853 recon=818.0327 kl=6.8526 | 35.35s | peak=178.9 MiB +epoch 0003/0500 | train elbo=805.7711 recon=798.4560 kl=7.3151 | val elbo=801.6365 recon=794.0384 kl=7.5981 | 42.67s | peak=205.5 MiB +epoch 0004/0500 | train elbo=785.5666 recon=777.6495 kl=7.9171 | val elbo=783.4608 recon=775.4193 kl=8.0415 | 34.48s | peak=184.9 MiB +epoch 0005/0500 | train elbo=771.2156 recon=762.8841 kl=8.3315 | val elbo=772.5712 recon=764.2294 kl=8.3418 | 47.02s | peak=211.5 MiB +epoch 0006/0500 | train elbo=761.2271 recon=752.6160 kl=8.6111 | val elbo=765.3371 recon=756.8468 kl=8.4903 | 36.51s | peak=220.9 MiB +epoch 0007/0500 | train elbo=753.5558 recon=744.7723 kl=8.7835 | val elbo=758.8578 recon=750.1052 kl=8.7526 | 48.84s | peak=217.0 MiB +epoch 0008/0500 | train elbo=747.3861 recon=738.3714 kl=9.0147 | val elbo=753.3457 recon=744.3064 kl=9.0393 | 52.81s | peak=226.3 MiB +epoch 0009/0500 | train elbo=741.7418 recon=732.5710 kl=9.1708 | val elbo=746.3174 recon=737.2338 kl=9.0837 | 37.46s | peak=178.9 MiB +epoch 0010/0500 | train elbo=736.2461 recon=726.9150 kl=9.3311 | val elbo=742.8882 recon=733.5960 kl=9.2923 | 28.72s | peak=178.9 MiB +epoch 0011/0500 | train elbo=731.8324 recon=722.3587 kl=9.4738 | val elbo=739.5457 recon=730.1100 kl=9.4358 | 25.83s | peak=160.9 MiB +epoch 0012/0500 | train elbo=727.9313 recon=718.3465 kl=9.5848 | val elbo=735.4145 recon=725.9083 kl=9.5062 | 28.86s | peak=238.5 MiB +epoch 0013/0500 | train elbo=723.2953 recon=713.6099 kl=9.6855 | val elbo=731.3506 recon=721.7558 kl=9.5948 | 22.97s | peak=172.9 MiB +epoch 0014/0500 | train elbo=719.7561 recon=709.9329 kl=9.8231 | val elbo=728.4295 recon=718.5811 kl=9.8484 | 22.66s | peak=259.0 MiB +epoch 0015/0500 | train elbo=716.0457 recon=706.1382 kl=9.9076 | val elbo=725.0748 recon=715.1109 kl=9.9639 | 25.11s | peak=268.3 MiB +epoch 0016/0500 | train elbo=711.9353 recon=701.8625 kl=10.0728 | val elbo=721.1709 recon=711.1025 kl=10.0684 | 31.96s | peak=229.5 MiB +epoch 0017/0500 | train elbo=709.4788 recon=699.3271 kl=10.1518 | val elbo=718.1161 recon=708.0758 kl=10.0404 | 38.22s | peak=238.9 MiB +epoch 0018/0500 | train elbo=705.8479 recon=695.5959 kl=10.2520 | val elbo=715.9169 recon=705.7206 kl=10.1963 | 29.24s | peak=235.0 MiB +epoch 0019/0500 | train elbo=703.0283 recon=692.6514 kl=10.3769 | val elbo=713.3944 recon=703.1920 kl=10.2024 | 44.83s | peak=244.3 MiB +epoch 0020/0500 | train elbo=700.9374 recon=690.5018 kl=10.4357 | val elbo=710.8880 recon=700.5225 kl=10.3655 | 43.08s | peak=196.9 MiB +epoch 0021/0500 | train elbo=697.5465 recon=687.0046 kl=10.5419 | val elbo=710.7951 recon=700.3176 kl=10.4775 | 42.56s | peak=184.9 MiB +epoch 0022/0500 | train elbo=695.5260 recon=684.9062 kl=10.6198 | val elbo=707.4375 recon=696.9484 kl=10.4891 | 44.24s | peak=160.9 MiB +epoch 0023/0500 | train elbo=692.3905 recon=681.6883 kl=10.7022 | val elbo=704.2120 recon=693.6414 kl=10.5706 | 45.21s | peak=247.4 MiB +epoch 0024/0500 | train elbo=689.8955 recon=679.1256 kl=10.7699 | val elbo=703.3401 recon=692.8930 kl=10.4471 | 25.00s | peak=255.7 MiB +epoch 0025/0500 | train elbo=688.7964 recon=677.9123 kl=10.8841 | val elbo=701.1873 recon=690.5351 kl=10.6523 | 29.05s | peak=217.0 MiB +epoch 0026/0500 | train elbo=685.9312 recon=675.0112 kl=10.9200 | val elbo=699.5551 recon=688.7734 kl=10.7817 | 40.34s | peak=226.3 MiB +epoch 0027/0500 | train elbo=683.8685 recon=672.8815 kl=10.9870 | val elbo=697.7621 recon=686.8952 kl=10.8669 | 37.22s | peak=205.5 MiB +epoch 0028/0500 | train elbo=682.4776 recon=671.4238 kl=11.0538 | val elbo=696.2548 recon=685.3882 kl=10.8665 | 49.34s | peak=214.9 MiB +epoch 0029/0500 | train elbo=680.7208 recon=669.6608 kl=11.0600 | val elbo=694.6931 recon=683.7450 kl=10.9481 | 30.22s | peak=223.5 MiB +epoch 0030/0500 | train elbo=679.4117 recon=668.3121 kl=11.0997 | val elbo=694.1079 recon=683.1067 kl=11.0012 | 20.30s | peak=232.9 MiB +epoch 0031/0500 | train elbo=677.4428 recon=666.2513 kl=11.1915 | val elbo=692.5469 recon=681.6025 kl=10.9444 | 25.47s | peak=184.9 MiB +epoch 0032/0500 | train elbo=675.6183 recon=664.4319 kl=11.1864 | val elbo=691.3974 recon=680.3610 kl=11.0365 | 22.40s | peak=178.9 MiB +epoch 0033/0500 | train elbo=674.3133 recon=663.0454 kl=11.2679 | val elbo=689.2369 recon=678.1554 kl=11.0815 | 20.61s | peak=172.9 MiB +epoch 0034/0500 | train elbo=673.7714 recon=662.4820 kl=11.2894 | val elbo=690.4175 recon=679.5171 kl=10.9004 | 21.48s | peak=234.4 MiB +epoch 0035/0500 | train elbo=671.2943 recon=659.9581 kl=11.3362 | val elbo=687.3776 recon=676.2727 kl=11.1049 | 21.04s | peak=243.7 MiB +epoch 0036/0500 | train elbo=669.8729 recon=658.5082 kl=11.3647 | val elbo=687.3723 recon=676.2719 kl=11.1004 | 19.01s | peak=217.0 MiB +epoch 0037/0500 | train elbo=668.4835 recon=657.0606 kl=11.4228 | val elbo=687.0888 recon=675.9264 kl=11.1623 | 17.76s | peak=226.3 MiB +epoch 0038/0500 | train elbo=667.8612 recon=656.4183 kl=11.4429 | val elbo=685.9316 recon=674.6907 kl=11.2409 | 16.00s | peak=223.5 MiB +epoch 0039/0500 | train elbo=666.3638 recon=654.8929 kl=11.4709 | val elbo=684.4804 recon=673.3526 kl=11.1278 | 14.22s | peak=232.9 MiB +epoch 0040/0500 | train elbo=665.3474 recon=653.8581 kl=11.4892 | val elbo=684.2094 recon=672.8689 kl=11.3405 | 14.68s | peak=229.5 MiB +epoch 0041/0500 | train elbo=663.2659 recon=651.7288 kl=11.5371 | val elbo=682.3945 recon=671.0761 kl=11.3183 | 18.23s | peak=238.9 MiB +epoch 0042/0500 | train elbo=662.7887 recon=651.2160 kl=11.5727 | val elbo=680.8186 recon=669.4870 kl=11.3316 | 23.61s | peak=214.9 MiB +epoch 0043/0500 | train elbo=661.2984 recon=649.6973 kl=11.6011 | val elbo=680.7133 recon=669.3720 kl=11.3414 | 30.99s | peak=178.9 MiB +epoch 0044/0500 | train elbo=659.4176 recon=647.7929 kl=11.6247 | val elbo=681.1184 recon=669.6094 kl=11.5089 | 27.93s | peak=178.9 MiB +epoch 0045/0500 | train elbo=658.9877 recon=647.3095 kl=11.6783 | val elbo=679.9620 recon=668.4610 kl=11.5011 | 23.14s | peak=229.5 MiB +epoch 0046/0500 | train elbo=657.9074 recon=646.2101 kl=11.6972 | val elbo=678.4814 recon=667.0347 kl=11.4467 | 21.08s | peak=238.9 MiB +epoch 0047/0500 | train elbo=656.5012 recon=644.7733 kl=11.7278 | val elbo=677.3455 recon=665.8428 kl=11.5028 | 19.65s | peak=217.0 MiB +epoch 0048/0500 | train elbo=654.9228 recon=643.1729 kl=11.7499 | val elbo=677.6471 recon=666.1054 kl=11.5417 | 24.94s | peak=226.3 MiB +epoch 0049/0500 | train elbo=654.7353 recon=642.9324 kl=11.8029 | val elbo=676.6712 recon=665.0763 kl=11.5948 | 24.85s | peak=223.5 MiB +epoch 0050/0500 | train elbo=653.5197 recon=641.7236 kl=11.7961 | val elbo=675.8938 recon=664.2382 kl=11.6556 | 19.73s | peak=232.9 MiB +epoch 0051/0500 | train elbo=652.3600 recon=640.5503 kl=11.8097 | val elbo=675.6566 recon=664.0493 kl=11.6073 | 19.04s | peak=229.5 MiB +epoch 0052/0500 | train elbo=651.7085 recon=639.8655 kl=11.8430 | val elbo=674.1246 recon=662.6038 kl=11.5208 | 21.76s | peak=238.9 MiB +epoch 0053/0500 | train elbo=651.1057 recon=639.3002 kl=11.8055 | val elbo=674.2152 recon=662.5628 kl=11.6524 | 25.68s | peak=208.9 MiB +epoch 0054/0500 | train elbo=650.0431 recon=638.1721 kl=11.8710 | val elbo=672.9101 recon=661.1849 kl=11.7252 | 26.19s | peak=250.9 MiB +epoch 0055/0500 | train elbo=648.9245 recon=637.0481 kl=11.8764 | val elbo=672.0946 recon=660.3157 kl=11.7789 | 24.90s | peak=184.9 MiB +epoch 0056/0500 | train elbo=647.8375 recon=635.9304 kl=11.9071 | val elbo=672.4698 recon=660.7506 kl=11.7191 | 22.51s | peak=223.3 MiB +epoch 0057/0500 | train elbo=647.9846 recon=636.0860 kl=11.8987 | val elbo=672.9398 recon=661.4113 kl=11.5285 | 22.40s | peak=232.4 MiB +epoch 0058/0500 | train elbo=648.1823 recon=636.2784 kl=11.9038 | val elbo=670.7875 recon=659.0382 kl=11.7494 | 17.66s | peak=217.0 MiB +epoch 0059/0500 | train elbo=645.7299 recon=633.7919 kl=11.9379 | val elbo=670.4313 recon=658.8416 kl=11.5897 | 21.69s | peak=226.3 MiB +epoch 0060/0500 | train elbo=644.6047 recon=632.6459 kl=11.9588 | val elbo=670.0099 recon=658.3078 kl=11.7021 | 15.92s | peak=223.5 MiB +epoch 0061/0500 | train elbo=644.3272 recon=632.3739 kl=11.9533 | val elbo=669.6777 recon=657.8693 kl=11.8084 | 20.10s | peak=232.9 MiB +epoch 0062/0500 | train elbo=642.9793 recon=631.0079 kl=11.9714 | val elbo=668.2416 recon=656.5117 kl=11.7299 | 26.22s | peak=202.9 MiB +epoch 0063/0500 | train elbo=642.4401 recon=630.4443 kl=11.9957 | val elbo=667.9188 recon=656.2036 kl=11.7152 | 31.03s | peak=223.5 MiB +epoch 0064/0500 | train elbo=641.6972 recon=629.7000 kl=11.9971 | val elbo=667.0120 recon=655.1941 kl=11.8179 | 26.02s | peak=214.9 MiB +epoch 0065/0500 | train elbo=640.8363 recon=628.8294 kl=12.0069 | val elbo=666.4412 recon=654.6607 kl=11.7806 | 25.20s | peak=241.5 MiB +epoch 0066/0500 | train elbo=640.7481 recon=628.7319 kl=12.0162 | val elbo=666.1375 recon=654.3103 kl=11.8272 | 24.68s | peak=250.9 MiB +epoch 0067/0500 | train elbo=639.4759 recon=627.4492 kl=12.0267 | val elbo=665.9604 recon=654.1771 kl=11.7832 | 23.47s | peak=211.0 MiB +epoch 0068/0500 | train elbo=638.7303 recon=626.7217 kl=12.0085 | val elbo=666.0559 recon=654.2912 kl=11.7648 | 15.44s | peak=220.3 MiB +epoch 0069/0500 | train elbo=638.2140 recon=626.1892 kl=12.0248 | val elbo=665.0761 recon=653.4147 kl=11.6614 | 16.13s | peak=217.0 MiB +epoch 0070/0500 | train elbo=637.8372 recon=625.8113 kl=12.0259 | val elbo=664.7555 recon=652.9917 kl=11.7638 | 15.66s | peak=226.3 MiB +epoch 0071/0500 | train elbo=636.8889 recon=624.8588 kl=12.0300 | val elbo=663.6818 recon=651.8693 kl=11.8125 | 18.71s | peak=223.5 MiB +epoch 0072/0500 | train elbo=635.9418 recon=623.9016 kl=12.0402 | val elbo=663.2000 recon=651.2846 kl=11.9154 | 23.32s | peak=232.9 MiB +epoch 0073/0500 | train elbo=635.9232 recon=623.8587 kl=12.0645 | val elbo=662.5666 recon=650.8017 kl=11.7649 | 22.50s | peak=202.9 MiB +epoch 0074/0500 | train elbo=634.8853 recon=622.8172 kl=12.0681 | val elbo=662.2358 recon=650.3876 kl=11.8482 | 29.64s | peak=214.9 MiB +epoch 0075/0500 | train elbo=634.2143 recon=622.1528 kl=12.0616 | val elbo=660.9133 recon=649.0332 kl=11.8802 | 28.50s | peak=220.9 MiB +epoch 0076/0500 | train elbo=633.7248 recon=621.6471 kl=12.0777 | val elbo=663.5911 recon=651.7117 kl=11.8794 | 20.75s | peak=259.6 MiB +epoch 0077/0500 | train elbo=633.7329 recon=621.6482 kl=12.0846 | val elbo=662.2533 recon=650.3451 kl=11.9082 | 13.42s | peak=268.9 MiB +epoch 0078/0500 | train elbo=633.0530 recon=620.9533 kl=12.0997 | val elbo=661.6944 recon=649.9084 kl=11.7860 | 19.22s | peak=211.0 MiB +epoch 0079/0500 | train elbo=632.3234 recon=620.2240 kl=12.0994 | val elbo=659.2243 recon=647.4761 kl=11.7481 | 26.72s | peak=220.3 MiB +epoch 0080/0500 | train elbo=632.1301 recon=620.0343 kl=12.0958 | val elbo=660.4289 recon=648.7277 kl=11.7012 | 20.82s | peak=217.0 MiB +epoch 0081/0500 | train elbo=630.7276 recon=618.6126 kl=12.1150 | val elbo=658.4608 recon=646.5048 kl=11.9561 | 24.13s | peak=226.3 MiB +epoch 0082/0500 | train elbo=629.9543 recon=617.8206 kl=12.1336 | val elbo=659.0361 recon=647.1678 kl=11.8683 | 34.57s | peak=223.5 MiB +epoch 0083/0500 | train elbo=629.5374 recon=617.3862 kl=12.1512 | val elbo=659.7052 recon=647.9073 kl=11.7979 | 19.75s | peak=232.9 MiB +epoch 0084/0500 | train elbo=629.5777 recon=617.4513 kl=12.1264 | val elbo=658.7522 recon=646.8265 kl=11.9257 | 20.03s | peak=208.9 MiB +epoch 0085/0500 | train elbo=628.8734 recon=616.7567 kl=12.1167 | val elbo=658.7782 recon=646.9203 kl=11.8579 | 27.77s | peak=214.9 MiB +epoch 0086/0500 | train elbo=628.8230 recon=616.7002 kl=12.1228 | val elbo=658.2695 recon=646.3359 kl=11.9336 | 21.55s | peak=220.9 MiB +epoch 0087/0500 | train elbo=627.8073 recon=615.6723 kl=12.1350 | val elbo=656.7695 recon=644.9021 kl=11.8674 | 18.89s | peak=259.6 MiB +epoch 0088/0500 | train elbo=627.0832 recon=614.9398 kl=12.1434 | val elbo=656.9553 recon=645.1480 kl=11.8074 | 21.36s | peak=268.9 MiB +epoch 0089/0500 | train elbo=626.2614 recon=614.1161 kl=12.1454 | val elbo=657.4830 recon=645.6085 kl=11.8745 | 24.16s | peak=211.0 MiB +epoch 0090/0500 | train elbo=627.0369 recon=614.8951 kl=12.1418 | val elbo=656.8347 recon=644.8727 kl=11.9621 | 37.93s | peak=220.3 MiB +epoch 0091/0500 | train elbo=625.9998 recon=613.8239 kl=12.1758 | val elbo=656.4895 recon=644.5425 kl=11.9470 | 25.54s | peak=217.0 MiB +epoch 0092/0500 | train elbo=625.2059 recon=613.0359 kl=12.1699 | val elbo=655.2865 recon=643.3524 kl=11.9341 | 20.29s | peak=226.3 MiB +epoch 0093/0500 | train elbo=624.7541 recon=612.5820 kl=12.1722 | val elbo=655.3972 recon=643.4575 kl=11.9397 | 29.66s | peak=217.0 MiB +epoch 0094/0500 | train elbo=624.7424 recon=612.5630 kl=12.1794 | val elbo=655.7949 recon=643.8497 kl=11.9452 | 22.60s | peak=226.3 MiB +epoch 0095/0500 | train elbo=624.7387 recon=612.5447 kl=12.1940 | val elbo=655.7421 recon=643.8609 kl=11.8812 | 12.80s | peak=208.9 MiB +epoch 0096/0500 | train elbo=623.7880 recon=611.5914 kl=12.1966 | val elbo=654.2754 recon=642.3233 kl=11.9520 | 17.23s | peak=238.9 MiB +epoch 0097/0500 | train elbo=622.7409 recon=610.5393 kl=12.2015 | val elbo=653.4105 recon=641.5335 kl=11.8771 | 27.00s | peak=214.9 MiB +epoch 0098/0500 | train elbo=622.0674 recon=609.8696 kl=12.1978 | val elbo=653.1280 recon=641.1721 kl=11.9559 | 22.11s | peak=265.6 MiB +epoch 0099/0500 | train elbo=622.0426 recon=609.8714 kl=12.1713 | val elbo=653.0486 recon=641.0939 kl=11.9547 | 26.92s | peak=274.9 MiB +epoch 0100/0500 | train elbo=621.1532 recon=608.9453 kl=12.2079 | val elbo=652.4590 recon=640.5624 kl=11.8967 | 27.09s | peak=211.0 MiB +epoch 0101/0500 | train elbo=621.2299 recon=609.0115 kl=12.2184 | val elbo=653.7751 recon=641.7429 kl=12.0322 | 27.85s | peak=220.3 MiB +epoch 0102/0500 | train elbo=621.0900 recon=608.8810 kl=12.2090 | val elbo=652.6064 recon=640.5529 kl=12.0536 | 25.79s | peak=217.0 MiB +epoch 0103/0500 | train elbo=620.2817 recon=608.0747 kl=12.2070 | val elbo=651.1471 recon=639.0563 kl=12.0908 | 32.59s | peak=226.3 MiB +epoch 0104/0500 | train elbo=619.8544 recon=607.6378 kl=12.2166 | val elbo=651.2113 recon=639.1558 kl=12.0555 | 27.48s | peak=205.5 MiB +epoch 0105/0500 | train elbo=619.8589 recon=607.6462 kl=12.2128 | val elbo=653.1021 recon=640.9583 kl=12.1438 | 27.77s | peak=214.9 MiB +epoch 0106/0500 | train elbo=619.3369 recon=607.1100 kl=12.2269 | val elbo=650.5469 recon=638.5675 kl=11.9794 | 26.52s | peak=202.9 MiB +epoch 0107/0500 | train elbo=618.2872 recon=606.0612 kl=12.2260 | val elbo=650.1433 recon=638.1192 kl=12.0241 | 21.18s | peak=241.5 MiB +epoch 0108/0500 | train elbo=617.9860 recon=605.7450 kl=12.2410 | val elbo=651.1274 recon=639.2274 kl=11.9000 | 21.45s | peak=250.9 MiB +epoch 0109/0500 | train elbo=617.6424 recon=605.4053 kl=12.2371 | val elbo=650.0561 recon=638.0057 kl=12.0504 | 26.13s | peak=235.0 MiB +epoch 0110/0500 | train elbo=616.9214 recon=604.6902 kl=12.2313 | val elbo=649.8637 recon=637.6954 kl=12.1683 | 29.18s | peak=244.3 MiB +epoch 0111/0500 | train elbo=616.7240 recon=604.4771 kl=12.2469 | val elbo=649.7835 recon=637.8416 kl=11.9419 | 29.42s | peak=241.5 MiB +epoch 0112/0500 | train elbo=616.7375 recon=604.4790 kl=12.2585 | val elbo=649.8342 recon=637.8552 kl=11.9790 | 24.72s | peak=250.9 MiB +epoch 0113/0500 | train elbo=616.7712 recon=604.5422 kl=12.2291 | val elbo=648.9573 recon=636.8342 kl=12.1231 | 16.32s | peak=217.0 MiB +epoch 0114/0500 | train elbo=615.6940 recon=603.4339 kl=12.2600 | val elbo=648.3234 recon=636.2286 kl=12.0948 | 21.93s | peak=226.3 MiB +epoch 0115/0500 | train elbo=615.7888 recon=603.5252 kl=12.2637 | val elbo=648.6749 recon=636.7570 kl=11.9179 | 27.13s | peak=196.9 MiB +epoch 0116/0500 | train elbo=615.4679 recon=603.2243 kl=12.2437 | val elbo=648.9049 recon=636.9413 kl=11.9636 | 31.46s | peak=208.9 MiB +epoch 0117/0500 | train elbo=615.2156 recon=602.9431 kl=12.2725 | val elbo=649.0079 recon=637.1472 kl=11.8606 | 25.29s | peak=214.9 MiB +epoch 0118/0500 | train elbo=614.1582 recon=601.8763 kl=12.2819 | val elbo=647.3311 recon=635.2672 kl=12.0639 | 15.32s | peak=253.0 MiB +epoch 0119/0500 | train elbo=613.8277 recon=601.5510 kl=12.2768 | val elbo=647.0688 recon=635.0330 kl=12.0358 | 16.61s | peak=262.3 MiB +epoch 0120/0500 | train elbo=613.3145 recon=601.0248 kl=12.2897 | val elbo=648.9877 recon=636.8386 kl=12.1491 | 22.07s | peak=247.0 MiB +epoch 0121/0500 | train elbo=613.3088 recon=601.0084 kl=12.3004 | val elbo=647.5494 recon=635.4318 kl=12.1176 | 25.15s | peak=256.3 MiB +epoch 0122/0500 | train elbo=613.2652 recon=600.9947 kl=12.2704 | val elbo=647.4989 recon=635.4294 kl=12.0695 | 20.87s | peak=253.0 MiB +epoch 0123/0500 | train elbo=612.0799 recon=599.7756 kl=12.3043 | val elbo=646.6318 recon=634.6639 kl=11.9678 | 35.35s | peak=262.3 MiB +epoch 0124/0500 | train elbo=611.4887 recon=599.1872 kl=12.3015 | val elbo=646.6046 recon=634.5091 kl=12.0955 | 24.28s | peak=217.0 MiB +epoch 0125/0500 | train elbo=611.6086 recon=599.2988 kl=12.3098 | val elbo=647.1887 recon=635.0334 kl=12.1553 | 21.13s | peak=226.3 MiB +epoch 0126/0500 | train elbo=611.3095 recon=599.0009 kl=12.3086 | val elbo=646.5282 recon=634.3820 kl=12.1462 | 23.95s | peak=202.9 MiB +epoch 0127/0500 | train elbo=611.2691 recon=598.9582 kl=12.3108 | val elbo=646.6666 recon=634.5636 kl=12.1030 | 19.03s | peak=214.9 MiB +epoch 0128/0500 | train elbo=611.1248 recon=598.8303 kl=12.2944 | val elbo=645.4788 recon=633.4967 kl=11.9820 | 17.54s | peak=208.9 MiB +epoch 0129/0500 | train elbo=610.0591 recon=597.7465 kl=12.3126 | val elbo=644.9438 recon=632.9033 kl=12.0405 | 24.91s | peak=253.0 MiB +epoch 0130/0500 | train elbo=610.1474 recon=597.8363 kl=12.3111 | val elbo=644.6274 recon=632.6106 kl=12.0168 | 44.21s | peak=262.3 MiB +epoch 0131/0500 | train elbo=609.1843 recon=596.8554 kl=12.3289 | val elbo=645.2249 recon=633.0733 kl=12.1517 | 29.47s | peak=247.0 MiB +epoch 0132/0500 | train elbo=608.5041 recon=596.1729 kl=12.3312 | val elbo=644.6792 recon=632.5690 kl=12.1102 | 23.34s | peak=256.3 MiB +epoch 0133/0500 | train elbo=609.6210 recon=597.2814 kl=12.3396 | val elbo=645.4237 recon=633.3964 kl=12.0272 | 15.43s | peak=253.0 MiB +epoch 0134/0500 | train elbo=609.3813 recon=597.0280 kl=12.3534 | val elbo=645.1776 recon=633.3236 kl=11.8539 | 15.90s | peak=262.3 MiB +epoch 0135/0500 | train elbo=608.3770 recon=596.0573 kl=12.3197 | val elbo=643.1994 recon=631.0424 kl=12.1571 | 19.08s | peak=217.0 MiB +epoch 0136/0500 | train elbo=607.8958 recon=595.5530 kl=12.3427 | val elbo=644.4435 recon=632.3520 kl=12.0915 | 20.05s | peak=226.3 MiB +epoch 0137/0500 | train elbo=607.4337 recon=595.0787 kl=12.3550 | val elbo=644.0438 recon=631.8768 kl=12.1670 | 14.04s | peak=202.9 MiB +epoch 0138/0500 | train elbo=606.7956 recon=594.4359 kl=12.3597 | val elbo=643.5976 recon=631.4391 kl=12.1585 | 16.18s | peak=241.5 MiB +epoch 0139/0500 | train elbo=606.4705 recon=594.0998 kl=12.3707 | val elbo=642.4732 recon=630.3187 kl=12.1545 | 13.11s | peak=250.9 MiB +epoch 0140/0500 | train elbo=606.0936 recon=593.7239 kl=12.3697 | val elbo=642.5653 recon=630.4408 kl=12.1245 | 12.77s | peak=235.0 MiB +epoch 0141/0500 | train elbo=606.3080 recon=593.9418 kl=12.3663 | val elbo=644.0675 recon=631.9248 kl=12.1427 | 14.97s | peak=244.3 MiB +epoch 0142/0500 | train elbo=607.0525 recon=594.7129 kl=12.3396 | val elbo=643.0850 recon=630.8650 kl=12.2200 | 24.28s | peak=241.5 MiB +epoch 0143/0500 | train elbo=606.4889 recon=594.1187 kl=12.3702 | val elbo=642.2268 recon=630.1172 kl=12.1095 | 29.26s | peak=250.9 MiB +epoch 0144/0500 | train elbo=605.5083 recon=593.1311 kl=12.3772 | val elbo=642.0462 recon=629.7645 kl=12.2817 | 32.34s | peak=229.0 MiB +epoch 0145/0500 | train elbo=604.3723 recon=592.0000 kl=12.3724 | val elbo=641.9162 recon=629.8062 kl=12.1101 | 23.98s | peak=238.3 MiB +epoch 0146/0500 | train elbo=604.5540 recon=592.1757 kl=12.3783 | val elbo=642.1090 recon=630.0934 kl=12.0157 | 23.34s | peak=190.9 MiB +epoch 0147/0500 | train elbo=604.2017 recon=591.7997 kl=12.4020 | val elbo=641.5199 recon=629.3262 kl=12.1937 | 17.90s | peak=202.9 MiB +epoch 0148/0500 | train elbo=603.5584 recon=591.1614 kl=12.3969 | val elbo=640.4847 recon=628.3014 kl=12.1833 | 22.90s | peak=202.9 MiB +epoch 0149/0500 | train elbo=603.6177 recon=591.2214 kl=12.3963 | val elbo=640.9429 recon=628.6891 kl=12.2538 | 16.81s | peak=253.0 MiB +epoch 0150/0500 | train elbo=602.8664 recon=590.4647 kl=12.4017 | val elbo=640.4441 recon=628.2620 kl=12.1820 | 25.03s | peak=262.3 MiB +epoch 0151/0500 | train elbo=602.8894 recon=590.4956 kl=12.3938 | val elbo=639.7695 recon=627.5581 kl=12.2114 | 27.19s | peak=241.5 MiB +epoch 0152/0500 | train elbo=602.1118 recon=589.6999 kl=12.4119 | val elbo=639.9809 recon=627.7914 kl=12.1895 | 31.17s | peak=250.9 MiB +epoch 0153/0500 | train elbo=602.1729 recon=589.7539 kl=12.4190 | val elbo=641.0336 recon=628.8397 kl=12.1939 | 28.24s | peak=238.3 MiB +epoch 0154/0500 | train elbo=601.8523 recon=589.4186 kl=12.4338 | val elbo=640.1553 recon=627.9524 kl=12.2028 | 21.42s | peak=238.3 MiB +epoch 0155/0500 | train elbo=601.5943 recon=589.1474 kl=12.4469 | val elbo=639.6683 recon=627.5951 kl=12.0733 | 13.56s | peak=247.0 MiB +epoch 0156/0500 | train elbo=602.4984 recon=590.0784 kl=12.4200 | val elbo=640.7823 recon=628.4762 kl=12.3061 | 14.47s | peak=256.3 MiB +epoch 0157/0500 | train elbo=601.4067 recon=588.9594 kl=12.4473 | val elbo=639.5118 recon=627.3336 kl=12.1782 | 19.78s | peak=223.5 MiB +epoch 0158/0500 | train elbo=600.5003 recon=588.0604 kl=12.4399 | val elbo=639.0840 recon=626.9111 kl=12.1729 | 34.01s | peak=232.9 MiB +epoch 0159/0500 | train elbo=600.3458 recon=587.9200 kl=12.4258 | val elbo=639.9929 recon=627.7215 kl=12.2714 | 27.63s | peak=208.9 MiB +epoch 0160/0500 | train elbo=599.7693 recon=587.3184 kl=12.4510 | val elbo=639.4833 recon=627.0720 kl=12.4112 | 17.92s | peak=247.5 MiB +epoch 0161/0500 | train elbo=599.4498 recon=587.0088 kl=12.4410 | val elbo=639.3849 recon=627.2845 kl=12.1004 | 23.44s | peak=256.9 MiB +epoch 0162/0500 | train elbo=599.7013 recon=587.2539 kl=12.4474 | val elbo=638.6828 recon=626.4532 kl=12.2296 | 22.34s | peak=241.5 MiB +epoch 0163/0500 | train elbo=599.5855 recon=587.1392 kl=12.4462 | val elbo=639.3424 recon=627.1173 kl=12.2251 | 27.42s | peak=250.9 MiB +epoch 0164/0500 | train elbo=599.2624 recon=586.8343 kl=12.4280 | val elbo=637.4984 recon=625.2520 kl=12.2463 | 14.56s | peak=229.0 MiB +epoch 0165/0500 | train elbo=599.0751 recon=586.6280 kl=12.4471 | val elbo=637.5434 recon=625.3652 kl=12.1783 | 14.14s | peak=238.3 MiB +epoch 0166/0500 | train elbo=597.9357 recon=585.4693 kl=12.4665 | val elbo=637.6496 recon=625.4109 kl=12.2386 | 14.11s | peak=229.0 MiB +epoch 0167/0500 | train elbo=597.7949 recon=585.3416 kl=12.4533 | val elbo=637.6643 recon=625.4070 kl=12.2573 | 13.90s | peak=238.3 MiB +epoch 0168/0500 | train elbo=598.2088 recon=585.7601 kl=12.4487 | val elbo=637.1526 recon=624.8286 kl=12.3240 | 11.95s | peak=226.9 MiB +epoch 0169/0500 | train elbo=597.8499 recon=585.3915 kl=12.4584 | val elbo=638.8167 recon=626.6982 kl=12.1184 | 14.40s | peak=208.9 MiB +epoch 0170/0500 | train elbo=597.1450 recon=584.6816 kl=12.4634 | val elbo=637.8577 recon=625.6132 kl=12.2445 | 22.18s | peak=214.9 MiB +epoch 0171/0500 | train elbo=597.3221 recon=584.8422 kl=12.4799 | val elbo=636.6478 recon=624.4639 kl=12.1839 | 30.35s | peak=253.0 MiB +epoch 0172/0500 | train elbo=596.7436 recon=584.2702 kl=12.4735 | val elbo=637.2681 recon=624.9754 kl=12.2928 | 18.79s | peak=262.3 MiB +epoch 0173/0500 | train elbo=596.9002 recon=584.4228 kl=12.4774 | val elbo=637.8269 recon=625.5734 kl=12.2535 | 23.04s | peak=247.0 MiB +epoch 0174/0500 | train elbo=596.0312 recon=583.5466 kl=12.4846 | val elbo=636.8710 recon=624.6457 kl=12.2253 | 24.81s | peak=256.3 MiB +epoch 0175/0500 | train elbo=595.6624 recon=583.1605 kl=12.5019 | val elbo=636.8041 recon=624.5903 kl=12.2137 | 52.10s | peak=253.5 MiB +epoch 0176/0500 | train elbo=596.2258 recon=583.7467 kl=12.4791 | val elbo=638.0221 recon=625.7820 kl=12.2401 | 31.05s | peak=262.9 MiB +epoch 0177/0500 | train elbo=596.4455 recon=583.9518 kl=12.4937 | val elbo=638.8367 recon=626.4569 kl=12.3798 | 24.70s | peak=259.6 MiB +epoch 0178/0500 | train elbo=595.5970 recon=583.0913 kl=12.5057 | val elbo=635.4374 recon=623.1936 kl=12.2438 | 16.37s | peak=268.9 MiB +epoch 0179/0500 | train elbo=594.5108 recon=582.0253 kl=12.4855 | val elbo=636.4537 recon=624.0661 kl=12.3876 | 21.73s | peak=238.9 MiB +epoch 0180/0500 | train elbo=594.3307 recon=581.8099 kl=12.5209 | val elbo=635.0346 recon=622.8102 kl=12.2244 | 23.92s | peak=244.9 MiB +epoch 0181/0500 | train elbo=594.0171 recon=581.5126 kl=12.5044 | val elbo=634.3712 recon=622.1201 kl=12.2511 | 56.34s | peak=208.9 MiB +epoch 0182/0500 | train elbo=594.3472 recon=581.8301 kl=12.5171 | val elbo=636.5304 recon=623.9652 kl=12.5652 | 39.18s | peak=271.0 MiB +epoch 0183/0500 | train elbo=593.9666 recon=581.4368 kl=12.5298 | val elbo=635.0954 recon=622.7527 kl=12.3427 | 27.08s | peak=280.3 MiB +epoch 0184/0500 | train elbo=593.5176 recon=581.0116 kl=12.5060 | val elbo=635.8136 recon=623.5192 kl=12.2944 | 22.79s | peak=253.0 MiB +epoch 0185/0500 | train elbo=593.4342 recon=580.9082 kl=12.5260 | val elbo=634.8457 recon=622.5557 kl=12.2900 | 21.87s | peak=262.3 MiB +epoch 0186/0500 | train elbo=593.2242 recon=580.6946 kl=12.5295 | val elbo=635.1753 recon=622.7944 kl=12.3809 | 18.72s | peak=259.6 MiB +epoch 0187/0500 | train elbo=592.6504 recon=580.1166 kl=12.5338 | val elbo=635.2310 recon=622.9049 kl=12.3260 | 20.39s | peak=268.9 MiB +epoch 0188/0500 | train elbo=592.2484 recon=579.6965 kl=12.5519 | val elbo=633.9348 recon=621.6318 kl=12.3029 | 23.48s | peak=271.0 MiB +epoch 0189/0500 | train elbo=592.2626 recon=579.7284 kl=12.5342 | val elbo=634.7152 recon=622.4277 kl=12.2875 | 19.72s | peak=280.3 MiB +epoch 0190/0500 | train elbo=592.1069 recon=579.5644 kl=12.5425 | val elbo=634.7133 recon=622.3683 kl=12.3450 | 26.58s | peak=250.9 MiB +epoch 0191/0500 | train elbo=592.3945 recon=579.8538 kl=12.5407 | val elbo=634.8049 recon=622.5400 kl=12.2648 | 18.46s | peak=289.0 MiB +epoch 0192/0500 | train elbo=592.1937 recon=579.6675 kl=12.5262 | val elbo=634.8040 recon=622.5738 kl=12.2301 | 16.11s | peak=298.3 MiB +epoch 0193/0500 | train elbo=591.6677 recon=579.1145 kl=12.5532 | val elbo=635.0348 recon=622.7425 kl=12.2923 | 18.19s | peak=241.5 MiB +epoch 0194/0500 | train elbo=591.2889 recon=578.7366 kl=12.5523 | val elbo=635.6516 recon=623.5371 kl=12.1145 | 18.47s | peak=250.9 MiB +epoch 0195/0500 | train elbo=592.2307 recon=579.6974 kl=12.5333 | val elbo=634.5832 recon=622.2817 kl=12.3015 | 16.91s | peak=238.3 MiB +epoch 0196/0500 | train elbo=590.9402 recon=578.3754 kl=12.5648 | val elbo=633.5042 recon=621.1593 kl=12.3448 | 20.36s | peak=238.3 MiB +epoch 0197/0500 | train elbo=590.3435 recon=577.7931 kl=12.5504 | val elbo=633.0476 recon=620.7051 kl=12.3424 | 17.55s | peak=247.0 MiB +epoch 0198/0500 | train elbo=590.2716 recon=577.6910 kl=12.5806 | val elbo=632.8617 recon=620.4376 kl=12.4240 | 15.55s | peak=256.3 MiB +epoch 0199/0500 | train elbo=589.7339 recon=577.1727 kl=12.5611 | val elbo=632.4326 recon=620.0799 kl=12.3526 | 17.10s | peak=232.9 MiB +epoch 0200/0500 | train elbo=589.4129 recon=576.8567 kl=12.5562 | val elbo=633.5911 recon=621.3309 kl=12.2602 | 21.42s | peak=238.9 MiB +epoch 0201/0500 | train elbo=589.7374 recon=577.2002 kl=12.5372 | val elbo=633.3876 recon=620.9758 kl=12.4117 | 22.08s | peak=238.9 MiB +epoch 0202/0500 | train elbo=589.1928 recon=576.6105 kl=12.5823 | val elbo=634.4009 recon=622.0208 kl=12.3801 | 15.41s | peak=289.0 MiB +epoch 0203/0500 | train elbo=589.3195 recon=576.7705 kl=12.5491 | val elbo=632.5811 recon=620.2147 kl=12.3663 | 23.06s | peak=298.3 MiB +epoch 0204/0500 | train elbo=588.9312 recon=576.3576 kl=12.5735 | val elbo=632.7233 recon=620.2810 kl=12.4423 | 25.14s | peak=241.5 MiB +epoch 0205/0500 | train elbo=589.2604 recon=576.6626 kl=12.5978 | val elbo=632.2346 recon=619.9104 kl=12.3242 | 20.92s | peak=250.9 MiB +epoch 0206/0500 | train elbo=588.3899 recon=575.8129 kl=12.5770 | val elbo=632.6225 recon=620.3360 kl=12.2864 | 26.81s | peak=247.0 MiB +epoch 0207/0500 | train elbo=587.9604 recon=575.3901 kl=12.5702 | val elbo=631.7341 recon=619.3528 kl=12.3812 | 20.98s | peak=256.3 MiB +epoch 0208/0500 | train elbo=588.0374 recon=575.4560 kl=12.5814 | val elbo=632.7656 recon=620.2795 kl=12.4861 | 17.06s | peak=253.5 MiB +epoch 0209/0500 | train elbo=587.4110 recon=574.8082 kl=12.6028 | val elbo=631.3161 recon=618.9622 kl=12.3539 | 18.98s | peak=262.9 MiB +epoch 0210/0500 | train elbo=586.9177 recon=574.3332 kl=12.5845 | val elbo=631.2411 recon=618.8494 kl=12.3917 | 18.50s | peak=241.5 MiB +epoch 0211/0500 | train elbo=587.3406 recon=574.7523 kl=12.5883 | val elbo=631.7961 recon=619.3958 kl=12.4003 | 13.93s | peak=250.9 MiB +epoch 0212/0500 | train elbo=586.8755 recon=574.2847 kl=12.5908 | val elbo=631.3576 recon=618.9872 kl=12.3703 | 17.70s | peak=238.9 MiB +epoch 0213/0500 | train elbo=586.9210 recon=574.3359 kl=12.5851 | val elbo=631.7371 recon=619.4586 kl=12.2785 | 22.82s | peak=277.6 MiB +epoch 0214/0500 | train elbo=586.9965 recon=574.4037 kl=12.5928 | val elbo=632.1137 recon=619.6736 kl=12.4402 | 34.62s | peak=286.9 MiB +epoch 0215/0500 | train elbo=586.6721 recon=574.0917 kl=12.5804 | val elbo=631.2172 recon=618.7796 kl=12.4376 | 31.61s | peak=241.5 MiB +epoch 0216/0500 | train elbo=586.1016 recon=573.4864 kl=12.6152 | val elbo=631.3474 recon=618.9855 kl=12.3619 | 27.78s | peak=250.9 MiB +epoch 0217/0500 | train elbo=586.4230 recon=573.8464 kl=12.5766 | val elbo=630.8970 recon=618.5719 kl=12.3251 | 23.62s | peak=247.5 MiB +epoch 0218/0500 | train elbo=586.5605 recon=573.9589 kl=12.6016 | val elbo=630.8023 recon=618.4985 kl=12.3038 | 24.23s | peak=256.3 MiB +epoch 0219/0500 | train elbo=585.8152 recon=573.2200 kl=12.5953 | val elbo=631.7589 recon=619.4063 kl=12.3527 | 21.78s | peak=253.5 MiB +epoch 0220/0500 | train elbo=584.9091 recon=572.3080 kl=12.6011 | val elbo=630.3449 recon=617.9876 kl=12.3573 | 22.36s | peak=262.9 MiB +epoch 0221/0500 | train elbo=585.1323 recon=572.5428 kl=12.5895 | val elbo=630.7355 recon=618.3315 kl=12.4040 | 20.25s | peak=232.9 MiB +epoch 0222/0500 | train elbo=585.6497 recon=573.0639 kl=12.5858 | val elbo=632.2519 recon=619.9518 kl=12.3000 | 20.19s | peak=250.9 MiB +epoch 0223/0500 | train elbo=585.2786 recon=572.6622 kl=12.6163 | val elbo=629.6640 recon=617.2431 kl=12.4208 | 26.15s | peak=244.9 MiB +epoch 0224/0500 | train elbo=584.8162 recon=572.2129 kl=12.6033 | val elbo=630.8209 recon=618.3974 kl=12.4235 | 23.54s | peak=283.0 MiB +epoch 0225/0500 | train elbo=584.4515 recon=571.8494 kl=12.6021 | val elbo=630.3884 recon=617.9804 kl=12.4080 | 20.97s | peak=292.3 MiB +epoch 0226/0500 | train elbo=584.7742 recon=572.1869 kl=12.5872 | val elbo=631.9205 recon=619.3923 kl=12.5283 | 23.65s | peak=277.6 MiB +epoch 0227/0500 | train elbo=584.0365 recon=571.4169 kl=12.6196 | val elbo=628.8289 recon=616.5117 kl=12.3172 | 21.93s | peak=286.9 MiB +epoch 0228/0500 | train elbo=583.7555 recon=571.1545 kl=12.6010 | val elbo=629.6382 recon=617.2704 kl=12.3678 | 26.07s | peak=247.5 MiB +epoch 0229/0500 | train elbo=583.2282 recon=570.6094 kl=12.6188 | val elbo=629.7905 recon=617.4205 kl=12.3700 | 28.70s | peak=256.3 MiB +epoch 0230/0500 | train elbo=583.1825 recon=570.5824 kl=12.6001 | val elbo=630.5221 recon=618.1635 kl=12.3586 | 24.25s | peak=235.5 MiB +epoch 0231/0500 | train elbo=583.5076 recon=570.8800 kl=12.6276 | val elbo=629.8498 recon=617.4613 kl=12.3886 | 25.54s | peak=244.9 MiB +epoch 0232/0500 | train elbo=582.9926 recon=570.3946 kl=12.5979 | val elbo=630.3452 recon=617.9939 kl=12.3513 | 25.80s | peak=232.9 MiB +epoch 0233/0500 | train elbo=582.8514 recon=570.2312 kl=12.6203 | val elbo=629.9390 recon=617.4534 kl=12.4856 | 23.33s | peak=271.0 MiB +epoch 0234/0500 | train elbo=582.7811 recon=570.1709 kl=12.6102 | val elbo=629.6450 recon=617.3280 kl=12.3170 | 16.57s | peak=280.3 MiB +epoch 0235/0500 | train elbo=582.7259 recon=570.1147 kl=12.6112 | val elbo=629.1213 recon=616.7299 kl=12.3914 | 19.04s | peak=265.0 MiB +epoch 0236/0500 | train elbo=582.6582 recon=570.0445 kl=12.6137 | val elbo=628.6060 recon=616.2656 kl=12.3404 | 20.62s | peak=274.3 MiB +epoch 0237/0500 | train elbo=583.0290 recon=570.4031 kl=12.6259 | val elbo=628.9148 recon=616.6655 kl=12.2493 | 36.80s | peak=271.0 MiB +epoch 0238/0500 | train elbo=582.4027 recon=569.7846 kl=12.6181 | val elbo=629.5441 recon=617.1887 kl=12.3554 | 26.84s | peak=280.3 MiB +epoch 0239/0500 | train elbo=581.8024 recon=569.1628 kl=12.6395 | val elbo=629.2235 recon=616.7573 kl=12.4662 | 21.07s | peak=247.5 MiB +epoch 0240/0500 | train elbo=581.1563 recon=568.5346 kl=12.6217 | val elbo=628.4649 recon=616.0522 kl=12.4127 | 24.04s | peak=256.3 MiB +epoch 0241/0500 | train elbo=580.9455 recon=568.3103 kl=12.6352 | val elbo=628.2471 recon=615.8513 kl=12.3957 | 19.91s | peak=235.0 MiB +epoch 0242/0500 | train elbo=581.3241 recon=568.6902 kl=12.6339 | val elbo=628.5534 recon=616.1294 kl=12.4240 | 23.45s | peak=244.3 MiB +epoch 0243/0500 | train elbo=581.0124 recon=568.3856 kl=12.6268 | val elbo=628.4553 recon=615.9931 kl=12.4622 | 39.68s | peak=238.9 MiB +epoch 0244/0500 | train elbo=580.9045 recon=568.2666 kl=12.6380 | val elbo=628.0597 recon=615.6106 kl=12.4492 | 38.35s | peak=271.0 MiB +epoch 0245/0500 | train elbo=580.7773 recon=568.1466 kl=12.6307 | val elbo=628.1193 recon=615.7829 kl=12.3363 | 27.45s | peak=280.3 MiB +epoch 0246/0500 | train elbo=580.7923 recon=568.1480 kl=12.6442 | val elbo=628.5794 recon=616.1401 kl=12.4393 | 26.68s | peak=265.0 MiB +epoch 0247/0500 | train elbo=580.5691 recon=567.9552 kl=12.6139 | val elbo=628.4050 recon=616.0516 kl=12.3534 | 18.10s | peak=274.3 MiB +epoch 0248/0500 | train elbo=580.0045 recon=567.3796 kl=12.6249 | val elbo=627.6919 recon=615.3421 kl=12.3499 | 14.13s | peak=271.0 MiB +epoch 0249/0500 | train elbo=580.0055 recon=567.3614 kl=12.6441 | val elbo=627.1830 recon=614.6593 kl=12.5238 | 22.23s | peak=280.3 MiB +epoch 0250/0500 | train elbo=579.3314 recon=566.7014 kl=12.6300 | val elbo=627.7575 recon=615.2170 kl=12.5405 | 20.16s | peak=259.6 MiB +epoch 0251/0500 | train elbo=579.3443 recon=566.7085 kl=12.6358 | val elbo=627.6605 recon=615.2440 kl=12.4164 | 20.40s | peak=268.9 MiB +epoch 0252/0500 | train elbo=579.3377 recon=566.6946 kl=12.6431 | val elbo=627.3687 recon=614.8796 kl=12.4892 | 26.64s | peak=232.9 MiB +epoch 0253/0500 | train elbo=579.6735 recon=567.0541 kl=12.6194 | val elbo=627.1347 recon=614.7292 kl=12.4055 | 19.89s | peak=238.9 MiB +epoch 0254/0500 | train elbo=579.5935 recon=566.9480 kl=12.6455 | val elbo=627.9032 recon=615.5076 kl=12.3956 | 19.29s | peak=244.9 MiB +epoch 0255/0500 | train elbo=579.0588 recon=566.4367 kl=12.6221 | val elbo=626.8409 recon=614.5609 kl=12.2800 | 18.45s | peak=283.6 MiB +epoch 0256/0500 | train elbo=578.5499 recon=565.9176 kl=12.6323 | val elbo=627.4847 recon=615.0783 kl=12.4063 | 12.54s | peak=292.9 MiB +epoch 0257/0500 | train elbo=578.4415 recon=565.8130 kl=12.6285 | val elbo=626.8409 recon=614.4292 kl=12.4117 | 12.00s | peak=259.6 MiB +epoch 0258/0500 | train elbo=577.8307 recon=565.1866 kl=12.6441 | val elbo=626.8834 recon=614.4607 kl=12.4227 | 12.74s | peak=268.9 MiB +epoch 0259/0500 | train elbo=577.6480 recon=565.0200 kl=12.6280 | val elbo=627.4683 recon=615.0855 kl=12.3829 | 15.23s | peak=277.6 MiB +epoch 0260/0500 | train elbo=578.2612 recon=565.6165 kl=12.6447 | val elbo=628.1228 recon=615.7421 kl=12.3808 | 15.29s | peak=286.9 MiB +epoch 0261/0500 | train elbo=578.0243 recon=565.3733 kl=12.6510 | val elbo=626.5894 recon=614.1185 kl=12.4710 | 13.51s | peak=283.0 MiB +epoch 0262/0500 | train elbo=577.7371 recon=565.0971 kl=12.6401 | val elbo=627.7090 recon=615.3387 kl=12.3703 | 14.05s | peak=292.3 MiB +epoch 0263/0500 | train elbo=577.3396 recon=564.7144 kl=12.6251 | val elbo=626.4124 recon=613.9152 kl=12.4972 | 13.58s | peak=232.9 MiB +epoch 0264/0500 | train elbo=577.2878 recon=564.6382 kl=12.6496 | val elbo=626.8081 recon=614.4232 kl=12.3849 | 10.91s | peak=262.9 MiB +epoch 0265/0500 | train elbo=577.1790 recon=564.5276 kl=12.6514 | val elbo=626.6601 recon=614.0942 kl=12.5660 | 11.38s | peak=244.9 MiB +epoch 0266/0500 | train elbo=577.6631 recon=565.0316 kl=12.6315 | val elbo=626.8401 recon=614.4471 kl=12.3930 | 11.87s | peak=283.0 MiB +epoch 0267/0500 | train elbo=576.4871 recon=563.8280 kl=12.6591 | val elbo=625.9716 recon=613.6518 kl=12.3198 | 11.34s | peak=292.3 MiB +epoch 0268/0500 | train elbo=577.1825 recon=564.5522 kl=12.6303 | val elbo=629.1634 recon=616.6274 kl=12.5360 | 11.54s | peak=277.6 MiB +epoch 0269/0500 | train elbo=579.4427 recon=566.8240 kl=12.6187 | val elbo=627.6333 recon=615.0410 kl=12.5923 | 13.76s | peak=286.9 MiB +epoch 0270/0500 | train elbo=576.7291 recon=564.0658 kl=12.6633 | val elbo=625.5257 recon=613.1425 kl=12.3832 | 16.27s | peak=283.0 MiB +epoch 0271/0500 | train elbo=576.3436 recon=563.7022 kl=12.6414 | val elbo=625.9264 recon=613.4380 kl=12.4884 | 15.47s | peak=292.3 MiB +epoch 0272/0500 | train elbo=575.7869 recon=563.1339 kl=12.6531 | val elbo=626.5148 recon=614.0461 kl=12.4687 | 24.40s | peak=289.0 MiB +epoch 0273/0500 | train elbo=576.0037 recon=563.3628 kl=12.6409 | val elbo=626.5251 recon=614.0067 kl=12.5183 | 18.17s | peak=298.3 MiB +epoch 0274/0500 | train elbo=575.7830 recon=563.1513 kl=12.6317 | val elbo=625.9194 recon=613.4735 kl=12.4459 | 13.54s | peak=232.9 MiB +epoch 0275/0500 | train elbo=575.3511 recon=562.7169 kl=12.6342 | val elbo=625.1650 recon=612.7302 kl=12.4348 | 19.25s | peak=271.0 MiB +epoch 0276/0500 | train elbo=575.1804 recon=562.5429 kl=12.6375 | val elbo=625.4612 recon=613.1358 kl=12.3254 | 16.59s | peak=280.3 MiB +epoch 0277/0500 | train elbo=574.9501 recon=562.3138 kl=12.6362 | val elbo=625.7472 recon=613.2824 kl=12.4649 | 20.16s | peak=265.0 MiB +epoch 0278/0500 | train elbo=575.2069 recon=562.5583 kl=12.6486 | val elbo=625.2514 recon=612.8771 kl=12.3743 | 19.61s | peak=274.3 MiB +epoch 0279/0500 | train elbo=575.5548 recon=562.9327 kl=12.6220 | val elbo=626.7041 recon=614.2712 kl=12.4329 | 19.40s | peak=271.0 MiB +epoch 0280/0500 | train elbo=574.8642 recon=562.2251 kl=12.6391 | val elbo=625.2300 recon=612.7764 kl=12.4536 | 11.91s | peak=280.3 MiB +epoch 0281/0500 | train elbo=574.5517 recon=561.9073 kl=12.6444 | val elbo=626.6088 recon=614.1625 kl=12.4463 | 11.94s | peak=277.6 MiB +epoch 0282/0500 | train elbo=574.7767 recon=562.1292 kl=12.6475 | val elbo=626.0770 recon=613.6201 kl=12.4569 | 20.12s | peak=286.9 MiB +epoch 0283/0500 | train elbo=574.3404 recon=561.6956 kl=12.6448 | val elbo=625.5152 recon=612.9873 kl=12.5279 | 16.37s | peak=265.0 MiB +epoch 0284/0500 | train elbo=574.3950 recon=561.7623 kl=12.6327 | val elbo=624.8211 recon=612.4165 kl=12.4047 | 12.35s | peak=274.3 MiB +epoch 0285/0500 | train elbo=573.8268 recon=561.1906 kl=12.6362 | val elbo=624.7857 recon=612.4164 kl=12.3693 | 14.35s | peak=250.9 MiB +epoch 0286/0500 | train elbo=573.4194 recon=560.7660 kl=12.6534 | val elbo=624.4082 recon=611.9800 kl=12.4281 | 11.73s | peak=283.0 MiB +epoch 0287/0500 | train elbo=573.6556 recon=561.0307 kl=12.6249 | val elbo=625.2287 recon=612.8823 kl=12.3465 | 14.14s | peak=292.3 MiB +epoch 0288/0500 | train elbo=573.3780 recon=560.7409 kl=12.6371 | val elbo=625.5230 recon=612.9100 kl=12.6130 | 14.36s | peak=265.0 MiB +epoch 0289/0500 | train elbo=573.5863 recon=560.9290 kl=12.6574 | val elbo=625.2892 recon=612.7448 kl=12.5444 | 15.61s | peak=274.3 MiB +epoch 0290/0500 | train elbo=573.7544 recon=561.1176 kl=12.6368 | val elbo=625.2423 recon=612.8801 kl=12.3622 | 17.24s | peak=271.0 MiB +epoch 0291/0500 | train elbo=573.2957 recon=560.6624 kl=12.6333 | val elbo=624.0536 recon=611.6015 kl=12.4522 | 13.99s | peak=280.3 MiB +epoch 0292/0500 | train elbo=573.7081 recon=561.0831 kl=12.6250 | val elbo=624.7982 recon=612.3189 kl=12.4792 | 15.47s | peak=277.6 MiB +epoch 0293/0500 | train elbo=573.2126 recon=560.5627 kl=12.6498 | val elbo=625.2450 recon=612.8399 kl=12.4051 | 15.35s | peak=286.9 MiB +epoch 0294/0500 | train elbo=573.0732 recon=560.4629 kl=12.6104 | val elbo=623.9001 recon=611.5145 kl=12.3856 | 18.74s | peak=262.9 MiB +epoch 0295/0500 | train elbo=572.6754 recon=560.0312 kl=12.6442 | val elbo=624.1109 recon=611.6884 kl=12.4225 | 15.55s | peak=268.9 MiB +epoch 0296/0500 | train elbo=572.7195 recon=560.0846 kl=12.6349 | val elbo=625.0652 recon=612.5237 kl=12.5416 | 17.00s | peak=274.9 MiB +epoch 0297/0500 | train elbo=572.8211 recon=560.1856 kl=12.6355 | val elbo=624.3820 recon=611.9565 kl=12.4255 | 18.81s | peak=277.6 MiB +epoch 0298/0500 | train elbo=571.9577 recon=559.3413 kl=12.6164 | val elbo=624.5675 recon=612.1577 kl=12.4098 | 19.45s | peak=286.9 MiB +epoch 0299/0500 | train elbo=571.9220 recon=559.2829 kl=12.6391 | val elbo=624.5650 recon=612.1733 kl=12.3917 | 20.86s | peak=271.0 MiB +epoch 0300/0500 | train elbo=572.3904 recon=559.7566 kl=12.6339 | val elbo=624.2939 recon=611.8774 kl=12.4165 | 13.91s | peak=280.3 MiB +epoch 0301/0500 | train elbo=572.5050 recon=559.8792 kl=12.6259 | val elbo=623.9692 recon=611.5265 kl=12.4427 | 17.07s | peak=277.6 MiB +epoch 0302/0500 | train elbo=571.8566 recon=559.2175 kl=12.6391 | val elbo=626.0722 recon=613.5664 kl=12.5058 | 13.91s | peak=286.9 MiB +epoch 0303/0500 | train elbo=571.9021 recon=559.2748 kl=12.6272 | val elbo=625.0042 recon=612.6566 kl=12.3475 | 11.85s | peak=274.3 MiB +epoch 0304/0500 | train elbo=571.1357 recon=558.5228 kl=12.6129 | val elbo=624.6014 recon=612.1997 kl=12.4017 | 12.41s | peak=274.3 MiB +epoch 0305/0500 | train elbo=570.7794 recon=558.1507 kl=12.6288 | val elbo=624.0921 recon=611.5807 kl=12.5113 | 13.85s | peak=262.9 MiB +epoch 0306/0500 | train elbo=570.9548 recon=558.3322 kl=12.6226 | val elbo=624.0158 recon=611.4980 kl=12.5177 | 13.89s | peak=292.9 MiB +epoch 0307/0500 | train elbo=571.4709 recon=558.8570 kl=12.6139 | val elbo=623.8428 recon=611.2766 kl=12.5662 | 15.15s | peak=274.9 MiB +epoch 0308/0500 | train elbo=571.1202 recon=558.4876 kl=12.6325 | val elbo=623.0418 recon=610.6686 kl=12.3732 | 17.28s | peak=313.6 MiB +epoch 0309/0500 | train elbo=570.3162 recon=557.7073 kl=12.6089 | val elbo=622.4801 recon=610.0756 kl=12.4045 | 15.42s | peak=322.9 MiB +epoch 0310/0500 | train elbo=570.2045 recon=557.5583 kl=12.6463 | val elbo=623.5962 recon=611.0995 kl=12.4967 | 15.56s | peak=271.0 MiB +epoch 0311/0500 | train elbo=570.0891 recon=557.4810 kl=12.6080 | val elbo=623.0694 recon=610.6256 kl=12.4437 | 14.59s | peak=280.3 MiB +epoch 0312/0500 | train elbo=571.2075 recon=558.5971 kl=12.6104 | val elbo=622.5246 recon=610.1385 kl=12.3861 | 11.46s | peak=277.6 MiB +epoch 0313/0500 | train elbo=570.2799 recon=557.6570 kl=12.6230 | val elbo=623.6410 recon=611.1916 kl=12.4494 | 12.67s | peak=286.9 MiB +epoch 0314/0500 | train elbo=570.0560 recon=557.4380 kl=12.6180 | val elbo=623.6386 recon=611.2341 kl=12.4045 | 20.14s | peak=274.9 MiB +epoch 0315/0500 | train elbo=569.5859 recon=556.9633 kl=12.6226 | val elbo=623.9835 recon=611.5453 kl=12.4382 | 16.87s | peak=274.9 MiB +epoch 0316/0500 | train elbo=569.5683 recon=556.9499 kl=12.6184 | val elbo=622.4531 recon=610.0231 kl=12.4300 | 18.64s | peak=256.9 MiB +epoch 0317/0500 | train elbo=569.6113 recon=556.9997 kl=12.6116 | val elbo=623.4113 recon=610.8644 kl=12.5469 | 19.49s | peak=283.0 MiB +epoch 0318/0500 | train elbo=569.3811 recon=556.7438 kl=12.6373 | val elbo=623.3713 recon=610.9722 kl=12.3991 | 16.04s | peak=292.3 MiB +epoch 0319/0500 | train elbo=569.6175 recon=557.0058 kl=12.6117 | val elbo=623.3610 recon=610.9847 kl=12.3762 | 13.26s | peak=292.3 MiB +epoch 0320/0500 | train elbo=569.7823 recon=557.1683 kl=12.6139 | val elbo=623.3633 recon=610.9295 kl=12.4338 | 12.34s | peak=346.4 MiB +epoch 0321/0500 | train elbo=569.7859 recon=557.1889 kl=12.5970 | val elbo=623.0959 recon=610.6673 kl=12.4286 | 10.44s | peak=307.0 MiB +epoch 0322/0500 | train elbo=569.5899 recon=556.9810 kl=12.6089 | val elbo=621.8880 recon=609.4627 kl=12.4253 | 11.44s | peak=316.3 MiB +epoch 0323/0500 | train elbo=570.6455 recon=558.0267 kl=12.6188 | val elbo=622.8486 recon=610.3981 kl=12.4505 | 12.16s | peak=253.0 MiB +epoch 0324/0500 | train elbo=569.6076 recon=556.9899 kl=12.6177 | val elbo=622.2239 recon=609.9833 kl=12.2406 | 13.57s | peak=262.3 MiB +epoch 0325/0500 | train elbo=568.7376 recon=556.1384 kl=12.5992 | val elbo=623.5272 recon=611.0836 kl=12.4436 | 11.13s | peak=271.0 MiB +epoch 0326/0500 | train elbo=568.7948 recon=556.1778 kl=12.6170 | val elbo=623.1928 recon=610.8538 kl=12.3390 | 13.41s | peak=280.3 MiB +epoch 0327/0500 | train elbo=568.2546 recon=555.6520 kl=12.6026 | val elbo=622.6609 recon=610.3754 kl=12.2855 | 17.77s | peak=256.9 MiB +epoch 0328/0500 | train elbo=568.0710 recon=555.4626 kl=12.6083 | val elbo=622.8774 recon=610.4637 kl=12.4137 | 15.59s | peak=295.6 MiB +epoch 0329/0500 | train elbo=568.3602 recon=555.7429 kl=12.6173 | val elbo=621.9261 recon=609.5985 kl=12.3276 | 16.78s | peak=304.9 MiB +epoch 0330/0500 | train elbo=568.1776 recon=555.5678 kl=12.6098 | val elbo=623.4696 recon=611.0236 kl=12.4460 | 20.30s | peak=271.0 MiB +epoch 0331/0500 | train elbo=568.3967 recon=555.7984 kl=12.5983 | val elbo=622.6421 recon=610.2953 kl=12.3468 | 21.89s | peak=358.4 MiB +epoch 0332/0500 | train elbo=568.5550 recon=555.9614 kl=12.5936 | val elbo=622.4047 recon=609.9819 kl=12.4228 | 20.01s | peak=301.6 MiB +epoch 0333/0500 | train elbo=568.2476 recon=555.6471 kl=12.6005 | val elbo=623.3275 recon=610.7996 kl=12.5279 | 19.76s | peak=310.9 MiB +epoch 0334/0500 | train elbo=568.1156 recon=555.5259 kl=12.5897 | val elbo=623.1678 recon=610.6771 kl=12.4907 | 19.09s | peak=295.6 MiB +epoch 0335/0500 | train elbo=567.4667 recon=554.8496 kl=12.6171 | val elbo=623.2869 recon=610.8290 kl=12.4579 | 19.13s | peak=304.9 MiB +epoch 0336/0500 | train elbo=567.0875 recon=554.5032 kl=12.5842 | val elbo=621.9719 recon=609.5047 kl=12.4673 | 18.60s | peak=250.9 MiB +epoch 0337/0500 | train elbo=567.1065 recon=554.5186 kl=12.5879 | val elbo=621.8639 recon=609.4787 kl=12.3852 | 17.93s | peak=256.9 MiB +epoch 0338/0500 | train elbo=567.3338 recon=554.7453 kl=12.5885 | val elbo=621.9503 recon=609.6209 kl=12.3293 | 19.99s | peak=256.9 MiB +epoch 0339/0500 | train elbo=566.8346 recon=554.2382 kl=12.5964 | val elbo=621.7474 recon=609.3998 kl=12.3477 | 19.72s | peak=307.0 MiB +epoch 0340/0500 | train elbo=566.5233 recon=553.9210 kl=12.6023 | val elbo=621.2601 recon=608.8670 kl=12.3930 | 16.68s | peak=316.3 MiB +epoch 0341/0500 | train elbo=566.8803 recon=554.2839 kl=12.5964 | val elbo=622.6872 recon=610.4338 kl=12.2535 | 21.43s | peak=295.6 MiB +epoch 0342/0500 | train elbo=566.4578 recon=553.8813 kl=12.5765 | val elbo=621.8398 recon=609.4874 kl=12.3524 | 21.27s | peak=304.9 MiB +epoch 0343/0500 | train elbo=566.4406 recon=553.8553 kl=12.5853 | val elbo=622.5023 recon=610.0940 kl=12.4083 | 18.64s | peak=292.9 MiB +epoch 0344/0500 | train elbo=565.8329 recon=553.2328 kl=12.6001 | val elbo=622.3962 recon=610.0538 kl=12.3425 | 17.62s | peak=292.9 MiB +epoch 0345/0500 | train elbo=567.4624 recon=554.8680 kl=12.5945 | val elbo=622.1616 recon=609.9284 kl=12.2332 | 13.92s | peak=301.6 MiB +epoch 0346/0500 | train elbo=566.4081 recon=553.8311 kl=12.5770 | val elbo=622.1234 recon=609.7331 kl=12.3903 | 13.60s | peak=310.9 MiB +epoch 0347/0500 | train elbo=565.3173 recon=552.7204 kl=12.5969 | val elbo=620.9419 recon=608.7079 kl=12.2340 | 15.30s | peak=250.9 MiB +epoch 0348/0500 | train elbo=565.9625 recon=553.3592 kl=12.6033 | val elbo=622.8302 recon=610.4442 kl=12.3859 | 15.66s | peak=280.9 MiB +epoch 0349/0500 | train elbo=565.9654 recon=553.3957 kl=12.5697 | val elbo=622.5381 recon=610.1169 kl=12.4213 | 13.49s | peak=262.9 MiB +epoch 0350/0500 | train elbo=565.7880 recon=553.1789 kl=12.6090 | val elbo=621.0555 recon=608.6089 kl=12.4466 | 14.07s | peak=301.6 MiB +epoch 0351/0500 | train elbo=565.4050 recon=552.8267 kl=12.5784 | val elbo=621.5165 recon=609.1361 kl=12.3804 | 11.42s | peak=310.9 MiB +epoch 0352/0500 | train elbo=565.2816 recon=552.6969 kl=12.5847 | val elbo=622.0947 recon=609.6362 kl=12.4584 | 11.87s | peak=295.6 MiB +epoch 0353/0500 | train elbo=565.4591 recon=552.8751 kl=12.5841 | val elbo=621.4305 recon=609.1542 kl=12.2763 | 12.55s | peak=304.9 MiB +epoch 0354/0500 | train elbo=565.5452 recon=552.9773 kl=12.5680 | val elbo=621.9988 recon=609.6662 kl=12.3326 | 13.34s | peak=301.6 MiB +epoch 0355/0500 | train elbo=565.4079 recon=552.8281 kl=12.5798 | val elbo=621.9711 recon=609.6846 kl=12.2865 | 14.71s | peak=310.9 MiB +epoch 0356/0500 | train elbo=565.5742 recon=553.0009 kl=12.5733 | val elbo=621.5644 recon=609.1903 kl=12.3741 | 17.93s | peak=307.0 MiB +epoch 0357/0500 | train elbo=564.9809 recon=552.4056 kl=12.5753 | val elbo=621.9608 recon=609.5243 kl=12.4365 | 19.74s | peak=316.3 MiB +epoch 0358/0500 | train elbo=565.0705 recon=552.4964 kl=12.5741 | val elbo=622.2488 recon=609.7927 kl=12.4561 | 13.34s | peak=250.9 MiB +epoch 0359/0500 | train elbo=565.0853 recon=552.5042 kl=12.5811 | val elbo=621.7706 recon=609.2868 kl=12.4837 | 10.84s | peak=289.0 MiB +epoch 0360/0500 | train elbo=565.3330 recon=552.7636 kl=12.5693 | val elbo=621.0905 recon=608.6162 kl=12.4743 | 10.75s | peak=298.3 MiB +epoch 0361/0500 | train elbo=564.8798 recon=552.3128 kl=12.5670 | val elbo=621.8814 recon=609.5607 kl=12.3207 | 16.67s | peak=283.6 MiB +epoch 0362/0500 | train elbo=564.7077 recon=552.1359 kl=12.5718 | val elbo=622.3452 recon=609.8332 kl=12.5120 | 15.71s | peak=292.9 MiB +epoch 0363/0500 | train elbo=564.4545 recon=551.8867 kl=12.5677 | val elbo=620.4878 recon=608.1308 kl=12.3571 | 14.31s | peak=271.0 MiB +epoch 0364/0500 | train elbo=563.6012 recon=551.0296 kl=12.5715 | val elbo=620.4102 recon=607.9678 kl=12.4424 | 23.14s | peak=280.3 MiB +epoch 0365/0500 | train elbo=563.7142 recon=551.1520 kl=12.5622 | val elbo=621.1097 recon=608.8668 kl=12.2429 | 30.34s | peak=289.0 MiB +epoch 0366/0500 | train elbo=563.6521 recon=551.0733 kl=12.5787 | val elbo=621.4629 recon=609.1242 kl=12.3387 | 34.39s | peak=298.3 MiB +epoch 0367/0500 | train elbo=563.8826 recon=551.3199 kl=12.5627 | val elbo=621.5389 recon=609.0819 kl=12.4570 | 26.58s | peak=295.6 MiB +epoch 0368/0500 | train elbo=564.0363 recon=551.4800 kl=12.5563 | val elbo=621.0781 recon=608.8519 kl=12.2262 | 27.72s | peak=304.9 MiB +epoch 0369/0500 | train elbo=563.7045 recon=551.1416 kl=12.5628 | val elbo=620.9414 recon=608.6038 kl=12.3376 | 22.18s | peak=280.9 MiB +epoch 0370/0500 | train elbo=563.6934 recon=551.1462 kl=12.5472 | val elbo=620.6782 recon=608.3169 kl=12.3613 | 20.96s | peak=289.0 MiB +epoch 0371/0500 | train elbo=563.6738 recon=551.1168 kl=12.5571 | val elbo=619.9190 recon=607.4912 kl=12.4278 | 18.57s | peak=298.3 MiB +epoch 0372/0500 | train elbo=563.1383 recon=550.5635 kl=12.5747 | val elbo=620.5153 recon=608.2316 kl=12.2837 | 15.80s | peak=265.6 MiB +epoch 0373/0500 | train elbo=563.3140 recon=550.7579 kl=12.5561 | val elbo=620.3809 recon=607.9347 kl=12.4462 | 15.43s | peak=274.9 MiB +epoch 0374/0500 | train elbo=563.0464 recon=550.4751 kl=12.5713 | val elbo=620.7367 recon=608.3619 kl=12.3748 | 15.07s | peak=289.0 MiB +epoch 0375/0500 | train elbo=562.7831 recon=550.2125 kl=12.5705 | val elbo=621.9010 recon=609.6082 kl=12.2927 | 19.62s | peak=298.3 MiB +epoch 0376/0500 | train elbo=563.2078 recon=550.6619 kl=12.5459 | val elbo=621.1587 recon=608.7912 kl=12.3675 | 20.26s | peak=289.0 MiB +epoch 0377/0500 | train elbo=562.7151 recon=550.1691 kl=12.5460 | val elbo=620.3496 recon=607.9021 kl=12.4475 | 20.22s | peak=298.3 MiB +epoch 0378/0500 | train elbo=561.9324 recon=549.3663 kl=12.5661 | val elbo=619.3451 recon=606.8968 kl=12.4482 | 20.62s | peak=286.9 MiB +epoch 0379/0500 | train elbo=562.4980 recon=549.9475 kl=12.5506 | val elbo=620.7348 recon=608.2660 kl=12.4688 | 19.69s | peak=286.9 MiB +epoch 0380/0500 | train elbo=562.6699 recon=550.1137 kl=12.5562 | val elbo=620.1320 recon=607.7654 kl=12.3666 | 13.35s | peak=274.9 MiB +epoch 0381/0500 | train elbo=562.5344 recon=549.9777 kl=12.5567 | val elbo=620.8655 recon=608.5591 kl=12.3064 | 22.89s | peak=313.6 MiB +epoch 0382/0500 | train elbo=562.2306 recon=549.6796 kl=12.5510 | val elbo=621.2680 recon=608.8708 kl=12.3972 | 29.46s | peak=322.9 MiB +epoch 0383/0500 | train elbo=562.0722 recon=549.5315 kl=12.5407 | val elbo=621.5775 recon=609.1309 kl=12.4466 | 25.85s | peak=283.6 MiB +epoch 0384/0500 | train elbo=562.2509 recon=549.7124 kl=12.5385 | val elbo=620.8487 recon=608.4755 kl=12.3732 | 23.84s | peak=292.9 MiB +epoch 0385/0500 | train elbo=561.9043 recon=549.3452 kl=12.5591 | val elbo=619.7771 recon=607.4687 kl=12.3084 | 24.27s | peak=289.0 MiB +epoch 0386/0500 | train elbo=562.0487 recon=549.5246 kl=12.5241 | val elbo=620.5325 recon=608.2464 kl=12.2861 | 23.78s | peak=298.3 MiB +epoch 0387/0500 | train elbo=562.1345 recon=549.6155 kl=12.5190 | val elbo=620.8269 recon=608.4178 kl=12.4091 | 30.38s | peak=277.6 MiB +epoch 0388/0500 | train elbo=561.9175 recon=549.3869 kl=12.5306 | val elbo=619.9667 recon=607.5407 kl=12.4260 | 32.23s | peak=286.9 MiB +epoch 0389/0500 | train elbo=561.8766 recon=549.3379 kl=12.5387 | val elbo=620.4750 recon=608.1587 kl=12.3163 | 34.06s | peak=274.9 MiB +epoch 0390/0500 | train elbo=561.6631 recon=549.1398 kl=12.5233 | val elbo=620.7747 recon=608.5640 kl=12.2108 | 44.98s | peak=313.6 MiB +epoch 0391/0500 | train elbo=563.0912 recon=550.5808 kl=12.5104 | val elbo=623.3234 recon=610.9340 kl=12.3894 | 27.80s | peak=282.4 MiB +epoch 0392/0500 | train elbo=562.9123 recon=550.3911 kl=12.5212 | val elbo=620.0403 recon=607.7692 kl=12.2711 | 30.20s | peak=307.0 MiB +epoch 0393/0500 | train elbo=562.2068 recon=549.6823 kl=12.5245 | val elbo=620.0591 recon=607.7744 kl=12.2847 | 24.75s | peak=316.3 MiB +epoch 0394/0500 | train elbo=561.1059 recon=548.5634 kl=12.5425 | val elbo=620.1623 recon=607.8387 kl=12.3236 | 63.66s | peak=282.4 MiB +epoch 0395/0500 | train elbo=561.1658 recon=548.6378 kl=12.5280 | val elbo=619.7657 recon=607.4414 kl=12.3243 | 110.73s | peak=274.9 MiB +epoch 0396/0500 | train elbo=561.3965 recon=548.8623 kl=12.5342 | val elbo=621.3608 recon=608.9931 kl=12.3676 | 35.92s | peak=283.6 MiB +epoch 0397/0500 | train elbo=560.7141 recon=548.1856 kl=12.5285 | val elbo=619.3976 recon=607.0232 kl=12.3743 | 63.85s | peak=292.9 MiB +epoch 0398/0500 | train elbo=560.6500 recon=548.1235 kl=12.5265 | val elbo=619.7353 recon=607.4710 kl=12.2642 | 65.48s | peak=289.0 MiB +epoch 0399/0500 | train elbo=560.3859 recon=547.8489 kl=12.5370 | val elbo=620.1191 recon=607.8012 kl=12.3179 | 58.01s | peak=298.3 MiB +epoch 0400/0500 | train elbo=560.7150 recon=548.2056 kl=12.5094 | val elbo=619.2897 recon=606.9463 kl=12.3434 | 36.32s | peak=280.9 MiB +epoch 0401/0500 | train elbo=560.7206 recon=548.1990 kl=12.5216 | val elbo=619.2571 recon=606.8236 kl=12.4335 | 30.14s | peak=307.0 MiB +epoch 0402/0500 | train elbo=560.3454 recon=547.8199 kl=12.5255 | val elbo=620.2040 recon=607.8280 kl=12.3759 | 80.30s | peak=316.3 MiB +epoch 0403/0500 | train elbo=560.0439 recon=547.5393 kl=12.5046 | val elbo=618.4812 recon=606.1129 kl=12.3683 | 78.64s | peak=307.0 MiB +epoch 0404/0500 | train elbo=559.6380 recon=547.1058 kl=12.5322 | val elbo=620.0748 recon=607.7177 kl=12.3571 | 54.61s | peak=316.3 MiB +epoch 0405/0500 | train elbo=560.1904 recon=547.6685 kl=12.5219 | val elbo=619.7698 recon=607.4700 kl=12.2998 | 32.36s | peak=313.6 MiB +epoch 0406/0500 | train elbo=559.6698 recon=547.1526 kl=12.5172 | val elbo=619.9416 recon=607.6701 kl=12.2715 | 31.78s | peak=322.9 MiB +epoch 0407/0500 | train elbo=559.3902 recon=546.8800 kl=12.5102 | val elbo=620.1424 recon=607.8183 kl=12.3241 | 36.79s | peak=283.6 MiB +epoch 0408/0500 | train elbo=560.1076 recon=547.5916 kl=12.5160 | val elbo=620.1245 recon=607.9164 kl=12.2081 | 33.87s | peak=292.9 MiB +epoch 0409/0500 | train elbo=560.0605 recon=547.5558 kl=12.5047 | val elbo=619.3380 recon=606.9781 kl=12.3600 | 26.89s | peak=289.0 MiB +epoch 0410/0500 | train elbo=559.8766 recon=547.3799 kl=12.4967 | val elbo=620.7746 recon=608.4297 kl=12.3449 | 26.12s | peak=298.3 MiB +epoch 0411/0500 | train elbo=559.9511 recon=547.4568 kl=12.4943 | val elbo=619.4150 recon=607.0392 kl=12.3758 | 21.85s | peak=274.9 MiB +epoch 0412/0500 | train elbo=559.6476 recon=547.1281 kl=12.5195 | val elbo=619.7505 recon=607.2141 kl=12.5364 | 23.47s | peak=313.6 MiB +epoch 0413/0500 | train elbo=559.2715 recon=546.7689 kl=12.5026 | val elbo=619.6137 recon=607.3203 kl=12.2933 | 38.09s | peak=322.9 MiB +epoch 0414/0500 | train elbo=559.0132 recon=546.5223 kl=12.4910 | val elbo=619.4039 recon=607.0544 kl=12.3495 | 35.37s | peak=307.0 MiB +epoch 0415/0500 | train elbo=559.0061 recon=546.5196 kl=12.4865 | val elbo=619.1004 recon=606.7600 kl=12.3403 | 32.55s | peak=316.3 MiB +epoch 0416/0500 | train elbo=559.3555 recon=546.8414 kl=12.5142 | val elbo=619.5500 recon=607.1705 kl=12.3795 | 23.94s | peak=304.9 MiB +epoch 0417/0500 | train elbo=560.7535 recon=548.2406 kl=12.5129 | val elbo=618.7021 recon=606.4831 kl=12.2190 | 23.14s | peak=304.9 MiB +epoch 0418/0500 | train elbo=559.5203 recon=547.0166 kl=12.5037 | val elbo=620.9800 recon=608.7896 kl=12.1904 | 21.03s | peak=283.6 MiB +epoch 0419/0500 | train elbo=559.1507 recon=546.6675 kl=12.4833 | val elbo=619.4779 recon=607.0767 kl=12.4012 | 20.30s | peak=292.9 MiB +epoch 0420/0500 | train elbo=558.4999 recon=546.0165 kl=12.4834 | val elbo=618.5572 recon=606.1596 kl=12.3977 | 23.72s | peak=268.9 MiB +epoch 0421/0500 | train elbo=559.2438 recon=546.7611 kl=12.4828 | val elbo=619.7332 recon=607.4473 kl=12.2859 | 21.73s | peak=283.6 MiB +epoch 0422/0500 | train elbo=558.3072 recon=545.8183 kl=12.4888 | val elbo=618.9731 recon=606.6060 kl=12.3671 | 25.85s | peak=274.9 MiB +epoch 0423/0500 | train elbo=558.8556 recon=546.3732 kl=12.4824 | val elbo=619.4316 recon=607.2237 kl=12.2079 | 28.66s | peak=301.6 MiB +epoch 0424/0500 | train elbo=558.3584 recon=545.8872 kl=12.4713 | val elbo=619.7765 recon=607.5119 kl=12.2646 | 26.43s | peak=310.9 MiB +epoch 0425/0500 | train elbo=558.5556 recon=546.0955 kl=12.4601 | val elbo=618.8427 recon=606.5076 kl=12.3351 | 18.45s | peak=307.0 MiB +epoch 0426/0500 | train elbo=558.0346 recon=545.5449 kl=12.4896 | val elbo=619.1753 recon=606.8420 kl=12.3333 | 19.08s | peak=316.3 MiB +epoch 0427/0500 | train elbo=558.0273 recon=545.5547 kl=12.4726 | val elbo=619.4941 recon=607.1484 kl=12.3457 | 28.00s | peak=313.6 MiB +epoch 0428/0500 | train elbo=558.3521 recon=545.8621 kl=12.4900 | val elbo=619.0187 recon=606.6985 kl=12.3202 | 28.80s | peak=322.9 MiB +epoch 0429/0500 | train elbo=558.1556 recon=545.6729 kl=12.4827 | val elbo=619.1659 recon=606.8234 kl=12.3425 | 31.24s | peak=289.0 MiB +epoch 0430/0500 | train elbo=557.9101 recon=545.4431 kl=12.4670 | val elbo=618.8233 recon=606.4810 kl=12.3423 | 30.48s | peak=298.3 MiB +epoch 0431/0500 | train elbo=558.1691 recon=545.7087 kl=12.4604 | val elbo=618.4438 recon=606.0914 kl=12.3524 | 24.10s | peak=268.9 MiB +epoch 0432/0500 | train elbo=557.5085 recon=545.0392 kl=12.4694 | val elbo=618.7155 recon=606.4722 kl=12.2433 | 22.30s | peak=286.9 MiB +epoch 0433/0500 | train elbo=557.8240 recon=545.3704 kl=12.4537 | val elbo=618.3778 recon=606.0541 kl=12.3238 | 26.35s | peak=280.9 MiB +epoch 0434/0500 | train elbo=557.8193 recon=545.3535 kl=12.4658 | val elbo=619.7598 recon=607.5043 kl=12.2555 | 27.14s | peak=319.0 MiB +epoch 0435/0500 | train elbo=557.4968 recon=545.0183 kl=12.4785 | val elbo=618.4670 recon=606.1585 kl=12.3085 | 27.56s | peak=328.3 MiB +epoch 0436/0500 | train elbo=557.1890 recon=544.7513 kl=12.4378 | val elbo=618.5303 recon=606.2745 kl=12.2557 | 26.46s | peak=313.6 MiB +epoch 0437/0500 | train elbo=557.1516 recon=544.6882 kl=12.4634 | val elbo=617.9959 recon=605.6262 kl=12.3698 | 24.61s | peak=322.9 MiB +epoch 0438/0500 | train elbo=557.4913 recon=545.0354 kl=12.4559 | val elbo=619.0609 recon=606.6756 kl=12.3854 | 23.75s | peak=319.0 MiB +epoch 0439/0500 | train elbo=556.6776 recon=544.2061 kl=12.4715 | val elbo=617.7043 recon=605.3388 kl=12.3654 | 29.16s | peak=328.3 MiB +epoch 0440/0500 | train elbo=557.1994 recon=544.7421 kl=12.4574 | val elbo=618.1542 recon=605.9101 kl=12.2441 | 36.22s | peak=298.9 MiB +epoch 0441/0500 | train elbo=557.1577 recon=544.6899 kl=12.4677 | val elbo=619.0562 recon=606.6699 kl=12.3862 | 39.78s | peak=274.9 MiB +epoch 0442/0500 | train elbo=556.7890 recon=544.3240 kl=12.4650 | val elbo=618.0855 recon=605.7648 kl=12.3207 | 24.89s | peak=280.9 MiB +epoch 0443/0500 | train elbo=556.5737 recon=544.1091 kl=12.4647 | val elbo=617.8347 recon=605.5522 kl=12.2824 | 20.64s | peak=319.0 MiB +epoch 0444/0500 | train elbo=556.7408 recon=544.2809 kl=12.4599 | val elbo=619.2393 recon=606.9403 kl=12.2991 | 25.80s | peak=328.3 MiB +epoch 0445/0500 | train elbo=557.0621 recon=544.6096 kl=12.4525 | val elbo=618.3563 recon=606.0522 kl=12.3041 | 23.60s | peak=295.6 MiB +epoch 0446/0500 | train elbo=556.7308 recon=544.2883 kl=12.4425 | val elbo=617.9978 recon=605.6657 kl=12.3321 | 20.78s | peak=304.9 MiB +epoch 0447/0500 | train elbo=556.7543 recon=544.2930 kl=12.4613 | val elbo=618.6070 recon=606.3010 kl=12.3061 | 19.14s | peak=313.6 MiB +epoch 0448/0500 | train elbo=556.6751 recon=544.2083 kl=12.4668 | val elbo=619.7149 recon=607.4022 kl=12.3127 | 20.18s | peak=322.9 MiB +epoch 0449/0500 | train elbo=556.3217 recon=543.8903 kl=12.4314 | val elbo=618.6710 recon=606.4164 kl=12.2546 | 20.89s | peak=319.0 MiB +epoch 0450/0500 | train elbo=556.2222 recon=543.7778 kl=12.4444 | val elbo=617.9468 recon=605.6622 kl=12.2846 | 22.23s | peak=328.3 MiB +epoch 0451/0500 | train elbo=555.9124 recon=543.4613 kl=12.4511 | val elbo=619.3747 recon=607.0769 kl=12.2978 | 17.04s | peak=325.0 MiB +epoch 0452/0500 | train elbo=555.9358 recon=543.4976 kl=12.4382 | val elbo=617.6222 recon=605.2285 kl=12.3938 | 20.04s | peak=334.3 MiB +epoch 0453/0500 | train elbo=555.6890 recon=543.2342 kl=12.4549 | val elbo=617.8603 recon=605.5418 kl=12.3185 | 19.92s | peak=274.9 MiB +epoch 0454/0500 | train elbo=556.0820 recon=543.6366 kl=12.4454 | val elbo=618.4717 recon=606.1220 kl=12.3496 | 17.49s | peak=325.0 MiB +epoch 0455/0500 | train elbo=555.4908 recon=543.0508 kl=12.4400 | val elbo=618.5897 recon=606.2438 kl=12.3458 | 24.67s | peak=334.3 MiB +epoch 0456/0500 | train elbo=555.4110 recon=542.9770 kl=12.4340 | val elbo=618.4965 recon=606.2057 kl=12.2908 | 21.03s | peak=313.6 MiB +epoch 0457/0500 | train elbo=555.6121 recon=543.1692 kl=12.4430 | val elbo=617.5701 recon=605.2341 kl=12.3360 | 20.86s | peak=322.9 MiB +epoch 0458/0500 | train elbo=555.5468 recon=543.1108 kl=12.4360 | val elbo=617.7135 recon=605.4372 kl=12.2763 | 22.88s | peak=319.0 MiB +epoch 0459/0500 | train elbo=556.6198 recon=544.1956 kl=12.4242 | val elbo=620.2305 recon=608.0489 kl=12.1816 | 26.99s | peak=328.3 MiB +epoch 0460/0500 | train elbo=555.8914 recon=543.4410 kl=12.4504 | val elbo=618.3676 recon=606.1194 kl=12.2482 | 19.58s | peak=325.0 MiB +epoch 0461/0500 | train elbo=554.9558 recon=542.5258 kl=12.4300 | val elbo=618.2939 recon=606.0437 kl=12.2502 | 18.17s | peak=334.3 MiB +epoch 0462/0500 | train elbo=555.3868 recon=542.9581 kl=12.4286 | val elbo=618.9549 recon=606.7347 kl=12.2202 | 22.10s | peak=310.9 MiB +epoch 0463/0500 | train elbo=556.0217 recon=543.5876 kl=12.4340 | val elbo=617.8353 recon=605.6504 kl=12.1849 | 45.12s | peak=274.9 MiB +epoch 0464/0500 | train elbo=555.7103 recon=543.2785 kl=12.4318 | val elbo=618.7580 recon=606.3540 kl=12.4041 | 32.61s | peak=280.9 MiB +epoch 0465/0500 | train elbo=555.4239 recon=542.9952 kl=12.4287 | val elbo=619.0703 recon=606.7473 kl=12.3230 | 26.36s | peak=319.0 MiB +epoch 0466/0500 | train elbo=554.7406 recon=542.2881 kl=12.4525 | val elbo=617.9120 recon=605.6181 kl=12.2940 | 20.66s | peak=328.3 MiB +epoch 0467/0500 | train elbo=554.8576 recon=542.4239 kl=12.4337 | val elbo=617.6123 recon=605.3592 kl=12.2531 | 22.89s | peak=304.9 MiB +epoch 0468/0500 | train elbo=554.5445 recon=542.1361 kl=12.4084 | val elbo=617.9780 recon=605.7854 kl=12.1925 | 17.12s | peak=304.9 MiB +epoch 0469/0500 | train elbo=554.4925 recon=542.0691 kl=12.4234 | val elbo=618.0348 recon=605.7210 kl=12.3137 | 17.73s | peak=313.6 MiB +epoch 0470/0500 | train elbo=554.7539 recon=542.3346 kl=12.4193 | val elbo=619.5419 recon=607.2321 kl=12.3097 | 19.02s | peak=322.9 MiB +epoch 0471/0500 | train elbo=554.5008 recon=542.0770 kl=12.4238 | val elbo=618.0848 recon=605.7931 kl=12.2918 | 20.12s | peak=319.0 MiB +epoch 0472/0500 | train elbo=554.6366 recon=542.2225 kl=12.4141 | val elbo=617.8805 recon=605.6138 kl=12.2667 | 21.18s | peak=328.3 MiB +epoch 0473/0500 | train elbo=554.3205 recon=541.9066 kl=12.4139 | val elbo=618.7492 recon=606.4043 kl=12.3449 | 18.59s | peak=304.9 MiB +epoch 0474/0500 | train elbo=555.0392 recon=542.6392 kl=12.4000 | val elbo=618.0414 recon=605.7968 kl=12.2446 | 15.81s | peak=334.9 MiB +epoch 0475/0500 | train elbo=554.5882 recon=542.1726 kl=12.4156 | val elbo=618.3467 recon=606.0908 kl=12.2559 | 16.57s | peak=280.9 MiB +epoch 0476/0500 | train elbo=554.6106 recon=542.2111 kl=12.3995 | val elbo=617.9545 recon=605.7851 kl=12.1695 | 16.55s | peak=319.6 MiB +epoch 0477/0500 | train elbo=554.4007 recon=541.9809 kl=12.4198 | val elbo=617.6884 recon=605.3799 kl=12.3085 | 21.60s | peak=328.9 MiB +epoch 0478/0500 | train elbo=554.4391 recon=542.0426 kl=12.3965 | val elbo=619.3264 recon=607.0482 kl=12.2782 | 20.04s | peak=313.6 MiB +epoch 0479/0500 | train elbo=554.7738 recon=542.3630 kl=12.4108 | val elbo=617.6862 recon=605.5284 kl=12.1578 | 16.90s | peak=322.9 MiB +epoch 0480/0500 | train elbo=553.9979 recon=541.6029 kl=12.3950 | val elbo=617.6109 recon=605.3348 kl=12.2761 | 24.79s | peak=313.6 MiB +epoch 0481/0500 | train elbo=554.1982 recon=541.7862 kl=12.4120 | val elbo=617.7804 recon=605.5309 kl=12.2495 | 28.09s | peak=322.9 MiB +epoch 0482/0500 | train elbo=553.6989 recon=541.2806 kl=12.4183 | val elbo=617.9743 recon=605.8154 kl=12.1589 | 20.69s | peak=325.0 MiB +epoch 0483/0500 | train elbo=554.1212 recon=541.7021 kl=12.4190 | val elbo=618.6288 recon=606.4307 kl=12.1981 | 29.82s | peak=334.3 MiB +epoch 0484/0500 | train elbo=553.6501 recon=541.2655 kl=12.3846 | val elbo=618.8218 recon=606.6291 kl=12.1928 | 25.72s | peak=310.9 MiB +epoch 0485/0500 | train elbo=553.5800 recon=541.1912 kl=12.3888 | val elbo=618.8767 recon=606.6814 kl=12.1952 | 31.45s | peak=349.6 MiB +epoch 0486/0500 | train elbo=553.5613 recon=541.1576 kl=12.4038 | val elbo=619.2421 recon=607.0756 kl=12.1665 | 28.75s | peak=358.9 MiB +epoch 0487/0500 | train elbo=553.4577 recon=541.0686 kl=12.3891 | val elbo=618.2381 recon=606.0549 kl=12.1831 | 32.23s | peak=293.8 MiB +epoch 0488/0500 | train elbo=553.3570 recon=540.9783 kl=12.3786 | val elbo=617.7993 recon=605.4035 kl=12.3957 | 31.42s | peak=364.9 MiB +epoch 0489/0500 | train elbo=553.2981 recon=540.9102 kl=12.3879 | val elbo=618.5754 recon=606.2840 kl=12.2914 | 26.76s | peak=331.6 MiB +epoch 0490/0500 | train elbo=553.6056 recon=541.2126 kl=12.3930 | val elbo=617.9276 recon=605.6487 kl=12.2789 | 21.63s | peak=340.9 MiB +epoch 0491/0500 | train elbo=553.3523 recon=540.9666 kl=12.3857 | val elbo=617.5026 recon=605.2558 kl=12.2468 | 17.93s | peak=313.0 MiB +epoch 0492/0500 | train elbo=553.5518 recon=541.1541 kl=12.3977 | val elbo=618.6613 recon=606.4520 kl=12.2093 | 23.89s | peak=322.3 MiB +epoch 0493/0500 | train elbo=552.6189 recon=540.2251 kl=12.3938 | val elbo=617.4352 recon=605.1974 kl=12.2378 | 25.41s | peak=310.3 MiB +epoch 0494/0500 | train elbo=552.9472 recon=540.5657 kl=12.3815 | val elbo=617.6318 recon=605.4749 kl=12.1569 | 20.94s | peak=310.3 MiB +epoch 0495/0500 | train elbo=553.4816 recon=541.1043 kl=12.3773 | val elbo=619.8217 recon=607.4766 kl=12.3451 | 28.93s | peak=298.9 MiB +epoch 0496/0500 | train elbo=552.9654 recon=540.5762 kl=12.3892 | val elbo=617.8915 recon=605.6114 kl=12.2801 | 24.05s | peak=337.6 MiB +epoch 0497/0500 | train elbo=552.2228 recon=539.8479 kl=12.3749 | val elbo=617.6835 recon=605.4297 kl=12.2538 | 20.54s | peak=346.9 MiB +epoch 0498/0500 | train elbo=552.3997 recon=540.0216 kl=12.3781 | val elbo=617.5133 recon=605.3747 kl=12.1386 | 15.60s | peak=331.6 MiB +epoch 0499/0500 | train elbo=552.3473 recon=539.9725 kl=12.3748 | val elbo=617.4890 recon=605.2460 kl=12.2430 | 24.16s | peak=340.9 MiB +epoch 0500/0500 | train elbo=552.5121 recon=540.1468 kl=12.3653 | val elbo=618.1302 recon=605.8489 kl=12.2813 | 18.98s | peak=307.0 MiB +Training complete. Best validation ELBO: 617.4352 diff --git a/artifacts/crosstask/pipeline_logs/crosstask_vae.done b/artifacts/crosstask/pipeline_logs/crosstask_vae.done new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/artifacts/crosstask/pipeline_logs/pipeline.log b/artifacts/crosstask/pipeline_logs/pipeline.log new file mode 100644 index 0000000000000000000000000000000000000000..77c28572fdb9ef071353cc6328b5afae00bd4965 Binary files /dev/null and b/artifacts/crosstask/pipeline_logs/pipeline.log differ diff --git a/artifacts/crosstask/pipeline_logs/pipeline.pid b/artifacts/crosstask/pipeline_logs/pipeline.pid new file mode 100644 index 0000000000000000000000000000000000000000..82d45208ede2ef6946cb2c5ad46878a1099ea392 --- /dev/null +++ b/artifacts/crosstask/pipeline_logs/pipeline.pid @@ -0,0 +1 @@ +589 diff --git a/artifacts/logs/NIV/compact_clad/T3_base64/config.json b/artifacts/logs/NIV/compact_clad/T3_base64/config.json new file 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+130,3.75e-05,18.89734812709503,2.6458738900147565,57.92626953125,48.910518646240234,1846.593017578125,53.456787109375,80.98765563964844,33.703704833984375,80.34339904785156,62.567901611328125,55.55555725097656,54.814815521240234 diff --git a/artifacts/logs/NIV/compact_clad/T3_base64/tensorboard/events.out.tfevents.1785863307.c23c874977e6.35927.0 b/artifacts/logs/NIV/compact_clad/T3_base64/tensorboard/events.out.tfevents.1785863307.c23c874977e6.35927.0 new file mode 100644 index 0000000000000000000000000000000000000000..e41320fff37a63bfb374d106dc66d74bc5105d62 --- /dev/null +++ b/artifacts/logs/NIV/compact_clad/T3_base64/tensorboard/events.out.tfevents.1785863307.c23c874977e6.35927.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:97bc197a6b588565bccbff291f9b0d4c972fc46374458251a591619da5eba3c7 +size 41295 diff --git a/artifacts/logs/inference/NIV/test_seed217.log b/artifacts/logs/inference/NIV/test_seed217.log new file mode 100644 index 0000000000000000000000000000000000000000..e9992c545350714268ec1cdb7f7868f4255a5ad8 --- /dev/null +++ b/artifacts/logs/inference/NIV/test_seed217.log @@ -0,0 +1,18 @@ +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Loaded compact checkpoint from epoch 125 +Compact planner parameters: 1,079,536 (1.08M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: NIV | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1840.7939 +Acc@1: 53.7037 +Acc@5: 80.9876 +Success: 33.7037 +MIoU1: 78.9491 +MIoU2: 62.6296 +a0 Acc: 55.5556 +aT Acc: 55.5556 +Elapsed: 1.36s +Peak GPU: 48.4 MiB +================================================================ diff --git a/artifacts/logs/inference/NIV/test_seed218.log b/artifacts/logs/inference/NIV/test_seed218.log new file mode 100644 index 0000000000000000000000000000000000000000..793d50b95b414447b099668810c9eb2347332be4 --- /dev/null +++ b/artifacts/logs/inference/NIV/test_seed218.log @@ -0,0 +1,18 @@ +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Loaded compact checkpoint from epoch 125 +Compact planner parameters: 1,079,536 (1.08M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: NIV | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1841.7329 +Acc@1: 53.7037 +Acc@5: 81.4815 +Success: 33.7037 +MIoU1: 78.9491 +MIoU2: 62.6173 +a0 Acc: 55.5556 +aT Acc: 55.5556 +Elapsed: 1.86s +Peak GPU: 48.4 MiB +================================================================ diff --git a/artifacts/logs/inference/NIV/test_seed219.log b/artifacts/logs/inference/NIV/test_seed219.log new file mode 100644 index 0000000000000000000000000000000000000000..bef81e04eebaf43013253f4b79826ba5ce0665b1 --- /dev/null +++ b/artifacts/logs/inference/NIV/test_seed219.log @@ -0,0 +1,18 @@ +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Loaded compact checkpoint from epoch 125 +Compact planner parameters: 1,079,536 (1.08M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: NIV | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1840.6287 +Acc@1: 53.5802 +Acc@5: 81.3580 +Success: 33.7037 +MIoU1: 81.4545 +MIoU2: 62.8025 +a0 Acc: 55.9259 +aT Acc: 54.8148 +Elapsed: 1.32s +Peak GPU: 48.4 MiB +================================================================ diff --git a/artifacts/logs/inference/NIV/test_seed220.log b/artifacts/logs/inference/NIV/test_seed220.log new file mode 100644 index 0000000000000000000000000000000000000000..936b46000e1e4ccc7f3ebca56faa7c9bde0b1792 --- /dev/null +++ b/artifacts/logs/inference/NIV/test_seed220.log @@ -0,0 +1,18 @@ +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Loaded compact checkpoint from epoch 125 +Compact planner parameters: 1,079,536 (1.08M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: NIV | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1841.3829 +Acc@1: 53.9506 +Acc@5: 80.9877 +Success: 33.3333 +MIoU1: 78.9491 +MIoU2: 62.6605 +a0 Acc: 55.1852 +aT Acc: 56.2963 +Elapsed: 1.60s +Peak GPU: 48.4 MiB +================================================================ diff --git a/artifacts/logs/inference/NIV/test_seed221.log b/artifacts/logs/inference/NIV/test_seed221.log new file mode 100644 index 0000000000000000000000000000000000000000..5ba67171cd57f87653188aa43146391cba9e0cc8 --- /dev/null +++ b/artifacts/logs/inference/NIV/test_seed221.log @@ -0,0 +1,18 @@ +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Loaded compact checkpoint from epoch 125 +Compact planner parameters: 1,079,536 (1.08M) +================================================================ +Compact VAE + Diffusion CLAD Results +Dataset: NIV | Horizon: 3 | Sampler: ddim | Steps: 10 +Loss: 1840.5975 +Acc@1: 53.5802 +Acc@5: 80.9876 +Success: 33.7037 +MIoU1: 78.9491 +MIoU2: 62.5926 +a0 Acc: 55.1852 +aT Acc: 55.5556 +Elapsed: 1.21s +Peak GPU: 48.4 MiB +================================================================ diff --git a/artifacts/logs/pipeline/niv_compact_training.log b/artifacts/logs/pipeline/niv_compact_training.log new file mode 100644 index 0000000000000000000000000000000000000000..c414d0e8985ad74c9efb85ba46d75591dd093e7f --- /dev/null +++ b/artifacts/logs/pipeline/niv_compact_training.log @@ -0,0 +1,314 @@ +Loaded dataset/NIV/train_split_T3.json +vid name list length 698 +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Compact planner parameters: 1,079,536 (1.08M) +Diffusion state: [batch, 3, 48] (action-only) +Logs: logs/NIV/compact_clad/T3_base64 +epoch 0001 | train loss=2679.0706 | lr=1.385e-05 | steps/s=2.60 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0001.pth.tar +epoch 0002 | train loss=2629.5859 | lr=2.769e-05 | steps/s=2.38 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0002.pth.tar +epoch 0003 | train loss=2604.6543 | lr=4.154e-05 | steps/s=2.25 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0003.pth.tar +epoch 0004 | train loss=2528.6177 | lr=5.538e-05 | steps/s=1.68 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0004.pth.tar +epoch 0005 | train loss=2413.5957 | lr=6.923e-05 | steps/s=1.93 | peak MiB=57.9 +epoch 0005 validation | loss=2261.0208 | acc@1=15.8025 | acc@5=66.4197 | success=4.0741 | mIoU1=17.7354 | mIoU2=17.9630 | a0=15.1852 | aT=16.6667 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0005.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0005.pth.tar +epoch 0006 | train loss=2320.5837 | lr=8.308e-05 | steps/s=2.90 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0006.pth.tar +epoch 0007 | train loss=2208.7756 | lr=9.692e-05 | steps/s=2.05 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0007.pth.tar +epoch 0008 | train loss=2043.2573 | lr=1.108e-04 | steps/s=2.61 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0008.pth.tar +epoch 0009 | train loss=1849.2434 | lr=1.246e-04 | steps/s=2.44 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0009.pth.tar +epoch 0010 | train loss=1658.3409 | lr=1.385e-04 | steps/s=2.44 | peak MiB=57.9 +epoch 0010 validation | loss=1991.8485 | acc@1=27.9012 | acc@5=77.4074 | success=0.0000 | mIoU1=52.0165 | mIoU2=28.3951 | a0=34.4444 | aT=38.1481 +Saved checkpoint: checkpoint/compact_clad/epoch0010.pth.tar +epoch 0011 | train loss=1470.8821 | lr=1.523e-04 | steps/s=2.26 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0011.pth.tar +epoch 0012 | train loss=1291.4070 | lr=1.662e-04 | steps/s=2.70 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0012.pth.tar +epoch 0013 | train loss=1127.7609 | lr=1.800e-04 | steps/s=2.75 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0013.pth.tar +epoch 0014 | train loss=1003.6004 | lr=1.938e-04 | steps/s=2.72 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0014.pth.tar +epoch 0015 | train loss=861.3972 | lr=2.077e-04 | steps/s=2.38 | peak MiB=57.9 +epoch 0015 validation | loss=1961.9186 | acc@1=29.3827 | acc@5=77.9012 | success=0.3704 | mIoU1=49.7590 | mIoU2=29.7593 | a0=35.5556 | aT=40.0000 +Saved checkpoint: checkpoint/compact_clad/epoch0015.pth.tar +epoch 0016 | train loss=760.0421 | lr=2.215e-04 | steps/s=1.92 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0016.pth.tar +epoch 0017 | train loss=687.0873 | lr=2.354e-04 | steps/s=1.60 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0017.pth.tar +epoch 0018 | train loss=596.2875 | lr=2.492e-04 | steps/s=1.67 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0018.pth.tar +epoch 0019 | train loss=497.1476 | lr=2.631e-04 | steps/s=1.16 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0019.pth.tar +epoch 0020 | train loss=423.0712 | lr=2.769e-04 | steps/s=1.21 | peak MiB=57.9 +epoch 0020 validation | loss=1936.2463 | acc@1=31.2346 | acc@5=80.3704 | success=0.3704 | mIoU1=51.9006 | mIoU2=31.0556 | a0=36.6667 | aT=42.5926 +Saved checkpoint: checkpoint/compact_clad/epoch0020.pth.tar +epoch 0021 | train loss=367.0686 | lr=2.908e-04 | steps/s=1.64 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0021.pth.tar +epoch 0022 | train loss=374.0915 | lr=3.000e-04 | steps/s=1.49 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0022.pth.tar +epoch 0023 | train loss=298.5852 | lr=3.000e-04 | steps/s=1.24 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0023.pth.tar +epoch 0024 | train loss=261.8094 | lr=3.000e-04 | steps/s=1.48 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0024.pth.tar +epoch 0025 | train loss=245.6320 | lr=3.000e-04 | steps/s=1.15 | peak MiB=57.9 +epoch 0025 validation | loss=1917.6100 | acc@1=32.9630 | acc@5=82.4691 | success=4.0741 | mIoU1=55.2370 | mIoU2=34.9136 | a0=37.7778 | aT=42.2222 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0025.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0025.pth.tar +epoch 0026 | train loss=229.9056 | lr=3.000e-04 | steps/s=1.45 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0026.pth.tar +epoch 0027 | train loss=213.8237 | lr=3.000e-04 | steps/s=1.73 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0027.pth.tar +epoch 0028 | train loss=192.1449 | lr=3.000e-04 | steps/s=1.41 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0028.pth.tar +epoch 0029 | train loss=177.5376 | lr=3.000e-04 | steps/s=1.51 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0029.pth.tar +epoch 0030 | train loss=166.3866 | lr=3.000e-04 | steps/s=1.62 | peak MiB=57.9 +epoch 0030 validation | loss=1902.9540 | acc@1=35.6790 | acc@5=84.1975 | success=6.2963 | mIoU1=57.5070 | mIoU2=38.6111 | a0=40.3704 | aT=43.7037 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0030.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0030.pth.tar +epoch 0031 | train loss=155.0829 | lr=3.000e-04 | steps/s=1.35 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0031.pth.tar +epoch 0032 | train loss=147.2576 | lr=3.000e-04 | steps/s=1.43 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0032.pth.tar +epoch 0033 | train loss=142.0262 | lr=3.000e-04 | steps/s=3.80 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0033.pth.tar +epoch 0034 | train loss=133.8513 | lr=3.000e-04 | steps/s=4.34 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0034.pth.tar +epoch 0035 | train loss=130.0935 | lr=3.000e-04 | steps/s=3.35 | peak MiB=57.9 +epoch 0035 validation | loss=1884.0472 | acc@1=37.1605 | acc@5=85.9259 | success=8.8889 | mIoU1=67.3505 | mIoU2=41.2284 | a0=40.0000 | aT=44.0741 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0035.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0035.pth.tar +epoch 0036 | train loss=125.2876 | lr=3.000e-04 | steps/s=3.58 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0036.pth.tar +epoch 0037 | train loss=120.5692 | lr=3.000e-04 | steps/s=4.60 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0037.pth.tar +epoch 0038 | train loss=117.7541 | lr=3.000e-04 | steps/s=4.56 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0038.pth.tar +epoch 0039 | train loss=115.5147 | lr=3.000e-04 | steps/s=4.41 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0039.pth.tar +epoch 0040 | train loss=111.4397 | lr=3.000e-04 | steps/s=4.53 | peak MiB=57.9 +epoch 0040 validation | loss=1855.4028 | acc@1=42.0988 | acc@5=85.9259 | success=15.9259 | mIoU1=69.6080 | mIoU2=48.2716 | a0=41.8519 | aT=47.7778 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0040.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0040.pth.tar +epoch 0041 | train loss=108.5110 | lr=3.000e-04 | steps/s=2.95 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0041.pth.tar +epoch 0042 | train loss=105.5905 | lr=3.000e-04 | steps/s=4.01 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0042.pth.tar +epoch 0043 | train loss=102.9743 | lr=3.000e-04 | steps/s=3.72 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0043.pth.tar +epoch 0044 | train loss=100.8926 | lr=3.000e-04 | steps/s=3.64 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0044.pth.tar +epoch 0045 | train loss=98.9032 | lr=3.000e-04 | steps/s=3.53 | peak MiB=57.9 +epoch 0045 validation | loss=1826.8579 | acc@1=45.6790 | acc@5=85.4321 | success=22.5926 | mIoU1=70.2293 | mIoU2=52.7963 | a0=44.0741 | aT=50.3704 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0045.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0045.pth.tar +epoch 0046 | train loss=96.0196 | lr=3.000e-04 | steps/s=3.91 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0046.pth.tar +epoch 0047 | train loss=93.6097 | lr=3.000e-04 | steps/s=3.89 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0047.pth.tar +epoch 0048 | train loss=92.5601 | lr=3.000e-04 | steps/s=3.47 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0048.pth.tar +epoch 0049 | train loss=90.5754 | lr=3.000e-04 | steps/s=4.27 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0049.pth.tar +epoch 0050 | train loss=87.9107 | lr=3.000e-04 | steps/s=2.74 | peak MiB=57.9 +epoch 0050 validation | loss=1796.7645 | acc@1=47.4074 | acc@5=84.8148 | success=25.5556 | mIoU1=76.2257 | mIoU2=56.1049 | a0=46.6667 | aT=51.4815 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0050.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0050.pth.tar +epoch 0051 | train loss=87.4533 | lr=3.000e-04 | steps/s=2.98 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0051.pth.tar +epoch 0052 | train loss=84.4094 | lr=3.000e-04 | steps/s=3.04 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0052.pth.tar +epoch 0053 | train loss=83.5180 | lr=3.000e-04 | steps/s=3.32 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0053.pth.tar +epoch 0054 | train loss=81.4928 | lr=3.000e-04 | steps/s=2.99 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0054.pth.tar +epoch 0055 | train loss=78.5616 | lr=1.500e-04 | steps/s=3.36 | peak MiB=57.9 +epoch 0055 validation | loss=1770.2914 | acc@1=49.5062 | acc@5=84.5679 | success=27.7778 | mIoU1=76.2257 | mIoU2=58.5741 | a0=49.6296 | aT=53.7037 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0055.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0055.pth.tar +epoch 0056 | train loss=76.1172 | lr=1.500e-04 | steps/s=3.25 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0056.pth.tar +epoch 0057 | train loss=75.7595 | lr=1.500e-04 | steps/s=3.33 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0057.pth.tar +epoch 0058 | train loss=74.6321 | lr=1.500e-04 | steps/s=3.53 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0058.pth.tar +epoch 0059 | train loss=73.7584 | lr=1.500e-04 | steps/s=3.72 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0059.pth.tar +epoch 0060 | train loss=72.9250 | lr=1.500e-04 | steps/s=3.39 | peak MiB=57.9 +epoch 0060 validation | loss=1756.5762 | acc@1=50.8642 | acc@5=84.5679 | success=29.2593 | mIoU1=76.7645 | mIoU2=59.8457 | a0=51.4815 | aT=55.1852 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0060.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0060.pth.tar +epoch 0061 | train loss=72.7288 | lr=1.500e-04 | steps/s=3.12 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0061.pth.tar +epoch 0062 | train loss=72.2604 | lr=1.500e-04 | steps/s=2.96 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0062.pth.tar +epoch 0063 | train loss=71.8790 | lr=1.500e-04 | steps/s=3.13 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0063.pth.tar +epoch 0064 | train loss=71.0461 | lr=1.500e-04 | steps/s=2.80 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0064.pth.tar +epoch 0065 | train loss=70.5735 | lr=1.500e-04 | steps/s=3.25 | peak MiB=57.9 +epoch 0065 validation | loss=1748.5304 | acc@1=50.6173 | acc@5=83.9506 | success=30.0000 | mIoU1=75.8772 | mIoU2=60.4506 | a0=50.7407 | aT=54.8148 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0065.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0065.pth.tar +epoch 0066 | train loss=70.0988 | lr=1.500e-04 | steps/s=3.80 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0066.pth.tar +epoch 0067 | train loss=68.8371 | lr=1.500e-04 | steps/s=3.59 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0067.pth.tar +epoch 0068 | train loss=69.0383 | lr=1.500e-04 | steps/s=2.59 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0068.pth.tar +epoch 0069 | train loss=68.2862 | lr=1.500e-04 | steps/s=2.33 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0069.pth.tar +epoch 0070 | train loss=67.1799 | lr=1.500e-04 | steps/s=3.15 | peak MiB=57.9 +epoch 0070 validation | loss=1748.8680 | acc@1=50.9877 | acc@5=82.8395 | success=30.0000 | mIoU1=77.5547 | mIoU2=60.6790 | a0=51.8519 | aT=54.4444 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0070.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0070.pth.tar +epoch 0071 | train loss=67.4255 | lr=1.500e-04 | steps/s=3.19 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0071.pth.tar +epoch 0072 | train loss=66.8050 | lr=1.500e-04 | steps/s=3.49 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0072.pth.tar +epoch 0073 | train loss=66.0392 | lr=1.500e-04 | steps/s=3.39 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0073.pth.tar +epoch 0074 | train loss=65.5325 | lr=1.500e-04 | steps/s=3.41 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0074.pth.tar +epoch 0075 | train loss=65.0463 | lr=1.500e-04 | steps/s=3.31 | peak MiB=57.9 +epoch 0075 validation | loss=1752.0149 | acc@1=52.2222 | acc@5=82.7160 | success=31.8519 | mIoU1=77.5547 | mIoU2=61.5617 | a0=52.2222 | aT=55.9259 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0075.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0075.pth.tar +epoch 0076 | train loss=64.6997 | lr=1.500e-04 | steps/s=2.68 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0076.pth.tar +epoch 0077 | train loss=63.9702 | lr=1.500e-04 | steps/s=2.72 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0077.pth.tar +epoch 0078 | train loss=63.4579 | lr=1.500e-04 | steps/s=2.49 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0078.pth.tar +epoch 0079 | train loss=62.8582 | lr=1.500e-04 | steps/s=1.96 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0079.pth.tar +epoch 0080 | train loss=62.4925 | lr=1.500e-04 | steps/s=0.76 | peak MiB=57.9 +epoch 0080 validation | loss=1759.3008 | acc@1=52.4691 | acc@5=82.0988 | success=31.8519 | mIoU1=77.5547 | mIoU2=62.4938 | a0=52.5926 | aT=55.5556 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0080.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0080.pth.tar +epoch 0081 | train loss=62.2124 | lr=1.500e-04 | steps/s=1.37 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0081.pth.tar +epoch 0082 | train loss=62.0555 | lr=1.500e-04 | steps/s=1.44 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0082.pth.tar +epoch 0083 | train loss=61.3404 | lr=1.500e-04 | steps/s=1.51 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0083.pth.tar +epoch 0084 | train loss=60.5709 | lr=1.500e-04 | steps/s=1.75 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0084.pth.tar +epoch 0085 | train loss=60.5418 | lr=1.500e-04 | steps/s=1.85 | peak MiB=57.9 +epoch 0085 validation | loss=1766.7533 | acc@1=52.5926 | acc@5=81.8519 | success=32.9630 | mIoU1=77.5547 | mIoU2=62.2778 | a0=53.7037 | aT=55.5556 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0085.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0085.pth.tar +epoch 0086 | train loss=59.5301 | lr=1.500e-04 | steps/s=1.97 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0086.pth.tar +epoch 0087 | train loss=59.1243 | lr=7.500e-05 | steps/s=1.56 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0087.pth.tar +epoch 0088 | train loss=57.5490 | lr=7.500e-05 | steps/s=1.11 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0088.pth.tar +epoch 0089 | train loss=57.0387 | lr=7.500e-05 | steps/s=1.65 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0089.pth.tar +epoch 0090 | train loss=57.0174 | lr=7.500e-05 | steps/s=1.77 | peak MiB=57.9 +epoch 0090 validation | loss=1779.1674 | acc@1=52.9630 | acc@5=81.9753 | success=32.9630 | mIoU1=77.5547 | mIoU2=62.6852 | a0=54.0741 | aT=55.9259 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0090.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0090.pth.tar +epoch 0091 | train loss=56.6088 | lr=7.500e-05 | steps/s=1.69 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0091.pth.tar +epoch 0092 | train loss=56.5276 | lr=7.500e-05 | steps/s=1.74 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0092.pth.tar +epoch 0093 | train loss=56.0441 | lr=7.500e-05 | steps/s=1.72 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0093.pth.tar +epoch 0094 | train loss=56.0428 | lr=7.500e-05 | steps/s=2.32 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0094.pth.tar +epoch 0095 | train loss=56.0361 | lr=7.500e-05 | steps/s=1.95 | peak MiB=57.9 +epoch 0095 validation | loss=1789.6775 | acc@1=53.0864 | acc@5=81.7284 | success=32.9630 | mIoU1=77.5547 | mIoU2=62.5247 | a0=53.3333 | aT=56.2963 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0095.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0095.pth.tar +epoch 0096 | train loss=55.5423 | lr=7.500e-05 | steps/s=1.52 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0096.pth.tar +epoch 0097 | train loss=55.5078 | lr=7.500e-05 | steps/s=1.23 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0097.pth.tar +epoch 0098 | train loss=54.8158 | lr=7.500e-05 | steps/s=2.28 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0098.pth.tar +epoch 0099 | train loss=55.5178 | lr=7.500e-05 | steps/s=1.74 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0099.pth.tar +epoch 0100 | train loss=54.5251 | lr=7.500e-05 | steps/s=1.75 | peak MiB=57.9 +epoch 0100 validation | loss=1799.7795 | acc@1=53.3333 | acc@5=81.7284 | success=33.3333 | mIoU1=77.9251 | mIoU2=62.3025 | a0=53.7037 | aT=55.9259 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0100.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0100.pth.tar +epoch 0101 | train loss=54.7046 | lr=7.500e-05 | steps/s=1.95 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0101.pth.tar +epoch 0102 | train loss=54.0850 | lr=7.500e-05 | steps/s=2.08 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0102.pth.tar +epoch 0103 | train loss=54.3506 | lr=7.500e-05 | steps/s=2.34 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0103.pth.tar +epoch 0104 | train loss=54.1135 | lr=7.500e-05 | steps/s=2.35 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0104.pth.tar +epoch 0105 | train loss=53.6472 | lr=7.500e-05 | steps/s=2.13 | peak MiB=57.9 +epoch 0105 validation | loss=1808.5729 | acc@1=53.5802 | acc@5=81.8518 | success=33.3333 | mIoU1=77.5547 | mIoU2=62.3025 | a0=54.0741 | aT=56.2963 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0105.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0105.pth.tar +epoch 0106 | train loss=53.5582 | lr=7.500e-05 | steps/s=1.97 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0106.pth.tar +epoch 0107 | train loss=53.0225 | lr=7.500e-05 | steps/s=1.82 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0107.pth.tar +epoch 0108 | train loss=53.1335 | lr=7.500e-05 | steps/s=1.89 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0108.pth.tar +epoch 0109 | train loss=52.8220 | lr=7.500e-05 | steps/s=1.49 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0109.pth.tar +epoch 0110 | train loss=52.6844 | lr=7.500e-05 | steps/s=1.70 | peak MiB=57.9 +epoch 0110 validation | loss=1818.9648 | acc@1=53.2099 | acc@5=80.9877 | success=33.3333 | mIoU1=77.5547 | mIoU2=61.7716 | a0=54.0741 | aT=55.1852 +Saved checkpoint: checkpoint/compact_clad/epoch0110.pth.tar +epoch 0111 | train loss=52.3159 | lr=7.500e-05 | steps/s=2.11 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0111.pth.tar +epoch 0112 | train loss=52.4276 | lr=7.500e-05 | steps/s=2.46 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0112.pth.tar +epoch 0113 | train loss=52.2827 | lr=7.500e-05 | steps/s=2.49 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0113.pth.tar +epoch 0114 | train loss=51.7480 | lr=7.500e-05 | steps/s=2.15 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0114.pth.tar +epoch 0115 | train loss=51.7784 | lr=7.500e-05 | steps/s=2.12 | peak MiB=57.9 +epoch 0115 validation | loss=1831.4404 | acc@1=52.9630 | acc@5=81.1111 | success=33.7037 | mIoU1=78.9491 | mIoU2=62.1420 | a0=54.0741 | aT=55.1852 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0115.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0115.pth.tar +epoch 0116 | train loss=51.6286 | lr=7.500e-05 | steps/s=2.12 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0116.pth.tar +epoch 0117 | train loss=51.2876 | lr=7.500e-05 | steps/s=2.00 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0117.pth.tar +epoch 0118 | train loss=51.2812 | lr=7.500e-05 | steps/s=2.13 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0118.pth.tar +epoch 0119 | train loss=50.7111 | lr=7.500e-05 | steps/s=2.09 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0119.pth.tar +epoch 0120 | train loss=50.5142 | lr=3.750e-05 | steps/s=2.78 | peak MiB=57.9 +epoch 0120 validation | loss=1836.3157 | acc@1=53.3333 | acc@5=80.9876 | success=33.7037 | mIoU1=78.9491 | mIoU2=62.6605 | a0=54.8148 | aT=55.1852 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0120.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0120.pth.tar +epoch 0121 | train loss=49.7962 | lr=3.750e-05 | steps/s=2.83 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0121.pth.tar +epoch 0122 | train loss=49.6559 | lr=3.750e-05 | steps/s=2.64 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0122.pth.tar +epoch 0123 | train loss=49.4731 | lr=3.750e-05 | steps/s=2.07 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0123.pth.tar +epoch 0124 | train loss=49.4178 | lr=3.750e-05 | steps/s=1.91 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0124.pth.tar +epoch 0125 | train loss=49.5296 | lr=3.750e-05 | steps/s=1.94 | peak MiB=57.9 +epoch 0125 validation | loss=1846.3792 | acc@1=53.5802 | acc@5=81.1111 | success=33.7037 | mIoU1=80.3434 | mIoU2=62.5556 | a0=55.1852 | aT=55.1852 +Saved best checkpoint: save_max/NIV/compact_clad/base64/T3_epoch0125.pth.tar +Saved checkpoint: checkpoint/compact_clad/epoch0125.pth.tar +epoch 0126 | train loss=48.9088 | lr=3.750e-05 | steps/s=2.41 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0126.pth.tar +epoch 0127 | train loss=49.1982 | lr=3.750e-05 | steps/s=1.98 | peak MiB=57.9 +Saved checkpoint: checkpoint/compact_clad/epoch0127.pth.tar +epoch 0128 | train loss=48.9821 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mode 100644 index 0000000000000000000000000000000000000000..64216e832586ee3394a9a6e106c47831ad47a2d3 --- /dev/null +++ b/artifacts/logs/vae/NIV/T3_act_img_dim2/tensorboard/events.out.tfevents.1785859441.c23c874977e6.19071.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d53f5e8d9268accd03281779ab955eb76bad56194544052fe858b33736f780f3 +size 543211 diff --git a/artifacts/logs/vae/NIV/full_training_stdout.log b/artifacts/logs/vae/NIV/full_training_stdout.log new file mode 100644 index 0000000000000000000000000000000000000000..8531e222005d010da3627bdba0abfa74a721b752 --- /dev/null +++ b/artifacts/logs/vae/NIV/full_training_stdout.log @@ -0,0 +1,491 @@ +Loaded dataset/NIV/train_split_T3.json +vid name list length 698 +Loaded dataset/NIV/NIV_mlp_T3.json +vid name list length 270 +Endpoint VAE: normalized act+img | signed-output MSE | 2,094 train endpoint rows +Logs: logs/vae/NIV/T3_act_img_dim2 +epoch 0001/0500 | train elbo=1077.9865 recon=1077.4198 kl=0.5667 | val elbo=1061.8222 recon=1060.6385 kl=1.1836 | 5.07s | peak=88.9 MiB +epoch 0002/0500 | train elbo=1016.3328 recon=1014.3564 kl=1.9764 | val elbo=972.7990 recon=968.2691 kl=4.5300 | 4.94s | peak=89.2 MiB +epoch 0003/0500 | train elbo=939.1459 recon=934.7395 kl=4.4065 | val elbo=885.6969 recon=880.1194 kl=5.5776 | 4.91s | peak=95.6 MiB +epoch 0004/0500 | train elbo=881.4026 recon=876.2179 kl=5.1847 | val elbo=850.1052 recon=844.8006 kl=5.3047 | 4.93s | peak=88.9 MiB +epoch 0005/0500 | train elbo=859.8882 recon=854.8309 kl=5.0574 | val elbo=832.3086 recon=826.3842 kl=5.9244 | 5.63s | peak=95.6 MiB +epoch 0006/0500 | train elbo=844.2085 recon=838.5465 kl=5.6621 | val elbo=818.0013 recon=811.7169 kl=6.2844 | 5.71s | peak=101.5 MiB +epoch 0007/0500 | train elbo=825.7142 recon=819.6786 kl=6.0356 | val elbo=798.1327 recon=791.4803 kl=6.6524 | 5.95s | peak=88.9 MiB +epoch 0008/0500 | train elbo=807.5321 recon=800.9791 kl=6.5531 | val elbo=784.1973 recon=777.2352 kl=6.9622 | 6.95s | peak=95.6 MiB +epoch 0009/0500 | train elbo=790.1801 recon=783.1753 kl=7.0048 | val elbo=765.2038 recon=757.7568 kl=7.4470 | 6.87s | peak=101.5 MiB +epoch 0010/0500 | train elbo=773.1855 recon=765.8531 kl=7.3324 | val elbo=751.7509 recon=743.9901 kl=7.7608 | 5.73s | peak=107.9 MiB +epoch 0011/0500 | train elbo=760.3786 recon=752.6435 kl=7.7351 | val elbo=743.8482 recon=735.7746 kl=8.0736 | 5.25s | peak=114.2 MiB +epoch 0012/0500 | train elbo=753.2181 recon=745.3989 kl=7.8192 | val elbo=737.8126 recon=729.5692 kl=8.2435 | 5.83s | peak=95.6 MiB +epoch 0013/0500 | train elbo=747.6965 recon=739.6974 kl=7.9991 | val elbo=735.6315 recon=727.7973 kl=7.8342 | 5.62s | peak=101.5 MiB +epoch 0014/0500 | train elbo=742.9439 recon=735.1338 kl=7.8100 | val elbo=728.6128 recon=720.6597 kl=7.9531 | 5.79s | peak=107.9 MiB +epoch 0015/0500 | train elbo=739.5957 recon=731.7918 kl=7.8039 | val elbo=729.1695 recon=721.2942 kl=7.8754 | 4.22s | peak=89.2 MiB +epoch 0016/0500 | train elbo=736.8528 recon=729.2498 kl=7.6029 | val elbo=722.2796 recon=714.6570 kl=7.6225 | 3.95s | peak=95.9 MiB +epoch 0017/0500 | train elbo=732.0075 recon=724.4475 kl=7.5601 | val elbo=719.0434 recon=711.6534 kl=7.3900 | 3.92s | peak=101.9 MiB +epoch 0018/0500 | train elbo=728.7377 recon=721.3267 kl=7.4110 | val elbo=718.6178 recon=711.1205 kl=7.4973 | 4.74s | peak=108.2 MiB +epoch 0019/0500 | train elbo=725.8789 recon=718.4715 kl=7.4073 | val elbo=714.7441 recon=707.2197 kl=7.5244 | 4.35s | peak=114.5 MiB +epoch 0020/0500 | train elbo=723.4218 recon=715.9477 kl=7.4740 | val elbo=715.8267 recon=708.3825 kl=7.4442 | 3.52s | peak=89.9 MiB +epoch 0021/0500 | train elbo=721.9039 recon=714.3400 kl=7.5639 | val elbo=713.3628 recon=705.8333 kl=7.5297 | 4.08s | peak=96.2 MiB +epoch 0022/0500 | train elbo=719.5516 recon=711.9935 kl=7.5581 | val elbo=710.0048 recon=702.0466 kl=7.9583 | 5.33s | peak=102.2 MiB +epoch 0023/0500 | train elbo=717.3394 recon=709.5694 kl=7.7700 | val elbo=708.7639 recon=700.8098 kl=7.9542 | 4.99s | peak=89.5 MiB +epoch 0024/0500 | train elbo=716.3297 recon=708.5321 kl=7.7976 | val elbo=707.1357 recon=699.1241 kl=8.0116 | 4.84s | peak=96.2 MiB +epoch 0025/0500 | train elbo=714.1235 recon=706.2125 kl=7.9109 | val elbo=709.6733 recon=701.6775 kl=7.9957 | 5.75s | peak=102.2 MiB +epoch 0026/0500 | train elbo=712.6889 recon=704.8047 kl=7.8842 | val elbo=704.2349 recon=696.0381 kl=8.1968 | 5.00s | peak=108.5 MiB +epoch 0027/0500 | train elbo=711.6030 recon=703.6311 kl=7.9719 | val elbo=704.6110 recon=696.5465 kl=8.0646 | 7.06s | peak=114.9 MiB +epoch 0028/0500 | train elbo=710.2465 recon=702.3448 kl=7.9016 | val elbo=703.1257 recon=695.0166 kl=8.1091 | 7.43s | peak=121.2 MiB +epoch 0029/0500 | train elbo=709.0895 recon=701.1617 kl=7.9279 | val elbo=705.4235 recon=697.5222 kl=7.9014 | 5.53s | peak=89.5 MiB +epoch 0030/0500 | train elbo=708.6968 recon=700.8151 kl=7.8817 | val elbo=702.6979 recon=694.5487 kl=8.1491 | 8.91s | peak=96.2 MiB +epoch 0031/0500 | train elbo=708.1799 recon=700.2428 kl=7.9372 | val elbo=702.3256 recon=694.3665 kl=7.9591 | 7.83s | peak=102.2 MiB +epoch 0032/0500 | train elbo=705.9047 recon=697.9265 kl=7.9782 | val elbo=704.3485 recon=696.3481 kl=8.0003 | 5.83s | peak=108.5 MiB +epoch 0033/0500 | train elbo=705.5578 recon=697.6168 kl=7.9410 | val elbo=704.5764 recon=696.5930 kl=7.9833 | 5.21s | peak=89.5 MiB +epoch 0034/0500 | train elbo=704.9653 recon=696.9603 kl=8.0050 | val elbo=701.3373 recon=693.3042 kl=8.0331 | 4.92s | peak=96.2 MiB +epoch 0035/0500 | train elbo=703.7702 recon=695.7235 kl=8.0467 | val elbo=699.0436 recon=690.8487 kl=8.1949 | 5.33s | peak=102.2 MiB +epoch 0036/0500 | train elbo=702.2166 recon=694.1615 kl=8.0552 | val elbo=696.6375 recon=688.2347 kl=8.4027 | 6.03s | peak=108.5 MiB +epoch 0037/0500 | train elbo=700.8446 recon=692.6264 kl=8.2183 | val elbo=696.1782 recon=687.8267 kl=8.3516 | 5.11s | peak=114.9 MiB +epoch 0038/0500 | train elbo=699.3320 recon=691.0711 kl=8.2609 | val elbo=695.4999 recon=686.9944 kl=8.5055 | 4.70s | peak=90.2 MiB +epoch 0039/0500 | train elbo=697.8668 recon=689.5325 kl=8.3344 | val elbo=695.3434 recon=686.8326 kl=8.5107 | 5.44s | peak=96.6 MiB +epoch 0040/0500 | train elbo=697.0667 recon=688.6493 kl=8.4173 | val elbo=695.6101 recon=687.2036 kl=8.4065 | 5.20s | peak=102.5 MiB +epoch 0041/0500 | train elbo=696.0083 recon=687.6218 kl=8.3865 | val elbo=693.2045 recon=684.5125 kl=8.6920 | 5.29s | peak=88.9 MiB +epoch 0042/0500 | train elbo=695.1399 recon=686.6334 kl=8.5064 | val elbo=692.3778 recon=683.8342 kl=8.5436 | 6.65s | peak=95.2 MiB +epoch 0043/0500 | train elbo=692.9735 recon=684.4373 kl=8.5362 | val elbo=690.4293 recon=681.6088 kl=8.8205 | 4.91s | peak=101.5 MiB +epoch 0044/0500 | train elbo=691.5002 recon=682.9179 kl=8.5823 | val elbo=689.8736 recon=681.0200 kl=8.8536 | 5.42s | peak=107.9 MiB +epoch 0045/0500 | train elbo=690.1911 recon=681.4979 kl=8.6931 | val elbo=689.5411 recon=680.8025 kl=8.7386 | 4.42s | peak=114.2 MiB +epoch 0046/0500 | train elbo=688.7344 recon=680.0325 kl=8.7018 | val elbo=687.1650 recon=678.1237 kl=9.0413 | 4.69s | peak=89.6 MiB +epoch 0047/0500 | train elbo=687.6226 recon=678.8027 kl=8.8200 | val elbo=687.2565 recon=678.3204 kl=8.9362 | 4.01s | peak=95.9 MiB +epoch 0048/0500 | train elbo=686.2390 recon=677.3366 kl=8.9024 | val elbo=686.7227 recon=677.6680 kl=9.0547 | 3.81s | peak=101.9 MiB +epoch 0049/0500 | train elbo=685.0740 recon=676.1929 kl=8.8811 | val elbo=685.6765 recon=676.4697 kl=9.2068 | 3.56s | peak=89.2 MiB +epoch 0050/0500 | train elbo=683.6512 recon=674.6212 kl=9.0300 | val elbo=683.8390 recon=674.7093 kl=9.1298 | 3.32s | peak=95.5 MiB +epoch 0051/0500 | train elbo=682.3633 recon=673.3241 kl=9.0391 | val elbo=683.3903 recon=674.0452 kl=9.3450 | 3.42s | peak=101.9 MiB +epoch 0052/0500 | train elbo=681.0491 recon=671.9083 kl=9.1408 | val elbo=683.1767 recon=673.8954 kl=9.2813 | 3.81s | peak=108.2 MiB +epoch 0053/0500 | train elbo=680.2262 recon=670.9679 kl=9.2583 | val elbo=681.3028 recon=671.9740 kl=9.3287 | 3.39s | peak=114.5 MiB +epoch 0054/0500 | train elbo=678.7044 recon=669.4721 kl=9.2322 | val elbo=681.3584 recon=671.7972 kl=9.5612 | 3.47s | peak=89.6 MiB +epoch 0055/0500 | train elbo=677.2105 recon=667.7973 kl=9.4132 | val elbo=679.9214 recon=670.3150 kl=9.6064 | 4.15s | peak=95.9 MiB +epoch 0056/0500 | train elbo=676.4476 recon=666.9847 kl=9.4629 | val elbo=679.3334 recon=669.7125 kl=9.6209 | 3.43s | peak=101.9 MiB +epoch 0057/0500 | train elbo=675.0995 recon=665.5378 kl=9.5618 | val elbo=678.4171 recon=668.7806 kl=9.6365 | 3.02s | peak=108.2 MiB +epoch 0058/0500 | train elbo=673.7867 recon=664.1421 kl=9.6446 | val elbo=675.9892 recon=666.1964 kl=9.7927 | 3.59s | peak=89.2 MiB +epoch 0059/0500 | train elbo=671.9565 recon=662.3119 kl=9.6445 | val elbo=676.8774 recon=666.9241 kl=9.9533 | 3.25s | peak=95.9 MiB +epoch 0060/0500 | train elbo=670.7976 recon=660.9848 kl=9.8129 | val elbo=674.9262 recon=665.0161 kl=9.9101 | 4.14s | peak=101.9 MiB +epoch 0061/0500 | train elbo=669.4637 recon=659.6437 kl=9.8200 | val elbo=674.2434 recon=664.2461 kl=9.9974 | 3.41s | peak=108.2 MiB +epoch 0062/0500 | train elbo=667.9434 recon=658.0163 kl=9.9272 | val elbo=672.7293 recon=662.7351 kl=9.9941 | 3.82s | peak=114.5 MiB +epoch 0063/0500 | train elbo=666.6023 recon=656.6693 kl=9.9330 | val elbo=671.2032 recon=660.9165 kl=10.2867 | 3.49s | peak=89.9 MiB +epoch 0064/0500 | train elbo=665.5643 recon=655.4641 kl=10.1002 | val elbo=670.7396 recon=660.5677 kl=10.1718 | 5.22s | peak=96.2 MiB +epoch 0065/0500 | train elbo=664.3900 recon=654.1925 kl=10.1975 | val elbo=671.3273 recon=661.0700 kl=10.2574 | 5.30s | peak=102.2 MiB +epoch 0066/0500 | train elbo=663.2543 recon=653.0650 kl=10.1893 | val elbo=668.1102 recon=657.7623 kl=10.3480 | 6.71s | peak=89.5 MiB +epoch 0067/0500 | train elbo=662.3531 recon=652.0713 kl=10.2818 | val elbo=668.0071 recon=657.5584 kl=10.4487 | 5.57s | peak=95.9 MiB +epoch 0068/0500 | train elbo=660.8697 recon=650.5243 kl=10.3454 | val elbo=667.5248 recon=657.0315 kl=10.4933 | 3.95s | peak=102.2 MiB +epoch 0069/0500 | train elbo=660.2628 recon=649.8260 kl=10.4368 | val elbo=667.7445 recon=657.2447 kl=10.4999 | 3.92s | peak=108.5 MiB +epoch 0070/0500 | train elbo=658.7965 recon=648.3312 kl=10.4652 | val elbo=666.7654 recon=656.1555 kl=10.6099 | 3.92s | peak=114.9 MiB +epoch 0071/0500 | train elbo=658.0003 recon=647.4969 kl=10.5033 | val elbo=665.7019 recon=655.0325 kl=10.6694 | 4.30s | peak=98.7 MiB +epoch 0072/0500 | train elbo=657.2127 recon=646.6358 kl=10.5770 | val elbo=664.4151 recon=653.6490 kl=10.7661 | 4.22s | peak=95.9 MiB +epoch 0073/0500 | train elbo=655.6517 recon=645.0340 kl=10.6177 | val elbo=664.8303 recon=654.1068 kl=10.7235 | 4.59s | peak=102.2 MiB +epoch 0074/0500 | train elbo=655.6353 recon=644.9703 kl=10.6650 | val elbo=662.8180 recon=652.1663 kl=10.6517 | 5.08s | peak=108.5 MiB +epoch 0075/0500 | train elbo=653.6249 recon=642.9829 kl=10.6420 | val elbo=661.4207 recon=650.4431 kl=10.9776 | 5.08s | peak=89.5 MiB +epoch 0076/0500 | train elbo=652.5379 recon=641.7608 kl=10.7772 | val elbo=662.3654 recon=651.3496 kl=11.0158 | 4.64s | peak=96.2 MiB +epoch 0077/0500 | train elbo=651.5226 recon=640.6442 kl=10.8784 | val elbo=661.4399 recon=650.5630 kl=10.8769 | 4.82s | peak=102.2 MiB +epoch 0078/0500 | train elbo=650.8415 recon=639.9078 kl=10.9338 | val elbo=660.0097 recon=648.9171 kl=11.0927 | 4.93s | peak=108.5 MiB +epoch 0079/0500 | train elbo=650.1632 recon=639.2072 kl=10.9560 | val elbo=659.5056 recon=648.3467 kl=11.1589 | 4.61s | peak=114.9 MiB +epoch 0080/0500 | train elbo=649.1506 recon=638.1545 kl=10.9961 | val elbo=657.7952 recon=646.6438 kl=11.1515 | 5.53s | peak=89.9 MiB +epoch 0081/0500 | train elbo=648.4917 recon=637.4601 kl=11.0316 | val elbo=659.2459 recon=648.1583 kl=11.0877 | 5.12s | peak=96.2 MiB +epoch 0082/0500 | train elbo=648.3868 recon=637.3056 kl=11.0811 | val elbo=660.2506 recon=649.0783 kl=11.1724 | 4.65s | peak=102.2 MiB +epoch 0083/0500 | train elbo=647.6514 recon=636.5578 kl=11.0936 | val elbo=656.2952 recon=644.9276 kl=11.3676 | 5.14s | peak=108.5 MiB +epoch 0084/0500 | train elbo=646.6225 recon=635.4372 kl=11.1853 | val elbo=656.5559 recon=645.2138 kl=11.3421 | 6.50s | peak=89.5 MiB +epoch 0085/0500 | train elbo=645.4459 recon=634.1803 kl=11.2656 | val elbo=659.1262 recon=647.7562 kl=11.3699 | 5.02s | peak=96.2 MiB +epoch 0086/0500 | train elbo=645.7447 recon=634.4494 kl=11.2952 | val elbo=655.1725 recon=643.6783 kl=11.4942 | 4.20s | peak=102.2 MiB +epoch 0087/0500 | train elbo=644.5963 recon=633.2363 kl=11.3600 | val elbo=655.5410 recon=644.0475 kl=11.4935 | 3.60s | peak=108.5 MiB +epoch 0088/0500 | train elbo=643.8163 recon=632.4114 kl=11.4048 | val elbo=654.5905 recon=643.0603 kl=11.5303 | 5.39s | peak=92.3 MiB +epoch 0089/0500 | train elbo=643.1273 recon=631.7360 kl=11.3914 | val elbo=654.5233 recon=642.9468 kl=11.5764 | 4.71s | peak=95.9 MiB +epoch 0090/0500 | train elbo=641.6479 recon=630.1962 kl=11.4517 | val elbo=654.7239 recon=643.1708 kl=11.5531 | 5.41s | peak=102.2 MiB +epoch 0091/0500 | train elbo=641.4549 recon=629.9619 kl=11.4930 | val elbo=651.6628 recon=640.0114 kl=11.6514 | 4.57s | peak=108.5 MiB +epoch 0092/0500 | train elbo=640.6365 recon=629.1289 kl=11.5075 | val elbo=652.0584 recon=640.3989 kl=11.6594 | 4.22s | peak=88.9 MiB +epoch 0093/0500 | train elbo=639.1226 recon=627.5612 kl=11.5614 | val elbo=651.8340 recon=640.1780 kl=11.6560 | 3.74s | peak=95.6 MiB +epoch 0094/0500 | train elbo=638.5056 recon=626.9597 kl=11.5459 | val elbo=650.9491 recon=639.1747 kl=11.7744 | 13.32s | peak=101.5 MiB +epoch 0095/0500 | train elbo=637.3397 recon=625.6768 kl=11.6628 | val elbo=650.3548 recon=638.5989 kl=11.7559 | 9.49s | peak=107.9 MiB +epoch 0096/0500 | train elbo=637.1909 recon=625.5392 kl=11.6517 | val elbo=648.8580 recon=637.0556 kl=11.8024 | 7.66s | peak=91.7 MiB +epoch 0097/0500 | train elbo=636.4603 recon=624.8112 kl=11.6491 | val elbo=648.6399 recon=636.9116 kl=11.7283 | 9.24s | peak=95.2 MiB +epoch 0098/0500 | train elbo=635.1676 recon=623.5407 kl=11.6270 | val elbo=648.9948 recon=637.2083 kl=11.7865 | 15.42s | peak=101.5 MiB +epoch 0099/0500 | train elbo=634.4001 recon=622.7523 kl=11.6478 | val elbo=647.7269 recon=635.9918 kl=11.7351 | 7.92s | peak=107.9 MiB +epoch 0100/0500 | train elbo=633.6284 recon=621.9821 kl=11.6463 | val elbo=646.9040 recon=634.9715 kl=11.9325 | 9.41s | peak=88.9 MiB +epoch 0101/0500 | train elbo=632.9935 recon=621.2276 kl=11.7658 | val elbo=649.1862 recon=637.3480 kl=11.8382 | 13.99s | peak=95.6 MiB +epoch 0102/0500 | train elbo=632.1387 recon=620.3403 kl=11.7984 | val elbo=646.7202 recon=634.7797 kl=11.9405 | 18.37s | peak=101.5 MiB +epoch 0103/0500 | train elbo=631.5292 recon=619.6755 kl=11.8536 | val elbo=645.4315 recon=633.5662 kl=11.8653 | 28.88s | peak=107.9 MiB +epoch 0104/0500 | train elbo=630.8145 recon=619.0181 kl=11.7964 | val elbo=645.3155 recon=633.2933 kl=12.0222 | 19.67s | peak=114.2 MiB +epoch 0105/0500 | train elbo=630.2549 recon=618.4056 kl=11.8493 | val elbo=646.1138 recon=634.1265 kl=11.9873 | 17.17s | peak=89.2 MiB +epoch 0106/0500 | train elbo=629.3707 recon=617.4550 kl=11.9157 | val elbo=644.1430 recon=632.2090 kl=11.9340 | 15.20s | peak=95.6 MiB +epoch 0107/0500 | train elbo=629.1230 recon=617.2304 kl=11.8926 | val elbo=643.8357 recon=631.7416 kl=12.0941 | 25.28s | peak=101.5 MiB +epoch 0108/0500 | train elbo=627.9931 recon=616.0375 kl=11.9557 | val elbo=645.1795 recon=633.0961 kl=12.0835 | 7.20s | peak=107.9 MiB +epoch 0109/0500 | train elbo=627.4162 recon=615.4273 kl=11.9889 | val elbo=643.6091 recon=631.4563 kl=12.1529 | 9.19s | peak=88.9 MiB +epoch 0110/0500 | train elbo=626.8145 recon=614.7577 kl=12.0568 | val elbo=642.7283 recon=630.5513 kl=12.1770 | 6.65s | peak=95.6 MiB +epoch 0111/0500 | train elbo=625.9641 recon=613.8565 kl=12.1076 | val elbo=641.4761 recon=629.2943 kl=12.1817 | 6.41s | peak=101.5 MiB +epoch 0112/0500 | train elbo=625.4832 recon=613.3926 kl=12.0906 | val elbo=642.8505 recon=630.7041 kl=12.1464 | 6.89s | peak=107.9 MiB +epoch 0113/0500 | train elbo=624.7916 recon=612.7311 kl=12.0605 | val elbo=643.4160 recon=631.3051 kl=12.1110 | 6.59s | peak=91.7 MiB +epoch 0114/0500 | train elbo=624.1957 recon=612.0858 kl=12.1100 | val elbo=640.8158 recon=628.7308 kl=12.0850 | 5.01s | peak=95.2 MiB +epoch 0115/0500 | train elbo=623.7100 recon=611.6215 kl=12.0885 | val elbo=639.2033 recon=626.8983 kl=12.3050 | 6.19s | peak=101.5 MiB +epoch 0116/0500 | train elbo=622.8565 recon=610.6539 kl=12.2026 | val elbo=640.8974 recon=628.5461 kl=12.3513 | 5.59s | peak=107.9 MiB +epoch 0117/0500 | train elbo=622.1714 recon=609.9263 kl=12.2452 | val elbo=639.9564 recon=627.7332 kl=12.2232 | 5.64s | peak=88.9 MiB +epoch 0118/0500 | train elbo=621.5650 recon=609.3775 kl=12.1875 | val elbo=638.6835 recon=626.3997 kl=12.2838 | 4.12s | peak=95.6 MiB +epoch 0119/0500 | train elbo=620.6193 recon=608.4078 kl=12.2114 | val elbo=638.6825 recon=626.3781 kl=12.3043 | 5.56s | peak=101.5 MiB +epoch 0120/0500 | train elbo=620.5218 recon=608.2933 kl=12.2285 | val elbo=638.8891 recon=626.7335 kl=12.1556 | 7.51s | peak=107.9 MiB +epoch 0121/0500 | train elbo=620.1376 recon=607.9275 kl=12.2101 | val elbo=638.2241 recon=625.8101 kl=12.4140 | 8.31s | peak=114.2 MiB +epoch 0122/0500 | train elbo=619.3699 recon=607.0781 kl=12.2918 | val elbo=637.0738 recon=624.6262 kl=12.4475 | 9.12s | peak=89.6 MiB +epoch 0123/0500 | train elbo=618.8729 recon=606.4750 kl=12.3980 | val elbo=636.7197 recon=624.4283 kl=12.2913 | 10.35s | peak=95.9 MiB +epoch 0124/0500 | train elbo=617.6616 recon=605.3281 kl=12.3336 | val elbo=636.7404 recon=624.2703 kl=12.4701 | 18.67s | peak=101.9 MiB +epoch 0125/0500 | train elbo=617.4456 recon=605.0732 kl=12.3724 | val elbo=636.7672 recon=624.3500 kl=12.4173 | 34.10s | peak=89.2 MiB +epoch 0126/0500 | train elbo=616.2759 recon=603.8398 kl=12.4361 | val elbo=635.4136 recon=622.9084 kl=12.5052 | 30.90s | peak=95.5 MiB +epoch 0127/0500 | train elbo=616.1617 recon=603.7287 kl=12.4330 | val elbo=635.0299 recon=622.5807 kl=12.4492 | 24.69s | peak=101.9 MiB +epoch 0128/0500 | train elbo=615.6921 recon=603.2379 kl=12.4542 | val elbo=634.7106 recon=622.2379 kl=12.4726 | 18.49s | peak=108.2 MiB +epoch 0129/0500 | train elbo=614.9331 recon=602.4757 kl=12.4574 | val elbo=636.3074 recon=623.8741 kl=12.4333 | 12.14s | peak=114.5 MiB +epoch 0130/0500 | train elbo=614.5107 recon=601.9968 kl=12.5138 | val elbo=634.3770 recon=621.9517 kl=12.4253 | 18.33s | peak=89.9 MiB +epoch 0131/0500 | train elbo=614.2081 recon=601.7710 kl=12.4371 | val elbo=634.5132 recon=621.8663 kl=12.6469 | 17.68s | peak=96.2 MiB +epoch 0132/0500 | train elbo=613.0841 recon=600.5715 kl=12.5126 | val elbo=632.0991 recon=619.5463 kl=12.5528 | 16.08s | peak=102.2 MiB +epoch 0133/0500 | train elbo=612.6054 recon=600.0795 kl=12.5259 | val elbo=631.4700 recon=618.9040 kl=12.5660 | 18.80s | peak=89.5 MiB +epoch 0134/0500 | train elbo=611.6709 recon=599.1279 kl=12.5430 | val elbo=633.6548 recon=621.0512 kl=12.6035 | 17.77s | peak=95.9 MiB +epoch 0135/0500 | train elbo=611.8112 recon=599.2654 kl=12.5457 | val elbo=632.0282 recon=619.5234 kl=12.5049 | 10.05s | peak=102.2 MiB +epoch 0136/0500 | train elbo=610.4849 recon=597.9302 kl=12.5547 | val elbo=631.4227 recon=618.9655 kl=12.4572 | 8.40s | peak=108.5 MiB +epoch 0137/0500 | train elbo=610.6841 recon=598.0961 kl=12.5880 | val elbo=632.3176 recon=619.6290 kl=12.6886 | 9.45s | peak=114.9 MiB +epoch 0138/0500 | train elbo=609.6706 recon=597.0175 kl=12.6531 | val elbo=631.9060 recon=619.1841 kl=12.7219 | 8.49s | peak=121.2 MiB +epoch 0139/0500 | train elbo=609.8857 recon=597.1816 kl=12.7041 | val elbo=631.7964 recon=619.0132 kl=12.7833 | 7.70s | peak=89.9 MiB +epoch 0140/0500 | train elbo=609.5079 recon=596.7685 kl=12.7394 | val elbo=630.2455 recon=617.5248 kl=12.7207 | 6.25s | peak=96.6 MiB +epoch 0141/0500 | train elbo=608.3418 recon=595.6539 kl=12.6879 | val elbo=630.7341 recon=618.2099 kl=12.5242 | 6.29s | peak=102.5 MiB +epoch 0142/0500 | train elbo=608.0523 recon=595.3213 kl=12.7310 | val elbo=631.0156 recon=618.4199 kl=12.5956 | 5.99s | peak=88.9 MiB +epoch 0143/0500 | train elbo=607.8193 recon=595.1493 kl=12.6700 | val elbo=631.4147 recon=618.8736 kl=12.5412 | 4.98s | peak=95.2 MiB +epoch 0144/0500 | train elbo=607.5168 recon=594.8259 kl=12.6909 | val elbo=628.5692 recon=615.8799 kl=12.6893 | 5.10s | peak=101.5 MiB +epoch 0145/0500 | train elbo=606.3700 recon=593.7690 kl=12.6010 | val elbo=628.6014 recon=615.8861 kl=12.7153 | 4.84s | peak=107.9 MiB +epoch 0146/0500 | train elbo=605.7575 recon=593.0193 kl=12.7383 | val elbo=627.3533 recon=614.6737 kl=12.6796 | 4.25s | peak=114.2 MiB +epoch 0147/0500 | train elbo=605.1269 recon=592.4304 kl=12.6966 | val elbo=627.5782 recon=614.6977 kl=12.8806 | 4.33s | peak=89.2 MiB +epoch 0148/0500 | train elbo=605.1750 recon=592.3157 kl=12.8593 | val elbo=628.3137 recon=615.6343 kl=12.6794 | 5.86s | peak=95.6 MiB +epoch 0149/0500 | train elbo=604.5603 recon=591.7132 kl=12.8471 | val elbo=628.8838 recon=616.1683 kl=12.7156 | 4.97s | peak=101.5 MiB +epoch 0150/0500 | train elbo=603.9865 recon=591.1315 kl=12.8549 | val elbo=628.4269 recon=615.7267 kl=12.7003 | 3.37s | peak=107.9 MiB +epoch 0151/0500 | train elbo=603.5946 recon=590.7451 kl=12.8495 | val elbo=627.7061 recon=614.9847 kl=12.7214 | 3.49s | peak=91.7 MiB +epoch 0152/0500 | train elbo=602.8799 recon=590.0032 kl=12.8767 | val elbo=627.0193 recon=614.1909 kl=12.8284 | 3.89s | peak=95.2 MiB +epoch 0153/0500 | train elbo=602.3637 recon=589.5164 kl=12.8474 | val elbo=625.2587 recon=612.3540 kl=12.9048 | 3.29s | peak=101.5 MiB +epoch 0154/0500 | train elbo=602.2697 recon=589.3487 kl=12.9210 | val elbo=626.4448 recon=613.6037 kl=12.8410 | 3.54s | peak=107.9 MiB +epoch 0155/0500 | train elbo=602.2212 recon=589.3038 kl=12.9175 | val elbo=626.8603 recon=614.0164 kl=12.8439 | 4.00s | peak=91.7 MiB +epoch 0156/0500 | train elbo=601.4163 recon=588.5024 kl=12.9140 | val elbo=627.2019 recon=614.5673 kl=12.6346 | 3.52s | peak=95.2 MiB +epoch 0157/0500 | train elbo=601.0827 recon=588.2538 kl=12.8290 | val elbo=627.3534 recon=614.4861 kl=12.8673 | 3.09s | peak=101.5 MiB +epoch 0158/0500 | train elbo=600.4305 recon=587.4504 kl=12.9801 | val elbo=626.8250 recon=614.1457 kl=12.6793 | 3.98s | peak=107.9 MiB +epoch 0159/0500 | train elbo=599.7686 recon=586.7997 kl=12.9690 | val elbo=625.5121 recon=612.5932 kl=12.9190 | 4.70s | peak=91.7 MiB +epoch 0160/0500 | train elbo=599.2592 recon=586.3572 kl=12.9020 | val elbo=622.9858 recon=609.9806 kl=13.0052 | 4.23s | peak=95.2 MiB +epoch 0161/0500 | train elbo=598.7861 recon=585.7330 kl=13.0532 | val elbo=623.4939 recon=610.6614 kl=12.8324 | 3.09s | peak=101.5 MiB +epoch 0162/0500 | train elbo=598.3292 recon=585.3490 kl=12.9803 | val elbo=624.8611 recon=611.8857 kl=12.9754 | 3.47s | peak=107.9 MiB +epoch 0163/0500 | train elbo=597.6046 recon=584.5690 kl=13.0356 | val elbo=623.4462 recon=610.4160 kl=13.0302 | 3.51s | peak=114.2 MiB +epoch 0164/0500 | train elbo=597.4162 recon=584.3327 kl=13.0835 | val elbo=624.7040 recon=611.8513 kl=12.8527 | 3.81s | peak=89.2 MiB +epoch 0165/0500 | train elbo=597.1598 recon=584.0812 kl=13.0786 | val elbo=623.8982 recon=611.0991 kl=12.7990 | 3.67s | peak=95.6 MiB +epoch 0166/0500 | train elbo=596.5988 recon=583.6192 kl=12.9796 | val elbo=621.8938 recon=608.8484 kl=13.0455 | 3.69s | peak=101.5 MiB +epoch 0167/0500 | train elbo=595.9933 recon=583.0039 kl=12.9893 | val elbo=623.8152 recon=610.9661 kl=12.8491 | 3.48s | peak=107.9 MiB +epoch 0168/0500 | train elbo=595.9019 recon=582.7981 kl=13.1037 | val elbo=622.2466 recon=609.4085 kl=12.8381 | 3.47s | peak=114.2 MiB +epoch 0169/0500 | train elbo=595.4349 recon=582.4186 kl=13.0163 | val elbo=622.8771 recon=609.7841 kl=13.0931 | 3.03s | peak=120.5 MiB +epoch 0170/0500 | train elbo=595.1851 recon=582.0649 kl=13.1203 | val elbo=621.9677 recon=608.9009 kl=13.0668 | 3.35s | peak=126.9 MiB +epoch 0171/0500 | train elbo=595.2286 recon=582.0852 kl=13.1435 | val elbo=623.5998 recon=610.7147 kl=12.8851 | 4.02s | peak=92.7 MiB +epoch 0172/0500 | train elbo=595.0424 recon=581.8815 kl=13.1609 | val elbo=622.5662 recon=609.5743 kl=12.9919 | 4.13s | peak=95.6 MiB +epoch 0173/0500 | train elbo=594.5124 recon=581.4484 kl=13.0640 | val elbo=621.5788 recon=608.5335 kl=13.0454 | 4.17s | peak=101.5 MiB +epoch 0174/0500 | train elbo=593.9482 recon=580.8418 kl=13.1064 | val elbo=621.2017 recon=608.1499 kl=13.0518 | 4.47s | peak=107.9 MiB +epoch 0175/0500 | train elbo=593.5766 recon=580.4540 kl=13.1226 | val elbo=621.0031 recon=608.0458 kl=12.9574 | 4.10s | peak=91.7 MiB +epoch 0176/0500 | train elbo=593.2219 recon=580.1685 kl=13.0533 | val elbo=620.5677 recon=607.5854 kl=12.9822 | 4.06s | peak=95.2 MiB +epoch 0177/0500 | train elbo=592.8222 recon=579.7236 kl=13.0986 | val elbo=621.5068 recon=608.5085 kl=12.9982 | 3.58s | peak=101.5 MiB +epoch 0178/0500 | train elbo=592.2064 recon=579.0943 kl=13.1120 | val elbo=622.0076 recon=609.1219 kl=12.8857 | 3.02s | peak=107.9 MiB +epoch 0179/0500 | train elbo=592.5843 recon=579.4259 kl=13.1584 | val elbo=620.7855 recon=607.8691 kl=12.9165 | 2.54s | peak=114.2 MiB +epoch 0180/0500 | train elbo=592.5695 recon=579.4201 kl=13.1494 | val elbo=620.6895 recon=607.5289 kl=13.1606 | 2.85s | peak=120.5 MiB +epoch 0181/0500 | train elbo=591.9616 recon=578.8107 kl=13.1509 | val elbo=619.0851 recon=605.9830 kl=13.1022 | 2.54s | peak=89.2 MiB +epoch 0182/0500 | train elbo=591.6690 recon=578.4457 kl=13.2233 | val elbo=620.9597 recon=607.9717 kl=12.9879 | 2.86s | peak=95.9 MiB +epoch 0183/0500 | train elbo=591.3218 recon=578.1803 kl=13.1415 | val elbo=621.3293 recon=608.2873 kl=13.0420 | 3.03s | peak=101.9 MiB +epoch 0184/0500 | train elbo=590.7089 recon=577.5167 kl=13.1922 | val elbo=619.4526 recon=606.3398 kl=13.1129 | 3.08s | peak=89.2 MiB +epoch 0185/0500 | train elbo=590.3138 recon=577.0698 kl=13.2441 | val elbo=619.7150 recon=606.6860 kl=13.0290 | 3.33s | peak=95.5 MiB +epoch 0186/0500 | train elbo=589.9791 recon=576.7259 kl=13.2533 | val elbo=621.8405 recon=608.8928 kl=12.9477 | 2.59s | peak=101.9 MiB +epoch 0187/0500 | train elbo=590.0161 recon=576.7760 kl=13.2400 | val elbo=620.3715 recon=607.4408 kl=12.9306 | 2.73s | peak=108.2 MiB +epoch 0188/0500 | train elbo=589.8821 recon=576.6958 kl=13.1862 | val elbo=620.5055 recon=607.4473 kl=13.0583 | 2.56s | peak=114.5 MiB +epoch 0189/0500 | train elbo=589.8485 recon=576.6074 kl=13.2411 | val elbo=618.0653 recon=605.0345 kl=13.0308 | 3.88s | peak=98.3 MiB +epoch 0190/0500 | train elbo=589.4985 recon=576.2520 kl=13.2465 | val elbo=617.8943 recon=604.5733 kl=13.3210 | 3.34s | peak=95.5 MiB +epoch 0191/0500 | train elbo=588.6001 recon=575.2854 kl=13.3148 | val elbo=617.4412 recon=604.3458 kl=13.0954 | 3.08s | peak=101.9 MiB +epoch 0192/0500 | train elbo=588.5446 recon=575.2743 kl=13.2703 | val elbo=621.5594 recon=608.5781 kl=12.9813 | 2.31s | peak=108.2 MiB +epoch 0193/0500 | train elbo=588.1186 recon=574.8198 kl=13.2988 | val elbo=618.4144 recon=605.3660 kl=13.0484 | 2.32s | peak=89.5 MiB +epoch 0194/0500 | train elbo=587.3373 recon=574.1227 kl=13.2146 | val elbo=617.7064 recon=604.4067 kl=13.2998 | 2.70s | peak=96.2 MiB +epoch 0195/0500 | train elbo=587.8544 recon=574.4695 kl=13.3849 | val elbo=618.4358 recon=605.3769 kl=13.0589 | 3.12s | peak=102.2 MiB +epoch 0196/0500 | train elbo=587.1728 recon=573.8444 kl=13.3284 | val elbo=618.2797 recon=605.2532 kl=13.0265 | 3.09s | peak=108.5 MiB +epoch 0197/0500 | train elbo=587.2084 recon=574.0441 kl=13.1643 | val elbo=616.3370 recon=603.1222 kl=13.2149 | 2.88s | peak=114.9 MiB +epoch 0198/0500 | train elbo=586.7653 recon=573.5568 kl=13.2084 | val elbo=616.9508 recon=603.9230 kl=13.0278 | 2.69s | peak=89.6 MiB +epoch 0199/0500 | train elbo=586.2292 recon=572.9932 kl=13.2360 | val elbo=618.0406 recon=604.9603 kl=13.0803 | 3.48s | peak=95.9 MiB +epoch 0200/0500 | train elbo=585.7779 recon=572.4897 kl=13.2882 | val elbo=618.1138 recon=604.9830 kl=13.1308 | 3.92s | peak=101.9 MiB +epoch 0201/0500 | train elbo=585.5155 recon=572.1958 kl=13.3198 | val elbo=616.6506 recon=603.5891 kl=13.0614 | 3.85s | peak=89.2 MiB +epoch 0202/0500 | train elbo=585.5876 recon=572.2653 kl=13.3223 | val elbo=617.7055 recon=604.6786 kl=13.0269 | 3.07s | peak=95.5 MiB +epoch 0203/0500 | train elbo=584.9028 recon=571.6274 kl=13.2754 | val elbo=616.8765 recon=603.7812 kl=13.0953 | 2.46s | peak=101.9 MiB +epoch 0204/0500 | train elbo=583.9599 recon=570.6728 kl=13.2871 | val elbo=615.3113 recon=602.1468 kl=13.1644 | 2.34s | peak=108.2 MiB +epoch 0205/0500 | train elbo=584.3391 recon=571.0182 kl=13.3210 | val elbo=615.9685 recon=602.8165 kl=13.1521 | 2.55s | peak=114.5 MiB +epoch 0206/0500 | train elbo=584.3127 recon=570.9411 kl=13.3717 | val elbo=618.5589 recon=605.4937 kl=13.0652 | 3.37s | peak=98.3 MiB +epoch 0207/0500 | train elbo=584.0558 recon=570.7716 kl=13.2843 | val elbo=615.5441 recon=602.4925 kl=13.0515 | 5.32s | peak=95.5 MiB +epoch 0208/0500 | train elbo=583.6617 recon=570.3563 kl=13.3053 | val elbo=619.1748 recon=606.1629 kl=13.0120 | 4.05s | peak=101.9 MiB +epoch 0209/0500 | train elbo=583.9955 recon=570.6414 kl=13.3541 | val elbo=616.1382 recon=603.1609 kl=12.9773 | 4.37s | peak=108.2 MiB +epoch 0210/0500 | train elbo=583.7415 recon=570.5135 kl=13.2279 | val elbo=616.5856 recon=603.4002 kl=13.1854 | 3.26s | peak=114.5 MiB +epoch 0211/0500 | train elbo=582.7841 recon=569.4679 kl=13.3162 | val elbo=617.0711 recon=604.1040 kl=12.9671 | 4.14s | peak=120.9 MiB +epoch 0212/0500 | train elbo=583.2312 recon=570.0268 kl=13.2044 | val elbo=615.8066 recon=602.6896 kl=13.1170 | 4.07s | peak=127.2 MiB +epoch 0213/0500 | train elbo=581.9719 recon=568.6624 kl=13.3095 | val elbo=615.7944 recon=602.7814 kl=13.0129 | 3.62s | peak=133.5 MiB +epoch 0214/0500 | train elbo=582.4306 recon=569.1304 kl=13.3003 | val elbo=614.1492 recon=600.9559 kl=13.1933 | 4.19s | peak=89.9 MiB +epoch 0215/0500 | train elbo=581.9103 recon=568.5093 kl=13.4010 | val elbo=615.3170 recon=602.0743 kl=13.2426 | 4.00s | peak=96.2 MiB +epoch 0216/0500 | train elbo=580.9433 recon=567.5299 kl=13.4134 | val elbo=615.2261 recon=602.0918 kl=13.1343 | 4.04s | peak=102.2 MiB +epoch 0217/0500 | train elbo=581.3539 recon=567.9771 kl=13.3768 | val elbo=614.4228 recon=601.3332 kl=13.0896 | 3.54s | peak=108.5 MiB +epoch 0218/0500 | train elbo=580.9307 recon=567.5728 kl=13.3580 | val elbo=614.8139 recon=601.6437 kl=13.1701 | 3.83s | peak=89.9 MiB +epoch 0219/0500 | train elbo=580.4202 recon=567.0936 kl=13.3266 | val elbo=614.5883 recon=601.5601 kl=13.0282 | 3.89s | peak=96.6 MiB +epoch 0220/0500 | train elbo=579.9046 recon=566.5518 kl=13.3529 | val elbo=614.8482 recon=601.6888 kl=13.1594 | 3.31s | peak=102.5 MiB +epoch 0221/0500 | train elbo=579.7641 recon=566.4585 kl=13.3056 | val elbo=612.8823 recon=599.6164 kl=13.2659 | 2.79s | peak=108.9 MiB +epoch 0222/0500 | train elbo=579.7416 recon=566.3207 kl=13.4210 | val elbo=615.6067 recon=602.5260 kl=13.0808 | 3.32s | peak=92.7 MiB +epoch 0223/0500 | train elbo=579.6802 recon=566.1945 kl=13.4856 | val elbo=614.0088 recon=600.7868 kl=13.2220 | 3.50s | peak=96.2 MiB +epoch 0224/0500 | train elbo=579.4333 recon=566.0337 kl=13.3996 | val elbo=613.5805 recon=600.2718 kl=13.3087 | 4.48s | peak=102.5 MiB +epoch 0225/0500 | train elbo=579.1225 recon=565.6283 kl=13.4942 | val elbo=614.2547 recon=601.1521 kl=13.1026 | 2.94s | peak=108.9 MiB +epoch 0226/0500 | train elbo=579.4729 recon=566.0752 kl=13.3976 | val elbo=615.1857 recon=602.0041 kl=13.1816 | 2.73s | peak=92.7 MiB +epoch 0227/0500 | train elbo=578.6059 recon=565.2917 kl=13.3142 | val elbo=613.2244 recon=600.0416 kl=13.1828 | 3.14s | peak=96.2 MiB +epoch 0228/0500 | train elbo=578.5572 recon=565.2269 kl=13.3302 | val elbo=612.3935 recon=599.2609 kl=13.1326 | 5.13s | peak=102.5 MiB +epoch 0229/0500 | train elbo=578.1042 recon=564.7379 kl=13.3663 | val elbo=614.2068 recon=601.0173 kl=13.1895 | 6.11s | peak=108.9 MiB +epoch 0230/0500 | train elbo=577.9330 recon=564.4988 kl=13.4342 | val elbo=612.1011 recon=598.7727 kl=13.3283 | 5.02s | peak=115.2 MiB +epoch 0231/0500 | train elbo=577.7360 recon=564.2212 kl=13.5148 | val elbo=613.8575 recon=600.7471 kl=13.1105 | 4.61s | peak=90.2 MiB +epoch 0232/0500 | train elbo=577.3868 recon=563.9438 kl=13.4430 | val elbo=614.0375 recon=600.7913 kl=13.2461 | 5.76s | peak=96.6 MiB +epoch 0233/0500 | train elbo=577.3689 recon=563.9275 kl=13.4414 | val elbo=612.5708 recon=599.2401 kl=13.3306 | 4.02s | peak=102.5 MiB +epoch 0234/0500 | train elbo=577.3208 recon=563.8858 kl=13.4350 | val elbo=612.1821 recon=598.9624 kl=13.2196 | 2.81s | peak=108.9 MiB +epoch 0235/0500 | train elbo=577.1590 recon=563.7210 kl=13.4379 | val elbo=612.3011 recon=599.0755 kl=13.2256 | 5.89s | peak=92.7 MiB +epoch 0236/0500 | train elbo=576.6683 recon=563.2587 kl=13.4096 | val elbo=611.8311 recon=598.5214 kl=13.3097 | 4.59s | peak=96.2 MiB +epoch 0237/0500 | train elbo=576.5369 recon=563.0945 kl=13.4424 | val elbo=611.9768 recon=598.9221 kl=13.0546 | 3.44s | peak=102.5 MiB +epoch 0238/0500 | train elbo=576.5760 recon=563.1856 kl=13.3904 | val elbo=613.5344 recon=600.3827 kl=13.1517 | 3.46s | peak=108.9 MiB +epoch 0239/0500 | train elbo=576.0329 recon=562.5852 kl=13.4477 | val elbo=615.9259 recon=602.8591 kl=13.0669 | 6.37s | peak=115.2 MiB +epoch 0240/0500 | train elbo=576.6242 recon=563.1936 kl=13.4306 | val elbo=613.4122 recon=600.2099 kl=13.2023 | 4.60s | peak=90.6 MiB +epoch 0241/0500 | train elbo=575.8423 recon=562.4081 kl=13.4342 | val elbo=611.8762 recon=598.5788 kl=13.2975 | 3.05s | peak=96.9 MiB +epoch 0242/0500 | train elbo=576.0687 recon=562.6454 kl=13.4233 | val elbo=611.2527 recon=597.7692 kl=13.4835 | 3.75s | peak=102.9 MiB +epoch 0243/0500 | train elbo=575.5696 recon=562.1262 kl=13.4434 | val elbo=612.2222 recon=598.8824 kl=13.3398 | 3.85s | peak=90.2 MiB +epoch 0244/0500 | train elbo=575.4666 recon=561.8812 kl=13.5855 | val elbo=612.5623 recon=599.5307 kl=13.0316 | 6.71s | peak=96.5 MiB +epoch 0245/0500 | train elbo=575.2050 recon=561.8356 kl=13.3694 | val elbo=612.5560 recon=599.0866 kl=13.4694 | 4.20s | peak=102.9 MiB +epoch 0246/0500 | train elbo=574.9807 recon=561.4395 kl=13.5412 | val elbo=613.7123 recon=600.4811 kl=13.2313 | 6.33s | peak=109.2 MiB +epoch 0247/0500 | train elbo=574.0207 recon=560.4614 kl=13.5592 | val elbo=611.4098 recon=598.2705 kl=13.1393 | 4.74s | peak=115.5 MiB +epoch 0248/0500 | train elbo=574.1376 recon=560.7106 kl=13.4269 | val elbo=612.1511 recon=598.6554 kl=13.4956 | 4.95s | peak=99.3 MiB +epoch 0249/0500 | train elbo=573.8703 recon=560.2966 kl=13.5737 | val elbo=609.5330 recon=596.1307 kl=13.4022 | 4.82s | peak=96.5 MiB +epoch 0250/0500 | train elbo=573.0080 recon=559.4793 kl=13.5288 | val elbo=609.9461 recon=596.5923 kl=13.3539 | 7.49s | peak=102.9 MiB +epoch 0251/0500 | train elbo=572.7986 recon=559.3082 kl=13.4904 | val elbo=612.0022 recon=598.7244 kl=13.2778 | 5.76s | peak=109.2 MiB +epoch 0252/0500 | train elbo=572.2719 recon=558.7413 kl=13.5306 | val elbo=612.3170 recon=599.1138 kl=13.2031 | 4.05s | peak=115.5 MiB +epoch 0253/0500 | train elbo=572.3076 recon=558.7618 kl=13.5458 | val elbo=610.2582 recon=596.8781 kl=13.3800 | 5.91s | peak=121.9 MiB +epoch 0254/0500 | train elbo=571.7636 recon=558.1750 kl=13.5886 | val elbo=610.2567 recon=596.8075 kl=13.4492 | 6.42s | peak=128.2 MiB +epoch 0255/0500 | train elbo=571.0804 recon=557.4796 kl=13.6008 | val elbo=610.3134 recon=596.8988 kl=13.4146 | 7.50s | peak=112.0 MiB +epoch 0256/0500 | train elbo=570.4912 recon=556.9081 kl=13.5831 | val elbo=609.2536 recon=595.8569 kl=13.3968 | 8.41s | peak=95.5 MiB +epoch 0257/0500 | train elbo=570.7711 recon=557.1952 kl=13.5760 | val elbo=610.1204 recon=596.7746 kl=13.3459 | 11.98s | peak=101.9 MiB +epoch 0258/0500 | train elbo=570.7646 recon=557.1568 kl=13.6078 | val elbo=611.4421 recon=598.2654 kl=13.1767 | 9.33s | peak=108.2 MiB +epoch 0259/0500 | train elbo=569.9768 recon=556.4460 kl=13.5307 | val elbo=610.1932 recon=596.8317 kl=13.3615 | 8.16s | peak=92.0 MiB +epoch 0260/0500 | train elbo=570.1252 recon=556.5249 kl=13.6004 | val elbo=609.4438 recon=595.9023 kl=13.5415 | 12.29s | peak=95.5 MiB +epoch 0261/0500 | train elbo=570.4083 recon=556.7205 kl=13.6878 | val elbo=609.4117 recon=595.9210 kl=13.4906 | 11.14s | peak=101.9 MiB +epoch 0262/0500 | train elbo=570.3157 recon=556.6497 kl=13.6659 | val elbo=609.0159 recon=595.5803 kl=13.4356 | 10.52s | peak=108.2 MiB +epoch 0263/0500 | train elbo=569.7900 recon=556.1230 kl=13.6670 | val elbo=611.3336 recon=597.8808 kl=13.4528 | 7.51s | peak=114.5 MiB +epoch 0264/0500 | train elbo=569.2152 recon=555.4670 kl=13.7481 | val elbo=609.9833 recon=596.5983 kl=13.3850 | 7.00s | peak=120.9 MiB +epoch 0265/0500 | train elbo=569.2063 recon=555.5364 kl=13.6700 | val elbo=610.0309 recon=596.6733 kl=13.3576 | 5.96s | peak=95.5 MiB +epoch 0266/0500 | train elbo=569.2251 recon=555.6018 kl=13.6233 | val elbo=608.3997 recon=595.0736 kl=13.3261 | 4.81s | peak=101.9 MiB +epoch 0267/0500 | train elbo=568.4434 recon=554.8149 kl=13.6285 | val elbo=609.0189 recon=595.5094 kl=13.5095 | 4.20s | peak=108.2 MiB +epoch 0268/0500 | train elbo=568.4114 recon=554.7311 kl=13.6803 | val elbo=608.6296 recon=595.1949 kl=13.4346 | 3.45s | peak=92.0 MiB +epoch 0269/0500 | train elbo=567.9931 recon=554.2336 kl=13.7595 | val elbo=610.2515 recon=596.9683 kl=13.2832 | 4.15s | peak=95.5 MiB +epoch 0270/0500 | train elbo=568.0472 recon=554.4214 kl=13.6258 | val elbo=608.3832 recon=594.8563 kl=13.5269 | 3.48s | peak=101.9 MiB +epoch 0271/0500 | train elbo=567.5245 recon=553.8298 kl=13.6946 | val elbo=609.5074 recon=596.2330 kl=13.2745 | 3.53s | peak=108.2 MiB +epoch 0272/0500 | train elbo=567.5151 recon=553.8932 kl=13.6219 | val elbo=608.9134 recon=595.5457 kl=13.3677 | 3.87s | peak=114.5 MiB +epoch 0273/0500 | train elbo=567.2494 recon=553.6184 kl=13.6310 | val elbo=608.0252 recon=594.5587 kl=13.4665 | 5.24s | peak=98.3 MiB +epoch 0274/0500 | train elbo=567.5737 recon=553.8730 kl=13.7007 | val elbo=609.6959 recon=596.3345 kl=13.3614 | 3.41s | peak=95.5 MiB +epoch 0275/0500 | train elbo=567.1777 recon=553.4201 kl=13.7576 | val elbo=608.2159 recon=594.6963 kl=13.5196 | 3.13s | peak=101.9 MiB +epoch 0276/0500 | train elbo=566.9353 recon=553.2242 kl=13.7111 | val elbo=606.7926 recon=593.2443 kl=13.5484 | 2.74s | peak=108.2 MiB +epoch 0277/0500 | train elbo=566.2477 recon=552.4603 kl=13.7875 | val elbo=608.9861 recon=595.6513 kl=13.3348 | 2.96s | peak=92.0 MiB +epoch 0278/0500 | train elbo=566.5282 recon=552.8437 kl=13.6845 | val elbo=608.2505 recon=594.7776 kl=13.4728 | 3.02s | peak=95.5 MiB +epoch 0279/0500 | train elbo=566.4572 recon=552.7128 kl=13.7444 | val elbo=609.6302 recon=596.2350 kl=13.3951 | 4.54s | peak=101.9 MiB +epoch 0280/0500 | train elbo=566.2613 recon=552.5341 kl=13.7271 | val elbo=608.1192 recon=594.7691 kl=13.3502 | 3.70s | peak=108.2 MiB +epoch 0281/0500 | train elbo=566.0603 recon=552.3688 kl=13.6914 | val elbo=608.4296 recon=594.9098 kl=13.5198 | 2.73s | peak=114.5 MiB +epoch 0282/0500 | train elbo=565.6952 recon=551.9715 kl=13.7238 | val elbo=608.8320 recon=595.3603 kl=13.4717 | 3.33s | peak=89.9 MiB +epoch 0283/0500 | train elbo=565.2597 recon=551.5064 kl=13.7533 | val elbo=609.0308 recon=595.7268 kl=13.3040 | 2.91s | peak=96.2 MiB +epoch 0284/0500 | train elbo=565.1971 recon=551.5013 kl=13.6958 | val elbo=607.0166 recon=593.4556 kl=13.5610 | 3.41s | peak=102.2 MiB +epoch 0285/0500 | train elbo=564.5947 recon=550.8159 kl=13.7788 | val elbo=607.8576 recon=594.3335 kl=13.5241 | 5.60s | peak=108.5 MiB +epoch 0286/0500 | train elbo=565.1795 recon=551.3829 kl=13.7965 | val elbo=608.3287 recon=594.7229 kl=13.6057 | 9.25s | peak=89.9 MiB +epoch 0287/0500 | train elbo=564.8031 recon=550.9096 kl=13.8935 | val elbo=609.3087 recon=595.9613 kl=13.3474 | 7.44s | peak=96.6 MiB +epoch 0288/0500 | train elbo=564.3537 recon=550.5570 kl=13.7966 | val elbo=609.4364 recon=596.0273 kl=13.4091 | 5.08s | peak=102.5 MiB +epoch 0289/0500 | train elbo=564.6470 recon=550.9259 kl=13.7211 | val elbo=607.6763 recon=594.1171 kl=13.5591 | 6.66s | peak=108.9 MiB +epoch 0290/0500 | train elbo=564.0193 recon=550.2923 kl=13.7270 | val elbo=606.3890 recon=592.8682 kl=13.5207 | 7.30s | peak=115.2 MiB +epoch 0291/0500 | train elbo=563.9090 recon=550.1355 kl=13.7735 | val elbo=607.4885 recon=594.0460 kl=13.4424 | 13.62s | peak=90.6 MiB +epoch 0292/0500 | train elbo=563.9915 recon=550.1873 kl=13.8042 | val elbo=606.4578 recon=592.8630 kl=13.5948 | 18.52s | peak=96.9 MiB +epoch 0293/0500 | train elbo=563.5379 recon=549.7723 kl=13.7656 | val elbo=606.7015 recon=593.1187 kl=13.5828 | 9.43s | peak=102.9 MiB +epoch 0294/0500 | train elbo=563.4055 recon=549.5346 kl=13.8709 | val elbo=607.1951 recon=593.8608 kl=13.3343 | 8.67s | peak=109.2 MiB +epoch 0295/0500 | train elbo=563.5660 recon=549.7658 kl=13.8001 | val elbo=607.2494 recon=593.7596 kl=13.4897 | 6.47s | peak=115.5 MiB +epoch 0296/0500 | train elbo=563.0304 recon=549.1992 kl=13.8312 | val elbo=608.7816 recon=595.2376 kl=13.5440 | 3.80s | peak=121.9 MiB +epoch 0297/0500 | train elbo=562.4264 recon=548.5855 kl=13.8408 | val elbo=607.3374 recon=594.0469 kl=13.2905 | 3.93s | peak=128.2 MiB +epoch 0298/0500 | train elbo=562.7035 recon=548.9812 kl=13.7223 | val elbo=606.7639 recon=593.3171 kl=13.4469 | 4.03s | peak=94.0 MiB +epoch 0299/0500 | train elbo=562.1573 recon=548.4057 kl=13.7517 | val elbo=606.2148 recon=592.6227 kl=13.5922 | 3.95s | peak=96.9 MiB +epoch 0300/0500 | train elbo=562.1094 recon=548.2181 kl=13.8913 | val elbo=606.7555 recon=593.2659 kl=13.4896 | 3.94s | peak=102.9 MiB +epoch 0301/0500 | train elbo=561.5444 recon=547.6970 kl=13.8474 | val elbo=606.2591 recon=592.7700 kl=13.4891 | 4.42s | peak=109.2 MiB +epoch 0302/0500 | train elbo=561.5406 recon=547.7662 kl=13.7744 | val elbo=606.1868 recon=592.6310 kl=13.5558 | 3.83s | peak=90.2 MiB +epoch 0303/0500 | train elbo=561.1641 recon=547.2684 kl=13.8956 | val elbo=606.8909 recon=593.3422 kl=13.5487 | 4.10s | peak=96.9 MiB +epoch 0304/0500 | train elbo=560.7412 recon=546.8937 kl=13.8476 | val elbo=605.1120 recon=591.4952 kl=13.6168 | 4.11s | peak=102.9 MiB +epoch 0305/0500 | train elbo=561.0004 recon=547.1096 kl=13.8908 | val elbo=606.5761 recon=593.1523 kl=13.4238 | 10.12s | peak=109.2 MiB +epoch 0306/0500 | train elbo=560.4670 recon=546.6254 kl=13.8416 | val elbo=606.0668 recon=592.5333 kl=13.5334 | 21.70s | peak=93.0 MiB +epoch 0307/0500 | train elbo=560.5285 recon=546.7072 kl=13.8213 | val elbo=606.0563 recon=592.4638 kl=13.5925 | 9.70s | peak=96.5 MiB +epoch 0308/0500 | train elbo=559.9603 recon=546.0624 kl=13.8979 | val elbo=606.5971 recon=593.1021 kl=13.4950 | 5.37s | peak=102.9 MiB +epoch 0309/0500 | train elbo=560.1889 recon=546.3081 kl=13.8808 | val elbo=605.8862 recon=592.3662 kl=13.5199 | 5.53s | peak=109.2 MiB +epoch 0310/0500 | train elbo=560.3051 recon=546.4022 kl=13.9029 | val elbo=605.8292 recon=592.2785 kl=13.5507 | 6.29s | peak=93.0 MiB +epoch 0311/0500 | train elbo=559.8905 recon=546.0313 kl=13.8592 | val elbo=606.3777 recon=592.8146 kl=13.5630 | 9.20s | peak=95.5 MiB +epoch 0312/0500 | train elbo=559.8874 recon=545.9752 kl=13.9121 | val elbo=606.9369 recon=593.4739 kl=13.4630 | 8.78s | peak=101.9 MiB +epoch 0313/0500 | train elbo=559.7042 recon=545.8497 kl=13.8545 | val elbo=606.5143 recon=592.9382 kl=13.5761 | 10.50s | peak=108.2 MiB +epoch 0314/0500 | train elbo=559.1219 recon=545.2674 kl=13.8545 | val elbo=607.5388 recon=594.1019 kl=13.4368 | 14.34s | peak=114.5 MiB +epoch 0315/0500 | train elbo=558.9896 recon=545.1309 kl=13.8588 | val elbo=606.1027 recon=592.6326 kl=13.4701 | 14.13s | peak=98.3 MiB +epoch 0316/0500 | train elbo=558.4887 recon=544.6530 kl=13.8357 | val elbo=605.1274 recon=591.4909 kl=13.6364 | 11.59s | peak=95.5 MiB +epoch 0317/0500 | train elbo=558.6662 recon=544.7244 kl=13.9418 | val elbo=605.5438 recon=591.9691 kl=13.5747 | 14.09s | peak=101.9 MiB +epoch 0318/0500 | train elbo=558.4820 recon=544.5306 kl=13.9514 | val elbo=605.2284 recon=591.6027 kl=13.6258 | 10.04s | peak=108.2 MiB +epoch 0319/0500 | train elbo=558.3201 recon=544.4394 kl=13.8807 | val elbo=605.4434 recon=591.7414 kl=13.7021 | 6.69s | peak=92.0 MiB +epoch 0320/0500 | train elbo=557.9551 recon=544.0094 kl=13.9457 | val elbo=604.9764 recon=591.3708 kl=13.6056 | 6.28s | peak=95.5 MiB +epoch 0321/0500 | train elbo=558.2844 recon=544.2919 kl=13.9925 | val elbo=604.6765 recon=591.0153 kl=13.6613 | 7.31s | peak=101.9 MiB +epoch 0322/0500 | train elbo=558.4289 recon=544.4699 kl=13.9590 | val elbo=607.0724 recon=593.4381 kl=13.6343 | 5.75s | peak=108.2 MiB +epoch 0323/0500 | train elbo=558.3020 recon=544.3390 kl=13.9629 | val elbo=605.6161 recon=592.1896 kl=13.4264 | 5.15s | peak=92.0 MiB +epoch 0324/0500 | train elbo=558.2348 recon=544.3406 kl=13.8942 | val elbo=607.6795 recon=594.2828 kl=13.3967 | 5.72s | peak=95.5 MiB +epoch 0325/0500 | train elbo=558.0698 recon=544.2508 kl=13.8190 | val elbo=606.5468 recon=593.1224 kl=13.4244 | 5.81s | peak=101.9 MiB +epoch 0326/0500 | train elbo=557.7694 recon=543.9662 kl=13.8032 | val elbo=604.3964 recon=590.8353 kl=13.5611 | 7.04s | peak=108.2 MiB +epoch 0327/0500 | train elbo=557.1858 recon=543.2783 kl=13.9075 | val elbo=605.0023 recon=591.3962 kl=13.6061 | 6.99s | peak=92.0 MiB +epoch 0328/0500 | train elbo=557.3906 recon=543.4640 kl=13.9267 | val elbo=603.1807 recon=589.3998 kl=13.7809 | 6.54s | peak=95.5 MiB +epoch 0329/0500 | train elbo=556.8416 recon=542.8380 kl=14.0036 | val elbo=604.0917 recon=590.3227 kl=13.7690 | 5.41s | peak=101.9 MiB +epoch 0330/0500 | train elbo=556.5488 recon=542.5264 kl=14.0224 | val elbo=605.4088 recon=591.8412 kl=13.5676 | 9.17s | peak=108.2 MiB +epoch 0331/0500 | train elbo=556.7329 recon=542.7447 kl=13.9882 | val elbo=607.7026 recon=594.2271 kl=13.4756 | 4.95s | peak=114.5 MiB +epoch 0332/0500 | train elbo=556.6979 recon=542.7784 kl=13.9195 | val elbo=605.2130 recon=591.7359 kl=13.4772 | 7.40s | peak=98.3 MiB +epoch 0333/0500 | train elbo=555.7710 recon=541.9346 kl=13.8364 | val elbo=603.4817 recon=589.9017 kl=13.5799 | 9.41s | peak=95.5 MiB +epoch 0334/0500 | train elbo=555.9388 recon=542.0435 kl=13.8953 | val elbo=603.0747 recon=589.4393 kl=13.6353 | 8.91s | peak=101.9 MiB +epoch 0335/0500 | train elbo=555.6786 recon=541.7216 kl=13.9570 | val elbo=603.0225 recon=589.4553 kl=13.5672 | 20.30s | peak=108.2 MiB +epoch 0336/0500 | train elbo=555.4598 recon=541.4768 kl=13.9829 | val elbo=604.1946 recon=590.5510 kl=13.6436 | 12.05s | peak=89.2 MiB +epoch 0337/0500 | train elbo=555.2445 recon=541.3016 kl=13.9428 | val elbo=604.2234 recon=590.6107 kl=13.6127 | 10.30s | peak=95.9 MiB +epoch 0338/0500 | train elbo=554.5903 recon=540.6354 kl=13.9549 | val elbo=604.5016 recon=590.9681 kl=13.5335 | 10.20s | peak=101.9 MiB +epoch 0339/0500 | train elbo=554.7630 recon=540.7725 kl=13.9905 | val elbo=603.2406 recon=589.5624 kl=13.6782 | 10.89s | peak=108.2 MiB +epoch 0340/0500 | train elbo=554.1514 recon=540.1459 kl=14.0055 | val elbo=603.3976 recon=589.5518 kl=13.8458 | 8.55s | peak=114.5 MiB +epoch 0341/0500 | train elbo=554.3315 recon=540.2162 kl=14.1153 | val elbo=603.9632 recon=590.3082 kl=13.6549 | 12.77s | peak=89.9 MiB +epoch 0342/0500 | train elbo=554.3637 recon=540.2900 kl=14.0737 | val elbo=606.2506 recon=592.7220 kl=13.5287 | 7.24s | peak=96.2 MiB +epoch 0343/0500 | train elbo=554.6809 recon=540.6921 kl=13.9888 | val elbo=602.2856 recon=588.5921 kl=13.6934 | 10.50s | peak=102.2 MiB +epoch 0344/0500 | train elbo=553.7986 recon=539.8416 kl=13.9570 | val elbo=603.3581 recon=589.5766 kl=13.7815 | 8.32s | peak=89.5 MiB +epoch 0345/0500 | train elbo=554.0231 recon=539.9387 kl=14.0844 | val elbo=603.7205 recon=590.1668 kl=13.5536 | 6.83s | peak=95.9 MiB +epoch 0346/0500 | train elbo=554.1956 recon=540.1653 kl=14.0303 | val elbo=604.4801 recon=590.8974 kl=13.5827 | 8.12s | peak=102.2 MiB +epoch 0347/0500 | train elbo=553.7238 recon=539.7928 kl=13.9310 | val elbo=603.2123 recon=589.3480 kl=13.8643 | 7.14s | peak=108.5 MiB +epoch 0348/0500 | train elbo=553.9881 recon=539.9327 kl=14.0554 | val elbo=603.1832 recon=589.5052 kl=13.6780 | 6.73s | peak=114.9 MiB +epoch 0349/0500 | train elbo=553.5944 recon=539.4950 kl=14.0994 | val elbo=604.3714 recon=590.8285 kl=13.5429 | 4.96s | peak=90.2 MiB +epoch 0350/0500 | train elbo=553.4147 recon=539.4301 kl=13.9846 | val elbo=603.4140 recon=589.5078 kl=13.9062 | 6.45s | peak=96.6 MiB +epoch 0351/0500 | train elbo=553.0610 recon=538.9506 kl=14.1105 | val elbo=604.5404 recon=590.9334 kl=13.6070 | 5.71s | peak=102.5 MiB +epoch 0352/0500 | train elbo=553.2728 recon=539.2011 kl=14.0717 | val elbo=604.3611 recon=590.7435 kl=13.6176 | 7.41s | peak=108.9 MiB +epoch 0353/0500 | train elbo=552.9936 recon=539.0276 kl=13.9661 | val elbo=603.0795 recon=589.2259 kl=13.8535 | 9.17s | peak=90.2 MiB +epoch 0354/0500 | train elbo=553.0867 recon=539.0449 kl=14.0418 | val elbo=602.4648 recon=588.7705 kl=13.6943 | 8.96s | peak=96.9 MiB +epoch 0355/0500 | train elbo=552.7017 recon=538.6222 kl=14.0795 | val elbo=603.9807 recon=590.4319 kl=13.5487 | 7.67s | peak=102.9 MiB +epoch 0356/0500 | train elbo=552.3932 recon=538.3866 kl=14.0066 | val elbo=604.8859 recon=591.1251 kl=13.7608 | 10.06s | peak=109.2 MiB +epoch 0357/0500 | train elbo=552.3958 recon=538.3621 kl=14.0337 | val elbo=603.0819 recon=589.3807 kl=13.7012 | 11.25s | peak=93.0 MiB +epoch 0358/0500 | train elbo=552.3051 recon=538.2219 kl=14.0832 | val elbo=602.9622 recon=589.3551 kl=13.6071 | 11.03s | peak=96.5 MiB +epoch 0359/0500 | train elbo=551.6954 recon=537.6699 kl=14.0255 | val elbo=603.0580 recon=589.2251 kl=13.8329 | 11.21s | peak=102.9 MiB +epoch 0360/0500 | train elbo=551.6488 recon=537.5052 kl=14.1437 | val elbo=603.2357 recon=589.5264 kl=13.7093 | 15.92s | peak=109.2 MiB +epoch 0361/0500 | train elbo=552.0919 recon=537.9677 kl=14.1242 | val elbo=603.8827 recon=590.1281 kl=13.7545 | 6.28s | peak=115.5 MiB +epoch 0362/0500 | train elbo=551.6194 recon=537.5844 kl=14.0350 | val elbo=602.6104 recon=588.9119 kl=13.6985 | 8.31s | peak=121.9 MiB +epoch 0363/0500 | train elbo=551.6663 recon=537.6438 kl=14.0225 | val elbo=602.6804 recon=588.9601 kl=13.7203 | 6.21s | peak=128.2 MiB +epoch 0364/0500 | train elbo=551.2064 recon=537.1608 kl=14.0456 | val elbo=602.7850 recon=589.0807 kl=13.7043 | 6.27s | peak=134.5 MiB +epoch 0365/0500 | train elbo=550.5871 recon=536.5492 kl=14.0380 | val elbo=602.2447 recon=588.5661 kl=13.6787 | 8.65s | peak=100.3 MiB +epoch 0366/0500 | train elbo=550.5840 recon=536.5341 kl=14.0499 | val elbo=601.3592 recon=587.4588 kl=13.9003 | 10.42s | peak=95.9 MiB +epoch 0367/0500 | train elbo=551.1616 recon=537.0080 kl=14.1536 | val elbo=602.0444 recon=588.0808 kl=13.9635 | 3.90s | peak=101.9 MiB +epoch 0368/0500 | train elbo=551.0396 recon=536.8447 kl=14.1949 | val elbo=602.4066 recon=588.5291 kl=13.8775 | 6.29s | peak=108.2 MiB +epoch 0369/0500 | train elbo=550.4211 recon=536.2388 kl=14.1823 | val elbo=603.9353 recon=590.3815 kl=13.5539 | 5.87s | peak=92.0 MiB +epoch 0370/0500 | train elbo=550.2152 recon=536.1292 kl=14.0860 | val elbo=603.6339 recon=589.9327 kl=13.7013 | 6.80s | peak=95.5 MiB +epoch 0371/0500 | train elbo=549.9364 recon=535.9105 kl=14.0259 | val elbo=602.8979 recon=589.0642 kl=13.8338 | 7.27s | peak=101.9 MiB +epoch 0372/0500 | train elbo=549.9289 recon=535.7957 kl=14.1331 | val elbo=602.8828 recon=589.2164 kl=13.6665 | 4.89s | peak=108.2 MiB +epoch 0373/0500 | train elbo=549.7298 recon=535.5320 kl=14.1979 | val elbo=602.3972 recon=588.6150 kl=13.7822 | 5.60s | peak=114.5 MiB +epoch 0374/0500 | train elbo=549.7476 recon=535.6712 kl=14.0764 | val elbo=600.7801 recon=586.6829 kl=14.0972 | 6.63s | peak=98.3 MiB +epoch 0375/0500 | train elbo=549.6382 recon=535.5126 kl=14.1256 | val elbo=601.8813 recon=588.0944 kl=13.7868 | 7.22s | peak=95.5 MiB +epoch 0376/0500 | train elbo=549.8231 recon=535.6220 kl=14.2011 | val elbo=602.1848 recon=588.4583 kl=13.7265 | 6.85s | peak=101.9 MiB +epoch 0377/0500 | train elbo=549.2382 recon=535.0925 kl=14.1457 | val elbo=603.0495 recon=589.2585 kl=13.7910 | 4.76s | peak=108.2 MiB +epoch 0378/0500 | train elbo=549.2496 recon=535.1816 kl=14.0680 | val elbo=602.4162 recon=588.7203 kl=13.6959 | 6.37s | peak=114.5 MiB +epoch 0379/0500 | train elbo=549.2361 recon=535.1683 kl=14.0677 | val elbo=602.0112 recon=588.3439 kl=13.6673 | 6.36s | peak=120.9 MiB +epoch 0380/0500 | train elbo=548.9821 recon=534.8531 kl=14.1290 | val elbo=601.7591 recon=587.9103 kl=13.8487 | 5.54s | peak=127.2 MiB +epoch 0381/0500 | train elbo=548.4050 recon=534.3089 kl=14.0961 | val elbo=601.4791 recon=587.5888 kl=13.8904 | 3.84s | peak=111.0 MiB +epoch 0382/0500 | train elbo=548.4063 recon=534.2014 kl=14.2049 | val elbo=600.5631 recon=586.7553 kl=13.8078 | 4.93s | peak=95.5 MiB +epoch 0383/0500 | train elbo=548.2993 recon=534.1191 kl=14.1802 | val elbo=603.1953 recon=589.4033 kl=13.7920 | 4.82s | peak=101.9 MiB +epoch 0384/0500 | train elbo=548.4648 recon=534.3009 kl=14.1639 | val elbo=604.0809 recon=590.3737 kl=13.7072 | 3.03s | peak=108.2 MiB +epoch 0385/0500 | train elbo=548.3829 recon=534.2117 kl=14.1713 | val elbo=603.7678 recon=590.0854 kl=13.6824 | 3.36s | peak=92.0 MiB +epoch 0386/0500 | train elbo=548.6552 recon=534.5441 kl=14.1111 | val elbo=602.9023 recon=589.1246 kl=13.7777 | 2.49s | peak=95.5 MiB +epoch 0387/0500 | train elbo=547.8748 recon=533.7395 kl=14.1352 | val elbo=601.3022 recon=587.4753 kl=13.8269 | 4.74s | peak=101.9 MiB +epoch 0388/0500 | train elbo=548.0006 recon=533.9280 kl=14.0726 | val elbo=601.2439 recon=587.5416 kl=13.7024 | 3.88s | peak=108.2 MiB +epoch 0389/0500 | train elbo=547.8221 recon=533.7187 kl=14.1034 | val elbo=603.3541 recon=589.6114 kl=13.7428 | 5.32s | peak=114.5 MiB +epoch 0390/0500 | train elbo=547.7821 recon=533.7093 kl=14.0728 | val elbo=601.7212 recon=587.8668 kl=13.8545 | 4.64s | peak=120.9 MiB +epoch 0391/0500 | train elbo=548.1416 recon=533.9600 kl=14.1815 | val elbo=604.1122 recon=590.5904 kl=13.5218 | 3.61s | peak=89.5 MiB +epoch 0392/0500 | train elbo=548.0960 recon=534.0132 kl=14.0828 | val elbo=601.5369 recon=587.6412 kl=13.8957 | 5.82s | peak=96.2 MiB +epoch 0393/0500 | train elbo=547.6173 recon=533.5311 kl=14.0862 | val elbo=601.1798 recon=587.3345 kl=13.8453 | 6.50s | peak=102.2 MiB +epoch 0394/0500 | train elbo=547.1249 recon=532.9484 kl=14.1765 | val elbo=603.5661 recon=589.8796 kl=13.6865 | 4.62s | peak=108.5 MiB +epoch 0395/0500 | train elbo=547.6392 recon=533.4865 kl=14.1526 | val elbo=601.6734 recon=587.9360 kl=13.7374 | 4.74s | peak=89.9 MiB +epoch 0396/0500 | train elbo=547.3514 recon=533.2526 kl=14.0988 | val elbo=600.6028 recon=586.5759 kl=14.0269 | 4.60s | peak=96.6 MiB +epoch 0397/0500 | train elbo=546.6100 recon=532.4091 kl=14.2009 | val elbo=603.2354 recon=589.5644 kl=13.6710 | 4.78s | peak=102.5 MiB +epoch 0398/0500 | train elbo=546.4184 recon=532.1995 kl=14.2189 | val elbo=600.6572 recon=586.9150 kl=13.7422 | 4.46s | peak=108.9 MiB +epoch 0399/0500 | train elbo=545.9589 recon=531.8968 kl=14.0622 | val elbo=600.4014 recon=586.4815 kl=13.9199 | 6.68s | peak=115.2 MiB +epoch 0400/0500 | train elbo=546.0843 recon=531.9030 kl=14.1813 | val elbo=601.8083 recon=588.0483 kl=13.7600 | 4.78s | peak=96.6 MiB +epoch 0401/0500 | train elbo=546.0754 recon=531.9178 kl=14.1576 | val elbo=600.5777 recon=586.7468 kl=13.8308 | 4.09s | peak=102.5 MiB +epoch 0402/0500 | train elbo=545.5883 recon=531.4292 kl=14.1591 | val elbo=601.4016 recon=587.5888 kl=13.8129 | 8.10s | peak=108.9 MiB +epoch 0403/0500 | train elbo=545.8300 recon=531.6828 kl=14.1472 | val elbo=600.2688 recon=586.4169 kl=13.8519 | 9.21s | peak=89.9 MiB +epoch 0404/0500 | train elbo=545.6512 recon=531.4172 kl=14.2341 | val elbo=601.9670 recon=588.2454 kl=13.7216 | 6.14s | peak=96.6 MiB +epoch 0405/0500 | train elbo=545.3818 recon=531.2123 kl=14.1695 | val elbo=599.9583 recon=586.0464 kl=13.9119 | 10.38s | peak=102.5 MiB +epoch 0406/0500 | train elbo=545.1445 recon=530.9497 kl=14.1948 | val elbo=600.6284 recon=586.8056 kl=13.8226 | 11.72s | peak=108.9 MiB +epoch 0407/0500 | train elbo=545.1579 recon=530.9287 kl=14.2292 | val elbo=600.7997 recon=586.9313 kl=13.8686 | 7.14s | peak=92.7 MiB +epoch 0408/0500 | train elbo=544.6664 recon=530.5609 kl=14.1054 | val elbo=599.6871 recon=585.7495 kl=13.9377 | 5.92s | peak=96.2 MiB +epoch 0409/0500 | train elbo=544.8737 recon=530.6216 kl=14.2522 | val elbo=600.2823 recon=586.5208 kl=13.7616 | 8.97s | peak=102.5 MiB +epoch 0410/0500 | train elbo=544.3957 recon=530.2994 kl=14.0964 | val elbo=600.4383 recon=586.6007 kl=13.8376 | 5.34s | peak=108.9 MiB +epoch 0411/0500 | train elbo=544.0688 recon=529.8671 kl=14.2017 | val elbo=602.2310 recon=588.4993 kl=13.7317 | 3.79s | peak=92.7 MiB +epoch 0412/0500 | train elbo=544.1214 recon=529.9549 kl=14.1666 | val elbo=600.3115 recon=586.3844 kl=13.9271 | 4.90s | peak=96.2 MiB +epoch 0413/0500 | train elbo=544.4146 recon=530.1403 kl=14.2743 | val elbo=601.0459 recon=587.2771 kl=13.7687 | 3.40s | peak=102.5 MiB +epoch 0414/0500 | train elbo=543.6930 recon=529.5020 kl=14.1910 | val elbo=600.3499 recon=586.5525 kl=13.7974 | 2.63s | peak=108.9 MiB +epoch 0415/0500 | train elbo=544.5018 recon=530.2982 kl=14.2037 | val elbo=600.4756 recon=586.5438 kl=13.9318 | 3.72s | peak=115.2 MiB +epoch 0416/0500 | train elbo=543.9951 recon=529.7446 kl=14.2505 | val elbo=601.8918 recon=588.0222 kl=13.8696 | 4.55s | peak=121.5 MiB +epoch 0417/0500 | train elbo=543.8459 recon=529.5536 kl=14.2923 | val elbo=600.6178 recon=586.7796 kl=13.8383 | 4.09s | peak=96.2 MiB +epoch 0418/0500 | train elbo=543.8355 recon=529.6103 kl=14.2252 | val elbo=599.0984 recon=585.2269 kl=13.8714 | 3.19s | peak=102.5 MiB +epoch 0419/0500 | train elbo=543.8838 recon=529.6744 kl=14.2094 | val elbo=601.7792 recon=587.9471 kl=13.8321 | 6.12s | peak=108.9 MiB +epoch 0420/0500 | train elbo=543.6585 recon=529.4535 kl=14.2050 | val elbo=600.3589 recon=586.6250 kl=13.7339 | 5.77s | peak=92.7 MiB +epoch 0421/0500 | train elbo=543.4523 recon=529.2765 kl=14.1759 | val elbo=602.1328 recon=588.3539 kl=13.7789 | 3.27s | peak=95.5 MiB +epoch 0422/0500 | train elbo=543.3794 recon=529.2422 kl=14.1371 | val elbo=599.9258 recon=586.1107 kl=13.8151 | 3.20s | peak=101.9 MiB +epoch 0423/0500 | train elbo=542.9007 recon=528.7043 kl=14.1965 | val elbo=600.1382 recon=586.2514 kl=13.8868 | 3.26s | peak=108.2 MiB +epoch 0424/0500 | train elbo=542.8650 recon=528.6714 kl=14.1936 | val elbo=600.0702 recon=586.1518 kl=13.9184 | 4.23s | peak=92.0 MiB +epoch 0425/0500 | train elbo=542.7628 recon=528.4794 kl=14.2833 | val elbo=601.4235 recon=587.5806 kl=13.8429 | 7.32s | peak=95.5 MiB +epoch 0426/0500 | train elbo=542.5049 recon=528.2662 kl=14.2387 | val elbo=600.3945 recon=586.4015 kl=13.9929 | 11.41s | peak=101.9 MiB +epoch 0427/0500 | train elbo=541.9353 recon=527.6514 kl=14.2840 | val elbo=600.3761 recon=586.4375 kl=13.9387 | 8.31s | peak=108.2 MiB +epoch 0428/0500 | train elbo=542.0479 recon=527.7430 kl=14.3049 | val elbo=600.1048 recon=586.1560 kl=13.9488 | 5.41s | peak=114.5 MiB +epoch 0429/0500 | train elbo=541.9139 recon=527.6587 kl=14.2552 | val elbo=598.5116 recon=584.4960 kl=14.0155 | 4.95s | peak=95.5 MiB +epoch 0430/0500 | train elbo=542.4406 recon=528.1674 kl=14.2732 | val elbo=600.5665 recon=586.6247 kl=13.9418 | 4.95s | peak=101.9 MiB +epoch 0431/0500 | train elbo=541.3350 recon=527.1025 kl=14.2325 | val elbo=600.0002 recon=585.9889 kl=14.0112 | 5.63s | peak=108.2 MiB +epoch 0432/0500 | train elbo=541.5217 recon=527.2035 kl=14.3182 | val elbo=599.2413 recon=585.3034 kl=13.9379 | 6.81s | peak=114.5 MiB +epoch 0433/0500 | train elbo=541.2091 recon=526.9564 kl=14.2527 | val elbo=597.9396 recon=583.8943 kl=14.0453 | 5.44s | peak=89.9 MiB +epoch 0434/0500 | train elbo=541.2996 recon=527.0010 kl=14.2985 | val elbo=602.5957 recon=588.8181 kl=13.7775 | 7.33s | peak=96.2 MiB +epoch 0435/0500 | train elbo=541.2097 recon=526.9217 kl=14.2879 | val elbo=599.5157 recon=585.6332 kl=13.8825 | 7.91s | peak=102.2 MiB +epoch 0436/0500 | train elbo=541.0000 recon=526.7071 kl=14.2930 | val elbo=599.8592 recon=585.8585 kl=14.0006 | 8.00s | peak=108.5 MiB +epoch 0437/0500 | train elbo=541.0810 recon=526.7399 kl=14.3410 | val elbo=600.3170 recon=586.2647 kl=14.0523 | 10.58s | peak=89.9 MiB +epoch 0438/0500 | train elbo=541.1820 recon=526.8597 kl=14.3222 | val elbo=601.4061 recon=587.6121 kl=13.7940 | 5.60s | peak=96.6 MiB +epoch 0439/0500 | train elbo=540.9963 recon=526.7409 kl=14.2554 | val elbo=600.4529 recon=586.5788 kl=13.8741 | 7.51s | peak=102.5 MiB +epoch 0440/0500 | train elbo=540.7629 recon=526.5449 kl=14.2180 | val elbo=598.1811 recon=584.2015 kl=13.9796 | 7.93s | peak=108.9 MiB +epoch 0441/0500 | train elbo=540.4740 recon=526.2050 kl=14.2690 | val elbo=599.9457 recon=585.9879 kl=13.9578 | 6.00s | peak=92.7 MiB +epoch 0442/0500 | train elbo=540.2332 recon=525.9039 kl=14.3294 | val elbo=599.8057 recon=585.8335 kl=13.9723 | 5.73s | peak=96.2 MiB +epoch 0443/0500 | train elbo=540.5846 recon=526.2193 kl=14.3653 | val elbo=599.9878 recon=585.8966 kl=14.0912 | 5.91s | peak=102.5 MiB +epoch 0444/0500 | train elbo=540.0675 recon=525.6430 kl=14.4246 | val elbo=599.6358 recon=585.6467 kl=13.9890 | 10.09s | peak=108.9 MiB +epoch 0445/0500 | train elbo=540.0291 recon=525.6502 kl=14.3789 | val elbo=601.5579 recon=587.8078 kl=13.7501 | 9.84s | peak=92.7 MiB +epoch 0446/0500 | train elbo=540.3523 recon=526.1487 kl=14.2036 | val elbo=600.7574 recon=586.8857 kl=13.8717 | 6.55s | peak=96.2 MiB +epoch 0447/0500 | train elbo=540.2648 recon=526.0923 kl=14.1725 | val elbo=599.2086 recon=585.2255 kl=13.9831 | 6.65s | peak=102.5 MiB +epoch 0448/0500 | train elbo=540.1223 recon=525.7355 kl=14.3868 | val elbo=601.4389 recon=587.5928 kl=13.8461 | 7.37s | peak=108.9 MiB +epoch 0449/0500 | train elbo=539.8526 recon=525.4471 kl=14.4055 | val elbo=600.2541 recon=586.2449 kl=14.0093 | 5.91s | peak=115.2 MiB +epoch 0450/0500 | train elbo=539.9228 recon=525.6132 kl=14.3096 | val elbo=598.5897 recon=584.4630 kl=14.1267 | 4.18s | peak=90.2 MiB +epoch 0451/0500 | train elbo=540.1963 recon=525.9052 kl=14.2912 | val elbo=599.7832 recon=585.8023 kl=13.9809 | 4.86s | peak=96.6 MiB +epoch 0452/0500 | train elbo=540.0709 recon=525.8366 kl=14.2342 | val elbo=598.7514 recon=584.8182 kl=13.9332 | 4.24s | peak=102.5 MiB +epoch 0453/0500 | train elbo=539.4016 recon=525.0861 kl=14.3155 | val elbo=600.5771 recon=586.5859 kl=13.9912 | 3.38s | peak=108.9 MiB +epoch 0454/0500 | train elbo=540.0692 recon=525.7106 kl=14.3586 | val elbo=599.4955 recon=585.5770 kl=13.9185 | 4.32s | peak=115.2 MiB +epoch 0455/0500 | train elbo=539.5213 recon=525.1823 kl=14.3390 | val elbo=601.7420 recon=587.7851 kl=13.9569 | 3.19s | peak=121.5 MiB +epoch 0456/0500 | train elbo=538.9998 recon=524.6969 kl=14.3029 | val elbo=598.2699 recon=584.2609 kl=14.0090 | 3.69s | peak=127.9 MiB +epoch 0457/0500 | train elbo=539.2078 recon=524.8583 kl=14.3495 | val elbo=600.1999 recon=586.3260 kl=13.8739 | 3.97s | peak=134.2 MiB +epoch 0458/0500 | train elbo=539.2516 recon=524.9657 kl=14.2858 | val elbo=598.9992 recon=584.9767 kl=14.0225 | 2.89s | peak=100.0 MiB +epoch 0459/0500 | train elbo=538.6570 recon=524.3041 kl=14.3530 | val elbo=598.1664 recon=584.1394 kl=14.0270 | 3.71s | peak=96.6 MiB +epoch 0460/0500 | train elbo=538.7925 recon=524.4692 kl=14.3234 | val elbo=600.4615 recon=586.4730 kl=13.9885 | 3.26s | peak=102.5 MiB +epoch 0461/0500 | train elbo=538.4406 recon=524.0645 kl=14.3760 | val elbo=600.3515 recon=586.3918 kl=13.9597 | 4.25s | peak=108.9 MiB +epoch 0462/0500 | train elbo=538.3160 recon=523.9890 kl=14.3270 | val elbo=598.7180 recon=584.7710 kl=13.9469 | 4.60s | peak=92.7 MiB +epoch 0463/0500 | train elbo=538.4353 recon=524.1200 kl=14.3153 | val elbo=601.0555 recon=587.1090 kl=13.9465 | 2.91s | peak=96.2 MiB +epoch 0464/0500 | train elbo=538.3548 recon=523.9948 kl=14.3601 | val elbo=598.1776 recon=584.1416 kl=14.0359 | 4.33s | peak=102.5 MiB +epoch 0465/0500 | train elbo=538.0807 recon=523.6991 kl=14.3816 | val elbo=601.5967 recon=587.5488 kl=14.0479 | 3.21s | peak=108.9 MiB +epoch 0466/0500 | train elbo=537.8823 recon=523.5093 kl=14.3730 | val elbo=599.3626 recon=585.3180 kl=14.0445 | 4.18s | peak=115.2 MiB +epoch 0467/0500 | train elbo=537.4092 recon=523.0675 kl=14.3417 | val elbo=599.0950 recon=585.1232 kl=13.9719 | 5.41s | peak=96.2 MiB +epoch 0468/0500 | train elbo=538.0825 recon=523.7472 kl=14.3353 | val elbo=598.7628 recon=584.7180 kl=14.0447 | 5.20s | peak=102.5 MiB +epoch 0469/0500 | train elbo=537.7337 recon=523.4131 kl=14.3205 | val elbo=598.6584 recon=584.5212 kl=14.1372 | 5.80s | peak=108.9 MiB +epoch 0470/0500 | train elbo=537.7162 recon=523.3121 kl=14.4041 | val elbo=601.0250 recon=587.1596 kl=13.8655 | 3.11s | peak=92.7 MiB +epoch 0471/0500 | train elbo=537.8685 recon=523.5744 kl=14.2941 | val elbo=600.1866 recon=586.2924 kl=13.8942 | 2.93s | peak=96.2 MiB +epoch 0472/0500 | train elbo=537.3592 recon=523.0341 kl=14.3251 | val elbo=599.2830 recon=585.1834 kl=14.0996 | 5.18s | peak=102.5 MiB +epoch 0473/0500 | train elbo=537.3854 recon=522.9774 kl=14.4080 | val elbo=599.4012 recon=585.2528 kl=14.1484 | 4.41s | peak=108.9 MiB +epoch 0474/0500 | train elbo=537.4540 recon=523.0553 kl=14.3987 | val elbo=598.3884 recon=584.2690 kl=14.1195 | 3.31s | peak=115.2 MiB +epoch 0475/0500 | train elbo=537.3460 recon=522.9892 kl=14.3569 | val elbo=600.9068 recon=586.9314 kl=13.9754 | 3.83s | peak=89.6 MiB +epoch 0476/0500 | train elbo=537.1694 recon=522.8438 kl=14.3256 | val elbo=600.5967 recon=586.8261 kl=13.7705 | 4.07s | peak=95.9 MiB +epoch 0477/0500 | train elbo=537.0441 recon=522.8129 kl=14.2313 | val elbo=599.0396 recon=585.0305 kl=14.0091 | 3.84s | peak=101.9 MiB +epoch 0478/0500 | train elbo=536.5016 recon=522.1521 kl=14.3496 | val elbo=599.2700 recon=585.1085 kl=14.1614 | 3.71s | peak=108.2 MiB +epoch 0479/0500 | train elbo=537.0787 recon=522.5490 kl=14.5297 | val elbo=599.2401 recon=585.1678 kl=14.0723 | 3.22s | peak=114.5 MiB +epoch 0480/0500 | train elbo=536.3104 recon=521.9363 kl=14.3741 | val elbo=598.8159 recon=584.8186 kl=13.9973 | 4.04s | peak=120.9 MiB +epoch 0481/0500 | train elbo=536.8167 recon=522.5049 kl=14.3119 | val elbo=599.9705 recon=586.0955 kl=13.8750 | 5.50s | peak=127.2 MiB +epoch 0482/0500 | train elbo=536.7762 recon=522.4715 kl=14.3048 | val elbo=600.2671 recon=586.2997 kl=13.9673 | 4.56s | peak=133.5 MiB +epoch 0483/0500 | train elbo=536.4390 recon=522.0956 kl=14.3434 | val elbo=598.8036 recon=584.5879 kl=14.2156 | 5.91s | peak=89.9 MiB +Early stopping after 50 validation checks without improvement. +Training complete. 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