artifacts/logs/vae/NIV/full_training_stdout.log

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. Best validation ELBO: 597.9396