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Use bfloat16 for core module.
Use parallel attention and MLP in ViViT.
Epoch 001/400
Train loss: 121388096.00 correlation: 0.0109
Validation loss: 200734000.00 correlation: 0.0221
Elapse: 522.91s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 002/400
Train loss: 98318960.00 correlation: 0.0308
Validation loss: 199955104.00 correlation: 0.0339
Elapse: 525.64s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 003/400
Train loss: 97097640.00 correlation: 0.0413
Validation loss: 199270752.00 correlation: 0.0396
Elapse: 531.95s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 004/400
Train loss: 96457752.00 correlation: 0.0479
Validation loss: 198723456.00 correlation: 0.0421
Elapse: 536.86s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 005/400
Train loss: 95920056.00 correlation: 0.0541
Validation loss: 197835248.00 correlation: 0.0461
Elapse: 538.89s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 006/400
Train loss: 95131240.00 correlation: 0.0621
Validation loss: 196873360.00 correlation: 0.0519
Elapse: 542.34s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 007/400
Train loss: 94226616.00 correlation: 0.0710
Validation loss: 195726576.00 correlation: 0.0578
Elapse: 541.43s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 008/400
Train loss: 93506680.00 correlation: 0.0783
Validation loss: 194520016.00 correlation: 0.0654
Elapse: 541.56s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 009/400
Train loss: 92727504.00 correlation: 0.0871
Validation loss: 193465776.00 correlation: 0.0716
Elapse: 543.31s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 010/400
Train loss: 91843728.00 correlation: 0.0966
Validation loss: 192176672.00 correlation: 0.0791
Elapse: 541.68s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 011/400
Train loss: 90936304.00 correlation: 0.1063
Validation loss: 190695968.00 correlation: 0.0928
Elapse: 540.29s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 012/400
Train loss: 90051912.00 correlation: 0.1153
Validation loss: 189604784.00 correlation: 0.1011
Elapse: 542.29s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 013/400
Train loss: 89180568.00 correlation: 0.1245
Validation loss: 188031648.00 correlation: 0.1112
Elapse: 542.62s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 014/400
Train loss: 88307792.00 correlation: 0.1337
Validation loss: 186159440.00 correlation: 0.1226
Elapse: 540.81s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 015/400
Train loss: 87278960.00 correlation: 0.1436
Validation loss: 184683440.00 correlation: 0.1313
Elapse: 543.63s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 016/400
Train loss: 86609264.00 correlation: 0.1505
Validation loss: 183679264.00 correlation: 0.1374
Elapse: 544.07s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 017/400
Train loss: 85933704.00 correlation: 0.1573
Validation loss: 182858960.00 correlation: 0.1427
Elapse: 543.60s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 018/400
Train loss: 85316224.00 correlation: 0.1634
Validation loss: 181758608.00 correlation: 0.1502
Elapse: 543.09s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 019/400
Train loss: 84800144.00 correlation: 0.1686
Validation loss: 181267248.00 correlation: 0.1538
Elapse: 545.10s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 020/400
Train loss: 84276656.00 correlation: 0.1737
Validation loss: 180435344.00 correlation: 0.1578
Elapse: 545.34s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 021/400
Train loss: 83717728.00 correlation: 0.1793
Validation loss: 179796752.00 correlation: 0.1639
Elapse: 545.93s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 022/400
Train loss: 83306056.00 correlation: 0.1836
Validation loss: 178887952.00 correlation: 0.1689
Elapse: 545.45s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 023/400
Train loss: 82787680.00 correlation: 0.1887
Validation loss: 177999440.00 correlation: 0.1749
Elapse: 545.47s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 024/400
Train loss: 82335960.00 correlation: 0.1933
Validation loss: 177650256.00 correlation: 0.1774
Elapse: 545.75s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 025/400
Train loss: 82013392.00 correlation: 0.1962
Validation loss: 177572752.00 correlation: 0.1786
Elapse: 545.69s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 026/400
Train loss: 81675472.00 correlation: 0.1996
Validation loss: 176845120.00 correlation: 0.1841
Elapse: 545.58s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 027/400
Train loss: 81393008.00 correlation: 0.2025
Validation loss: 176056032.00 correlation: 0.1886
Elapse: 545.76s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 028/400
Train loss: 80972248.00 correlation: 0.2065
Validation loss: 175799008.00 correlation: 0.1898
Elapse: 545.76s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 029/400
Train loss: 80749744.00 correlation: 0.2086
Validation loss: 175376608.00 correlation: 0.1918
Elapse: 546.06s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 030/400
Train loss: 80453840.00 correlation: 0.2117
Validation loss: 174830400.00 correlation: 0.1967
Elapse: 546.10s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 031/400
Train loss: 80186704.00 correlation: 0.2145
Validation loss: 174322544.00 correlation: 0.1984
Elapse: 545.45s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 032/400
Train loss: 79856432.00 correlation: 0.2176
Validation loss: 174104672.00 correlation: 0.2003
Elapse: 545.77s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 033/400
Train loss: 79589576.00 correlation: 0.2200
Validation loss: 173607248.00 correlation: 0.2031
Elapse: 545.80s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 034/400
Train loss: 79380120.00 correlation: 0.2221
Validation loss: 173319472.00 correlation: 0.2055
Elapse: 545.70s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 035/400
Train loss: 79158640.00 correlation: 0.2243
Validation loss: 172901472.00 correlation: 0.2089
Elapse: 545.61s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 036/400
Train loss: 78927200.00 correlation: 0.2266
Validation loss: 172636560.00 correlation: 0.2097
Elapse: 546.53s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 037/400
Train loss: 78682176.00 correlation: 0.2288
Validation loss: 172407184.00 correlation: 0.2118
Elapse: 545.83s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 038/400
Train loss: 78582504.00 correlation: 0.2299
Validation loss: 172238496.00 correlation: 0.2137
Elapse: 542.71s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 039/400
Train loss: 78397632.00 correlation: 0.2314
Validation loss: 171969648.00 correlation: 0.2147
Elapse: 545.53s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 040/400
Train loss: 78234600.00 correlation: 0.2330
Validation loss: 171758000.00 correlation: 0.2170
Elapse: 545.77s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 041/400
Train loss: 78047656.00 correlation: 0.2349
Validation loss: 171651168.00 correlation: 0.2175
Elapse: 545.10s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 042/400
Train loss: 77868808.00 correlation: 0.2362
Validation loss: 171537312.00 correlation: 0.2173
Elapse: 545.58s
Epoch 043/400
Train loss: 77839128.00 correlation: 0.2370
Validation loss: 171300016.00 correlation: 0.2185
Elapse: 546.30s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 044/400
Train loss: 77629288.00 correlation: 0.2390
Validation loss: 171374944.00 correlation: 0.2191
Elapse: 546.42s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 045/400
Train loss: 77550776.00 correlation: 0.2396
Validation loss: 171207344.00 correlation: 0.2194
Elapse: 545.96s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 046/400
Train loss: 77437640.00 correlation: 0.2408
Validation loss: 171176240.00 correlation: 0.2198
Elapse: 546.38s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 047/400
Train loss: 77397712.00 correlation: 0.2412
Validation loss: 170808800.00 correlation: 0.2224
Elapse: 545.84s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 048/400
Train loss: 77307432.00 correlation: 0.2422
Validation loss: 170735520.00 correlation: 0.2233
Elapse: 546.33s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 049/400
Train loss: 77119432.00 correlation: 0.2439
Validation loss: 170442368.00 correlation: 0.2245
Elapse: 545.45s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 050/400
Train loss: 76988832.00 correlation: 0.2449
Validation loss: 170672960.00 correlation: 0.2232
Elapse: 544.34s
Epoch 051/400
Train loss: 76992464.00 correlation: 0.2450
Validation loss: 170562112.00 correlation: 0.2244
Elapse: 545.56s
Epoch 052/400
Train loss: 76925112.00 correlation: 0.2452
Validation loss: 170404016.00 correlation: 0.2248
Elapse: 545.72s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 053/400
Train loss: 76844464.00 correlation: 0.2460
Validation loss: 170137952.00 correlation: 0.2261
Elapse: 545.92s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 054/400
Train loss: 76812920.00 correlation: 0.2469
Validation loss: 170023120.00 correlation: 0.2259
Elapse: 545.56s
Epoch 055/400
Train loss: 76702536.00 correlation: 0.2475
Validation loss: 170054384.00 correlation: 0.2263
Elapse: 544.95s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 056/400
Train loss: 76612752.00 correlation: 0.2485
Validation loss: 170032864.00 correlation: 0.2272
Elapse: 545.49s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 057/400
Train loss: 76617696.00 correlation: 0.2485
Validation loss: 169630816.00 correlation: 0.2293
Elapse: 545.90s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 058/400
Train loss: 76465880.00 correlation: 0.2499
Validation loss: 169825600.00 correlation: 0.2283
Elapse: 545.37s
Epoch 059/400
Train loss: 76456912.00 correlation: 0.2499
Validation loss: 169766688.00 correlation: 0.2284
Elapse: 545.61s
Epoch 060/400
Train loss: 76426872.00 correlation: 0.2501
Validation loss: 169651072.00 correlation: 0.2298
Elapse: 545.66s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 061/400
Train loss: 76272176.00 correlation: 0.2515
Validation loss: 169694896.00 correlation: 0.2290
Elapse: 544.26s
Epoch 062/400
Train loss: 76381040.00 correlation: 0.2506
Validation loss: 169396208.00 correlation: 0.2316
Elapse: 544.91s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 063/400
Train loss: 76206744.00 correlation: 0.2523
Validation loss: 169683888.00 correlation: 0.2297
Elapse: 544.69s
Epoch 064/400
Train loss: 76167792.00 correlation: 0.2527
Validation loss: 169194928.00 correlation: 0.2329
Elapse: 545.55s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 065/400
Train loss: 76127384.00 correlation: 0.2528
Validation loss: 169763808.00 correlation: 0.2287
Elapse: 545.54s
Epoch 066/400
Train loss: 76104336.00 correlation: 0.2531
Validation loss: 169165280.00 correlation: 0.2327
Elapse: 545.65s
Epoch 067/400
Train loss: 76021512.00 correlation: 0.2539
Validation loss: 169219872.00 correlation: 0.2317
Elapse: 545.30s
Epoch 068/400
Train loss: 76148160.00 correlation: 0.2528
Validation loss: 169344656.00 correlation: 0.2314
Elapse: 545.59s
Epoch 069/400
Train loss: 75939984.00 correlation: 0.2545
Validation loss: 169043376.00 correlation: 0.2339
Elapse: 545.18s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 070/400
Train loss: 75822872.00 correlation: 0.2557
Validation loss: 169167760.00 correlation: 0.2328
Elapse: 544.88s
Epoch 071/400
Train loss: 75873072.00 correlation: 0.2551
Validation loss: 169123712.00 correlation: 0.2336
Elapse: 545.60s
Epoch 072/400
Train loss: 75867984.00 correlation: 0.2552
Validation loss: 168947232.00 correlation: 0.2344
Elapse: 545.61s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 073/400
Train loss: 75840912.00 correlation: 0.2555
Validation loss: 169026784.00 correlation: 0.2348
Elapse: 545.60s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 074/400
Train loss: 75855384.00 correlation: 0.2555
Validation loss: 168842592.00 correlation: 0.2341
Elapse: 545.99s
Epoch 075/400
Train loss: 75737744.00 correlation: 0.2565
Validation loss: 168971312.00 correlation: 0.2336
Elapse: 545.40s
Epoch 076/400
Train loss: 75735656.00 correlation: 0.2565
Validation loss: 168829920.00 correlation: 0.2338
Elapse: 546.00s
Epoch 077/400
Train loss: 75607888.00 correlation: 0.2576
Validation loss: 168935968.00 correlation: 0.2349
Elapse: 545.47s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 078/400
Train loss: 75679128.00 correlation: 0.2571
Validation loss: 168987280.00 correlation: 0.2328
Elapse: 545.11s
Epoch 079/400
Train loss: 75621152.00 correlation: 0.2574
Validation loss: 168822512.00 correlation: 0.2347
Elapse: 545.59s
Epoch 080/400
Train loss: 75483728.00 correlation: 0.2590
Validation loss: 168774416.00 correlation: 0.2347
Elapse: 545.47s
Epoch 081/400
Train loss: 75531304.00 correlation: 0.2586
Validation loss: 169126304.00 correlation: 0.2331
Elapse: 545.29s
Epoch 082/400
Train loss: 75558736.00 correlation: 0.2583
Validation loss: 168670160.00 correlation: 0.2354
Elapse: 545.72s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 083/400
Train loss: 75590176.00 correlation: 0.2579
Validation loss: 169091472.00 correlation: 0.2330
Elapse: 545.76s
Epoch 084/400
Train loss: 75406416.00 correlation: 0.2595
Validation loss: 169084192.00 correlation: 0.2329
Elapse: 545.78s
Epoch 085/400
Train loss: 75376912.00 correlation: 0.2599
Validation loss: 168861952.00 correlation: 0.2341
Elapse: 545.89s
Epoch 086/400
Train loss: 75349048.00 correlation: 0.2604
Validation loss: 168882304.00 correlation: 0.2349
Elapse: 545.73s
Epoch 087/400
Train loss: 75302984.00 correlation: 0.2607
Validation loss: 169006784.00 correlation: 0.2333
Elapse: 545.26s
Loaded checkpoint from epoch 82 (correlation: 0.2354).
Reduce learning rate of core to 1.4400e-03 (num. reduce: 1).
Reduce learning rate of readouts to 1.0800e-03 (num. reduce: 1).
Reduce learning rate of shifters to 1.0800e-03 (num. reduce: 1).
Epoch 088/400
Train loss: 73472912.00 correlation: 0.2760
Validation loss: 166967968.00 correlation: 0.2466
Elapse: 546.46s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 089/400
Train loss: 72834528.00 correlation: 0.2820
Validation loss: 166834160.00 correlation: 0.2485
Elapse: 546.50s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 090/400
Train loss: 72607408.00 correlation: 0.2844
Validation loss: 166764992.00 correlation: 0.2490
Elapse: 546.18s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 091/400
Train loss: 72571872.00 correlation: 0.2846
Validation loss: 166824368.00 correlation: 0.2476
Elapse: 546.25s
Epoch 092/400
Train loss: 72491600.00 correlation: 0.2854
Validation loss: 166791872.00 correlation: 0.2474
Elapse: 545.90s
Epoch 093/400
Train loss: 72479560.00 correlation: 0.2856
Validation loss: 166900064.00 correlation: 0.2473
Elapse: 546.88s
Epoch 094/400
Train loss: 72391640.00 correlation: 0.2867
Validation loss: 166895872.00 correlation: 0.2471
Elapse: 546.67s
Epoch 095/400
Train loss: 72406800.00 correlation: 0.2865
Validation loss: 166785824.00 correlation: 0.2477
Elapse: 546.76s
Loaded checkpoint from epoch 90 (correlation: 0.2490).
Reduce learning rate of core to 4.3200e-04 (num. reduce: 1).
Reduce learning rate of readouts to 3.2400e-04 (num. reduce: 1).
Reduce learning rate of shifters to 3.2400e-04 (num. reduce: 1).
Epoch 096/400
Train loss: 71820392.00 correlation: 0.2914
Validation loss: 166357664.00 correlation: 0.2510
Elapse: 546.29s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 097/400
Train loss: 71646128.00 correlation: 0.2926
Validation loss: 166358480.00 correlation: 0.2512
Elapse: 546.63s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 098/400
Train loss: 71469944.00 correlation: 0.2943
Validation loss: 166261168.00 correlation: 0.2520
Elapse: 547.33s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 099/400
Train loss: 71457032.00 correlation: 0.2945
Validation loss: 166242256.00 correlation: 0.2517
Elapse: 547.22s
Epoch 100/400
Train loss: 71381520.00 correlation: 0.2953
Validation loss: 166269072.00 correlation: 0.2516
Elapse: 546.93s
Epoch 101/400
Train loss: 71365904.00 correlation: 0.2954
Validation loss: 166306016.00 correlation: 0.2512
Elapse: 547.14s
Epoch 102/400
Train loss: 71313408.00 correlation: 0.2956
Validation loss: 166202720.00 correlation: 0.2520
Elapse: 547.18s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 103/400
Train loss: 71246520.00 correlation: 0.2963
Validation loss: 166201664.00 correlation: 0.2519
Elapse: 546.59s
Epoch 104/400
Train loss: 71237544.00 correlation: 0.2967
Validation loss: 166225280.00 correlation: 0.2516
Elapse: 546.47s
Epoch 105/400
Train loss: 71175248.00 correlation: 0.2973
Validation loss: 166234304.00 correlation: 0.2515
Elapse: 546.73s
Epoch 106/400
Train loss: 71139096.00 correlation: 0.2976
Validation loss: 166179840.00 correlation: 0.2518
Elapse: 547.27s
Epoch 107/400
Train loss: 71152664.00 correlation: 0.2972
Validation loss: 166277328.00 correlation: 0.2509
Elapse: 547.28s
Loaded checkpoint from epoch 102 (correlation: 0.2520).
Reduce learning rate of core to 1.2960e-04 (num. reduce: 1).
Reduce learning rate of readouts to 9.7200e-05 (num. reduce: 1).
Reduce learning rate of shifters to 9.7200e-05 (num. reduce: 1).
Epoch 108/400
Train loss: 70975272.00 correlation: 0.2990
Validation loss: 166102416.00 correlation: 0.2526
Elapse: 547.38s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 109/400
Train loss: 70927400.00 correlation: 0.2990
Validation loss: 166090848.00 correlation: 0.2526
Elapse: 547.10s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 110/400
Train loss: 70928176.00 correlation: 0.2993
Validation loss: 166087520.00 correlation: 0.2526
Elapse: 547.24s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 111/400
Train loss: 70948912.00 correlation: 0.2989
Validation loss: 166067424.00 correlation: 0.2526
Elapse: 547.30s
Epoch 112/400
Train loss: 70843856.00 correlation: 0.2999
Validation loss: 166089904.00 correlation: 0.2527
Elapse: 547.44s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 113/400
Train loss: 70930864.00 correlation: 0.2991
Validation loss: 166048192.00 correlation: 0.2527
Elapse: 547.22s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 114/400
Train loss: 70888224.00 correlation: 0.2998
Validation loss: 166076336.00 correlation: 0.2525
Elapse: 547.07s
Epoch 115/400
Train loss: 70807400.00 correlation: 0.3003
Validation loss: 166078992.00 correlation: 0.2524
Elapse: 547.34s
Epoch 116/400
Train loss: 70784824.00 correlation: 0.3006
Validation loss: 166036512.00 correlation: 0.2528
Elapse: 547.33s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 117/400
Train loss: 70760888.00 correlation: 0.3007
Validation loss: 166109792.00 correlation: 0.2523
Elapse: 547.36s
Epoch 118/400
Train loss: 70793224.00 correlation: 0.3003
Validation loss: 166033088.00 correlation: 0.2527
Elapse: 547.66s
Epoch 119/400
Train loss: 70801416.00 correlation: 0.3002
Validation loss: 166062960.00 correlation: 0.2529
Elapse: 547.68s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 120/400
Train loss: 70748944.00 correlation: 0.3009
Validation loss: 166063152.00 correlation: 0.2524
Elapse: 547.18s
Epoch 121/400
Train loss: 70736464.00 correlation: 0.3010
Validation loss: 166058976.00 correlation: 0.2528
Elapse: 547.53s
Epoch 122/400
Train loss: 70653008.00 correlation: 0.3019
Validation loss: 166041920.00 correlation: 0.2527
Elapse: 547.68s
Epoch 123/400
Train loss: 70723656.00 correlation: 0.3011
Validation loss: 166053344.00 correlation: 0.2525
Elapse: 547.37s
Epoch 124/400
Train loss: 70689936.00 correlation: 0.3016
Validation loss: 166053472.00 correlation: 0.2526
Elapse: 547.93s
Loaded checkpoint from epoch 119 (correlation: 0.2529).
Reduce learning rate of core to 3.8880e-05 (num. reduce: 1).
Reduce learning rate of readouts to 2.9160e-05 (num. reduce: 1).
Reduce learning rate of shifters to 2.9160e-05 (num. reduce: 1).
Epoch 125/400
Train loss: 70604440.00 correlation: 0.3023
Validation loss: 166025312.00 correlation: 0.2529
Elapse: 547.63s
Epoch 126/400
Train loss: 70608160.00 correlation: 0.3021
Validation loss: 166010512.00 correlation: 0.2530
Elapse: 547.36s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 127/400
Train loss: 70626448.00 correlation: 0.3020
Validation loss: 166023648.00 correlation: 0.2528
Elapse: 547.13s
Epoch 128/400
Train loss: 70612096.00 correlation: 0.3018
Validation loss: 166023216.00 correlation: 0.2529
Elapse: 546.99s
Epoch 129/400
Train loss: 70635640.00 correlation: 0.3020
Validation loss: 166036208.00 correlation: 0.2528
Elapse: 547.23s
Epoch 130/400
Train loss: 70666920.00 correlation: 0.3015
Validation loss: 166035808.00 correlation: 0.2527
Elapse: 546.99s
Epoch 131/400
Train loss: 70564592.00 correlation: 0.3028
Validation loss: 166005856.00 correlation: 0.2528
Elapse: 547.30s
Loaded checkpoint from epoch 126 (correlation: 0.2530).
Reduce learning rate of core to 1.1664e-05 (num. reduce: 1).
Reduce learning rate of readouts to 8.7480e-06 (num. reduce: 1).
Reduce learning rate of shifters to 8.7480e-06 (num. reduce: 1).
Epoch 132/400
Train loss: 70603848.00 correlation: 0.3022
Validation loss: 166004944.00 correlation: 0.2530
Elapse: 547.32s
Checkpoint saved to /home/storage/runs/vivit_ensemble/009/ckpt/model_state.pt.
Epoch 133/400
Train loss: 70533872.00 correlation: 0.3031
Validation loss: 166019360.00 correlation: 0.2529
Elapse: 547.50s
Epoch 134/400
Train loss: 70635248.00 correlation: 0.3019
Validation loss: 166021888.00 correlation: 0.2529
Elapse: 547.34s
Epoch 135/400
Train loss: 70620176.00 correlation: 0.3020
Validation loss: 166009888.00 correlation: 0.2529
Elapse: 546.38s
Epoch 136/400
Train loss: 70572368.00 correlation: 0.3023
Validation loss: 166012144.00 correlation: 0.2529
Elapse: 547.10s
Epoch 137/400
Train loss: 70658640.00 correlation: 0.3016
Validation loss: 166018080.00 correlation: 0.2529
Elapse: 546.90s
Loaded checkpoint from epoch 132 (correlation: 0.2530).
Reduce learning rate of core to 3.4992e-06 (num. reduce: 1).
Reduce learning rate of readouts to 2.6244e-06 (num. reduce: 1).
Reduce learning rate of shifters to 2.6244e-06 (num. reduce: 1).
Epoch 138/400
Train loss: 70545520.00 correlation: 0.3026
Validation loss: 166011936.00 correlation: 0.2530
Elapse: 546.72s
Epoch 139/400
Train loss: 70622800.00 correlation: 0.3018
Validation loss: 166013088.00 correlation: 0.2529
Elapse: 547.01s
Epoch 140/400
Train loss: 70572936.00 correlation: 0.3025
Validation loss: 166013696.00 correlation: 0.2529
Elapse: 547.38s
Epoch 141/400
Train loss: 70624016.00 correlation: 0.3020
Validation loss: 166012496.00 correlation: 0.2530
Elapse: 546.98s
Epoch 142/400
Train loss: 70651392.00 correlation: 0.3018
Validation loss: 166017120.00 correlation: 0.2529
Elapse: 547.57s
Loaded checkpoint from epoch 132 (correlation: 0.2530).
Reduce learning rate of core to 1.0498e-06 (num. reduce: 2).
Reduce learning rate of readouts to 7.8732e-07 (num. reduce: 2).
Reduce learning rate of shifters to 7.8732e-07 (num. reduce: 2).
Epoch 143/400
Train loss: 70616608.00 correlation: 0.3018
Validation loss: 166009488.00 correlation: 0.2530
Elapse: 547.46s
Epoch 144/400
Train loss: 70557224.00 correlation: 0.3027
Validation loss: 166010240.00 correlation: 0.2530
Elapse: 547.42s
Epoch 145/400
Train loss: 70617064.00 correlation: 0.3020
Validation loss: 166011824.00 correlation: 0.2530
Elapse: 547.48s
Epoch 146/400
Train loss: 70601720.00 correlation: 0.3022
Validation loss: 166010880.00 correlation: 0.2530
Elapse: 547.26s
Epoch 147/400
Train loss: 70616768.00 correlation: 0.3021
Validation loss: 166012944.00 correlation: 0.2530
Elapse: 547.43s
Model has not improved after 2 LR reductions.
Loaded checkpoint from epoch 132 (correlation: 0.2530).
ValidationA: 0.2508 B: 0.2804 C: 0.2750 D: 0.2393 E: 0.2390 F: 0.2346 G: 0.2573 H: 0.2379 I: 0.2555 J: 0.2599 average: 0.2530
Results saved to /home/storage/runs/vivit_ensemble/009.
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