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train_mse=0.010462 val_mse=0.045291 val_r2=0.9428 peak=3.30GB +FNO-Large-bs64 epoch 046/50 train_mse=0.010377 val_mse=0.044833 val_r2=0.9433 peak=3.30GB +FNO-Large-bs64 epoch 047/50 train_mse=0.010405 val_mse=0.045327 val_r2=0.9427 peak=3.30GB +FNO-Large-bs64 epoch 048/50 train_mse=0.010360 val_mse=0.045194 val_r2=0.9429 peak=3.30GB +FNO-Large-bs64 epoch 049/50 train_mse=0.010323 val_mse=0.045951 val_r2=0.9419 peak=3.30GB +FNO-Large-bs64 epoch 050/50 train_mse=0.010286 val_mse=0.045115 val_r2=0.9430 peak=3.30GB +Summary saved to /data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/FNO-Large-bs64/summary.json +/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/scripts/baseline_models.py:225: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.norm_first was True + self.encoder = nn.TransformerEncoder(layer, num_layers=n_layers) +MLP: mse=0.741989, r2=0.0462, pfa_rmse=0.2464g +BiLSTM: mse=0.009919, r2=0.9872, pfa_rmse=0.0182g +ResCNN1D: mse=0.148097, r2=0.8096, pfa_rmse=0.0547g +UNet1D: mse=0.215748, r2=0.7227, pfa_rmse=0.1063g +Transformer: mse=0.021390, r2=0.9725, pfa_rmse=0.0231g +FNO-Large: mse=0.044881, r2=0.9423, pfa_rmse=0.0330g +Evaluation table saved to /data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/evaluation/table4_metrics.csv +Compiled O1 results written to /data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/compiled diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm.log b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm_rerun_20260604_160510.log b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm_rerun_20260604_160510.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm_rerun_20260604_160724.log b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm_rerun_20260604_160724.log new file mode 100644 index 0000000000000000000000000000000000000000..fc0d6d2db3875d3cb69d86bfc4dc08f319911992 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu0_bilstm_rerun_20260604_160724.log @@ -0,0 +1,54 @@ +Train samples=136,800, Val=34,200, Test=27,018 +GM path: /data/home/jason/data/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5 +Building dir: /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno +BiLSTM epoch 001/50 train_mse=0.172075 val_mse=0.085573 val_r2=0.8918 peak=15.61GB +BiLSTM epoch 002/50 train_mse=0.078202 val_mse=0.064748 val_r2=0.9182 peak=15.61GB +BiLSTM epoch 003/50 train_mse=0.062326 val_mse=0.046812 val_r2=0.9408 peak=15.61GB +BiLSTM epoch 004/50 train_mse=0.040888 val_mse=0.030838 val_r2=0.9610 peak=15.61GB +BiLSTM epoch 005/50 train_mse=0.030688 val_mse=0.028225 val_r2=0.9643 peak=15.61GB +BiLSTM epoch 006/50 train_mse=0.026236 val_mse=0.023391 val_r2=0.9704 peak=15.61GB +BiLSTM epoch 007/50 train_mse=0.023206 val_mse=0.019243 val_r2=0.9757 peak=15.61GB +BiLSTM epoch 008/50 train_mse=0.021776 val_mse=0.019011 val_r2=0.9760 peak=15.61GB +BiLSTM epoch 009/50 train_mse=0.020787 val_mse=0.019621 val_r2=0.9752 peak=15.61GB +BiLSTM epoch 010/50 train_mse=0.019359 val_mse=0.017954 val_r2=0.9773 peak=15.61GB +BiLSTM epoch 011/50 train_mse=0.018407 val_mse=0.019130 val_r2=0.9758 peak=15.61GB +BiLSTM epoch 012/50 train_mse=0.017651 val_mse=0.018976 val_r2=0.9760 peak=15.61GB +BiLSTM epoch 013/50 train_mse=0.017455 val_mse=0.018072 val_r2=0.9772 peak=15.61GB +BiLSTM epoch 014/50 train_mse=0.016989 val_mse=0.017660 val_r2=0.9777 peak=15.61GB +BiLSTM epoch 015/50 train_mse=0.016091 val_mse=0.020201 val_r2=0.9745 peak=15.61GB +BiLSTM epoch 016/50 train_mse=0.015846 val_mse=0.015529 val_r2=0.9804 peak=15.61GB +BiLSTM epoch 017/50 train_mse=0.015745 val_mse=0.015665 val_r2=0.9802 peak=15.61GB +BiLSTM epoch 018/50 train_mse=0.015114 val_mse=0.015575 val_r2=0.9803 peak=15.61GB +BiLSTM epoch 019/50 train_mse=0.014766 val_mse=0.016227 val_r2=0.9795 peak=15.61GB +BiLSTM epoch 020/50 train_mse=0.014709 val_mse=0.013847 val_r2=0.9825 peak=15.61GB +BiLSTM epoch 021/50 train_mse=0.011837 val_mse=0.013152 val_r2=0.9834 peak=15.61GB +BiLSTM epoch 022/50 train_mse=0.011744 val_mse=0.013466 val_r2=0.9830 peak=15.61GB +BiLSTM epoch 023/50 train_mse=0.011565 val_mse=0.012684 val_r2=0.9840 peak=15.61GB +BiLSTM epoch 024/50 train_mse=0.011382 val_mse=0.012386 val_r2=0.9843 peak=15.61GB +BiLSTM epoch 025/50 train_mse=0.011387 val_mse=0.012980 val_r2=0.9836 peak=15.61GB +BiLSTM epoch 026/50 train_mse=0.011160 val_mse=0.013992 val_r2=0.9823 peak=15.61GB +BiLSTM epoch 027/50 train_mse=0.010971 val_mse=0.012865 val_r2=0.9837 peak=15.61GB +BiLSTM epoch 028/50 train_mse=0.011094 val_mse=0.011667 val_r2=0.9853 peak=15.61GB +BiLSTM epoch 029/50 train_mse=0.010834 val_mse=0.011820 val_r2=0.9851 peak=15.61GB +BiLSTM epoch 030/50 train_mse=0.010846 val_mse=0.012404 val_r2=0.9843 peak=15.61GB +BiLSTM epoch 031/50 train_mse=0.010867 val_mse=0.012351 val_r2=0.9844 peak=15.61GB +BiLSTM epoch 032/50 train_mse=0.010529 val_mse=0.013023 val_r2=0.9835 peak=15.61GB +BiLSTM epoch 033/50 train_mse=0.010593 val_mse=0.012784 val_r2=0.9838 peak=15.61GB +BiLSTM epoch 034/50 train_mse=0.010584 val_mse=0.011931 val_r2=0.9849 peak=15.61GB +BiLSTM epoch 035/50 train_mse=0.010434 val_mse=0.011833 val_r2=0.9850 peak=15.61GB +BiLSTM epoch 036/50 train_mse=0.010301 val_mse=0.013812 val_r2=0.9825 peak=15.61GB +BiLSTM epoch 037/50 train_mse=0.010430 val_mse=0.011738 val_r2=0.9852 peak=15.61GB +BiLSTM epoch 038/50 train_mse=0.010327 val_mse=0.011669 val_r2=0.9853 peak=15.61GB +BiLSTM epoch 039/50 train_mse=0.010201 val_mse=0.012006 val_r2=0.9848 peak=15.61GB +BiLSTM epoch 040/50 train_mse=0.010112 val_mse=0.010684 val_r2=0.9865 peak=15.61GB +BiLSTM epoch 041/50 train_mse=0.008635 val_mse=0.010945 val_r2=0.9862 peak=15.61GB +BiLSTM epoch 042/50 train_mse=0.008489 val_mse=0.010664 val_r2=0.9865 peak=15.61GB +BiLSTM epoch 043/50 train_mse=0.008516 val_mse=0.011552 val_r2=0.9854 peak=15.61GB +BiLSTM epoch 044/50 train_mse=0.008447 val_mse=0.010472 val_r2=0.9868 peak=15.61GB +BiLSTM epoch 045/50 train_mse=0.008389 val_mse=0.010769 val_r2=0.9864 peak=15.61GB +BiLSTM epoch 046/50 train_mse=0.008360 val_mse=0.010392 val_r2=0.9869 peak=15.61GB +BiLSTM epoch 047/50 train_mse=0.008397 val_mse=0.010816 val_r2=0.9863 peak=15.61GB +BiLSTM epoch 048/50 train_mse=0.008429 val_mse=0.010169 val_r2=0.9871 peak=15.61GB +BiLSTM epoch 049/50 train_mse=0.008245 val_mse=0.011141 val_r2=0.9859 peak=15.61GB +BiLSTM epoch 050/50 train_mse=0.008267 val_mse=0.010677 val_r2=0.9865 peak=15.61GB +Training summary saved to /data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/training_summary.json diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu1_baselines_then_fno.log b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu1_baselines_then_fno.log new file mode 100644 index 0000000000000000000000000000000000000000..1f2b1228471da45b5e5377e0f0bcb03aead29376 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu1_baselines_then_fno.log @@ -0,0 +1,198 @@ +Train samples=136,800, Val=34,200, Test=27,018 +GM path: /data/home/jason/data/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5 +Building dir: /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno +MLP epoch 001/50 train_mse=0.573992 val_mse=0.734158 val_r2=0.0721 peak=0.24GB +MLP epoch 002/50 train_mse=0.481391 val_mse=0.762920 val_r2=0.0358 peak=0.24GB +MLP epoch 003/50 train_mse=0.441707 val_mse=0.763343 val_r2=0.0352 peak=0.24GB +MLP epoch 004/50 train_mse=0.429493 val_mse=0.768376 val_r2=0.0289 peak=0.24GB +MLP epoch 005/50 train_mse=0.420804 val_mse=0.775209 val_r2=0.0202 peak=0.24GB +MLP epoch 006/50 train_mse=0.406548 val_mse=0.780200 val_r2=0.0139 peak=0.24GB +MLP epoch 007/50 train_mse=0.391733 val_mse=0.780065 val_r2=0.0141 peak=0.24GB +MLP epoch 008/50 train_mse=0.379072 val_mse=0.784916 val_r2=0.0080 peak=0.24GB +MLP epoch 009/50 train_mse=0.368190 val_mse=0.791738 val_r2=-0.0006 peak=0.24GB +MLP epoch 010/50 train_mse=0.355676 val_mse=0.797634 val_r2=-0.0081 peak=0.24GB +MLP epoch 011/50 train_mse=0.349777 val_mse=0.809953 val_r2=-0.0237 peak=0.24GB +MLP epoch 012/50 train_mse=0.332692 val_mse=0.814750 val_r2=-0.0297 peak=0.24GB +MLP epoch 013/50 train_mse=0.325539 val_mse=0.813150 val_r2=-0.0277 peak=0.24GB +MLP epoch 014/50 train_mse=0.333468 val_mse=0.808143 val_r2=-0.0214 peak=0.24GB +MLP epoch 015/50 train_mse=0.330034 val_mse=0.814987 val_r2=-0.0300 peak=0.24GB +MLP epoch 016/50 train_mse=0.328472 val_mse=0.821593 val_r2=-0.0384 peak=0.24GB +MLP epoch 017/50 train_mse=0.328651 val_mse=0.847808 val_r2=-0.0715 peak=0.24GB +MLP epoch 018/50 train_mse=0.327372 val_mse=0.852995 val_r2=-0.0781 peak=0.24GB +MLP epoch 019/50 train_mse=0.333472 val_mse=0.834577 val_r2=-0.0548 peak=0.24GB +MLP epoch 020/50 train_mse=0.317803 val_mse=0.829458 val_r2=-0.0483 peak=0.24GB +MLP epoch 021/50 train_mse=0.248362 val_mse=0.830128 val_r2=-0.0492 peak=0.24GB +MLP epoch 022/50 train_mse=0.224993 val_mse=0.845820 val_r2=-0.0690 peak=0.24GB +MLP epoch 023/50 train_mse=0.214885 val_mse=0.867676 val_r2=-0.0966 peak=0.24GB +MLP epoch 024/50 train_mse=0.206710 val_mse=0.871796 val_r2=-0.1018 peak=0.24GB +MLP epoch 025/50 train_mse=0.198998 val_mse=0.885137 val_r2=-0.1187 peak=0.24GB +MLP epoch 026/50 train_mse=0.194856 val_mse=0.894924 val_r2=-0.1311 peak=0.24GB +MLP epoch 027/50 train_mse=0.191099 val_mse=0.900148 val_r2=-0.1377 peak=0.24GB +MLP epoch 028/50 train_mse=0.188248 val_mse=0.900271 val_r2=-0.1378 peak=0.24GB +MLP epoch 029/50 train_mse=0.185885 val_mse=0.895437 val_r2=-0.1317 peak=0.24GB +MLP epoch 030/50 train_mse=0.185323 val_mse=0.908469 val_r2=-0.1482 peak=0.24GB +MLP epoch 031/50 train_mse=0.181100 val_mse=0.907792 val_r2=-0.1473 peak=0.24GB +MLP epoch 032/50 train_mse=0.181872 val_mse=0.889178 val_r2=-0.1238 peak=0.24GB +MLP epoch 033/50 train_mse=0.179628 val_mse=0.911960 val_r2=-0.1526 peak=0.24GB +MLP epoch 034/50 train_mse=0.176386 val_mse=0.914456 val_r2=-0.1557 peak=0.24GB +MLP epoch 035/50 train_mse=0.175493 val_mse=0.916653 val_r2=-0.1585 peak=0.24GB +MLP epoch 036/50 train_mse=0.176884 val_mse=0.899840 val_r2=-0.1373 peak=0.24GB +MLP epoch 037/50 train_mse=0.175189 val_mse=0.917892 val_r2=-0.1601 peak=0.24GB +MLP epoch 038/50 train_mse=0.173540 val_mse=0.910431 val_r2=-0.1507 peak=0.24GB +MLP epoch 039/50 train_mse=0.174279 val_mse=0.923966 val_r2=-0.1678 peak=0.24GB +MLP epoch 040/50 train_mse=0.209910 val_mse=0.937192 val_r2=-0.1845 peak=0.24GB +MLP epoch 041/50 train_mse=0.154239 val_mse=0.953283 val_r2=-0.2048 peak=0.24GB +MLP epoch 042/50 train_mse=0.147758 val_mse=0.973377 val_r2=-0.2302 peak=0.24GB +MLP epoch 043/50 train_mse=0.144908 val_mse=0.973160 val_r2=-0.2299 peak=0.24GB +MLP epoch 044/50 train_mse=0.141619 val_mse=0.969759 val_r2=-0.2256 peak=0.24GB +MLP epoch 045/50 train_mse=0.139654 val_mse=0.976498 val_r2=-0.2342 peak=0.24GB +MLP epoch 046/50 train_mse=0.138740 val_mse=0.996403 val_r2=-0.2593 peak=0.24GB +MLP epoch 047/50 train_mse=0.138481 val_mse=0.976342 val_r2=-0.2340 peak=0.24GB +MLP epoch 048/50 train_mse=0.136828 val_mse=0.993352 val_r2=-0.2555 peak=0.24GB +MLP epoch 049/50 train_mse=0.136602 val_mse=0.984006 val_r2=-0.2436 peak=0.24GB +MLP epoch 050/50 train_mse=0.135365 val_mse=0.973000 val_r2=-0.2297 peak=0.24GB +ResCNN1D epoch 001/50 train_mse=0.469107 val_mse=0.190547 val_r2=0.7592 peak=3.49GB +ResCNN1D epoch 002/50 train_mse=0.165536 val_mse=0.182192 val_r2=0.7697 peak=3.49GB +ResCNN1D epoch 003/50 train_mse=0.154272 val_mse=0.164607 val_r2=0.7920 peak=3.49GB +ResCNN1D epoch 004/50 train_mse=0.144409 val_mse=0.145984 val_r2=0.8155 peak=3.49GB +ResCNN1D epoch 005/50 train_mse=0.122611 val_mse=0.157774 val_r2=0.8006 peak=3.49GB +ResCNN1D epoch 006/50 train_mse=0.099210 val_mse=0.158958 val_r2=0.7991 peak=3.49GB +ResCNN1D epoch 007/50 train_mse=0.084118 val_mse=0.158893 val_r2=0.7992 peak=3.49GB +ResCNN1D epoch 008/50 train_mse=0.073337 val_mse=0.167350 val_r2=0.7885 peak=3.49GB +ResCNN1D epoch 009/50 train_mse=0.068013 val_mse=0.170337 val_r2=0.7847 peak=3.49GB +ResCNN1D epoch 010/50 train_mse=0.061394 val_mse=0.163127 val_r2=0.7938 peak=3.49GB +ResCNN1D epoch 011/50 train_mse=0.057482 val_mse=0.170577 val_r2=0.7844 peak=3.49GB +ResCNN1D epoch 012/50 train_mse=0.054084 val_mse=0.166006 val_r2=0.7902 peak=3.49GB +ResCNN1D epoch 013/50 train_mse=0.051153 val_mse=0.167997 val_r2=0.7877 peak=3.49GB +ResCNN1D epoch 014/50 train_mse=0.049454 val_mse=0.164724 val_r2=0.7918 peak=3.49GB +ResCNN1D epoch 015/50 train_mse=0.047721 val_mse=0.177430 val_r2=0.7758 peak=3.49GB +ResCNN1D epoch 016/50 train_mse=0.045668 val_mse=0.170451 val_r2=0.7846 peak=3.49GB +ResCNN1D epoch 017/50 train_mse=0.044752 val_mse=0.170601 val_r2=0.7844 peak=3.49GB +ResCNN1D epoch 018/50 train_mse=0.042553 val_mse=0.169519 val_r2=0.7858 peak=3.49GB +ResCNN1D epoch 019/50 train_mse=0.041729 val_mse=0.168241 val_r2=0.7874 peak=3.49GB +ResCNN1D epoch 020/50 train_mse=0.042131 val_mse=0.171258 val_r2=0.7836 peak=3.49GB +ResCNN1D epoch 021/50 train_mse=0.035612 val_mse=0.168990 val_r2=0.7864 peak=3.49GB +ResCNN1D epoch 022/50 train_mse=0.033419 val_mse=0.169909 val_r2=0.7853 peak=3.49GB +ResCNN1D epoch 023/50 train_mse=0.033344 val_mse=0.169691 val_r2=0.7855 peak=3.49GB +ResCNN1D epoch 024/50 train_mse=0.032839 val_mse=0.170242 val_r2=0.7848 peak=3.49GB +ResCNN1D epoch 025/50 train_mse=0.032036 val_mse=0.172842 val_r2=0.7816 peak=3.49GB +ResCNN1D epoch 026/50 train_mse=0.032480 val_mse=0.170758 val_r2=0.7842 peak=3.49GB +ResCNN1D epoch 027/50 train_mse=0.031908 val_mse=0.170433 val_r2=0.7846 peak=3.49GB +ResCNN1D epoch 028/50 train_mse=0.031515 val_mse=0.172284 val_r2=0.7823 peak=3.49GB +ResCNN1D epoch 029/50 train_mse=0.030883 val_mse=0.169765 val_r2=0.7854 peak=3.49GB +ResCNN1D epoch 030/50 train_mse=0.030457 val_mse=0.175154 val_r2=0.7786 peak=3.49GB +ResCNN1D epoch 031/50 train_mse=0.030797 val_mse=0.177349 val_r2=0.7759 peak=3.49GB +ResCNN1D epoch 032/50 train_mse=0.030221 val_mse=0.175644 val_r2=0.7780 peak=3.49GB +ResCNN1D epoch 033/50 train_mse=0.029770 val_mse=0.169403 val_r2=0.7859 peak=3.49GB +ResCNN1D epoch 034/50 train_mse=0.029583 val_mse=0.174598 val_r2=0.7793 peak=3.49GB +ResCNN1D epoch 035/50 train_mse=0.029964 val_mse=0.172436 val_r2=0.7821 peak=3.49GB +ResCNN1D epoch 036/50 train_mse=0.029723 val_mse=0.172241 val_r2=0.7823 peak=3.49GB +ResCNN1D epoch 037/50 train_mse=0.029036 val_mse=0.175143 val_r2=0.7786 peak=3.49GB +ResCNN1D epoch 038/50 train_mse=0.029193 val_mse=0.176859 val_r2=0.7765 peak=3.49GB +ResCNN1D epoch 039/50 train_mse=0.028940 val_mse=0.173372 val_r2=0.7809 peak=3.49GB +ResCNN1D epoch 040/50 train_mse=0.028825 val_mse=0.177999 val_r2=0.7750 peak=3.49GB +ResCNN1D epoch 041/50 train_mse=0.026301 val_mse=0.176767 val_r2=0.7766 peak=3.49GB +ResCNN1D epoch 042/50 train_mse=0.025657 val_mse=0.173914 val_r2=0.7802 peak=3.49GB +ResCNN1D epoch 043/50 train_mse=0.025389 val_mse=0.175338 val_r2=0.7784 peak=3.49GB +ResCNN1D epoch 044/50 train_mse=0.025592 val_mse=0.175954 val_r2=0.7776 peak=3.49GB +ResCNN1D epoch 045/50 train_mse=0.025600 val_mse=0.175408 val_r2=0.7783 peak=3.49GB +ResCNN1D epoch 046/50 train_mse=0.024778 val_mse=0.176913 val_r2=0.7764 peak=3.49GB +ResCNN1D epoch 047/50 train_mse=0.025347 val_mse=0.180888 val_r2=0.7714 peak=3.49GB +ResCNN1D epoch 048/50 train_mse=0.024782 val_mse=0.176715 val_r2=0.7767 peak=3.49GB +ResCNN1D epoch 049/50 train_mse=0.025607 val_mse=0.173001 val_r2=0.7813 peak=3.49GB +ResCNN1D epoch 050/50 train_mse=0.025550 val_mse=0.173975 val_r2=0.7801 peak=3.49GB +UNet1D epoch 001/50 train_mse=0.239739 val_mse=0.214532 val_r2=0.7289 peak=3.03GB +UNet1D epoch 002/50 train_mse=0.211533 val_mse=0.226527 val_r2=0.7137 peak=3.03GB +UNet1D epoch 003/50 train_mse=0.184933 val_mse=0.235629 val_r2=0.7022 peak=3.03GB +UNet1D epoch 004/50 train_mse=0.147453 val_mse=0.256907 val_r2=0.6753 peak=3.03GB +UNet1D epoch 005/50 train_mse=0.121418 val_mse=0.266700 val_r2=0.6629 peak=3.03GB +UNet1D epoch 006/50 train_mse=0.106983 val_mse=0.279152 val_r2=0.6472 peak=3.03GB +UNet1D epoch 007/50 train_mse=0.095196 val_mse=0.291865 val_r2=0.6311 peak=3.03GB +UNet1D epoch 008/50 train_mse=0.088660 val_mse=0.274253 val_r2=0.6534 peak=3.03GB +UNet1D epoch 009/50 train_mse=0.081545 val_mse=0.284403 val_r2=0.6406 peak=3.03GB +UNet1D epoch 010/50 train_mse=0.077134 val_mse=0.284246 val_r2=0.6408 peak=3.03GB +UNet1D epoch 011/50 train_mse=0.072682 val_mse=0.278728 val_r2=0.6477 peak=3.03GB +UNet1D epoch 012/50 train_mse=0.070811 val_mse=0.276402 val_r2=0.6507 peak=3.03GB +UNet1D epoch 013/50 train_mse=0.067207 val_mse=0.293130 val_r2=0.6295 peak=3.03GB +UNet1D epoch 014/50 train_mse=0.065773 val_mse=0.274649 val_r2=0.6529 peak=3.03GB +UNet1D epoch 015/50 train_mse=0.063175 val_mse=0.282725 val_r2=0.6427 peak=3.03GB +UNet1D epoch 016/50 train_mse=0.061212 val_mse=0.281930 val_r2=0.6437 peak=3.03GB +UNet1D epoch 017/50 train_mse=0.059299 val_mse=0.282583 val_r2=0.6429 peak=3.03GB +UNet1D epoch 018/50 train_mse=0.057764 val_mse=0.292070 val_r2=0.6309 peak=3.03GB +UNet1D epoch 019/50 train_mse=0.056586 val_mse=0.282744 val_r2=0.6426 peak=3.03GB +UNet1D epoch 020/50 train_mse=0.055826 val_mse=0.286120 val_r2=0.6384 peak=3.03GB +UNet1D epoch 021/50 train_mse=0.047203 val_mse=0.285734 val_r2=0.6389 peak=3.03GB +UNet1D epoch 022/50 train_mse=0.045597 val_mse=0.284260 val_r2=0.6407 peak=3.03GB +UNet1D epoch 023/50 train_mse=0.044986 val_mse=0.288718 val_r2=0.6351 peak=3.03GB +UNet1D epoch 024/50 train_mse=0.044418 val_mse=0.286513 val_r2=0.6379 peak=3.03GB +UNet1D epoch 025/50 train_mse=0.043806 val_mse=0.287607 val_r2=0.6365 peak=3.03GB +UNet1D epoch 026/50 train_mse=0.042108 val_mse=0.296251 val_r2=0.6256 peak=3.03GB +UNet1D epoch 027/50 train_mse=0.043165 val_mse=0.294002 val_r2=0.6284 peak=3.03GB +UNet1D epoch 028/50 train_mse=0.042051 val_mse=0.291547 val_r2=0.6315 peak=3.03GB +UNet1D epoch 029/50 train_mse=0.041110 val_mse=0.291211 val_r2=0.6319 peak=3.03GB +UNet1D epoch 030/50 train_mse=0.040932 val_mse=0.287756 val_r2=0.6363 peak=3.03GB +UNet1D epoch 031/50 train_mse=0.041140 val_mse=0.292280 val_r2=0.6306 peak=3.03GB +UNet1D epoch 032/50 train_mse=0.040928 val_mse=0.288403 val_r2=0.6355 peak=3.03GB +UNet1D epoch 033/50 train_mse=0.040636 val_mse=0.286773 val_r2=0.6376 peak=3.03GB +UNet1D epoch 034/50 train_mse=0.040370 val_mse=0.293447 val_r2=0.6291 peak=3.03GB +UNet1D epoch 035/50 train_mse=0.039826 val_mse=0.296696 val_r2=0.6250 peak=3.03GB +UNet1D epoch 036/50 train_mse=0.039400 val_mse=0.288487 val_r2=0.6354 peak=3.03GB +UNet1D epoch 037/50 train_mse=0.039199 val_mse=0.290246 val_r2=0.6332 peak=3.03GB +UNet1D epoch 038/50 train_mse=0.038444 val_mse=0.295849 val_r2=0.6261 peak=3.03GB +UNet1D epoch 039/50 train_mse=0.039511 val_mse=0.292950 val_r2=0.6298 peak=3.03GB +UNet1D epoch 040/50 train_mse=0.038714 val_mse=0.289714 val_r2=0.6338 peak=3.03GB +UNet1D epoch 041/50 train_mse=0.033645 val_mse=0.298020 val_r2=0.6233 peak=3.03GB +UNet1D epoch 042/50 train_mse=0.033762 val_mse=0.300035 val_r2=0.6208 peak=3.03GB +UNet1D epoch 043/50 train_mse=0.033414 val_mse=0.296293 val_r2=0.6255 peak=3.03GB +UNet1D epoch 044/50 train_mse=0.033434 val_mse=0.296607 val_r2=0.6251 peak=3.03GB +UNet1D epoch 045/50 train_mse=0.032771 val_mse=0.301882 val_r2=0.6185 peak=3.03GB +UNet1D epoch 046/50 train_mse=0.032803 val_mse=0.291851 val_r2=0.6311 peak=3.03GB +UNet1D epoch 047/50 train_mse=0.032558 val_mse=0.299289 val_r2=0.6217 peak=3.03GB +UNet1D epoch 048/50 train_mse=0.033069 val_mse=0.295221 val_r2=0.6269 peak=3.03GB +UNet1D epoch 049/50 train_mse=0.031793 val_mse=0.298443 val_r2=0.6228 peak=3.03GB +UNet1D epoch 050/50 train_mse=0.032373 val_mse=0.295937 val_r2=0.6260 peak=3.03GB +Transformer epoch 001/50 train_mse=0.795168 val_mse=0.791456 val_r2=-0.0003 peak=2.51GB +Transformer epoch 002/50 train_mse=0.791684 val_mse=0.791334 val_r2=-0.0001 peak=2.51GB +Transformer epoch 003/50 train_mse=0.791530 val_mse=0.791342 val_r2=-0.0001 peak=2.51GB +Transformer epoch 004/50 train_mse=0.791510 val_mse=0.791307 val_r2=-0.0001 peak=2.51GB +Transformer epoch 005/50 train_mse=0.791514 val_mse=0.791262 val_r2=-0.0000 peak=2.51GB +Transformer epoch 006/50 train_mse=0.791497 val_mse=0.791689 val_r2=-0.0006 peak=2.51GB +Transformer epoch 007/50 train_mse=0.791481 val_mse=0.791814 val_r2=-0.0007 peak=2.51GB +Transformer epoch 008/50 train_mse=0.791476 val_mse=0.791300 val_r2=-0.0001 peak=2.51GB +Transformer epoch 009/50 train_mse=0.791474 val_mse=0.791241 val_r2=-0.0000 peak=2.51GB +Transformer epoch 010/50 train_mse=0.791470 val_mse=0.791250 val_r2=-0.0000 peak=2.51GB +Transformer epoch 011/50 train_mse=0.791470 val_mse=0.791283 val_r2=-0.0001 peak=2.51GB +Transformer epoch 012/50 train_mse=0.791475 val_mse=0.791284 val_r2=-0.0001 peak=2.51GB +Transformer epoch 013/50 train_mse=0.791466 val_mse=0.791243 val_r2=-0.0000 peak=2.51GB +Transformer epoch 014/50 train_mse=0.791475 val_mse=0.791225 val_r2=-0.0000 peak=2.51GB +Transformer epoch 015/50 train_mse=0.791479 val_mse=0.791386 val_r2=-0.0002 peak=2.51GB +Transformer epoch 016/50 train_mse=0.791474 val_mse=0.791352 val_r2=-0.0002 peak=2.51GB +Transformer epoch 017/50 train_mse=0.791471 val_mse=0.791276 val_r2=-0.0001 peak=2.51GB +Transformer epoch 018/50 train_mse=0.791466 val_mse=0.791266 val_r2=-0.0001 peak=2.51GB +Transformer epoch 019/50 train_mse=0.791469 val_mse=0.791297 val_r2=-0.0001 peak=2.51GB +Transformer epoch 020/50 train_mse=0.791466 val_mse=0.791262 val_r2=-0.0000 peak=2.51GB +Transformer epoch 021/50 train_mse=0.791459 val_mse=0.791277 val_r2=-0.0001 peak=2.51GB +Transformer epoch 022/50 train_mse=0.791459 val_mse=0.791232 val_r2=-0.0000 peak=2.51GB +Transformer epoch 023/50 train_mse=0.791461 val_mse=0.791250 val_r2=-0.0000 peak=2.51GB +Transformer epoch 024/50 train_mse=0.791460 val_mse=0.791279 val_r2=-0.0001 peak=2.51GB +Transformer epoch 025/50 train_mse=0.791459 val_mse=0.791242 val_r2=-0.0000 peak=2.51GB +Transformer epoch 026/50 train_mse=0.791459 val_mse=0.791268 val_r2=-0.0001 peak=2.51GB +Transformer epoch 027/50 train_mse=0.791459 val_mse=0.791246 val_r2=-0.0000 peak=2.51GB +Transformer epoch 028/50 train_mse=0.791459 val_mse=0.791233 val_r2=-0.0000 peak=2.51GB +Transformer epoch 029/50 train_mse=0.791460 val_mse=0.791261 val_r2=-0.0000 peak=2.51GB +Transformer epoch 030/50 train_mse=0.791460 val_mse=0.791228 val_r2=-0.0000 peak=2.51GB +Transformer epoch 031/50 train_mse=0.791458 val_mse=0.791255 val_r2=-0.0000 peak=2.51GB +Transformer epoch 032/50 train_mse=0.791461 val_mse=0.791255 val_r2=-0.0000 peak=2.51GB +Transformer epoch 033/50 train_mse=0.791460 val_mse=0.791234 val_r2=-0.0000 peak=2.51GB +Transformer epoch 034/50 train_mse=0.791462 val_mse=0.791265 val_r2=-0.0001 peak=2.51GB +Transformer epoch 035/50 train_mse=0.791460 val_mse=0.791239 val_r2=-0.0000 peak=2.51GB +Transformer epoch 036/50 train_mse=0.791460 val_mse=0.791254 val_r2=-0.0000 peak=2.51GB +Transformer epoch 037/50 train_mse=0.791459 val_mse=0.791247 val_r2=-0.0000 peak=2.51GB +Transformer epoch 038/50 train_mse=0.791459 val_mse=0.791251 val_r2=-0.0000 peak=2.51GB +Transformer epoch 039/50 train_mse=0.791461 val_mse=0.791262 val_r2=-0.0000 peak=2.51GB +Transformer epoch 040/50 train_mse=0.791461 val_mse=0.791262 val_r2=-0.0000 peak=2.51GB +Transformer epoch 041/50 train_mse=0.791455 val_mse=0.791249 val_r2=-0.0000 peak=2.51GB +Transformer epoch 042/50 train_mse=0.791455 val_mse=0.791254 val_r2=-0.0000 peak=2.51GB +Transformer epoch 043/50 train_mse=0.791455 val_mse=0.791297 val_r2=-0.0001 peak=2.51GB +Transformer epoch 044/50 train_mse=0.791456 val_mse=0.791259 val_r2=-0.0000 peak=2.51GB +Transformer epoch 045/50 train_mse=0.791456 val_mse=0.791236 val_r2=-0.0000 peak=2.51GB \ No newline at end of file diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu1_transformer_rerun_20260604_224843.log b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu1_transformer_rerun_20260604_224843.log new file mode 100644 index 0000000000000000000000000000000000000000..c81853cd072c50c92abc2df41df87ef03fb889c3 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/logs/o1_gpu1_transformer_rerun_20260604_224843.log @@ -0,0 +1,56 @@ +/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/scripts/baseline_models.py:225: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.norm_first was True + self.encoder = nn.TransformerEncoder(layer, num_layers=n_layers) +Train samples=136,800, Val=34,200, Test=27,018 +GM path: /data/home/jason/data/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5 +Building dir: /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno +Transformer epoch 001/50 train_mse=0.487353 val_mse=0.354366 val_r2=0.5521 peak=2.54GB +Transformer epoch 002/50 train_mse=0.203208 val_mse=0.077400 val_r2=0.9022 peak=2.54GB +Transformer epoch 003/50 train_mse=0.088314 val_mse=0.060544 val_r2=0.9235 peak=2.54GB +Transformer epoch 004/50 train_mse=0.068935 val_mse=0.049628 val_r2=0.9373 peak=2.54GB +Transformer epoch 005/50 train_mse=0.060136 val_mse=0.050520 val_r2=0.9362 peak=2.54GB +Transformer epoch 006/50 train_mse=0.053788 val_mse=0.043385 val_r2=0.9452 peak=2.54GB +Transformer epoch 007/50 train_mse=0.050089 val_mse=0.040144 val_r2=0.9493 peak=2.54GB +Transformer epoch 008/50 train_mse=0.048317 val_mse=0.037791 val_r2=0.9522 peak=2.54GB +Transformer epoch 009/50 train_mse=0.045371 val_mse=0.036166 val_r2=0.9543 peak=2.54GB +Transformer epoch 010/50 train_mse=0.042626 val_mse=0.034969 val_r2=0.9558 peak=2.54GB +Transformer epoch 011/50 train_mse=0.041674 val_mse=0.033746 val_r2=0.9574 peak=2.54GB +Transformer epoch 012/50 train_mse=0.039482 val_mse=0.032673 val_r2=0.9587 peak=2.54GB +Transformer epoch 013/50 train_mse=0.038545 val_mse=0.034781 val_r2=0.9560 peak=2.54GB +Transformer epoch 014/50 train_mse=0.037823 val_mse=0.032284 val_r2=0.9592 peak=2.54GB +Transformer epoch 015/50 train_mse=0.036089 val_mse=0.034009 val_r2=0.9570 peak=2.54GB +Transformer epoch 016/50 train_mse=0.035096 val_mse=0.031875 val_r2=0.9597 peak=2.54GB +Transformer epoch 017/50 train_mse=0.034933 val_mse=0.030239 val_r2=0.9618 peak=2.54GB +Transformer epoch 018/50 train_mse=0.033907 val_mse=0.031289 val_r2=0.9605 peak=2.54GB +Transformer epoch 019/50 train_mse=0.033246 val_mse=0.030087 val_r2=0.9620 peak=2.54GB +Transformer epoch 020/50 train_mse=0.032652 val_mse=0.027238 val_r2=0.9656 peak=2.54GB +Transformer epoch 021/50 train_mse=0.027630 val_mse=0.026280 val_r2=0.9668 peak=2.54GB +Transformer epoch 022/50 train_mse=0.027051 val_mse=0.025751 val_r2=0.9675 peak=2.54GB +Transformer epoch 023/50 train_mse=0.026689 val_mse=0.025408 val_r2=0.9679 peak=2.54GB +Transformer epoch 024/50 train_mse=0.026319 val_mse=0.025002 val_r2=0.9684 peak=2.54GB +Transformer epoch 025/50 train_mse=0.026028 val_mse=0.024969 val_r2=0.9684 peak=2.54GB +Transformer epoch 026/50 train_mse=0.025801 val_mse=0.025496 val_r2=0.9678 peak=2.54GB +Transformer epoch 027/50 train_mse=0.025596 val_mse=0.025054 val_r2=0.9683 peak=2.54GB +Transformer epoch 028/50 train_mse=0.025345 val_mse=0.024592 val_r2=0.9689 peak=2.54GB +Transformer epoch 029/50 train_mse=0.025148 val_mse=0.025787 val_r2=0.9674 peak=2.54GB +Transformer epoch 030/50 train_mse=0.025032 val_mse=0.025567 val_r2=0.9677 peak=2.54GB +Transformer epoch 031/50 train_mse=0.024820 val_mse=0.023949 val_r2=0.9697 peak=2.54GB +Transformer epoch 032/50 train_mse=0.024560 val_mse=0.024570 val_r2=0.9689 peak=2.54GB +Transformer epoch 033/50 train_mse=0.024384 val_mse=0.024887 val_r2=0.9685 peak=2.54GB +Transformer epoch 034/50 train_mse=0.024215 val_mse=0.024489 val_r2=0.9690 peak=2.54GB +Transformer epoch 035/50 train_mse=0.024170 val_mse=0.023148 val_r2=0.9707 peak=2.54GB +Transformer epoch 036/50 train_mse=0.023753 val_mse=0.024109 val_r2=0.9695 peak=2.54GB +Transformer epoch 037/50 train_mse=0.023686 val_mse=0.024587 val_r2=0.9689 peak=2.54GB +Transformer epoch 038/50 train_mse=0.023533 val_mse=0.023223 val_r2=0.9706 peak=2.54GB +Transformer epoch 039/50 train_mse=0.023366 val_mse=0.024622 val_r2=0.9689 peak=2.54GB +Transformer epoch 040/50 train_mse=0.023201 val_mse=0.023320 val_r2=0.9705 peak=2.54GB +Transformer epoch 041/50 train_mse=0.021118 val_mse=0.021924 val_r2=0.9723 peak=2.54GB +Transformer epoch 042/50 train_mse=0.020656 val_mse=0.022196 val_r2=0.9719 peak=2.54GB +Transformer epoch 043/50 train_mse=0.020601 val_mse=0.022267 val_r2=0.9719 peak=2.54GB +Transformer epoch 044/50 train_mse=0.020526 val_mse=0.022070 val_r2=0.9721 peak=2.54GB +Transformer epoch 045/50 train_mse=0.020385 val_mse=0.021797 val_r2=0.9725 peak=2.54GB +Transformer epoch 046/50 train_mse=0.020203 val_mse=0.022567 val_r2=0.9715 peak=2.54GB +Transformer epoch 047/50 train_mse=0.020253 val_mse=0.022116 val_r2=0.9720 peak=2.54GB +Transformer epoch 048/50 train_mse=0.020073 val_mse=0.021801 val_r2=0.9724 peak=2.54GB +Transformer epoch 049/50 train_mse=0.019995 val_mse=0.022298 val_r2=0.9718 peak=2.54GB +Transformer epoch 050/50 train_mse=0.020025 val_mse=0.022364 val_r2=0.9717 peak=2.54GB +Training summary saved to /data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/training_summary.json diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/monitors/o1_status_monitor.log b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/monitors/o1_status_monitor.log new file mode 100644 index 0000000000000000000000000000000000000000..aefc5a0e12ce593b9e0908833975c36273d0bae0 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/monitors/o1_status_monitor.log @@ -0,0 +1,24 @@ +===== 2026-06-04 16:47:41 HKT ===== +[BiLSTM training_log tail] +2,0.07820247465434828,0.2796470537201282,0.1557729295875594,0.9011912377009019,0.06474816788879752,0.254456612979104,0.1407365133292215,0.9181671082534892,0.05326596666151942,0.0003,393.2450256347656,552.4883005619049,15.61366891860962 +3,0.062326362649720544,0.24965248376437305,0.13602147245827242,0.921250692247271,0.04681216217933343,0.21636118454873884,0.10932230883741471,0.9408357838538273,0.037439060737486575,0.0003,130.40016174316406,551.8074929714203,15.61366891860962 +4,0.04088781967906692,0.20220736801379646,0.10259190409699379,0.9483382735082833,0.030837602496230812,0.17560638512375001,0.08693451443618269,0.9610254580310279,0.034270109928641344,0.0003,44.51044464111328,552.1496667861938,15.61366891860962 +BiLSTM nonfinite_report: none +[O1 baseline processes] +2670839 2670837 06:16:03 264 0.5 /data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_baselines.py --device cuda --batch_size 64 --epochs 50 --models MLP ResCNN1D UNet1D Transformer --base_data_dir /data/home/jason/data/SesimicTransformerData --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno --no_progress --log_interval 100 +2975011 2975009 40:17 171 1.2 /data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_baselines.py --device cuda --batch_size 64 --epochs 50 --models BiLSTM --base_data_dir /data/home/jason/data/SesimicTransformerData --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno --no_progress --log_interval 100 +[GPU summary] +0, NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 98 %, 20461 MiB, 97887 MiB, 80, 402.08 W +1, NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 56 %, 4859 MiB, 97887 MiB, 78, 465.30 W +[Recent O1 run files] +2026-06-04 10:34 113345561 6-code/O1-baseline-comparison/results/runs/MLP/checkpoints/MLP_best.pt +2026-06-04 12:06 11293 6-code/O1-baseline-comparison/results/runs/MLP/training_log.csv +2026-06-04 12:06 408 6-code/O1-baseline-comparison/results/runs/MLP/summary.json +2026-06-04 12:36 88398415 6-code/O1-baseline-comparison/results/runs/ResCNN1D/checkpoints/ResCNN1D_best.pt +2026-06-04 13:11 100940852 6-code/O1-baseline-comparison/results/runs/BiLSTM_nan_20260604_160510/checkpoints/BiLSTM_best.pt +2026-06-04 15:53 5697 6-code/O1-baseline-comparison/results/runs/BiLSTM_nan_20260604_160510/training_log.csv +2026-06-04 16:05 0 6-code/O1-baseline-comparison/results/runs/BiLSTM_starttest_20260604_160724/training_log.csv +2026-06-04 16:44 100940980 6-code/O1-baseline-comparison/results/runs/BiLSTM/checkpoints/BiLSTM_best.pt +2026-06-04 16:44 1104 6-code/O1-baseline-comparison/results/runs/BiLSTM/training_log.csv +2026-06-04 16:45 8374 6-code/O1-baseline-comparison/results/runs/ResCNN1D/training_log.csv + diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/monitors/o1_status_monitor.sh b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/monitors/o1_status_monitor.sh new file mode 100644 index 0000000000000000000000000000000000000000..df200b7470fdb803e999c90c5328a3f2fdd3e199 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/monitors/o1_status_monitor.sh @@ -0,0 +1,29 @@ +#!/usr/bin/env bash +set -uo pipefail +cd /data/home/jason/Seismic-FNO +OUT="6-code/O1-baseline-comparison/results/monitors/o1_status_monitor.log" +while true; do + { + echo "===== $(date '+%Y-%m-%d %H:%M:%S %Z') =====" + if [[ -f 6-code/O1-baseline-comparison/results/runs/BiLSTM/training_log.csv ]]; then + echo "[BiLSTM training_log tail]" + tail -n 3 6-code/O1-baseline-comparison/results/runs/BiLSTM/training_log.csv + else + echo "BiLSTM training_log.csv not found" + fi + if [[ -f 6-code/O1-baseline-comparison/results/runs/BiLSTM/nonfinite_report.json ]]; then + echo "[BiLSTM nonfinite_report]" + cat 6-code/O1-baseline-comparison/results/runs/BiLSTM/nonfinite_report.json + else + echo "BiLSTM nonfinite_report: none" + fi + echo "[O1 baseline processes]" + ps -eo pid,ppid,etime,pcpu,pmem,args --sort=-pcpu | grep -E 'O1-baseline-comparison/scripts/(train_baselines|train_fno_large_bs64|evaluate_baselines)\.py' | grep -v grep || true + echo "[GPU summary]" + nvidia-smi --query-gpu=index,name,utilization.gpu,memory.used,memory.total,temperature.gpu,power.draw --format=csv,noheader || true + echo "[Recent O1 run files]" + find 6-code/O1-baseline-comparison/results/runs -maxdepth 3 -type f \( -name 'training_log.csv' -o -name 'summary.json' -o -name '*_best.pt' -o -name 'nonfinite_report.json' \) -printf '%TY-%Tm-%Td %TH:%TM %s %p\n' | sort || true + echo + } >> "$OUT" 2>&1 + sleep 7200 +done diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.md b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.md new file mode 100644 index 0000000000000000000000000000000000000000..5381a6f260bc56ccca16d8cd05578ccb63c4d710 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.md @@ -0,0 +1,43 @@ +# O1 Baseline Comparison Report + +**Protocol.** Full-data O1 comparison on the canonical fixed split: 2,400 train GMs, 600 validation GMs, and 474 held-out test GMs. All models use batch size 64 and 50 epochs. Metrics below are from the fixed 474-GM test set. + +## Executive Summary + +- BiLSTM achieved the lowest test MSE (0.0099) and highest R2 (0.9872), but required the longest training time (7.51 h) and largest memory footprint (15.61 GB). +- The stabilized pre-norm Transformer ranked second in MSE (0.0214) with substantially lower memory than BiLSTM (2.54 GB). +- FNO-Large was resource efficient but underperformed BiLSTM/Transformer on this O1 fixed 474-GM test split (MSE 0.0449). +- The original Transformer run collapsed to a mean-prediction regime and was excluded after replacing it with a standard pre-norm Transformer and a lower learning rate. + +## Main Figures + +![Fixed 474-GM Test Accuracy](figures/fig1_test_accuracy.png) + +![Accuracy/resource tradeoffs](figures/fig2_tradeoff_bubbles.png) + +![Validation MSE curves](figures/fig3_training_curves.png) + +![Normalized accuracy/resource profile](figures/fig4_normalized_profile.png) + +![Result table](figures/fig5_results_table.png) + +## Test Results Table + +|Model|MSE ↓|R2 ↑|PFA RMSE ↓|Spec ↓|High-f ↓|Train h ↓|GPU GB ↓|Latency ms ↓| +|---|---|---|---|---|---|---|---|---| +|BiLSTM|0.0099|0.9872|0.0182|0.185|0.222|7.51|15.61|1.049| +|Transformer|0.0214|0.9725|0.0231|0.325|0.391|2.34|2.54|0.106| +|FNO-Large|0.0449|0.9423|0.0330|0.342|0.398|2.16|3.30|0.108| +|ResCNN1D|0.1481|0.8096|0.0547|0.484|0.534|6.29|3.49|0.607| +|UNet1D|0.2157|0.7227|0.1063|0.588|0.633|2.27|3.03|0.096| +|MLP|0.7420|0.0462|0.2464|1.255|1.091|1.59|0.24|0.075| + +## Interpretation + +BiLSTM is the strongest model in raw test accuracy, but this result comes with a clear compute cost: it used roughly 15.6 GB peak memory and 7.5 hours of training. Transformer is a strong second after pre-norm stabilization, with much better memory efficiency. FNO-Large remains competitive and efficient, but it does not dominate this particular full-data fixed-test protocol. This should be reported transparently, with additional OOD/classical-GM analysis used to assess whether FNO has advantages outside the i.i.d. split. + +## Artifacts + +- Metrics CSV: `../compiled/table4_metrics.csv` +- Training summary: `../compiled/training_runs.csv` +- Plotting summary: `o1_report_summary.csv` diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.pdf b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ee9c7fa9d55903a8752911b708767ed2b14f9e93 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fa741988ea251482c251f731f5f05946585f935ac9f6cdcbff66d0f74b7f5b2 +size 712304 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.tex b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.tex new file mode 100644 index 0000000000000000000000000000000000000000..93a709171a65f9cba072833574c6f14bdf7dacf0 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/O1_baseline_report.tex @@ -0,0 +1,65 @@ + +\documentclass[10pt]{article} +\usepackage[margin=0.75in]{geometry} +\usepackage{graphicx} +\usepackage{booktabs} +\usepackage{caption} +\usepackage{xcolor} +\usepackage{hyperref} +\usepackage{amsmath} +\title{O1 Baseline Comparison on the Fixed 474-GM Test Set} +\author{Seismic-FNO Internal Report} +\date{June 2026} +\begin{document} +\maketitle +\section*{Protocol} +Full-data O1 comparison on the canonical fixed split: 2,400 train ground motions, 600 validation ground motions, and 474 held-out test ground motions. All models use batch size 64 and 50 epochs. Reported metrics are measured on the fixed 474-GM test set. +\section*{Executive Summary} +\begin{itemize} + \item BiLSTM achieved the lowest test MSE (0.0099) and highest R2 (0.9872), but required the longest training time (7.51 h) and largest memory footprint (15.61 GB). + \item The stabilized pre-norm Transformer ranked second in MSE (0.0214) with substantially lower memory than BiLSTM (2.54 GB). + \item FNO-Large was resource efficient but underperformed BiLSTM/Transformer on this O1 fixed 474-GM test split (MSE 0.0449). + \item The original Transformer run collapsed to a mean-prediction regime and was excluded after replacing it with a standard pre-norm Transformer and a lower learning rate. + +\end{itemize} +\section*{Quantitative Results} +\begin{table}[h] +\centering +\small +\caption{Fixed 474-GM test accuracy and resource costs.} +\begin{tabular}{lrrrrrrrr} +\toprule +Model & MSE $\downarrow$ & $R^2$ $\uparrow$ & PFA RMSE $\downarrow$ & Spec $\downarrow$ & High-f $\downarrow$ & Train h $\downarrow$ & GPU GB $\downarrow$ & Lat. ms $\downarrow$ \\ +\midrule +BiLSTM & 0.0099 & 0.9872 & 0.0182 & 0.185 & 0.222 & 7.51 & 15.61 & 1.049 \\ +Transformer & 0.0214 & 0.9725 & 0.0231 & 0.325 & 0.391 & 2.34 & 2.54 & 0.106 \\ +FNO-Large & 0.0449 & 0.9423 & 0.0330 & 0.342 & 0.398 & 2.16 & 3.30 & 0.108 \\ +ResCNN1D & 0.1481 & 0.8096 & 0.0547 & 0.484 & 0.534 & 6.29 & 3.49 & 0.607 \\ +UNet1D & 0.2157 & 0.7227 & 0.1063 & 0.588 & 0.633 & 2.27 & 3.03 & 0.096 \\ +MLP & 0.7420 & 0.0462 & 0.2464 & 1.255 & 1.091 & 1.59 & 0.24 & 0.075 \\ +\bottomrule +\end{tabular} +\end{table} +\begin{figure}[h] +\centering +\includegraphics[width=0.98\linewidth]{figures/fig1_test_accuracy.pdf} +\caption{Main test-set accuracy metrics.} +\end{figure} +\begin{figure}[h] +\centering +\includegraphics[width=0.98\linewidth]{figures/fig2_tradeoff_bubbles.pdf} +\caption{Accuracy-resource tradeoffs. Bubble area scales with parameter count.} +\end{figure} +\begin{figure}[h] +\centering +\includegraphics[width=0.98\linewidth]{figures/fig3_training_curves.pdf} +\caption{Validation MSE curves with final test MSE markers.} +\end{figure} +\begin{figure}[h] +\centering +\includegraphics[width=0.98\linewidth]{figures/fig4_normalized_profile.pdf} +\caption{Normalized error and cost profile. Lower is better for all columns.} +\end{figure} +\section*{Interpretation} +BiLSTM is the strongest model in raw test accuracy, but it is also the most expensive model to train and deploy in memory. The stabilized pre-norm Transformer is a strong second and provides a better memory/latency tradeoff. FNO-Large remains competitive and resource efficient, but it does not dominate this particular in-distribution fixed-test protocol. OOD and classical-GM experiments should be used to assess whether FNO has advantages outside the i.i.d. split. +\end{document} diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/figures/fig1_test_accuracy.pdf b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/figures/fig1_test_accuracy.pdf new file mode 100644 index 0000000000000000000000000000000000000000..90273beeffd27af0a2123f978bcc198ec3f3da0a Binary files /dev/null and b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/figures/fig1_test_accuracy.pdf differ diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/figures/fig1_test_accuracy.png b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/report/figures/fig1_test_accuracy.png new file mode 100644 index 0000000000000000000000000000000000000000..09c57b31fca426523c6830a9430374f49cb46294 --- /dev/null +++ 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+ResCNN1D,/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/ResCNN1D/checkpoints/ResCNN1D_best.pt,7355137,7.355137,7355137,7.355137,7355137,0.1480968733036,0.3848335657184805,0.2179850999338596,0.8096269869021784,0.0029878849120218,0.0546615487524994,0.0411752145391326,0.8874384405566411,0.1482058847961555,0.4840071575438722,0.5338901208788509,0.6065387278795242,0.1459837291314495,6.285682277083397,3.494046688079834,7.355137,64,50,4,4,4,0.023560986186581173,0.23171613294815813,0.0021131441721504995 +UNet1D,/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/UNet1D/checkpoints/UNet1D_best.pt,7848321,7.848321,7848321,7.848321,7848321,0.2157477369024913,0.4644865303778908,0.2717088732294789,0.7226643221632085,0.0113087215985683,0.1063424731636818,0.0867897865332614,0.5739704252583557,0.2157875346922564,0.5880364352577403,0.6328961368359572,0.0958140939474105,0.2145316383596796,2.265448966821035,3.032552719116211,7.848321,64,50,5,5,5,0.09523398675593951,0.23830231131936183,0.001216098542811711 +MLP,/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/MLP/checkpoints/MLP_best.pt,9444352,9.444352,9444352,9.444352,9444352,0.7419893067526742,0.8613880117302969,0.5303239485549371,0.0462003899076466,0.0607077825787736,0.2463894936452722,0.2106523828826267,-1.2870233889936116,0.7421306194143092,1.255192926166751,1.0909596579435588,0.0749243423342704,0.7341581120553119,1.5860079570611318,0.2412929534912109,9.444352,64,50,6,6,6,0.467834542348437,0.19147011646707474,0.007831194697362265 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_evaluate_after_training.sh b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_evaluate_after_training.sh new file mode 100644 index 0000000000000000000000000000000000000000..8b58dfeb3153ccb82b5fb76c64f40a5e02947c6a --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_evaluate_after_training.sh @@ -0,0 +1,17 @@ +#!/usr/bin/env bash +set -euo pipefail +cd /data/home/jason/Seismic-FNO +export PYTHONDONTWRITEBYTECODE=1 +GPU0_PID=$(cat 6-code/O1-baseline-comparison/results/pids/o1_gpu0_bilstm.pid) +GPU1_PID=$(cat 6-code/O1-baseline-comparison/results/pids/o1_gpu1_baselines_then_fno.pid) +while kill -0 "$GPU0_PID" 2>/dev/null || kill -0 "$GPU1_PID" 2>/dev/null; do + sleep 300 +done +export CUDA_VISIBLE_DEVICES=1 +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/evaluate_baselines.py \ + --device cuda \ + --batch_size 64 \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --fno_checkpoint 6-code/O1-baseline-comparison/results/runs/FNO-Large-bs64/checkpoints/FNO-Large-bs64_best.pt +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/collect_o1_results.py diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_fno_then_evaluate_after_reruns.sh b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_fno_then_evaluate_after_reruns.sh new file mode 100644 index 0000000000000000000000000000000000000000..a29e5989ef243394e0a86842c6130f03787b1fe5 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_fno_then_evaluate_after_reruns.sh @@ -0,0 +1,32 @@ +#!/usr/bin/env bash +set -euo pipefail +cd /data/home/jason/Seismic-FNO +export PYTHONDONTWRITEBYTECODE=1 + +BILSTM_PID=$(cat 6-code/O1-baseline-comparison/results/pids/o1_gpu0_bilstm_rerun.pid) +TRANSFORMER_PID=$(cat 6-code/O1-baseline-comparison/results/pids/o1_gpu1_transformer_rerun.pid) + +while kill -0 "$BILSTM_PID" 2>/dev/null || kill -0 "$TRANSFORMER_PID" 2>/dev/null; do + sleep 300 +done + +export CUDA_VISIBLE_DEVICES=1 +FNO_CKPT=6-code/O1-baseline-comparison/results/runs/FNO-Large-bs64/checkpoints/FNO-Large-bs64_best.pt +if [[ ! -f "$FNO_CKPT" ]]; then + /data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_fno_large_bs64.py \ + --device cuda \ + --batch_size 64 \ + --epochs 50 \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --no_progress \ + --log_interval 100 +fi + +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/evaluate_baselines.py \ + --device cuda \ + --batch_size 64 \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --fno_checkpoint "$FNO_CKPT" +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/collect_o1_results.py diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu0_bilstm.sh b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu0_bilstm.sh new file mode 100644 index 0000000000000000000000000000000000000000..b57df5958f1bbe2d7dd1162a1aebfbbb5a97c1d0 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu0_bilstm.sh @@ -0,0 +1,14 @@ +#!/usr/bin/env bash +set -euo pipefail +cd /data/home/jason/Seismic-FNO +export PYTHONDONTWRITEBYTECODE=1 +export CUDA_VISIBLE_DEVICES=0 +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_baselines.py \ + --device cuda \ + --batch_size 64 \ + --epochs 50 \ + --models BiLSTM \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --no_progress \ + --log_interval 100 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu1_baselines_then_fno.sh b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu1_baselines_then_fno.sh new file mode 100644 index 0000000000000000000000000000000000000000..6a4b73db55216235b1e5491f6ed2bda8fca5404e --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu1_baselines_then_fno.sh @@ -0,0 +1,22 @@ +#!/usr/bin/env bash +set -euo pipefail +cd /data/home/jason/Seismic-FNO +export PYTHONDONTWRITEBYTECODE=1 +export CUDA_VISIBLE_DEVICES=1 +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_baselines.py \ + --device cuda \ + --batch_size 64 \ + --epochs 50 \ + --models MLP ResCNN1D UNet1D Transformer \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --no_progress \ + --log_interval 100 +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_fno_large_bs64.py \ + --device cuda \ + --batch_size 64 \ + --epochs 50 \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --no_progress \ + --log_interval 100 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu1_transformer_rerun.sh b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu1_transformer_rerun.sh new file mode 100644 index 0000000000000000000000000000000000000000..1cb59b85515099c6a8870ea2e454b0b42055e19a --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/run_scripts/run_gpu1_transformer_rerun.sh @@ -0,0 +1,16 @@ +#!/usr/bin/env bash +set -euo pipefail +cd /data/home/jason/Seismic-FNO +export PYTHONDONTWRITEBYTECODE=1 +export CUDA_VISIBLE_DEVICES=1 +/data/home/jason/miniconda3/envs/sefno/bin/python 6-code/O1-baseline-comparison/scripts/train_baselines.py \ + --device cuda \ + --batch_size 64 \ + --epochs 50 \ + --models Transformer \ + --transformer_lr 0.0003 \ + --grad_clip 1.0 \ + --base_data_dir /data/home/jason/data/SesimicTransformerData \ + --building_dir /data/home/jason/data/SesimicTransformerData/MDOF/knet-250/Data/fno \ + --no_progress \ + --log_interval 100 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/checkpoints/BiLSTM_best.pt b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/checkpoints/BiLSTM_best.pt new file mode 100644 index 0000000000000000000000000000000000000000..f5c1124252e0b6079ac87b25fa37441a9f3616d5 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/checkpoints/BiLSTM_best.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4de6f5eb8d10c37f688d085fd4201a9b53c8abd5ce5417d52bb07c8f0cedcfbe +size 100940980 diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/config.json b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/config.json new file mode 100644 index 0000000000000000000000000000000000000000..68e958aec30e7b963fe061a25602e8123e230853 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/config.json @@ -0,0 +1,21 @@ +{ + "model": "BiLSTM", + "seed": 42, + "epochs": 50, + "batch_size": 64, + "lr": 0.0003, + "base_lr": 0.001, + "bilstm_lr": 0.0003, + "weight_decay": 0.0001, + "scheduler_step": 20, + "scheduler_gamma": 0.5, + "grad_clip": 1.0, + "split": "fixed_474_test_full_57_factors", + "params": { + "numel": 8410113, + "numel_m": 8.410113, + "real_params": 8410113, + "real_params_m": 8.410113, + "trainable": 8410113 + } +} \ No newline at end of file diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/summary.json b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4988c9465d69f780fc6ee98d3202627be0bb9a94 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/summary.json @@ -0,0 +1,14 @@ +{ + "model": "BiLSTM", + "best_val_mse": 0.010168918287935313, + "train_time_s": 27026.021858215332, + "peak_gpu_gb": 15.61366891860962, + "best_checkpoint": "/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/BiLSTM/checkpoints/BiLSTM_best.pt", + "params": { + "numel": 8410113, + "numel_m": 8.410113, + "real_params": 8410113, + "real_params_m": 8.410113, + "trainable": 8410113 + } +} \ No newline at end of file diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/training_log.csv b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/training_log.csv new file mode 100644 index 0000000000000000000000000000000000000000..8c8b4a39d3d868b30cda857d0bac0a55f0eb4d45 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/runs/BiLSTM/training_log.csv @@ -0,0 +1,51 @@ +epoch,train_mse,train_rmse,train_mae,train_r2,val_mse,val_rmse,val_mae,val_r2,val_pfa_rmse_g,lr,train_max_grad_norm,epoch_s,gpu_peak_gb +1,0.17207485024138036,0.41481905723023427,0.23663428507249026,0.7825835685561484,0.08557287870827242,0.29252842376130295,0.16889224710267423,0.891847501665249,0.062053152707117434,0.0003,87.55697631835938,553.1554102897644,15.61366891860962 +2,0.07820247465434828,0.2796470537201282,0.1557729295875594,0.9011912377009019,0.06474816788879752,0.254456612979104,0.1407365133292215,0.9181671082534892,0.05326596666151942,0.0003,393.2450256347656,552.4883005619049,15.61366891860962 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2.5364460945129395, + "best_checkpoint": "/data/home/jason/Seismic-FNO/6-code/O1-baseline-comparison/results/runs/Transformer/checkpoints/Transformer_best.pt", + "params": { + "numel": 7957775, + "numel_m": 7.957775, + "real_params": 7957775, + "real_params_m": 7.957775, + "trainable": 7957775 + } + } +] \ No newline at end of file diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/smoke_training_time_estimate.md b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/smoke_training_time_estimate.md new file mode 100644 index 0000000000000000000000000000000000000000..39cbf4cd0cfd81c4b54a6962bc999e0ca6793ae6 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/smoke_training_time_estimate.md @@ -0,0 +1,41 @@ +# O1 Smoke Training Time Estimate + +**Date**: 2026-06-03 +**Run**: `smoke_runs_bs64_e1` +**Protocol**: 1 full epoch per model using real HDF5 dataloader, full 57-factor train split, full validation split, `batch_size=64`. + +## Dataset + +| Split | Samples | +|---|---:| +| Train | 136,800 | +| Validation | 34,200 | +| Test | 27,018 | + +## 1-Epoch Smoke Results + +The wall time below includes one full train pass and one full validation pass. + +| Model | 1 epoch time | Estimated 50 epochs | Peak GPU | Val MSE after 1 epoch | Val R2 after 1 epoch | +|---|---:|---:|---:|---:|---:| +| MLP | 2.74 min | 2.29 h | 0.24 GB | 0.720850 | 0.0889 | +| BiLSTM | 30.52 min | 25.44 h | 15.61 GB | 0.041925 | 0.9470 | +| ResCNN1D | 10.72 min | 8.93 h | 3.49 GB | 0.193820 | 0.7550 | +| UNet1D | 4.02 min | 3.35 h | 3.03 GB | 0.212997 | 0.7308 | +| Transformer | 3.97 min | 3.31 h | 2.51 GB | 0.791506 | -0.0004 | + +## Sequential Runtime Estimate + +If trained sequentially for 50 epochs each: + +```text +MLP + BiLSTM + ResCNN1D + UNet1D + Transformer ≈ 43.3 hours +``` + +## Interpretation + +1. `BiLSTM` is both the VRAM and runtime bottleneck. It fits at `batch_size=64`, but costs about 25.4 hours for 50 epochs. +2. `Transformer` trains quickly but learns almost nothing after 1 epoch. That is not a failure yet; it needs more epochs to judge. +3. `BiLSTM` obtains surprisingly strong validation performance after only 1 epoch. This should be watched carefully: if it remains strong, the paper story should honestly emphasize where FNO differentiates, likely spectral/PFA/generalization/data-efficiency rather than only in-distribution MSE. +4. The formal O1 comparison can be completed in about two days of sequential GPU time, assuming no interruptions. + diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/vram_preflight.csv b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/vram_preflight.csv new file mode 100644 index 0000000000000000000000000000000000000000..73ff5ca0a4c93f52380067adb9dfae13824c0e78 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/vram_preflight.csv @@ -0,0 +1,26 @@ +model,batch_size,status,peak_allocated_gb,peak_reserved_gb,elapsed_s,error +MLP,16,ok,0.2391343116760254,0.248046875,0.14127683639526367, +MLP,32,ok,0.2398538589477539,0.25,0.003276824951171875, +MLP,64,ok,0.24129295349121094,0.25390625,0.003129243850708008, +MLP,128,ok,0.24476242065429688,0.255859375,0.0034661293029785156, +MLP,256,ok,0.24992752075195312,0.275390625,0.003544330596923828, +BiLSTM,16,ok,4.0055036544799805,5.03125,0.5601649284362793, +BiLSTM,32,ok,7.8556318283081055,9.796875,0.5847892761230469, +BiLSTM,64,ok,15.551007270812988,19.328125,0.698096513748169, +BiLSTM,128,over_budget,30.947137355804443,38.3828125,6.000626087188721, +BiLSTM,256,over_budget,61.735249042510986,76.490234375,68.99366521835327, +ResCNN1D,16,ok,0.9329490661621094,1.12109375,0.27100443840026855, +ResCNN1D,32,ok,1.775461196899414,2.083984375,0.060662269592285156, +ResCNN1D,64,ok,3.4392457008361816,4.029296875,0.21281814575195312, +ResCNN1D,128,ok,6.754430770874023,7.890625,0.07721924781799316, +ResCNN1D,256,ok,13.34626579284668,15.576171875,0.09250998497009277, +UNet1D,16,ok,0.816157341003418,1.01171875,0.09145236015319824, +UNet1D,32,ok,1.539754867553711,1.873046875,0.0642244815826416, +UNet1D,64,ok,2.9748482704162598,3.599609375,0.07455897331237793, +UNet1D,128,ok,5.8002705574035645,6.40625,0.11712288856506348, +UNet1D,256,ok,11.492866516113281,12.599609375,0.10171270370483398, +Transformer,16,ok,0.6805477142333984,0.8828125,0.08107638359069824, +Transformer,32,ok,1.297255516052246,1.4921875,0.056415557861328125, +Transformer,64,ok,2.4530344009399414,2.689453125,0.0643620491027832, +Transformer,128,ok,4.820744514465332,5.07421875,0.07218194007873535, +Transformer,256,ok,9.491848945617676,9.62109375,0.09280109405517578, diff --git a/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/vram_preflight_summary.md b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/vram_preflight_summary.md new file mode 100644 index 0000000000000000000000000000000000000000..653e21e3146fe90d056d191cc58983f8eb78bec6 --- /dev/null +++ b/experiments/O1_baseline/2026-06-09_xgb2_full_bs64/artifact/vram_preflight_summary.md @@ -0,0 +1,33 @@ +# O1 KR1 VRAM Preflight Summary + +**Date**: 2026-06-03 +**GPU**: NVIDIA GeForce RTX 5090 +**Dedicated CUDA memory**: 31.84 GB +**Safety budget**: 90% = 28.66 GB +**Probe**: one forward + backward + optimizer step per model and batch size +**Raw CSV**: `vram_preflight.csv` + +## Result + +Recommended unified batch size for O1 full-data training: + +```text +batch_size = 64 +``` + +Reason: `BiLSTM` is the limiting model. It fits comfortably at batch size 64 with 15.55 GB peak allocated memory, but batch size 128 reaches 30.95 GB peak allocated memory, exceeding the 90% dedicated-memory safety budget. + +## Peak Allocated CUDA Memory + +| Model | bs=16 | bs=32 | bs=64 | bs=128 | bs=256 | Max safe batch | +|---|---:|---:|---:|---:|---:|---:| +| MLP | 0.24 GB | 0.24 GB | 0.24 GB | 0.24 GB | 0.25 GB | 256 | +| BiLSTM | 4.01 GB | 7.86 GB | 15.55 GB | 30.95 GB | 61.74 GB | 64 | +| ResCNN1D | 0.93 GB | 1.78 GB | 3.44 GB | 6.75 GB | 13.35 GB | 256 | +| UNet1D | 0.82 GB | 1.54 GB | 2.97 GB | 5.80 GB | 11.49 GB | 256 | +| Transformer | 0.68 GB | 1.30 GB | 2.45 GB | 4.82 GB | 9.49 GB | 256 | + +## Training Decision + +Use a unified batch size of 64 for formal O1 training unless the advisor approves an exception. 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