sync-o4-multistructure-artifacts
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/F10_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/F2_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/F6_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/FW10_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/FW14_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/FW17_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/o4_all_structures_loss_mse_r2.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/o4_multistructure_summary.csv +7 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/o4_multistructure_table.md +8 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/manifest.json +303 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/checkpoints/FNO-Large_F10_best.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/checkpoints/FNO-Large_F10_last.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/config.json +39 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/figures/training_curves.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/summary.json +31 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/test_metrics.json +11 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/training_console.log +59 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/training_log.csv +51 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/checkpoints/FNO-Large_F2_best.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/config.json +38 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/figures/training_curves.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/summary.json +30 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/test_metrics.json +11 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/training_console.log +59 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/training_log.csv +51 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/checkpoints/FNO-Large_F6_best.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/config.json +38 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/figures/training_curves.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/summary.json +30 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/test_metrics.json +11 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/training_console.log +59 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/training_log.csv +51 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/checkpoints/FNO-Large_FW10_best.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/checkpoints/FNO-Large_FW10_last.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/config.json +39 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/figures/training_curves.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/summary.json +31 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/test_metrics.json +11 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/training_console.log +59 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/training_log.csv +51 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/checkpoints/FNO-Large_FW14_best.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/checkpoints/FNO-Large_FW14_last.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/config.json +39 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/figures/training_curves.png +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/summary.json +31 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/test_metrics.json +11 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/training_console.log +59 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/training_log.csv +51 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW17/checkpoints/FNO-Large_FW17_best.pt +3 -0
- experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW17/checkpoints/FNO-Large_FW17_last.pt +3 -0
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/F10_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/F2_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/F6_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/FW10_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/FW14_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/FW17_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/figures/o4_all_structures_loss_mse_r2.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/o4_multistructure_summary.csv
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
structure_id,paper_label,type,stories,height_m,best_epoch,best_val_mse,test_mse,test_rmse,test_mae,test_r2,test_pfa_rmse_g,test_pfa_mae_g,test_pfa_r2,train_time_s,peak_gpu_gb,best_checkpoint
|
| 2 |
+
F10,F-10,Frame,10,30.0,21,0.03787037669042398,0.03887844388463247,0.19717617473881693,0.10648435254197819,0.9107025584794832,0.02833294825816016,0.017657553102167278,0.9294390389629217,6138.487524032593,48.92295026779175,6-code/O4-multi-structure/results/runs/F10/checkpoints/FNO-Large_F10_best.pt
|
| 3 |
+
F2,F-2,Frame,2,6.0,23,0.06123424075596978,0.06046682950178276,0.2459000396538861,0.13110206544402497,0.9258022313488555,0.035490483706719915,0.024128364011214022,0.9532259579571681,6222.4764013290405,48.92295026779175,6-code/O4-multi-structure/results/runs/F2/checkpoints/FNO-Large_F2_best.pt
|
| 4 |
+
F6,F-6,Frame,6,18.0,18,0.08191882447002924,0.0809582824413354,0.284531689696131,0.14647662572945197,0.8959311439625479,0.03922811006924195,0.02590803249714085,0.9420276358304328,6330.268574476242,48.92295026779175,6-code/O4-multi-structure/results/runs/F6/checkpoints/FNO-Large_F6_best.pt
|
| 5 |
+
FW10,FW-10,Frame-shear wall,10,30.0,14,0.16215763401559455,0.16460282246249414,0.40571273391710805,0.22392429718921952,0.8635933451923309,0.07340783589426282,0.04851515808997796,0.9342427538878497,6145.706531047821,48.92295026779175,6-code/O4-multi-structure/results/runs/FW10/checkpoints/FNO-Large_FW10_best.pt
|
| 6 |
+
FW14,FW-14,Frame-shear wall,14,42.0,21,0.09519179459064328,0.09851593632794187,0.3138724841841697,0.17464705551237447,0.8919759333579776,0.05489374480232132,0.03660711224492645,0.945430314880422,6144.4424703121185,48.92295026779175,6-code/O4-multi-structure/results/runs/FW14/checkpoints/FNO-Large_FW14_best.pt
|
| 7 |
+
FW17,FW-17,Frame-shear wall,17,52.0,14,0.08998355514437134,0.09324670339372518,0.30536323189559866,0.1713729751153552,0.8888083122887416,0.05656909196588892,0.03799631385766513,0.9342176556661884,6426.595253705978,48.92295026779175,6-code/O4-multi-structure/results/runs/FW17/checkpoints/FNO-Large_FW17_best.pt
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/evidence/compiled/o4_multistructure_table.md
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
| Structure | Type | Stories | Test R2 | Test RMSE | PFA RMSE (g) | Peak GPU (GB) |
|
| 2 |
+
|---|---|---:|---:|---:|---:|---:|
|
| 3 |
+
| F-10 | Frame | 10 | 0.9107 | 0.197176 | 0.0283 | 48.92 |
|
| 4 |
+
| F-2 | Frame | 2 | 0.9258 | 0.245900 | 0.0355 | 48.92 |
|
| 5 |
+
| F-6 | Frame | 6 | 0.8959 | 0.284532 | 0.0392 | 48.92 |
|
| 6 |
+
| FW-10 | Frame-shear wall | 10 | 0.8636 | 0.405713 | 0.0734 | 48.92 |
|
| 7 |
+
| FW-14 | Frame-shear wall | 14 | 0.8920 | 0.313872 | 0.0549 | 48.92 |
|
| 8 |
+
| FW-17 | Frame-shear wall | 17 | 0.8888 | 0.305363 | 0.0566 | 48.92 |
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/manifest.json
ADDED
|
@@ -0,0 +1,303 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"objective": "O4_multi_structure",
|
| 3 |
+
"run_id": "2026-06-09_xgb1_fno_large_6struct",
|
| 4 |
+
"server": "XG-Boost-1",
|
| 5 |
+
"repo": "HKUJasonJiang/Seismic-FNO",
|
| 6 |
+
"branch": "sync/xgb1-o4",
|
| 7 |
+
"commit": "1911060",
|
| 8 |
+
"hf_repo": "JasonXF/SeFNO",
|
| 9 |
+
"path_in_repo": "experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct",
|
| 10 |
+
"status": "complete",
|
| 11 |
+
"structures": [
|
| 12 |
+
"F-2",
|
| 13 |
+
"F-6",
|
| 14 |
+
"F-10",
|
| 15 |
+
"FW-10",
|
| 16 |
+
"FW-14",
|
| 17 |
+
"FW-17"
|
| 18 |
+
],
|
| 19 |
+
"created_at": "2026-06-09T06:52:26Z",
|
| 20 |
+
"notes": "Final six-structure FNO-Large O4 artifacts. Smoke/debug runs are intentionally excluded.",
|
| 21 |
+
"artifacts": [
|
| 22 |
+
{
|
| 23 |
+
"path": "evidence/compiled/figures/F10_loss_mse_r2.png",
|
| 24 |
+
"size_bytes": 115823,
|
| 25 |
+
"sha256": "9d6fbd1f7d77712c73e2d0fec5b44c7d6b47e9ac0971aa372c9174168f66d81f"
|
| 26 |
+
},
|
| 27 |
+
{
|
| 28 |
+
"path": "evidence/compiled/figures/F2_loss_mse_r2.png",
|
| 29 |
+
"size_bytes": 111053,
|
| 30 |
+
"sha256": "2d47ac78f42fcf69927012d6ab2881bb92759575189a0131dd665c98f1766c19"
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"path": "evidence/compiled/figures/F6_loss_mse_r2.png",
|
| 34 |
+
"size_bytes": 116125,
|
| 35 |
+
"sha256": "06f93c990f379bf13ebebe8405b7a9f562e2406220ac9c185f530b362d2072f9"
|
| 36 |
+
},
|
| 37 |
+
{
|
| 38 |
+
"path": "evidence/compiled/figures/FW10_loss_mse_r2.png",
|
| 39 |
+
"size_bytes": 104612,
|
| 40 |
+
"sha256": "dac645e7f547351420dffdfbe313d25ba84858feb0319cca0fd4b45196d7677b"
|
| 41 |
+
},
|
| 42 |
+
{
|
| 43 |
+
"path": "evidence/compiled/figures/FW14_loss_mse_r2.png",
|
| 44 |
+
"size_bytes": 120820,
|
| 45 |
+
"sha256": "5a31b3d35dfa740e71e9d2b04138999d92b917bfa5916aeb87485bcd0a3f2e1f"
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"path": "evidence/compiled/figures/FW17_loss_mse_r2.png",
|
| 49 |
+
"size_bytes": 117118,
|
| 50 |
+
"sha256": "14245e5723c92dd26d3a7665ab3a753e531483118b08a15ed6ae0e8641ec60f6"
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"path": "evidence/compiled/figures/o4_all_structures_loss_mse_r2.png",
|
| 54 |
+
"size_bytes": 634891,
|
| 55 |
+
"sha256": "682c5a8fa87c319e8f1a7d56d6bc0fd0e1256bad4e4d391b888188423b164361"
|
| 56 |
+
},
|
| 57 |
+
{
|
| 58 |
+
"path": "evidence/compiled/o4_multistructure_summary.csv",
|
| 59 |
+
"size_bytes": 2012,
|
| 60 |
+
"sha256": "d85afc98288b6b85e24680ca076aa082aaa8c95bfd103aba5509ebc054cf9921"
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"path": "evidence/compiled/o4_multistructure_table.md",
|
| 64 |
+
"size_bytes": 505,
|
| 65 |
+
"sha256": "776adb6de5b60c8e76c4cbb5e92735565aeae1f3efca4df8e9161d7a295d4715"
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"path": "runs/F10/checkpoints/FNO-Large_F10_best.pt",
|
| 69 |
+
"size_bytes": 203221345,
|
| 70 |
+
"sha256": "94e9c77259911303d3589718cf0e3b197d332fb544c0225b788ac98f236fcf9d"
|
| 71 |
+
},
|
| 72 |
+
{
|
| 73 |
+
"path": "runs/F10/checkpoints/FNO-Large_F10_last.pt",
|
| 74 |
+
"size_bytes": 203221345,
|
| 75 |
+
"sha256": "35518f6347c35f1501858ef9cede95f64fe942dabfd29c9e2f7426d7bb19f3b2"
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"path": "runs/F10/config.json",
|
| 79 |
+
"size_bytes": 1306,
|
| 80 |
+
"sha256": "a6af94bd1508a093005e9ef0e3e9f0d84118426e93fa71146f4271686d6e93e6"
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"path": "runs/F10/figures/training_curves.png",
|
| 84 |
+
"size_bytes": 94702,
|
| 85 |
+
"sha256": "b3f419e47ed9cc143ea34891345943418e55cb514f4cc9c98c7546254a995633"
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"path": "runs/F10/summary.json",
|
| 89 |
+
"size_bytes": 1292,
|
| 90 |
+
"sha256": "760604c06cd644ebaaa6cbcee463b6af27b0403583f3781ae8c199960a1d083a"
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"path": "runs/F10/test_metrics.json",
|
| 94 |
+
"size_bytes": 297,
|
| 95 |
+
"sha256": "105bea5954b9a748907490f891c294c55b2d5a0b3634b94bc2684f49a933eaca"
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"path": "runs/F10/training_console.log",
|
| 99 |
+
"size_bytes": 6901,
|
| 100 |
+
"sha256": "972c4ffcc6aa1286f31c75c6362e6bc3cce75d9371551457204b478a98d0e62a"
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"path": "runs/F10/training_log.csv",
|
| 104 |
+
"size_bytes": 8751,
|
| 105 |
+
"sha256": "4ea3629cc539fa5cf8258fca0c37dba7a5a14a3c34765d5319532572842d5272"
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"path": "runs/F2/checkpoints/FNO-Large_F2_best.pt",
|
| 109 |
+
"size_bytes": 203220731,
|
| 110 |
+
"sha256": "b3612427c51d15cb99346389bd880196cd73aba60494ac398e7a6fbd3ef91569"
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"path": "runs/F2/config.json",
|
| 114 |
+
"size_bytes": 1191,
|
| 115 |
+
"sha256": "f6a17eaf365106872ae4d470db23458955868fbb95e6118b988dd30401cee86d"
|
| 116 |
+
},
|
| 117 |
+
{
|
| 118 |
+
"path": "runs/F2/figures/training_curves.png",
|
| 119 |
+
"size_bytes": 87057,
|
| 120 |
+
"sha256": "989c8ed1576343e599f7a2558196372e8f1cfb4751652d8bee720ae137e1b9fe"
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"path": "runs/F2/summary.json",
|
| 124 |
+
"size_bytes": 1181,
|
| 125 |
+
"sha256": "c49e9001bc07a48f3a4f042ed4e2b3d2eb83d540f4771089a5e17bea8c70be20"
|
| 126 |
+
},
|
| 127 |
+
{
|
| 128 |
+
"path": "runs/F2/test_metrics.json",
|
| 129 |
+
"size_bytes": 297,
|
| 130 |
+
"sha256": "9244cae6a19af7166c7cd4b341ce171d2766d792dc164c79f32743869ddce57b"
|
| 131 |
+
},
|
| 132 |
+
{
|
| 133 |
+
"path": "runs/F2/training_console.log",
|
| 134 |
+
"size_bytes": 6844,
|
| 135 |
+
"sha256": "ca6140aaf4bf198675b48fdbf1a7b1a571ddb8e2dc25af90f809124cd010e697"
|
| 136 |
+
},
|
| 137 |
+
{
|
| 138 |
+
"path": "runs/F2/training_log.csv",
|
| 139 |
+
"size_bytes": 8685,
|
| 140 |
+
"sha256": "136b48a237a43ae3f77d964f8c1009b0c0d19d9c8ae0d7885ad556aef86337e6"
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"path": "runs/F6/checkpoints/FNO-Large_F6_best.pt",
|
| 144 |
+
"size_bytes": 203220731,
|
| 145 |
+
"sha256": "9e08fb918af436ff37f8dc5da6056e60f737877ec6df7c982df3c1c9004b0bda"
|
| 146 |
+
},
|
| 147 |
+
{
|
| 148 |
+
"path": "runs/F6/config.json",
|
| 149 |
+
"size_bytes": 1194,
|
| 150 |
+
"sha256": "45b745ea9dcf3ec00d73de19ed4501aaa5368cab7c371d91270eabc5f887f803"
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"path": "runs/F6/figures/training_curves.png",
|
| 154 |
+
"size_bytes": 92235,
|
| 155 |
+
"sha256": "669d5a786549611ce52f76b3356cd97efa410eefe71fe533aa02ff2665f4a663"
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"path": "runs/F6/summary.json",
|
| 159 |
+
"size_bytes": 1176,
|
| 160 |
+
"sha256": "896f226d09e40d79dd97155cc4ef22ba5341e127f1202c6f2fc7f8e218f4fa17"
|
| 161 |
+
},
|
| 162 |
+
{
|
| 163 |
+
"path": "runs/F6/test_metrics.json",
|
| 164 |
+
"size_bytes": 293,
|
| 165 |
+
"sha256": "e181b2bd0fbcbe4357268ea631293d20315f2585b4b0dd047840e914fed79df2"
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"path": "runs/F6/training_console.log",
|
| 169 |
+
"size_bytes": 6845,
|
| 170 |
+
"sha256": "7d77f05e7402bef46485b7a2beb9a7ab035e9faa5391bd2860a0b52d9d5a1f48"
|
| 171 |
+
},
|
| 172 |
+
{
|
| 173 |
+
"path": "runs/F6/training_log.csv",
|
| 174 |
+
"size_bytes": 8665,
|
| 175 |
+
"sha256": "bec26b7a261cc5ad1ab1eab8bcc5e2c99a54c04d9ae1dbb4720ffded9e1c69dd"
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"path": "runs/FW10/checkpoints/FNO-Large_FW10_best.pt",
|
| 179 |
+
"size_bytes": 203221703,
|
| 180 |
+
"sha256": "a2226ee611d5259e105bb83ff3f8a52fd6454e09bbc90c46958763b59dd3889b"
|
| 181 |
+
},
|
| 182 |
+
{
|
| 183 |
+
"path": "runs/FW10/checkpoints/FNO-Large_FW10_last.pt",
|
| 184 |
+
"size_bytes": 203221703,
|
| 185 |
+
"sha256": "bfc2709a341b98cca922f808b8d07efdc6771b2dc120bba82bd15a06ca75d842"
|
| 186 |
+
},
|
| 187 |
+
{
|
| 188 |
+
"path": "runs/FW10/config.json",
|
| 189 |
+
"size_bytes": 1325,
|
| 190 |
+
"sha256": "ac4475ad6a91b414fca55ed99ca3b1b0a2c7974b7308e0fe824866ec502ca860"
|
| 191 |
+
},
|
| 192 |
+
{
|
| 193 |
+
"path": "runs/FW10/figures/training_curves.png",
|
| 194 |
+
"size_bytes": 89945,
|
| 195 |
+
"sha256": "74db6cf61b711c60566aaf7ddba759540eb499a3cd980ce504e3ed45fbadde26"
|
| 196 |
+
},
|
| 197 |
+
{
|
| 198 |
+
"path": "runs/FW10/summary.json",
|
| 199 |
+
"size_bytes": 1311,
|
| 200 |
+
"sha256": "119a54f46720d80e8e13d23bc22bd31f20fedf577b773c9ef0776778316503a5"
|
| 201 |
+
},
|
| 202 |
+
{
|
| 203 |
+
"path": "runs/FW10/test_metrics.json",
|
| 204 |
+
"size_bytes": 295,
|
| 205 |
+
"sha256": "e359adac036beb31aaeb52dc06c491124fb69221baac9313059142ac3b5da15e"
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"path": "runs/FW10/training_console.log",
|
| 209 |
+
"size_bytes": 6956,
|
| 210 |
+
"sha256": "7cc336335a222a0330bc430a6fba6426484ca0c796242d20d3dbbabd48811ee9"
|
| 211 |
+
},
|
| 212 |
+
{
|
| 213 |
+
"path": "runs/FW10/training_log.csv",
|
| 214 |
+
"size_bytes": 8587,
|
| 215 |
+
"sha256": "11f4a79508b86f9fd307c0e7e19bea999eb91bfa802f8c304ea1f5bd1e70c335"
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"path": "runs/FW14/checkpoints/FNO-Large_FW14_best.pt",
|
| 219 |
+
"size_bytes": 203221703,
|
| 220 |
+
"sha256": "9452b2ccd88e4557684da6357941e4ab5885b4bc611ad2f7e5d65023719fe3a0"
|
| 221 |
+
},
|
| 222 |
+
{
|
| 223 |
+
"path": "runs/FW14/checkpoints/FNO-Large_FW14_last.pt",
|
| 224 |
+
"size_bytes": 203221703,
|
| 225 |
+
"sha256": "2f4b634a8a0b8bb8602b8881135638dc48751f450e48e8de668051684c02baed"
|
| 226 |
+
},
|
| 227 |
+
{
|
| 228 |
+
"path": "runs/FW14/config.json",
|
| 229 |
+
"size_bytes": 1325,
|
| 230 |
+
"sha256": "c58a6223234322890fb4ff53ec0e6f0c9859564a42f4502ce374b4942da0ab6d"
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"path": "runs/FW14/figures/training_curves.png",
|
| 234 |
+
"size_bytes": 91333,
|
| 235 |
+
"sha256": "c5af2ca4e23c2c15f39fd631a8081f68994a40a7c91dc80fc67dc49361ecce2a"
|
| 236 |
+
},
|
| 237 |
+
{
|
| 238 |
+
"path": "runs/FW14/summary.json",
|
| 239 |
+
"size_bytes": 1310,
|
| 240 |
+
"sha256": "6a37ecab01f152451fca6048594574017400a9f57285aed8092405415517bc91"
|
| 241 |
+
},
|
| 242 |
+
{
|
| 243 |
+
"path": "runs/FW14/test_metrics.json",
|
| 244 |
+
"size_bytes": 293,
|
| 245 |
+
"sha256": "633aef3be725edbce3d85763703938305d21b3189fb834a02c8843dc18850197"
|
| 246 |
+
},
|
| 247 |
+
{
|
| 248 |
+
"path": "runs/FW14/training_console.log",
|
| 249 |
+
"size_bytes": 6956,
|
| 250 |
+
"sha256": "fd1ee10581d1a88f4212c5920045c4e6ecabb8f9cabcda6564a325fd5cbfff95"
|
| 251 |
+
},
|
| 252 |
+
{
|
| 253 |
+
"path": "runs/FW14/training_log.csv",
|
| 254 |
+
"size_bytes": 8650,
|
| 255 |
+
"sha256": "02a86a4a07940b33f9bd521449d9d34d422fb36067874c34963b356d4218c887"
|
| 256 |
+
},
|
| 257 |
+
{
|
| 258 |
+
"path": "runs/FW17/checkpoints/FNO-Large_FW17_best.pt",
|
| 259 |
+
"size_bytes": 203221703,
|
| 260 |
+
"sha256": "48bc3c6229c6a5257c63c4aed7f949578db4dcc23ef3ed0d6a2531084ce0b96a"
|
| 261 |
+
},
|
| 262 |
+
{
|
| 263 |
+
"path": "runs/FW17/checkpoints/FNO-Large_FW17_last.pt",
|
| 264 |
+
"size_bytes": 203221703,
|
| 265 |
+
"sha256": "f7dc0911872ff94250543921838980da107111acb642a616c352006eb0a2469b"
|
| 266 |
+
},
|
| 267 |
+
{
|
| 268 |
+
"path": "runs/FW17/config.json",
|
| 269 |
+
"size_bytes": 1325,
|
| 270 |
+
"sha256": "31f089683b46d0c5811b61bdea90fc5e45a19f59a227b6ac7f810d62e395f7dd"
|
| 271 |
+
},
|
| 272 |
+
{
|
| 273 |
+
"path": "runs/FW17/figures/training_curves.png",
|
| 274 |
+
"size_bytes": 98919,
|
| 275 |
+
"sha256": "3e19a9cb0ecac28865309bc686963812408021c969f3ae635eb84459cf739b02"
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"path": "runs/FW17/summary.json",
|
| 279 |
+
"size_bytes": 1312,
|
| 280 |
+
"sha256": "f882f36d09bcbb0e451ea8941600f03f052cbeeb4a9a72d89a32bc7448699e87"
|
| 281 |
+
},
|
| 282 |
+
{
|
| 283 |
+
"path": "runs/FW17/test_metrics.json",
|
| 284 |
+
"size_bytes": 295,
|
| 285 |
+
"sha256": "eee10fc924cc86e4945bda40f0ad167f7cd26601c04acea45b53a2c5fb004848"
|
| 286 |
+
},
|
| 287 |
+
{
|
| 288 |
+
"path": "runs/FW17/training_console.log",
|
| 289 |
+
"size_bytes": 6956,
|
| 290 |
+
"sha256": "44aef204627509377d30d560debb88bb679a65eb935bbaf617fffffbbfc2325d"
|
| 291 |
+
},
|
| 292 |
+
{
|
| 293 |
+
"path": "runs/FW17/training_log.csv",
|
| 294 |
+
"size_bytes": 8633,
|
| 295 |
+
"sha256": "6e9831c38fb1f1b59d9f5990308c9a4a10d536ae47c37236aa7ec21644e7eba3"
|
| 296 |
+
},
|
| 297 |
+
{
|
| 298 |
+
"path": "runs/o4_training_summary.json",
|
| 299 |
+
"size_bytes": 1378,
|
| 300 |
+
"sha256": "3c5029721d7a0c44d6d2d0e3bcfa76190a412b7ff7ee28173bad3907c423c95d"
|
| 301 |
+
}
|
| 302 |
+
]
|
| 303 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/checkpoints/FNO-Large_F10_best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:94e9c77259911303d3589718cf0e3b197d332fb544c0225b788ac98f236fcf9d
|
| 3 |
+
size 203221345
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/checkpoints/FNO-Large_F10_last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:35518f6347c35f1501858ef9cede95f64fe942dabfd29c9e2f7426d7bb19f3b2
|
| 3 |
+
size 203221345
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"objective": "O4-multi-structure",
|
| 3 |
+
"structure_id": "F10",
|
| 4 |
+
"structure": {
|
| 5 |
+
"paper_label": "F-10",
|
| 6 |
+
"type": "Frame",
|
| 7 |
+
"stories": 10,
|
| 8 |
+
"height_m": 30.0,
|
| 9 |
+
"filename": "Blg_F10_30m_IM7_st0.h5"
|
| 10 |
+
},
|
| 11 |
+
"gm_path": "/home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5",
|
| 12 |
+
"building_h5": "/home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F10_30m_IM7_st0.h5",
|
| 13 |
+
"seed": 42,
|
| 14 |
+
"epochs": 50,
|
| 15 |
+
"batch_size": 1024,
|
| 16 |
+
"lr": 0.001,
|
| 17 |
+
"weight_decay": 0.0001,
|
| 18 |
+
"scheduler_step": 20,
|
| 19 |
+
"scheduler_gamma": 0.5,
|
| 20 |
+
"split": "fixed_474_test_full_57_factors",
|
| 21 |
+
"architecture": {
|
| 22 |
+
"n_modes": 512,
|
| 23 |
+
"hidden_channels": 64,
|
| 24 |
+
"n_layers": 8,
|
| 25 |
+
"domain_padding": 0.1,
|
| 26 |
+
"projection_channel_ratio": 2
|
| 27 |
+
},
|
| 28 |
+
"params": {
|
| 29 |
+
"total": 8505793,
|
| 30 |
+
"trainable": 8505793
|
| 31 |
+
},
|
| 32 |
+
"artifacts": {
|
| 33 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/F10/training_log.csv",
|
| 34 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/F10/training_console.log",
|
| 35 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/F10/figures/training_curves.png",
|
| 36 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/F10/test_metrics.json",
|
| 37 |
+
"last_checkpoint": "6-code/O4-multi-structure/results/runs/F10/checkpoints/FNO-Large_F10_last.pt"
|
| 38 |
+
}
|
| 39 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/figures/training_curves.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/summary.json
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"structure_id": "F10",
|
| 3 |
+
"paper_label": "F-10",
|
| 4 |
+
"type": "Frame",
|
| 5 |
+
"stories": 10,
|
| 6 |
+
"height_m": 30.0,
|
| 7 |
+
"best_val_mse": 0.03787037669042398,
|
| 8 |
+
"best_epoch": 21,
|
| 9 |
+
"test_mse": 0.03887844388463247,
|
| 10 |
+
"test_pfa_mse_g2": 0.0008027559569995809,
|
| 11 |
+
"test_metrics": {
|
| 12 |
+
"mse": 0.03887844388463247,
|
| 13 |
+
"rmse": 0.19717617473881693,
|
| 14 |
+
"mae": 0.10648435254197819,
|
| 15 |
+
"r2": 0.9107025584794832,
|
| 16 |
+
"pfa_mse_g2": 0.0008027559569995809,
|
| 17 |
+
"pfa_rmse_g": 0.02833294825816016,
|
| 18 |
+
"pfa_mae_g": 0.017657553102167278,
|
| 19 |
+
"pfa_r2": 0.9294390389629217,
|
| 20 |
+
"loss": 0.03885475932447999
|
| 21 |
+
},
|
| 22 |
+
"train_time_s": 6138.487524032593,
|
| 23 |
+
"peak_gpu_gb": 48.92295026779175,
|
| 24 |
+
"best_checkpoint": "6-code/O4-multi-structure/results/runs/F10/checkpoints/FNO-Large_F10_best.pt",
|
| 25 |
+
"last_checkpoint": "6-code/O4-multi-structure/results/runs/F10/checkpoints/FNO-Large_F10_last.pt",
|
| 26 |
+
"config": "6-code/O4-multi-structure/results/runs/F10/config.json",
|
| 27 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/F10/training_log.csv",
|
| 28 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/F10/training_console.log",
|
| 29 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/F10/figures/training_curves.png",
|
| 30 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/F10/test_metrics.json"
|
| 31 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/test_metrics.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mse": 0.03887844388463247,
|
| 3 |
+
"rmse": 0.19717617473881693,
|
| 4 |
+
"mae": 0.10648435254197819,
|
| 5 |
+
"r2": 0.9107025584794832,
|
| 6 |
+
"pfa_mse_g2": 0.0008027559569995809,
|
| 7 |
+
"pfa_rmse_g": 0.02833294825816016,
|
| 8 |
+
"pfa_mae_g": 0.017657553102167278,
|
| 9 |
+
"pfa_r2": 0.9294390389629217,
|
| 10 |
+
"loss": 0.03885475932447999
|
| 11 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/training_console.log
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
=== O4 F10 / F-10 ===
|
| 3 |
+
Building: /home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F10_30m_IM7_st0.h5
|
| 4 |
+
GM: /home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5
|
| 5 |
+
Train=136,800, Val=34,200, Test=27,018
|
| 6 |
+
Parameters: total=8,505,793, trainable=8,505,793
|
| 7 |
+
CSV log: 6-code/O4-multi-structure/results/runs/F10/training_log.csv
|
| 8 |
+
Curve PNG: 6-code/O4-multi-structure/results/runs/F10/figures/training_curves.png
|
| 9 |
+
F10 epoch 001/50 train_loss=0.160423 val_loss=0.071328 train_mse=0.160700 val_mse=0.071142 val_pfa_mse=0.002416g^2 peak=48.92GB
|
| 10 |
+
F10 epoch 002/50 train_loss=0.056692 val_loss=0.057786 train_mse=0.056705 val_mse=0.057609 val_pfa_mse=0.001525g^2 peak=48.92GB
|
| 11 |
+
F10 epoch 003/50 train_loss=0.044741 val_loss=0.051788 train_mse=0.044752 val_mse=0.051630 val_pfa_mse=0.001284g^2 peak=48.92GB
|
| 12 |
+
F10 epoch 004/50 train_loss=0.036809 val_loss=0.047195 train_mse=0.036814 val_mse=0.047061 val_pfa_mse=0.001134g^2 peak=48.92GB
|
| 13 |
+
F10 epoch 005/50 train_loss=0.031534 val_loss=0.044551 train_mse=0.031543 val_mse=0.044414 val_pfa_mse=0.001120g^2 peak=48.92GB
|
| 14 |
+
F10 epoch 006/50 train_loss=0.027891 val_loss=0.043320 train_mse=0.027892 val_mse=0.043182 val_pfa_mse=0.001071g^2 peak=48.92GB
|
| 15 |
+
F10 epoch 007/50 train_loss=0.025460 val_loss=0.041624 train_mse=0.025463 val_mse=0.041503 val_pfa_mse=0.001152g^2 peak=48.92GB
|
| 16 |
+
F10 epoch 008/50 train_loss=0.023260 val_loss=0.041823 train_mse=0.023265 val_mse=0.041695 val_pfa_mse=0.001009g^2 peak=48.92GB
|
| 17 |
+
F10 epoch 009/50 train_loss=0.021994 val_loss=0.040652 train_mse=0.022000 val_mse=0.040514 val_pfa_mse=0.000854g^2 peak=48.92GB
|
| 18 |
+
F10 epoch 010/50 train_loss=0.020623 val_loss=0.039961 train_mse=0.020625 val_mse=0.039843 val_pfa_mse=0.000872g^2 peak=48.92GB
|
| 19 |
+
F10 epoch 011/50 train_loss=0.019756 val_loss=0.039291 train_mse=0.019762 val_mse=0.039174 val_pfa_mse=0.000930g^2 peak=48.92GB
|
| 20 |
+
F10 epoch 012/50 train_loss=0.018596 val_loss=0.039223 train_mse=0.018597 val_mse=0.039116 val_pfa_mse=0.000928g^2 peak=48.92GB
|
| 21 |
+
F10 epoch 013/50 train_loss=0.018252 val_loss=0.039407 train_mse=0.018249 val_mse=0.039291 val_pfa_mse=0.000921g^2 peak=48.92GB
|
| 22 |
+
F10 epoch 014/50 train_loss=0.017148 val_loss=0.038985 train_mse=0.017147 val_mse=0.038876 val_pfa_mse=0.000905g^2 peak=48.92GB
|
| 23 |
+
F10 epoch 015/50 train_loss=0.016709 val_loss=0.039133 train_mse=0.016707 val_mse=0.039034 val_pfa_mse=0.000846g^2 peak=48.92GB
|
| 24 |
+
F10 epoch 016/50 train_loss=0.016141 val_loss=0.038418 train_mse=0.016143 val_mse=0.038310 val_pfa_mse=0.000829g^2 peak=48.92GB
|
| 25 |
+
F10 epoch 017/50 train_loss=0.015695 val_loss=0.038522 train_mse=0.015693 val_mse=0.038419 val_pfa_mse=0.000948g^2 peak=48.92GB
|
| 26 |
+
F10 epoch 018/50 train_loss=0.015054 val_loss=0.038600 train_mse=0.015052 val_mse=0.038486 val_pfa_mse=0.000856g^2 peak=48.92GB
|
| 27 |
+
F10 epoch 019/50 train_loss=0.014765 val_loss=0.038288 train_mse=0.014766 val_mse=0.038188 val_pfa_mse=0.000901g^2 peak=48.92GB
|
| 28 |
+
F10 epoch 020/50 train_loss=0.014416 val_loss=0.038760 train_mse=0.014409 val_mse=0.038665 val_pfa_mse=0.000836g^2 peak=48.92GB
|
| 29 |
+
F10 epoch 021/50 train_loss=0.013081 val_loss=0.037971 train_mse=0.013082 val_mse=0.037870 val_pfa_mse=0.000831g^2 peak=48.92GB
|
| 30 |
+
F10 epoch 022/50 train_loss=0.012724 val_loss=0.038091 train_mse=0.012722 val_mse=0.038000 val_pfa_mse=0.000869g^2 peak=48.92GB
|
| 31 |
+
F10 epoch 023/50 train_loss=0.012512 val_loss=0.038145 train_mse=0.012511 val_mse=0.038057 val_pfa_mse=0.000822g^2 peak=48.92GB
|
| 32 |
+
F10 epoch 024/50 train_loss=0.012367 val_loss=0.038414 train_mse=0.012368 val_mse=0.038326 val_pfa_mse=0.000831g^2 peak=48.92GB
|
| 33 |
+
F10 epoch 025/50 train_loss=0.012339 val_loss=0.038308 train_mse=0.012339 val_mse=0.038204 val_pfa_mse=0.000819g^2 peak=48.92GB
|
| 34 |
+
F10 epoch 026/50 train_loss=0.012158 val_loss=0.038621 train_mse=0.012157 val_mse=0.038527 val_pfa_mse=0.000884g^2 peak=48.92GB
|
| 35 |
+
F10 epoch 027/50 train_loss=0.011984 val_loss=0.038348 train_mse=0.011982 val_mse=0.038262 val_pfa_mse=0.000818g^2 peak=48.92GB
|
| 36 |
+
F10 epoch 028/50 train_loss=0.011824 val_loss=0.038670 train_mse=0.011821 val_mse=0.038578 val_pfa_mse=0.000805g^2 peak=48.92GB
|
| 37 |
+
F10 epoch 029/50 train_loss=0.011793 val_loss=0.038721 train_mse=0.011792 val_mse=0.038627 val_pfa_mse=0.000824g^2 peak=48.92GB
|
| 38 |
+
F10 epoch 030/50 train_loss=0.011646 val_loss=0.038349 train_mse=0.011648 val_mse=0.038253 val_pfa_mse=0.000860g^2 peak=48.92GB
|
| 39 |
+
F10 epoch 031/50 train_loss=0.011445 val_loss=0.038355 train_mse=0.011445 val_mse=0.038262 val_pfa_mse=0.000827g^2 peak=48.92GB
|
| 40 |
+
F10 epoch 032/50 train_loss=0.011297 val_loss=0.038487 train_mse=0.011293 val_mse=0.038402 val_pfa_mse=0.000801g^2 peak=48.92GB
|
| 41 |
+
F10 epoch 033/50 train_loss=0.011191 val_loss=0.038406 train_mse=0.011189 val_mse=0.038311 val_pfa_mse=0.000811g^2 peak=48.92GB
|
| 42 |
+
F10 epoch 034/50 train_loss=0.011236 val_loss=0.038727 train_mse=0.011236 val_mse=0.038636 val_pfa_mse=0.000797g^2 peak=48.92GB
|
| 43 |
+
F10 epoch 035/50 train_loss=0.010924 val_loss=0.039010 train_mse=0.010922 val_mse=0.038917 val_pfa_mse=0.000815g^2 peak=48.92GB
|
| 44 |
+
F10 epoch 036/50 train_loss=0.010979 val_loss=0.038827 train_mse=0.010979 val_mse=0.038735 val_pfa_mse=0.000805g^2 peak=48.92GB
|
| 45 |
+
F10 epoch 037/50 train_loss=0.010774 val_loss=0.038596 train_mse=0.010770 val_mse=0.038499 val_pfa_mse=0.000822g^2 peak=48.92GB
|
| 46 |
+
F10 epoch 038/50 train_loss=0.010575 val_loss=0.038617 train_mse=0.010574 val_mse=0.038529 val_pfa_mse=0.000835g^2 peak=48.92GB
|
| 47 |
+
F10 epoch 039/50 train_loss=0.010618 val_loss=0.038874 train_mse=0.010619 val_mse=0.038785 val_pfa_mse=0.000793g^2 peak=48.92GB
|
| 48 |
+
F10 epoch 040/50 train_loss=0.010406 val_loss=0.038997 train_mse=0.010407 val_mse=0.038898 val_pfa_mse=0.000789g^2 peak=48.92GB
|
| 49 |
+
F10 epoch 041/50 train_loss=0.009792 val_loss=0.038787 train_mse=0.009792 val_mse=0.038693 val_pfa_mse=0.000795g^2 peak=48.92GB
|
| 50 |
+
F10 epoch 042/50 train_loss=0.009580 val_loss=0.038625 train_mse=0.009582 val_mse=0.038534 val_pfa_mse=0.000823g^2 peak=48.92GB
|
| 51 |
+
F10 epoch 043/50 train_loss=0.009525 val_loss=0.038993 train_mse=0.009525 val_mse=0.038893 val_pfa_mse=0.000791g^2 peak=48.92GB
|
| 52 |
+
F10 epoch 044/50 train_loss=0.009474 val_loss=0.038910 train_mse=0.009473 val_mse=0.038818 val_pfa_mse=0.000805g^2 peak=48.92GB
|
| 53 |
+
F10 epoch 045/50 train_loss=0.009462 val_loss=0.039168 train_mse=0.009456 val_mse=0.039071 val_pfa_mse=0.000797g^2 peak=48.92GB
|
| 54 |
+
F10 epoch 046/50 train_loss=0.009402 val_loss=0.039095 train_mse=0.009402 val_mse=0.038999 val_pfa_mse=0.000802g^2 peak=48.92GB
|
| 55 |
+
F10 epoch 047/50 train_loss=0.009344 val_loss=0.039023 train_mse=0.009345 val_mse=0.038929 val_pfa_mse=0.000810g^2 peak=48.92GB
|
| 56 |
+
F10 epoch 048/50 train_loss=0.009310 val_loss=0.038946 train_mse=0.009308 val_mse=0.038846 val_pfa_mse=0.000821g^2 peak=48.92GB
|
| 57 |
+
F10 epoch 049/50 train_loss=0.009313 val_loss=0.039170 train_mse=0.009311 val_mse=0.039072 val_pfa_mse=0.000803g^2 peak=48.92GB
|
| 58 |
+
F10 epoch 050/50 train_loss=0.009208 val_loss=0.039281 train_mse=0.009209 val_mse=0.039193 val_pfa_mse=0.000797g^2 peak=48.92GB
|
| 59 |
+
F10 final test: test_mse=0.038878 test_pfa_mse=0.000803g^2 best_epoch=21
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F10/training_log.csv
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
epoch,train_loss,train_mse,train_pfa_mse_g2,val_loss,val_mse,val_pfa_mse_g2,lr,epoch_s,gpu_peak_gb
|
| 2 |
+
1,0.16042262571516322,0.16070008943256578,0.01256494875191248,0.07132842358859147,0.07114183174951268,0.002416411861341599,0.001,122.59761190414429,48.92295026779175
|
| 3 |
+
2,0.05669244367684891,0.056705384533382065,0.0018136932330521925,0.057785526794545794,0.0576085638249269,0.001524556036929638,0.001,122.09854888916016,48.92295026779175
|
| 4 |
+
3,0.044741259164997,0.044752245408442984,0.0013037835580040837,0.051787733045570994,0.05162991540265595,0.0012837324801244234,0.001,122.24280405044556,48.92295026779175
|
| 5 |
+
4,0.036809366835809466,0.03681437734146564,0.0010964456231099123,0.04719535809229402,0.04706087285270468,0.0011342457572967686,0.001,121.86707043647766,48.92295026779175
|
| 6 |
+
5,0.031534439800724165,0.03154254545869883,0.0010033937295277913,0.044551359927829576,0.04441381186799464,0.0011199055080525358,0.001,121.81878757476807,48.92295026779175
|
| 7 |
+
6,0.02789113541314406,0.02789242251271625,0.0009355898802740532,0.043319545247975516,0.04318188958181043,0.001071489465515516,0.001,121.95325708389282,48.92295026779175
|
| 8 |
+
7,0.025460036443685417,0.025463116738243176,0.000888750336584989,0.04162353715475868,0.04150304108796296,0.0011522919044160006,0.001,121.94337487220764,48.92295026779175
|
| 9 |
+
8,0.023260047992886,0.023264787469161184,0.0008392986589879321,0.041822988156448394,0.041695368847465886,0.0010089931632691657,0.001,122.08033752441406,48.92295026779175
|
| 10 |
+
9,0.021993992391473323,0.022000388055098685,0.0008192290544335605,0.04065204269307501,0.04051427772447612,0.0008541139437441241,0.001,121.97152042388916,48.92295026779175
|
| 11 |
+
10,0.02062343322296641,0.020624827169377438,0.0007878971912446078,0.03996091714019284,0.03984346475999025,0.0008716411849385814,0.001,121.88844060897827,48.92295026779175
|
| 12 |
+
11,0.01975597371694757,0.01976173573038499,0.0007725691054648126,0.03929073429282974,0.039174051458942497,0.000929712998675324,0.001,121.84307670593262,48.92295026779175
|
| 13 |
+
12,0.018595751930973424,0.018596569038971125,0.0007455516388716056,0.03922260749865981,0.03911581852308723,0.0009275910328006186,0.001,122.02254271507263,48.92295026779175
|
| 14 |
+
13,0.0182515659522432,0.01824862540737695,0.0007487521732324048,0.039407429504482186,0.03929133101851852,0.0009213855592479482,0.001,121.78085327148438,48.92295026779175
|
| 15 |
+
14,0.017147640266747616,0.01714729527404666,0.0007167484728913559,0.0389848447897855,0.03887621695297271,0.000905049956507153,0.001,121.76171898841858,48.92295026779175
|
| 16 |
+
15,0.01670890664959799,0.01670736303377802,0.00070412662032752,0.039132766206474864,0.039033714173672025,0.000845652111963919,0.001,121.86209511756897,48.92295026779175
|
| 17 |
+
16,0.016141115771189554,0.016143104930974355,0.0006915454612227909,0.03841815352001611,0.03830954404239766,0.0008287804883125929,0.001,121.84091019630432,48.92295026779175
|
| 18 |
+
17,0.015694737316234345,0.015693288150660942,0.0006853313126454227,0.038521660820526236,0.03841876720882066,0.0009482067527129636,0.001,121.83603715896606,48.92295026779175
|
| 19 |
+
18,0.015054479783484296,0.015051531813474659,0.0006726302986430843,0.038600125678760165,0.03848632652595029,0.0008559146187981667,0.001,121.95491909980774,48.92295026779175
|
| 20 |
+
19,0.014765345046658124,0.014766393248202973,0.0006635002229820218,0.03828758094459772,0.03818833508467349,0.000901295635958164,0.001,121.9797568321228,48.92295026779175
|
| 21 |
+
20,0.014416257843875619,0.014409179378160027,0.0006557076372075499,0.03875980816562386,0.03866473467196638,0.0008362175201811986,0.0005,121.925856590271,48.92295026779175
|
| 22 |
+
21,0.013081312005811217,0.01308184669777199,0.0006283336384385301,0.037971173467881536,0.03787037669042398,0.000831466328505187,0.0005,122.03773069381714,48.92295026779175
|
| 23 |
+
22,0.012723995289250986,0.012722203466701694,0.0006207216393790747,0.038091272444409484,0.03800037615740741,0.0008693556888410222,0.0005,121.95302772521973,48.92295026779175
|
| 24 |
+
23,0.012511727615579296,0.0125110406672606,0.0006140749712000813,0.03814535588026047,0.03805710610075536,0.0008217995766310664,0.0005,121.9053726196289,48.92295026779175
|
| 25 |
+
24,0.012366980119650043,0.012368115710282651,0.0006098293955301681,0.03841434046626091,0.03832582084551657,0.0008305903084096852,0.0005,122.03064370155334,48.92295026779175
|
| 26 |
+
25,0.01233864870311609,0.012338852077432079,0.000608921247964714,0.03830760558519293,0.03820357140137671,0.0008192543467583015,0.0005,121.92859148979187,48.92295026779175
|
| 27 |
+
26,0.012157666997344637,0.012157390864857455,0.0006044501613019503,0.03862126741339179,0.03852748606542398,0.0008837869083672239,0.0005,121.89669752120972,48.92295026779175
|
| 28 |
+
27,0.011983673143853893,0.01198195677997076,0.0006000378486095814,0.038348266526180154,0.038261542321515594,0.0008176378862202516,0.0005,122.1174590587616,48.92295026779175
|
| 29 |
+
28,0.011824326798208613,0.011820852055540327,0.0005941774269119341,0.03867014744045103,0.038578401254873294,0.0008046296047188385,0.0005,122.13888835906982,48.92295026779175
|
| 30 |
+
29,0.011793414804973264,0.01179232820209704,0.0005943378392193053,0.03872107741806437,0.038626918859649126,0.0008240147597259945,0.0005,121.89753103256226,48.92295026779175
|
| 31 |
+
30,0.011645955527062291,0.011648070351524428,0.0005883431137261683,0.038349276682471525,0.0382525229958577,0.0008597172801083292,0.0005,122.0257248878479,48.92295026779175
|
| 32 |
+
31,0.011444956543785868,0.011444756577995553,0.0005832956862031368,0.03835504502058029,0.038261998126827484,0.0008268670328179298,0.0005,121.94622588157654,48.92295026779175
|
| 33 |
+
32,0.011296598351935841,0.011292990246748598,0.0005792886055788101,0.038486535715706205,0.038402356999269006,0.0008009735298784155,0.0005,121.94365096092224,48.92295026779175
|
| 34 |
+
33,0.011191029574221639,0.011189344537151254,0.000573371056554436,0.038406055201502406,0.03831142094602827,0.0008110775463065209,0.0005,121.84748387336731,48.92295026779175
|
| 35 |
+
34,0.011236449036358008,0.011236350782963268,0.0005724222755484413,0.03872654997908017,0.03863551458942495,0.000797278444930824,0.0005,121.94329142570496,48.92295026779175
|
| 36 |
+
35,0.010923889701935783,0.010921720130132187,0.0005654752324199118,0.039010356180369854,0.03891652834886696,0.0008152325547229476,0.0005,121.82236433029175,48.92295026779175
|
| 37 |
+
36,0.010978709628332906,0.010978549419202302,0.0005659046452165695,0.038827476310817635,0.03873536450718811,0.0008053133597499446,0.0005,122.07167458534241,48.92295026779175
|
| 38 |
+
37,0.010774030683756763,0.010769640052007189,0.0005613573539283192,0.038596270605921745,0.038499452287402536,0.0008216342887683221,0.0005,121.91782784461975,48.92295026779175
|
| 39 |
+
38,0.010575017078654535,0.010574111018785026,0.0005532047578422298,0.03861690109924359,0.03852926108674464,0.0008345742205604475,0.0005,121.9470603466034,48.92295026779175
|
| 40 |
+
39,0.010617772471715711,0.010619185436464425,0.0005570176741576683,0.03887365391368375,0.03878541609557749,0.0007934990045968553,0.0005,122.18329620361328,48.92295026779175
|
| 41 |
+
40,0.010405746191295225,0.01040748341461836,0.0005462808355863331,0.038997013450545424,0.0388983568622076,0.0007892981733669314,0.00025,122.32052206993103,48.92295026779175
|
| 42 |
+
41,0.009792100464396956,0.009791710859451146,0.0005329029963553301,0.03878692356760011,0.03869302989461501,0.0007952239712950779,0.00025,122.24693036079407,48.92295026779175
|
| 43 |
+
42,0.0095803244108918,0.009582234700520833,0.0005281561238375324,0.038624716429587674,0.03853410144828216,0.0008230274196779518,0.00025,122.00767588615417,48.92295026779175
|
| 44 |
+
43,0.009524660456036008,0.009525140078658017,0.0005251854137457603,0.03899271506816149,0.03889263161701998,0.0007911210668365857,0.00025,122.11406993865967,48.92295026779175
|
| 45 |
+
44,0.009474339172132869,0.009472613380238791,0.0005229640402422662,0.038909966728704816,0.03881787745187622,0.0008050390189154106,0.00025,122.09526586532593,48.92295026779175
|
| 46 |
+
45,0.009461509001288396,0.00945603536089029,0.0005217079909747107,0.03916762155645034,0.03907129656280458,0.000797005882650091,0.00025,122.00747299194336,48.92295026779175
|
| 47 |
+
46,0.009402479635857379,0.00940207336782712,0.0005191863270487354,0.03909501044408364,0.03899863989400585,0.0008021151331084514,0.00025,122.14448761940002,48.92295026779175
|
| 48 |
+
47,0.009344365413008785,0.009344720299555312,0.0005157878720446637,0.039022882688133156,0.03892866456505848,0.0008095641251195941,0.00025,122.26130151748657,48.92295026779175
|
| 49 |
+
48,0.009309579201265057,0.009307747543364706,0.0005142715828199136,0.03894614625503035,0.03884642109831871,0.0008205024288063161,0.00025,121.98412942886353,48.92295026779175
|
| 50 |
+
49,0.00931282178846313,0.009311414211935003,0.0005125114134354898,0.03917007016785005,0.039072391264619886,0.000802915923689541,0.00025,122.0523681640625,48.92295026779175
|
| 51 |
+
50,0.009208214149546267,0.009208537730910392,0.0005100653626634712,0.03928110880010268,0.03919347473501462,0.0007969794322175589,0.00025,121.97841453552246,48.92295026779175
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/checkpoints/FNO-Large_F2_best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b3612427c51d15cb99346389bd880196cd73aba60494ac398e7a6fbd3ef91569
|
| 3 |
+
size 203220731
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"objective": "O4-multi-structure",
|
| 3 |
+
"structure_id": "F2",
|
| 4 |
+
"structure": {
|
| 5 |
+
"paper_label": "F-2",
|
| 6 |
+
"type": "Frame",
|
| 7 |
+
"stories": 2,
|
| 8 |
+
"height_m": 6.0,
|
| 9 |
+
"filename": "Blg_F2_6m_IM7_st0.h5"
|
| 10 |
+
},
|
| 11 |
+
"gm_path": "/home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5",
|
| 12 |
+
"building_h5": "/home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F2_6m_IM7_st0.h5",
|
| 13 |
+
"seed": 42,
|
| 14 |
+
"epochs": 50,
|
| 15 |
+
"batch_size": 1024,
|
| 16 |
+
"lr": 0.001,
|
| 17 |
+
"weight_decay": 0.0001,
|
| 18 |
+
"scheduler_step": 20,
|
| 19 |
+
"scheduler_gamma": 0.5,
|
| 20 |
+
"split": "fixed_474_test_full_57_factors",
|
| 21 |
+
"architecture": {
|
| 22 |
+
"n_modes": 512,
|
| 23 |
+
"hidden_channels": 64,
|
| 24 |
+
"n_layers": 8,
|
| 25 |
+
"domain_padding": 0.1,
|
| 26 |
+
"projection_channel_ratio": 2
|
| 27 |
+
},
|
| 28 |
+
"params": {
|
| 29 |
+
"total": 8505793,
|
| 30 |
+
"trainable": 8505793
|
| 31 |
+
},
|
| 32 |
+
"artifacts": {
|
| 33 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/F2/training_log.csv",
|
| 34 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/F2/training_console.log",
|
| 35 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/F2/figures/training_curves.png",
|
| 36 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/F2/test_metrics.json"
|
| 37 |
+
}
|
| 38 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/figures/training_curves.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/summary.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"structure_id": "F2",
|
| 3 |
+
"paper_label": "F-2",
|
| 4 |
+
"type": "Frame",
|
| 5 |
+
"stories": 2,
|
| 6 |
+
"height_m": 6.0,
|
| 7 |
+
"best_val_mse": 0.06123424075596978,
|
| 8 |
+
"best_epoch": 23,
|
| 9 |
+
"test_mse": 0.06046682950178276,
|
| 10 |
+
"test_pfa_mse_g2": 0.0012595744337369516,
|
| 11 |
+
"test_metrics": {
|
| 12 |
+
"mse": 0.06046682950178276,
|
| 13 |
+
"rmse": 0.2459000396538861,
|
| 14 |
+
"mae": 0.13110206544402497,
|
| 15 |
+
"r2": 0.9258022313488555,
|
| 16 |
+
"pfa_mse_g2": 0.0012595744337369516,
|
| 17 |
+
"pfa_rmse_g": 0.035490483706719915,
|
| 18 |
+
"pfa_mae_g": 0.024128364011214022,
|
| 19 |
+
"pfa_r2": 0.9532259579571681,
|
| 20 |
+
"loss": 0.06040824701388677
|
| 21 |
+
},
|
| 22 |
+
"train_time_s": 6222.4764013290405,
|
| 23 |
+
"peak_gpu_gb": 48.92295026779175,
|
| 24 |
+
"best_checkpoint": "6-code/O4-multi-structure/results/runs/F2/checkpoints/FNO-Large_F2_best.pt",
|
| 25 |
+
"config": "6-code/O4-multi-structure/results/runs/F2/config.json",
|
| 26 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/F2/training_log.csv",
|
| 27 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/F2/training_console.log",
|
| 28 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/F2/figures/training_curves.png",
|
| 29 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/F2/test_metrics.json"
|
| 30 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/test_metrics.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mse": 0.06046682950178276,
|
| 3 |
+
"rmse": 0.2459000396538861,
|
| 4 |
+
"mae": 0.13110206544402497,
|
| 5 |
+
"r2": 0.9258022313488555,
|
| 6 |
+
"pfa_mse_g2": 0.0012595744337369516,
|
| 7 |
+
"pfa_rmse_g": 0.035490483706719915,
|
| 8 |
+
"pfa_mae_g": 0.024128364011214022,
|
| 9 |
+
"pfa_r2": 0.9532259579571681,
|
| 10 |
+
"loss": 0.06040824701388677
|
| 11 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/training_console.log
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
=== O4 F2 / F-2 ===
|
| 3 |
+
Building: /home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F2_6m_IM7_st0.h5
|
| 4 |
+
GM: /home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5
|
| 5 |
+
Train=136,800, Val=34,200, Test=27,018
|
| 6 |
+
Parameters: total=8,505,793, trainable=8,505,793
|
| 7 |
+
CSV log: 6-code/O4-multi-structure/results/runs/F2/training_log.csv
|
| 8 |
+
Curve PNG: 6-code/O4-multi-structure/results/runs/F2/figures/training_curves.png
|
| 9 |
+
F2 epoch 001/50 train_loss=0.311322 val_loss=0.190709 train_mse=0.311685 val_mse=0.190900 val_pfa_mse=0.006393g^2 peak=48.92GB
|
| 10 |
+
F2 epoch 002/50 train_loss=0.140739 val_loss=0.111260 train_mse=0.140849 val_mse=0.111353 val_pfa_mse=0.002692g^2 peak=48.92GB
|
| 11 |
+
F2 epoch 003/50 train_loss=0.085424 val_loss=0.088510 train_mse=0.085454 val_mse=0.088599 val_pfa_mse=0.002348g^2 peak=48.92GB
|
| 12 |
+
F2 epoch 004/50 train_loss=0.070259 val_loss=0.079710 train_mse=0.070285 val_mse=0.079788 val_pfa_mse=0.001853g^2 peak=48.92GB
|
| 13 |
+
F2 epoch 005/50 train_loss=0.062636 val_loss=0.075990 train_mse=0.062638 val_mse=0.076054 val_pfa_mse=0.001643g^2 peak=48.92GB
|
| 14 |
+
F2 epoch 006/50 train_loss=0.057655 val_loss=0.072084 train_mse=0.057645 val_mse=0.072149 val_pfa_mse=0.001800g^2 peak=48.92GB
|
| 15 |
+
F2 epoch 007/50 train_loss=0.054359 val_loss=0.068795 train_mse=0.054364 val_mse=0.068887 val_pfa_mse=0.001534g^2 peak=48.92GB
|
| 16 |
+
F2 epoch 008/50 train_loss=0.051391 val_loss=0.067594 train_mse=0.051409 val_mse=0.067713 val_pfa_mse=0.001858g^2 peak=48.92GB
|
| 17 |
+
F2 epoch 009/50 train_loss=0.049377 val_loss=0.066225 train_mse=0.049390 val_mse=0.066321 val_pfa_mse=0.001499g^2 peak=48.92GB
|
| 18 |
+
F2 epoch 010/50 train_loss=0.047875 val_loss=0.066640 train_mse=0.047874 val_mse=0.066730 val_pfa_mse=0.001489g^2 peak=48.92GB
|
| 19 |
+
F2 epoch 011/50 train_loss=0.046005 val_loss=0.064878 train_mse=0.046002 val_mse=0.064984 val_pfa_mse=0.001606g^2 peak=48.92GB
|
| 20 |
+
F2 epoch 012/50 train_loss=0.044721 val_loss=0.064145 train_mse=0.044724 val_mse=0.064253 val_pfa_mse=0.001424g^2 peak=48.92GB
|
| 21 |
+
F2 epoch 013/50 train_loss=0.043182 val_loss=0.063788 train_mse=0.043179 val_mse=0.063887 val_pfa_mse=0.001384g^2 peak=48.92GB
|
| 22 |
+
F2 epoch 014/50 train_loss=0.043071 val_loss=0.062959 train_mse=0.043074 val_mse=0.063075 val_pfa_mse=0.001404g^2 peak=48.92GB
|
| 23 |
+
F2 epoch 015/50 train_loss=0.041171 val_loss=0.063118 train_mse=0.041170 val_mse=0.063247 val_pfa_mse=0.001523g^2 peak=48.92GB
|
| 24 |
+
F2 epoch 016/50 train_loss=0.040514 val_loss=0.063978 train_mse=0.040519 val_mse=0.064084 val_pfa_mse=0.001382g^2 peak=48.92GB
|
| 25 |
+
F2 epoch 017/50 train_loss=0.039172 val_loss=0.062462 train_mse=0.039163 val_mse=0.062568 val_pfa_mse=0.001266g^2 peak=48.92GB
|
| 26 |
+
F2 epoch 018/50 train_loss=0.038633 val_loss=0.062652 train_mse=0.038622 val_mse=0.062770 val_pfa_mse=0.001634g^2 peak=48.92GB
|
| 27 |
+
F2 epoch 019/50 train_loss=0.038048 val_loss=0.062337 train_mse=0.038052 val_mse=0.062460 val_pfa_mse=0.001398g^2 peak=48.92GB
|
| 28 |
+
F2 epoch 020/50 train_loss=0.037664 val_loss=0.061988 train_mse=0.037662 val_mse=0.062113 val_pfa_mse=0.001362g^2 peak=48.92GB
|
| 29 |
+
F2 epoch 021/50 train_loss=0.035344 val_loss=0.061181 train_mse=0.035348 val_mse=0.061296 val_pfa_mse=0.001300g^2 peak=48.92GB
|
| 30 |
+
F2 epoch 022/50 train_loss=0.034841 val_loss=0.061178 train_mse=0.034838 val_mse=0.061293 val_pfa_mse=0.001280g^2 peak=48.92GB
|
| 31 |
+
F2 epoch 023/50 train_loss=0.034566 val_loss=0.061118 train_mse=0.034568 val_mse=0.061234 val_pfa_mse=0.001315g^2 peak=48.92GB
|
| 32 |
+
F2 epoch 024/50 train_loss=0.034356 val_loss=0.061288 train_mse=0.034353 val_mse=0.061418 val_pfa_mse=0.001373g^2 peak=48.92GB
|
| 33 |
+
F2 epoch 025/50 train_loss=0.034138 val_loss=0.061373 train_mse=0.034134 val_mse=0.061495 val_pfa_mse=0.001226g^2 peak=48.92GB
|
| 34 |
+
F2 epoch 026/50 train_loss=0.033866 val_loss=0.061190 train_mse=0.033867 val_mse=0.061317 val_pfa_mse=0.001255g^2 peak=48.92GB
|
| 35 |
+
F2 epoch 027/50 train_loss=0.033548 val_loss=0.061235 train_mse=0.033545 val_mse=0.061360 val_pfa_mse=0.001326g^2 peak=48.92GB
|
| 36 |
+
F2 epoch 028/50 train_loss=0.033315 val_loss=0.061532 train_mse=0.033306 val_mse=0.061659 val_pfa_mse=0.001180g^2 peak=48.92GB
|
| 37 |
+
F2 epoch 029/50 train_loss=0.033087 val_loss=0.061375 train_mse=0.033092 val_mse=0.061502 val_pfa_mse=0.001248g^2 peak=48.92GB
|
| 38 |
+
F2 epoch 030/50 train_loss=0.032683 val_loss=0.061140 train_mse=0.032686 val_mse=0.061268 val_pfa_mse=0.001296g^2 peak=48.92GB
|
| 39 |
+
F2 epoch 031/50 train_loss=0.032563 val_loss=0.061270 train_mse=0.032565 val_mse=0.061395 val_pfa_mse=0.001277g^2 peak=48.92GB
|
| 40 |
+
F2 epoch 032/50 train_loss=0.032649 val_loss=0.061641 train_mse=0.032646 val_mse=0.061772 val_pfa_mse=0.001218g^2 peak=48.92GB
|
| 41 |
+
F2 epoch 033/50 train_loss=0.032153 val_loss=0.061385 train_mse=0.032155 val_mse=0.061529 val_pfa_mse=0.001304g^2 peak=48.92GB
|
| 42 |
+
F2 epoch 034/50 train_loss=0.031865 val_loss=0.061312 train_mse=0.031868 val_mse=0.061445 val_pfa_mse=0.001264g^2 peak=48.92GB
|
| 43 |
+
F2 epoch 035/50 train_loss=0.031731 val_loss=0.062534 train_mse=0.031725 val_mse=0.062660 val_pfa_mse=0.001174g^2 peak=48.92GB
|
| 44 |
+
F2 epoch 036/50 train_loss=0.031583 val_loss=0.061376 train_mse=0.031577 val_mse=0.061516 val_pfa_mse=0.001252g^2 peak=48.92GB
|
| 45 |
+
F2 epoch 037/50 train_loss=0.031454 val_loss=0.061239 train_mse=0.031443 val_mse=0.061382 val_pfa_mse=0.001331g^2 peak=48.92GB
|
| 46 |
+
F2 epoch 038/50 train_loss=0.031147 val_loss=0.061478 train_mse=0.031140 val_mse=0.061620 val_pfa_mse=0.001343g^2 peak=48.92GB
|
| 47 |
+
F2 epoch 039/50 train_loss=0.030798 val_loss=0.061513 train_mse=0.030800 val_mse=0.061650 val_pfa_mse=0.001260g^2 peak=48.92GB
|
| 48 |
+
F2 epoch 040/50 train_loss=0.030638 val_loss=0.061506 train_mse=0.030641 val_mse=0.061643 val_pfa_mse=0.001210g^2 peak=48.92GB
|
| 49 |
+
F2 epoch 041/50 train_loss=0.029686 val_loss=0.061644 train_mse=0.029685 val_mse=0.061789 val_pfa_mse=0.001208g^2 peak=48.92GB
|
| 50 |
+
F2 epoch 042/50 train_loss=0.029485 val_loss=0.061941 train_mse=0.029488 val_mse=0.062095 val_pfa_mse=0.001227g^2 peak=48.92GB
|
| 51 |
+
F2 epoch 043/50 train_loss=0.029375 val_loss=0.061732 train_mse=0.029372 val_mse=0.061871 val_pfa_mse=0.001194g^2 peak=48.92GB
|
| 52 |
+
F2 epoch 044/50 train_loss=0.029284 val_loss=0.061729 train_mse=0.029282 val_mse=0.061873 val_pfa_mse=0.001233g^2 peak=48.92GB
|
| 53 |
+
F2 epoch 045/50 train_loss=0.029201 val_loss=0.061700 train_mse=0.029191 val_mse=0.061850 val_pfa_mse=0.001219g^2 peak=48.92GB
|
| 54 |
+
F2 epoch 046/50 train_loss=0.029082 val_loss=0.061668 train_mse=0.029081 val_mse=0.061820 val_pfa_mse=0.001227g^2 peak=48.92GB
|
| 55 |
+
F2 epoch 047/50 train_loss=0.029027 val_loss=0.062012 train_mse=0.029027 val_mse=0.062168 val_pfa_mse=0.001212g^2 peak=48.92GB
|
| 56 |
+
F2 epoch 048/50 train_loss=0.028946 val_loss=0.062187 train_mse=0.028946 val_mse=0.062338 val_pfa_mse=0.001184g^2 peak=48.92GB
|
| 57 |
+
F2 epoch 049/50 train_loss=0.028875 val_loss=0.062601 train_mse=0.028873 val_mse=0.062753 val_pfa_mse=0.001142g^2 peak=48.92GB
|
| 58 |
+
F2 epoch 050/50 train_loss=0.028891 val_loss=0.062174 train_mse=0.028891 val_mse=0.062330 val_pfa_mse=0.001181g^2 peak=48.92GB
|
| 59 |
+
F2 final test: test_mse=0.060467 test_pfa_mse=0.001260g^2 best_epoch=23
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F2/training_log.csv
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
epoch,train_loss,train_mse,train_pfa_mse_g2,val_loss,val_mse,val_pfa_mse_g2,lr,epoch_s,gpu_peak_gb
|
| 2 |
+
1,0.3113217200361081,0.31168496185124267,0.02199677762232329,0.19070881298359701,0.19089996862816763,0.006392949157290989,0.001,123.08672666549683,48.92295026779175
|
| 3 |
+
2,0.14073863892412897,0.14084895372654727,0.0042210658905450366,0.11125997475841466,0.11135326784844055,0.0026920722520839403,0.001,123.17973303794861,48.92295026779175
|
| 4 |
+
3,0.08542361110448837,0.08545372886970029,0.002634673540355169,0.0885100546566879,0.08859939555921052,0.0023479405115222375,0.001,121.96701884269714,48.92295026779175
|
| 5 |
+
4,0.07025854995668825,0.07028493150737086,0.0021708810163868796,0.0797097193186774,0.07978794522112573,0.0018531032054744966,0.001,121.92341303825378,48.92295026779175
|
| 6 |
+
5,0.06263565322134032,0.06263847115618909,0.0019318012736345592,0.0759899676503504,0.0760539610745614,0.0016427205232848899,0.001,121.9379723072052,48.92295026779175
|
| 7 |
+
6,0.057654522220367814,0.05764539570769371,0.0017702434660747037,0.07208380234592102,0.07214920512000488,0.0017999802590810765,0.001,122.16138052940369,48.92295026779175
|
| 8 |
+
7,0.05435914051399302,0.05436430072033382,0.001674405025285587,0.06879498645224992,0.06888657986111112,0.0015342964868099369,0.001,121.91853761672974,48.92295026779175
|
| 9 |
+
8,0.051391372484947316,0.05140851570114523,0.001578644587282549,0.06759377810008385,0.06771288354349415,0.0018582257489014788,0.001,122.09628200531006,48.92295026779175
|
| 10 |
+
9,0.04937705475447783,0.049389663323891324,0.0015318909304880956,0.0662249236860696,0.06632074637548734,0.0014987754490640428,0.001,122.06378531455994,48.92295026779175
|
| 11 |
+
10,0.04787463881075382,0.04787402872959308,0.0014990516791218206,0.0666399724124109,0.06673008657711989,0.0014891708062754736,0.001,121.86997413635254,48.92295026779175
|
| 12 |
+
11,0.046004880970316145,0.04600237717775341,0.0014520765431443154,0.06487752299974947,0.06498397379081385,0.0016061615673770681,0.001,122.02800464630127,48.92295026779175
|
| 13 |
+
12,0.04472148065357955,0.04472390109116106,0.001424829519370146,0.06414545130203753,0.06425319520589669,0.001424152911232229,0.001,122.1470217704773,48.92295026779175
|
| 14 |
+
13,0.04318174742051025,0.04317938701190911,0.0013818407097929402,0.06378849201342639,0.0638868791118421,0.001384073593463117,0.001,121.6513922214508,48.92295026779175
|
| 15 |
+
14,0.043070835019670316,0.043074249626888404,0.0014061362122060263,0.06295872983687065,0.06307465049342105,0.0014040791326098972,0.001,122.13499689102173,48.92295026779175
|
| 16 |
+
15,0.04117071781474263,0.04116954423276072,0.0013415857286829698,0.06311808263554293,0.06324713693957115,0.001522612310292428,0.001,122.00334930419922,48.92295026779175
|
| 17 |
+
16,0.0405143176608566,0.040519232303849906,0.0013310549626050637,0.06397813098395572,0.06408417123538011,0.0013818567067559002,0.001,123.0871217250824,48.92295026779175
|
| 18 |
+
17,0.039171692512151024,0.03916330386513158,0.0012911864631531531,0.0624623162781491,0.06256827409234893,0.0012662037928202,0.001,122.61606550216675,48.92295026779175
|
| 19 |
+
18,0.03863280530629763,0.03862197633025707,0.0012861172271053693,0.06265174389323767,0.06276990953947369,0.0016341229454118606,0.001,122.22713112831116,48.92295026779175
|
| 20 |
+
19,0.03804829182909496,0.038052475671600874,0.0012765610143977996,0.06233715057811316,0.06246037440606725,0.0013983675811374396,0.001,122.64250206947327,48.92295026779175
|
| 21 |
+
20,0.03766366564182203,0.03766240238182261,0.0012696361397964912,0.06198822608327165,0.062112958774975635,0.0013624266382546452,0.0005,122.1745662689209,48.92295026779175
|
| 22 |
+
21,0.03534355790201408,0.03534803908915083,0.001199109946862299,0.06118074037572917,0.06129570830287524,0.0012997961724013614,0.0005,122.42503666877747,48.92295026779175
|
| 23 |
+
22,0.034841289354571654,0.03483832369144432,0.0011864528334454487,0.06117767490008298,0.061292741456505845,0.001279932781618241,0.0005,122.31176948547363,48.92295026779175
|
| 24 |
+
23,0.034566395346130895,0.03456795167443348,0.001181823598623973,0.06111757051857079,0.06123424075596978,0.0013147015338055572,0.0005,123.1652524471283,48.92295026779175
|
| 25 |
+
24,0.034356378491467505,0.0343534140187165,0.001179797199298764,0.06128786526182119,0.061418244548001946,0.001373093999617281,0.0005,122.65905404090881,48.92295026779175
|
| 26 |
+
25,0.03413842637925895,0.03413445952119883,0.0011773090705014112,0.06137255316271501,0.0614953282620614,0.0012257550499941174,0.0005,122.2778570652008,48.92295026779175
|
| 27 |
+
26,0.03386559306796807,0.033866568934271445,0.0011684233812909377,0.06118978954413358,0.06131709505969785,0.001255128405421798,0.0005,122.46470522880554,48.92295026779175
|
| 28 |
+
27,0.033548173564138695,0.033544772544697246,0.0011618261379108094,0.061235345352221936,0.06136003807261209,0.001325516240638599,0.0005,124.25599336624146,48.92295026779175
|
| 29 |
+
28,0.033315340474025526,0.033305577828033624,0.0011556722816319493,0.06153170972624246,0.061658860791301166,0.0011800756353383872,0.0005,125.23059415817261,48.92295026779175
|
| 30 |
+
29,0.033086995274495726,0.03309182255497685,0.0011508848169567989,0.06137477003914468,0.06150169940911306,0.0012484380759690938,0.0005,125.27492094039917,48.92295026779175
|
| 31 |
+
30,0.032683008697940344,0.03268639576099537,0.0011413569068699553,0.06113956024979844,0.06126790128533138,0.0012961522067150874,0.0005,125.4021110534668,48.92295026779175
|
| 32 |
+
31,0.03256264433209131,0.0325652283975999,0.001142003209880221,0.061269932371728564,0.061394973806042884,0.001276863158097741,0.0005,125.11646437644958,48.92295026779175
|
| 33 |
+
32,0.032648770291525034,0.03264613324081689,0.0011494241484947371,0.061640966245356726,0.061771679763645226,0.0012176838918038977,0.0005,125.29360151290894,48.92295026779175
|
| 34 |
+
33,0.03215277267258559,0.03215549825627437,0.0011331727913422892,0.06138488332576612,0.06152872350146199,0.001304122548528582,0.0005,125.47494888305664,48.92295026779175
|
| 35 |
+
34,0.03186502999890206,0.0318675233004386,0.0011242807843880346,0.06131222570205436,0.061444918524610134,0.0012642393265551294,0.0005,125.78536772727966,48.92295026779175
|
| 36 |
+
35,0.031731207952348156,0.03172535291407773,0.0011248136189771674,0.06253395448712741,0.06266034486172027,0.0011740940591396644,0.0005,125.71651029586792,48.92295026779175
|
| 37 |
+
36,0.03158283432417396,0.03157676857753107,0.0011208164234433257,0.061376008917303645,0.061516254264132555,0.0012516175219190052,0.0005,125.56695771217346,48.92295026779175
|
| 38 |
+
37,0.03145356252511491,0.03144301076312744,0.0011163613993173454,0.061238865861121344,0.06138234234131335,0.0013313150092175133,0.0005,125.48179841041565,48.92295026779175
|
| 39 |
+
38,0.031146560517598443,0.03114049968399732,0.0011104120658329355,0.06147836751359351,0.061620087262426904,0.0013429568446519083,0.0005,125.32220149040222,48.92295026779175
|
| 40 |
+
39,0.030798267156108103,0.030799663666544835,0.0011008680224070075,0.061512528535197765,0.061649934210526315,0.0012598818253006852,0.0005,125.18531894683838,48.92295026779175
|
| 41 |
+
40,0.03063816247758136,0.03064085493002254,0.0010966633456318002,0.06150624090257813,0.06164332016020955,0.0012103588887822558,0.00025,125.37475442886353,48.92295026779175
|
| 42 |
+
41,0.02968626958665563,0.02968479406524123,0.0010716573815596731,0.06164407248006148,0.06178903584917154,0.001208380511281086,0.00025,125.9512345790863,48.92295026779175
|
| 43 |
+
42,0.029485065642911108,0.029487898791575293,0.0010653990572481824,0.06194069915834595,0.06209466359039961,0.0012271477273333143,0.00025,125.67291069030762,48.92295026779175
|
| 44 |
+
43,0.02937505698637731,0.02937174691421479,0.0010630988395004942,0.06173206602825838,0.06187056522599903,0.0011943228429521036,0.00025,125.44797873497009,48.92295026779175
|
| 45 |
+
44,0.02928401918998405,0.029282144173367445,0.0010600865126876107,0.06172879193635548,0.06187313505116959,0.0012332225874153494,0.00025,125.45517778396606,48.92295026779175
|
| 46 |
+
45,0.029201198452666624,0.029190677311769005,0.0010594257686221808,0.06169950567624148,0.06185049703795078,0.0012188649761397936,0.00025,126.44908118247986,48.92295026779175
|
| 47 |
+
46,0.02908158310647331,0.029080662073206018,0.0010548361608682321,0.061668179162284904,0.06181980126096491,0.001226964321924232,0.00025,125.59899854660034,48.92295026779175
|
| 48 |
+
47,0.029026524233284282,0.029026678059895835,0.0010543313766257804,0.062012053149587965,0.062167843795687135,0.001212023048721559,0.00025,126.45195031166077,48.92295026779175
|
| 49 |
+
48,0.02894619710521022,0.028945695700840643,0.001054662800236055,0.06218732970164103,0.06233761650219298,0.0011840792270431742,0.00025,126.92001795768738,48.92295026779175
|
| 50 |
+
49,0.02887462817632885,0.028873163624664962,0.001052523490411845,0.06260071289451684,0.06275317990070663,0.0011418846998995508,0.00025,125.53688168525696,48.92295026779175
|
| 51 |
+
50,0.02889057966088181,0.02889140124345151,0.001051526064848342,0.062174369964529484,0.06232999600237573,0.0011809581849310134,0.00025,125.85372495651245,48.92295026779175
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/checkpoints/FNO-Large_F6_best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9e08fb918af436ff37f8dc5da6056e60f737877ec6df7c982df3c1c9004b0bda
|
| 3 |
+
size 203220731
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"objective": "O4-multi-structure",
|
| 3 |
+
"structure_id": "F6",
|
| 4 |
+
"structure": {
|
| 5 |
+
"paper_label": "F-6",
|
| 6 |
+
"type": "Frame",
|
| 7 |
+
"stories": 6,
|
| 8 |
+
"height_m": 18.0,
|
| 9 |
+
"filename": "Blg_F6_18m_IM7_st0.h5"
|
| 10 |
+
},
|
| 11 |
+
"gm_path": "/home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5",
|
| 12 |
+
"building_h5": "/home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F6_18m_IM7_st0.h5",
|
| 13 |
+
"seed": 42,
|
| 14 |
+
"epochs": 50,
|
| 15 |
+
"batch_size": 1024,
|
| 16 |
+
"lr": 0.001,
|
| 17 |
+
"weight_decay": 0.0001,
|
| 18 |
+
"scheduler_step": 20,
|
| 19 |
+
"scheduler_gamma": 0.5,
|
| 20 |
+
"split": "fixed_474_test_full_57_factors",
|
| 21 |
+
"architecture": {
|
| 22 |
+
"n_modes": 512,
|
| 23 |
+
"hidden_channels": 64,
|
| 24 |
+
"n_layers": 8,
|
| 25 |
+
"domain_padding": 0.1,
|
| 26 |
+
"projection_channel_ratio": 2
|
| 27 |
+
},
|
| 28 |
+
"params": {
|
| 29 |
+
"total": 8505793,
|
| 30 |
+
"trainable": 8505793
|
| 31 |
+
},
|
| 32 |
+
"artifacts": {
|
| 33 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/F6/training_log.csv",
|
| 34 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/F6/training_console.log",
|
| 35 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/F6/figures/training_curves.png",
|
| 36 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/F6/test_metrics.json"
|
| 37 |
+
}
|
| 38 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/figures/training_curves.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/summary.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"structure_id": "F6",
|
| 3 |
+
"paper_label": "F-6",
|
| 4 |
+
"type": "Frame",
|
| 5 |
+
"stories": 6,
|
| 6 |
+
"height_m": 18.0,
|
| 7 |
+
"best_val_mse": 0.08191882447002924,
|
| 8 |
+
"best_epoch": 18,
|
| 9 |
+
"test_mse": 0.0809582824413354,
|
| 10 |
+
"test_pfa_mse_g2": 0.0015388446196045616,
|
| 11 |
+
"test_metrics": {
|
| 12 |
+
"mse": 0.0809582824413354,
|
| 13 |
+
"rmse": 0.284531689696131,
|
| 14 |
+
"mae": 0.14647662572945197,
|
| 15 |
+
"r2": 0.8959311439625479,
|
| 16 |
+
"pfa_mse_g2": 0.0015388446196045616,
|
| 17 |
+
"pfa_rmse_g": 0.03922811006924195,
|
| 18 |
+
"pfa_mae_g": 0.02590803249714085,
|
| 19 |
+
"pfa_r2": 0.9420276358304328,
|
| 20 |
+
"loss": 0.08093328980935945
|
| 21 |
+
},
|
| 22 |
+
"train_time_s": 6330.268574476242,
|
| 23 |
+
"peak_gpu_gb": 48.92295026779175,
|
| 24 |
+
"best_checkpoint": "6-code/O4-multi-structure/results/runs/F6/checkpoints/FNO-Large_F6_best.pt",
|
| 25 |
+
"config": "6-code/O4-multi-structure/results/runs/F6/config.json",
|
| 26 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/F6/training_log.csv",
|
| 27 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/F6/training_console.log",
|
| 28 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/F6/figures/training_curves.png",
|
| 29 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/F6/test_metrics.json"
|
| 30 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/test_metrics.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mse": 0.0809582824413354,
|
| 3 |
+
"rmse": 0.284531689696131,
|
| 4 |
+
"mae": 0.14647662572945197,
|
| 5 |
+
"r2": 0.8959311439625479,
|
| 6 |
+
"pfa_mse_g2": 0.0015388446196045616,
|
| 7 |
+
"pfa_rmse_g": 0.03922811006924195,
|
| 8 |
+
"pfa_mae_g": 0.02590803249714085,
|
| 9 |
+
"pfa_r2": 0.9420276358304328,
|
| 10 |
+
"loss": 0.08093328980935945
|
| 11 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/training_console.log
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
=== O4 F6 / F-6 ===
|
| 3 |
+
Building: /home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F6_18m_IM7_st0.h5
|
| 4 |
+
GM: /home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5
|
| 5 |
+
Train=136,800, Val=34,200, Test=27,018
|
| 6 |
+
Parameters: total=8,505,793, trainable=8,505,793
|
| 7 |
+
CSV log: 6-code/O4-multi-structure/results/runs/F6/training_log.csv
|
| 8 |
+
Curve PNG: 6-code/O4-multi-structure/results/runs/F6/figures/training_curves.png
|
| 9 |
+
F6 epoch 001/50 train_loss=0.295421 val_loss=0.155464 train_mse=0.295853 val_mse=0.155772 val_pfa_mse=0.005339g^2 peak=48.92GB
|
| 10 |
+
F6 epoch 002/50 train_loss=0.123533 val_loss=0.125947 train_mse=0.123569 val_mse=0.126246 val_pfa_mse=0.004013g^2 peak=48.92GB
|
| 11 |
+
F6 epoch 003/50 train_loss=0.092160 val_loss=0.100289 train_mse=0.092197 val_mse=0.100517 val_pfa_mse=0.002577g^2 peak=48.92GB
|
| 12 |
+
F6 epoch 004/50 train_loss=0.074872 val_loss=0.093399 train_mse=0.074896 val_mse=0.093578 val_pfa_mse=0.002265g^2 peak=48.92GB
|
| 13 |
+
F6 epoch 005/50 train_loss=0.065303 val_loss=0.089257 train_mse=0.065323 val_mse=0.089454 val_pfa_mse=0.002119g^2 peak=48.92GB
|
| 14 |
+
F6 epoch 006/50 train_loss=0.059793 val_loss=0.086963 train_mse=0.059796 val_mse=0.087138 val_pfa_mse=0.002011g^2 peak=48.92GB
|
| 15 |
+
F6 epoch 007/50 train_loss=0.054184 val_loss=0.087523 train_mse=0.054194 val_mse=0.087698 val_pfa_mse=0.002067g^2 peak=48.92GB
|
| 16 |
+
F6 epoch 008/50 train_loss=0.050856 val_loss=0.084701 train_mse=0.050868 val_mse=0.084819 val_pfa_mse=0.001595g^2 peak=48.92GB
|
| 17 |
+
F6 epoch 009/50 train_loss=0.047341 val_loss=0.085396 train_mse=0.047356 val_mse=0.085591 val_pfa_mse=0.001688g^2 peak=48.92GB
|
| 18 |
+
F6 epoch 010/50 train_loss=0.045135 val_loss=0.084509 train_mse=0.045141 val_mse=0.084712 val_pfa_mse=0.001646g^2 peak=48.92GB
|
| 19 |
+
F6 epoch 011/50 train_loss=0.042369 val_loss=0.085674 train_mse=0.042371 val_mse=0.085879 val_pfa_mse=0.001649g^2 peak=48.92GB
|
| 20 |
+
F6 epoch 012/50 train_loss=0.040210 val_loss=0.083331 train_mse=0.040214 val_mse=0.083490 val_pfa_mse=0.001556g^2 peak=48.92GB
|
| 21 |
+
F6 epoch 013/50 train_loss=0.039253 val_loss=0.082674 train_mse=0.039251 val_mse=0.082833 val_pfa_mse=0.001616g^2 peak=48.92GB
|
| 22 |
+
F6 epoch 014/50 train_loss=0.037795 val_loss=0.082684 train_mse=0.037796 val_mse=0.082863 val_pfa_mse=0.001630g^2 peak=48.92GB
|
| 23 |
+
F6 epoch 015/50 train_loss=0.036290 val_loss=0.082953 train_mse=0.036288 val_mse=0.083107 val_pfa_mse=0.001485g^2 peak=48.92GB
|
| 24 |
+
F6 epoch 016/50 train_loss=0.035147 val_loss=0.085140 train_mse=0.035151 val_mse=0.085356 val_pfa_mse=0.001684g^2 peak=48.92GB
|
| 25 |
+
F6 epoch 017/50 train_loss=0.034331 val_loss=0.082617 train_mse=0.034327 val_mse=0.082791 val_pfa_mse=0.001556g^2 peak=48.92GB
|
| 26 |
+
F6 epoch 018/50 train_loss=0.032902 val_loss=0.081738 train_mse=0.032896 val_mse=0.081919 val_pfa_mse=0.001555g^2 peak=48.92GB
|
| 27 |
+
F6 epoch 019/50 train_loss=0.032544 val_loss=0.082936 train_mse=0.032542 val_mse=0.083140 val_pfa_mse=0.001627g^2 peak=48.92GB
|
| 28 |
+
F6 epoch 020/50 train_loss=0.031232 val_loss=0.082135 train_mse=0.031226 val_mse=0.082299 val_pfa_mse=0.001752g^2 peak=48.92GB
|
| 29 |
+
F6 epoch 021/50 train_loss=0.028499 val_loss=0.082009 train_mse=0.028500 val_mse=0.082184 val_pfa_mse=0.001566g^2 peak=48.92GB
|
| 30 |
+
F6 epoch 022/50 train_loss=0.027923 val_loss=0.082967 train_mse=0.027918 val_mse=0.083122 val_pfa_mse=0.001430g^2 peak=48.92GB
|
| 31 |
+
F6 epoch 023/50 train_loss=0.027476 val_loss=0.083170 train_mse=0.027477 val_mse=0.083368 val_pfa_mse=0.001531g^2 peak=48.92GB
|
| 32 |
+
F6 epoch 024/50 train_loss=0.027420 val_loss=0.083177 train_mse=0.027419 val_mse=0.083391 val_pfa_mse=0.001501g^2 peak=48.92GB
|
| 33 |
+
F6 epoch 025/50 train_loss=0.026949 val_loss=0.083338 train_mse=0.026948 val_mse=0.083552 val_pfa_mse=0.001565g^2 peak=48.92GB
|
| 34 |
+
F6 epoch 026/50 train_loss=0.026686 val_loss=0.082575 train_mse=0.026687 val_mse=0.082777 val_pfa_mse=0.001589g^2 peak=48.92GB
|
| 35 |
+
F6 epoch 027/50 train_loss=0.026451 val_loss=0.084444 train_mse=0.026450 val_mse=0.084633 val_pfa_mse=0.001376g^2 peak=48.92GB
|
| 36 |
+
F6 epoch 028/50 train_loss=0.026367 val_loss=0.084505 train_mse=0.026359 val_mse=0.084689 val_pfa_mse=0.001424g^2 peak=48.92GB
|
| 37 |
+
F6 epoch 029/50 train_loss=0.025861 val_loss=0.084948 train_mse=0.025860 val_mse=0.085176 val_pfa_mse=0.001661g^2 peak=48.92GB
|
| 38 |
+
F6 epoch 030/50 train_loss=0.025982 val_loss=0.084733 train_mse=0.025985 val_mse=0.084892 val_pfa_mse=0.001384g^2 peak=48.92GB
|
| 39 |
+
F6 epoch 031/50 train_loss=0.025459 val_loss=0.083360 train_mse=0.025463 val_mse=0.083570 val_pfa_mse=0.001599g^2 peak=48.92GB
|
| 40 |
+
F6 epoch 032/50 train_loss=0.025278 val_loss=0.083401 train_mse=0.025278 val_mse=0.083579 val_pfa_mse=0.001451g^2 peak=48.92GB
|
| 41 |
+
F6 epoch 033/50 train_loss=0.024953 val_loss=0.083679 train_mse=0.024951 val_mse=0.083888 val_pfa_mse=0.001450g^2 peak=48.92GB
|
| 42 |
+
F6 epoch 034/50 train_loss=0.024262 val_loss=0.083991 train_mse=0.024262 val_mse=0.084194 val_pfa_mse=0.001460g^2 peak=48.92GB
|
| 43 |
+
F6 epoch 035/50 train_loss=0.024125 val_loss=0.083968 train_mse=0.024117 val_mse=0.084175 val_pfa_mse=0.001430g^2 peak=48.92GB
|
| 44 |
+
F6 epoch 036/50 train_loss=0.023885 val_loss=0.084139 train_mse=0.023886 val_mse=0.084361 val_pfa_mse=0.001534g^2 peak=48.92GB
|
| 45 |
+
F6 epoch 037/50 train_loss=0.024046 val_loss=0.084223 train_mse=0.024040 val_mse=0.084421 val_pfa_mse=0.001430g^2 peak=48.92GB
|
| 46 |
+
F6 epoch 038/50 train_loss=0.023585 val_loss=0.085093 train_mse=0.023583 val_mse=0.085257 val_pfa_mse=0.001384g^2 peak=48.92GB
|
| 47 |
+
F6 epoch 039/50 train_loss=0.023470 val_loss=0.083913 train_mse=0.023472 val_mse=0.084118 val_pfa_mse=0.001494g^2 peak=48.92GB
|
| 48 |
+
F6 epoch 040/50 train_loss=0.023261 val_loss=0.085520 train_mse=0.023266 val_mse=0.085751 val_pfa_mse=0.001588g^2 peak=48.92GB
|
| 49 |
+
F6 epoch 041/50 train_loss=0.021915 val_loss=0.084450 train_mse=0.021910 val_mse=0.084655 val_pfa_mse=0.001396g^2 peak=48.92GB
|
| 50 |
+
F6 epoch 042/50 train_loss=0.021156 val_loss=0.084627 train_mse=0.021161 val_mse=0.084833 val_pfa_mse=0.001431g^2 peak=48.92GB
|
| 51 |
+
F6 epoch 043/50 train_loss=0.021035 val_loss=0.085219 train_mse=0.021035 val_mse=0.085405 val_pfa_mse=0.001372g^2 peak=48.92GB
|
| 52 |
+
F6 epoch 044/50 train_loss=0.021000 val_loss=0.084659 train_mse=0.020997 val_mse=0.084865 val_pfa_mse=0.001485g^2 peak=48.92GB
|
| 53 |
+
F6 epoch 045/50 train_loss=0.020875 val_loss=0.085487 train_mse=0.020867 val_mse=0.085715 val_pfa_mse=0.001400g^2 peak=48.92GB
|
| 54 |
+
F6 epoch 046/50 train_loss=0.020859 val_loss=0.085583 train_mse=0.020859 val_mse=0.085784 val_pfa_mse=0.001378g^2 peak=48.92GB
|
| 55 |
+
F6 epoch 047/50 train_loss=0.020701 val_loss=0.085133 train_mse=0.020700 val_mse=0.085377 val_pfa_mse=0.001439g^2 peak=48.92GB
|
| 56 |
+
F6 epoch 048/50 train_loss=0.020761 val_loss=0.085414 train_mse=0.020756 val_mse=0.085629 val_pfa_mse=0.001480g^2 peak=48.92GB
|
| 57 |
+
F6 epoch 049/50 train_loss=0.020952 val_loss=0.085231 train_mse=0.020949 val_mse=0.085459 val_pfa_mse=0.001509g^2 peak=48.92GB
|
| 58 |
+
F6 epoch 050/50 train_loss=0.020566 val_loss=0.085098 train_mse=0.020567 val_mse=0.085316 val_pfa_mse=0.001430g^2 peak=48.92GB
|
| 59 |
+
F6 final test: test_mse=0.080958 test_pfa_mse=0.001539g^2 best_epoch=18
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/F6/training_log.csv
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
epoch,train_loss,train_mse,train_pfa_mse_g2,val_loss,val_mse,val_pfa_mse_g2,lr,epoch_s,gpu_peak_gb
|
| 2 |
+
1,0.2954206802506945,0.295853034996345,0.026368723692949753,0.15546385133091142,0.15577222892300194,0.005339085010060093,0.001,126.22393584251404,48.92295026779175
|
| 3 |
+
2,0.1235330297208544,0.12356929066916424,0.00403462952514838,0.1259474024614867,0.12624576541179336,0.0040134607281601216,0.001,125.90875792503357,48.92295026779175
|
| 4 |
+
3,0.09216011454587553,0.09219747342531677,0.002744574816951975,0.10028892339152448,0.10051740984405458,0.0025768939427465026,0.001,125.63158750534058,48.92295026779175
|
| 5 |
+
4,0.0748724746726342,0.07489579369974415,0.0021556383536921607,0.0933994302416549,0.09357788598014133,0.0022651361408289414,0.001,125.89167475700378,48.92295026779175
|
| 6 |
+
5,0.06530343896862287,0.0653227586272539,0.001858321755950214,0.08925675348762203,0.08945368649488304,0.0021190341139397427,0.001,125.81845331192017,48.92295026779175
|
| 7 |
+
6,0.05979349889528396,0.059795819284539475,0.0017065637789623082,0.0869633780025384,0.08713849369517544,0.002011446820365058,0.001,125.89632153511047,48.92295026779175
|
| 8 |
+
7,0.05418359891358596,0.054193543284752684,0.0015458838371505514,0.08752343474942095,0.08769765396564327,0.002066514195754514,0.001,126.03156232833862,48.92295026779175
|
| 9 |
+
8,0.050855977988954804,0.05086767364918372,0.0014649647748784015,0.08470090588226038,0.08481937652290449,0.0015953883650707222,0.001,126.07095503807068,48.92295026779175
|
| 10 |
+
9,0.04734091263320019,0.04735580279909844,0.0013875843584537507,0.08539604176493253,0.08559117522538987,0.0016882377444652089,0.001,126.06297492980957,48.92295026779175
|
| 11 |
+
10,0.04513542487550137,0.04514098463389376,0.0013485805150012524,0.0845093527699218,0.08471231062682749,0.0016461539948195742,0.001,126.06142616271973,48.92295026779175
|
| 12 |
+
11,0.04236913291709637,0.04237080845288133,0.0012703099005926422,0.0856743319069638,0.08587859862329435,0.0016493382352834557,0.001,126.0158703327179,48.92295026779175
|
| 13 |
+
12,0.04021015018224716,0.04021420108430799,0.001231419444519874,0.08333135374328669,0.0834899489826998,0.001555585183246791,0.001,126.13333868980408,48.92295026779175
|
| 14 |
+
13,0.03925277050862561,0.039250773711622805,0.0012167806496397096,0.08267440800281133,0.08283344709429824,0.001616168745428498,0.001,126.08076858520508,48.92295026779175
|
| 15 |
+
14,0.03779490600659776,0.03779603601288377,0.0011894707721576356,0.08268367981209475,0.08286316109283626,0.0016300896908107558,0.001,126.01247072219849,48.92295026779175
|
| 16 |
+
15,0.03629004251934699,0.03628775554337232,0.001162125484810935,0.0829525807981982,0.08310699462414717,0.0014849733827058335,0.001,126.20926070213318,48.92295026779175
|
| 17 |
+
16,0.03514694489205061,0.03515130616662098,0.0011315350330363936,0.08514037147602614,0.08535649678667154,0.0016842892051440234,0.001,125.83447933197021,48.92295026779175
|
| 18 |
+
17,0.03433119783650583,0.03432679749367994,0.0011041923006724196,0.08261652970138718,0.08279050682261209,0.0015564808188474667,0.001,125.94440245628357,48.92295026779175
|
| 19 |
+
18,0.0329024181909748,0.0328957853428058,0.0010824659222747847,0.08173805628629292,0.08191882447002924,0.0015553741496905945,0.001,125.8210973739624,48.92295026779175
|
| 20 |
+
19,0.032544020354858975,0.03254168105811404,0.0010696208215596383,0.0829357368981137,0.08314047179580897,0.0016269648432383063,0.001,126.02912473678589,48.92295026779175
|
| 21 |
+
20,0.031231752694097916,0.031226006611309087,0.0010374469662967482,0.0821352053214522,0.08229900942677876,0.0017519299450673555,0.0005,126.82074427604675,48.92295026779175
|
| 22 |
+
21,0.028498613233886548,0.028499801299037526,0.0009761818979828679,0.08200873072971315,0.0821842820266813,0.0015657420543550749,0.0005,127.67655420303345,48.92295026779175
|
| 23 |
+
22,0.027923383499815393,0.027918004452591984,0.0009622549553189361,0.08296692842508063,0.08312242271259747,0.001430057537311699,0.0005,126.0811939239502,48.92295026779175
|
| 24 |
+
23,0.027475682949063492,0.027476778562073586,0.0009525563411022488,0.0831696462324437,0.08336780793128655,0.0015311711965597164,0.0005,126.09054660797119,48.92295026779175
|
| 25 |
+
24,0.02741992744658865,0.02741932484885173,0.000948965537269213,0.08317686080494348,0.08339097648635478,0.0015011998043771375,0.0005,125.92847657203674,48.92295026779175
|
| 26 |
+
25,0.02694920618643067,0.026948320074546176,0.0009393165652689181,0.08333843782105867,0.08355159706993177,0.0015651085615506646,0.0005,126.33785963058472,48.92295026779175
|
| 27 |
+
26,0.026686054459814704,0.026687439778645832,0.0009322204780683183,0.08257458753445569,0.08277728176778752,0.001588788414210604,0.0005,126.13376021385193,48.92295026779175
|
| 28 |
+
27,0.026450639674023016,0.02644978226273148,0.0009266857341019034,0.08444395738051218,0.08463312050743177,0.001376322554043162,0.0005,125.96308732032776,48.92295026779175
|
| 29 |
+
28,0.026366768335339737,0.02635871070906433,0.0009219782646985082,0.08450478764579576,0.08468943287037037,0.0014236017974496584,0.0005,125.79972195625305,48.92295026779175
|
| 30 |
+
29,0.02586094278897812,0.025860192847298367,0.0009082142590430745,0.08494839532410398,0.08517616007249025,0.0016607549054580822,0.0005,126.07144284248352,48.92295026779175
|
| 31 |
+
30,0.025982404280620725,0.0259847196332846,0.0009125503893309866,0.08473296408705852,0.0848921805707846,0.0013843927397365458,0.0005,125.83844566345215,48.92295026779175
|
| 32 |
+
31,0.025458581412016457,0.02546270334582115,0.0008959315475403217,0.0833597944720703,0.08357000578703704,0.0015992963453482466,0.0005,126.2410717010498,48.92295026779175
|
| 33 |
+
32,0.02527805756944329,0.025278111065423978,0.0008927956711479098,0.08340075601111441,0.08357888866045321,0.0014513248762889216,0.0005,125.89632606506348,48.92295026779175
|
| 34 |
+
33,0.02495333895698857,0.02495076918098197,0.0008900647048364606,0.0836785214350504,0.08388805875365497,0.001449859342728442,0.0005,126.02242660522461,48.92295026779175
|
| 35 |
+
34,0.024261552228856443,0.02426156779209308,0.0008673617511726262,0.08399062647539027,0.08419362496954191,0.0014602911280609712,0.0005,126.26858329772949,48.92295026779175
|
| 36 |
+
35,0.02412545286230187,0.02411725765830592,0.0008633564504092199,0.083967684822924,0.08417521381578948,0.0014302737862743132,0.0005,125.81540036201477,48.92295026779175
|
| 37 |
+
36,0.02388534080515157,0.023886127092090034,0.0008555729210115316,0.08413907173363601,0.08436143320540936,0.0015343982547695873,0.0005,125.89397311210632,48.92295026779175
|
| 38 |
+
37,0.02404576884721642,0.024039646410133408,0.0008637766174057074,0.08422285175937064,0.08442058471917642,0.0014304200093648587,0.0005,126.12879395484924,48.92295026779175
|
| 39 |
+
38,0.02358533678326144,0.0235833119650798,0.0008508506003353331,0.08509294809225727,0.08525650341130604,0.0013836265664700178,0.0005,125.67074823379517,48.92295026779175
|
| 40 |
+
39,0.023470017044290678,0.023472046136391325,0.0008412031973140282,0.08391300917548292,0.08411797834429824,0.0014942876515332717,0.0005,125.69964671134949,48.92295026779175
|
| 41 |
+
40,0.0232611798278209,0.02326592950475146,0.0008401585840865185,0.08551957754089552,0.08575117271259747,0.0015878675538196897,0.00025,125.722660779953,48.92295026779175
|
| 42 |
+
41,0.021915116833884325,0.021910003102917883,0.0008105009491419235,0.08445049384061028,0.08465501081262183,0.0013959861455256478,0.00025,125.91873216629028,48.92295026779175
|
| 43 |
+
42,0.021156193744113195,0.021160571841115375,0.0007939175202658302,0.08462707961306852,0.08483296555190059,0.0014309939951227422,0.00025,127.18819570541382,48.92295026779175
|
| 44 |
+
43,0.02103546922053419,0.021034771088419835,0.000791304543919382,0.08521919818047215,0.08540450909173977,0.0013720496695989754,0.00025,126.92008590698242,48.92295026779175
|
| 45 |
+
44,0.020999752040674436,0.020997260123507555,0.0007871195541052093,0.0846590358106529,0.08486501271625244,0.0014849364156262917,0.00025,125.75742435455322,48.92295026779175
|
| 46 |
+
45,0.02087530100356732,0.02086742685299403,0.0007854146843678073,0.08548673866864513,0.08571490131578947,0.001400322040967774,0.00025,125.9559211730957,48.92295026779175
|
| 47 |
+
46,0.020858563121352622,0.02085866339432566,0.0007823233663687231,0.08558272340280168,0.08578447414108187,0.0013778684057338894,0.00025,125.98039722442627,48.92295026779175
|
| 48 |
+
47,0.02070141414096996,0.02069957629941825,0.0007797024211688348,0.08513263339067206,0.08537714615314328,0.0014389535070162768,0.00025,125.90704035758972,48.92295026779175
|
| 49 |
+
48,0.020760646757127632,0.020756492712902048,0.000779943782509419,0.0854135142529712,0.08562946485136452,0.0014798672209706224,0.00025,126.04102039337158,48.92295026779175
|
| 50 |
+
49,0.020952161067902153,0.020949394873903508,0.0007835222096645344,0.08523135752800633,0.0854588230994152,0.001509147059847737,0.00025,125.84190034866333,48.92295026779175
|
| 51 |
+
50,0.020565945488303455,0.02056660884388706,0.0007733984295910562,0.08509795619722675,0.08531613570601852,0.0014302263082119457,0.00025,125.96381616592407,48.92295026779175
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/checkpoints/FNO-Large_FW10_best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a2226ee611d5259e105bb83ff3f8a52fd6454e09bbc90c46958763b59dd3889b
|
| 3 |
+
size 203221703
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/checkpoints/FNO-Large_FW10_last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bfc2709a341b98cca922f808b8d07efdc6771b2dc120bba82bd15a06ca75d842
|
| 3 |
+
size 203221703
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"objective": "O4-multi-structure",
|
| 3 |
+
"structure_id": "FW10",
|
| 4 |
+
"structure": {
|
| 5 |
+
"paper_label": "FW-10",
|
| 6 |
+
"type": "Frame-shear wall",
|
| 7 |
+
"stories": 10,
|
| 8 |
+
"height_m": 30.0,
|
| 9 |
+
"filename": "Blg_F10_30m_IM7_st1.h5"
|
| 10 |
+
},
|
| 11 |
+
"gm_path": "/home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5",
|
| 12 |
+
"building_h5": "/home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F10_30m_IM7_st1.h5",
|
| 13 |
+
"seed": 42,
|
| 14 |
+
"epochs": 50,
|
| 15 |
+
"batch_size": 1024,
|
| 16 |
+
"lr": 0.001,
|
| 17 |
+
"weight_decay": 0.0001,
|
| 18 |
+
"scheduler_step": 20,
|
| 19 |
+
"scheduler_gamma": 0.5,
|
| 20 |
+
"split": "fixed_474_test_full_57_factors",
|
| 21 |
+
"architecture": {
|
| 22 |
+
"n_modes": 512,
|
| 23 |
+
"hidden_channels": 64,
|
| 24 |
+
"n_layers": 8,
|
| 25 |
+
"domain_padding": 0.1,
|
| 26 |
+
"projection_channel_ratio": 2
|
| 27 |
+
},
|
| 28 |
+
"params": {
|
| 29 |
+
"total": 8505793,
|
| 30 |
+
"trainable": 8505793
|
| 31 |
+
},
|
| 32 |
+
"artifacts": {
|
| 33 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/FW10/training_log.csv",
|
| 34 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/FW10/training_console.log",
|
| 35 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/FW10/figures/training_curves.png",
|
| 36 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/FW10/test_metrics.json",
|
| 37 |
+
"last_checkpoint": "6-code/O4-multi-structure/results/runs/FW10/checkpoints/FNO-Large_FW10_last.pt"
|
| 38 |
+
}
|
| 39 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/figures/training_curves.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/summary.json
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"structure_id": "FW10",
|
| 3 |
+
"paper_label": "FW-10",
|
| 4 |
+
"type": "Frame-shear wall",
|
| 5 |
+
"stories": 10,
|
| 6 |
+
"height_m": 30.0,
|
| 7 |
+
"best_val_mse": 0.16215763401559455,
|
| 8 |
+
"best_epoch": 14,
|
| 9 |
+
"test_mse": 0.16460282246249414,
|
| 10 |
+
"test_pfa_mse_g2": 0.005388710370679021,
|
| 11 |
+
"test_metrics": {
|
| 12 |
+
"mse": 0.16460282246249414,
|
| 13 |
+
"rmse": 0.40571273391710805,
|
| 14 |
+
"mae": 0.22392429718921952,
|
| 15 |
+
"r2": 0.8635933451923309,
|
| 16 |
+
"pfa_mse_g2": 0.005388710370679021,
|
| 17 |
+
"pfa_rmse_g": 0.07340783589426282,
|
| 18 |
+
"pfa_mae_g": 0.04851515808997796,
|
| 19 |
+
"pfa_r2": 0.9342427538878497,
|
| 20 |
+
"loss": 0.16467881147508268
|
| 21 |
+
},
|
| 22 |
+
"train_time_s": 6145.706531047821,
|
| 23 |
+
"peak_gpu_gb": 48.92295026779175,
|
| 24 |
+
"best_checkpoint": "6-code/O4-multi-structure/results/runs/FW10/checkpoints/FNO-Large_FW10_best.pt",
|
| 25 |
+
"last_checkpoint": "6-code/O4-multi-structure/results/runs/FW10/checkpoints/FNO-Large_FW10_last.pt",
|
| 26 |
+
"config": "6-code/O4-multi-structure/results/runs/FW10/config.json",
|
| 27 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/FW10/training_log.csv",
|
| 28 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/FW10/training_console.log",
|
| 29 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/FW10/figures/training_curves.png",
|
| 30 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/FW10/test_metrics.json"
|
| 31 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/test_metrics.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mse": 0.16460282246249414,
|
| 3 |
+
"rmse": 0.40571273391710805,
|
| 4 |
+
"mae": 0.22392429718921952,
|
| 5 |
+
"r2": 0.8635933451923309,
|
| 6 |
+
"pfa_mse_g2": 0.005388710370679021,
|
| 7 |
+
"pfa_rmse_g": 0.07340783589426282,
|
| 8 |
+
"pfa_mae_g": 0.04851515808997796,
|
| 9 |
+
"pfa_r2": 0.9342427538878497,
|
| 10 |
+
"loss": 0.16467881147508268
|
| 11 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/training_console.log
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
=== O4 FW10 / FW-10 ===
|
| 3 |
+
Building: /home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F10_30m_IM7_st1.h5
|
| 4 |
+
GM: /home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5
|
| 5 |
+
Train=136,800, Val=34,200, Test=27,018
|
| 6 |
+
Parameters: total=8,505,793, trainable=8,505,793
|
| 7 |
+
CSV log: 6-code/O4-multi-structure/results/runs/FW10/training_log.csv
|
| 8 |
+
Curve PNG: 6-code/O4-multi-structure/results/runs/FW10/figures/training_curves.png
|
| 9 |
+
FW10 epoch 001/50 train_loss=0.539805 val_loss=0.344788 train_mse=0.540410 val_mse=0.344767 val_pfa_mse=0.014164g^2 peak=48.92GB
|
| 10 |
+
FW10 epoch 002/50 train_loss=0.263810 val_loss=0.240710 train_mse=0.263951 val_mse=0.240675 val_pfa_mse=0.011868g^2 peak=48.92GB
|
| 11 |
+
FW10 epoch 003/50 train_loss=0.179999 val_loss=0.208765 train_mse=0.180046 val_mse=0.208667 val_pfa_mse=0.010593g^2 peak=48.92GB
|
| 12 |
+
FW10 epoch 004/50 train_loss=0.147510 val_loss=0.190464 train_mse=0.147557 val_mse=0.190323 val_pfa_mse=0.008894g^2 peak=48.92GB
|
| 13 |
+
FW10 epoch 005/50 train_loss=0.128732 val_loss=0.181881 train_mse=0.128747 val_mse=0.181786 val_pfa_mse=0.008045g^2 peak=48.92GB
|
| 14 |
+
FW10 epoch 006/50 train_loss=0.118099 val_loss=0.174979 train_mse=0.118094 val_mse=0.174881 val_pfa_mse=0.006484g^2 peak=48.92GB
|
| 15 |
+
FW10 epoch 007/50 train_loss=0.107769 val_loss=0.170989 train_mse=0.107783 val_mse=0.170866 val_pfa_mse=0.006114g^2 peak=48.92GB
|
| 16 |
+
FW10 epoch 008/50 train_loss=0.101162 val_loss=0.168451 train_mse=0.101190 val_mse=0.168336 val_pfa_mse=0.006457g^2 peak=48.92GB
|
| 17 |
+
FW10 epoch 009/50 train_loss=0.095897 val_loss=0.167682 train_mse=0.095932 val_mse=0.167546 val_pfa_mse=0.005270g^2 peak=48.92GB
|
| 18 |
+
FW10 epoch 010/50 train_loss=0.090438 val_loss=0.164636 train_mse=0.090442 val_mse=0.164494 val_pfa_mse=0.005666g^2 peak=48.92GB
|
| 19 |
+
FW10 epoch 011/50 train_loss=0.086977 val_loss=0.163437 train_mse=0.086987 val_mse=0.163316 val_pfa_mse=0.005798g^2 peak=48.92GB
|
| 20 |
+
FW10 epoch 012/50 train_loss=0.082202 val_loss=0.166925 train_mse=0.082203 val_mse=0.166790 val_pfa_mse=0.006483g^2 peak=48.92GB
|
| 21 |
+
FW10 epoch 013/50 train_loss=0.079962 val_loss=0.167779 train_mse=0.079960 val_mse=0.167659 val_pfa_mse=0.004679g^2 peak=48.92GB
|
| 22 |
+
FW10 epoch 014/50 train_loss=0.076708 val_loss=0.162303 train_mse=0.076715 val_mse=0.162158 val_pfa_mse=0.004979g^2 peak=48.92GB
|
| 23 |
+
FW10 epoch 015/50 train_loss=0.073800 val_loss=0.162910 train_mse=0.073787 val_mse=0.162761 val_pfa_mse=0.005002g^2 peak=48.92GB
|
| 24 |
+
FW10 epoch 016/50 train_loss=0.072238 val_loss=0.163423 train_mse=0.072254 val_mse=0.163267 val_pfa_mse=0.004709g^2 peak=48.92GB
|
| 25 |
+
FW10 epoch 017/50 train_loss=0.069503 val_loss=0.163685 train_mse=0.069496 val_mse=0.163525 val_pfa_mse=0.004550g^2 peak=48.92GB
|
| 26 |
+
FW10 epoch 018/50 train_loss=0.067073 val_loss=0.164503 train_mse=0.067066 val_mse=0.164330 val_pfa_mse=0.004342g^2 peak=48.92GB
|
| 27 |
+
FW10 epoch 019/50 train_loss=0.065564 val_loss=0.164257 train_mse=0.065578 val_mse=0.164054 val_pfa_mse=0.004882g^2 peak=48.92GB
|
| 28 |
+
FW10 epoch 020/50 train_loss=0.063018 val_loss=0.165391 train_mse=0.063016 val_mse=0.165222 val_pfa_mse=0.005074g^2 peak=48.92GB
|
| 29 |
+
FW10 epoch 021/50 train_loss=0.059096 val_loss=0.166985 train_mse=0.059107 val_mse=0.166812 val_pfa_mse=0.004157g^2 peak=48.92GB
|
| 30 |
+
FW10 epoch 022/50 train_loss=0.058003 val_loss=0.167209 train_mse=0.057993 val_mse=0.167022 val_pfa_mse=0.004093g^2 peak=48.92GB
|
| 31 |
+
FW10 epoch 023/50 train_loss=0.057074 val_loss=0.168323 train_mse=0.057071 val_mse=0.168144 val_pfa_mse=0.004118g^2 peak=48.92GB
|
| 32 |
+
FW10 epoch 024/50 train_loss=0.056210 val_loss=0.169031 train_mse=0.056213 val_mse=0.168861 val_pfa_mse=0.004126g^2 peak=48.92GB
|
| 33 |
+
FW10 epoch 025/50 train_loss=0.055418 val_loss=0.170000 train_mse=0.055411 val_mse=0.169826 val_pfa_mse=0.003999g^2 peak=48.92GB
|
| 34 |
+
FW10 epoch 026/50 train_loss=0.054540 val_loss=0.170242 train_mse=0.054542 val_mse=0.170063 val_pfa_mse=0.004016g^2 peak=48.92GB
|
| 35 |
+
FW10 epoch 027/50 train_loss=0.053768 val_loss=0.171221 train_mse=0.053764 val_mse=0.171038 val_pfa_mse=0.003940g^2 peak=48.92GB
|
| 36 |
+
FW10 epoch 028/50 train_loss=0.053101 val_loss=0.172886 train_mse=0.053089 val_mse=0.172685 val_pfa_mse=0.003918g^2 peak=48.92GB
|
| 37 |
+
FW10 epoch 029/50 train_loss=0.052569 val_loss=0.172360 train_mse=0.052571 val_mse=0.172177 val_pfa_mse=0.004037g^2 peak=48.92GB
|
| 38 |
+
FW10 epoch 030/50 train_loss=0.052215 val_loss=0.173262 train_mse=0.052223 val_mse=0.173060 val_pfa_mse=0.004132g^2 peak=48.92GB
|
| 39 |
+
FW10 epoch 031/50 train_loss=0.050821 val_loss=0.174720 train_mse=0.050826 val_mse=0.174527 val_pfa_mse=0.003869g^2 peak=48.92GB
|
| 40 |
+
FW10 epoch 032/50 train_loss=0.050205 val_loss=0.174833 train_mse=0.050203 val_mse=0.174649 val_pfa_mse=0.004105g^2 peak=48.92GB
|
| 41 |
+
FW10 epoch 033/50 train_loss=0.049467 val_loss=0.177490 train_mse=0.049470 val_mse=0.177297 val_pfa_mse=0.003728g^2 peak=48.92GB
|
| 42 |
+
FW10 epoch 034/50 train_loss=0.049094 val_loss=0.176920 train_mse=0.049094 val_mse=0.176721 val_pfa_mse=0.003800g^2 peak=48.92GB
|
| 43 |
+
FW10 epoch 035/50 train_loss=0.048553 val_loss=0.177979 train_mse=0.048546 val_mse=0.177799 val_pfa_mse=0.003718g^2 peak=48.92GB
|
| 44 |
+
FW10 epoch 036/50 train_loss=0.047421 val_loss=0.178222 train_mse=0.047420 val_mse=0.178023 val_pfa_mse=0.003903g^2 peak=48.92GB
|
| 45 |
+
FW10 epoch 037/50 train_loss=0.047326 val_loss=0.179102 train_mse=0.047323 val_mse=0.178917 val_pfa_mse=0.003811g^2 peak=48.92GB
|
| 46 |
+
FW10 epoch 038/50 train_loss=0.046189 val_loss=0.179109 train_mse=0.046182 val_mse=0.178940 val_pfa_mse=0.003907g^2 peak=48.92GB
|
| 47 |
+
FW10 epoch 039/50 train_loss=0.045763 val_loss=0.180822 train_mse=0.045763 val_mse=0.180620 val_pfa_mse=0.003841g^2 peak=48.92GB
|
| 48 |
+
FW10 epoch 040/50 train_loss=0.045777 val_loss=0.180665 train_mse=0.045774 val_mse=0.180452 val_pfa_mse=0.003954g^2 peak=48.92GB
|
| 49 |
+
FW10 epoch 041/50 train_loss=0.043639 val_loss=0.182316 train_mse=0.043629 val_mse=0.182129 val_pfa_mse=0.003755g^2 peak=48.92GB
|
| 50 |
+
FW10 epoch 042/50 train_loss=0.043164 val_loss=0.182630 train_mse=0.043166 val_mse=0.182453 val_pfa_mse=0.003804g^2 peak=48.92GB
|
| 51 |
+
FW10 epoch 043/50 train_loss=0.042916 val_loss=0.183066 train_mse=0.042912 val_mse=0.182889 val_pfa_mse=0.003827g^2 peak=48.92GB
|
| 52 |
+
FW10 epoch 044/50 train_loss=0.042670 val_loss=0.184177 train_mse=0.042670 val_mse=0.183997 val_pfa_mse=0.003778g^2 peak=48.92GB
|
| 53 |
+
FW10 epoch 045/50 train_loss=0.042405 val_loss=0.184422 train_mse=0.042402 val_mse=0.184238 val_pfa_mse=0.003843g^2 peak=48.92GB
|
| 54 |
+
FW10 epoch 046/50 train_loss=0.042144 val_loss=0.185038 train_mse=0.042139 val_mse=0.184849 val_pfa_mse=0.003830g^2 peak=48.92GB
|
| 55 |
+
FW10 epoch 047/50 train_loss=0.041859 val_loss=0.186394 train_mse=0.041856 val_mse=0.186207 val_pfa_mse=0.003720g^2 peak=48.92GB
|
| 56 |
+
FW10 epoch 048/50 train_loss=0.041615 val_loss=0.186723 train_mse=0.041610 val_mse=0.186534 val_pfa_mse=0.003761g^2 peak=48.92GB
|
| 57 |
+
FW10 epoch 049/50 train_loss=0.041339 val_loss=0.187249 train_mse=0.041337 val_mse=0.187077 val_pfa_mse=0.003798g^2 peak=48.92GB
|
| 58 |
+
FW10 epoch 050/50 train_loss=0.041111 val_loss=0.188577 train_mse=0.041111 val_mse=0.188392 val_pfa_mse=0.003789g^2 peak=48.92GB
|
| 59 |
+
FW10 final test: test_mse=0.164603 test_pfa_mse=0.005389g^2 best_epoch=14
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW10/training_log.csv
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
epoch,train_loss,train_mse,train_pfa_mse_g2,val_loss,val_mse,val_pfa_mse_g2,lr,epoch_s,gpu_peak_gb
|
| 2 |
+
1,0.5398052370370324,0.5404104079861111,0.06371772808638232,0.344787535860258,0.3447665338693957,0.01416366083580151,0.001,122.72867274284363,48.92295026779175
|
| 3 |
+
2,0.2638096573637493,0.2639506253807261,0.012442158760383116,0.24070974351728663,0.24067472648635477,0.011868228131567526,0.001,122.31520247459412,48.92295026779175
|
| 4 |
+
3,0.17999914344122162,0.18004627345272906,0.009760463303989834,0.20876513333881602,0.20866729318957114,0.01059329010589778,0.001,122.16115236282349,48.92295026779175
|
| 5 |
+
4,0.14751013757577583,0.147557279559576,0.008434331525138944,0.19046392379438176,0.19032309058235866,0.008894286323011967,0.001,122.10680747032166,48.92295026779175
|
| 6 |
+
5,0.12873221238824858,0.1287467502360502,0.007560598069464254,0.18188098818063736,0.18178555844907407,0.008044545748080426,0.001,122.22500967979431,48.92295026779175
|
| 7 |
+
6,0.11809946046169124,0.11809406977186891,0.007006071094881024,0.17497901180211237,0.17488141462597465,0.006484026588194552,0.001,122.21072363853455,48.92295026779175
|
| 8 |
+
7,0.10776908829141019,0.1077830493877924,0.006414675970523678,0.17098886914112987,0.17086583363791422,0.006114350801322893,0.001,122.13383889198303,48.92295026779175
|
| 9 |
+
8,0.10116152826752235,0.10118987314205653,0.0060113538252679925,0.1684511150507366,0.16833578734161794,0.006457134945350781,0.001,122.29259133338928,48.92295026779175
|
| 10 |
+
9,0.09589743402911656,0.0959317496268884,0.00564494734619096,0.16768157876589718,0.16754648300438596,0.005270093100809912,0.001,122.21865677833557,48.92295026779175
|
| 11 |
+
10,0.09043810716760692,0.09044217013888889,0.005300802764488242,0.16463563196799336,0.164494318957115,0.005666228449135496,0.001,122.1177909374237,48.92295026779175
|
| 12 |
+
11,0.08697711581836885,0.08698712810672514,0.005031833331487332,0.16343729548594532,0.16331608887670565,0.005798447933810496,0.001,122.24404811859131,48.92295026779175
|
| 13 |
+
12,0.08220161069462549,0.08220316699409114,0.004719190590562876,0.16692537748638323,0.16678958211500974,0.00648262231670625,0.001,122.19452738761902,48.92295026779175
|
| 14 |
+
13,0.0799618684756222,0.07995969979745371,0.004538843952424345,0.1677792431677089,0.16765852902655945,0.0046789099180210405,0.001,122.36136174201965,48.92295026779175
|
| 15 |
+
14,0.07670810929874876,0.07671505802266082,0.004328894770284843,0.1623029899509514,0.16215763401559455,0.004978969431760018,0.001,122.17738556861877,48.92295026779175
|
| 16 |
+
15,0.07380019072721254,0.07378694950810186,0.0040970552438183835,0.1629097179016646,0.16276123933966863,0.005001776044131719,0.001,122.32344269752502,48.92295026779175
|
| 17 |
+
16,0.072237827384205,0.07225384596201877,0.003991616455435056,0.16342288211864583,0.1632672054702729,0.004709054496553209,0.001,122.2744152545929,48.92295026779175
|
| 18 |
+
17,0.06950277078952362,0.0694964475397478,0.0037901153323943153,0.16368477221797495,0.16352476806164717,0.004550041643499631,0.001,122.3698992729187,48.92295026779175
|
| 19 |
+
18,0.06707283262330205,0.06706593453033625,0.0036237569371162103,0.16450338175191598,0.16433005497685185,0.004341936236933658,0.001,123.22791767120361,48.92295026779175
|
| 20 |
+
19,0.06556388563407001,0.06557835646244517,0.003525639718387559,0.16425670442335746,0.1640539875730994,0.004881961575725622,0.001,122.26223611831665,48.92295026779175
|
| 21 |
+
20,0.06301807809565495,0.06301604282788134,0.0033494306028934947,0.1653906102566158,0.1652221144005848,0.005073961702703732,0.0005,122.21032428741455,48.92295026779175
|
| 22 |
+
21,0.05909633222244569,0.059107245408442984,0.003148580832265274,0.16698536890394547,0.16681173946150096,0.004156560605032402,0.0005,122.21105742454529,48.92295026779175
|
| 23 |
+
22,0.05800328234127208,0.057992645741959066,0.003054901952283424,0.16720934562823353,0.16702162981237817,0.004092555934922737,0.0005,122.26308059692383,48.92295026779175
|
| 24 |
+
23,0.05707422924686724,0.05707136208576998,0.0029884807634771916,0.16832278493572683,0.1681435109039961,0.004118287260072273,0.0005,122.08475852012634,48.92295026779175
|
| 25 |
+
24,0.056210212909908436,0.0562127595790692,0.002931506146638714,0.1690314219278448,0.16886107440911305,0.004126381504605388,0.0005,121.98367047309875,48.92295026779175
|
| 26 |
+
25,0.055417546585424624,0.055411064129507796,0.0028738295944810612,0.17000020120073767,0.16982595760233918,0.00399901483142585,0.0005,122.10573768615723,48.92295026779175
|
| 27 |
+
26,0.054540254120061644,0.054542084589729534,0.0028154064427342333,0.17024233082638068,0.17006268823099416,0.004015621372133668,0.0005,122.21570324897766,48.92295026779175
|
| 28 |
+
27,0.05376793130009032,0.053764350214729535,0.0027700848293583298,0.17122102682204807,0.1710380267726608,0.003939888282128942,0.0005,122.06336164474487,48.92295026779175
|
| 29 |
+
28,0.053101164163715804,0.05308891298885234,0.0027197124351534927,0.17288629776414702,0.17268474034478556,0.003917551431042409,0.0005,122.08777952194214,48.92295026779175
|
| 30 |
+
29,0.05256880055278985,0.052571266390259504,0.002692876470367811,0.17236046032870517,0.17217683570906434,0.004036509868694328,0.0005,122.1043951511383,48.92295026779175
|
| 31 |
+
30,0.05221503636619048,0.052222886417976365,0.0026653260001313615,0.17326178686583743,0.17305996040448343,0.004131763197525203,0.0005,122.14628601074219,48.92295026779175
|
| 32 |
+
31,0.05082092625992512,0.050825652640716375,0.002588745600473114,0.17472049659665892,0.17452694231237817,0.003868757116864299,0.0005,122.06601667404175,48.92295026779175
|
| 33 |
+
32,0.05020541261269975,0.05020337005436769,0.002547133653833155,0.17483341430916505,0.17464891203703703,0.004105460713481345,0.0005,122.13669228553772,48.92295026779175
|
| 34 |
+
33,0.049466690854794944,0.04947000677692495,0.0025030299123616245,0.17748974701937506,0.1772972694322612,0.003728113693800586,0.0005,122.19039106369019,48.92295026779175
|
| 35 |
+
34,0.049093916094792425,0.04909418425621345,0.002483058134366197,0.17692013041061513,0.176721102582846,0.0038001263629623325,0.0005,122.1366024017334,48.92295026779175
|
| 36 |
+
35,0.04855332807151239,0.04854554485715156,0.0024574613762877837,0.17797886229613247,0.17779928697612085,0.003717605468125371,0.0005,121.92412424087524,48.92295026779175
|
| 37 |
+
36,0.04742113303448727,0.047419849004020465,0.002388772442501191,0.17822222937555873,0.17802323860867447,0.003902530300686931,0.0005,121.98880815505981,48.92295026779175
|
| 38 |
+
37,0.0473256547893606,0.047323449454800194,0.0023829698283769933,0.1791023463010788,0.17891723135964913,0.003811477283288164,0.0005,122.08234453201294,48.92295026779175
|
| 39 |
+
38,0.046188566361123055,0.046181951468841374,0.002311638057754751,0.17910870646729188,0.17893963343689084,0.003906887166681345,0.0005,122.03561568260193,48.92295026779175
|
| 40 |
+
39,0.045763407819973886,0.04576310084292763,0.0022993380755011797,0.18082191400668202,0.18061988791423003,0.0038409270006313657,0.0005,122.12052965164185,48.92295026779175
|
| 41 |
+
40,0.045777393949788005,0.045774062576145226,0.0022882160953959525,0.18066465679336996,0.18045157498781678,0.003953814851610284,0.00025,122.14521789550781,48.92295026779175
|
| 42 |
+
41,0.043639127081677095,0.04362926517955044,0.0021866474156839806,0.18231565066996744,0.1821293759137427,0.0037548358886562595,0.00025,121.94281959533691,48.92295026779175
|
| 43 |
+
42,0.04316442723928103,0.043165905290570177,0.002154894675079145,0.1826302746639532,0.1824534009502924,0.0038036256296592845,0.00025,122.02024555206299,48.92295026779175
|
| 44 |
+
43,0.042915626276117655,0.042911576567830165,0.002133630976865166,0.18306617920889573,0.1828889321393762,0.003826535473092955,0.00025,121.99267959594727,48.92295026779175
|
| 45 |
+
44,0.0426695651527661,0.04266984957510965,0.0021203543698927116,0.1841766299570308,0.18399717227095516,0.0037782160336511175,0.00025,122.02868151664734,48.92295026779175
|
| 46 |
+
45,0.042405026311527434,0.04240189365557992,0.002104325561146987,0.1844223058399032,0.18423828460038985,0.0038431566709663436,0.00025,122.13083553314209,48.92295026779175
|
| 47 |
+
46,0.04214411067651279,0.04213904449165448,0.0020881403015370953,0.18503787368535995,0.1848486491837232,0.003830008527688813,0.00025,122.17318606376648,48.92295026779175
|
| 48 |
+
47,0.04185913161221725,0.041856305205287526,0.0020733699097967985,0.18639356160865111,0.1862066860075536,0.003720033085137083,0.00025,122.04756712913513,48.92295026779175
|
| 49 |
+
48,0.041614690600936095,0.04160963855765716,0.0020540007861734135,0.18672295966569116,0.1865344994212963,0.0037614682299351833,0.00025,121.95794558525085,48.92295026779175
|
| 50 |
+
49,0.0413394385198159,0.041337461508589184,0.0020409074591265786,0.18724893603254766,0.18707705378898634,0.0037976436517391985,0.00025,121.93399858474731,48.92295026779175
|
| 51 |
+
50,0.041111216115862576,0.04111131120172393,0.002024063551635073,0.18857706294340246,0.1883917291057505,0.0037892842153359574,0.00025,122.12725162506104,48.92295026779175
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/checkpoints/FNO-Large_FW14_best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9452b2ccd88e4557684da6357941e4ab5885b4bc611ad2f7e5d65023719fe3a0
|
| 3 |
+
size 203221703
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/checkpoints/FNO-Large_FW14_last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2f4b634a8a0b8bb8602b8881135638dc48751f450e48e8de668051684c02baed
|
| 3 |
+
size 203221703
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"objective": "O4-multi-structure",
|
| 3 |
+
"structure_id": "FW14",
|
| 4 |
+
"structure": {
|
| 5 |
+
"paper_label": "FW-14",
|
| 6 |
+
"type": "Frame-shear wall",
|
| 7 |
+
"stories": 14,
|
| 8 |
+
"height_m": 42.0,
|
| 9 |
+
"filename": "Blg_F14_42m_IM7_st1.h5"
|
| 10 |
+
},
|
| 11 |
+
"gm_path": "/home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5",
|
| 12 |
+
"building_h5": "/home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F14_42m_IM7_st1.h5",
|
| 13 |
+
"seed": 42,
|
| 14 |
+
"epochs": 50,
|
| 15 |
+
"batch_size": 1024,
|
| 16 |
+
"lr": 0.001,
|
| 17 |
+
"weight_decay": 0.0001,
|
| 18 |
+
"scheduler_step": 20,
|
| 19 |
+
"scheduler_gamma": 0.5,
|
| 20 |
+
"split": "fixed_474_test_full_57_factors",
|
| 21 |
+
"architecture": {
|
| 22 |
+
"n_modes": 512,
|
| 23 |
+
"hidden_channels": 64,
|
| 24 |
+
"n_layers": 8,
|
| 25 |
+
"domain_padding": 0.1,
|
| 26 |
+
"projection_channel_ratio": 2
|
| 27 |
+
},
|
| 28 |
+
"params": {
|
| 29 |
+
"total": 8505793,
|
| 30 |
+
"trainable": 8505793
|
| 31 |
+
},
|
| 32 |
+
"artifacts": {
|
| 33 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/FW14/training_log.csv",
|
| 34 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/FW14/training_console.log",
|
| 35 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/FW14/figures/training_curves.png",
|
| 36 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/FW14/test_metrics.json",
|
| 37 |
+
"last_checkpoint": "6-code/O4-multi-structure/results/runs/FW14/checkpoints/FNO-Large_FW14_last.pt"
|
| 38 |
+
}
|
| 39 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/figures/training_curves.png
ADDED
|
Git LFS Details
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/summary.json
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"structure_id": "FW14",
|
| 3 |
+
"paper_label": "FW-14",
|
| 4 |
+
"type": "Frame-shear wall",
|
| 5 |
+
"stories": 14,
|
| 6 |
+
"height_m": 42.0,
|
| 7 |
+
"best_val_mse": 0.09519179459064328,
|
| 8 |
+
"best_epoch": 21,
|
| 9 |
+
"test_mse": 0.09851593632794187,
|
| 10 |
+
"test_pfa_mse_g2": 0.003013323218422379,
|
| 11 |
+
"test_metrics": {
|
| 12 |
+
"mse": 0.09851593632794187,
|
| 13 |
+
"rmse": 0.3138724841841697,
|
| 14 |
+
"mae": 0.17464705551237447,
|
| 15 |
+
"r2": 0.8919759333579776,
|
| 16 |
+
"pfa_mse_g2": 0.003013323218422379,
|
| 17 |
+
"pfa_rmse_g": 0.05489374480232132,
|
| 18 |
+
"pfa_mae_g": 0.03660711224492645,
|
| 19 |
+
"pfa_r2": 0.945430314880422,
|
| 20 |
+
"loss": 0.09845690015289518
|
| 21 |
+
},
|
| 22 |
+
"train_time_s": 6144.4424703121185,
|
| 23 |
+
"peak_gpu_gb": 48.92295026779175,
|
| 24 |
+
"best_checkpoint": "6-code/O4-multi-structure/results/runs/FW14/checkpoints/FNO-Large_FW14_best.pt",
|
| 25 |
+
"last_checkpoint": "6-code/O4-multi-structure/results/runs/FW14/checkpoints/FNO-Large_FW14_last.pt",
|
| 26 |
+
"config": "6-code/O4-multi-structure/results/runs/FW14/config.json",
|
| 27 |
+
"training_log_csv": "6-code/O4-multi-structure/results/runs/FW14/training_log.csv",
|
| 28 |
+
"training_console_log": "6-code/O4-multi-structure/results/runs/FW14/training_console.log",
|
| 29 |
+
"training_curves_png": "6-code/O4-multi-structure/results/runs/FW14/figures/training_curves.png",
|
| 30 |
+
"test_metrics_json": "6-code/O4-multi-structure/results/runs/FW14/test_metrics.json"
|
| 31 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/test_metrics.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mse": 0.09851593632794187,
|
| 3 |
+
"rmse": 0.3138724841841697,
|
| 4 |
+
"mae": 0.17464705551237447,
|
| 5 |
+
"r2": 0.8919759333579776,
|
| 6 |
+
"pfa_mse_g2": 0.003013323218422379,
|
| 7 |
+
"pfa_rmse_g": 0.05489374480232132,
|
| 8 |
+
"pfa_mae_g": 0.03660711224492645,
|
| 9 |
+
"pfa_r2": 0.945430314880422,
|
| 10 |
+
"loss": 0.09845690015289518
|
| 11 |
+
}
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/training_console.log
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
=== O4 FW14 / FW-14 ===
|
| 3 |
+
Building: /home/jason/SesimicTransformerData/MDOF/knet-250/Data/fno/Blg_F14_42m_IM7_st1.h5
|
| 4 |
+
GM: /home/jason/SesimicTransformerData/MDOF/All_GMs/GMs_knet_3474_AF_57.h5
|
| 5 |
+
Train=136,800, Val=34,200, Test=27,018
|
| 6 |
+
Parameters: total=8,505,793, trainable=8,505,793
|
| 7 |
+
CSV log: 6-code/O4-multi-structure/results/runs/FW14/training_log.csv
|
| 8 |
+
Curve PNG: 6-code/O4-multi-structure/results/runs/FW14/figures/training_curves.png
|
| 9 |
+
FW14 epoch 001/50 train_loss=0.382448 val_loss=0.207808 train_mse=0.383000 val_mse=0.207882 val_pfa_mse=0.008899g^2 peak=48.92GB
|
| 10 |
+
FW14 epoch 002/50 train_loss=0.165852 val_loss=0.160189 train_mse=0.165896 val_mse=0.160252 val_pfa_mse=0.007359g^2 peak=48.92GB
|
| 11 |
+
FW14 epoch 003/50 train_loss=0.128561 val_loss=0.141235 train_mse=0.128591 val_mse=0.141200 val_pfa_mse=0.005230g^2 peak=48.92GB
|
| 12 |
+
FW14 epoch 004/50 train_loss=0.107494 val_loss=0.127608 train_mse=0.107536 val_mse=0.127510 val_pfa_mse=0.005438g^2 peak=48.92GB
|
| 13 |
+
FW14 epoch 005/50 train_loss=0.092567 val_loss=0.119054 train_mse=0.092589 val_mse=0.118930 val_pfa_mse=0.004869g^2 peak=48.92GB
|
| 14 |
+
FW14 epoch 006/50 train_loss=0.083049 val_loss=0.115481 train_mse=0.083052 val_mse=0.115339 val_pfa_mse=0.004106g^2 peak=48.92GB
|
| 15 |
+
FW14 epoch 007/50 train_loss=0.075749 val_loss=0.111911 train_mse=0.075752 val_mse=0.111768 val_pfa_mse=0.004578g^2 peak=48.92GB
|
| 16 |
+
FW14 epoch 008/50 train_loss=0.068913 val_loss=0.110247 train_mse=0.068930 val_mse=0.110083 val_pfa_mse=0.003637g^2 peak=48.92GB
|
| 17 |
+
FW14 epoch 009/50 train_loss=0.063971 val_loss=0.106945 train_mse=0.063991 val_mse=0.106773 val_pfa_mse=0.003873g^2 peak=48.92GB
|
| 18 |
+
FW14 epoch 010/50 train_loss=0.058968 val_loss=0.104253 train_mse=0.058976 val_mse=0.104055 val_pfa_mse=0.003579g^2 peak=48.92GB
|
| 19 |
+
FW14 epoch 011/50 train_loss=0.054764 val_loss=0.103727 train_mse=0.054769 val_mse=0.103530 val_pfa_mse=0.003277g^2 peak=48.92GB
|
| 20 |
+
FW14 epoch 012/50 train_loss=0.051370 val_loss=0.100954 train_mse=0.051380 val_mse=0.100758 val_pfa_mse=0.003345g^2 peak=48.92GB
|
| 21 |
+
FW14 epoch 013/50 train_loss=0.048795 val_loss=0.101397 train_mse=0.048791 val_mse=0.101184 val_pfa_mse=0.003536g^2 peak=48.92GB
|
| 22 |
+
FW14 epoch 014/50 train_loss=0.046130 val_loss=0.098139 train_mse=0.046135 val_mse=0.097916 val_pfa_mse=0.003193g^2 peak=48.92GB
|
| 23 |
+
FW14 epoch 015/50 train_loss=0.044198 val_loss=0.100248 train_mse=0.044183 val_mse=0.100029 val_pfa_mse=0.003089g^2 peak=48.92GB
|
| 24 |
+
FW14 epoch 016/50 train_loss=0.042088 val_loss=0.097768 train_mse=0.042095 val_mse=0.097551 val_pfa_mse=0.003036g^2 peak=48.92GB
|
| 25 |
+
FW14 epoch 017/50 train_loss=0.040302 val_loss=0.096615 train_mse=0.040299 val_mse=0.096388 val_pfa_mse=0.003038g^2 peak=48.92GB
|
| 26 |
+
FW14 epoch 018/50 train_loss=0.039128 val_loss=0.095949 train_mse=0.039127 val_mse=0.095717 val_pfa_mse=0.003265g^2 peak=48.92GB
|
| 27 |
+
FW14 epoch 019/50 train_loss=0.037869 val_loss=0.095462 train_mse=0.037878 val_mse=0.095231 val_pfa_mse=0.002883g^2 peak=48.92GB
|
| 28 |
+
FW14 epoch 020/50 train_loss=0.036041 val_loss=0.096195 train_mse=0.036040 val_mse=0.095969 val_pfa_mse=0.002602g^2 peak=48.92GB
|
| 29 |
+
FW14 epoch 021/50 train_loss=0.033477 val_loss=0.095419 train_mse=0.033480 val_mse=0.095192 val_pfa_mse=0.002785g^2 peak=48.92GB
|
| 30 |
+
FW14 epoch 022/50 train_loss=0.032790 val_loss=0.095629 train_mse=0.032786 val_mse=0.095403 val_pfa_mse=0.002688g^2 peak=48.92GB
|
| 31 |
+
FW14 epoch 023/50 train_loss=0.032242 val_loss=0.095670 train_mse=0.032241 val_mse=0.095443 val_pfa_mse=0.002699g^2 peak=48.92GB
|
| 32 |
+
FW14 epoch 024/50 train_loss=0.031729 val_loss=0.095727 train_mse=0.031730 val_mse=0.095496 val_pfa_mse=0.002708g^2 peak=48.92GB
|
| 33 |
+
FW14 epoch 025/50 train_loss=0.031203 val_loss=0.095884 train_mse=0.031201 val_mse=0.095661 val_pfa_mse=0.002601g^2 peak=48.92GB
|
| 34 |
+
FW14 epoch 026/50 train_loss=0.030676 val_loss=0.096357 train_mse=0.030677 val_mse=0.096132 val_pfa_mse=0.002508g^2 peak=48.92GB
|
| 35 |
+
FW14 epoch 027/50 train_loss=0.030347 val_loss=0.095871 train_mse=0.030344 val_mse=0.095643 val_pfa_mse=0.002640g^2 peak=48.92GB
|
| 36 |
+
FW14 epoch 028/50 train_loss=0.029908 val_loss=0.096129 train_mse=0.029903 val_mse=0.095902 val_pfa_mse=0.002540g^2 peak=48.92GB
|
| 37 |
+
FW14 epoch 029/50 train_loss=0.029435 val_loss=0.096334 train_mse=0.029435 val_mse=0.096098 val_pfa_mse=0.002489g^2 peak=48.92GB
|
| 38 |
+
FW14 epoch 030/50 train_loss=0.029270 val_loss=0.095914 train_mse=0.029274 val_mse=0.095688 val_pfa_mse=0.002593g^2 peak=48.92GB
|
| 39 |
+
FW14 epoch 031/50 train_loss=0.028498 val_loss=0.096524 train_mse=0.028500 val_mse=0.096301 val_pfa_mse=0.002519g^2 peak=48.92GB
|
| 40 |
+
FW14 epoch 032/50 train_loss=0.028122 val_loss=0.097788 train_mse=0.028119 val_mse=0.097556 val_pfa_mse=0.002355g^2 peak=48.92GB
|
| 41 |
+
FW14 epoch 033/50 train_loss=0.027742 val_loss=0.096457 train_mse=0.027746 val_mse=0.096232 val_pfa_mse=0.002603g^2 peak=48.92GB
|
| 42 |
+
FW14 epoch 034/50 train_loss=0.027553 val_loss=0.096289 train_mse=0.027553 val_mse=0.096053 val_pfa_mse=0.002674g^2 peak=48.92GB
|
| 43 |
+
FW14 epoch 035/50 train_loss=0.026980 val_loss=0.096742 train_mse=0.026975 val_mse=0.096510 val_pfa_mse=0.002559g^2 peak=48.92GB
|
| 44 |
+
FW14 epoch 036/50 train_loss=0.026817 val_loss=0.096683 train_mse=0.026818 val_mse=0.096460 val_pfa_mse=0.002576g^2 peak=48.92GB
|
| 45 |
+
FW14 epoch 037/50 train_loss=0.026269 val_loss=0.097111 train_mse=0.026269 val_mse=0.096890 val_pfa_mse=0.002453g^2 peak=48.92GB
|
| 46 |
+
FW14 epoch 038/50 train_loss=0.025978 val_loss=0.097420 train_mse=0.025975 val_mse=0.097186 val_pfa_mse=0.002678g^2 peak=48.92GB
|
| 47 |
+
FW14 epoch 039/50 train_loss=0.025657 val_loss=0.097155 train_mse=0.025658 val_mse=0.096928 val_pfa_mse=0.002501g^2 peak=48.92GB
|
| 48 |
+
FW14 epoch 040/50 train_loss=0.025158 val_loss=0.097677 train_mse=0.025159 val_mse=0.097450 val_pfa_mse=0.002480g^2 peak=48.92GB
|
| 49 |
+
FW14 epoch 041/50 train_loss=0.024205 val_loss=0.097895 train_mse=0.024201 val_mse=0.097663 val_pfa_mse=0.002440g^2 peak=48.92GB
|
| 50 |
+
FW14 epoch 042/50 train_loss=0.023986 val_loss=0.098035 train_mse=0.023987 val_mse=0.097802 val_pfa_mse=0.002438g^2 peak=48.92GB
|
| 51 |
+
FW14 epoch 043/50 train_loss=0.023818 val_loss=0.098355 train_mse=0.023816 val_mse=0.098124 val_pfa_mse=0.002347g^2 peak=48.92GB
|
| 52 |
+
FW14 epoch 044/50 train_loss=0.023664 val_loss=0.098262 train_mse=0.023665 val_mse=0.098029 val_pfa_mse=0.002414g^2 peak=48.92GB
|
| 53 |
+
FW14 epoch 045/50 train_loss=0.023522 val_loss=0.098732 train_mse=0.023521 val_mse=0.098500 val_pfa_mse=0.002336g^2 peak=48.92GB
|
| 54 |
+
FW14 epoch 046/50 train_loss=0.023372 val_loss=0.098635 train_mse=0.023370 val_mse=0.098396 val_pfa_mse=0.002411g^2 peak=48.92GB
|
| 55 |
+
FW14 epoch 047/50 train_loss=0.023205 val_loss=0.098917 train_mse=0.023203 val_mse=0.098686 val_pfa_mse=0.002364g^2 peak=48.92GB
|
| 56 |
+
FW14 epoch 048/50 train_loss=0.023062 val_loss=0.099008 train_mse=0.023059 val_mse=0.098777 val_pfa_mse=0.002362g^2 peak=48.92GB
|
| 57 |
+
FW14 epoch 049/50 train_loss=0.022912 val_loss=0.099271 train_mse=0.022911 val_mse=0.099035 val_pfa_mse=0.002403g^2 peak=48.92GB
|
| 58 |
+
FW14 epoch 050/50 train_loss=0.022790 val_loss=0.099591 train_mse=0.022792 val_mse=0.099356 val_pfa_mse=0.002338g^2 peak=48.92GB
|
| 59 |
+
FW14 final test: test_mse=0.098516 test_pfa_mse=0.003013g^2 best_epoch=21
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW14/training_log.csv
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
epoch,train_loss,train_mse,train_pfa_mse_g2,val_loss,val_mse,val_pfa_mse_g2,lr,epoch_s,gpu_peak_gb
|
| 2 |
+
1,0.3824478660279246,0.3829997275523879,0.047076960976360833,0.2078079112312373,0.2078820371893275,0.008899285695706194,0.001,133.09362530708313,48.92295026779175
|
| 3 |
+
2,0.16585241313745727,0.16589644013462476,0.008411268337428222,0.160188720725915,0.16025168433235867,0.00735867586749339,0.001,121.5869574546814,48.92295026779175
|
| 4 |
+
3,0.1285614765513299,0.12859079944870858,0.006443401578574153,0.14123519159415188,0.141199961622807,0.005230385309074357,0.001,121.70802330970764,48.92295026779175
|
| 5 |
+
4,0.1074938240891962,0.10753587818287037,0.0055368004730570386,0.12760818399050655,0.1275096948099415,0.00543846064840841,0.001,121.60786175727844,48.92295026779175
|
| 6 |
+
5,0.09256651163546008,0.09258869049250731,0.0048712323074452364,0.11905378738746923,0.11892986796418129,0.00486883657020435,0.001,121.53695631027222,48.92295026779175
|
| 7 |
+
6,0.08304906647596787,0.08305181339851364,0.004401626283662361,0.11548129184281125,0.11533872517665691,0.004105717599043372,0.001,121.85924124717712,48.92295026779175
|
| 8 |
+
7,0.0757494986946903,0.07575243051748294,0.004037469405876962,0.11191059670904104,0.11176813596491228,0.004577895953641301,0.001,121.48203206062317,48.92295026779175
|
| 9 |
+
8,0.06891337804385085,0.06893005967881945,0.0036906431780921087,0.11024725678212502,0.110083055707846,0.0036369719073089243,0.001,121.5383939743042,48.92295026779175
|
| 10 |
+
9,0.06397051061156081,0.06399074921189693,0.003438343979113283,0.10694490789490588,0.1067729596125731,0.0038730317598197894,0.001,121.68968963623047,48.92295026779175
|
| 11 |
+
10,0.05896843021818951,0.05897581018518518,0.003218390939877047,0.10425331925644594,0.10405451373659844,0.0035790858910097713,0.001,121.54183650016785,48.92295026779175
|
| 12 |
+
11,0.05476447205934951,0.05476921033595273,0.0030350140512686724,0.10372747195994153,0.10352951069078947,0.0032774040852373803,0.001,121.61290574073792,48.92295026779175
|
| 13 |
+
12,0.05136973858435652,0.05138013340643275,0.0028871980126489675,0.1009541631621473,0.10075807489644249,0.00334533847563448,0.001,121.51097226142883,48.92295026779175
|
| 14 |
+
13,0.04879458593343621,0.048791319977461015,0.002779238006176307,0.10139717709492235,0.10118354714912281,0.003536309944955926,0.001,121.5872175693512,48.92295026779175
|
| 15 |
+
14,0.04612978239224028,0.04613504892330653,0.0026503481685418136,0.09813864485305898,0.09791575292397661,0.0031932599920975534,0.001,121.54509091377258,48.92295026779175
|
| 16 |
+
15,0.04419777970483054,0.04418297704982944,0.0025529691437531634,0.10024832232910044,0.10002853161549707,0.0030892516820751437,0.001,121.63436007499695,48.92295026779175
|
| 17 |
+
16,0.04208784002755115,0.042094726391173246,0.0024522918454039167,0.0977677295313162,0.09755058449074074,0.003035855697609528,0.001,121.51708769798279,48.92295026779175
|
| 18 |
+
17,0.04030213493909409,0.04029942417077851,0.0023490349887407315,0.09661540454801391,0.09638786123294348,0.0030382853885840256,0.001,121.72224044799805,48.92295026779175
|
| 19 |
+
18,0.039128197273656504,0.039126538609435914,0.0022987279287207197,0.09594892337918282,0.09571703048854775,0.0032646453520010785,0.001,121.47013354301453,48.92295026779175
|
| 20 |
+
19,0.03786863939864422,0.03787815826594481,0.002224009009132608,0.09546238622244667,0.09523052936159844,0.0028831256446782607,0.001,121.54511547088623,48.92295026779175
|
| 21 |
+
20,0.036041403578510926,0.03603965669925682,0.002122930712692919,0.09619477303589091,0.09596883436890838,0.0026018367211023967,0.0005,121.46550869941711,48.92295026779175
|
| 22 |
+
21,0.033476565756014924,0.03347965472899915,0.002003098213881777,0.09541877775507815,0.09519179459064328,0.002784686234959385,0.0005,121.47899436950684,48.92295026779175
|
| 23 |
+
22,0.03278977161189958,0.032786080215186406,0.0019567990346610197,0.09562894460909507,0.09540266020955165,0.002687624964797706,0.0005,121.33755326271057,48.92295026779175
|
| 24 |
+
23,0.032242471560724635,0.03224145502101608,0.0019195824216680917,0.09567006129552336,0.09544328338206627,0.002698978095026741,0.0005,121.62984204292297,48.92295026779175
|
| 25 |
+
24,0.03172897290327211,0.03172986286245127,0.0018866538687756188,0.09572716955752934,0.09549622944078948,0.0027084483737834014,0.0005,121.6060004234314,48.92295026779175
|
| 26 |
+
25,0.03120347829674607,0.031201217381289597,0.0018486332353095563,0.09588398521437365,0.09566093795687135,0.0026013628990329495,0.0005,121.68243885040283,48.92295026779175
|
| 27 |
+
26,0.030676414578485845,0.030677158812286793,0.0018138615386179317,0.09635679467635996,0.09613215780336257,0.0025078233431654368,0.0005,121.53647375106812,48.92295026779175
|
| 28 |
+
27,0.03034715351662529,0.030343573457297757,0.0017845785513258816,0.09587143383481923,0.0956434050621345,0.00264002956144991,0.0005,121.6032121181488,48.92295026779175
|
| 29 |
+
28,0.029908288006128658,0.029902868552403143,0.0017541849639332086,0.0961288340827998,0.09590224917763158,0.002539547866548014,0.0005,121.53314304351807,48.92295026779175
|
| 30 |
+
29,0.02943502171938099,0.029434518695556165,0.0017233610022486302,0.0963335922535728,0.09609767132675438,0.002488541979538767,0.0005,121.58454632759094,48.92295026779175
|
| 31 |
+
30,0.02926986906399478,0.02927405097351669,0.0017056815744492045,0.09591377614175572,0.09568782178971735,0.0025934028172353556,0.0005,121.57254409790039,48.92295026779175
|
| 32 |
+
31,0.028497700690667132,0.028500150120309455,0.0016564278592143143,0.09652372778338544,0.09630128517909357,0.0025193816737124793,0.0005,121.42855501174927,48.92295026779175
|
| 33 |
+
32,0.028121747020910037,0.028118798675834552,0.0016333021981674329,0.09778779613621094,0.09755592394615009,0.0023550098576740914,0.0005,121.49328780174255,48.92295026779175
|
| 34 |
+
33,0.027741735731599045,0.027745844050773634,0.0016004627110839586,0.09645687591503649,0.0962324905579922,0.0026033418847803483,0.0005,121.62218523025513,48.92295026779175
|
| 35 |
+
34,0.027552834920473952,0.027553249925758406,0.0015811850287412341,0.09628860258004245,0.09605265822977582,0.0026743743294163754,0.0005,121.43667531013489,48.92295026779175
|
| 36 |
+
35,0.026979566023532135,0.026974912528173734,0.001549354265743529,0.09674247025566943,0.09650963450292398,0.002559229707160191,0.0005,121.55167126655579,48.92295026779175
|
| 37 |
+
36,0.026816599501936295,0.026818262327911794,0.0015343496961551801,0.09668340862673871,0.09646047438474659,0.0025762808322906494,0.0005,121.66040205955505,48.92295026779175
|
| 38 |
+
37,0.026268996006406066,0.02626873062104045,0.0014983648811167443,0.09711136625093572,0.0968903915387427,0.0024529873383672615,0.0005,121.61359190940857,48.92295026779175
|
| 39 |
+
38,0.02597814773334496,0.025975351419727705,0.001475940959321128,0.09742009683566935,0.09718587536549708,0.002678269119987711,0.0005,121.53705954551697,48.92295026779175
|
| 40 |
+
39,0.025656760517340987,0.025658147500913744,0.0014520333367481566,0.09715530583087136,0.0969278310794347,0.002501464116643047,0.0005,121.53161311149597,48.92295026779175
|
| 41 |
+
40,0.025157996105836397,0.02515866378456993,0.0014194234539019433,0.0976773193653892,0.0974496147051657,0.002480486356026945,0.00025,121.67709112167358,48.92295026779175
|
| 42 |
+
41,0.024204890021303698,0.024201272596095273,0.0013749816978884022,0.09789456996847601,0.09766313352826511,0.002439974344264694,0.00025,121.76337027549744,48.92295026779175
|
| 43 |
+
42,0.023985970904355617,0.023987056111415692,0.001360761619102188,0.09803481553407277,0.09780202607212475,0.0024378261545248197,0.00025,121.4914562702179,48.92295026779175
|
| 44 |
+
43,0.023817950442655764,0.023816191672758284,0.0013463562387123443,0.09835511840441648,0.0981241400158382,0.0023469741930041395,0.00025,121.57828736305237,48.92295026779175
|
| 45 |
+
44,0.02366439503297877,0.023664539492720515,0.001333413928398612,0.09826222478466876,0.09802910437987329,0.0024140466723525733,0.00025,121.47649550437927,48.92295026779175
|
| 46 |
+
45,0.02352245332700993,0.02352113346925256,0.0013208987041000734,0.09873196767533526,0.09849992766203704,0.0023362876971562705,0.00025,121.81340193748474,48.92295026779175
|
| 47 |
+
46,0.023372095745446075,0.023369612725389864,0.0013063678411189576,0.09863521224435638,0.09839587506091618,0.002411132956805982,0.00025,121.74000430107117,48.92295026779175
|
| 48 |
+
47,0.02320455676361696,0.023202891329343323,0.0012961180342568291,0.09891669627498179,0.09868608248050682,0.0023642553990347345,0.00025,121.89188599586487,48.92295026779175
|
| 49 |
+
48,0.023062158570583188,0.023058859420687135,0.0012801320728851341,0.09900773470016087,0.09877702485380117,0.002362170874723914,0.00025,125.58331060409546,48.92295026779175
|
| 50 |
+
49,0.02291215415487983,0.022910574268244395,0.0012717998084443355,0.09927147363915163,0.099034691916423,0.002403102984205324,0.00025,126.35585069656372,48.92295026779175
|
| 51 |
+
50,0.022790439899510413,0.02279161917108309,0.001259391525248338,0.09959123678067151,0.09935562819809941,0.0023377445915289093,0.00025,126.65975570678711,48.92295026779175
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW17/checkpoints/FNO-Large_FW17_best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:48bc3c6229c6a5257c63c4aed7f949578db4dcc23ef3ed0d6a2531084ce0b96a
|
| 3 |
+
size 203221703
|
experiments/O4_multi_structure/2026-06-09_xgb1_fno_large_6struct/runs/FW17/checkpoints/FNO-Large_FW17_last.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f7dc0911872ff94250543921838980da107111acb642a616c352006eb0a2469b
|
| 3 |
+
size 203221703
|