sync-o3-generalization-artifacts

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@@ -60,3 +60,11 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_native_input_o1_full/README.json

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+{
+  "important_caveat": "GM inputs are kept at native 50/100/200Hz resolution, but the current roof response files are all 50Hz. Metrics are computed after interpolating native-length predictions to the available 50Hz response time axis.",
+  "output_dir": "/data/home/jason/Seismic-FNO/6-code/O3-generalization/results/classical_gms_native_input_o1_full"
+}

experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_native_input_o1_full/classical_native_input_metrics.csv

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experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_native_input_o1_full/classical_native_input_metrics.json

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experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_native_output_o1_full/README.json

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+{
+  "caveat": "Model predictions are native-length outputs. Available roof-response GT files are 50Hz, so GT is interpolated to the native GM/output time axis for visualization and metrics.",
+  "output_dir": "/data/home/jason/Seismic-FNO/6-code/O3-generalization/results/classical_gms_native_output_o1_full"
+}

experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_native_output_o1_full/classical_native_output_metrics.csv

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+model,filename,event,gm_native_hz,gm_native_len,available_gt_hz,available_gt_len,comparison,mse_native_axis,rmse_native_axis,mae_native_axis,r2_native_axis,pfa_gt_g_native_axis,pfa_pred_g_native_axis,pfa_abs_error_g_native_axis,latency_ms
+BiLSTM,1940-ElCentro-60s-50Hz-ms2.txt,El Centro (1940),50,3000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.022099249781073575,0.14865816419246397,0.0761081111784571,0.9508539468582066,0.3781355363027279,0.3784519695239208,0.0003164332211929022,138.32640647888184
+Transformer,1940-ElCentro-60s-50Hz-ms2.txt,El Centro (1940),50,3000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.0215609116751476,0.1468363431686706,0.07971109222937779,0.9520511455606145,0.3781355363027279,0.3708027918404395,0.007332744462288376,13.207197189331055
+FNO-Large,1940-ElCentro-60s-50Hz-ms2.txt,El Centro (1940),50,3000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.028730269520214458,0.16950005758174377,0.10686445317509363,0.9361073626206186,0.3781355363027279,0.36914095844575995,0.008994577856967945,76.22766494750977
+BiLSTM,1971-Sanfernando-60s-50Hz-ms2.txt,San Fernando (1971),50,3000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.024202274614729343,0.15557080257789166,0.05144279496035123,0.913709194291029,0.4061642772196265,0.4131358454837468,0.00697156826412032,57.179927825927734
+Transformer,1971-Sanfernando-60s-50Hz-ms2.txt,San Fernando (1971),50,3000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.044843198708180335,0.21176212765312954,0.06114617985753298,0.8401160300552337,0.4061642772196265,0.43140352076103683,0.025239243541410328,1.5616416931152344
+FNO-Large,1971-Sanfernando-60s-50Hz-ms2.txt,San Fernando (1971),50,3000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.07824942290546001,0.2797309830988695,0.09685971214881292,0.7210094564969194,0.4061642772196265,0.40676481983834206,0.0006005426187155605,3.4101009368896484
+BiLSTM,1985-Michoacan-60s-200Hz-ms2.txt,Michoacan (1985),200,12000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.3471119885800403,0.5891621072167152,0.4138982030804742,-0.7190140254206911,0.2239999421145938,0.13446061739984758,0.08953932471474621,234.1463565826416
+Transformer,1985-Michoacan-60s-200Hz-ms2.txt,Michoacan (1985),200,12000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.18888348640448782,0.434607278361152,0.2669974457669459,0.06458614803849616,0.2239999421145938,0.24764498925476383,0.023645047140170045,4.281520843505859
+FNO-Large,1985-Michoacan-60s-200Hz-ms2.txt,Michoacan (1985),200,12000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.037155231436869746,0.19275692318790977,0.1382871281500897,0.8159949351821276,0.2239999421145938,0.23739950372538435,0.013399561610790561,11.069059371948242
+BiLSTM,1991-Kobe-60s-100Hz-ms2.txt,Kobe (1991),100,6000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.5272938513707628,0.7261500198793379,0.2937656689729511,-1.2550503031423386,0.33980142571996597,0.3786420724929047,0.03884064677293875,120.58758735656738
+Transformer,1991-Kobe-60s-100Hz-ms2.txt,Kobe (1991),100,6000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.1929522320290924,0.4392632832699455,0.16388903812050465,0.1748111831798197,0.33980142571996597,0.33282434053255755,0.006977085187408416,1.4934539794921875
+FNO-Large,1991-Kobe-60s-100Hz-ms2.txt,Kobe (1991),100,6000,50,3000,model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis,0.019653622833152723,0.14019137931111428,0.07853050979869246,0.915948369182513,0.33980142571996597,0.32071933590794677,0.0190820898120192,10.234832763671875

experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_native_output_o1_full/classical_native_output_metrics.json

@@ -0,0 +1,218 @@
+[
+  {
+    "model": "BiLSTM",
+    "filename": "1940-ElCentro-60s-50Hz-ms2.txt",
+    "event": "El Centro (1940)",
+    "gm_native_hz": 50,
+    "gm_native_len": 3000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.022099249781073575,
+    "rmse_native_axis": 0.14865816419246397,
+    "mae_native_axis": 0.0761081111784571,
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+    "pfa_gt_g_native_axis": 0.3781355363027279,
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+    "pfa_abs_error_g_native_axis": 0.0003164332211929022,
+    "latency_ms": 138.32640647888184
+  },
+  {
+    "model": "Transformer",
+    "filename": "1940-ElCentro-60s-50Hz-ms2.txt",
+    "event": "El Centro (1940)",
+    "gm_native_hz": 50,
+    "gm_native_len": 3000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.0215609116751476,
+    "rmse_native_axis": 0.1468363431686706,
+    "mae_native_axis": 0.07971109222937779,
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+    "pfa_gt_g_native_axis": 0.3781355363027279,
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+    "pfa_abs_error_g_native_axis": 0.007332744462288376,
+    "latency_ms": 13.207197189331055
+  },
+  {
+    "model": "FNO-Large",
+    "filename": "1940-ElCentro-60s-50Hz-ms2.txt",
+    "event": "El Centro (1940)",
+    "gm_native_hz": 50,
+    "gm_native_len": 3000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.028730269520214458,
+    "rmse_native_axis": 0.16950005758174377,
+    "mae_native_axis": 0.10686445317509363,
+    "r2_native_axis": 0.9361073626206186,
+    "pfa_gt_g_native_axis": 0.3781355363027279,
+    "pfa_pred_g_native_axis": 0.36914095844575995,
+    "pfa_abs_error_g_native_axis": 0.008994577856967945,
+    "latency_ms": 76.22766494750977
+  },
+  {
+    "model": "BiLSTM",
+    "filename": "1971-Sanfernando-60s-50Hz-ms2.txt",
+    "event": "San Fernando (1971)",
+    "gm_native_hz": 50,
+    "gm_native_len": 3000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
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+    "r2_native_axis": 0.913709194291029,
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+    "pfa_abs_error_g_native_axis": 0.00697156826412032,
+    "latency_ms": 57.179927825927734
+  },
+  {
+    "model": "Transformer",
+    "filename": "1971-Sanfernando-60s-50Hz-ms2.txt",
+    "event": "San Fernando (1971)",
+    "gm_native_hz": 50,
+    "gm_native_len": 3000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
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+  },
+  {
+    "model": "FNO-Large",
+    "filename": "1971-Sanfernando-60s-50Hz-ms2.txt",
+    "event": "San Fernando (1971)",
+    "gm_native_hz": 50,
+    "gm_native_len": 3000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
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+    "latency_ms": 3.4101009368896484
+  },
+  {
+    "model": "BiLSTM",
+    "filename": "1985-Michoacan-60s-200Hz-ms2.txt",
+    "event": "Michoacan (1985)",
+    "gm_native_hz": 200,
+    "gm_native_len": 12000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.3471119885800403,
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+    "r2_native_axis": -0.7190140254206911,
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+    "pfa_abs_error_g_native_axis": 0.08953932471474621,
+    "latency_ms": 234.1463565826416
+  },
+  {
+    "model": "Transformer",
+    "filename": "1985-Michoacan-60s-200Hz-ms2.txt",
+    "event": "Michoacan (1985)",
+    "gm_native_hz": 200,
+    "gm_native_len": 12000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.18888348640448782,
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+  },
+  {
+    "model": "FNO-Large",
+    "filename": "1985-Michoacan-60s-200Hz-ms2.txt",
+    "event": "Michoacan (1985)",
+    "gm_native_hz": 200,
+    "gm_native_len": 12000,
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+  },
+  {
+    "model": "BiLSTM",
+    "filename": "1991-Kobe-60s-100Hz-ms2.txt",
+    "event": "Kobe (1991)",
+    "gm_native_hz": 100,
+    "gm_native_len": 6000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.5272938513707628,
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+    "latency_ms": 120.58758735656738
+  },
+  {
+    "model": "Transformer",
+    "filename": "1991-Kobe-60s-100Hz-ms2.txt",
+    "event": "Kobe (1991)",
+    "gm_native_hz": 100,
+    "gm_native_len": 6000,
+    "available_gt_hz": 50,
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+    "latency_ms": 1.4934539794921875
+  },
+  {
+    "model": "FNO-Large",
+    "filename": "1991-Kobe-60s-100Hz-ms2.txt",
+    "event": "Kobe (1991)",
+    "gm_native_hz": 100,
+    "gm_native_len": 6000,
+    "available_gt_hz": 50,
+    "available_gt_len": 3000,
+    "comparison": "model_native_output_vs_available_50hz_gt_interpolated_to_native_time_axis",
+    "mse_native_axis": 0.019653622833152723,
+    "rmse_native_axis": 0.14019137931111428,
+    "mae_native_axis": 0.07853050979869246,
+    "r2_native_axis": 0.915948369182513,
+    "pfa_gt_g_native_axis": 0.33980142571996597,
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+    "pfa_abs_error_g_native_axis": 0.0190820898120192,
+    "latency_ms": 10.234832763671875
+  }
+]

experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_o1_full/classical_gm_metrics.csv

@@ -0,0 +1,13 @@
+model,filename,event,r2_time,rmse_time,mae_time,r2_spectral,pfa_gt_g,pfa_pred_g,pfa_abs_error_g,latency_ms
+BiLSTM,1940-ElCentro-60s-50Hz-ms2.txt,El Centro (1940),0.9972528500290233,0.03514678991928605,0.02338539516789266,0.9983322248933597,0.3781355363027279,0.3784511918078626,0.0003156555051346821,426.0072708129883
+BiLSTM,1971-Sanfernando-60s-50Hz-ms2.txt,San Fernando (1971),0.9914317256746493,0.049022211548071806,0.024610021522161938,0.9943497272564743,0.4061642772196265,0.4131588367147183,0.006994559495091812,426.2716770172119
+BiLSTM,1985-Michoacan-60s-200Hz-ms2.txt,Michoacan (1985),0.9531581724067208,0.09766439992453149,0.0662733893201815,0.9818049878506383,0.2239999421145938,0.23655947316798714,0.012559531053393358,411.1940860748291
+BiLSTM,1991-Kobe-60s-100Hz-ms2.txt,Kobe (1991),0.9747693937610764,0.0770218966402944,0.03538613863501323,0.989650388491555,0.33980142571996597,0.3164697495440095,0.02333167617595644,405.9150218963623
+Transformer,1940-ElCentro-60s-50Hz-ms2.txt,El Centro (1940),0.9943881465095565,0.05023398635050566,0.03578427574821156,0.9966912454377426,0.3781355363027279,0.3713837214323116,0.006751814870416317,12.133121490478516
+Transformer,1971-Sanfernando-60s-50Hz-ms2.txt,San Fernando (1971),0.929382416416591,0.14073517088582216,0.0387775520428792,0.9640154201123291,0.4061642772196265,0.43176258254367156,0.025598305324045056,9.911537170410156
+Transformer,1985-Michoacan-60s-200Hz-ms2.txt,Michoacan (1985),0.9377286707320603,0.11260649442392713,0.07609834259741789,0.9760393208359672,0.2239999421145938,0.23950643374164046,0.015506491627046676,9.75799560546875
+Transformer,1991-Kobe-60s-100Hz-ms2.txt,Kobe (1991),0.9720986627784695,0.0809958700497893,0.04938568470256729,0.9875704694521231,0.33980142571996597,0.3215097627630049,0.018291662956961052,26.963472366333008
+FNO-Large,1940-ElCentro-60s-50Hz-ms2.txt,El Centro (1940),0.9799223984955295,0.09501679915689976,0.070087080323526,0.9883594803474504,0.3781355363027279,0.3692290833966083,0.008906452906119577,51.177263259887695
+FNO-Large,1971-Sanfernando-60s-50Hz-ms2.txt,San Fernando (1971),0.783802108458761,0.2462475654909522,0.08286706679466276,0.8932295565008375,0.4061642772196265,0.4068801891548553,0.0007159119352287968,42.0684814453125
+FNO-Large,1985-Michoacan-60s-200Hz-ms2.txt,Michoacan (1985),0.9171251742732042,0.12990644091213346,0.09356717581253784,0.9652030951644437,0.2239999421145938,0.23646692495705762,0.012466982842463836,30.739545822143555
+FNO-Large,1991-Kobe-60s-100Hz-ms2.txt,Kobe (1991),0.9734968060119717,0.07894042742218021,0.05489324708712587,0.9804553764716155,0.33980142571996597,0.32060032104741054,0.019201104672555425,40.91835021972656

experiments/O3_generalization/2026-06-09_xgb2_pga_sampling_gmood/artifact/classical_gms_o1_full/classical_gm_metrics.json

@@ -0,0 +1,158 @@
+[
+  {
+    "model": "BiLSTM",
+    "filename": "1940-ElCentro-60s-50Hz-ms2.txt",
+    "event": "El Centro (1940)",
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+  },
+  {
+    "model": "BiLSTM",
+    "filename": "1971-Sanfernando-60s-50Hz-ms2.txt",
+    "event": "San Fernando (1971)",
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+  },
+  {
+    "model": "BiLSTM",
+    "filename": "1985-Michoacan-60s-200Hz-ms2.txt",
+    "event": "Michoacan (1985)",
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+  },
+  {
+    "model": "BiLSTM",
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+1991-Kobe-60s-100Hz-ms2,1991-Kobe-60s-100Hz-ms2.txt,classical,classical,,,amplitude_normalized,3.04562241,0.29172705703287083,5.106280548303484,0.09578569427221638,0.550493953632619,5.970000000000001,6000,0.009999999999999787,0.7500000000000159,5.619979922605613,0.24028017388708206,0.6295545720971556,0.11323425510055715,0.016740490294310365,3.04562241,4.307457518,4.765405017,3.766768403,1.539603295,5.798644630666667,4.066977897476191,1.2001242346058822,1.4143110793566822,1.5646736119859324,1.2367811553501145,0.5055135166936207,1.903927621371379,1.3353519740735658,0.3940489243398633,-0.3203746716381047,0.6841626242214929,1.3704087581009712,62.76666666666667