fno_log_geometry / TRAIN20

6000 full 20-case updates; 984860 parameters; best_train update 6000. All cases U and VM <=1%: False. No heldout or generalization claim.

Final6000 metricMean (%)Worst (%)
U_relative_L22.93215112.446439
VM_relative_L22.9243007.303668
peak5_VM_relative_L22.1821055.236457
VM_max_relative_error2.0090687.454685
VM_at_true_peak_relative_error2.24477011.556429

Negative VM cases: 6; minimum -33.19116169046819 MPa. Raw values preserved.

TRAIN20 only. CPU checkpoint/metrics audit; no CPU full-model forward replay, GPU update replay, FE re-solve or heldout generalization claim.

Both prediction sets: per-case CSV | CPU verification

actual_training_curves

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all20_final6000_errors

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worst_case_fields

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true_peak_location_zoom

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