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feat: add PyTorch structural surrogate - #10

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savbcar merged 1 commit into
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feat/pytorch-surrogate
Aug 15, 2026
Merged

savbcar merged 1 commit into
mainfrom
feat/pytorch-surrogate

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@savbcar

@savbcar savbcar commented Aug 15, 2026

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  • generates a six-dimensional Latin Hypercube FEA dataset
  • evaluates static and modal responses using CalculiX
  • adds a PyTorch Dataset and DataLoader workflow
  • implements a multi-output MLP surrogate
  • standardizes inputs and outputs using training-only statistics
  • separates train, validation and held-out test datasets
  • adds validation-driven early stopping
  • saves best-model state_dict checkpoints
  • evaluates held-out stress, displacement and modal-frequency predictions
  • generates FEA-vs-predicted and training-loss figures
  • reports prediction-error distributions and engineering metrics

@savbcar
savbcar merged commit e3ac23e into main Aug 15, 2026
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