initial commit FESurrogateModelTutorial

2026-05-21 17:03:51 +09:00
parent 93665d9ee6
commit 43b86669fa
122 changed files with 7929 additions and 0 deletions
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+{
+  "project": "FEMSurrogateTutorial",
+  "phase": "2-dataset-and-surrogates",
+  "steps": [
+    {
+      "step": 0,
+      "name": "sampling-and-dataset",
+      "status": "completed",
+      "summary": "Added reproducible LHS sampling, BeamParameters/AnalysisResult schema, and Beam2D dataset builder using the in-repository solver."
+    },
+    {
+      "step": 1,
+      "name": "surrogate-common",
+      "status": "completed",
+      "summary": "Added reproducible dataset split helper, evaluation result dataclasses, regression metrics, fit/predict timing, and prediction table generation."
+    },
+    {
+      "step": 2,
+      "name": "surrogate-models",
+      "status": "completed",
+      "summary": "Added scikit-learn builders and registry for RSM, GPR, Random Forest, Gradient Boosting, and MLP models."
+    },
+    {
+      "step": 3,
+      "name": "plotting-and-results",
+      "status": "completed",
+      "summary": "Added parity and residual diagnostic plots, metrics table creation, and metric comparison plot helpers returning matplotlib figures."
+    }
+  ]
+}