{
  "scope": "Prepared planar input and checkpoint/export functionality, not a tuned accuracy benchmark.",
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  "configuration": {
    "shape": "Prepared2D",
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    "cylinder_y": 0.2,
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    "boundary_points": 12,
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    "iterations": 100,
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    "bc_types": {
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      "bottom": "Dirichlet",
      "top": "Dirichlet",
      "base": "Dirichlet",
      "upright": "Neumann",
      "slope": "Neumann"
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    "bc_values": {
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    "boundary_sampling": {},
    "pde_expression": "",
    "bc_targets": {},
    "bc_operators": {},
    "interior_data": {
      "path": "assets/training/triangle/interior.csv",
      "coordinates": "x,y",
      "normals": "",
      "values": ""
    },
    "boundary_data": {
      "base": {
        "path": "assets/training/triangle/base.csv",
        "coordinates": "x,y",
        "normals": "",
        "values": "value"
      },
      "upright": {
        "path": "assets/training/triangle/upright.csv",
        "coordinates": "x,y",
        "normals": "nx,ny",
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      },
      "slope": {
        "path": "assets/training/triangle/slope.csv",
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    },
    "network_seed": null,
    "method": "baseline",
    "expert_settings": {
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      "causal_epsilon": 1.0,
      "balance_every": 1000,
      "momentum": 0.9,
      "decay_rate": 0.9,
      "decay_steps": 2000,
      "gradient_floor": 1e-12,
      "weight_cap": 1000000.0,
      "balance_mode": "gradient",
      "ntk_points": 16,
      "windows": 1,
      "window_steps": 1000
    },
    "physics": "scalar",
    "viscosity": 0.01,
    "flow_residuals": [
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      "u*D(v,x)+v*D(v,y)+D(p,y)-nu*laplace(v)",
      "D(u,x)+D(v,y)"
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    "lra_alpha": 0.9,
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    "lra_epsilon": 1e-12,
    "lra_max": 1000000.0,
    "network_type": "fcnn",
    "network_options": {},
    "scale_settings": {
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      "fresh": true
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  "training_steps": 102,
  "checkpoint_resume_updates": 2,
  "exact_same_device_continuation": true,
  "interior_rows": 55,
  "boundary_rows": {
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    "upright": 12,
    "slope": 12
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  "evaluation_rows": 58,
  "rmse": 0.9341549295230255,
  "max_error": 1.8837605714797974,
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    "upright": 0.187428280711174,
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  "source_hashes": {
    "slope.csv": "cd72edbea88eef9cbf427f0aac18ba6125039187c58485203af8ff724ec71ef2",
    "interior.csv": "b780037effb184f849a7dbb98c8d2717814af622bb74e0a3207f5c8b09f0785e",
    "evaluation.csv": "797ac86d981b8e66b46b784ef0c51eb9fe99399faa8393c5d58c88d75dcc31a4",
    "upright.csv": "316dfb8f937428e4f63bcdd36dd3b68f22a84b4a6ab801cf35c47d4dff981bb8",
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  },
  "exports": [
    "triangle.csv",
    "triangle.vtu"
  ]
}