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"model_type": "casting-solidification-gnn",
"version": "v5.1",
"code": "https://github.com/eugenmik/castsolid-gnn",
"files": {
"gnn": "gnn_v5.1.safetensors",
"total_head": "gbm_total_v3.skops",
"spread_head": "gbm_std_v2.skops",
"ood_ranges": "ood_ranges.json"
},
"gnn": {
"architecture": "MeshGraphNet-style encode-process-decode with FiLM conditioning",
"node_features": 15,
"edge_features": 5,
"conditioning_features": 5,
"hidden": 128,
"message_passing_blocks": 12,
"knn_neighbours": 16,
"graph": "tetrahedral mesh edges union k-nearest neighbours"
},
"heads": {
"total_head_features": 16,
"spread_head_features": 17,
"sklearn_version": "1.5.2"
},
"recomposition": {
"method": "soft_anchor",
"quantile": 0.995,
"w_total": 1.0,
"w_std": 4.0
},
"input": {
"mesh": "gmsh 2.2 ASCII tetrahedral mesh in mm, cooling surface tagged 'Cooling'",
"mesh_nodes_trained": [7500, 10000],
"properties": ["k", "rho", "cp", "L_kJ_kg", "TL", "TS", "Tpour", "mold_effusivity"]
},
"output": "solidification time in seconds per mesh node"
}
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