| { |
| "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" |
| } |
|
|
