Program 03 · 3D Preform

From voxels
to printable STL.

A 3D U-Net predicts your optimal pre-forging geometry. Marching cubes meshing, Taubin smoothing, and a Three.js viewer — all in one click. Pick Quick mode to skip every file and just generate.

128³
voxel resolution
218 MB
U-Net cached in RAM
~5 s
cached inference
128³
STL ✓

3D Model

One click — generates a smoothed STL preform from a built-in U-Net model and reference geometry.

Quick mode: just fill in the parameters below — the platform will use a bundled reference dataset to run the calculation. No files needed.

Reference geometry · default U-Net model

First run ~15-30s (model loads), subsequent runs are cached (~5s).