# Reproduce the Forma3D experiments

On an Apple Silicon Mac with uv and Node.js installed, from this directory:

```bash
bash run.sh setup forma
bash run.sh forma
```

This downloads pinned source, weights and ABO assets, prepares the fixed splits,
benchmarks MPS batch sizes for 15 minutes each, and trains/evaluates the variants
sequentially. It can take hours. Rerun the same command to resume. No upload occurs.
Only the Forma commands are part of this release. Source and data pins are in setup.py
and forma3d/run.py. The original experiment implementation is preserved. Public
evaluation JSON replaces machine-specific paths with local-run/; those paths are
provenance references, not paths to download.