# Hugging Face explains how to fine-tune TRELLIS.2 for 3D generation

> Original title: The Definitive Fine-Tuning Guide for 3D Generation Models

- Source: Hugging Face Blog
- Published: 2026-11-12T00:00:00.000Z
- Bad Influence: https://badinfluence.news/items/y4lt519ibskdj2aoghgd4o3ym
- Original: https://huggingface.co/blog/3d-lora-finetuning

## Summary

Hugging Face publishes fine-tuning scripts and containers for TRELLIS.2, a 3D generation model, which run locally or on Hugging Face Jobs. The guide applies LoRA adapters to the sparse-structure flow DiT and shape flow DiT, leaving the material stage unchanged. Users need a HF_TOKEN and access to the gated DINOv3 model, and must upload their own meshes to the Hub first.