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Hugging Face Publishes TRELLIS.2 LoRA Fine-Tuning Guide and Scripts

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Hugging Face released fine-tuning scripts and containers for TRELLIS.2, a 3D generation model, which can run locally or on Hugging Face Jobs. The guide applies LoRA adapters through the PEFT library only to the sparse-structure flow DiT and shape flow DiT, while leaving the material stage frozen. The release targets a concrete failure: on a 188-object footwear subset of the GSO dataset, the pretrained model often rendered incorrect soles, and the LoRA fine-tune is meant to correct this. Users need an HF_TOKEN and an account with access to DINOv3, which is a gated model; those using their own dataset must upload its meshes to the Hub first, and setting --push-to makes the container upload adapter checkpoints to the Hub.

Generated from reports · updated 22 h ago

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November 12
  1. Hugging Face Blog
    Hugging Face Releases Fine-Tuning Guide and Scripts for TRELLIS.2 3D Generation

    Hugging Face published fine-tuning scripts and containers for TRELLIS.2, a 3D generation model, runnable locally or on Hugging Face Jobs. The guide uses LoRA adapters via the PEFT library on only the sparse-structure flow DiT and shape flow DiT, leaving the material stage frozen. On a 188-object footwear subset of the GSO dataset, the pretrained model often rendered incorrect soles, which the LoRA fine-tune targets.

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