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Enhancement: populate Hugging Face model metadata correctly for EngiOpt checkpoint repos #72

Description

@SoheylM

Summary

We should improve the Hugging Face model-card metadata for EngiOpt checkpoint repositories so tags and related fields are populated correctly and render properly on HF.

Goal

Add a clean, robust metadata population path for HF-hosted EngiOpt model repos, including tags and other repo-card fields, without breaking the current checkpoint upload flow.

Motivation

The current checkpoint backend works, but HF metadata/model-card enrichment is still missing and should be handled as a follow-up improvement.

Scope ideas

  • populate YAML front matter correctly for HF model cards
  • add stable tags for EngiOpt, IDEALLab, model family, and related categories
  • ensure metadata renders correctly on public HF model pages
  • keep the upload path backward-compatible and low-risk
  • derive values from source-of-truth config where appropriate

Notes

This should be treated as an enhancement to the HF checkpoint backend, not a blocker for the current merge.

Activity

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