{
  "slug": "ms-swift",
  "name": "ms-swift",
  "category": "finetune",
  "kind": "repo",
  "tier": "catalog",
  "what": "Fine-tune 600+ LLMs with PEFT or full training.",
  "what_source": "editor",
  "why": "Teach a model your data and style.",
  "icon": "SlidersHorizontal",
  "stack_layer": "model",
  "repo": "https://github.com/modelscope/ms-swift",
  "homepage": "https://swift.readthedocs.io/zh-cn/latest/",
  "readme": "https://github.com/modelscope/ms-swift#readme",
  "license": "Apache-2.0",
  "repo_meta": {
    "stars": 15860,
    "last_push": "2026-10-15",
    "last_commit": "2026-10-15",
    "archived": false,
    "fork": false,
    "language": "Python",
    "checked_on": "2026-10-15"
  },
  "tags": [],
  "seen_in_videos": [],
  "cloud_note": null,
  "install": [
    {
      "run": "pip install ms-swift -U",
      "platform": "any",
      "source": "README (auto-extracted)",
      "status": "unverified, not executed"
    },
    {
      "run": "git clone https://github.com/modelscope/ms-swift.git",
      "platform": "any",
      "source": "README (auto-extracted)",
      "status": "unverified, not executed"
    }
  ],
  "verify": [],
  "rollback": [
    {
      "run": "pip uninstall -y ms-swift",
      "source": "derived inverse of install command",
      "status": "unverified"
    },
    {
      "run": "rm -rf ms-swift",
      "source": "derived inverse of install command",
      "status": "unverified"
    }
  ],
  "gap_score": {
    "value": null,
    "status": "pending test on Mac Studio"
  },
  "verified_on": "2026-10-15"
}