Fine-tuning- 16K stars
- Apache-2.0
- Updated 2026-10-15
Where it sits
- ms-swiftModelthe weights
- Runtimeruns & routes it
- Harnessmakes it act
- Memorymakes it remember
- Toolsgives it hands
Catalog entryVerified it exists. Install steps not tested yet.
Homepage Repo
---
schema: "https://insidethemachine.ai/schema/listing.schema.json"
slug: "ms-swift"
name: "ms-swift"
kind: "repo"
tier: "catalog"
category: "finetune"
category_label: "Fine-tuning"
stack_layer: "model"
homepage: "https://swift.readthedocs.io/zh-cn/latest/"
repo: "https://github.com/modelscope/ms-swift"
license: "Apache-2.0"
stars: 15860
last_push: "2026-10-15"
archived: false
tags: []
seen_in_videos: []
gap_score: null
gap_score_status: "pending test on Mac Studio"
verified_on: "2026-10-15"
---
# ms-swift
**What:** Fine-tune 600+ LLMs with PEFT or full training.
**Why:** Teach a model your data and style.
**Category:** Fine-tuning · **Stack layer:** model
## Status
Catalog entry. Existence and repo metadata checked 2026-10-15 via the GitHub API. Install commands below are auto-extracted from the README and have NOT been executed or verified. Read the README before running anything; prefer a sandbox or venv.
## Install (unverified)
1. [any] source: README (auto-extracted); status: unverified, not executed
```bash
pip install ms-swift -U
```
2. [any] source: README (auto-extracted); status: unverified, not executed
```bash
git clone https://github.com/modelscope/ms-swift.git
```
## Verify
No verified check yet. Minimum: the install command exits 0 and the tool's own help/version flag runs (exact flag: see README).
## Rollback (unverified)
1. source: derived inverse of install command
```bash
pip uninstall -y ms-swift
```
2. source: derived inverse of install command
```bash
rm -rf ms-swift
```
## Links
- Homepage: https://swift.readthedocs.io/zh-cn/latest/
- Repo: https://github.com/modelscope/ms-swift
- README: https://github.com/modelscope/ms-swift#readme