MS
modelscope/ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.5, DeepSeek-R1, GLM-5, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Llava, Phi4, ...) (AAAI 2025).
13.6k 1.3k +16/wk
GitHub
deepseek-r1 embedding grpo internvl liger llama llama4 llm lora megatron moe multimodal
Trend
3
Star & Fork Trend (51 data points)
Stars
Forks
Multi-Source Signals
Growth Velocity
modelscope/ms-swift has +16 stars this period . 7-day velocity: 0.3%.
Deep analysis is being generated for this repository.
Signal-backed technical analysis will be available soon.
| Metric | ms-swift | banana-slides | llm_interview_note | easy-dataset |
|---|---|---|---|---|
| Stars | 13.6k | 13.6k | 13.7k | 13.8k |
| Forks | 1.3k | 1.6k | 1.4k | 1.4k |
| Weekly Growth | +16 | +10 | +18 | +16 |
| Language | Python | TypeScript | HTML | JavaScript |
| Sources | 1 | 1 | 1 | 1 |
| License | Apache-2.0 | AGPL-3.0 | N/A | NOASSERTION |
Capability Radar vs banana-slides
ms-swift
banana-slides
Maintenance Activity 100
Last code push 0 days ago.
Community Engagement 49
Fork-to-star ratio: 9.8%. Lower fork ratio may indicate passive usage.
Issue Burden 70
Issue data not yet available.
Growth Momentum 47
+16 stars this period — 0.12% growth rate.
License Clarity 95
Licensed under Apache-2.0. Permissive — safe for commercial use.
Risk scores are computed from real-time repository data. Higher scores indicate healthier metrics.