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Tool profile

modelscope/ms-swift

stable

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-R1, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).

deepseek-r1embeddinggrpointernvlligerllamallama4llm
Velocity score
1.20/ 10
[STARS]
14k
[FORKS]
1.4k
[CONTRIBUTORS]
147
[LAST_COMMIT]
yesterday
OPEN_ON_GITHUB
Velocity class: stable
30-day stars
1.20/ 10 score
last 36d
[SIGNAL_TRACE / 36_PT]
Score breakdown
766/ 1000
fine-tuning · modelscope/ms-swift
Velocity50%
Adoption30%
Maintenance15%
Community5%
[CODE_GROWTH]
955
[INSTALL_VEL]
500
[ACTIVITY]
593
[COMMUNITY_SIGNAL]
1000

Terminal score: 0–1000 raw, weighted across 4 dimensions. Public score: 0–10 normalized (shown in the 30-day stars chart above).

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