Old Zhang's AI Learning
Old Zhang's AI Learning
Mar 8, 2026 · Artificial Intelligence

Twinkle – A Lightweight, Fully Chinese Large‑Model Training Framework from ModelScope

Twinkle is a lightweight client‑server training framework open‑sourced by ModelScope that abstracts away Ray clusters, data and model parallelism, offers three run modes (torchrun, Ray, HTTP), multi‑tenant LoRA training, dual back‑ends (Transformers and Megatron), and a serverless Training‑as‑a‑Service gateway for enterprise and individual developers.

LoRAModelScopeMulti‑Tenant
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Twinkle – A Lightweight, Fully Chinese Large‑Model Training Framework from ModelScope