OptimalScale/LMFlow

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).

Go ahead and axolotl questions

A Flexible Framework for Experiencing Heterogeneous LLM Inference/Fine-tune Optimizations

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

LMDeploy is a toolkit for compressing, deploying, and serving LLMs.

Easily fine-tune (SFT/RL), evaluate, and deploy Qwen, Gemma, or any open agentic LLM/VLM!

Universal LLM Deployment Engine with ML Compilation