Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).
☆15,086Aug 8, 2026Updated this week
Alternatives and similar repositories for ms-swift
Users that are interested in ms-swift are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)☆73,914Updated this week
- verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework☆22,869Updated this week
- EasyR1: An Efficient, Scalable, Multi-Modality RL Training Framework based on veRL☆5,105Jul 30, 2026Updated last week
- An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & VLM & TIS & vLLM & Ray & Asy…☆9,896Jul 14, 2026Updated 3 weeks ago
- Qwen3-VL is the multimodal large language model series developed by Qwen team, Alibaba Cloud.☆19,747Jan 30, 2026Updated 6 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型☆10,121Sep 22, 2025Updated 10 months ago
- A high-throughput and memory-efficient inference and serving engine for LLMs☆88,524Updated this week
- slime is an LLM post-training framework for RL Scaling.☆7,813Updated this week
- Train transformer language models with reinforcement learning.☆19,027Updated this week
- A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.☆3,213Updated this week
- Qwen3 is the large language model series developed by Qwen team, Alibaba Cloud.☆27,485Jan 9, 2026Updated 7 months ago
- Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks☆4,333Updated this week
- A Next-Generation Training Engine Built for Ultra-Large MoE Models☆5,175Updated this week
- LMDeploy is a toolkit for compressing, deploying, and serving LLMs.☆7,998Updated this week
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- SGLang is a high-performance serving framework for large language models and multimodal models.☆31,535Updated this week
- Fast and memory-efficient exact attention☆24,654Updated this week
- Latest Advances on Multimodal Large Language Models☆17,971Updated this week
- Retrieval and Retrieval-augmented LLMs☆12,032Apr 22, 2026Updated 3 months ago
- The official repo of Qwen-VL (通义千问-VL) chat & pretrained large vision language model proposed by Alibaba Cloud.☆6,722Aug 7, 2024Updated 2 years ago
- [NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.☆24,972Aug 12, 2024Updated last year
- Firefly: 大模型训练工具，支持训练Qwen2.5、Qwen2、Yi1.5、Phi-3、Llama3、Gemma、MiniCPM、Yi、Deepseek、Orion、Xverse、Mixtral-8x7B、Zephyr、Mistral、Baichuan2、Llma2、…☆6,652Oct 24, 2024Updated last year
- Fully open reproduction of DeepSeek-R1☆26,428Apr 2, 2026Updated 4 months ago
- OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, …☆7,286Updated this week
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.☆16,937Mar 4, 2026Updated 5 months ago
- Solve Visual Understanding with Reinforced VLMs☆6,017Jul 7, 2026Updated last month
- An Efficient and User-Friendly Scaling Library for Reinforcement Learning with Large Language Models☆3,353Updated this week
- 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.☆21,518Updated this week
- Ongoing research training transformer models at scale☆17,367Updated this week
- Unsloth is a local UI for training and running Kimi K3, Gemma 4, Qwen3.6, DeepSeek-V4, GLM and other models.☆69,717Updated this week
- ☆4,711Jun 15, 2026Updated last month
- The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.☆5,648Updated this week
- The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.☆21,569Mar 5, 2026Updated 5 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷☆6,848Updated this week
- Witness the aha moment of VLM with less than $3.☆4,062May 19, 2025Updated last year
- Tongyi Deep Research, the Leading Open-source Deep Research Agent☆19,798Feb 27, 2026Updated 5 months ago
- A Pocket-Sized MLLM for Ultra-Efficient Image and Video Understanding on Your Phone☆26,120Updated this week
- Search-R1: An Efficient, Scalable RL Training Framework for Reasoning & Search Engine Calling interleaved LLM based on veRL☆5,279Nov 13, 2025Updated 8 months ago
- 本项目旨在分享大模型相关技术原理以及实战经验（大模型工程化、大模型应用落地）☆24,875Jul 19, 2026Updated 2 weeks ago
- DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.☆42,886Updated this week