Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
LLMRepos·Fine-Tuning (LoRA / PEFT) LLM projects
Updated dailyBrowse 184 open-source fine-tuning (lora / peft) projects in Model Development. Compare GitHub stars, recent growth, languages, licenses, and repository activity.
Fine-Tuning (LoRA / PEFT)
Browse 184 open-source fine-tuning (lora / peft) projects in Model Development. Compare GitHub stars, recent growth, languages, licenses, and repository activity.
Top Fine-Tuning (LoRA / PEFT) repositories
Ranked by current GitHub stars from the latest LLMRepos snapshot.
Showing 40 of 184
Local UI to run and train LLMs and diffusion models, including Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, DeepSeek-V4, FLUX and more.
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
1 min voice data can also be used to train a good TTS model! (few shot voice cloning)
《开源大模型食用指南》针对中国宝宝量身打造的基于Linux环境快速微调(全参数/Lora)、部署国内外开源大模型(LLM)/多模态大模型(MLLM)教程
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
中文LLaMA&Alpaca大语言模型+本地CPU/GPU训练部署 (Chinese LLaMA & Alpaca LLMs)
Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services
🚀 One-stop solution for creating your AI twin from chat history 💡 Fine-tune LLMs with your chat logs to capture your unique style, then bind to a chatbot to bring your digital self to life.
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).
Llama中文社区,实时汇总最新Llama学习资料,构建最好的中文Llama大模型开源生态,完全开源可商用
Go ahead and axolotl questions
The official GitHub page for the survey paper "A Survey of Large Language Models".
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
QLoRA: Efficient Finetuning of Quantized LLMs
OpenPipe/ART
Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama, and more!
Official Python inference and LoRA trainer package for the LTX-2 audio–video generative model.
Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, DeepSeek, Mixtral, Gemma, Phi, MiniCPM, Qwen-VL, MiniCPM-V, etc.) on Intel XPU (e.g., local PC with iGPU and NPU, discrete GPU such as Arc, Flex and Max); seamlessly integrate with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, vLLM, DeepSpeed, Axolotl, etc.
Accessible large language models via k-bit quantization for PyTorch.
Lean, fine tuned Opencode multi agent suite · Mix any models · Auto delegate tasks
Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion
Using Low-rank adaptation to quickly fine-tune diffusion models.
Official release of InternLM series (InternLM, InternLM2, InternLM2.5, InternLM3).
中文LLaMA-2 & Alpaca-2大模型二期项目 + 64K超长上下文模型 (Chinese LLaMA-2 & Alpaca-2 LLMs with 64K long context models)
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、Llama、Qwen、Baichuan、ChatGLM2、InternLM、Ziya2、Vicuna、Bloom等大模型
A curated list of Large Language Model resources, covering model training, serving, fine-tuning, and building LLM applications.
🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
🦞 Just talk to your agent — it learns and EVOLVES 🧬.
总结Prompt&LLM论文,开源数据&模型,AIGC应用
A quick guide (especially) for trending instruction finetuning datasets
LLM Finetuning with peft
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions
FLUX, Stable Diffusion, SDXL, SD3, LoRA, Fine Tuning, DreamBooth, Training, Automatic1111, Forge WebUI, SwarmUI, DeepFake, TTS, Animation, Text To Video, Tutorials, Guides, Lectures, Courses, ComfyUI, Google Colab, RunPod, Kaggle, NoteBooks, ControlNet, TTS, Voice Cloning, AI, AI News, ML, ML News, News, Tech, Tech News, Kohya, Midjourney, RunPod
Build, personalize and control your own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6
Official Code of Memento: Fine-tuning LLM Agents without Fine-tuning LLMs
A simple, performant, and scalable Jax LLM!
Distributed AI Model Training and LLM Fine-Tuning on Kubernetes