fine-tuning

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)

LlamaIndex is the leading document agent and OCR platform

Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.

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

A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

Go ahead and axolotl questions

Low-code framework for building custom LLMs, neural networks, and other AI models

Easily fine-tune, evaluate and deploy Qwen, Gemma, or any open weight LLM!

Using Low-rank adaptation to quickly fine-tune diffusion models.

Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

A programmable Mixture-of-Models router for heterogeneous LLM inference

H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/

Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

《大语言模型》作者：赵鑫，李军毅，周昆，唐天一，文继荣

RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry

Open Source Data Security Platform for Developers to Monitor and Detect PII, Anonymize Production Data and Sync it across environments.

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

Fine-tuning ChatGLM-6B with PEFT | 基于 PEFT 的高效 ChatGLM 微调