fine-tuning

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hiyouga /LlamaFactory

Star67.4k

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

nlp agent ai transformers moe llama gpt lora quantization gemma fine-tuning peft large-language-models llm rlhf instruction-tuning qlora qwen deepseek llama3

UpdatedFeb 20, 2026
Python

unslothai /unsloth

Sponsor

Star52.5k

Fine-tuning & Reinforcement Learning for LLMs. 🦥 Train OpenAI gpt-oss, DeepSeek, Qwen, Llama, Gemma, TTS 2x faster with 70% less VRAM.

agent text-to-speech reinforcement-learning tts openai llama gemma mistral fine-tuning voice-cloning llm llms qwen deepseek unsloth llama3 deepseek-r1 gemma3 qwen3 gpt-oss

UpdatedFeb 19, 2026
Python

run-llama /llama_index

Star47.1k

LlamaIndex is the leading document agent and OCR platform

application data framework agents fine-tuning multi-agents rag vector-database llm llamaindex

UpdatedFeb 20, 2026
Python

huggingface /peft

Star20.7k

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

python adapter transformers pytorch lora diffusion fine-tuning peft parameter-efficient-learning llm

UpdatedFeb 19, 2026
Python

FunAudioLLM /CosyVoice

Star19.6k

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

python text-to-speech japanese chatbot multi-lingual tts english chinese korean cantonese natural-language-generation cross-lingual fine-grained fine-tuning voice-cloning audio-generation chatgpt gpt-4o cosyvoice

UpdatedFeb 11, 2026
Python

ConardLi /easy-dataset

Star13.4k

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

javascript dataset fine-tuning rag llm

UpdatedFeb 20, 2026
JavaScript

bentoml /OpenLLM

Star12.1k

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

llama mistral fine-tuning mlops bentoml vicuna llm model-inference llmops llm-serving llm-inference open-source-llm llama2 openllm llm-ops llama3-1 llama3-2 llama3-2-vision

UpdatedFeb 16, 2026
Python

ludwig-ai /ludwig

Star11.6k

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

learning data-science machine-learning natural-language-processing computer-vision deep-learning neural-network natural-language ml deep pytorch machinelearning llama deeplearning mistral fine-tuning data-centric llm llm-training llama2

UpdatedJan 19, 2026
Python

axolotl-ai-cloud /axolotl

Star11.3k

Go ahead and axolotl questions

fine-tuning llm

UpdatedFeb 20, 2026
Python

oumi-ai /oumi

Star8.9k

Easily fine-tune, evaluate and deploy gpt-oss, Qwen3, DeepSeek-R1, or any open source LLM / VLM!

evaluation inference llama fine-tuning sft dpo slms llms vlms gpt-oss gpt-oss-120b gpt-oss-20b

UpdatedFeb 20, 2026
Python

cloneofsimo /lora

Star7.5k

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

lora diffusion fine-tuning stable-diffusion dreambooth

UpdatedMar 22, 2024
Jupyter Notebook

flyteorg /flyte

Star6.7k

Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.

python kubernetes golang workflow data-science data machine-learning scale production declarative grpc dataops data-analysis kubernetes-operator hacktoberfest fine-tuning flyte mlops orchestration-engine llm

UpdatedFeb 20, 2026
Go

h2oai /h2o-llmstudio

Star4.9k

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

ai chatbot llama gpt generative fedramp fine-tuning finetuning llm generative-ai chatgpt llm-training llama2

UpdatedFeb 20, 2026
Python

Kiln-AI /Kiln

Star4.7k

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

python windows macos machine-learning ai mcp evaluation prompt ml collaboration openai dataset-generation evaluation-framework synthetic-data fine-tuning prompt-engineering chain-of-thought rlhf evals ollama

UpdatedFeb 20, 2026
Python

truefoundry /cognita

Star4.3k

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

python agent application data machine-learning framework typescript ai deep-learning model-deployment fine-tuning rag mlops llm generative-ai llmops retrieval-augmented-generation llm-ops

UpdatedNov 26, 2025
Python

LLMBook-zh /LLMBook-zh.github.io

Star4.3k

《大语言模型》作者：赵鑫，李军毅，周昆，唐天一，文继荣

nlp natural-language-processing deep-neural-networks deep-learning deep-reinforcement-learning artificial-intelligence pretrained-models language-model fine-tuning large-language-models

UpdatedSep 2, 2025
Python

nucleuscloud /neosync

Star4.1k

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

mysql testing docker kubernetes golang open-source typescript etl reactjs nextjs postgresql faker self-hosted orchestration test-data-generator synthetic-data fine-tuning benthos synthetic-data-generation

UpdatedAug 30, 2025
Go

hiyouga /ChatGLM-Efficient-Tuning

Star3.7k

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

transformers pytorch lora language-model alpaca fine-tuning peft huggingface chatgpt rlhf chatglm qlora chatglm2

UpdatedOct 12, 2023
Python

predibase /lorax

Star3.7k

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

transformers pytorch llama gpt lora model-serving fine-tuning llm llmops llm-serving llm-inference

UpdatedMay 21, 2025
Python

ZhaoJ9014 /face.evoLVe

Star3.6k

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

machine-learning computer-vision deep-learning pytorch artificial-intelligence feature-extraction supervised-learning face-recognition face-detection tencent transfer-learning nus convolutional-neural-network data-augmentation face-alignment imbalanced-learning model-training fine-tuning face-landmark-detection hard-negative-mining

UpdatedMar 20, 2025
Python

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