#Peft

Showing 29 of 29 repositories tagged #peft, ranked by stars

hiyouga
hiyouga
LlamaFactory

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

Score
100
★ 73.1k ⑂ 8.9k +120/day
Python
huggingface
huggingface
peft

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

Score
75
★ 21.4k ⑂ 2.4k +5/day
Python
modelscope
modelscope
ms-swift

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).

Score
50
★ 14.8k ⑂ 1.5k +10/day
Python
yangjianxin1
yangjianxin1
Firefly

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

Score
25
★ 6.6k ⑂ 584
Python
mymusise
mymusise
ChatGLM-Tuning

基于ChatGLM-6B + LoRA的Fintune方案

Score
68
★ 3.7k ⑂ 436
Python
hiyouga
hiyouga
ChatGLM-Efficient-Tuning

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

Score
74
★ 3.7k ⑂ 462 +1/day
Python
ashishpatel26
ashishpatel26
LLM-Finetuning

LLM Finetuning with peft

Score
63
★ 3.0k ⑂ 769 +6/day
Jupyter Notebook
stochasticai
stochasticai
xTuring

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

Score
100
★ 2.7k ⑂ 210 +3/day
Python
lxe
lxe
simple-llm-finetuner

Simple UI for LLM Model Finetuning

Score
53
★ 2.1k ⑂ 130
Jupyter Notebook
ARahim3
ARahim3
mlx-tune

Fine-tune LLMs on your Mac with Apple Silicon. SFT, DPO, GRPO, Vision, TTS, STT, Embedding, and OCR fine-tuning — natively on MLX. Unsloth-compatible API.

Score
95
★ 1.3k ⑂ 88 +6/day
Python
X-LANCE
X-LANCE
SLAM-LLM

A Framework for Speech, Language, Audio, Music Processing with Large Language Model

Score
79
★ 1.0k ⑂ 117 +1/day
Python
DaoyuanLi2816
DaoyuanLi2816
can-i-finetune-this

Estimate whether a Hugging Face model fits and fine-tunes on your local GPU.

Score
89
★ 790 ⑂ 106 +2/day
Python
AutoArk
AutoArk
TinyEngram

Research of DeepSeek Engram Architecture based on Qwen-3 and Stable Diffusion series.

Score
84
★ 736 ⑂ 51 +74/day
Python
candle-org
candle-org
step_into_llm

MindSpore online courses: Step into LLM

Score
58
★ 480 ⑂ 126
Jupyter Notebook
zetavg
zetavg
LLaMA-LoRA-Tuner

UI tool for fine-tuning and testing your own LoRA models base on LLaMA, GPT-J and more. One-click run on Google Colab. + A Gradio ChatGPT-like Chat UI to demonstrate your language models.

Score
100
★ 474 ⑂ 98 +1/day
Python
Joyce94
Joyce94
LLM-RLHF-Tuning

LLM Tuning with PEFT (SFT+RM+PPO+DPO with LoRA)

Score
37
★ 452 ⑂ 24 +1/day
Python
km1994
km1994
llms_paper

该仓库主要记录 LLMs 算法工程师相关的顶会论文研读笔记(多模态、PEFT、小样本QA问答、RAG、LMMs可解释性、Agents、CoT)

Score
32
★ 384 ⑂ 19
TUDB-Labs
TUDB-Labs
mLoRA

An Efficient "Factory" to Build Multiple LoRA Adapters

Score
42
★ 382 ⑂ 67 +1/day
Python
jasonvanf
jasonvanf
llama-trl

LLaMA-TRL: Fine-tuning LLaMA with PPO and LoRA

Score
26
★ 239 ⑂ 24
Python
jackaduma
jackaduma
Vicuna-LoRA-RLHF-PyTorch

A full pipeline to finetune Vicuna LLM with LoRA and RLHF on consumer hardware. Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the Vicuna architecture. Basically ChatGPT but with Vicuna

Score
21
★ 220 ⑂ 18
Python
jackaduma
jackaduma
ChatGLM-LoRA-RLHF-PyTorch

A full pipeline to finetune ChatGLM LLM with LoRA and RLHF on consumer hardware. Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the ChatGLM architecture. Basically ChatGPT but with ChatGLM

Score
16
★ 138 ⑂ 9
Python
wxhcore
wxhcore
bumblecore

An LLM training framework built from the ground up, featuring a custom BumbleBee architecture and end-to-end support for multiple open-source models across Pretraining → SFT → RLHF/DPO.

Score
0
★ 99 ⑂ 13
Python
Simplifine-gamedev
Simplifine-gamedev
Simplifine

🚀 Easy, open-source LLM finetuning with one-line commands, seamless cloud integration, and popular optimization frameworks. ✨

Score
11
★ 96 ⑂ 4
Python
nantonzhang
nantonzhang
Awesome-Crack-Detection

A comprehensive paper list of deep learning for crack detection, in terms of learning paradigms, generalizability and datasets.

Score
0
★ 85 ⑂ 8
modelscope
modelscope
mcore-bridge

MCore-Bridge: Providing Megatron-Core model definitions for state-of-the-art large models and making Megatron training as simple as Transformers — with support for 300+ large language models (Qwen3-Next, GLM-5.1, Deepseek-V4, MiniMax-2.7, ...) and 200+ multimodal large models (Qwen3.5, Qwen3-Omni, Gemma4, ...).

Score
47
★ 85 ⑂ 22 +2/day
Python
MakazhanAlpamys
MakazhanAlpamys
Soup

Soup turns the pain of LLM fine-tuning into a simple workflow. One config, one command, done.

Score
0
★ 74 ⑂ 22 +2/day
Python
zjohn77
zjohn77
lightning-mlflow-hf

Use QLoRA to tune LLM in PyTorch-Lightning w/ Huggingface + MLflow

Score
5
★ 66 ⑂ 8
Python
jackaduma
jackaduma
Alpaca-LoRA-RLHF-PyTorch

A full pipeline to finetune Alpaca LLM with LoRA and RLHF on consumer hardware. Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the Alpaca architecture. Basically ChatGPT but with Alpaca

Score
0
★ 60 ⑂ 6
Python
ashioyajotham
ashioyajotham
fingpt_trader

A quant trading system platform based on FinGPT, demonstrating new applications of large pre-trained Language Models in quantitative finance.

Score
0
★ 27 ⑂ 8
Python
Related Topics
#lora#llm#llama#fine-tuning#pytorch#gpt#rlhf#transformers#chatgpt#qlora#chatglm#ai

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