peft

Parameter adaptation

An efficient method for fine-tuning large pre-trained models by adapting only a small fraction of their parameters

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

GitHub

17k stars
111 watching
2k forks
Language: Python
last commit: about 2 months ago
Linked from 2 awesome lists

adapterdiffusionllmloraparameter-efficient-learningpythonpytorchtransformers

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
huggingface/trl A library designed to train transformer language models with reinforcement learning using various optimization techniques and fine-tuning methods. 10,308
huggingface/transformers A collection of pre-trained machine learning models for various natural language and computer vision tasks, enabling developers to fine-tune and deploy these models on their own projects. 136,357
modelscope/ms-swift A framework for efficient fine-tuning and deployment of large language models 4,659
huggingface/diffusion-models-class A comprehensive course teaching the theory and hands-on implementation of diffusion models in image and audio generation using PyTorch. 3,722
huggingface/optimum A toolkit for optimizing and accelerating the training and inference of machine learning models on various hardware platforms. 2,618
optimalscale/lmflow A toolkit for fine-tuning and inferring large machine learning models 8,312
huggingface/diffusers A PyTorch-based library for training and using state-of-the-art diffusion models to generate images, audio, and 3D structures 26,676
microsoft/lora A method to adapt large language models by reducing their parameter count using low-rank adaptation matrices 10,959
huggingface/lerobot A platform providing pre-trained models, datasets, and tools for robotics with focus on imitation learning and reinforcement learning. 7,874
facebookresearch/metaseq A codebase for working with Open Pre-trained Transformers, enabling deployment and fine-tuning of transformer models on various platforms. 6,519
huggingface/alignment-handbook Provides recipes and guidelines for training language models to align with human preferences and AI goals 4,800
huggingface/autotrain-advanced A no-code solution for training state-of-the-art machine learning models quickly and easily. 4,151
eleutherai/gpt-neox Provides a framework for training large-scale language models on GPUs with advanced features and optimizations. 6,997
huggingface/accelerate A tool to simplify training and deployment of PyTorch models on various devices and configurations 8,056
tloen/alpaca-lora Tuning a large language model on consumer hardware using low-rank adaptation 18,710