opensv 0.0.1

An Open-Source Framework for Shapley-based value intened intended for data valuation.

An Open-Source Framework for Shapley-based value intened intended for data valuation.

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Overview •

Installation •

How To Use

What's New?

TBD $\text{\color{red}{!in progress}}$

Overview

Shapley-based values are prevalent data valuation approaches.

What Can You Do via OpenSV?

• Use the implementations of current Shapley-based values.* We have implemented various of Shapley-based values and corresponding SOTA computation techniques. You can easily call and understand these methods.

• Design your own data valuation work. With the extensibility of OpenSV, you can quickly practice your data valuation ideas.

Installation

Note: Please use Python 3.10+ for OpenSV

Using Pip

Our repo is tested on Python 3.10+, install OpenSV using pip as follows:

pip install opensv

To play with the latest features, you can also install OpenSV from the source.

Using Git

Clone the repository from github:

git clone https://github.com/ZJU-DIVER/OpenSV.git

cd opensv

pip install -r requirements.txt

python setup.py install

Modify the code

python setup.py develop

Use OpenSV

TBD

Base Concepts

TBD